PatrickHaller/the-stack-python-100k · Datasets at Hugging Face

340d1910d2fe91e2c40ee2105bc0bd2df345ee58

45,879

py

Python

venv/lib/python3.8/site-packages/cssutils/tests/test_value.py

vieee/Scraper_Myntra

05034d8294c7011cd943ddbef57d1c65526cd95b

[ "MIT" ]

null

venv/lib/python3.8/site-packages/cssutils/tests/test_value.py

vieee/Scraper_Myntra

05034d8294c7011cd943ddbef57d1c65526cd95b

[ "MIT" ]

null

venv/lib/python3.8/site-packages/cssutils/tests/test_value.py

vieee/Scraper_Myntra

05034d8294c7011cd943ddbef57d1c65526cd95b

[ "MIT" ]

null

"""Testcases for cssutils.css.CSSValue and CSSPrimitiveValue.""" # from decimal import Decimal # maybe for later tests? import xml.dom from . import basetest import cssutils class PropertyValueTestCase(basetest.BaseTestCase): def setUp(self): self.r = cssutils.css.PropertyValue() def test_init(self): "PropertyValue.__init__() .item() .length" pv = cssutils.css.PropertyValue() self.assertEqual('', pv.cssText) self.assertEqual(0, pv.length) self.assertEqual('', pv.value) cssText = '0, 0/0 1px var(x) url(x)' items = ['0', '0', '0', '1px', 'var(x)', 'url(x)'] pv = cssutils.css.PropertyValue(cssText) self.assertEqual(cssText, pv.cssText) self.assertEqual(6, len(pv)) self.assertEqual(6, pv.length) # __iter__ for i, x in enumerate(pv): self.assertEqual(x.cssText, items[i]) # cssText for i, item in enumerate(items): self.assertEqual(item, pv[i].cssText) self.assertEqual(item, pv.item(i).cssText) def test_cssText(self): "PropertyValue.cssText" tests = { '0': (None, 1, None), '0 0': (None, 2, None), '0, 0': (None, 2, None), '0,0': ('0, 0', 2, None), '0 , 0': ('0, 0', 2, None), '0/0': (None, 2, None), '/**/ 0 /**/': (None, 1, '0'), '0 /**/ 0 /**/ 0': (None, 3, '0 0 0'), '0, /**/ 0, /**/ 0': (None, 3, '0, 0, 0'), '0//**/ 0//**/ 0': (None, 3, '0/0/0'), '/**/ red': (None, 1, 'red'), '/**/red': ('/**/ red', 1, 'red'), 'red /**/': (None, 1, 'red'), 'red/**/': ('red /**/', 1, 'red'), 'a()1,-1,+1,1%,-1%,1px,-1px,"a",a,url(a),#aabb44': ( 'a() 1, -1, +1, 1%, -1%, 1px, -1px, "a", a, url(a), #ab4', 12, 'a() 1, -1, +1, 1%, -1%, 1px, -1px, "a", a, url(a), #ab4', ), # calc values 'calc(1)': (None, 1, 'calc(1)'), 'calc( 1)': ('calc(1)', 1, 'calc(1)'), 'calc(1 )': ('calc(1)', 1, 'calc(1)'), 'calc(1px)': (None, 1, 'calc(1px)'), 'calc(1p-x-)': (None, 1, 'calc(1p-x-)'), 'calc(1%)': (None, 1, 'calc(1%)'), 'calc(-1)': (None, 1, 'calc(-1)'), 'calc(+1)': (None, 1, 'calc(+1)'), 'calc(1 + 1px)': ('calc(1 + 1px)', 1, 'calc(1 + 1px)'), 'calc(1 - 1px)': (None, 1, 'calc(1 - 1px)'), 'calc(1*1px)': ('calc(1 * 1px)', 1, 'calc(1 * 1px)'), 'calc(1 / 1px)': ('calc(1 / 1px)', 1, 'calc(1 / 1px)'), 'calc( 1*1px)': ('calc(1 * 1px)', 1, 'calc(1 * 1px)'), 'calc( 1 / 1px)': ('calc(1 / 1px)', 1, 'calc(1 / 1px)'), 'calc(1*1px )': ('calc(1 * 1px)', 1, 'calc(1 * 1px)'), 'calc(1 / 1px )': ('calc(1 / 1px)', 1, 'calc(1 / 1px)'), 'calc( 1*1px )': ('calc(1 * 1px)', 1, 'calc(1 * 1px)'), 'calc( 1 / 1px )': ('calc(1 / 1px)', 1, 'calc(1 / 1px)'), 'calc(var(X))': (None, 1, None), 'calc(2 * var(X))': (None, 1, None), 'calc(2px + var(X))': (None, 1, None), # issue #24 'rgb(0, 10, 255)': (None, 1, 'rgb(0, 10, 255)'), 'hsl(10, 10%, 25%)': (None, 1, 'hsl(10, 10%, 25%)'), 'rgba(0, 10, 255, 0.5)': (None, 1, 'rgba(0, 10, 255, 0.5)'), 'hsla(10, 10%, 25%, 0.5)': (None, 1, 'hsla(10, 10%, 25%, 0.5)'), # issue #27 'matrix(0.000092, 0.2500010, -0.250000, 0.000092, 0, 0)': ( 'matrix(0.000092, 0.250001, -0.25, 0.000092, 0, 0)', 1, 'matrix(0.000092, 0.250001, -0.25, 0.000092, 0, 0)', ), } for (cssText, (c, l, v)) in list(tests.items()): if c is None: c = cssText if v is None: v = c pv = cssutils.css.PropertyValue(cssText) self.assertEqual(c, pv.cssText) self.assertEqual(l, pv.length) self.assertEqual(v, pv.value) tests = { '0 0px -0px +0px': ('0 0 0 0', 4), '1 2 3 4': (None, 4), '-1 -2 -3 -4': (None, 4), '-1 2': (None, 2), '-1px red "x"': (None, 3), 'a, b c': (None, 3), '1px1 2% 3': ('1px1 2% 3', 3), 'f(+1pX, -2, 5%) 1': ('f(+1px, -2, 5%) 1', 2), '0 f()0': ('0 f() 0', 3), 'f()0': ('f() 0', 2), 'f()1%': ('f() 1%', 2), 'f()1px': ('f() 1px', 2), 'f()"str"': ('f() "str"', 2), 'f()ident': ('f() ident', 2), 'f()#123': ('f() #123', 2), 'f()url()': ('f() url()', 2), 'f()f()': ('f() f()', 2), 'url(x.gif)0 0': ('url(x.gif) 0 0', 3), 'url(x.gif)no-repeat': ('url(x.gif) no-repeat', 2), } for (cssText, (c, l)) in list(tests.items()): if c is None: c = cssText pv = cssutils.css.PropertyValue(cssText) self.assertEqual(c, pv.cssText) self.assertEqual(l, pv.length) tests = { # hash and rgb/a '#112234': '#112234', '#112233': '#123', 'rgb(1,2,3)': 'rgb(1, 2, 3)', 'rgb( 1 , 2 , 3 )': 'rgb(1, 2, 3)', 'rgba(1,2,3,4)': 'rgba(1, 2, 3, 4)', 'rgba( 1 , 2 , 3 , 4 )': 'rgba(1, 2, 3, 4)', 'rgb(-1,+2,0)': 'rgb(-1, +2, 0)', 'rgba(-1,+2,0, 0)': 'rgba(-1, +2, 0, 0)', # FUNCTION 'f(1,2)': 'f(1, 2)', 'f( 1 , 2 )': 'f(1, 2)', 'f(-1,+2)': 'f(-1, +2)', 'f( -1 , +2 )': 'f(-1, +2)', 'fun( -1 , +2 )': 'fun(-1, +2)', 'local( x )': 'local(x)', 'test(1px, #111, y, 1, 1%, "1", y(), var(x))': 'test(1px, #111, y, 1, 1%, "1", y(), var(x))', 'test(-1px, #111, y, -1, -1%, "1", -y())': 'test(-1px, #111, y, -1, -1%, "1", -y())', 'url(y) format( "x" , "y" )': 'url(y) format("x", "y")', 'f(1 2,3 4)': 'f(1 2, 3 4)', # IE expression r'Expression()': 'Expression()', r'expression(-1 < +2)': 'expression(-1<+2)', r'expression(document.width == "1")': 'expression(document.width=="1")', 'alpha(opacity=80)': 'alpha(opacity=80)', 'alpha( opacity = 80 , x=2 )': 'alpha(opacity=80, x=2)', 'expression(eval(document.documentElement.scrollTop))': 'expression(eval(document.documentElement.scrollTop))', # TODO # u'expression((function(ele){ele.style.behavior="none";})(this))': # u'expression((function(ele){ele.style.behavior="none";})(this))', # unicode-range 'u+f': 'u+f', 'U+ABCdef': 'u+abcdef', # url 'url(a)': 'url(a)', 'uRl(a)': 'url(a)', 'u\\rl(a)': 'url(a)', 'url("a")': 'url(a)', 'url( "a" )': 'url(a)', 'url(a)': 'url(a)', 'url(";")': 'url(";")', 'url(",")': 'url(",")', 'url(")")': 'url(")")', '''url("'")''': '''url("'")''', '''url('"')''': '''url("\\"")''', '''url("'")''': '''url("'")''', # operator '1': '1', '1 2': '1 2', '1 2': '1 2', '1,2': '1, 2', '1, 2': '1, 2', '1 ,2': '1, 2', '1 , 2': '1, 2', '1/2': '1/2', '1/ 2': '1/2', '1 /2': '1/2', '1 / 2': '1/2', # comment '1/**/2': '1 /**/ 2', '1 /**/2': '1 /**/ 2', '1/**/ 2': '1 /**/ 2', '1 /**/ 2': '1 /**/ 2', '1 /*a*/ /*b*/ 2': '1 /*a*/ /*b*/ 2', # , before '1,/**/2': '1, /**/ 2', '1 ,/**/2': '1, /**/ 2', '1, /**/2': '1, /**/ 2', '1 , /**/2': '1, /**/ 2', # , after '1/**/,2': '1 /**/, 2', '1/**/ ,2': '1 /**/, 2', '1/**/, 2': '1 /**/, 2', '1/**/ , 2': '1 /**/, 2', # all '1/*a*/ ,/*b*/ 2': '1 /*a*/, /*b*/ 2', '1 /*a*/, /*b*/2': '1 /*a*/, /*b*/ 2', '1 /*a*/ , /*b*/ 2': '1 /*a*/, /*b*/ 2', # list 'a b1,b2 b2,b3,b4': 'a b1, b2 b2, b3, b4', 'a b1 , b2 b2 , b3 , b4': 'a b1, b2 b2, b3, b4', 'u+1 , u+2-5': 'u+1, u+2-5', 'local( x ), url(y) format( "x" , "y" )': 'local(x), url(y) format("x", "y")', # FUNCTION 'attr( href )': 'attr(href)', # PrinceXML extende FUNC syntax with nested FUNC 'target-counter(attr(href),page)': 'target-counter(attr(href), page)', } self.do_equal_r(tests) tests = [ 'a+', '-', '+', '-%', '+a', '--1px', '++1px', '#', '#00', '#12x', '#xyz', '#0000', '#00000', '#0000000', '-#0', # operator ',', '1,,2', '1,/**/,2', '1 , /**/ , 2', '1,', '1, ', '1 ,', '1 , ', '1 , ', '1//2', # URL 'url(x))', # string '"', "'", # function 'f(-)', 'f(x))', # calc 'calc(', 'calc(1', 'calc(1 + 1', 'calc(1+1)', 'calc(1-1)', 'calc(1 +1)', 'calc(1+ 1)', 'calc(1 -1)', 'calc(1- 1)', 'calc(+)', 'calc(+ 1)', 'calc(-)', 'calc(- 1)', 'calc(*)', 'calc(*1)', 'calc(* 2)', 'calc(/)', 'calc(/1)', 'calc(/ 2)', 'calc(1+)', 'calc(1 +)', 'calc(1 + )', 'calc(2px -)', 'calc(3px*)', 'calc(3px *)', 'calc(3px * )', 'calc(4em/)', 'calc(4em /)', 'calc(4em / )', 'calc(1 + + 1)', 'calc(1 ++ 1)', ] self.do_raise_r_list(tests, xml.dom.SyntaxErr) def test_list(self): "PropertyValue[index]" # issue #41 css = """div.one {color: rgb(255, 0, 0);} """ sheet = cssutils.parseString(css) pv = sheet.cssRules[0].style.getProperty('color').propertyValue self.assertEqual(pv.value, 'rgb(255, 0, 0)') self.assertEqual(pv[0].value, 'rgb(255, 0, 0)') # issue #42 sheet = cssutils.parseString('body { font-family: "A", b, serif }') pv = sheet.cssRules[0].style.getProperty('font-family').propertyValue self.assertEqual(3, pv.length) self.assertEqual(pv[0].value, 'A') self.assertEqual(pv[1].value, 'b') self.assertEqual(pv[2].value, 'serif') def test_comments(self): "PropertyValue with comment" # issue #45 for t in ( 'green', 'green /* comment */', '/* comment */green', '/* comment */green/* comment */', '/* comment */ green /* comment */', '/* comment *//**/ green /* comment *//**/', ): sheet = cssutils.parseString('body {color: %s; }' % t) p = sheet.cssRules[0].style.getProperties()[0] self.assertEqual(p.valid, True) for t in ( 'gree', 'gree /* comment */', '/* comment */gree', '/* comment */gree/* comment */', '/* comment */ gree /* comment */', '/* comment *//**/ gree /* comment *//**/', ): sheet = cssutils.parseString('body {color: %s; }' % t) p = sheet.cssRules[0].style.getProperties()[0] self.assertEqual(p.valid, False) def test_incomplete(self): "PropertyValue (incomplete)" tests = {'url("a': 'url(a)', 'url(a': 'url(a)'} for v, exp in list(tests.items()): s = cssutils.parseString('a { background: %s' % v) v = s.cssRules[0].style.background self.assertEqual(v, exp) def test_readonly(self): "PropertyValue._readonly" v = cssutils.css.PropertyValue(cssText='inherit') self.assertTrue(False is v._readonly) v = cssutils.css.PropertyValue(cssText='inherit', readonly=True) self.assertTrue(True is v._readonly) self.assertTrue('inherit', v.cssText) self.assertRaises(xml.dom.NoModificationAllowedErr, v._setCssText, 'x') self.assertTrue('inherit', v.cssText) def test_reprANDstr(self): "PropertyValue.__repr__(), .__str__()" cssText = 'inherit' s = cssutils.css.PropertyValue(cssText=cssText) self.assertTrue(cssText in str(s)) s2 = eval(repr(s)) self.assertTrue(isinstance(s2, s.__class__)) self.assertTrue(cssText == s2.cssText) class ValueTestCase(basetest.BaseTestCase): def test_init(self): "Value.__init__()" v = cssutils.css.Value() self.assertTrue('' == v.cssText) self.assertTrue('' == v.value) self.assertTrue(None is v.type) def test_cssText(self): "Value.cssText" # HASH IDENT STRING UNICODE-RANGE tests = { '#123': ('#123', '#123', 'HASH'), '#123456': ('#123456', '#123456', 'HASH'), '#112233': ('#123', '#112233', 'HASH'), ' #112233 ': ('#123', '#112233', 'HASH'), 'red': ('red', 'red', 'IDENT'), ' red ': ('red', 'red', 'IDENT'), 'red ': ('red', 'red', 'IDENT'), ' red': ('red', 'red', 'IDENT'), 'red-': ('red-', 'red-', 'IDENT'), '-red': ('-red', '-red', 'IDENT'), '"red"': ('"red"', 'red', 'STRING'), "'red'": ('"red"', 'red', 'STRING'), ' "red" ': ('"red"', 'red', 'STRING'), r'"red\""': (r'"red\""', r'red"', 'STRING'), r"'x\"'": (r'"x\\""', r'x\"', 'STRING'), # ??? '''"x\ y"''': ( '"xy"', 'xy', 'STRING', ), } for (p, (r, n, t)) in list(tests.items()): v = cssutils.css.Value(p) self.assertEqual(r, v.cssText) self.assertEqual(t, v.type) self.assertEqual(n, v.value) class ColorValueTestCase(basetest.BaseTestCase): def test_init(self): "ColorValue.__init__()" v = cssutils.css.ColorValue() self.assertEqual(v.COLOR_VALUE, v.type) self.assertTrue('' == v.cssText) self.assertTrue('' == v.value) self.assertEqual('transparent', v.name) self.assertEqual(None, v.colorType) def test_cssText(self): "ColorValue.cssText" tests = { # HASH '#123': ('#123',), '#112233': ('#123',), # rgb 'rgb(1,2,3)': ('rgb(1, 2, 3)',), 'rgb(1%,2%,3%)': ('rgb(1%, 2%, 3%)',), 'rgb(-1,-1,-1)': ('rgb(-1, -1, -1)',), 'rgb(-1%,-2%,-3%)': ('rgb(-1%, -2%, -3%)',), # rgba 'rgba(1,2,3, 0)': ('rgba(1, 2, 3, 0)',), # hsl 'hsl(1,2%,3%)': ('hsl(1, 2%, 3%)',), 'hsla(1,2%,3%, 1.0)': ('hsla(1, 2%, 3%, 1)',), } for (p, (r,)) in list(tests.items()): v = cssutils.css.ColorValue(p) self.assertEqual(v.COLOR_VALUE, v.type) self.assertEqual(r, v.cssText) self.assertEqual(r, v.value) v = cssutils.css.ColorValue() v.cssText = p self.assertEqual(v.COLOR_VALUE, v.type) self.assertEqual(r, v.cssText) self.assertEqual(r, v.value) tests = { '1': xml.dom.SyntaxErr, 'a': xml.dom.SyntaxErr, '#12': xml.dom.SyntaxErr, '#1234': xml.dom.SyntaxErr, '#1234567': xml.dom.SyntaxErr, '#12345678': xml.dom.SyntaxErr, 'rgb(1,1%,1%)': xml.dom.SyntaxErr, 'rgb(1%,1,1)': xml.dom.SyntaxErr, 'rgb(-1,-1%,-1%)': xml.dom.SyntaxErr, 'rgb(-1%,-1,-1)': xml.dom.SyntaxErr, 'rgb(1,1,1, 0)': xml.dom.SyntaxErr, 'rgb(1%,1%,1%, 0)': xml.dom.SyntaxErr, 'rgba(1,1,1)': xml.dom.SyntaxErr, 'rgba(1%,1%,1%)': xml.dom.SyntaxErr, 'rgba(1,1,1, 0%)': xml.dom.SyntaxErr, 'rgba(1%,1%,1%, 0%)': xml.dom.SyntaxErr, 'hsl(1,2%,3%, 1)': xml.dom.SyntaxErr, 'hsla(1,2%,3%)': xml.dom.SyntaxErr, 'hsl(1,2,3)': xml.dom.SyntaxErr, 'hsl(1%,2,3)': xml.dom.SyntaxErr, 'hsl(1%,2,3%)': xml.dom.SyntaxErr, 'hsl(1%,2%,3)': xml.dom.SyntaxErr, 'hsla(1,2%,3%, 0%)': xml.dom.SyntaxErr, 'hsla(1,2,3, 0.0)': xml.dom.SyntaxErr, 'hsla(1%,2,3, 0.0)': xml.dom.SyntaxErr, 'hsla(1%,2,3%, 0.0)': xml.dom.SyntaxErr, 'hsla(1%,2%,3, 0.0)': xml.dom.SyntaxErr, } self.r = cssutils.css.ColorValue() self.do_raise_r(tests) def test_rgb(self): "ColorValue.red .green .blue" tests = { ('#0A0AD2', 'rgb(10, 10, 210)'): (10, 10, 210, 1.0), # TODO: Fix rounding? ('hsl(240, 91%, 43%)',): (10, 10, 209, 1.0), ('#ff8800', '#f80', 'rgb(255, 136, 0)', 'rgba(255, 136, 0, 1.0)'): ( 255, 136, 0, 1.0, ), ( 'red', '#ff0000', '#f00', 'hsl(0, 100%, 50%)', 'hsla(0, 100%, 50%, 1.0)', ): (255, 0, 0, 1.0), ('lime', '#00ff00', '#0f0', 'hsl(120, 100%, 50%)'): (0, 255, 0, 1.0), ('rgba(255, 127, 0, .1)', 'rgba(100%, 50%, 0%, .1)'): (255, 127, 0, 0.1), ('transparent', 'rgba(0, 0, 0, 0)'): (0, 0, 0, 0), ('aqua',): (0, 255, 255, 1.0), } for colors, rgba in list(tests.items()): for color in colors: c = cssutils.css.ColorValue(color) self.assertEqual(c.red, rgba[0]) self.assertEqual(c.green, rgba[1]) self.assertEqual(c.blue, rgba[2]) self.assertEqual(c.alpha, rgba[3]) class URIValueTestCase(basetest.BaseTestCase): def test_init(self): "URIValue.__init__()" v = cssutils.css.URIValue() self.assertTrue('url()' == v.cssText) self.assertTrue('' == v.value) self.assertTrue('' == v.uri) self.assertTrue(v.URI is v.type) v.uri = '1' self.assertTrue('1' == v.value) self.assertTrue('1' == v.uri) self.assertEqual('url(1)', v.cssText) v.value = '2' self.assertTrue('2' == v.value) self.assertTrue('2' == v.uri) self.assertEqual('url(2)', v.cssText) def test_absoluteUri(self): "URIValue.absoluteUri" s = cssutils.parseString( 'a { background-image: url(x.gif)}', href="/path/to/x.css" ) v = s.cssRules[0].style.getProperty('background-image').propertyValue[0] self.assertEqual('x.gif', v.uri) self.assertEqual('/path/to/x.gif', v.absoluteUri) v = cssutils.css.URIValue('url(x.gif)') self.assertEqual('x.gif', v.uri) self.assertEqual('x.gif', v.absoluteUri) def test_cssText(self): "URIValue.cssText" tests = { 'url()': ('url()', '', 'URI'), # comments are part of the url! 'url(/**/)': ('url(/**/)', '/**/', 'URI'), 'url(/**/1)': ('url(/**/1)', '/**/1', 'URI'), 'url(1/**/)': ('url(1/**/)', '1/**/', 'URI'), 'url(/**/1/**/)': ('url(/**/1/**/)', '/**/1/**/', 'URI'), 'url(some.gif)': ('url(some.gif)', 'some.gif', 'URI'), ' url(some.gif) ': ('url(some.gif)', 'some.gif', 'URI'), 'url( some.gif )': ('url(some.gif)', 'some.gif', 'URI'), } for (p, (r, n, t)) in list(tests.items()): v = cssutils.css.URIValue(p) self.assertEqual(r, v.cssText) self.assertEqual(t, v.type) self.assertEqual(n, v.value) self.assertEqual(n, v.uri) v = cssutils.css.URIValue() v.cssText = p self.assertEqual(r, v.cssText) self.assertEqual(t, v.type) self.assertEqual(n, v.value) self.assertEqual(n, v.uri) tests = { 'a()': xml.dom.SyntaxErr, '1': xml.dom.SyntaxErr, 'url(': xml.dom.SyntaxErr, 'url("': xml.dom.SyntaxErr, 'url(\'': xml.dom.SyntaxErr, } self.r = cssutils.css.URIValue() self.do_raise_r(tests) class DimensionValueTestCase(basetest.BaseTestCase): def test_init(self): "DimensionValue.__init__()" v = cssutils.css.DimensionValue() self.assertTrue('' == v.cssText) self.assertTrue('' == v.value) self.assertTrue(None is v.type) self.assertTrue(None is v.dimension) def test_cssText(self): "DimensionValue.cssText" # NUMBER DIMENSION PERCENTAGE tests = { '0': ('0', 0, None, 'NUMBER'), '00': ('0', 0, None, 'NUMBER'), '.0': ('0', 0, None, 'NUMBER'), '0.0': ('0', 0, None, 'NUMBER'), '+0': ('0', 0, None, 'NUMBER'), '+00': ('0', 0, None, 'NUMBER'), '+.0': ('0', 0, None, 'NUMBER'), '+0.0': ('0', 0, None, 'NUMBER'), '-0': ('0', 0, None, 'NUMBER'), '-00': ('0', 0, None, 'NUMBER'), '-.0': ('0', 0, None, 'NUMBER'), '-0.0': ('0', 0, None, 'NUMBER'), '1': ('1', 1, None, 'NUMBER'), '1.0': ('1', 1.0, None, 'NUMBER'), '1.1': ('1.1', 1.1, None, 'NUMBER'), '+1': ('+1', 1, None, 'NUMBER'), '+1.0': ('+1', 1.0, None, 'NUMBER'), '+1.1': ('+1.1', 1.1, None, 'NUMBER'), '-1': ('-1', -1, None, 'NUMBER'), '-1.0': ('-1', -1, None, 'NUMBER'), '-1.1': ('-1.1', -1.1, None, 'NUMBER'), '0px': ('0', 0, 'px', 'DIMENSION'), '1px': ('1px', 1, 'px', 'DIMENSION'), '1.0px': ('1px', 1.0, 'px', 'DIMENSION'), '1.1px': ('1.1px', 1.1, 'px', 'DIMENSION'), '-1px': ('-1px', -1, 'px', 'DIMENSION'), '-1.1px': ('-1.1px', -1.1, 'px', 'DIMENSION'), '+1px': ('+1px', 1, 'px', 'DIMENSION'), '1px1': ('1px1', 1, 'px1', 'DIMENSION'), '0%': ('0%', 0, '%', 'PERCENTAGE'), '1%': ('1%', 1, '%', 'PERCENTAGE'), '1.1%': ('1.1%', 1.1, '%', 'PERCENTAGE'), '-1%': ('-1%', -1, '%', 'PERCENTAGE'), '-1.1%': ('-1.1%', -1.1, '%', 'PERCENTAGE'), '+1%': ('+1%', 1, '%', 'PERCENTAGE'), } for (p, (r, n, d, t)) in list(tests.items()): v = cssutils.css.DimensionValue(p) self.assertEqual(r, v.cssText) self.assertEqual(t, v.type) self.assertEqual(n, v.value) self.assertEqual(d, v.dimension) class CSSFunctionTestCase(basetest.BaseTestCase): def test_init(self): "CSSFunction.__init__()" v = cssutils.css.CSSFunction() self.assertEqual('', v.cssText) self.assertEqual('FUNCTION', v.type) self.assertEqual(v.value, '') def test_cssText(self): "CSSFunction.cssText" tests = { 'x(x)': ('x(x)', None), 'X( X )': ('x(X)', None), 'x(1,2)': ('x(1, 2)', None), 'x(1/**/)': ('x(1 /**/)', 'x(1)'), 'x(/**/1)': ('x(/**/ 1)', 'x(1)'), 'x(/**/1/**/)': ('x(/**/ 1 /**/)', 'x(1)'), 'x(/**/1,x/**/)': ('x(/**/ 1, x /**/)', 'x(1, x)'), 'x(1,2)': ('x(1, 2)', None), } for (f, (cssText, value)) in list(tests.items()): if value is None: value = cssText v = cssutils.css.CSSFunction(f) self.assertEqual(cssText, v.cssText) self.assertEqual('FUNCTION', v.type) self.assertEqual(value, v.value) class CSSVariableTestCase(basetest.BaseTestCase): def test_init(self): "CSSVariable.__init__()" v = cssutils.css.CSSVariable() self.assertEqual('', v.cssText) self.assertEqual('VARIABLE', v.type) self.assertTrue(None is v.name) self.assertTrue(None is v.value) def test_cssText(self): "CSSVariable.cssText" tests = { 'var(x)': ('var(x)', 'x', None), 'VAR( X )': ('var(X)', 'X', None), 'var(c1,rgb(14,14,14))': ( 'var(c1, rgb(14, 14, 14))', 'c1', 'rgb(14, 14, 14)', ), 'var( L, 1px )': ('var(L, 1px)', 'L', '1px'), 'var(L,1)': ('var(L, 1)', 'L', '1'), 'var(T, calc( 2 * 1px ))': ('var(T, calc(2 * 1px))', 'T', 'calc(2 * 1px)'), 'var(U, url( example.png ) )': ( 'var(U, url(example.png))', 'U', 'url(example.png)', ), 'var(C, #f00 )': ('var(C, #f00)', 'C', '#fff'), } for (var, (cssText, name, fallback)) in list(tests.items()): v = cssutils.css.CSSVariable(var) self.assertEqual(cssText, v.cssText) self.assertEqual('VARIABLE', v.type) self.assertEqual(name, v.name) # not resolved so it is None self.assertEqual(None, v.value) # def test_cssValueType(self): # "CSSValue.cssValueType .cssValueTypeString" # tests = [ # ([u'inherit', u'INhe\\rit'], 'CSS_INHERIT', cssutils.css.CSSValue), # (['1', '1%', '1em', '1ex', '1px', '1cm', '1mm', '1in', '1pt', '1pc', # '1deg', '1rad', '1grad', '1ms', '1s', '1hz', '1khz', '1other', # '"string"', "'string'", 'url(x)', 'red', # 'attr(a)', 'counter(x)', 'rect(1px, 2px, 3px, 4px)', # 'rgb(0, 0, 0)', '#000', '#123456', 'rgba(0, 0, 0, 0)', # 'hsl(0, 0, 0)', 'hsla(0, 0, 0, 0)', # ], # 'CSS_PRIMITIVE_VALUE', cssutils.css.CSSPrimitiveValue), # ([u'1px 1px', 'red blue green x'], 'CSS_VALUE_LIST', # cssutils.css.CSSValueList), # # what is a custom value? # #([], 'CSS_CUSTOM', cssutils.css.CSSValue) # ] # for values, name, cls in tests: # for value in values: # v = cssutils.css.CSSValue(cssText=value) # if value == "'string'": # # will be changed to " always # value = '"string"' # self.assertEqual(value, v.cssText) # self.assertEqual(name, v.cssValueTypeString) # self.assertEqual(getattr(v, name), v.cssValueType) # self.assertEqual(cls, type(v)) # class CSSPrimitiveValueTestCase(basetest.BaseTestCase): # # def test_init(self): # "CSSPrimitiveValue.__init__()" # v = cssutils.css.CSSPrimitiveValue(u'1') # self.assertTrue(u'1' == v.cssText) # # self.assertTrue(v.CSS_PRIMITIVE_VALUE == v.cssValueType) # self.assertTrue("CSS_PRIMITIVE_VALUE" == v.cssValueTypeString) # # self.assertTrue(v.CSS_NUMBER == v.primitiveType) # self.assertTrue("CSS_NUMBER" == v.primitiveTypeString) # # # DUMMY to be able to test empty constructor call # #self.assertRaises(xml.dom.SyntaxErr, v.__init__, None) # # self.assertRaises(xml.dom.InvalidAccessErr, v.getCounterValue) # self.assertRaises(xml.dom.InvalidAccessErr, v.getRGBColorValue) # self.assertRaises(xml.dom.InvalidAccessErr, v.getRectValue) # self.assertRaises(xml.dom.InvalidAccessErr, v.getStringValue) # # def test_CSS_UNKNOWN(self): # "CSSPrimitiveValue.CSS_UNKNOWN" # v = cssutils.css.CSSPrimitiveValue(u'expression(false)') # self.assertTrue(v.CSS_UNKNOWN == v.primitiveType) # self.assertTrue('CSS_UNKNOWN' == v.primitiveTypeString) # # def test_CSS_NUMBER_AND_OTHER_DIMENSIONS(self): # "CSSPrimitiveValue.CSS_NUMBER .. CSS_DIMENSION" # defs = [ # ('', 'CSS_NUMBER'), # ('%', 'CSS_PERCENTAGE'), # ('em', 'CSS_EMS'), # ('ex', 'CSS_EXS'), # ('px', 'CSS_PX'), # ('cm', 'CSS_CM'), # ('mm', 'CSS_MM'), # ('in', 'CSS_IN'), # ('pt', 'CSS_PT'), # ('pc', 'CSS_PC'), # ('deg', 'CSS_DEG'), # ('rad', 'CSS_RAD'), # ('grad', 'CSS_GRAD'), # ('ms', 'CSS_MS'), # ('s', 'CSS_S'), # ('hz', 'CSS_HZ'), # ('khz', 'CSS_KHZ'), # ('other_dimension', 'CSS_DIMENSION') # ] # for dim, name in defs: # for n in (0, 1, 1.1, -1, -1.1, -0): # v = cssutils.css.CSSPrimitiveValue('%i%s' % (n, dim)) # self.assertEqual(name, v.primitiveTypeString) # self.assertEqual(getattr(v, name), v.primitiveType) # # def test_CSS_STRING_AND_OTHER(self): # "CSSPrimitiveValue.CSS_STRING .. CSS_RGBCOLOR" # defs = [ # (('""', "''", '"some thing"', "' A\\ND '", # # comma separated lists are STRINGS FOR NOW! # 'a, b', # '"a", "b"', # ), 'CSS_STRING'), # (('url(a)', 'url("a b")', "url(' ')"), 'CSS_URI'), # (('some', 'or_anth-er'), 'CSS_IDENT'), # (('attr(a)', 'attr(b)'), 'CSS_ATTR'), # (('counter(1)', 'counter(2)'), 'CSS_COUNTER'), # (('rect(1,2,3,4)',), 'CSS_RECT'), # (('rgb(1,2,3)', 'rgb(10%, 20%, 30%)', '#123', '#123456'), # 'CSS_RGBCOLOR'), # (('rgba(1,2,3,4)','rgba(10%, 20%, 30%, 40%)', ), # 'CSS_RGBACOLOR'), # (('U+0', 'u+ffffff', 'u+000000-f', # 'u+0-f, U+ee-ff'), 'CSS_UNICODE_RANGE') # ] # # for examples, name in defs: # for x in examples: # v = cssutils.css.CSSPrimitiveValue(x) # self.assertEqual(getattr(v, name), v.primitiveType) # self.assertEqual(name, v.primitiveTypeString) # # def test_getFloat(self): # "CSSPrimitiveValue.getFloatValue()" # # NOT TESTED are float values as it seems difficult to # # compare these. Maybe use decimal.Decimal? # # v = cssutils.css.CSSPrimitiveValue(u'1px') # tests = { # '0': (v.CSS_NUMBER, 0), # '-1.1': (v.CSS_NUMBER, -1.1), # '1%': (v.CSS_PERCENTAGE, 1), # '-1%': (v.CSS_PERCENTAGE, -1), # '1em': (v.CSS_EMS, 1), # '-1.1em': (v.CSS_EMS, -1.1), # '1ex': (v.CSS_EXS, 1), # '1px': (v.CSS_PX, 1), # # '1cm': (v.CSS_CM, 1), # '1cm': (v.CSS_MM, 10), # '254cm': (v.CSS_IN, 100), # '1mm': (v.CSS_MM, 1), # '10mm': (v.CSS_CM, 1), # '254mm': (v.CSS_IN, 10), # '1in': (v.CSS_IN, 1), # '100in': (v.CSS_CM, 254), # ROUNDED!!! # '10in': (v.CSS_MM, 254), # ROUNDED!!! # # '1pt': (v.CSS_PT, 1), # '1pc': (v.CSS_PC, 1), # # '1deg': (v.CSS_DEG, 1), # '1rad': (v.CSS_RAD, 1), # '1grad': (v.CSS_GRAD, 1), # # '1ms': (v.CSS_MS, 1), # '1000ms': (v.CSS_S, 1), # '1s': (v.CSS_S, 1), # '1s': (v.CSS_MS, 1000), # # '1hz': (v.CSS_HZ, 1), # '1000hz': (v.CSS_KHZ, 1), # '1khz': (v.CSS_KHZ, 1), # '1khz': (v.CSS_HZ, 1000), # # '1DIMENSION': (v.CSS_DIMENSION, 1), # } # for cssText in tests: # v.cssText = cssText # unitType, exp = tests[cssText] # val = v.getFloatValue(unitType) # if unitType in (v.CSS_IN, v.CSS_CM): # val = round(val) # self.assertEqual(val , exp) # # def test_setFloat(self): # "CSSPrimitiveValue.setFloatValue()" # V = cssutils.css.CSSPrimitiveValue # # tests = { # # unitType, value # (V.CSS_NUMBER, 1): [ # # unitType, setvalue, # # getvalue or expected exception, msg or cssText # (V.CSS_NUMBER, 0, 0, '0'), # (V.CSS_NUMBER, 0.1, 0.1, '0.1'), # (V.CSS_NUMBER, -0, 0, '0'), # (V.CSS_NUMBER, 2, 2, '2'), # (V.CSS_NUMBER, 2.0, 2, '2'), # (V.CSS_NUMBER, 2.1, 2.1, '2.1'), # (V.CSS_NUMBER, -2.1, -2.1, '-2.1'), # # setting with string does work # (V.CSS_NUMBER, '1', 1, '1'), # (V.CSS_NUMBER, '1.1', 1.1, '1.1'), # (V.CSS_PX, 1, xml.dom.InvalidAccessErr, None), # (V.CSS_DEG, 1, xml.dom.InvalidAccessErr, None), # (V.CSS_RAD, 1, xml.dom.InvalidAccessErr, None), # (V.CSS_GRAD, 1, xml.dom.InvalidAccessErr, None), # (V.CSS_S, 1, xml.dom.InvalidAccessErr, None), # (V.CSS_MS, 1, xml.dom.InvalidAccessErr, None), # (V.CSS_KHZ, 1, xml.dom.InvalidAccessErr, None), # (V.CSS_HZ, 1, xml.dom.InvalidAccessErr, None), # (V.CSS_DIMENSION, 1, xml.dom.InvalidAccessErr, None), # (V.CSS_MM, 2, xml.dom.InvalidAccessErr, None), # # (V.CSS_NUMBER, 'x', xml.dom.InvalidAccessErr, # "CSSPrimitiveValue: floatValue 'x' is not a float"), # (V.CSS_NUMBER, '1x', xml.dom.InvalidAccessErr, # "CSSPrimitiveValue: floatValue '1x' is not a float"), # # (V.CSS_STRING, 'x', xml.dom.InvalidAccessErr, # "CSSPrimitiveValue: unitType 'CSS_STRING' is not a float type"), # (V.CSS_URI, 'x', xml.dom.InvalidAccessErr, # "CSSPrimitiveValue: unitType 'CSS_URI' is not a float type"), # (V.CSS_ATTR, 'x', xml.dom.InvalidAccessErr, # "CSSPrimitiveValue: unitType 'CSS_ATTR' is not a float type"), # (V.CSS_IDENT, 'x', xml.dom.InvalidAccessErr, # "CSSPrimitiveValue: unitType 'CSS_IDENT' is not a float type"), # (V.CSS_RGBCOLOR, 'x', xml.dom.InvalidAccessErr, # "CSSPrimitiveValue: unitType 'CSS_RGBCOLOR' is not a float type"), # (V.CSS_RGBACOLOR, 'x', xml.dom.InvalidAccessErr, # "CSSPrimitiveValue: unitType 'CSS_RGBACOLOR' is not a float type"), # (V.CSS_RECT, 'x', xml.dom.InvalidAccessErr, # "CSSPrimitiveValue: unitType 'CSS_RECT' is not a float type"), # (V.CSS_COUNTER, 'x', xml.dom.InvalidAccessErr, # "CSSPrimitiveValue: unitType 'CSS_COUNTER' is not a float type"), # (V.CSS_EMS, 1, xml.dom.InvalidAccessErr, # "CSSPrimitiveValue: Cannot coerce primitiveType # "'CSS_NUMBER' to 'CSS_EMS'"), # (V.CSS_EXS, 1, xml.dom.InvalidAccessErr, # "CSSPrimitiveValue: Cannot coerce primitiveType # "'CSS_NUMBER' to 'CSS_EXS'") # ], # (V.CSS_MM, '1mm'): [ # (V.CSS_MM, 2, 2, '2mm'), # (V.CSS_MM, 0, 0, '0mm'), # (V.CSS_MM, 0.1, 0.1, '0.1mm'), # (V.CSS_MM, -0, -0, '0mm'), # (V.CSS_MM, 3.0, 3, '3mm'), # (V.CSS_MM, 3.1, 3.1, '3.1mm'), # (V.CSS_MM, -3.1, -3.1, '-3.1mm'), # (V.CSS_CM, 1, 10, '10mm'), # (V.CSS_IN, 10, 254, '254mm'), # (V.CSS_PT, 1, 1828.8, '1828.8mm'), # (V.CSS_PX, 1, xml.dom.InvalidAccessErr, None), # (V.CSS_NUMBER, 2, xml.dom.InvalidAccessErr, None) # ], # (V.CSS_PT, '1pt'): [ # (V.CSS_PT, 2, 2, '2pt'), # (V.CSS_PC, 12, 1, '1pt'), # (V.CSS_NUMBER, 1, xml.dom.InvalidAccessErr, None), # (V.CSS_DEG, 1, xml.dom.InvalidAccessErr, None), # (V.CSS_PX, 1, xml.dom.InvalidAccessErr, None) # ], # (V.CSS_KHZ, '1khz'): [ # (V.CSS_HZ, 2000, 2, '2khz'), # (V.CSS_NUMBER, 1, xml.dom.InvalidAccessErr, None), # (V.CSS_DEG, 1, xml.dom.InvalidAccessErr, None), # (V.CSS_PX, 1, xml.dom.InvalidAccessErr, None) # ] # } # for test in tests: # initialType, initialValue = test # pv = cssutils.css.CSSPrimitiveValue(initialValue) # for setType, setValue, exp, cssText in tests[test]: # if type(exp) == types.TypeType or\ # type(exp) == types.ClassType: # 2.4 compatibility # if cssText: # self.assertRaisesMsg( # exp, cssText, pv.setFloatValue, setType, setValue) # else: # self.assertRaises( # exp, pv.setFloatValue, setType, setValue) # else: # pv.setFloatValue(setType, setValue) # self.assertEqual(pv._value[0], cssText) # if cssText == '0mm': # cssText = '0' # self.assertEqual(pv.cssText, cssText) # self.assertEqual(pv.getFloatValue(initialType), exp) # # def test_getString(self): # "CSSPrimitiveValue.getStringValue()" # v = cssutils.css.CSSPrimitiveValue(u'1px') # self.assertTrue(v.primitiveType == v.CSS_PX) # self.assertRaises(xml.dom.InvalidAccessErr, # v.getStringValue) # # pv = cssutils.css.CSSPrimitiveValue # tests = { # pv.CSS_STRING: ("'red'", 'red'), # pv.CSS_STRING: ('"red"', 'red'), # pv.CSS_URI: ('url(http://example.com)', None), # pv.CSS_URI: ("url('http://example.com')", # u"http://example.com"), # pv.CSS_URI: ('url("http://example.com")', # u'http://example.com'), # pv.CSS_URI: ('url("http://example.com?)")', # u'http://example.com?)'), # pv.CSS_IDENT: ('red', None), # pv.CSS_ATTR: ('attr(att-name)', # u'att-name'), # the name of the attrr # } # for t in tests: # val, exp = tests[t] # if not exp: # exp = val # # v = cssutils.css.CSSPrimitiveValue(val) # self.assertEqual(v.primitiveType, t) # self.assertEqual(v.getStringValue(), exp) # # def test_setString(self): # "CSSPrimitiveValue.setStringValue()" # # CSS_STRING # v = cssutils.css.CSSPrimitiveValue(u'"a"') # self.assertTrue(v.CSS_STRING == v.primitiveType) # v.setStringValue(v.CSS_STRING, 'b') # self.assertTrue(('b', 'STRING') == v._value) # self.assertEqual('b', v.getStringValue()) # self.assertRaisesMsg(xml.dom.InvalidAccessErr, # u"CSSPrimitiveValue: Cannot coerce primitiveType # "'CSS_STRING' to 'CSS_URI'", # v.setStringValue, *(v.CSS_URI, 'x')) # self.assertRaisesMsg(xml.dom.InvalidAccessErr, # u"CSSPrimitiveValue: Cannot coerce primitiveType # "'CSS_STRING' to 'CSS_IDENT'", # v.setStringValue, *(v.CSS_IDENT, 'x')) # self.assertRaisesMsg(xml.dom.InvalidAccessErr, # u"CSSPrimitiveValue: Cannot coerce primitiveType # "'CSS_STRING' to 'CSS_ATTR'", # v.setStringValue, *(v.CSS_ATTR, 'x')) # # # CSS_IDENT # v = cssutils.css.CSSPrimitiveValue('new') # v.setStringValue(v.CSS_IDENT, 'ident') # self.assertTrue(v.CSS_IDENT == v.primitiveType) # self.assertTrue(('ident', 'IDENT') == v._value) # self.assertTrue('ident' == v.getStringValue()) # self.assertRaisesMsg(xml.dom.InvalidAccessErr, # u"CSSPrimitiveValue: Cannot coerce primitiveType # "'CSS_IDENT' to 'CSS_URI'", # v.setStringValue, *(v.CSS_URI, 'x')) # self.assertRaisesMsg(xml.dom.InvalidAccessErr, # u"CSSPrimitiveValue: Cannot coerce primitiveType # "'CSS_IDENT' to 'CSS_STRING'", # v.setStringValue, *(v.CSS_STRING, '"x"')) # self.assertRaisesMsg(xml.dom.InvalidAccessErr, # u"CSSPrimitiveValue: Cannot coerce primitiveType # "'CSS_IDENT' to 'CSS_ATTR'", # v.setStringValue, *(v.CSS_ATTR, 'x')) # # # CSS_URI # v = cssutils.css.CSSPrimitiveValue('url(old)') # v.setStringValue(v.CSS_URI, '(') # self.assertEqual((u'(', 'URI'), v._value) # self.assertEqual(u'(', v.getStringValue()) # # v.setStringValue(v.CSS_URI, ')') # self.assertEqual((u')', 'URI'), v._value) # self.assertEqual(u')', v.getStringValue()) # # v.setStringValue(v.CSS_URI, '"') # self.assertEqual(ur'"', v.getStringValue()) # self.assertEqual((ur'"', 'URI'), v._value) # # v.setStringValue(v.CSS_URI, "''") # self.assertEqual(ur"''", v.getStringValue()) # self.assertEqual((ur"''", 'URI'), v._value) # # v.setStringValue(v.CSS_URI, ',') # self.assertEqual(ur',', v.getStringValue()) # self.assertEqual((ur',', 'URI'), v._value) # # v.setStringValue(v.CSS_URI, ' ') # self.assertEqual((u' ', 'URI'), v._value) # self.assertEqual(u' ', v.getStringValue()) # # v.setStringValue(v.CSS_URI, 'a)') # self.assertEqual((u'a)', 'URI'), v._value) # self.assertEqual(u'a)', v.getStringValue()) # # v.setStringValue(v.CSS_URI, 'a') # self.assertTrue(v.CSS_URI == v.primitiveType) # self.assertEqual((u'a', 'URI'), v._value) # self.assertEqual(u'a', v.getStringValue()) # # self.assertRaisesMsg(xml.dom.InvalidAccessErr, # u"CSSPrimitiveValue: Cannot coerce primitiveType # "'CSS_URI' to 'CSS_IDENT'", # v.setStringValue, *(v.CSS_IDENT, 'x')) # self.assertRaisesMsg(xml.dom.InvalidAccessErr, # u"CSSPrimitiveValue: Cannot coerce primitiveType # "'CSS_URI' to 'CSS_STRING'", # v.setStringValue, *(v.CSS_STRING, '"x"')) # self.assertRaisesMsg(xml.dom.InvalidAccessErr, # u"CSSPrimitiveValue: Cannot coerce primitiveType # "'CSS_URI' to 'CSS_ATTR'", # v.setStringValue, *(v.CSS_ATTR, 'x')) # # # CSS_ATTR # v = cssutils.css.CSSPrimitiveValue('attr(old)') # v.setStringValue(v.CSS_ATTR, 'a') # self.assertTrue(v.CSS_ATTR == v.primitiveType) # self.assertTrue('a' == v.getStringValue()) # self.assertRaisesMsg(xml.dom.InvalidAccessErr, # u"CSSPrimitiveValue: Cannot coerce primitiveType # "'CSS_ATTR' to 'CSS_IDENT'", # v.setStringValue, *(v.CSS_IDENT, 'x')) # self.assertRaisesMsg(xml.dom.InvalidAccessErr, # u"CSSPrimitiveValue: Cannot coerce primitiveType # "'CSS_ATTR' to 'CSS_STRING'", # v.setStringValue, *(v.CSS_STRING, '"x"')) # self.assertRaisesMsg(xml.dom.InvalidAccessErr, # u"CSSPrimitiveValue: Cannot coerce primitiveType # "'CSS_ATTR' to 'CSS_URI'", # v.setStringValue, *(v.CSS_URI, 'x')) # # # TypeError as 'x' is no valid type # self.assertRaisesMsg(xml.dom.InvalidAccessErr, # u"CSSPrimitiveValue: stringType 'x' (UNKNOWN TYPE) is not a string type", # v.setStringValue, *('x', 'brown')) # # IndexError as 111 is no valid type # self.assertRaisesMsg(xml.dom.InvalidAccessErr, # u"CSSPrimitiveValue: stringType 111 (UNKNOWN TYPE) is not a string type", # v.setStringValue, *(111, 'brown')) # # CSS_PX is no string type # self.assertRaisesMsg(xml.dom.InvalidAccessErr, # u"CSSPrimitiveValue: stringType CSS_PX is not a string type", # v.setStringValue, *(v.CSS_PX, 'brown')) # # def test_typeRGBColor(self): # "RGBColor" # v = cssutils.css.CSSPrimitiveValue('RGB(1, 5, 10)') # self.assertEqual(v.CSS_RGBCOLOR, v.primitiveType) # self.assertEqual(u'rgb(1, 5, 10)', v.cssText) # # v = cssutils.css.CSSPrimitiveValue('rgb(1, 5, 10)') # self.assertEqual(v.CSS_RGBCOLOR, v.primitiveType) # self.assertEqual(u'rgb(1, 5, 10)', v.cssText) # # v = cssutils.css.CSSPrimitiveValue('rgb(1%, 5%, 10%)') # self.assertEqual(v.CSS_RGBCOLOR, v.primitiveType) # self.assertEqual(u'rgb(1%, 5%, 10%)', v.cssText) # # v = cssutils.css.CSSPrimitiveValue(' rgb( 1 ,5, 10 )') # self.assertEqual(v.CSS_RGBCOLOR, v.primitiveType) # v = cssutils.css.CSSPrimitiveValue('rgb(1,5,10)') # self.assertEqual(v.CSS_RGBCOLOR, v.primitiveType) # v = cssutils.css.CSSPrimitiveValue('rgb(1%, .5%, 10.1%)') # self.assertEqual(v.CSS_RGBCOLOR, v.primitiveType) if __name__ == '__main__': import unittest unittest.main()

39.825521

123

0.452015

114e360a4d55580ef9a106bebd8e1ee947f88ad7

445

py

Python

examples/example7-all-boards.py

KebabLord/py8chan

e52081a728c172e3bbbf1fa88951d24295930f90

[ "WTFPL" ]

16

2016-01-29T01:06:24.000Z

2021-01-11T17:33:14.000Z

examples/example7-all-boards.py

KebabLord/py8chan

e52081a728c172e3bbbf1fa88951d24295930f90

[ "WTFPL" ]

20

2015-10-23T14:47:58.000Z

2021-07-05T23:39:17.000Z

examples/example7-all-boards.py

KebabLord/py8chan

e52081a728c172e3bbbf1fa88951d24295930f90

[ "WTFPL" ]

13

2016-10-07T18:46:10.000Z

2022-03-27T16:08:43.000Z

# This example demonstrates the use of the get_all_boards function import py8chan def main(): # Get a list of all boards boards = py8chan.get_all_boards() # Sort boards by the number of posts boards.sort(key=lambda x: x.num_posts, reverse=True) # Print the title and subtitle of the first 10 boards for i in range(0, 10): print(boards[i].title + ": " + boards[i].subtitle) if __name__ == '__main__': main()

29.666667

66

0.676404

fa729824bf66b945b01e2b7c4a282b63a89c915c

12,539

py

Python

pymdwizard/gui/ui_files/UI_timeinfo.py

mmfink/fort-pymdwizard

96f46e8cc2594b82b475b4f3fcae96a05ebc03e4

[ "CC-BY-4.0" ]

53

2017-05-01T05:03:33.000Z

2022-03-13T04:49:15.000Z

pymdwizard/gui/ui_files/UI_timeinfo.py

mmfink/fort-pymdwizard

96f46e8cc2594b82b475b4f3fcae96a05ebc03e4

[ "CC-BY-4.0" ]

109

2017-05-17T15:15:40.000Z

2022-03-24T21:12:45.000Z

pymdwizard/gui/ui_files/UI_timeinfo.py

mmfink/fort-pymdwizard

96f46e8cc2594b82b475b4f3fcae96a05ebc03e4

[ "CC-BY-4.0" ]

17

2017-02-08T16:18:18.000Z

2021-01-28T19:38:09.000Z

# -*- coding: utf-8 -*- # Form implementation generated from reading ui file 'timeinfo.ui' # # Created by: PyQt5 UI code generator 5.6 # # WARNING! All changes made in this file will be lost! from PyQt5 import QtCore, QtGui, QtWidgets class Ui_Form(object): def setupUi(self, Form): Form.setObjectName("Form") Form.resize(294, 158) self.verticalLayout = QtWidgets.QVBoxLayout(Form) self.verticalLayout.setObjectName("verticalLayout") self.widget_2 = QtWidgets.QWidget(Form) sizePolicy = QtWidgets.QSizePolicy( QtWidgets.QSizePolicy.Preferred, QtWidgets.QSizePolicy.Minimum ) sizePolicy.setHorizontalStretch(0) sizePolicy.setVerticalStretch(0) sizePolicy.setHeightForWidth(self.widget_2.sizePolicy().hasHeightForWidth()) self.widget_2.setSizePolicy(sizePolicy) self.widget_2.setObjectName("widget_2") self.horizontalLayout = QtWidgets.QHBoxLayout(self.widget_2) self.horizontalLayout.setContentsMargins(0, 0, 0, 0) self.horizontalLayout.setObjectName("horizontalLayout") self.widget = QtWidgets.QWidget(self.widget_2) sizePolicy = QtWidgets.QSizePolicy( QtWidgets.QSizePolicy.Preferred, QtWidgets.QSizePolicy.Minimum ) sizePolicy.setHorizontalStretch(0) sizePolicy.setVerticalStretch(0) sizePolicy.setHeightForWidth(self.widget.sizePolicy().hasHeightForWidth()) self.widget.setSizePolicy(sizePolicy) self.widget.setObjectName("widget") self.verticalLayout_2 = QtWidgets.QVBoxLayout(self.widget) self.verticalLayout_2.setContentsMargins(3, 3, 3, 0) self.verticalLayout_2.setSpacing(3) self.verticalLayout_2.setObjectName("verticalLayout_2") self.horizontalLayout_2 = QtWidgets.QHBoxLayout() self.horizontalLayout_2.setObjectName("horizontalLayout_2") self.label_2 = QtWidgets.QLabel(self.widget) sizePolicy = QtWidgets.QSizePolicy( QtWidgets.QSizePolicy.Ignored, QtWidgets.QSizePolicy.Minimum ) sizePolicy.setHorizontalStretch(0) sizePolicy.setVerticalStretch(0) sizePolicy.setHeightForWidth(self.label_2.sizePolicy().hasHeightForWidth()) self.label_2.setSizePolicy(sizePolicy) font = QtGui.QFont() font.setFamily("Arial") font.setPointSize(9) font.setBold(False) font.setItalic(True) font.setWeight(50) self.label_2.setFont(font) self.label_2.setStyleSheet("font: italic;") self.label_2.setWordWrap(True) self.label_2.setObjectName("label_2") self.horizontalLayout_2.addWidget(self.label_2) self.verticalLayout_2.addLayout(self.horizontalLayout_2) self.horizontalLayout_3 = QtWidgets.QHBoxLayout() self.horizontalLayout_3.setObjectName("horizontalLayout_3") self.label_3 = QtWidgets.QLabel(self.widget) sizePolicy = QtWidgets.QSizePolicy( QtWidgets.QSizePolicy.Ignored, QtWidgets.QSizePolicy.Minimum ) sizePolicy.setHorizontalStretch(0) sizePolicy.setVerticalStretch(0) sizePolicy.setHeightForWidth(self.label_3.sizePolicy().hasHeightForWidth()) self.label_3.setSizePolicy(sizePolicy) font = QtGui.QFont() font.setFamily("Arial") font.setPointSize(9) font.setItalic(True) self.label_3.setFont(font) self.label_3.setStyleSheet("font: italic;") self.label_3.setWordWrap(True) self.label_3.setObjectName("label_3") self.horizontalLayout_3.addWidget(self.label_3) self.label_9 = QtWidgets.QLabel(self.widget) sizePolicy = QtWidgets.QSizePolicy( QtWidgets.QSizePolicy.Fixed, QtWidgets.QSizePolicy.Minimum ) sizePolicy.setHorizontalStretch(0) sizePolicy.setVerticalStretch(0) sizePolicy.setHeightForWidth(self.label_9.sizePolicy().hasHeightForWidth()) self.label_9.setSizePolicy(sizePolicy) self.label_9.setMinimumSize(QtCore.QSize(15, 0)) self.label_9.setMaximumSize(QtCore.QSize(16777215, 20)) font = QtGui.QFont() font.setFamily("Arial") font.setPointSize(9) font.setBold(False) font.setItalic(False) font.setWeight(50) self.label_9.setFont(font) self.label_9.setScaledContents(True) self.label_9.setAlignment(QtCore.Qt.AlignHCenter | QtCore.Qt.AlignTop) self.label_9.setIndent(0) self.label_9.setObjectName("label_9") self.horizontalLayout_3.addWidget(self.label_9) self.verticalLayout_2.addLayout(self.horizontalLayout_3) self.horizontalLayout_4 = QtWidgets.QHBoxLayout() self.horizontalLayout_4.setObjectName("horizontalLayout_4") self.radio_single = QtWidgets.QRadioButton(self.widget) sizePolicy = QtWidgets.QSizePolicy( QtWidgets.QSizePolicy.Fixed, QtWidgets.QSizePolicy.Fixed ) sizePolicy.setHorizontalStretch(0) sizePolicy.setVerticalStretch(0) sizePolicy.setHeightForWidth(self.radio_single.sizePolicy().hasHeightForWidth()) self.radio_single.setSizePolicy(sizePolicy) self.radio_single.setChecked(True) self.radio_single.setObjectName("radio_single") self.horizontalLayout_4.addWidget(self.radio_single) self.radio_range = QtWidgets.QRadioButton(self.widget) sizePolicy = QtWidgets.QSizePolicy( QtWidgets.QSizePolicy.Fixed, QtWidgets.QSizePolicy.Fixed ) sizePolicy.setHorizontalStretch(0) sizePolicy.setVerticalStretch(0) sizePolicy.setHeightForWidth(self.radio_range.sizePolicy().hasHeightForWidth()) self.radio_range.setSizePolicy(sizePolicy) self.radio_range.setObjectName("radio_range") self.horizontalLayout_4.addWidget(self.radio_range) self.radio_multiple = QtWidgets.QRadioButton(self.widget) sizePolicy = QtWidgets.QSizePolicy( QtWidgets.QSizePolicy.Fixed, QtWidgets.QSizePolicy.Fixed ) sizePolicy.setHorizontalStretch(0) sizePolicy.setVerticalStretch(0) sizePolicy.setHeightForWidth( self.radio_multiple.sizePolicy().hasHeightForWidth() ) self.radio_multiple.setSizePolicy(sizePolicy) self.radio_multiple.setObjectName("radio_multiple") self.horizontalLayout_4.addWidget(self.radio_multiple) self.verticalLayout_2.addLayout(self.horizontalLayout_4) self.fgdc_timeinfo = QtWidgets.QStackedWidget(self.widget) sizePolicy = QtWidgets.QSizePolicy( QtWidgets.QSizePolicy.Preferred, QtWidgets.QSizePolicy.Minimum ) sizePolicy.setHorizontalStretch(0) sizePolicy.setVerticalStretch(0) sizePolicy.setHeightForWidth( self.fgdc_timeinfo.sizePolicy().hasHeightForWidth() ) self.fgdc_timeinfo.setSizePolicy(sizePolicy) font = QtGui.QFont() font.setFamily("Arial") font.setPointSize(9) self.fgdc_timeinfo.setFont(font) self.fgdc_timeinfo.setObjectName("fgdc_timeinfo") self.fgdc_sngdate = QtWidgets.QWidget() sizePolicy = QtWidgets.QSizePolicy( QtWidgets.QSizePolicy.Preferred, QtWidgets.QSizePolicy.Minimum ) sizePolicy.setHorizontalStretch(0) sizePolicy.setVerticalStretch(0) sizePolicy.setHeightForWidth(self.fgdc_sngdate.sizePolicy().hasHeightForWidth()) self.fgdc_sngdate.setSizePolicy(sizePolicy) self.fgdc_sngdate.setObjectName("fgdc_sngdate") self.verticalLayout_10 = QtWidgets.QVBoxLayout(self.fgdc_sngdate) self.verticalLayout_10.setSizeConstraint(QtWidgets.QLayout.SetMaximumSize) self.verticalLayout_10.setContentsMargins(9, 9, 0, 0) self.verticalLayout_10.setSpacing(6) self.verticalLayout_10.setObjectName("verticalLayout_10") spacerItem = QtWidgets.QSpacerItem( 0, 0, QtWidgets.QSizePolicy.Minimum, QtWidgets.QSizePolicy.Minimum ) self.verticalLayout_10.addItem(spacerItem) self.fgdc_timeinfo.addWidget(self.fgdc_sngdate) self.fgdc_rngdates = QtWidgets.QWidget() sizePolicy = QtWidgets.QSizePolicy( QtWidgets.QSizePolicy.Preferred, QtWidgets.QSizePolicy.Minimum ) sizePolicy.setHorizontalStretch(0) sizePolicy.setVerticalStretch(0) sizePolicy.setHeightForWidth( self.fgdc_rngdates.sizePolicy().hasHeightForWidth() ) self.fgdc_rngdates.setSizePolicy(sizePolicy) self.fgdc_rngdates.setObjectName("fgdc_rngdates") self.verticalLayout_7 = QtWidgets.QVBoxLayout(self.fgdc_rngdates) self.verticalLayout_7.setSizeConstraint(QtWidgets.QLayout.SetDefaultConstraint) self.verticalLayout_7.setContentsMargins(0, 9, 0, 0) self.verticalLayout_7.setObjectName("verticalLayout_7") self.verticalLayout_3 = QtWidgets.QVBoxLayout() self.verticalLayout_3.setSizeConstraint(QtWidgets.QLayout.SetMinimumSize) self.verticalLayout_3.setSpacing(0) self.verticalLayout_3.setObjectName("verticalLayout_3") self.layout_daterange = QtWidgets.QHBoxLayout() self.layout_daterange.setSizeConstraint(QtWidgets.QLayout.SetMinimumSize) self.layout_daterange.setSpacing(0) self.layout_daterange.setObjectName("layout_daterange") self.verticalLayout_3.addLayout(self.layout_daterange) self.verticalLayout_7.addLayout(self.verticalLayout_3) spacerItem1 = QtWidgets.QSpacerItem( 0, 0, QtWidgets.QSizePolicy.Minimum, QtWidgets.QSizePolicy.Minimum ) self.verticalLayout_7.addItem(spacerItem1) self.fgdc_timeinfo.addWidget(self.fgdc_rngdates) self.fgdc_mdattim = QtWidgets.QWidget() sizePolicy = QtWidgets.QSizePolicy( QtWidgets.QSizePolicy.Preferred, QtWidgets.QSizePolicy.Minimum ) sizePolicy.setHorizontalStretch(0) sizePolicy.setVerticalStretch(0) sizePolicy.setHeightForWidth(self.fgdc_mdattim.sizePolicy().hasHeightForWidth()) self.fgdc_mdattim.setSizePolicy(sizePolicy) self.fgdc_mdattim.setObjectName("fgdc_mdattim") self.verticalLayout_9 = QtWidgets.QVBoxLayout(self.fgdc_mdattim) self.verticalLayout_9.setSizeConstraint(QtWidgets.QLayout.SetDefaultConstraint) self.verticalLayout_9.setContentsMargins(4, 4, 4, 0) self.verticalLayout_9.setSpacing(3) self.verticalLayout_9.setObjectName("verticalLayout_9") self.horizontalLayout_6 = QtWidgets.QHBoxLayout() self.horizontalLayout_6.setSizeConstraint(QtWidgets.QLayout.SetMinimumSize) self.horizontalLayout_6.setObjectName("horizontalLayout_6") self.layout_multipledates = QtWidgets.QVBoxLayout() self.layout_multipledates.setSizeConstraint(QtWidgets.QLayout.SetMinimumSize) self.layout_multipledates.setContentsMargins(-1, 0, -1, -1) self.layout_multipledates.setObjectName("layout_multipledates") self.horizontalLayout_6.addLayout(self.layout_multipledates) self.verticalLayout_9.addLayout(self.horizontalLayout_6) self.fgdc_timeinfo.addWidget(self.fgdc_mdattim) self.verticalLayout_2.addWidget(self.fgdc_timeinfo) self.horizontalLayout.addWidget(self.widget) self.verticalLayout.addWidget(self.widget_2) self.retranslateUi(Form) self.fgdc_timeinfo.setCurrentIndex(0) QtCore.QMetaObject.connectSlotsByName(Form) def retranslateUi(self, Form): _translate = QtCore.QCoreApplication.translate Form.setWindowTitle(_translate("Form", "Form")) self.label_2.setText( _translate("Form", "What is the time period represented in the dataset?") ) self.label_3.setText( _translate( "Form", "Select one of 'Single Date', 'Date Range', or 'Multiple Dates'.", ) ) self.label_9.setToolTip(_translate("Form", "Required")) self.label_9.setText( _translate( "Form", '<html><head/><body><p><span style=" font-size:18pt; color:#55aaff;">*</span></p></body></html>', ) ) self.radio_single.setText(_translate("Form", "Single")) self.radio_range.setText(_translate("Form", "Range")) self.radio_multiple.setText(_translate("Form", "Multiple"))

48.042146

113

0.70181

1b0792d07b0972f963515f262d508bed46e496cc

542

py

Python

sark/plumbing.py

bmeisels/Sark

f02b7e7b501b73d786d2286b72ee6651812fb720

[ "MIT" ]

572

2015-03-09T09:26:02.000Z

2022-03-20T14:13:34.000Z

sark/plumbing.py

shemesh999/Sark

421f22124006567d79443135046519f0487c7261

[ "MIT" ]

78

2015-05-25T12:54:19.000Z

2022-03-28T00:36:52.000Z

sark/plumbing.py

shemesh999/Sark

421f22124006567d79443135046519f0487c7261

[ "MIT" ]

105

2015-05-17T20:31:18.000Z

2022-03-21T15:45:30.000Z

import os SARK_PLUGINS_ENV_NAME = "sarkPlugins" SARK_DEFAULT_PATH = os.path.normpath(os.path.join(os.path.dirname(__file__), "../")) def get_sark_dir(dirname, envname=None): if envname in os.environ: return os.environ[envname] return os.path.join(SARK_DEFAULT_PATH, dirname) def get_plugins_dir(): return get_sark_dir("plugins", SARK_PLUGINS_ENV_NAME) def get_codecs_dir(): from sark import encodings return os.path.dirname(encodings.__file__) CODECS_DIR = get_codecs_dir() PLUGINS_DIR = get_plugins_dir()

23.565217

84

0.750923

dfca9a3367d71c40fc615c97c387e6a3efa1cd70

247,900

py

Python

src/azure-cli/azure/cli/command_modules/network/_help.py

damienbod/azure-cli

a804e5f8ebdfe2af145f51eedd44266076d3cccb

[ "MIT" ]

4

2016-08-23T06:19:01.000Z

2018-03-20T22:47:15.000Z

src/azure-cli/azure/cli/command_modules/network/_help.py

damienbod/azure-cli

a804e5f8ebdfe2af145f51eedd44266076d3cccb

[ "MIT" ]

120

2018-03-27T19:14:40.000Z

2020-12-10T23:53:35.000Z

src/azure-cli/azure/cli/command_modules/network/_help.py

damienbod/azure-cli

a804e5f8ebdfe2af145f51eedd44266076d3cccb

[ "MIT" ]

11

2018-08-23T21:31:06.000Z

2020-09-03T21:39:51.000Z

# coding=utf-8 # -------------------------------------------------------------------------------------------- # Copyright (c) Microsoft Corporation. All rights reserved. # Licensed under the MIT License. See License.txt in the project root for license information. # -------------------------------------------------------------------------------------------- from knack.help_files import helps # pylint: disable=unused-import # pylint: disable=line-too-long, too-many-lines helps['network'] = """ type: group short-summary: Manage Azure Network resources. """ helps['network application-gateway'] = """ type: group short-summary: Manage application-level routing and load balancing services. long-summary: To learn more about Application Gateway, visit https://docs.microsoft.com/azure/application-gateway/application-gateway-create-gateway-cli """ helps['network application-gateway address-pool'] = """ type: group short-summary: Manage address pools of an application gateway. """ helps['network application-gateway address-pool create'] = """ type: command short-summary: Create an address pool. examples: - name: Create an address pool with two endpoints. text: | az network application-gateway address-pool create -g MyResourceGroup \\ --gateway-name MyAppGateway -n MyAddressPool --servers 10.0.0.4 10.0.0.5 """ helps['network application-gateway address-pool delete'] = """ type: command short-summary: Delete an address pool. examples: - name: Delete an address pool. text: az network application-gateway address-pool delete -g MyResourceGroup --gateway-name MyAppGateway -n MyAddressPool """ helps['network application-gateway address-pool list'] = """ type: command short-summary: List address pools. examples: - name: List address pools. text: az network application-gateway address-pool list -g MyResourceGroup --gateway-name MyAppGateway """ helps['network application-gateway address-pool show'] = """ type: command short-summary: Get the details of an address pool. examples: - name: Get the details of an address pool. text: az network application-gateway address-pool show -g MyResourceGroup --gateway-name MyAppGateway -n MyAddressPool """ helps['network application-gateway address-pool update'] = """ type: command short-summary: Update an address pool. examples: - name: Update backend address pool. text: az network application-gateway address-pool update -g MyResourceGroup --gateway-name MyAppGateway \\ -n MyAddressPool --servers 10.0.0.4 10.0.0.5 10.0.0.6 - name: Add to the backend address pool by using backend server IP address. text: | az network application-gateway address-pool update -g MyResourceGroup --gateway-name MyAppGateway -n MyAddressPool \\ --add backendAddresses "{ \"ip_address\": \"{10.0.0.13}\" }" """ helps['network application-gateway auth-cert'] = """ type: group short-summary: Manage authorization certificates of an application gateway. """ helps['network application-gateway auth-cert create'] = """ type: command short-summary: Create an authorization certificate. examples: - name: Create an authorization certificate. text: | az network application-gateway auth-cert create -g MyResourceGroup --gateway-name MyAppGateway \\ -n MyAuthCert --cert-file /path/to/cert/file """ helps['network application-gateway auth-cert delete'] = """ type: command short-summary: Delete an authorization certificate. examples: - name: Delete an authorization certificate. text: az network application-gateway auth-cert delete -g MyResourceGroup --gateway-name MyAppGateway -n MyAuthCert """ helps['network application-gateway auth-cert list'] = """ type: command short-summary: List authorization certificates. examples: - name: List authorization certificates. text: az network application-gateway auth-cert list -g MyResourceGroup --gateway-name MyAppGateway """ helps['network application-gateway auth-cert show'] = """ type: command short-summary: Show an authorization certificate. examples: - name: Show an authorization certificate. text: az network application-gateway auth-cert show -g MyResourceGroup --gateway-name MyAppGateway -n MyAuthCert - name: View expiry date of an authorization certificate. It is in Base-64 encoded X.509(.CER) format. text: | az network application-gateway auth-cert show -g MyResourceGroup --gateway-name MyAppGateway \\ -n MyAuthCert --query data -o tsv | base64 -d | openssl x509 -enddate -noout """ helps['network application-gateway auth-cert update'] = """ type: command short-summary: Update an authorization certificate. examples: - name: Update authorization certificates to use a new cert file. text: az network application-gateway auth-cert update -g MyResourceGroup --gateway-name MyAppGateway \\ -n MyAuthCert --cert-file /path/to/new/cert/file """ helps['network application-gateway create'] = """ type: command short-summary: Create an application gateway. examples: - name: Create an application gateway with VMs as backend servers. text: | az network application-gateway create -g MyResourceGroup -n MyAppGateway --capacity 2 --sku Standard_Medium \\ --vnet-name MyVNet --subnet MySubnet --http-settings-cookie-based-affinity Enabled \\ --public-ip-address MyAppGatewayPublicIp --servers 10.0.0.4 10.0.0.5 - name: Create an application gateway. (autogenerated) text: | az network application-gateway create --capacity 2 --frontend-port MyFrontendPort --http-settings-cookie-based-affinity Enabled --http-settings-port 80 --http-settings-protocol Http --location westus2 --name MyAppGateway --public-ip-address MyAppGatewayPublicIp --resource-group MyResourceGroup --sku Standard_Small --subnet MySubnet --vnet-name MyVNet crafted: true """ helps['network application-gateway delete'] = """ type: command short-summary: Delete an application gateway. examples: - name: Delete an application gateway. text: az network application-gateway delete -g MyResourceGroup -n MyAppGateway """ helps['network application-gateway private-link'] = """ type: group short-summary: Manage Private Link of an Application Gateway """ helps['network application-gateway private-link add'] = """ type: command short-summary: Add a new Private Link with a default IP Configuration and associate it with an existing Frontend IP """ helps['network application-gateway private-link remove'] = """ type: command short-summary: Remove a Private Link and clear association with Frontend IP. The subnet associate with a Private Link might need to clear manually """ helps['network application-gateway private-link show'] = """ type: command short-summary: Show a Private Link """ helps['network application-gateway private-link list'] = """ type: command short-summary: List all the Private Link """ helps['network application-gateway private-link wait'] = """ type: command short-summary: Place the CLI in a waiting state until the condition of corresponding application gateway is met """ helps['network application-gateway private-link ip-config'] = """ type: group short-summary: Manage IP configuration of a Private Link to configure its capability """ helps['network application-gateway private-link ip-config add'] = """ type: command short-summary: Add an IP configuration to a Private Link to scale up its capability """ helps['network application-gateway private-link ip-config remove'] = """ type: command short-summary: Remove an IP configuration from a Private Link to scale down its capability """ helps['network application-gateway private-link ip-config show'] = """ type: command short-summary: Show an IP configuration of a Private Link """ helps['network application-gateway private-link ip-config list'] = """ type: command short-summary: List all the IP configuration of a Private Link """ helps['network application-gateway private-link ip-config wait'] = """ type: command short-summary: Place the CLI in a waiting state until the condition of corresponding application gateway is met """ helps['network application-gateway frontend-ip'] = """ type: group short-summary: Manage frontend IP addresses of an application gateway. """ helps['network application-gateway frontend-ip create'] = """ type: command short-summary: Create a frontend IP address. examples: - name: Create a frontend IP address. text: | az network application-gateway frontend-ip create -g MyResourceGroup --gateway-name MyAppGateway \\ -n MyFrontendIp --public-ip-address MyPublicIpAddress - name: Create a frontend IP address. (autogenerated) text: | az network application-gateway frontend-ip create --gateway-name MyAppGateway --name MyFrontendIp --private-ip-address 10.10.10.50 --resource-group MyResourceGroup --subnet MySubnet --vnet-name MyVnet crafted: true """ helps['network application-gateway frontend-ip delete'] = """ type: command short-summary: Delete a frontend IP address. examples: - name: Delete a frontend IP address. text: az network application-gateway frontend-ip delete -g MyResourceGroup --gateway-name MyAppGateway -n MyFrontendIp """ helps['network application-gateway frontend-ip list'] = """ type: command short-summary: List frontend IP addresses. examples: - name: List frontend IP addresses. text: az network application-gateway frontend-ip list -g MyResourceGroup --gateway-name MyAppGateway """ helps['network application-gateway frontend-ip show'] = """ type: command short-summary: Get the details of a frontend IP address. examples: - name: Get the details of a frontend IP address. text: az network application-gateway frontend-ip show -g MyResourceGroup --gateway-name MyAppGateway -n MyFrontendIp """ helps['network application-gateway frontend-ip update'] = """ type: command short-summary: Update a frontend IP address. examples: - name: Update a frontend IP address. (autogenerated) text: | az network application-gateway frontend-ip update --gateway-name MyAppGateway --name MyFrontendIp --private-ip-address 10.10.10.50 --resource-group MyResourceGroup crafted: true """ helps['network application-gateway frontend-port'] = """ type: group short-summary: Manage frontend ports of an application gateway. """ helps['network application-gateway frontend-port create'] = """ type: command short-summary: Create a frontend port. examples: - name: Create a frontend port. text: | az network application-gateway frontend-port create -g MyResourceGroup --gateway-name MyAppGateway \\ -n MyFrontendPort --port 8080 """ helps['network application-gateway frontend-port delete'] = """ type: command short-summary: Delete a frontend port. examples: - name: Delete a frontend port. text: az network application-gateway frontend-port delete -g MyResourceGroup --gateway-name MyAppGateway -n MyFrontendPort """ helps['network application-gateway frontend-port list'] = """ type: command short-summary: List frontend ports. examples: - name: List frontend ports. text: az network application-gateway frontend-port list -g MyResourceGroup --gateway-name MyAppGateway """ helps['network application-gateway frontend-port show'] = """ type: command short-summary: Get the details of a frontend port. examples: - name: Get the details of a frontend port. text: az network application-gateway frontend-port show -g MyResourceGroup --gateway-name MyAppGateway -n MyFrontendPort """ helps['network application-gateway frontend-port update'] = """ type: command short-summary: Update a frontend port. examples: - name: Update a frontend port to use a different port. text: | az network application-gateway frontend-port update -g MyResourceGroup --gateway-name MyAppGateway \\ -n MyFrontendPort --port 8081 """ helps['network application-gateway http-listener'] = """ type: group short-summary: Manage HTTP listeners of an application gateway. """ helps['network application-gateway http-listener create'] = """ type: command short-summary: Create an HTTP listener. examples: - name: Create an HTTP listener. text: | az network application-gateway http-listener create -g MyResourceGroup --gateway-name MyAppGateway \\ --frontend-port MyFrontendPort -n MyHttpListener --frontend-ip MyAppGatewayPublicIp """ helps['network application-gateway http-listener delete'] = """ type: command short-summary: Delete an HTTP listener. examples: - name: Delete an HTTP listener. text: az network application-gateway http-listener delete -g MyResourceGroup --gateway-name MyAppGateway -n MyHttpListener """ helps['network application-gateway http-listener list'] = """ type: command short-summary: List HTTP listeners. examples: - name: List HTTP listeners. text: az network application-gateway http-listener list -g MyResourceGroup --gateway-name MyAppGateway """ helps['network application-gateway http-listener show'] = """ type: command short-summary: Get the details of an HTTP listener. examples: - name: Get the details of an HTTP listener. text: az network application-gateway http-listener show -g MyResourceGroup --gateway-name MyAppGateway -n MyHttpListener """ helps['network application-gateway http-listener update'] = """ type: command short-summary: Update an HTTP listener. examples: - name: Update an HTTP listener to use a different hostname. text: | az network application-gateway http-listener update -g MyResourceGroup --gateway-name MyAppGateway \\ -n MyHttpListener --host-name www.mynewhost.com """ helps['network application-gateway http-settings'] = """ type: group short-summary: Manage HTTP settings of an application gateway. """ helps['network application-gateway http-settings create'] = """ type: command short-summary: Create HTTP settings. examples: - name: Create HTTP settings. text: | az network application-gateway http-settings create -g MyResourceGroup --gateway-name MyAppGateway \\ -n MyHttpSettings --port 80 --protocol Http --cookie-based-affinity Disabled --timeout 30 - name: Create HTTP settings. (autogenerated) text: | az network application-gateway http-settings create --affinity-cookie-name MyAffinityCookie --cookie-based-affinity Enabled --gateway-name MyAppGateway --host-name MyHost --name MyHttpSettings --port 80 --probe MyNewProbe --protocol Http --resource-group MyResourceGroup --timeout 30 crafted: true """ helps['network application-gateway http-settings delete'] = """ type: command short-summary: Delete HTTP settings. examples: - name: Delete HTTP settings. text: az network application-gateway http-settings delete -g MyResourceGroup --gateway-name MyAppGateway -n MyHttpSettings """ helps['network application-gateway http-settings list'] = """ type: command short-summary: List HTTP settings. examples: - name: List HTTP settings. text: az network application-gateway http-settings list -g MyResourceGroup --gateway-name MyAppGateway """ helps['network application-gateway http-settings show'] = """ type: command short-summary: Get the details of a gateway's HTTP settings. examples: - name: Get the details of a gateway's HTTP settings. text: az network application-gateway http-settings show -g MyResourceGroup --gateway-name MyAppGateway -n MyHttpSettings """ helps['network application-gateway http-settings update'] = """ type: command short-summary: Update HTTP settings. examples: - name: Update HTTP settings to use a new probe. text: | az network application-gateway http-settings update -g MyResourceGroup --gateway-name MyAppGateway \\ -n MyHttpSettings --probe MyNewProbe - name: Update HTTP settings. (autogenerated) text: | az network application-gateway http-settings update --enable-probe true --gateway-name MyAppGateway --name MyHttpSettings --probe MyNewProbe --resource-group MyResourceGroup crafted: true """ helps['network application-gateway identity'] = """ type: group short-summary: Manage the managed service identity of an application gateway. """ helps['network application-gateway identity assign'] = """ type: command short-summary: Assign a managed service identity to an application-gateway examples: - name: Assign an identity to the application gateway text: az network application-gateway identity assign -g MyResourceGroup --gateway-name ag1 \\ --identity /subscriptions/*-000000000000/resourceGroups/myResourceGroup/providers/Microsoft.ManagedIdentity/userAssignedIdentities/id1 """ helps['network application-gateway identity remove'] = """ type: command short-summary: Remove the managed service identity of an application-gateway examples: - name: Remove an identity to the application gateway text: az network application-gateway identity remove -g MyResourceGroup --gateway-name ag1 """ helps['network application-gateway identity show'] = """ type: command short-summary: Show the managed service identity of an application-gateway examples: - name: Show an identity to the application gateway text: az network application-gateway identity show -g MyResourceGroup --gateway-name ag1 """ helps['network application-gateway list'] = """ type: command short-summary: List application gateways. examples: - name: List application gateways. text: az network application-gateway list -g MyResourceGroup """ helps['network application-gateway probe'] = """ type: group short-summary: Manage probes to gather and evaluate information on a gateway. """ helps['network application-gateway probe create'] = """ type: command short-summary: Create a probe. examples: - name: Create an application gateway probe. text: | az network application-gateway probe create -g MyResourceGroup --gateway-name MyAppGateway \\ -n MyProbe --protocol https --host 127.0.0.1 --path /path/to/probe """ helps['network application-gateway probe delete'] = """ type: command short-summary: Delete a probe. examples: - name: Delete a probe. text: az network application-gateway probe delete -g MyResourceGroup --gateway-name MyAppGateway -n MyProbe - name: Delete a probe. (autogenerated) text: | az network application-gateway probe delete --gateway-name MyAppGateway --name MyProbe --resource-group MyResourceGroup --subscription MySubscription crafted: true """ helps['network application-gateway probe list'] = """ type: command short-summary: List probes. examples: - name: List probes. text: az network application-gateway probe list -g MyResourceGroup --gateway-name MyAppGateway """ helps['network application-gateway probe show'] = """ type: command short-summary: Get the details of a probe. examples: - name: Get the details of a probe. text: az network application-gateway probe show -g MyResourceGroup --gateway-name MyAppGateway -n MyProbe """ helps['network application-gateway probe update'] = """ type: command short-summary: Update a probe. examples: - name: Update an application gateway probe with a timeout of 60 seconds. text: | az network application-gateway probe update -g MyResourceGroup --gateway-name MyAppGateway \\ -n MyProbe --timeout 60 - name: Update a probe. (autogenerated) text: | az network application-gateway probe update --gateway-name MyAppGateway --host 127.0.0.1 --name MyProbe --resource-group MyResourceGroup --subscription MySubscription crafted: true """ helps['network application-gateway redirect-config'] = """ type: group short-summary: Manage redirect configurations. """ helps['network application-gateway redirect-config create'] = """ type: command short-summary: Create a redirect configuration. examples: - name: Create a redirect configuration to a http-listener called MyBackendListener. text: | az network application-gateway redirect-config create -g MyResourceGroup \\ --gateway-name MyAppGateway -n MyRedirectConfig --type Permanent \\ --include-path true --include-query-string true --target-listener MyBackendListener """ helps['network application-gateway redirect-config delete'] = """ type: command short-summary: Delete a redirect configuration. examples: - name: Delete a redirect configuration. text: az network application-gateway redirect-config delete -g MyResourceGroup \\ --gateway-name MyAppGateway -n MyRedirectConfig """ helps['network application-gateway redirect-config list'] = """ type: command short-summary: List redirect configurations. examples: - name: List redirect configurations. text: az network application-gateway redirect-config list -g MyResourceGroup --gateway-name MyAppGateway """ helps['network application-gateway redirect-config show'] = """ type: command short-summary: Get the details of a redirect configuration. examples: - name: Get the details of a redirect configuration. text: az network application-gateway redirect-config show -g MyResourceGroup --gateway-name MyAppGateway -n MyRedirectConfig """ helps['network application-gateway redirect-config update'] = """ type: command short-summary: Update a redirect configuration. examples: - name: Update a redirect configuration to a different http-listener. text: | az network application-gateway redirect-config update -g MyResourceGroup --gateway-name MyAppGateway \\ -n MyRedirectConfig --type Permanent --target-listener MyNewBackendListener - name: Update a redirect configuration. (autogenerated) text: | az network application-gateway redirect-config update --gateway-name MyAppGateway --include-path true --include-query-string true --name MyRedirectConfig --resource-group MyResourceGroup --target-listener MyNewBackendListener --type Permanent crafted: true """ helps['network application-gateway rewrite-rule'] = """ short-summary: Manage rewrite rules of an application gateway. type: group """ helps['network application-gateway rewrite-rule condition'] = """ short-summary: Manage rewrite rule conditions of an application gateway. type: group """ helps['network application-gateway rewrite-rule condition create'] = """ short-summary: Create a rewrite rule condition. type: command parameters: - name: --variable populator-commands: - az network application-gateway rewrite-rule condition list-server-variables """ helps['network application-gateway rewrite-rule condition delete'] = """ short-summary: Delete a rewrite rule condition. type: command """ helps['network application-gateway rewrite-rule condition list'] = """ short-summary: List rewrite rule conditions. type: command examples: - name: List rewrite rule conditions. (autogenerated) text: | az network application-gateway rewrite-rule condition list --gateway-name MyGateway --resource-group MyResourceGroup --rule-name MyRule --rule-set-name MyRuleSet crafted: true """ helps['network application-gateway rewrite-rule condition show'] = """ short-summary: Get the details of a rewrite rule condition. type: command """ helps['network application-gateway rewrite-rule condition update'] = """ short-summary: Update a rewrite rule condition. type: command parameters: - name: --variable populator-commands: - az network application-gateway rewrite-rule condition list-server-variables """ helps['network application-gateway rewrite-rule create'] = """ short-summary: Create a rewrite rule. type: command parameters: - name: --request-headers populator-commands: - az network application-gateway rewrite-rule list-request-headers - name: --response-headers populator-commands: - az network application-gateway rewrite-rule list-response-headers """ helps['network application-gateway rewrite-rule delete'] = """ short-summary: Delete a rewrite rule. type: command examples: - name: Delete a rewrite rule. (autogenerated) text: | az network application-gateway rewrite-rule delete --gateway-name MyGateway --name MyRewriteRule --resource-group MyResourceGroup --rule-set-name MyRuleSet crafted: true """ helps['network application-gateway rewrite-rule list'] = """ short-summary: List rewrite rules. type: command examples: - name: List rewrite rules. (autogenerated) text: | az network application-gateway rewrite-rule list --gateway-name MyGateway --resource-group MyResourceGroup --rule-set-name MyRuleSet crafted: true """ helps['network application-gateway rewrite-rule set'] = """ short-summary: Manage rewrite rule sets of an application gateway. type: group """ helps['network application-gateway rewrite-rule set create'] = """ short-summary: Create a rewrite rule set. type: command examples: - name: Create a rewrite rule set. (autogenerated) text: | az network application-gateway rewrite-rule set create --gateway-name MyGateway --name MyRewriteRuleSet --resource-group MyResourceGroup crafted: true """ helps['network application-gateway rewrite-rule set delete'] = """ short-summary: Delete a rewrite rule set. type: command """ helps['network application-gateway rewrite-rule set list'] = """ short-summary: List rewrite rule sets. type: command examples: - name: List rewrite rule sets. (autogenerated) text: | az network application-gateway rewrite-rule set list --gateway-name MyGateway --resource-group MyResourceGroup crafted: true """ helps['network application-gateway rewrite-rule set show'] = """ short-summary: Get the details of a rewrite rule set. type: command examples: - name: Get the details of a rewrite rule set. (autogenerated) text: | az network application-gateway rewrite-rule set show --gateway-name MyGateway --name MyRewriteRuleSet --resource-group MyResourceGroup crafted: true """ helps['network application-gateway rewrite-rule set update'] = """ short-summary: Update a rewrite rule set. type: command examples: - name: Update a rewrite rule set. (autogenerated) text: | az network application-gateway rewrite-rule set update --gateway-name MyGateway --name MyRewriteRuleSet --resource-group MyResourceGroup crafted: true """ helps['network application-gateway rewrite-rule show'] = """ short-summary: Get the details of a rewrite rule. type: command examples: - name: Get the details of a rewrite rule. (autogenerated) text: | az network application-gateway rewrite-rule show --gateway-name MyGateway --name MyRewriteRule --resource-group MyResourceGroup --rule-set-name MyRuleSet crafted: true """ helps['network application-gateway rewrite-rule update'] = """ short-summary: Update a rewrite rule. type: command parameters: - name: --request-headers populator-commands: - az network application-gateway rewrite-rule list-request-headers - name: --response-headers populator-commands: - az network application-gateway rewrite-rule list-response-headers examples: - name: Update a rewrite rule. (autogenerated) text: | az network application-gateway rewrite-rule update --gateway-name MyGateway --name MyRewriteRule --resource-group MyResourceGroup --rule-set-name MyRuleSet crafted: true """ helps['network application-gateway root-cert'] = """ type: group short-summary: Manage trusted root certificates of an application gateway. """ helps['network application-gateway root-cert create'] = """ type: command short-summary: Upload a trusted root certificate. examples: - name: Upload a trusted root certificate. (autogenerated) text: | az network application-gateway root-cert create --cert-file /path/to/cert/file --gateway-name MyGateway --name MyTrustedRootCertificate --resource-group MyResourceGroup crafted: true """ helps['network application-gateway root-cert delete'] = """ type: command short-summary: Delete a trusted root certificate. examples: - name: Delete a trusted root certificate. text: az network application-gateway root-cert delete -g MyResourceGroup --gateway-name MyAppGateway -n MyRootCert """ helps['network application-gateway root-cert list'] = """ type: command short-summary: List trusted root certificates. examples: - name: List trusted root certificates. text: az network application-gateway root-cert list -g MyResourceGroup --gateway-name MyAppGateway """ helps['network application-gateway root-cert show'] = """ type: command short-summary: Get the details of a trusted root certificate. examples: - name: Get the details of a trusted root certificate. text: az network application-gateway root-cert show -g MyResourceGroup --gateway-name MyAppGateway -n MyRootCert """ helps['network application-gateway root-cert update'] = """ type: command short-summary: Update a trusted root certificate. examples: - name: Update a trusted root certificate. (autogenerated) text: | az network application-gateway root-cert update --cert-file /path/to/cert/file --gateway-name MyGateway --name MyTrustedRootCertificate --resource-group MyResourceGroup crafted: true """ helps['network application-gateway rule'] = """ type: group short-summary: Evaluate probe information and define routing rules. long-summary: > For more information, visit, https://docs.microsoft.com/azure/application-gateway/application-gateway-customize-waf-rules-cli """ helps['network application-gateway rule create'] = """ type: command short-summary: Create a rule. long-summary: Rules are executed in the order in which they are created. examples: - name: Create a basic rule. text: | az network application-gateway rule create -g MyResourceGroup --gateway-name MyAppGateway \\ -n MyRule --http-listener MyBackendListener --rule-type Basic --address-pool MyAddressPool --http-settings MyHttpSettings """ helps['network application-gateway rule delete'] = """ type: command short-summary: Delete a rule. examples: - name: Delete a rule. text: az network application-gateway rule delete -g MyResourceGroup --gateway-name MyAppGateway -n MyRule """ helps['network application-gateway rule list'] = """ type: command short-summary: List rules. examples: - name: List rules. text: az network application-gateway rule list -g MyResourceGroup --gateway-name MyAppGateway """ helps['network application-gateway rule show'] = """ type: command short-summary: Get the details of a rule. examples: - name: Get the details of a rule. text: az network application-gateway rule show -g MyResourceGroup --gateway-name MyAppGateway -n MyRule """ helps['network application-gateway rule update'] = """ type: command short-summary: Update a rule. examples: - name: Update a rule use a new HTTP listener. text: | az network application-gateway rule update -g MyResourceGroup --gateway-name MyAppGateway \\ -n MyRule --http-listener MyNewBackendListener - name: Update a rule. (autogenerated) text: | az network application-gateway rule update --address-pool MyAddressPool --gateway-name MyAppGateway --name MyRule --resource-group MyResourceGroup crafted: true """ helps['network application-gateway show'] = """ type: command short-summary: Get the details of an application gateway. examples: - name: Get the details of an application gateway. text: az network application-gateway show -g MyResourceGroup -n MyAppGateway """ helps['network application-gateway show-backend-health'] = """ type: command short-summary: Get information on the backend health of an application gateway. examples: - name: Show backend health of an application gateway. text: az network application-gateway show-backend-health -g MyResourceGroup -n MyAppGateway """ helps['network application-gateway ssl-cert'] = """ type: group short-summary: Manage SSL certificates of an application gateway. long-summary: For more information visit https://docs.microsoft.com/azure/application-gateway/application-gateway-ssl-cli """ helps['network application-gateway ssl-cert create'] = """ type: command short-summary: Upload an SSL certificate. examples: - name: Upload an SSL certificate via --cert-file and --cert-password. text: | az network application-gateway ssl-cert create -g MyResourceGroup --gateway-name MyAppGateway \\ -n MySSLCert --cert-file \\path\\to\\cert\\file --cert-password Abc123 - name: |- Upload an SSL certificate via --key-vault-secret-id of a KeyVault Secret with Base64 encoded value of an unencrypted pfx text: |- openssl req -x509 -nodes -days 365 -newkey rsa:2048 \\ -out azure-cli-app-tls.crt \\ -keyout azure-cli-app-tls.key \\ -subj "/CN=azure-cli-app" openssl pkcs12 -export \\ -in azure-cli-tls.crt \\ -inkey sample-app-tls.key \\ -passout pass: -out azure-cli-cert.pfx SecretValue=$(cat azure-cli-cert.pfx | base64) az keyvault secret set --vault-name MyKeyVault --name MySecret --value ${SecretValue} az network application-gateway ssl-cert create \\ --resource-group MyResourceGroup \\ --gateway-name MyAppGateway \\ -n MySSLCert \\ --key-vault-secret-id MySecretSecretID - name: |- Upload an SSL certificate via --key-vault-secret-id of a KeyVault Certificate text: |- az keyvault certificate create \\ --vault-name MyKeyVault \\ --name MyCertificate \\ --policy "$(az keyvault certificate get-default-policy)" \\ az network application-gateway ssl-cert create \\ --resource-group MyResourceGroup \\ --gateway-name MyAppGateway \\ -n MySSLCert \\ --key-vault-secret-id MyCertificateSecretID """ helps['network application-gateway ssl-cert delete'] = """ type: command short-summary: Delete an SSL certificate. examples: - name: Delete an SSL certificate. text: az network application-gateway ssl-cert delete -g MyResourceGroup --gateway-name MyAppGateway -n MySslCert """ helps['network application-gateway ssl-cert list'] = """ type: command short-summary: List SSL certificates. examples: - name: List SSL certificates. text: az network application-gateway ssl-cert list -g MyResourceGroup --gateway-name MyAppGateway """ helps['network application-gateway ssl-cert show'] = """ type: command short-summary: Get the details of an SSL certificate. examples: - name: Get the details of an SSL certificate. text: az network application-gateway ssl-cert show -g MyResourceGroup --gateway-name MyAppGateway -n MySslCert - name: Display the expiry date of SSL certificate. The certificate is returned in PKCS7 format from which the expiration date needs to be retrieved. text: | publiccert=`az network application-gateway ssl-cert show -g MyResourceGroup --gateway-name MyAppGateway --name mywebsite.com --query publicCertData -o tsv` echo "-----BEGIN CERTIFICATE-----" >> public.cert; echo "${publiccert}" >> public.cert; echo "-----END CERTIFICATE-----" >> public.cert cat public.cert | fold -w 64 | openssl pkcs7 -print_certs | openssl x509 -noout -enddate """ helps['network application-gateway ssl-cert update'] = """ type: command short-summary: Update an SSL certificate. examples: - name: Change a gateway SSL certificate and password. text: | az network application-gateway ssl-cert update -g MyResourceGroup --gateway-name MyAppGateway -n MySslCert \\ --cert-file \\path\\to\\new\\cert\\file --cert-password Abc123Abc123 """ helps['network application-gateway ssl-policy'] = """ type: group short-summary: Manage the SSL policy of an application gateway. """ helps['network application-gateway ssl-policy list-options'] = """ type: command short-summary: Lists available SSL options for configuring SSL policy. examples: - name: List available SSL options for configuring SSL policy. text: az network application-gateway ssl-policy list-options """ helps['network application-gateway ssl-policy predefined'] = """ type: group short-summary: Get information on predefined SSL policies. """ helps['network application-gateway ssl-policy predefined list'] = """ type: command short-summary: Lists all SSL predefined policies for configuring SSL policy. examples: - name: Lists all SSL predefined policies for configuring SSL policy. text: az network application-gateway ssl-policy predefined list """ helps['network application-gateway ssl-policy predefined show'] = """ type: command short-summary: Gets SSL predefined policy with the specified policy name. examples: - name: Gets SSL predefined policy with the specified policy name. text: az network application-gateway ssl-policy predefined show -n AppGwSslPolicy20170401 """ helps['network application-gateway ssl-policy set'] = """ type: command short-summary: Update or clear SSL policy settings. long-summary: To view the predefined policies, use `az network application-gateway ssl-policy predefined list`. parameters: - name: --cipher-suites populator-commands: - az network application-gateway ssl-policy list-options - name: --disabled-ssl-protocols populator-commands: - az network application-gateway ssl-policy list-options - name: --min-protocol-version populator-commands: - az network application-gateway ssl-policy list-options examples: - name: Set a predefined SSL policy. text: | az network application-gateway ssl-policy set -g MyResourceGroup --gateway-name MyAppGateway \\ -n AppGwSslPolicy20170401S --policy-type Predefined - name: Set a custom SSL policy with TLSv1_2 and the cipher suites below. text: | az network application-gateway ssl-policy set -g MyResourceGroup --gateway-name MyAppGateway \\ --policy-type Custom --min-protocol-version TLSv1_2 \\ --cipher-suites TLS_ECDHE_ECDSA_WITH_AES_128_GCM_SHA256 TLS_ECDHE_ECDSA_WITH_AES_256_GCM_SHA384 TLS_RSA_WITH_AES_128_GCM_SHA256 """ helps['network application-gateway ssl-policy show'] = """ type: command short-summary: Get the details of gateway's SSL policy settings. examples: - name: Get the details of a gateway's SSL policy settings. text: az network application-gateway ssl-policy show -g MyResourceGroup --gateway-name MyAppGateway """ helps['network application-gateway start'] = """ type: command short-summary: Start an application gateway. examples: - name: Start an application gateway. text: az network application-gateway start -g MyResourceGroup -n MyAppGateway """ helps['network application-gateway stop'] = """ type: command short-summary: Stop an application gateway. examples: - name: Stop an application gateway. text: az network application-gateway stop -g MyResourceGroup -n MyAppGateway """ helps['network application-gateway update'] = """ type: command short-summary: Update an application gateway. examples: - name: Update an application gateway. (autogenerated) text: | az network application-gateway update --name MyApplicationGateway --resource-group MyResourceGroup --set useRemoteGateways=true crafted: true """ helps['network application-gateway url-path-map'] = """ type: group short-summary: Manage URL path maps of an application gateway. """ helps['network application-gateway url-path-map create'] = """ type: command short-summary: Create a URL path map. long-summary: > The map must be created with at least one rule. This command requires the creation of the first rule at the time the map is created. To learn more visit https://docs.microsoft.com/azure/application-gateway/application-gateway-create-url-route-cli examples: - name: Create a URL path map with a rule. text: | az network application-gateway url-path-map create -g MyResourceGroup --gateway-name MyAppGateway \\ -n MyUrlPathMap --rule-name MyUrlPathMapRule1 --paths /mypath1/* --address-pool MyAddressPool \\ --default-address-pool MyAddressPool --http-settings MyHttpSettings --default-http-settings MyHttpSettings """ helps['network application-gateway url-path-map delete'] = """ type: command short-summary: Delete a URL path map. examples: - name: Delete a URL path map. text: az network application-gateway url-path-map delete -g MyResourceGroup --gateway-name MyAppGateway -n MyUrlPathMap """ helps['network application-gateway url-path-map list'] = """ type: command short-summary: List URL path maps. examples: - name: List URL path maps. text: az network application-gateway url-path-map list -g MyResourceGroup --gateway-name MyAppGateway """ helps['network application-gateway url-path-map rule'] = """ type: group short-summary: Manage the rules of a URL path map. """ helps['network application-gateway url-path-map rule create'] = """ type: command short-summary: Create a rule for a URL path map. examples: - name: Create a rule for a URL path map. text: | az network application-gateway url-path-map rule create -g MyResourceGroup \\ --gateway-name MyAppGateway -n MyUrlPathMapRule2 --path-map-name MyUrlPathMap \\ --paths /mypath2/* --address-pool MyAddressPool --http-settings MyHttpSettings """ helps['network application-gateway url-path-map rule delete'] = """ type: command short-summary: Delete a rule of a URL path map. examples: - name: Delete a rule of a URL path map. text: | az network application-gateway url-path-map rule delete -g MyResourceGroup --gateway-name MyAppGateway \\ --path-map-name MyUrlPathMap -n MyUrlPathMapRule2 """ helps['network application-gateway url-path-map show'] = """ type: command short-summary: Get the details of a URL path map. examples: - name: Get the details of a URL path map. text: az network application-gateway url-path-map show -g MyResourceGroup --gateway-name MyAppGateway -n MyUrlPathMap """ helps['network application-gateway url-path-map update'] = """ type: command short-summary: Update a URL path map. examples: - name: Update a URL path map to use new default HTTP settings. text: | az network application-gateway url-path-map update -g MyResourceGroup --gateway-name MyAppGateway \\ -n MyUrlPathMap --default-http-settings MyNewHttpSettings - name: Update a URL path map. (autogenerated) text: | az network application-gateway url-path-map update --default-address-pool MyAddressPool --default-http-settings MyNewHttpSettings --gateway-name MyAppGateway --name MyUrlPathMap --resource-group MyResourceGroup crafted: true - name: Update a URL path map. (autogenerated) text: | az network application-gateway url-path-map update --gateway-name MyAppGateway --name MyUrlPathMap --resource-group MyResourceGroup --set useRemoteGateways=true crafted: true """ helps['network application-gateway waf-config'] = """ type: group short-summary: Configure the settings of a web application firewall. long-summary: > These commands are only applicable to application gateways with an SKU type of WAF. To learn more, visit https://docs.microsoft.com/azure/application-gateway/application-gateway-web-application-firewall-cli """ helps['network application-gateway waf-config list-rule-sets'] = """ type: command short-summary: Get information on available WAF rule sets, rule groups, and rule IDs. parameters: - name: --group short-summary: > List rules for the specified rule group. Use `*` to list rules for all groups. Omit to suppress listing individual rules. - name: --type short-summary: Rule set type to list. Omit to list all types. - name: --version short-summary: Rule set version to list. Omit to list all versions. examples: - name: List available rule groups in OWASP type rule sets. text: az network application-gateway waf-config list-rule-sets --type OWASP - name: List available rules in the OWASP 3.0 rule set. text: az network application-gateway waf-config list-rule-sets --group '*' --type OWASP --version 3.0 - name: List available rules in the `crs_35_bad_robots` rule group. text: az network application-gateway waf-config list-rule-sets --group crs_35_bad_robots - name: List available rules in table format. text: az network application-gateway waf-config list-rule-sets -o table """ helps['network application-gateway waf-config set'] = """ type: command short-summary: Update the firewall configuration of a web application. long-summary: > This command is only applicable to application gateways with an SKU type of WAF. To learn more, visit https://docs.microsoft.com/azure/application-gateway/application-gateway-web-application-firewall-cli parameters: - name: --rule-set-type short-summary: Rule set type. populator-commands: - az network application-gateway waf-config list-rule-sets - name: --rule-set-version short-summary: Rule set version. populator-commands: - az network application-gateway waf-config list-rule-sets - name: --disabled-rule-groups short-summary: Space-separated list of rule groups to disable. To disable individual rules, use `--disabled-rules`. populator-commands: - az network application-gateway waf-config list-rule-sets - name: --disabled-rules short-summary: Space-separated list of rule IDs to disable. populator-commands: - az network application-gateway waf-config list-rule-sets - name: --exclusion short-summary: Add an exclusion expression to the WAF check. long-summary: | Usage: --exclusion VARIABLE OPERATOR VALUE Multiple exclusions can be specified by using more than one `--exclusion` argument. examples: - name: Configure WAF on an application gateway in detection mode with default values text: | az network application-gateway waf-config set -g MyResourceGroup --gateway-name MyAppGateway \\ --enabled true --firewall-mode Detection --rule-set-version 3.0 - name: Disable rules for validation of request body parsing and SQL injection. text: | az network application-gateway waf-config set -g MyResourceGroup --gateway-name MyAppGateway \\ --enabled true --rule-set-type OWASP --rule-set-version 3.0 \\ --disabled-rule-groups REQUEST-942-APPLICATION-ATTACK-SQLI \\ --disabled-rules 920130 920140 - name: Configure WAF on an application gateway with exclusions. text: | az network application-gateway waf-config set -g MyResourceGroup --gateway-name MyAppGateway \\ --enabled true --firewall-mode Detection --rule-set-version 3.0 \\ --exclusion "RequestHeaderNames StartsWith x-header" \\ --exclusion "RequestArgNames Equals IgnoreThis" """ helps['network application-gateway waf-config show'] = """ type: command short-summary: Get the firewall configuration of a web application. examples: - name: Get the firewall configuration of a web application. text: az network application-gateway waf-config show -g MyResourceGroup --gateway-name MyAppGateway """ helps['network application-gateway waf-policy'] = """ type: group short-summary: Manage application gateway web application firewall (WAF) policies. """ helps['network application-gateway waf-policy create'] = """ type: command short-summary: Create an application gateway WAF policy. examples: - name: Create an application gateway WAF policy. (autogenerated) text: | az network application-gateway waf-policy create --name MyApplicationGatewayWAFPolicy --resource-group MyResourceGroup crafted: true """ helps['network application-gateway waf-policy delete'] = """ type: command short-summary: Delete an application gateway WAF policy. examples: - name: Delete an application gateway WAF policy. (autogenerated) text: | az network application-gateway waf-policy delete --name MyApplicationGatewayWAFPolicy --resource-group MyResourceGroup crafted: true """ helps['network application-gateway waf-policy list'] = """ type: command short-summary: List application gateway WAF policies. examples: - name: List application gateway WAF policies. (autogenerated) text: | az network application-gateway waf-policy list --resource-group MyResourceGroup crafted: true """ helps['network application-gateway waf-policy policy-setting'] = """ type: group short-summary: Defines contents of a web application firewall global configuration. """ helps['network application-gateway waf-policy policy-setting update'] = """ type: command short-summary: Update properties of a web application firewall global configuration. examples: - name: Update properties of a web application firewall global configuration. (autogenerated) text: | az network application-gateway waf-policy policy-setting update --mode Prevention --policy-name MyPolicy --resource-group MyResourceGroup crafted: true """ helps['network application-gateway waf-policy policy-setting list'] = """ type: command short-summary: List properties of a web application firewall global configuration. examples: - name: List properties of a web application firewall global configuration. (autogenerated) text: | az network application-gateway waf-policy policy-setting list --policy-name MyPolicy --resource-group MyResourceGroup crafted: true """ helps['network application-gateway waf-policy custom-rule'] = """ type: group short-summary: Manage application gateway web application firewall (WAF) policy custom rules. """ helps['network application-gateway waf-policy custom-rule create'] = """ type: command short-summary: Create an application gateway WAF policy custom rule. """ helps['network application-gateway waf-policy custom-rule delete'] = """ type: command short-summary: Delete an application gateway WAF policy custom rule. """ helps['network application-gateway waf-policy custom-rule list'] = """ type: command short-summary: List application gateway WAF policy custom rules. examples: - name: List application gateway WAF policy custom rules. (autogenerated) text: | az network application-gateway waf-policy custom-rule list --policy-name MyPolicy --resource-group MyResourceGroup crafted: true """ helps['network application-gateway waf-policy custom-rule match-condition'] = """ type: group short-summary: Manage application gateway web application firewall (WAF) policies. """ helps['network application-gateway waf-policy custom-rule match-condition add'] = """ type: command short-summary: A match condition to an application gateway WAF policy custom rule. """ helps['network application-gateway waf-policy custom-rule match-condition list'] = """ type: command short-summary: List application gateway WAF policy custom rule match conditions. examples: - name: List application gateway WAF policy custom rule match conditions. (autogenerated) text: | az network application-gateway waf-policy custom-rule match-condition list --name MyWAFPolicyRule --policy-name MyPolicy --resource-group MyResourceGroup --subscription MySubscription crafted: true """ helps['network application-gateway waf-policy custom-rule match-condition remove'] = """ type: command short-summary: Remove a match condition from an application gateway WAF policy custom rule. """ helps['network application-gateway waf-policy custom-rule show'] = """ type: command short-summary: Get the details of an application gateway WAF policy custom rule. examples: - name: Get the details of an application gateway WAF policy custom rule. (autogenerated) text: | az network application-gateway waf-policy custom-rule show --name MyWAFPolicyRule --policy-name MyPolicy --resource-group MyResourceGroup crafted: true """ helps['network application-gateway waf-policy custom-rule update'] = """ type: command short-summary: Update an application gateway WAF policy custom rule. examples: - name: Update an application gateway WAF policy custom rule. (autogenerated) text: | az network application-gateway waf-policy custom-rule update --name MyWAFPolicyRule --policy-name MyPolicy --resource-group MyResourceGroup --set useRemoteGateways=true crafted: true """ helps['network application-gateway waf-policy managed-rule'] = """ type: group short-summary: > Manage managed rules of a waf-policy. Visit: https://docs.microsoft.com/en-us/azure/web-application-firewall/afds/afds-overview """ helps['network application-gateway waf-policy managed-rule rule-set'] = """ type: group short-summary: Manage managed rule set of managed rules of a WAF policy. """ helps['network application-gateway waf-policy managed-rule rule-set add'] = """ type: command short-summary: > Add managed rule set to the WAF policy managed rules. For rule set and rules, please visit: https://docs.microsoft.com/en-us/azure/web-application-firewall/ag/application-gateway-crs-rulegroups-rules examples: - name: Disable an attack protection rule text: | az network application-gateway waf-policy managed-rule rule-set add --policy-name MyPolicy -g MyResourceGroup --type OWASP --version 3.1 --group-name REQUEST-921-PROTOCOL-ATTACK --rules 921110 """ helps['network application-gateway waf-policy managed-rule rule-set update'] = """ type: command short-summary: > Manage rules of a WAF policy. If --group-name and --rules are provided, override existing rules. If --group-name is provided, clear all rules under a certain rule group. If neither of them are provided, update rule set and clear all rules under itself. For rule set and rules, please visit: https://docs.microsoft.com/en-us/azure/web-application-firewall/ag/application-gateway-crs-rulegroups-rules examples: - name: Override rules under rule group EQUEST-921-PROTOCOL-ATTACK text: | az network application-gateway waf-policy managed-rule rule-set update --policy-name MyPolicy -g MyResourceGroup --type OWASP --version 3.1 --group-name REQUEST-921-PROTOCOL-ATTACK --rules 921130 921160 - name: Update the OWASP protocol version from 3.1 to 3.0 which will clear the old rules text: | az network application-gateway waf-policy managed-rule rule-set update --policy-name MyPolicy -g MyResourceGroup --type OWASP --version 3.0 """ helps['network application-gateway waf-policy managed-rule rule-set remove'] = """ type: command short-summary: > Remove a managed rule set by rule set group name if rule_group_name is specified. Otherwise, remove all rule set. examples: - name: Remove a managed rule set by rule set group name if rule_group_name is specified. Otherwise, remove all rule set. text: | az network application-gateway waf-policy managed-rule rule-set remove --policy-name MyPolicy --resource-group MyResourceGroup --type OWASP --version 3.1 """ helps['network application-gateway waf-policy managed-rule rule-set list'] = """ type: command short-summary: List all managed rule set. examples: - name: List all managed rule set. (autogenerated) text: | az network application-gateway waf-policy managed-rule rule-set list --policy-name MyPolicy --resource-group MyResourceGroup crafted: true """ helps['network application-gateway waf-policy managed-rule exclusion'] = """ type: group short-summary: Manage OWASP CRS exclusions that are applied on a WAF policy managed rules. """ helps['network application-gateway waf-policy managed-rule exclusion add'] = """ type: command short-summary: Add an OWASP CRS exclusion rule to the WAF policy managed rules. """ helps['network application-gateway waf-policy managed-rule exclusion remove'] = """ type: command short-summary: List all OWASP CRS exclusion rules that are applied on a Waf policy managed rules. """ helps['network application-gateway waf-policy managed-rule exclusion list'] = """ type: command short-summary: List all OWASP CRS exclusion rules that are applied on a Waf policy managed rules. """ helps['network application-gateway waf-policy show'] = """ type: command short-summary: Get the details of an application gateway WAF policy. examples: - name: Get the details of an application gateway WAF policy. (autogenerated) text: | az network application-gateway waf-policy show --name MyApplicationGatewayWAFPolicy --resource-group MyResourceGroup crafted: true """ helps['network application-gateway waf-policy update'] = """ type: command short-summary: Update an application gateway WAF policy. examples: - name: Update an application gateway WAF policy. (autogenerated) text: | az network application-gateway waf-policy update --add communities='12076:5010' --name MyApplicationGatewayWAFPolicy --resource-group MyResourceGroup crafted: true - name: Update an application gateway WAF policy. (autogenerated) text: | az network application-gateway waf-policy update --name MyApplicationGatewayWAFPolicy --remove tags.no_80 --resource-group MyResourceGroup crafted: true """ helps['network application-gateway waf-policy wait'] = """ type: command short-summary: Place the CLI in a waiting state until a condition of the application gateway WAF policy is met. """ helps['network application-gateway wait'] = """ type: command short-summary: Place the CLI in a waiting state until a condition of the application gateway is met. examples: - name: Place the CLI in a waiting state until the application gateway is created. text: az network application-gateway wait -g MyResourceGroup -n MyAppGateway --created """ helps['network asg'] = """ type: group short-summary: Manage application security groups (ASGs). long-summary: > You can configure network security as a natural extension of an application's structure, ASG allows you to group virtual machines and define network security policies based on those groups. You can specify an application security group as the source and destination in a NSG security rule. For more information visit https://docs.microsoft.com/azure/virtual-network/create-network-security-group-preview """ helps['network asg create'] = """ type: command short-summary: Create an application security group. parameters: - name: --name -n short-summary: Name of the new application security group resource. examples: - name: Create an application security group. text: az network asg create -g MyResourceGroup -n MyAsg --tags MyWebApp, CostCenter=Marketing """ helps['network asg delete'] = """ type: command short-summary: Delete an application security group. examples: - name: Delete an application security group. text: az network asg delete -g MyResourceGroup -n MyAsg """ helps['network asg list'] = """ type: command short-summary: List all application security groups in a subscription. examples: - name: List all application security groups in a subscription. text: az network asg list """ helps['network asg show'] = """ type: command short-summary: Get details of an application security group. examples: - name: Get details of an application security group. text: az network asg show -g MyResourceGroup -n MyAsg """ helps['network asg update'] = """ type: command short-summary: Update an application security group. long-summary: > This command can only be used to update the tags for an application security group. Name and resource group are immutable and cannot be updated. examples: - name: Update an application security group with a modified tag value. text: az network asg update -g MyResourceGroup -n MyAsg --set tags.CostCenter=MyBusinessGroup """ helps['network ddos-protection'] = """ type: group short-summary: Manage DDoS Protection Plans. """ helps['network ddos-protection create'] = """ type: command short-summary: Create a DDoS protection plan. parameters: - name: --vnets long-summary: > This parameter can only be used if all the VNets are within the same subscription as the DDoS protection plan. If this is not the case, set the protection plan on the VNet directly using the `az network vnet update` command. examples: - name: Create a DDoS protection plan. text: az network ddos-protection create -g MyResourceGroup -n MyDdosPlan - name: Create a DDoS protection plan. (autogenerated) text: | az network ddos-protection create --location westus2 --name MyDdosPlan --resource-group MyResourceGroup crafted: true """ helps['network ddos-protection delete'] = """ type: command short-summary: Delete a DDoS protection plan. examples: - name: Delete a DDoS protection plan. text: az network ddos-protection delete -g MyResourceGroup -n MyDdosPlan """ helps['network ddos-protection list'] = """ type: command short-summary: List DDoS protection plans. examples: - name: List DDoS protection plans text: az network ddos-protection list """ helps['network ddos-protection show'] = """ type: command short-summary: Show details of a DDoS protection plan. examples: - name: Show details of a DDoS protection plan. text: az network ddos-protection show -g MyResourceGroup -n MyDdosPlan """ helps['network ddos-protection update'] = """ type: command short-summary: Update a DDoS protection plan. parameters: - name: --vnets long-summary: > This parameter can only be used if all the VNets are within the same subscription as the DDoS protection plan. If this is not the case, set the protection plan on the VNet directly using the `az network vnet update` command. examples: - name: Add a Vnet to a DDoS protection plan in the same subscription. text: az network ddos-protection update -g MyResourceGroup -n MyDdosPlan --vnets MyVnet - name: Update a DDoS protection plan. (autogenerated) text: | az network ddos-protection update --name MyDdosPlan --remove tags.no_80 --resource-group MyResourceGroup crafted: true """ helps['network dns'] = """ type: group short-summary: Manage DNS domains in Azure. """ helps['network dns record-set'] = """ type: group short-summary: Manage DNS records and record sets. """ helps['network dns record-set a'] = """ type: group short-summary: Manage DNS A records. """ helps['network dns record-set a add-record'] = """ type: command short-summary: Add an A record. examples: - name: Add an A record. text: | az network dns record-set a add-record -g MyResourceGroup -z www.mysite.com \\ -n MyRecordSet -a MyIpv4Address """ helps['network dns record-set a create'] = """ type: command short-summary: Create an empty A record set. examples: - name: Create an empty A record set. text: az network dns record-set a create -g MyResourceGroup -z www.mysite.com -n MyRecordSet - name: Create an empty A record set. (autogenerated) text: | az network dns record-set a create --name MyRecordSet --resource-group MyResourceGroup --ttl 30 --zone-name www.mysite.com crafted: true """ helps['network dns record-set a delete'] = """ type: command short-summary: Delete an A record set and all associated records. examples: - name: Delete an A record set and all associated records. text: az network dns record-set a delete -g MyResourceGroup -z www.mysite.com -n MyRecordSet """ helps['network dns record-set a list'] = """ type: command short-summary: List all A record sets in a zone. examples: - name: List all A record sets in a zone. text: az network dns record-set a list -g MyResourceGroup -z www.mysite.com """ helps['network dns record-set a remove-record'] = """ type: command short-summary: Remove an A record from its record set. long-summary: > By default, if the last record in a set is removed, the record set is deleted. To retain the empty record set, include --keep-empty-record-set. examples: - name: Remove an A record from its record set. text: | az network dns record-set a remove-record -g MyResourceGroup -z www.mysite.com \\ -n MyRecordSet -a MyIpv4Address """ helps['network dns record-set a show'] = """ type: command short-summary: Get the details of an A record set. examples: - name: Get the details of an A record set. text: az network dns record-set a show -g MyResourceGroup -n MyRecordSet -z www.mysite.com """ helps['network dns record-set a update'] = """ type: command short-summary: Update an A record set. examples: - name: Update an A record set. text: | az network dns record-set a update -g MyResourceGroup -n MyRecordSet \\ -z www.mysite.com --metadata owner=WebTeam - name: Update an A record set. (autogenerated) text: | az network dns record-set a update --name MyRecordSet --resource-group MyResourceGroup --set tags.CostCenter=MyBusinessGroup --zone-name www.mysite.com crafted: true """ helps['network dns record-set aaaa'] = """ type: group short-summary: Manage DNS AAAA records. """ helps['network dns record-set aaaa add-record'] = """ type: command short-summary: Add an AAAA record. examples: - name: Add an AAAA record. text: | az network dns record-set aaaa add-record -g MyResourceGroup -z www.mysite.com \\ -n MyRecordSet -a MyIpv6Address """ helps['network dns record-set aaaa create'] = """ type: command short-summary: Create an empty AAAA record set. examples: - name: Create an empty AAAA record set. text: az network dns record-set aaaa create -g MyResourceGroup -z www.mysite.com -n MyRecordSet """ helps['network dns record-set aaaa delete'] = """ type: command short-summary: Delete an AAAA record set and all associated records. examples: - name: Delete an AAAA record set and all associated records. text: az network dns record-set aaaa delete -g MyResourceGroup -z www.mysite.com -n MyRecordSet """ helps['network dns record-set aaaa list'] = """ type: command short-summary: List all AAAA record sets in a zone. examples: - name: List all AAAA record sets in a zone. text: az network dns record-set aaaa list -g MyResourceGroup -z www.mysite.com - name: List all AAAA record sets in a zone. (autogenerated) text: | az network dns record-set aaaa list --resource-group MyResourceGroup --subscription MySubscription --zone-name www.mysite.com crafted: true """ helps['network dns record-set aaaa remove-record'] = """ type: command short-summary: Remove AAAA record from its record set. long-summary: > By default, if the last record in a set is removed, the record set is deleted. To retain the empty record set, include --keep-empty-record-set. examples: - name: Remove an AAAA record from its record set. text: | az network dns record-set aaaa remove-record -g MyResourceGroup -z www.mysite.com \\ -n MyRecordSet -a MyIpv6Address """ helps['network dns record-set aaaa show'] = """ type: command short-summary: Get the details of an AAAA record set. examples: - name: Get the details of an AAAA record set. text: az network dns record-set aaaa show -g MyResourceGroup -z www.mysite.com -n MyRecordSet """ helps['network dns record-set aaaa update'] = """ type: command short-summary: Update an AAAA record set. examples: - name: Update an AAAA record set. text: | az network dns record-set aaaa update -g MyResourceGroup -z www.mysite.com \\ -n MyRecordSet --metadata owner=WebTeam """ helps['network dns record-set caa'] = """ type: group short-summary: Manage DNS CAA records. """ helps['network dns record-set caa add-record'] = """ type: command short-summary: Add a CAA record. examples: - name: Add a CAA record. text: | az network dns record-set caa add-record -g MyResourceGroup -z www.mysite.com \\ -n MyRecordSet --flags 0 --tag "issue" --value "ca.contoso.com" """ helps['network dns record-set caa create'] = """ type: command short-summary: Create an empty CAA record set. examples: - name: Create an empty CAA record set. text: az network dns record-set caa create -g MyResourceGroup -z www.mysite.com -n MyRecordSet - name: Create an empty CAA record set. (autogenerated) text: | az network dns record-set caa create --name MyRecordSet --resource-group MyResourceGroup --subscription MySubscription --zone-name www.mysite.com crafted: true """ helps['network dns record-set caa delete'] = """ type: command short-summary: Delete a CAA record set and all associated records. examples: - name: Delete a CAA record set and all associated records. text: az network dns record-set caa delete -g MyResourceGroup -z www.mysite.com -n MyRecordSet - name: Delete a CAA record set and all associated records. (autogenerated) text: | az network dns record-set caa delete --name MyRecordSet --resource-group MyResourceGroup --subscription MySubscription --zone-name www.mysite.com crafted: true """ helps['network dns record-set caa list'] = """ type: command short-summary: List all CAA record sets in a zone. examples: - name: List all CAA record sets in a zone. text: az network dns record-set caa list -g MyResourceGroup -z www.mysite.com """ helps['network dns record-set caa remove-record'] = """ type: command short-summary: Remove a CAA record from its record set. long-summary: > By default, if the last record in a set is removed, the record set is deleted. To retain the empty record set, include --keep-empty-record-set. examples: - name: Remove a CAA record from its record set. text: | az network dns record-set caa remove-record -g MyResourceGroup -z www.mysite.com \\ -n MyRecordSet --flags 0 --tag "issue" --value "ca.contoso.com" """ helps['network dns record-set caa show'] = """ type: command short-summary: Get the details of a CAA record set. examples: - name: Get the details of a CAA record set. text: az network dns record-set caa show -g MyResourceGroup -z www.mysite.com -n MyRecordSet """ helps['network dns record-set caa update'] = """ type: command short-summary: Update a CAA record set. examples: - name: Update a CAA record set. text: | az network dns record-set caa update -g MyResourceGroup -z www.mysite.com \\ -n MyRecordSet --metadata owner=WebTeam """ helps['network dns record-set cname'] = """ type: group short-summary: Manage DNS CNAME records. """ helps['network dns record-set cname create'] = """ type: command short-summary: Create an empty CNAME record set. examples: - name: Create an empty CNAME record set. text: az network dns record-set cname create -g MyResourceGroup -z www.mysite.com -n MyRecordSet - name: Create an empty CNAME record set. (autogenerated) text: | az network dns record-set cname create --name MyRecordSet --resource-group MyResourceGroup --ttl 30 --zone-name www.mysite.com crafted: true """ helps['network dns record-set cname delete'] = """ type: command short-summary: Delete a CNAME record set and its associated record. examples: - name: Delete a CNAME record set and its associated record. text: az network dns record-set cname delete -g MyResourceGroup -z www.mysite.com -n MyRecordSet """ helps['network dns record-set cname list'] = """ type: command short-summary: List the CNAME record set in a zone. examples: - name: List the CNAME record set in a zone. text: az network dns record-set cname list -g MyResourceGroup -z www.mysite.com """ helps['network dns record-set cname remove-record'] = """ type: command short-summary: Remove a CNAME record from its record set. long-summary: > By default, if the last record in a set is removed, the record set is deleted. To retain the empty record set, include --keep-empty-record-set. examples: - name: Remove a CNAME record from its record set. text: | az network dns record-set cname remove-record -g MyResourceGroup -z www.mysite.com \\ -n MyRecordSet -c www.contoso.com """ helps['network dns record-set cname set-record'] = """ type: command short-summary: Set the value of a CNAME record. examples: - name: Set the value of a CNAME record. text: | az network dns record-set cname set-record -g MyResourceGroup -z www.mysite.com \\ -n MyRecordSet -c www.contoso.com """ helps['network dns record-set cname show'] = """ type: command short-summary: Get the details of a CNAME record set. examples: - name: Get the details of a CNAME record set. text: az network dns record-set cname show -g MyResourceGroup -z www.mysite.com -n MyRecordSet """ helps['network dns record-set list'] = """ type: command short-summary: List all record sets within a DNS zone. examples: - name: List all "@" record sets within this zone. text: az network dns record-set list -g MyResourceGroup -z www.mysite.com --query "[?name=='@']" """ helps['network dns record-set mx'] = """ type: group short-summary: Manage DNS MX records. """ helps['network dns record-set mx add-record'] = """ type: command short-summary: Add an MX record. examples: - name: Add an MX record. text: | az network dns record-set mx add-record -g MyResourceGroup -z www.mysite.com \\ -n MyRecordSet -e mail.mysite.com -p 10 """ helps['network dns record-set mx create'] = """ type: command short-summary: Create an empty MX record set. examples: - name: Create an empty MX record set. text: az network dns record-set mx create -g MyResourceGroup -z www.mysite.com -n MyRecordSet - name: Create an empty MX record set. (autogenerated) text: | az network dns record-set mx create --name MyRecordSet --resource-group MyResourceGroup --ttl 30 --zone-name www.mysite.com crafted: true """ helps['network dns record-set mx delete'] = """ type: command short-summary: Delete an MX record set and all associated records. examples: - name: Delete an MX record set and all associated records. text: az network dns record-set mx delete -g MyResourceGroup -z www.mysite.com -n MyRecordSet """ helps['network dns record-set mx list'] = """ type: command short-summary: List all MX record sets in a zone. examples: - name: List all MX record sets in a zone. text: az network dns record-set mx list -g MyResourceGroup -z www.mysite.com - name: List all MX record sets in a zone (autogenerated) text: | az network dns record-set mx list --resource-group MyResourceGroup --subscription MySubscription --zone-name www.mysite.com crafted: true """ helps['network dns record-set mx remove-record'] = """ type: command short-summary: Remove an MX record from its record set. long-summary: > By default, if the last record in a set is removed, the record set is deleted. To retain the empty record set, include --keep-empty-record-set. examples: - name: Remove an MX record from its record set. text: | az network dns record-set mx remove-record -g MyResourceGroup -z www.mysite.com \\ -n MyRecordSet -e mail.mysite.com -p 10 """ helps['network dns record-set mx show'] = """ type: command short-summary: Get the details of an MX record set. examples: - name: Get the details of an MX record set. text: az network dns record-set mx show -g MyResourceGroup -z www.mysite.com -n MyRecordSet """ helps['network dns record-set mx update'] = """ type: command short-summary: Update an MX record set. examples: - name: Update an MX record set. text: | az network dns record-set mx update -g MyResourceGroup -z www.mysite.com \\ -n MyRecordSet --metadata owner=WebTeam - name: Update an MX record set. (autogenerated) text: | az network dns record-set mx update --name MyRecordSet --resource-group MyResourceGroup --set tags.CostCenter=MyBusinessGroup --zone-name www.mysite.com crafted: true """ helps['network dns record-set ns'] = """ type: group short-summary: Manage DNS NS records. """ helps['network dns record-set ns add-record'] = """ type: command short-summary: Add an NS record. examples: - name: Add an NS record. text: | az network dns record-set ns add-record -g MyResourceGroup -z www.mysite.com \\ -n MyRecordSet -d ns.mysite.com """ helps['network dns record-set ns create'] = """ type: command short-summary: Create an empty NS record set. examples: - name: Create an empty NS record set. text: az network dns record-set ns create -g MyResourceGroup -z www.mysite.com -n MyRecordSet - name: Create an empty NS record set. (autogenerated) text: | az network dns record-set ns create --name MyRecordSet --resource-group MyResourceGroup --ttl 30 --zone-name www.mysite.com crafted: true """ helps['network dns record-set ns delete'] = """ type: command short-summary: Delete an NS record set and all associated records. examples: - name: Delete an NS record set and all associated records. text: az network dns record-set ns delete -g MyResourceGroup -z www.mysite.com -n MyRecordSet - name: Delete an NS record set and all associated records. (autogenerated) text: | az network dns record-set ns delete --name MyRecordSet --resource-group MyResourceGroup --subscription MySubscription --yes --zone-name www.mysite.com crafted: true """ helps['network dns record-set ns list'] = """ type: command short-summary: List all NS record sets in a zone. examples: - name: List all NS record sets in a zone. text: az network dns record-set ns list -g MyResourceGroup -z www.mysite.com """ helps['network dns record-set ns remove-record'] = """ type: command short-summary: Remove an NS record from its record set. long-summary: > By default, if the last record in a set is removed, the record set is deleted. To retain the empty record set, include --keep-empty-record-set. examples: - name: Remove an NS record from its record set. text: | az network dns record-set ns remove-record -g MyResourceGroup -z www.mysite.com \\ -n MyRecordSet -d ns.mysite.com - name: Remove an NS record from its record set. (autogenerated) text: | az network dns record-set ns remove-record --keep-empty-record-set --nsdname ns.mysite.com --record-set-name MyRecordSet --resource-group MyResourceGroup --subscription MySubscription --zone-name www.mysite.com crafted: true """ helps['network dns record-set ns show'] = """ type: command short-summary: Get the details of an NS record set. examples: - name: Get the details of an NS record set. text: az network dns record-set ns show -g MyResourceGroup -z www.mysite.com -n MyRecordSet """ helps['network dns record-set ns update'] = """ type: command short-summary: Update an NS record set. examples: - name: Update an NS record set. text: | az network dns record-set ns update -g MyResourceGroup -z www.mysite.com \\ -n MyRecordSet --metadata owner=WebTeam - name: Update an NS record set. (autogenerated) text: | az network dns record-set ns update --name MyRecordSet --resource-group MyResourceGroup --set tags.CostCenter=MyBusinessGroup --zone-name www.mysite.com crafted: true """ helps['network dns record-set ptr'] = """ type: group short-summary: Manage DNS PTR records. """ helps['network dns record-set ptr add-record'] = """ type: command short-summary: Add a PTR record. examples: - name: Add a PTR record. text: | az network dns record-set ptr add-record -g MyResourceGroup -z www.mysite.com \\ -n MyRecordSet -d another.site.com """ helps['network dns record-set ptr create'] = """ type: command short-summary: Create an empty PTR record set. examples: - name: Create an empty PTR record set. text: az network dns record-set ptr create -g MyResourceGroup -z www.mysite.com -n MyRecordSet """ helps['network dns record-set ptr delete'] = """ type: command short-summary: Delete a PTR record set and all associated records. examples: - name: Delete a PTR record set and all associated records. text: az network dns record-set ptr delete -g MyResourceGroup -z www.mysite.com -n MyRecordSet """ helps['network dns record-set ptr list'] = """ type: command short-summary: List all PTR record sets in a zone. examples: - name: List all PTR record sets in a zone. text: az network dns record-set ptr list -g MyResourceGroup -z www.mysite.com - name: List all PTR record sets in a zone. (autogenerated) text: | az network dns record-set ptr list --resource-group MyResourceGroup --subscription MySubscription --zone-name www.mysite.com crafted: true """ helps['network dns record-set ptr remove-record'] = """ type: command short-summary: Remove a PTR record from its record set. long-summary: > By default, if the last record in a set is removed, the record set is deleted. To retain the empty record set, include --keep-empty-record-set. examples: - name: Remove a PTR record from its record set. text: | az network dns record-set ptr remove-record -g MyResourceGroup -z www.mysite.com \\ -n MyRecordSet -d another.site.com """ helps['network dns record-set ptr show'] = """ type: command short-summary: Get the details of a PTR record set. examples: - name: Get the details of a PTR record set. text: az network dns record-set ptr show -g MyResourceGroup -z www.mysite.com -n MyRecordSet """ helps['network dns record-set ptr update'] = """ type: command short-summary: Update a PTR record set. examples: - name: Update a PTR record set. text: | az network dns record-set ptr update -g MyResourceGroup -z www.mysite.com \\ -n MyRecordSet --metadata owner=WebTeam """ helps['network dns record-set soa'] = """ type: group short-summary: Manage a DNS SOA record. """ helps['network dns record-set soa show'] = """ type: command short-summary: Get the details of an SOA record. examples: - name: Get the details of an SOA record. text: az network dns record-set soa show -g MyResourceGroup -z www.mysite.com - name: Get the details of an SOA record (autogenerated) text: | az network dns record-set soa show --resource-group MyResourceGroup --subscription MySubscription --zone-name www.mysite.com crafted: true """ helps['network dns record-set soa update'] = """ type: command short-summary: Update properties of an SOA record. examples: - name: Update properties of an SOA record. text: | az network dns record-set soa update -g MyResourceGroup -z www.mysite.com \\ -e myhostmaster.mysite.com """ helps['network dns record-set srv'] = """ type: group short-summary: Manage DNS SRV records. """ helps['network dns record-set srv add-record'] = """ type: command short-summary: Add an SRV record. examples: - name: Add an SRV record. text: | az network dns record-set srv add-record -g MyResourceGroup -z www.mysite.com \\ -n MyRecordSet -t webserver.mysite.com -r 8081 -p 10 -w 10 """ helps['network dns record-set srv create'] = """ type: command short-summary: Create an empty SRV record set. examples: - name: Create an empty SRV record set. text: | az network dns record-set srv create -g MyResourceGroup -z www.mysite.com \\ -n MyRecordSet - name: Create an empty SRV record set. (autogenerated) text: | az network dns record-set srv create --metadata owner=WebTeam --name MyRecordSet --resource-group MyResourceGroup --ttl 30 --zone-name www.mysite.com crafted: true """ helps['network dns record-set srv delete'] = """ type: command short-summary: Delete an SRV record set and all associated records. examples: - name: Delete an SRV record set and all associated records. text: az network dns record-set srv delete -g MyResourceGroup -z www.mysite.com -n MyRecordSet """ helps['network dns record-set srv list'] = """ type: command short-summary: List all SRV record sets in a zone. examples: - name: List all SRV record sets in a zone. text: az network dns record-set srv list -g MyResourceGroup -z www.mysite.com """ helps['network dns record-set srv remove-record'] = """ type: command short-summary: Remove an SRV record from its record set. long-summary: > By default, if the last record in a set is removed, the record set is deleted. To retain the empty record set, include --keep-empty-record-set. examples: - name: Remove an SRV record from its record set. text: | az network dns record-set srv remove-record -g MyResourceGroup -z www.mysite.com \\ -n MyRecordSet -t webserver.mysite.com -r 8081 -p 10 -w 10 """ helps['network dns record-set srv show'] = """ type: command short-summary: Get the details of an SRV record set. examples: - name: Get the details of an SRV record set. text: az network dns record-set srv show -g MyResourceGroup -z www.mysite.com -n MyRecordSet """ helps['network dns record-set srv update'] = """ type: command short-summary: Update an SRV record set. examples: - name: Update an SRV record set. text: | az network dns record-set srv update -g MyResourceGroup -z www.mysite.com \\ -n MyRecordSet --metadata owner=WebTeam """ helps['network dns record-set txt'] = """ type: group short-summary: Manage DNS TXT records. """ helps['network dns record-set txt add-record'] = """ type: command short-summary: Add a TXT record. examples: - name: Add a TXT record. text: | az network dns record-set txt add-record -g MyResourceGroup -z www.mysite.com \\ -n MyRecordSet -v Owner=WebTeam """ helps['network dns record-set txt create'] = """ type: command short-summary: Create an empty TXT record set. examples: - name: Create an empty TXT record set. text: az network dns record-set txt create -g MyResourceGroup -z www.mysite.com -n MyRecordSet - name: Create an empty TXT record set. (autogenerated) text: | az network dns record-set txt create --name MyRecordSet --resource-group MyResourceGroup --ttl 30 --zone-name www.mysite.com crafted: true """ helps['network dns record-set txt delete'] = """ type: command short-summary: Delete a TXT record set and all associated records. examples: - name: Delete a TXT record set and all associated records. text: az network dns record-set txt delete -g MyResourceGroup -z www.mysite.com -n MyRecordSet """ helps['network dns record-set txt list'] = """ type: command short-summary: List all TXT record sets in a zone. examples: - name: List all TXT record sets in a zone. text: az network dns record-set txt list -g MyResourceGroup -z www.mysite.com """ helps['network dns record-set txt remove-record'] = """ type: command short-summary: Remove a TXT record from its record set. long-summary: > By default, if the last record in a set is removed, the record set is deleted. To retain the empty record set, include --keep-empty-record-set. examples: - name: Remove a TXT record from its record set. text: | az network dns record-set txt remove-record -g MyResourceGroup -z www.mysite.com \\ -n MyRecordSet -v Owner=WebTeam """ helps['network dns record-set txt show'] = """ type: command short-summary: Get the details of a TXT record set. examples: - name: Get the details of a TXT record set. text: az network dns record-set txt show -g MyResourceGroup -z www.mysite.com -n MyRecordSet - name: Get the details of a TXT record set. (autogenerated) text: | az network dns record-set txt show --name MyRecordSet --resource-group MyResourceGroup --subscription MySubscription --zone-name www.mysite.com crafted: true """ helps['network dns record-set txt update'] = """ type: command short-summary: Update a TXT record set. examples: - name: Update a TXT record set. text: | az network dns record-set txt update -g MyResourceGroup -z www.mysite.com \\ -n MyRecordSet --metadata owner=WebTeam - name: Update a TXT record set. (autogenerated) text: | az network dns record-set txt update --name MyRecordSet --resource-group MyResourceGroup --set tags.CostCenter=MyBusinessGroup --zone-name www.mysite.com crafted: true """ helps['network dns zone'] = """ type: group short-summary: Manage DNS zones. """ helps['network dns zone create'] = """ type: command short-summary: Create a DNS zone. parameters: - name: --if-none-match short-summary: Only create a DNS zone if one doesn't exist that matches the given name. examples: - name: Create a DNS zone using a fully qualified domain name. text: > az network dns zone create -g MyResourceGroup -n www.mysite.com - name: Create a DNS zone with delegation in the parent within the same subscription and resource group text: > az network dns zone create -g MyResourceGroup -n books.mysite.com -p mysite.com - name: Create a DNS zone with delegation in the parent in different subscription text: > az network dns zone create -g MyResourceGroup -n books.mysite.com -p "/subscriptions/**67e2/resourceGroups/OtherRg/providers/Microsoft.Network/dnszones/mysite.com" """ helps['network dns zone delete'] = """ type: command short-summary: Delete a DNS zone and all associated records. examples: - name: Delete a DNS zone using a fully qualified domain name. text: > az network dns zone delete -g MyResourceGroup -n www.mysite.com """ helps['network dns zone export'] = """ type: command short-summary: Export a DNS zone as a DNS zone file. examples: - name: Export a DNS zone as a DNS zone file. text: > az network dns zone export -g MyResourceGroup -n www.mysite.com -f mysite_com_zone.txt """ helps['network dns zone import'] = """ type: command short-summary: Create a DNS zone using a DNS zone file. examples: - name: Import a local zone file into a DNS zone resource. text: > az network dns zone import -g MyResourceGroup -n MyZone -f /path/to/zone/file """ helps['network dns zone list'] = """ type: command short-summary: List DNS zones. examples: - name: List DNS zones in a resource group. text: > az network dns zone list -g MyResourceGroup """ helps['network dns zone show'] = """ type: command short-summary: Get a DNS zone parameters. Does not show DNS records within the zone. examples: - name: List DNS zones in a resource group. text: > az network dns zone show -g MyResourceGroup -n www.mysite.com """ helps['network dns zone update'] = """ type: command short-summary: Update a DNS zone properties. Does not modify DNS records within the zone. parameters: - name: --if-match short-summary: Update only if the resource with the same ETAG exists. examples: - name: Update a DNS zone properties to change the user-defined value of a previously set tag. text: > az network dns zone update -g MyResourceGroup -n www.mysite.com --tags CostCenter=Marketing - name: Update a DNS zone properties (autogenerated) text: | az network dns zone update --name www.mysite.com --remove tags.no_80 --resource-group MyResourceGroup crafted: true """ helps['network express-route'] = """ type: group short-summary: Manage dedicated private network fiber connections to Azure. long-summary: > To learn more about ExpressRoute circuits visit https://docs.microsoft.com/azure/expressroute/howto-circuit-cli """ helps['network express-route auth'] = """ type: group short-summary: Manage authentication of an ExpressRoute circuit. long-summary: > To learn more about ExpressRoute circuit authentication visit https://docs.microsoft.com/azure/expressroute/howto-linkvnet-cli#connect-a-virtual-network-in-a-different-subscription-to-a-circuit """ helps['network express-route auth create'] = """ type: command short-summary: Create a new link authorization for an ExpressRoute circuit. examples: - name: Create a new link authorization for an ExpressRoute circuit. text: > az network express-route auth create --circuit-name MyCircuit -g MyResourceGroup -n MyAuthorization """ helps['network express-route auth delete'] = """ type: command short-summary: Delete a link authorization of an ExpressRoute circuit. examples: - name: Delete a link authorization of an ExpressRoute circuit. text: > az network express-route auth delete --circuit-name MyCircuit -g MyResourceGroup -n MyAuthorization """ helps['network express-route auth list'] = """ type: command short-summary: List link authorizations of an ExpressRoute circuit. examples: - name: List link authorizations of an ExpressRoute circuit. text: > az network express-route auth list -g MyResourceGroup --circuit-name MyCircuit - name: List link authorizations of an ExpressRoute circuit. (autogenerated) text: | az network express-route auth list --circuit-name MyCircuit --resource-group MyResourceGroup --subscription MySubscription crafted: true """ helps['network express-route auth show'] = """ type: command short-summary: Get the details of a link authorization of an ExpressRoute circuit. examples: - name: Get the details of a link authorization of an ExpressRoute circuit. text: > az network express-route auth show -g MyResourceGroup --circuit-name MyCircuit -n MyAuthorization """ helps['network express-route create'] = """ type: command short-summary: Create an ExpressRoute circuit. parameters: - name: --bandwidth populator-commands: - az network express-route list-service-providers - name: --peering-location populator-commands: - az network express-route list-service-providers - name: --provider populator-commands: - az network express-route list-service-providers examples: - name: Create an ExpressRoute circuit. text: > az network express-route create --bandwidth 200 -n MyCircuit --peering-location "Silicon Valley" -g MyResourceGroup --provider "Equinix" -l "West US" --sku-family MeteredData --sku-tier Standard """ helps['network express-route delete'] = """ type: command short-summary: Delete an ExpressRoute circuit. examples: - name: Delete an ExpressRoute circuit. text: > az network express-route delete -n MyCircuit -g MyResourceGroup """ helps['network express-route gateway'] = """ type: group short-summary: Manage ExpressRoute gateways. """ helps['network express-route gateway connection'] = """ type: group short-summary: Manage ExpressRoute gateway connections. """ helps['network express-route gateway connection create'] = """ type: command short-summary: Create an ExpressRoute gateway connection. examples: - name: Create an ExpressRoute gateway connection. text: | az network express-route gateway connection create --gateway-name MyGateway -n MyExpressRouteConnection -g MyResourceGroup --peering /subscriptions/MySub/resourceGroups/MyResourceGroup/providers/Microsoft.Network/expressRouteCircuits/MyCircuit/peerings/AzurePrivatePeering --associated-route-table /MySub/resourceGroups/MyResourceGroup/providers/Microsoft.Network/virtualHubs/MyHub/hubRouteTables/MyRouteTable1 --propagated-route-tables /MySub/resourceGroups/MyResourceGroup/providers/Microsoft.Network/virtualHubs/MyHub/hubRouteTables/MyRouteTable1 /MySub/resourceGroups/MyResourceGroup/providers/Microsoft.Network/virtualHubs/MyHub/hubRouteTables/MyRouteTable2 --labels label1 label2 """ helps['network express-route gateway connection delete'] = """ type: command short-summary: Delete an ExpressRoute gateway connection. examples: - name: Delete an ExpressRoute gateway connection. (autogenerated) text: | az network express-route gateway connection delete --gateway-name MyGateway --name MyExpressRouteConnection --resource-group MyResourceGroup crafted: true """ helps['network express-route gateway connection list'] = """ type: command short-summary: List ExpressRoute gateway connections. examples: - name: List ExpressRoute gateway connections. (autogenerated) text: | az network express-route gateway connection list --gateway-name MyGateway --resource-group MyResourceGroup crafted: true """ helps['network express-route gateway connection show'] = """ type: command short-summary: Get the details of an ExpressRoute gateway connection. examples: - name: Get the details of an ExpressRoute gateway connection. (autogenerated) text: | az network express-route gateway connection show --gateway-name MyGateway --name MyExpressRouteConnection --resource-group MyResourceGroup crafted: true """ helps['network express-route gateway connection update'] = """ type: command short-summary: Update an ExpressRoute gateway connection. examples: - name: Update an ExpressRoute gateway connection. text: | az network express-route gateway connection update --gateway-name MyGateway -n MyExpressRouteConnection -g MyResourceGroup --peering /subscriptions/MySub/resourceGroups/MyResourceGroup/providers/Microsoft.Network/expressRouteCircuits/MyCircuit/peerings/AzurePrivatePeering --associated-route-table /MySub/resourceGroups/MyResourceGroup/providers/Microsoft.Network/virtualHubs/MyHub/hubRouteTables/MyRouteTable1 --propagated-route-tables /MySub/resourceGroups/MyResourceGroup/providers/Microsoft.Network/virtualHubs/MyHub/hubRouteTables/MyRouteTable1 /MySub/resourceGroups/MyResourceGroup/providers/Microsoft.Network/virtualHubs/MyHub/hubRouteTables/MyRouteTable2 --labels label1 label2 """ helps['network express-route gateway create'] = """ type: command short-summary: Create an ExpressRoute gateway. """ helps['network express-route gateway delete'] = """ type: command short-summary: Delete an ExpressRoute gateway. examples: - name: Delete an ExpressRoute gateway. (autogenerated) text: | az network express-route gateway delete --name MyExpressRouteGateway --resource-group MyResourceGroup crafted: true """ helps['network express-route gateway list'] = """ type: command short-summary: List ExpressRoute gateways. examples: - name: List ExpressRoute gateways. (autogenerated) text: | az network express-route gateway list --resource-group MyResourceGroup crafted: true """ helps['network express-route gateway show'] = """ type: command short-summary: Get the details of an ExpressRoute gateway. examples: - name: Get the details of an ExpressRoute gateway. (autogenerated) text: | az network express-route gateway show --name MyExpressRouteGateway --resource-group MyResourceGroup crafted: true """ helps['network express-route gateway update'] = """ type: command short-summary: Update settings of an ExpressRoute gateway. """ helps['network express-route get-stats'] = """ type: command short-summary: Get the statistics of an ExpressRoute circuit. examples: - name: Get the statistics of an ExpressRoute circuit. text: > az network express-route get-stats -g MyResourceGroup -n MyCircuit """ helps['network express-route list'] = """ type: command short-summary: List all ExpressRoute circuits for the current subscription. examples: - name: List all ExpressRoute circuits for the current subscription. text: > az network express-route list -g MyResourceGroup """ helps['network express-route list-arp-tables'] = """ type: command short-summary: Show the current Address Resolution Protocol (ARP) table of an ExpressRoute circuit. examples: - name: Show the current Address Resolution Protocol (ARP) table of an ExpressRoute circuit. text: | az network express-route list-arp-tables -g MyResourceGroup -n MyCircuit \\ --path primary --peering-name AzurePrivatePeering """ helps['network express-route list-route-tables'] = """ type: command short-summary: Show the current routing table of an ExpressRoute circuit peering. examples: - name: Show the current routing table of an ExpressRoute circuit peering. text: | az network express-route list-route-tables -g MyResourceGroup -n MyCircuit \\ --path primary --peering-name AzurePrivatePeering """ helps['network express-route list-service-providers'] = """ type: command short-summary: List available ExpressRoute service providers. examples: - name: List available ExpressRoute service providers. text: az network express-route list-service-providers """ helps['network express-route peering'] = """ type: group short-summary: Manage ExpressRoute peering of an ExpressRoute circuit. """ helps['network express-route peering connection'] = """ type: group short-summary: Manage ExpressRoute circuit connections. """ helps['network express-route peering connection create'] = """ type: command short-summary: Create connections between two ExpressRoute circuits. examples: - name: Create connection between two ExpressRoute circuits with AzurePrivatePeering settings. text: | az network express-route peering connection create -g MyResourceGroup --circuit-name \\ MyCircuit --peering-name AzurePrivatePeering -n myConnection --peer-circuit \\ MyOtherCircuit --address-prefix 104.0.0.0/29 """ helps['network express-route peering connection delete'] = """ type: command short-summary: Delete an ExpressRoute circuit connection. examples: - name: Delete an ExpressRoute circuit connection. (autogenerated) text: | az network express-route peering connection delete --circuit-name MyCircuit --name MyPeeringConnection --peering-name MyPeering --resource-group MyResourceGroup crafted: true """ helps['network express-route peering connection show'] = """ type: command short-summary: Get the details of an ExpressRoute circuit connection. """ helps['network express-route peering create'] = """ type: command short-summary: Create peering settings for an ExpressRoute circuit. examples: - name: Create Microsoft Peering settings with IPv4 configuration. text: | az network express-route peering create -g MyResourceGroup --circuit-name MyCircuit \\ --peering-type MicrosoftPeering --peer-asn 10002 --vlan-id 103 \\ --primary-peer-subnet 101.0.0.0/30 --secondary-peer-subnet 102.0.0.0/30 \\ --advertised-public-prefixes 101.0.0.0/30 """ helps['network express-route peering delete'] = """ type: command short-summary: Delete peering settings. examples: - name: Delete private peering. text: > az network express-route peering delete -g MyResourceGroup --circuit-name MyCircuit -n AzurePrivatePeering """ helps['network express-route peering list'] = """ type: command short-summary: List peering settings of an ExpressRoute circuit. examples: - name: List peering settings of an ExpressRoute circuit. text: > az network express-route peering list -g MyResourceGroup --circuit-name MyCircuit """ helps['network express-route peering peer-connection'] = """ type: group short-summary: Manage ExpressRoute circuit peer connections. """ helps['network express-route peering show'] = """ type: command short-summary: Get the details of an express route peering. examples: - name: Get private peering details of an ExpressRoute circuit. text: > az network express-route peering show -g MyResourceGroup --circuit-name MyCircuit -n AzurePrivatePeering """ helps['network express-route peering update'] = """ type: command short-summary: Update peering settings of an ExpressRoute circuit. examples: - name: Add IPv6 Microsoft Peering settings to existing IPv4 config. text: | az network express-route peering update -g MyResourceGroup --circuit-name MyCircuit \\ --ip-version ipv6 --primary-peer-subnet 2002:db00::/126 \\ --secondary-peer-subnet 2003:db00::/126 --advertised-public-prefixes 2002:db00::/126 supported-profiles: latest - name: Update peering settings of an ExpressRoute circuit. (autogenerated) text: | az network express-route peering update --circuit-name MyCircuit --name MyPeering --peer-asn 10002 --primary-peer-subnet 2002:db00::/126 --resource-group MyResourceGroup --secondary-peer-subnet 2003:db00::/126 --shared-key Abc123 --vlan-id 103 crafted: true """ helps['network express-route port'] = """ type: group short-summary: Manage ExpressRoute ports. """ helps['network express-route port create'] = """ type: command short-summary: Create an ExpressRoute port. examples: - name: Create an ExpressRoute port. (autogenerated) text: | az network express-route port create --bandwidth 200 --encapsulation Dot1Q --location westus2 --name MyExpressRoutePort --peering-location westus --resource-group MyResourceGroup crafted: true """ helps['network express-route port delete'] = """ type: command short-summary: Delete an ExpressRoute port. examples: - name: Delete an ExpressRoute port. (autogenerated) text: | az network express-route port delete --name MyExpressRoutePort --resource-group MyResourceGroup crafted: true """ helps['network express-route port link'] = """ type: group short-summary: View ExpressRoute links. """ helps['network express-route port link list'] = """ type: command short-summary: List ExpressRoute links. examples: - name: List ExpressRoute links. (autogenerated) text: | az network express-route port link list --port-name MyPort --resource-group MyResourceGroup crafted: true """ helps['network express-route port link show'] = """ type: command short-summary: Get the details of an ExpressRoute link. examples: - name: Get the details of an ExpressRoute link. (autogenerated) text: | az network express-route port link show --name MyLinkExpressRoutePort --port-name MyPort --resource-group MyResourceGroup crafted: true """ helps['network express-route port link update'] = """ type: command short-summary: Manage MACsec configuration of an ExpressRoute Link. examples: - name: Enable MACsec on ExpressRoute Direct Ports once at a time. text: |- az network express-route port link update \\ --resource-group MyResourceGroup \\ --port-name MyExpressRoutePort \\ --name link1 \\ --macsec-ckn-secret-identifier MacSecCKNSecretID \\ --macsec-cak-secret-identifier MacSecCAKSecretID \\ --macsec-cipher gcm-aes-128 - name: Enable administrative state of an ExpressRoute Link. text: |- az network express-route port link update \\ --resource-group MyResourceGroup \\ --port-name MyExpressRoutePort \\ --name link2 \\ --admin-state Enabled """ helps['network express-route port list'] = """ type: command short-summary: List ExpressRoute ports. """ helps['network express-route port location'] = """ type: group short-summary: View ExpressRoute port location information. """ helps['network express-route port location list'] = """ type: command short-summary: List ExpressRoute port locations. """ helps['network express-route port location show'] = """ type: command short-summary: Get the details of an ExpressRoute port location. examples: - name: Get the details of an ExpressRoute port location. (autogenerated) text: | az network express-route port location show --location westus2 crafted: true """ helps['network express-route port show'] = """ type: command short-summary: Get the details of an ExpressRoute port. examples: - name: Get the details of an ExpressRoute port. (autogenerated) text: | az network express-route port show --name MyExpressRoutePort --resource-group MyResourceGroup crafted: true """ helps['network express-route port update'] = """ type: command short-summary: Update settings of an ExpressRoute port. examples: - name: Update settings of an ExpressRoute port (autogenerated) text: | az network express-route port update --name MyExpressRoutePort --resource-group MyResourceGroup crafted: true """ helps['network express-route port identity'] = """ type: group short-summary: Manage the managed service identity of an ExpressRoute Port """ helps['network express-route port identity assign'] = """ type: command short-summary: Assign a managed service identity to an ExpressRoute Port examples: - name: Assign an identity to the ExpressRoute Port text: |- az network express-route port identity assign \\ --resource-group MyResourceGroupg \\ --name MyExpressRoutePort \\ --identity MyUserAssignedManagedServiceIdentity """ helps['network express-route port identity remove'] = """ type: command short-summary: Remove the managed service identity of an ExpressRoute Port examples: - name: Remove an identity of the ExpressRoute Port text: az network express-route port identity remove -g MyResourceGroup --name MyExpressRoutePort """ helps['network express-route port identity show'] = """ type: command short-summary: Show the managed service identity of an ExpressRoute Port examples: - name: Show an identity of the ExpressRoute Port text: az network express-route port identity show -g MyResourceGroup --name MyExpressRoutePort """ helps['network express-route show'] = """ type: command short-summary: Get the details of an ExpressRoute circuit. examples: - name: Get the details of an ExpressRoute circuit. text: > az network express-route show -n MyCircuit -g MyResourceGroup """ helps['network express-route update'] = """ type: command short-summary: Update settings of an ExpressRoute circuit. examples: - name: Change the SKU of an ExpressRoute circuit from Standard to Premium. text: > az network express-route update -n MyCircuit -g MyResourceGroup --sku-tier Premium """ helps['network express-route wait'] = """ type: command short-summary: Place the CLI in a waiting state until a condition of the ExpressRoute is met. examples: - name: Pause executing next line of CLI script until the ExpressRoute circuit is successfully provisioned. text: az network express-route wait -n MyCircuit -g MyResourceGroup --created """ helps['network lb'] = """ type: group short-summary: Manage and configure load balancers. long-summary: To learn more about Azure Load Balancer visit https://docs.microsoft.com/azure/load-balancer/load-balancer-get-started-internet-arm-cli """ helps['network lb address-pool'] = """ type: group short-summary: Manage address pools of a load balancer. """ helps['network lb address-pool create'] = """ type: command short-summary: Create an address pool. parameters: - name: --backend-address short-summary: Backend addresses information for backend address pool. If it's used, --vnet is also required. long-summary: | Usage: --backend-address name=addr1 ip-address=10.0.0.1 --vnet MyVnet name: Required. The name of the backend address. ip-address: Required. Ip Address within the Virtual Network. Multiple backend addresses can be specified by using more than one `--backend-address` argument. - name: --backend-addresses-config-file short-summary: A config file used to set backend addresses. This argument is for experienced users. You may encounter parse errors if the json file is invalid. long-summary: | Usage: --backend-addresses-config-file @"{config_file.json}" A example config file is [ { "name": "address1", "virtualNetwork": "clitestvnet", "ipAddress": "10.0.0.4" }, { "name": "address2", "virtualNetwork": "/subscriptions/00000000-0000-0000-0000-000000000000/resourceGroups/cli_test_lb_address_pool_addresses000001/providers/Microsoft.Network/virtualNetworks/clitestvnet", "ipAddress": "10.0.0.5" } ] examples: - name: Create an address pool. text: az network lb address-pool create -g MyResourceGroup --lb-name MyLb -n MyAddressPool - name: Create an address pool with several backend addresses using key-value arguments. text: az network lb address-pool create -g MyResourceGroup --lb-name MyLb -n MyAddressPool --vnet {VnetResourceId} --backend-address name=addr1 ip-address=10.0.0.1 --backend-address name=addr2 ip-address=10.0.0.3 - name: Create an address pool with several backend addresses using config file text: az network lb address-pool create -g MyResourceGroup --lb-name MyLb -n MyAddressPool --backend-addresses-config-file @config_file.json """ helps['network lb address-pool delete'] = """ type: command short-summary: Delete an address pool. examples: - name: Delete an address pool. text: az network lb address-pool delete -g MyResourceGroup --lb-name MyLb -n MyAddressPool """ helps['network lb address-pool list'] = """ type: command short-summary: List address pools. examples: - name: List address pools. text: az network lb address-pool list -g MyResourceGroup --lb-name MyLb -o table """ helps['network lb address-pool show'] = """ type: command short-summary: Get the details of an address pool. examples: - name: Get the details of an address pool. text: az network lb address-pool show -g MyResourceGroup --lb-name MyLb -n MyAddressPool """ helps['network lb address-pool address'] = """ type: group short-summary: Manage backend addresses of the load balance backend address pool. """ helps['network lb address-pool address add'] = """ type: command short-summary: Add one backend address into the load balance backend address pool. examples: - name: Add one backend address into the load balance backend address pool. text: az network lb address-pool address add -g MyResourceGroup --lb-name MyLb --pool-name MyAddressPool -n MyAddress --vnet MyVnet --ip-address 10.0.0.1 """ helps['network lb address-pool address remove'] = """ type: command short-summary: Remove one backend address from the load balance backend address pool. examples: - name: Remove one backend address from the load balance backend address pool. text: az network lb address-pool address remove -g MyResourceGroup --lb-name MyLb --pool-name MyAddressPool -n MyAddress """ helps['network lb address-pool address list'] = """ type: command short-summary: List all backend addresses of the load balance backend address pool. examples: - name: List all backend addresses of the load balance backend address pool. text: az network lb address-pool address list -g MyResourceGroup --lb-name MyLb --pool-name MyAddressPool """ helps['network lb create'] = """ type: command short-summary: Create a load balancer. examples: - name: Create a basic load balancer. text: > az network lb create -g MyResourceGroup -n MyLb --sku Basic - name: Create a basic load balancer on a specific virtual network and subnet. If a virtual network with the same name is found in the same resource group, the load balancer will utilize this virtual network. If one is not found a new one will be created. text: > az network lb create -g MyResourceGroup -n MyLb --sku Basic --vnet-name MyVnet --subnet MySubnet - name: Create a basic load balancer on a subnet of a pre-existing virtual network. The subnet can be in arbitary resource group or subscription by providing the ID of the subnet. text: > az network lb create -g MyResourceGroup -n MyLb --sku Basic --subnet {subnetID} - name: Create a basic zone flavored internal load balancer, through provisioning a zonal public ip. text: > az network lb create -g MyResourceGroup -n MyLb --sku Basic --public-ip-zone 2 - name: > Create a standard zone flavored public-facing load balancer, through provisioning a zonal frontend ip configuration and Vnet. text: > az network lb create -g MyResourceGroup -n MyLb --sku Standard --frontend-ip-zone 1 --vnet-name MyVnet --subnet MySubnet """ helps['network lb delete'] = """ type: command short-summary: Delete a load balancer. examples: - name: Delete a load balancer. text: az network lb delete -g MyResourceGroup -n MyLb """ helps['network lb frontend-ip'] = """ type: group short-summary: Manage frontend IP addresses of a load balancer. """ helps['network lb frontend-ip create'] = """ type: command short-summary: Create a frontend IP address. examples: - name: Create a frontend ip address for a public load balancer. text: az network lb frontend-ip create -g MyResourceGroup -n MyFrontendIp --lb-name MyLb --public-ip-address MyFrontendIp - name: Create a frontend ip address for an internal load balancer. text: | az network lb frontend-ip create -g MyResourceGroup -n MyFrontendIp --lb-name MyLb \\ --private-ip-address 10.10.10.100 --subnet MySubnet --vnet-name MyVnet """ helps['network lb frontend-ip delete'] = """ type: command short-summary: Delete a frontend IP address. examples: - name: Delete a frontend IP address. text: az network lb frontend-ip delete -g MyResourceGroup --lb-name MyLb -n MyFrontendIp """ helps['network lb frontend-ip list'] = """ type: command short-summary: List frontend IP addresses. examples: - name: List frontend IP addresses. text: az network lb frontend-ip list -g MyResourceGroup --lb-name MyLb """ helps['network lb frontend-ip show'] = """ type: command short-summary: Get the details of a frontend IP address. examples: - name: Get the details of a frontend IP address. text: az network lb frontend-ip show -g MyResourceGroup --lb-name MyLb -n MyFrontendIp - name: Get the details of a frontend IP address (autogenerated) text: | az network lb frontend-ip show --lb-name MyLb --name MyFrontendIp --resource-group MyResourceGroup --subscription MySubscription crafted: true """ helps['network lb frontend-ip update'] = """ type: command short-summary: Update a frontend IP address. examples: - name: Update the frontend IP address of a public load balancer. text: az network lb frontend-ip update -g MyResourceGroup --lb-name MyLb -n MyFrontendIp --public-ip-address MyNewPublicIp - name: Update the frontend IP address of an internal load balancer. text: az network lb frontend-ip update -g MyResourceGroup --lb-name MyLb -n MyFrontendIp --private-ip-address 10.10.10.50 - name: Update a frontend IP address. (autogenerated) text: | az network lb frontend-ip update --lb-name MyLb --name MyFrontendIp --resource-group MyResourceGroup --set tags.CostCenter=MyBusinessGroup crafted: true """ helps['network lb inbound-nat-pool'] = """ type: group short-summary: Manage inbound NAT address pools of a load balancer. """ helps['network lb inbound-nat-pool create'] = """ type: command short-summary: Create an inbound NAT address pool. examples: - name: Create an inbound NAT address pool. text: | az network lb inbound-nat-pool create -g MyResourceGroup --lb-name MyLb \\ -n MyNatPool --protocol Tcp --frontend-port-range-start 80 --frontend-port-range-end 89 \\ --backend-port 80 --frontend-ip-name MyFrontendIp """ helps['network lb inbound-nat-pool delete'] = """ type: command short-summary: Delete an inbound NAT address pool. examples: - name: Delete an inbound NAT address pool. text: az network lb inbound-nat-pool delete -g MyResourceGroup --lb-name MyLb -n MyNatPool """ helps['network lb inbound-nat-pool list'] = """ type: command short-summary: List inbound NAT address pools. examples: - name: List inbound NAT address pools. text: az network lb inbound-nat-pool list -g MyResourceGroup --lb-name MyLb -o table """ helps['network lb inbound-nat-pool show'] = """ type: command short-summary: Get the details of an inbound NAT address pool. examples: - name: Get the details of an inbound NAT address pool. text: az network lb inbound-nat-pool show -g MyResourceGroup --lb-name MyLb -n MyNatPool """ helps['network lb inbound-nat-pool update'] = """ type: command short-summary: Update an inbound NAT address pool. examples: - name: Update an inbound NAT address pool to a different backend port. text: | az network lb inbound-nat-pool update -g MyResourceGroup --lb-name MyLb -n MyNatPool \\ --protocol Tcp --backend-port 8080 - name: Update an inbound NAT address pool. (autogenerated) text: | az network lb inbound-nat-pool update --backend-port 8080 --enable-tcp-reset true --frontend-port-range-end 89 --frontend-port-range-start 80 --lb-name MyLb --name MyNatPool --resource-group MyResourceGroup crafted: true - name: Update an inbound NAT address pool. (autogenerated) text: | az network lb inbound-nat-pool update --enable-tcp-reset true --lb-name MyLb --name MyNatPool --protocol Udp --resource-group MyResourceGroup crafted: true - name: Update an inbound NAT address pool. (autogenerated) text: | az network lb inbound-nat-pool update --backend-port 8080 --frontend-port-range-end 89 --frontend-port-range-start 80 --lb-name MyLb --name MyNatPool --protocol Udp --resource-group MyResourceGroup crafted: true """ helps['network lb inbound-nat-rule'] = """ type: group short-summary: Manage inbound NAT rules of a load balancer. """ helps['network lb inbound-nat-rule create'] = """ type: command short-summary: Create an inbound NAT rule. examples: - name: Create a basic inbound NAT rule for port 80. text: | az network lb inbound-nat-rule create -g MyResourceGroup --lb-name MyLb -n MyNatRule \\ --protocol Tcp --frontend-port 80 --backend-port 80 - name: Create a basic inbound NAT rule for a specific frontend IP and enable floating IP for NAT Rule. text: | az network lb inbound-nat-rule create -g MyResourceGroup --lb-name MyLb -n MyNatRule --protocol Tcp \\ --frontend-port 5432 --backend-port 3389 --frontend-ip-name MyFrontendIp --floating-ip true """ helps['network lb inbound-nat-rule delete'] = """ type: command short-summary: Delete an inbound NAT rule. examples: - name: Delete an inbound NAT rule. text: az network lb inbound-nat-rule delete -g MyResourceGroup --lb-name MyLb -n MyNatRule """ helps['network lb inbound-nat-rule list'] = """ type: command short-summary: List inbound NAT rules. examples: - name: List inbound NAT rules. text: az network lb inbound-nat-rule list -g MyResourceGroup --lb-name MyLb -o table """ helps['network lb inbound-nat-rule show'] = """ type: command short-summary: Get the details of an inbound NAT rule. examples: - name: Get the details of an inbound NAT rule. text: az network lb inbound-nat-rule show -g MyResourceGroup --lb-name MyLb -n MyNatRule """ helps['network lb inbound-nat-rule update'] = """ type: command short-summary: Update an inbound NAT rule. examples: - name: Update an inbound NAT rule to disable floating IP and modify idle timeout duration. text: | az network lb inbound-nat-rule update -g MyResourceGroup --lb-name MyLb -n MyNatRule \\ --floating-ip false --idle-timeout 5 - name: Update an inbound NAT rule. (autogenerated) text: | az network lb inbound-nat-rule update --backend-port 3389 --frontend-port 5432 --lb-name MyLb --name MyNatRule --protocol Udp --resource-group MyResourceGroup crafted: true - name: Update an inbound NAT rule. (autogenerated) text: | az network lb inbound-nat-rule update --lb-name MyLb --name MyNatRule --resource-group MyResourceGroup --set tags.CostCenter=MyBusinessGroup crafted: true """ helps['network lb list'] = """ type: command short-summary: List load balancers. examples: - name: List load balancers. text: az network lb list -g MyResourceGroup """ helps['network lb outbound-rule'] = """ type: group short-summary: Manage outbound rules of a load balancer. """ helps['network lb outbound-rule create'] = """ type: command short-summary: Create an outbound-rule. examples: - name: Create an outbound-rule. (autogenerated) text: | az network lb outbound-rule create --address-pool MyAddressPool --frontend-ip-configs myfrontendoutbound --idle-timeout 5 --lb-name MyLb --name MyOutboundRule --outbound-ports 10000 --protocol Udp --resource-group MyResourceGroup crafted: true """ helps['network lb outbound-rule delete'] = """ type: command short-summary: Delete an outbound-rule. examples: - name: Delete an outbound-rule. (autogenerated) text: | az network lb outbound-rule delete --lb-name MyLb --name MyOutboundRule --resource-group MyResourceGroup crafted: true """ helps['network lb outbound-rule list'] = """ type: command short-summary: List outbound rules. examples: - name: List outbound rules. (autogenerated) text: | az network lb outbound-rule list --lb-name MyLb --resource-group MyResourceGroup crafted: true """ helps['network lb outbound-rule show'] = """ type: command short-summary: Get the details of an outbound rule. examples: - name: Get the details of an outbound rule. (autogenerated) text: | az network lb outbound-rule show --lb-name MyLb --name MyOutboundRule --resource-group MyResourceGroup crafted: true """ helps['network lb outbound-rule update'] = """ type: command short-summary: Update an outbound-rule. examples: - name: Update an outbound-rule. (autogenerated) text: | az network lb outbound-rule update --enable-tcp-reset true --lb-name MyLb --name MyOutboundRule --outbound-ports 10000 --resource-group MyResourceGroup crafted: true """ helps['network lb probe'] = """ type: group short-summary: Evaluate probe information and define routing rules. """ helps['network lb probe create'] = """ type: command short-summary: Create a probe. examples: - name: Create a probe on a load balancer over HTTP and port 80. text: | az network lb probe create -g MyResourceGroup --lb-name MyLb -n MyProbe \\ --protocol http --port 80 --path / - name: Create a probe on a load balancer over TCP on port 443. text: | az network lb probe create -g MyResourceGroup --lb-name MyLb -n MyProbe \\ --protocol tcp --port 443 """ helps['network lb probe delete'] = """ type: command short-summary: Delete a probe. examples: - name: Delete a probe. text: az network lb probe delete -g MyResourceGroup --lb-name MyLb -n MyProbe """ helps['network lb probe list'] = """ type: command short-summary: List probes. examples: - name: List probes. text: az network lb probe list -g MyResourceGroup --lb-name MyLb -o table """ helps['network lb probe show'] = """ type: command short-summary: Get the details of a probe. examples: - name: Get the details of a probe. text: az network lb probe show -g MyResourceGroup --lb-name MyLb -n MyProbe """ helps['network lb probe update'] = """ type: command short-summary: Update a probe. examples: - name: Update a probe with a different port and interval. text: az network lb probe update -g MyResourceGroup --lb-name MyLb -n MyProbe --port 81 --interval 10 - name: Update a probe. (autogenerated) text: | az network lb probe update --lb-name MyLb --name MyProbe --port 81 --resource-group MyResourceGroup --subscription MySubscription crafted: true """ helps['network lb rule'] = """ type: group short-summary: Manage load balancing rules. """ helps['network lb rule create'] = """ type: command short-summary: Create a load balancing rule. examples: - name: > Create a load balancing rule that assigns a front-facing IP configuration and port to an address pool and port. text: | az network lb rule create -g MyResourceGroup --lb-name MyLb -n MyLbRule --protocol Tcp \\ --frontend-ip-name MyFrontEndIp --frontend-port 80 \\ --backend-pool-name MyAddressPool --backend-port 80 - name: > Create a load balancing rule that assigns a front-facing IP configuration and port to an address pool and port with the floating ip feature. text: | az network lb rule create -g MyResourceGroup --lb-name MyLb -n MyLbRule --protocol Tcp \\ --frontend-ip-name MyFrontEndIp --backend-pool-name MyAddressPool \\ --floating-ip true --frontend-port 80 --backend-port 80 - name: > Create an HA ports load balancing rule that assigns a frontend IP and port to use all available backend IPs in a pool on the same port. text: | az network lb rule create -g MyResourceGroup --lb-name MyLb -n MyHAPortsRule \\ --protocol All --frontend-port 0 --backend-port 0 --frontend-ip-name MyFrontendIp \\ --backend-pool-name MyAddressPool """ helps['network lb rule delete'] = """ type: command short-summary: Delete a load balancing rule. examples: - name: Delete a load balancing rule. text: az network lb rule delete -g MyResourceGroup --lb-name MyLb -n MyLbRule """ helps['network lb rule list'] = """ type: command short-summary: List load balancing rules. examples: - name: List load balancing rules. text: az network lb rule list -g MyResourceGroup --lb-name MyLb -o table """ helps['network lb rule show'] = """ type: command short-summary: Get the details of a load balancing rule. examples: - name: Get the details of a load balancing rule. text: az network lb rule show -g MyResourceGroup --lb-name MyLb -n MyLbRule """ helps['network lb rule update'] = """ type: command short-summary: Update a load balancing rule. examples: - name: Update a load balancing rule to change the protocol to UDP. text: az network lb rule update -g MyResourceGroup --lb-name MyLb -n MyLbRule --protocol Udp examples: - name: Update a load balancing rule to support HA ports. text: az network lb rule update -g MyResourceGroup --lb-name MyLb -n MyLbRule \\ --protocol All --frontend-port 0 --backend-port 0 - name: Update a load balancing rule. (autogenerated) text: | az network lb rule update --disable-outbound-snat true --lb-name MyLb --name MyLbRule --resource-group MyResourceGroup crafted: true """ helps['network lb show'] = """ type: command short-summary: Get the details of a load balancer. examples: - name: Get the details of a load balancer. text: az network lb show -g MyResourceGroup -n MyLb """ helps['network lb update'] = """ type: command short-summary: Update a load balancer. long-summary: > This command can only be used to update the tags for a load balancer. Name and resource group are immutable and cannot be updated. examples: - name: Update the tags of a load balancer. text: az network lb update -g MyResourceGroup -n MyLb --set tags.CostCenter=MyBusinessGroup """ helps['network list-service-tags'] = """ type: command short-summary: List all service tags which are below to different resources long-summary: > A service tag represents a group of IP address prefixes to help minimize complexity for security rule creation. To learn more about list-service-tags, visit https://docs.microsoft.com/en-us/azure/virtual-network/security-overview#service-tags. \\ Note that the location parameter is used as a reference for version (not as a filter based on location). For example, even if you specify --location eastus2 you will get the list of service tags with prefix details across all regions but limited to the cloud that your subscription belongs to (i.e. Public, US government, China or Germany). examples: - name: Gets a list of service tag information resources. (autogenerated) text: | az network list-service-tags --location westus2 crafted: true """ helps['network list-usages'] = """ type: command short-summary: List the number of network resources in a region that are used against a subscription quota. examples: - name: List the provisioned network resources in East US region within a subscription. text: az network list-usages --location eastus -o table """ helps['network local-gateway'] = """ type: group short-summary: Manage local gateways. long-summary: > For more information on local gateways, visit: https://docs.microsoft.com/azure/vpn-gateway/vpn-gateway-howto-site-to-site-resource-manager-cli#localnet """ helps['network local-gateway create'] = """ type: command short-summary: Create a local VPN gateway. examples: - name: Create a Local Network Gateway to represent your on-premises site. text: | az network local-gateway create -g MyResourceGroup -n MyLocalGateway \\ --gateway-ip-address 23.99.221.164 --local-address-prefixes 10.0.0.0/24 20.0.0.0/24 """ helps['network local-gateway delete'] = """ type: command short-summary: Delete a local VPN gateway. long-summary: > In order to delete a Local Network Gateway, you must first delete ALL Connection objects in Azure that are connected to the Gateway. After deleting the Gateway, proceed to delete other resources now not in use. For more information, follow the order of instructions on this page: https://docs.microsoft.com/azure/vpn-gateway/vpn-gateway-delete-vnet-gateway-portal examples: - name: Create a Local Network Gateway to represent your on-premises site. text: az network local-gateway delete -g MyResourceGroup -n MyLocalGateway - name: Delete a local VPN gateway. (autogenerated) text: | az network local-gateway delete --name MyLocalGateway --resource-group MyResourceGroup --subscription MySubscription crafted: true """ helps['network local-gateway list'] = """ type: command short-summary: List all local VPN gateways in a resource group. examples: - name: List all local VPN gateways in a resource group. text: az network local-gateway list -g MyResourceGroup """ helps['network local-gateway show'] = """ type: command short-summary: Get the details of a local VPN gateway. examples: - name: Get the details of a local VPN gateway. text: az network local-gateway show -g MyResourceGroup -n MyLocalGateway """ helps['network local-gateway update'] = """ type: command short-summary: Update a local VPN gateway. examples: - name: Update a Local Network Gateway provisioned with a 10.0.0.0/24 address prefix with additional prefixes. text: | az network local-gateway update -g MyResourceGroup -n MyLocalGateway \\ --local-address-prefixes 10.0.0.0/24 20.0.0.0/24 30.0.0.0/24 - name: Update a local VPN gateway. (autogenerated) text: | az network local-gateway update --gateway-ip-address 23.99.221.164 --name MyLocalGateway --resource-group MyResourceGroup crafted: true """ helps['network local-gateway wait'] = """ type: command short-summary: Place the CLI in a waiting state until a condition of the local gateway is met. examples: - name: Wait for Local Network Gateway to return as created. text: | az network local-gateway wait -g MyResourceGroup -n MyLocalGateway --created """ helps['network nic'] = """ type: group short-summary: Manage network interfaces. long-summary: > To learn more about network interfaces in Azure visit https://docs.microsoft.com/azure/virtual-network/virtual-network-network-interface """ helps['network nic create'] = """ type: command short-summary: Create a network interface. examples: - name: Create a network interface for a specified subnet on a specified virtual network. text: > az network nic create -g MyResourceGroup --vnet-name MyVnet --subnet MySubnet -n MyNic - name: > Create a network interface for a specified subnet on a virtual network which allows IP forwarding subject to a network security group. text: | az network nic create -g MyResourceGroup --vnet-name MyVnet --subnet MySubnet -n MyNic \\ --ip-forwarding --network-security-group MyNsg - name: > Create a network interface for a specified subnet on a virtual network with network security group and application security groups. text: | az network nic create -g MyResourceGroup --vnet-name MyVnet --subnet MySubnet -n MyNic \\ --network-security-group MyNsg --application-security-groups Web App """ helps['network nic delete'] = """ type: command short-summary: Delete a network interface. examples: - name: Delete a network interface. text: > az network nic delete -g MyResourceGroup -n MyNic """ helps['network nic ip-config'] = """ type: group short-summary: Manage IP configurations of a network interface. """ helps['network nic ip-config address-pool'] = """ type: group short-summary: Manage address pools in an IP configuration. """ helps['network nic ip-config address-pool add'] = """ type: command short-summary: Add an address pool to an IP configuration. examples: - name: Add an address pool to an IP configuration. text: | az network nic ip-config address-pool add -g MyResourceGroup --nic-name MyNic \\ -n MyIpConfig --address-pool MyAddressPool - name: Add an address pool to an IP configuration. (autogenerated) text: | az network nic ip-config address-pool add --address-pool MyAddressPool --ip-config-name MyIpConfig --lb-name MyLb --nic-name MyNic --resource-group MyResourceGroup crafted: true """ helps['network nic ip-config address-pool remove'] = """ type: command short-summary: Remove an address pool of an IP configuration. examples: - name: Remove an address pool of an IP configuration. text: | az network nic ip-config address-pool remove -g MyResourceGroup --nic-name MyNic \\ -n MyIpConfig --address-pool MyAddressPool - name: Remove an address pool of an IP configuration. (autogenerated) text: | az network nic ip-config address-pool remove --address-pool MyAddressPool --ip-config-name MyIpConfig --lb-name MyLb --nic-name MyNic --resource-group MyResourceGroup crafted: true """ helps['network nic ip-config create'] = """ type: command short-summary: Create an IP configuration. long-summary: > You must have the Microsoft.Network/AllowMultipleIpConfigurationsPerNic feature enabled for your subscription. Only one configuration may be designated as the primary IP configuration per NIC, using the `--make-primary` flag. examples: - name: Create a primary IP configuration for a NIC. text: az network nic ip-config create -g MyResourceGroup -n MyIpConfig --nic-name MyNic --make-primary - name: Create an IP configuration. (autogenerated) text: | az network nic ip-config create --name MyIpConfig --nic-name MyNic --private-ip-address 10.0.0.9 --resource-group MyResourceGroup crafted: true """ helps['network nic ip-config delete'] = """ type: command short-summary: Delete an IP configuration. long-summary: A NIC must have at least one IP configuration. examples: - name: Delete an IP configuration. text: az network nic ip-config delete -g MyResourceGroup -n MyIpConfig --nic-name MyNic """ helps['network nic ip-config inbound-nat-rule'] = """ type: group short-summary: Manage inbound NAT rules of an IP configuration. """ helps['network nic ip-config inbound-nat-rule add'] = """ type: command short-summary: Add an inbound NAT rule to an IP configuration. examples: - name: Add an inbound NAT rule to an IP configuration. text: | az network nic ip-config inbound-nat-rule add -g MyResourceGroup --nic-name MyNic \\ -n MyIpConfig --inbound-nat-rule MyNatRule - name: Add an inbound NAT rule to an IP configuration. (autogenerated) text: | az network nic ip-config inbound-nat-rule add --inbound-nat-rule MyNatRule --ip-config-name MyIpConfig --lb-name MyLb --nic-name MyNic --resource-group MyResourceGroup crafted: true """ helps['network nic ip-config inbound-nat-rule remove'] = """ type: command short-summary: Remove an inbound NAT rule of an IP configuration. examples: - name: Remove an inbound NAT rule of an IP configuration. text: | az network nic ip-config inbound-nat-rule remove -g MyResourceGroup --nic-name MyNic \\ -n MyIpConfig --inbound-nat-rule MyNatRule - name: Remove an inbound NAT rule of an IP configuration. (autogenerated) text: | az network nic ip-config inbound-nat-rule remove --inbound-nat-rule MyNatRule --ip-config-name MyIpConfig --lb-name MyLb --nic-name MyNic --resource-group MyResourceGroup crafted: true """ helps['network nic ip-config list'] = """ type: command short-summary: List the IP configurations of a NIC. examples: - name: List the IP configurations of a NIC. text: az network nic ip-config list -g MyResourceGroup --nic-name MyNic """ helps['network nic ip-config show'] = """ type: command short-summary: Show the details of an IP configuration. examples: - name: Show the details of an IP configuration of a NIC. text: az network nic ip-config show -g MyResourceGroup -n MyIpConfig --nic-name MyNic """ helps['network nic ip-config update'] = """ type: command short-summary: Update an IP configuration. examples: - name: Update a NIC to use a new private IP address. text: | az network nic ip-config update -g MyResourceGroup --nic-name MyNic \\ -n MyIpConfig --private-ip-address 10.0.0.9 - name: Make an IP configuration the default for the supplied NIC. text: | az network nic ip-config update -g MyResourceGroup --nic-name MyNic \\ -n MyIpConfig --make-primary - name: Update an IP configuration. (autogenerated) text: | az network nic ip-config update --name MyIpConfig --nic-name MyNic --public-ip-address MyAppGatewayPublicIp --resource-group MyResourceGroup crafted: true """ helps['network nic list'] = """ type: command short-summary: List network interfaces. long-summary: > To list network interfaces attached to VMs in VM scale sets use 'az vmss nic list' or 'az vmss nic list-vm-nics'. examples: - name: List all NICs by internal DNS suffix. text: > az network nic list --query "[?dnsSettings.internalDomainNameSuffix=`{dnsSuffix}`]" """ helps['network nic list-effective-nsg'] = """ type: command short-summary: List all effective network security groups applied to a network interface. long-summary: > To learn more about troubleshooting using effective security rules visit https://docs.microsoft.com/azure/virtual-network/virtual-network-nsg-troubleshoot-portal examples: - name: List the effective security groups associated with a NIC. text: az network nic list-effective-nsg -g MyResourceGroup -n MyNic """ helps['network nic show'] = """ type: command short-summary: Get the details of a network interface. examples: - name: Get the internal domain name suffix of a NIC. text: az network nic show -g MyResourceGroup -n MyNic --query "dnsSettings.internalDomainNameSuffix" """ helps['network nic show-effective-route-table'] = """ type: command short-summary: Show the effective route table applied to a network interface. long-summary: > To learn more about troubleshooting using the effective route tables visit https://docs.microsoft.com/azure/virtual-network/virtual-network-routes-troubleshoot-portal#using-effective-routes-to-troubleshoot-vm-traffic-flow examples: - name: Show the effective routes applied to a network interface. text: az network nic show-effective-route-table -g MyResourceGroup -n MyNic """ helps['network nic update'] = """ type: command short-summary: Update a network interface. examples: - name: Update a network interface to use a different network security group. text: az network nic update -g MyResourceGroup -n MyNic --network-security-group MyNewNsg - name: Update a network interface. (autogenerated) text: | az network nic update --accelerated-networking true --name MyNic --resource-group MyResourceGroup crafted: true """ helps['network nic wait'] = """ type: command short-summary: Place the CLI in a waiting state until a condition of the network interface is met. examples: - name: Pause CLI until the network interface is created. text: az network nic wait -g MyResourceGroup -n MyNic --created """ helps['network nsg'] = """ type: group short-summary: Manage Azure Network Security Groups (NSGs). long-summary: > You can control network traffic to resources in a virtual network using a network security group. A network security group contains a list of security rules that allow or deny inbound or outbound network traffic based on source or destination IP addresses, Application Security Groups, ports, and protocols. For more information visit https://docs.microsoft.com/azure/virtual-network/virtual-networks-create-nsg-arm-cli """ helps['network nsg create'] = """ type: command short-summary: Create a network security group. examples: - name: Create an NSG in a resource group within a region with tags. text: az network nsg create -g MyResourceGroup -n MyNsg --tags super_secure no_80 no_22 """ helps['network nsg delete'] = """ type: command short-summary: Delete a network security group. examples: - name: Delete an NSG in a resource group. text: az network nsg delete -g MyResourceGroup -n MyNsg """ helps['network nsg list'] = """ type: command short-summary: List network security groups. examples: - name: List all NSGs in the 'westus' region. text: az network nsg list --query "[?location=='westus']" """ helps['network nsg rule'] = """ type: group short-summary: Manage network security group rules. """ helps['network nsg rule create'] = """ type: command short-summary: Create a network security group rule. examples: - name: Create a basic "Allow" NSG rule with the highest priority. text: > az network nsg rule create -g MyResourceGroup --nsg-name MyNsg -n MyNsgRule --priority 100 - name: Create a "Deny" rule over TCP for a specific IP address range with the lowest priority. text: | az network nsg rule create -g MyResourceGroup --nsg-name MyNsg -n MyNsgRule --priority 4096 \\ --source-address-prefixes 208.130.28/24 --source-port-ranges 80 \\ --destination-address-prefixes '*' --destination-port-ranges 80 8080 --access Deny \\ --protocol Tcp --description "Deny from specific IP address ranges on 80 and 8080." - name: Create a security rule using service tags. For more details visit https://aka.ms/servicetags text: | az network nsg rule create -g MyResourceGroup --nsg-name MyNsg -n MyNsgRuleWithTags \\ --priority 400 --source-address-prefixes VirtualNetwork --destination-address-prefixes Storage \\ --destination-port-ranges '*' --direction Outbound --access Allow --protocol Tcp --description "Allow VirtualNetwork to Storage." - name: Create a security rule using application security groups. https://aka.ms/applicationsecuritygroups text: | az network nsg rule create -g MyResourceGroup --nsg-name MyNsg -n MyNsgRuleWithAsg \\ --priority 500 --source-address-prefixes Internet --destination-port-ranges 80 8080 \\ --destination-asgs Web --access Allow --protocol Tcp --description "Allow Internet to Web ASG on ports 80,8080." """ helps['network nsg rule delete'] = """ type: command short-summary: Delete a network security group rule. examples: - name: Delete a network security group rule. text: az network nsg rule delete -g MyResourceGroup --nsg-name MyNsg -n MyNsgRule """ helps['network nsg rule list'] = """ type: command short-summary: List all rules in a network security group. examples: - name: List all rules in a network security group. text: az network nsg rule list -g MyResourceGroup --nsg-name MyNsg """ helps['network nsg rule show'] = """ type: command short-summary: Get the details of a network security group rule. examples: - name: Get the details of a network security group rule. text: az network nsg rule show -g MyResourceGroup --nsg-name MyNsg -n MyNsgRule """ helps['network nsg rule update'] = """ type: command short-summary: Update a network security group rule. examples: - name: Update an NSG rule with a new wildcard destination address prefix. text: az network nsg rule update -g MyResourceGroup --nsg-name MyNsg -n MyNsgRule --destination-address-prefix '*' - name: Update a network security group rule. (autogenerated) text: | az network nsg rule update --name MyNsgRule --nsg-name MyNsg --resource-group MyResourceGroup --source-address-prefixes 208.130.28/24 crafted: true """ helps['network nsg show'] = """ type: command short-summary: Get information about a network security group. examples: - name: Get basic information about an NSG. text: az network nsg show -g MyResourceGroup -n MyNsg - name: Get the default security rules of an NSG and format the output as a table. text: az network nsg show -g MyResourceGroup -n MyNsg --query "defaultSecurityRules[]" -o table - name: Get all default NSG rules with "Allow" access and format the output as a table. text: az network nsg show -g MyResourceGroup -n MyNsg --query "defaultSecurityRules[?access=='Allow']" -o table """ helps['network nsg update'] = """ type: command short-summary: Update a network security group. long-summary: > This command can only be used to update the tags of an NSG. Name and resource group are immutable and cannot be updated. examples: - name: Remove a tag of an NSG. text: az network nsg update -g MyResourceGroup -n MyNsg --remove tags.no_80 - name: Update a network security group. (autogenerated) text: | az network nsg update --name MyNsg --resource-group MyResourceGroup --set tags.CostCenter=MyBusinessGroup crafted: true """ helps['network private-endpoint'] = """ type: group short-summary: Manage private endpoints. """ helps['network private-endpoint create'] = """ type: command short-summary: Create a private endpoint. examples: - name: Create a private endpoint. text: az network private-endpoint create -g MyResourceGroup -n MyPE --vnet-name MyVnetName --subnet MySubnet --private-connection-resource-id "/subscriptions/00000000-0000-0000-0000-000000000000/resourceGroups/MyResourceGroup/providers/Microsoft.Network/privateLinkServices/MyPLS" --connection-name tttt -l centralus """ helps['network private-endpoint delete'] = """ type: command short-summary: Delete a private endpoint. examples: - name: Delete a private endpoint. (autogenerated) text: | az network private-endpoint delete --name MyPrivateEndpoint --resource-group MyResourceGroup crafted: true """ helps['network private-endpoint list'] = """ type: command short-summary: List private endpoints. """ helps['network private-endpoint show'] = """ type: command short-summary: Get the details of a private endpoint. examples: - name: Get the details of a private endpoint (autogenerated) text: | az network private-endpoint show --name MyPrivateEndpoint --resource-group MyResourceGroup crafted: true """ helps['network private-endpoint update'] = """ type: command short-summary: Update a private endpoint. examples: - name: Update a private endpoint. text: az network private-endpoint update -g MyResourceGroup -n MyPE --request-message "test" --tags mytag=hello - name: Update a private endpoint. (autogenerated) text: | az network private-endpoint update --name MyPE --resource-group MyResourceGroup --set useRemoteGateways=true crafted: true """ helps['network private-endpoint dns-zone-group'] = """ type: group short-summary: Manage private endpoint dns zone group. """ helps['network private-endpoint dns-zone-group create'] = """ type: command short-summary: Create a private endpoint dns zone group. examples: - name: Create a private endpoint dns zone group. text: az network private-endpoint dns-zone-group create --endpoint-name MyPE -g MyRG -n MyZoneGroup --zone-name Zone1 --private-dns-zone PrivateDNSZone1 """ helps['network private-endpoint dns-zone-group add'] = """ type: command short-summary: Add a private endpoint dns zone into a dns zone group. examples: - name: Add a private endpoint dns zone group. text: az network private-endpoint dns-zone-group add --endpoint-name MyPE -g MyRG -n MyZoneGroup --zone-name Zone1 --private-dns-zone PrivateDNSZone1 """ helps['network private-endpoint dns-zone-group remove'] = """ type: command short-summary: Remove a private endpoint dns zone into a dns zone group. examples: - name: Remove a private endpoint dns zone group. text: az network private-endpoint dns-zone-group remove --endpoint-name MyPE -g MyRG -n MyZoneGroup --zone-name Zone1 """ helps['network private-endpoint dns-zone-group delete'] = """ type: command short-summary: Delete a private endpoint dns zone group. examples: - name: Delete a private endpoint dns zone group. (autogenerated) text: | az network private-endpoint dns-zone-group delete --endpoint-name MyEndpoint --name MyPrivateDnsZoneGroup --resource-group MyResourceGroup crafted: true """ helps['network private-endpoint dns-zone-group list'] = """ type: command short-summary: List all private endpoint dns zone groups. examples: - name: List all private endpoint dns zone groups. (autogenerated) text: | az network private-endpoint dns-zone-group list --endpoint-name MyEndpoint --resource-group MyResourceGroup crafted: true """ helps['network private-endpoint dns-zone-group show'] = """ type: command short-summary: Show a private endpoint dns zone group. examples: - name: Show a private endpoint dns zone group. (autogenerated) text: | az network private-endpoint dns-zone-group show --endpoint-name MyEndpoint --name MyPrivateDnsZoneGroup --resource-group MyResourceGroup crafted: true """ helps['network private-link-service'] = """ type: group short-summary: Manage private link services. """ helps['network private-link-service connection'] = """ type: group short-summary: Manage private link service endpoint connections. """ helps['network private-link-service connection delete'] = """ type: command short-summary: Delete a private link service endpoint connection. examples: - name: Delete a private link service endpoint connection. (autogenerated) text: | az network private-link-service connection delete --name MyPrivateEndpointConnection --resource-group MyResourceGroup --service-name MyService crafted: true """ helps['network private-link-service connection update'] = """ type: command short-summary: Update a private link service endpoint connection. long-summary: > To update the connection status, the name of the connection should be provided. Please obtain this name by running 'az network private-link-service show -g MyResourceGroup -n MyPLSName'. The connection name is under the 'privateEndpointConnections' filed. examples: - name: Update the endpoint connections status of private link service text: az network private-link-service connection update -g MyResourceGroup -n MyEndpointName.f072a430-2d82-4470-ab30-d23fcfee58d1 --service-name MyPLSName --connection-status Rejected """ helps['network private-link-service create'] = """ type: command short-summary: Create a private link service. examples: - name: Create a private link service text: az network private-link-service create -g MyResourceGroup -n MyPLSName --vnet-name MyVnetName --subnet MySubnet --lb-name MyLBName --lb-frontend-ip-configs LoadBalancerFrontEnd -l centralus """ helps['network private-link-service delete'] = """ type: command short-summary: Delete a private link service. examples: - name: Delete a private link service. (autogenerated) text: | az network private-link-service delete --name MyPrivateLinkService --resource-group MyResourceGroup crafted: true """ helps['network private-link-service list'] = """ type: command short-summary: List private link services. """ helps['network private-link-service show'] = """ type: command short-summary: Get the details of a private link service. examples: - name: Get the details of a private link service. (autogenerated) text: | az network private-link-service show --name MyPrivateLinkService --resource-group MyResourceGroup crafted: true """ helps['network private-link-service update'] = """ type: command short-summary: Update a private link service. examples: - name: Update a private link service text: az network private-link-service update -g MyResourceGroup -n MyPLSName --visibility SubId1 SubId2 --auto-approval SubId1 SubId2 """ helps['network private-endpoint-connection'] = """ type: group short-summary: Manage private endpoint connections. """ helps['network private-endpoint-connection approve'] = """ type: command short-summary: Approve a private endpoint connection. examples: - name: Approve a private endpoint connection for a storage account. text: az network private-endpoint-connection approve -g MyResourceGroup -n MyPrivateEndpoint --resource-name MySA --type Microsoft.Storage/storageAccounts --description "Approved" - name: Approve a private endpoint connection for a keyvault. text: az network private-endpoint-connection approve -g MyResourceGroup -n MyPrivateEndpoint --resource-name MyKV --type Microsoft.Keyvault/vaults --description "Approved" - name: Approve a private endpoint connection for an ACR. text: az network private-endpoint-connection approve --id /subscriptions/00000000-0000-0000-0000-000000000000/resourceGroups/clitest.rg000001/providers/Microsoft.ContainerRegistry/registries/testreg000002/privateEndpointConnections/testreg000002.6e6bf72bc59d41cc89c698d4cc5ee79d --description "Approved" """ helps['network private-endpoint-connection reject'] = """ type: command short-summary: Reject a private endpoint connection. examples: - name: Reject a private endpoint connection for a storage account. text: az network private-endpoint-connection reject -g MyResourceGroup -n MyPrivateEndpoint --resource-name MySA --type Microsoft.Storage/storageAccounts --description "Rejected" - name: Reject a private endpoint connection for a keyvault. text: az network private-endpoint-connection reject -g MyResourceGroup -n MyPrivateEndpoint --resource-name MyKV --type Microsoft.Keyvault/vaults --description "Rejected" - name: Reject a private endpoint connection for an ACR. text: az network private-endpoint-connection reject --id /subscriptions/00000000-0000-0000-0000-000000000000/resourceGroups/clitest.rg000001/providers/Microsoft.ContainerRegistry/registries/testreg000002/privateEndpointConnections/testreg000002.6e6bf72bc59d41cc89c698d4cc5ee79d --description "Rejected" """ helps['network private-endpoint-connection delete'] = """ type: command short-summary: Delete a private endpoint connection. examples: - name: Delete a private endpoint connection for a storage account. text: az network private-endpoint-connection delete -g MyResourceGroup -n MyPrivateEndpoint --resource-name MySA --type Microsoft.Storage/storageAccounts - name: Delete a private endpoint connection for a keyvault. text: az network private-endpoint-connection delete -g MyResourceGroup -n MyPrivateEndpoint --resource-name MyKV --type Microsoft.Keyvault/vaults - name: Delete a private endpoint connection for an ACR. text: az network private-endpoint-connection delete --id /subscriptions/00000000-0000-0000-0000-000000000000/resourceGroups/clitest.rg000001/providers/Microsoft.ContainerRegistry/registries/testreg000002/privateEndpointConnections/testreg000002.6e6bf72bc59d41cc89c698d4cc5ee79d """ helps['network private-endpoint-connection show'] = """ type: command short-summary: Show a private endpoint connection. examples: - name: Show a private endpoint connection for a storage account. text: az network private-endpoint-connection show -g MyResourceGroup -n MyPrivateEndpoint --resource-name MySA --type Microsoft.Storage/storageAccounts - name: Show a private endpoint connection for a keyvault. text: az network private-endpoint-connection show -g MyResourceGroup -n MyPrivateEndpoint --resource-name MyKV --type Microsoft.Keyvault/vaults - name: Show a private endpoint connection for an ACR. text: az network private-endpoint-connection show --id /subscriptions/00000000-0000-0000-0000-000000000000/resourceGroups/clitest.rg000001/providers/Microsoft.ContainerRegistry/registries/testreg000002/privateEndpointConnections/testreg000002.6e6bf72bc59d41cc89c698d4cc5ee79d """ helps['network private-endpoint-connection list'] = """ type: command short-summary: List all private endpoint connections. examples: - name: List all private endpoint connections for a storage account. text: az network private-endpoint-connection list -g MyResourceGroup -n MySA --type Microsoft.Storage/storageAccounts - name: List all private endpoint connections for a keyvault. text: az network private-endpoint-connection list -g MyResourceGroup -n MyKV --type Microsoft.Keyvault/vaults - name: List all private endpoint connections for an ACR. text: az network private-endpoint-connection list --id /subscriptions/00000000-0000-0000-0000-000000000000/resourceGroups/clitest.rg000001/providers/Microsoft.ContainerRegistry/registries/testreg000002 """ helps['network private-link-resource'] = """ type: group short-summary: Manage private link resources. """ helps['network private-link-resource list'] = """ type: command short-summary: List all private link resources. examples: - name: List all private link resources for a storage account. text: az network private-link-resource list -g MyResourceGroup -n MySA --type Microsoft.Storage/storageAccounts - name: List all private link resources for a keyvault. text: az network private-link-resource list -g MyResourceGroup -n MyKV --type Microsoft.Keyvault/vaults - name: List all private link resources for an ACR. text: az network private-link-resource list --id /subscriptions/00000000-0000-0000-0000-000000000000/resourceGroups/clitest.rg000001/providers/Microsoft.ContainerRegistry/registries/testreg000002 """ helps['network profile'] = """ type: group short-summary: Manage network profiles. long-summary: > To create a network profile, see the create command for the relevant resource. Currently, only Azure Container Instances are supported. """ helps['network profile delete'] = """ type: command short-summary: Delete a network profile. examples: - name: Delete a network profile. (autogenerated) text: | az network profile delete --name MyNetworkProfile --resource-group MyResourceGroup crafted: true """ helps['network profile list'] = """ type: command short-summary: List network profiles. examples: - name: List network profiles (autogenerated) text: | az network profile list --resource-group MyResourceGroup crafted: true """ helps['network profile show'] = """ type: command short-summary: Get the details of a network profile. examples: - name: Get the details of a network profile. (autogenerated) text: | az network profile show --name MyNetworkProfile --resource-group MyResourceGroup crafted: true """ helps['network public-ip'] = """ type: group short-summary: Manage public IP addresses. long-summary: > To learn more about public IP addresses visit https://docs.microsoft.com/azure/virtual-network/virtual-network-public-ip-address """ helps['network public-ip create'] = """ type: command short-summary: Create a public IP address. long-summary: > [Coming breaking change] In the coming release, the default behavior will be changed as follows when sku is Standard and zone is not provided: For zonal regions, you will get a zone-redundant IP indicated by zones:["1","2","3"]; For non-zonal regions, you will get a non zone-redundant IP indicated by zones:[]. examples: - name: Create a basic public IP resource. text: az network public-ip create -g MyResourceGroup -n MyIp - name: Create a static public IP resource for a DNS name label. text: az network public-ip create -g MyResourceGroup -n MyIp --dns-name MyLabel --allocation-method Static - name: Create a public IP resource in an availability zone in the current resource group region. text: az network public-ip create -g MyResourceGroup -n MyIp --zone 2 """ helps['network public-ip delete'] = """ type: command short-summary: Delete a public IP address. examples: - name: Delete a public IP address. text: az network public-ip delete -g MyResourceGroup -n MyIp """ helps['network public-ip list'] = """ type: command short-summary: List public IP addresses. examples: - name: List all public IPs in a subscription. text: az network public-ip list - name: List all public IPs in a resource group. text: az network public-ip list -g MyResourceGroup - name: List all public IPs of a domain name label. text: az network public-ip list -g MyResourceGroup --query "[?dnsSettings.domainNameLabel=='MyLabel']" """ helps['network public-ip prefix'] = """ type: group short-summary: Manage public IP prefix resources. """ helps['network public-ip prefix create'] = """ type: command short-summary: Create a public IP prefix resource. examples: - name: Create a public IP prefix resource. (autogenerated) text: | az network public-ip prefix create --length 28 --location westus2 --name MyPublicIPPrefix --resource-group MyResourceGroup crafted: true """ helps['network public-ip prefix delete'] = """ type: command short-summary: Delete a public IP prefix resource. examples: - name: Delete a public IP prefix resource. (autogenerated) text: | az network public-ip prefix delete --name MyPublicIPPrefix --resource-group MyResourceGroup crafted: true """ helps['network public-ip prefix list'] = """ type: command short-summary: List public IP prefix resources. """ helps['network public-ip prefix show'] = """ type: command short-summary: Get the details of a public IP prefix resource. examples: - name: Get the details of a public IP prefix resource. (autogenerated) text: | az network public-ip prefix show --name MyPublicIPPrefix --resource-group MyResourceGroup --subscription MySubscription crafted: true """ helps['network public-ip prefix update'] = """ type: command short-summary: Update a public IP prefix resource. examples: - name: Update a public IP prefix resource. (autogenerated) text: | az network public-ip prefix update --name MyPublicIPPrefix --resource-group MyResourceGroup --set useRemoteGateways=true crafted: true """ helps['network public-ip show'] = """ type: command short-summary: Get the details of a public IP address. examples: - name: Get information about a public IP resource. text: az network public-ip show -g MyResourceGroup -n MyIp - name: Get the FQDN and IP address of a public IP resource. text: > az network public-ip show -g MyResourceGroup -n MyIp --query "{fqdn: dnsSettings.fqdn, address: ipAddress}" """ helps['network public-ip update'] = """ type: command short-summary: Update a public IP address. examples: - name: Update a public IP resource with a DNS name label and static allocation. text: az network public-ip update -g MyResourceGroup -n MyIp --dns-name MyLabel --allocation-method Static """ helps['network route-filter'] = """ type: group short-summary: Manage route filters. long-summary: > To learn more about route filters with Microsoft peering with ExpressRoute, visit https://docs.microsoft.com/azure/expressroute/how-to-routefilter-cli """ helps['network route-filter create'] = """ type: command short-summary: Create a route filter. examples: - name: Create a route filter. text: az network route-filter create -g MyResourceGroup -n MyRouteFilter - name: Create a route filter. (autogenerated) text: | az network route-filter create --location westus2 --name MyRouteFilter --resource-group MyResourceGroup crafted: true """ helps['network route-filter delete'] = """ type: command short-summary: Delete a route filter. examples: - name: Delete a route filter. text: az network route-filter delete -g MyResourceGroup -n MyRouteFilter """ helps['network route-filter list'] = """ type: command short-summary: List route filters. examples: - name: List route filters in a resource group. text: az network route-filter list -g MyResourceGroup """ helps['network route-filter rule'] = """ type: group short-summary: Manage rules in a route filter. long-summary: > To learn more about route filters with Microsoft peering with ExpressRoute, visit https://docs.microsoft.com/azure/expressroute/how-to-routefilter-cli """ helps['network route-filter rule create'] = """ type: command short-summary: Create a rule in a route filter. parameters: - name: --communities short-summary: Space-separated list of border gateway protocol (BGP) community values to filter on. populator-commands: - az network route-filter rule list-service-communities examples: - name: Create a rule in a route filter to allow Dynamics 365. text: | az network route-filter rule create -g MyResourceGroup --filter-name MyRouteFilter \\ -n MyRouteFilterRule --communities 12076:5040 --access Allow """ helps['network route-filter rule delete'] = """ type: command short-summary: Delete a rule from a route filter. examples: - name: Delete a rule from a route filter. text: az network route-filter rule delete -g MyResourceGroup --filter-name MyRouteFilter -n MyRouteFilterRule """ helps['network route-filter rule list'] = """ type: command short-summary: List rules in a route filter. examples: - name: List rules in a route filter. text: az network route-filter rule list -g MyResourceGroup --filter-name MyRouteFilter """ helps['network route-filter rule list-service-communities'] = """ type: command short-summary: Gets all the available BGP service communities. examples: - name: Gets all the available BGP service communities. text: az network route-filter rule list-service-communities -o table - name: Get the community value for Exchange. text: | az network route-filter rule list-service-communities \\ --query '[].bgpCommunities[?communityName==`Exchange`].[communityValue][][]' -o tsv """ helps['network route-filter rule show'] = """ type: command short-summary: Get the details of a rule in a route filter. examples: - name: Get the details of a rule in a route filter. text: az network route-filter rule show -g MyResourceGroup --filter-name MyRouteFilter -n MyRouteFilterRule """ helps['network route-filter rule update'] = """ type: command short-summary: Update a rule in a route filter. examples: - name: Update a rule in a route filter to add Exchange to rule list. text: | az network route-filter rule update -g MyResourceGroup --filter-name MyRouteFilter \\ -n MyRouteFilterRule --add communities='12076:5010' """ helps['network route-filter show'] = """ type: command short-summary: Get the details of a route filter. examples: - name: Get the details of a route filter. text: az network route-filter show -g MyResourceGroup -n MyRouteFilter - name: Get the details of a route filter. (autogenerated) text: | az network route-filter show --expand peerings --name MyRouteFilter --resource-group MyResourceGroup crafted: true """ helps['network route-filter update'] = """ type: command short-summary: Update a route filter. long-summary: > This command can only be used to update the tags for a route filter. Name and resource group are immutable and cannot be updated. examples: - name: Update the tags on a route filter. text: az network route-filter update -g MyResourceGroup -n MyRouteFilter --set tags.CostCenter=MyBusinessGroup """ helps['network route-table'] = """ type: group short-summary: Manage route tables. """ helps['network route-table create'] = """ type: command short-summary: Create a route table. examples: - name: Create a route table. text: az network route-table create -g MyResourceGroup -n MyRouteTable """ helps['network route-table delete'] = """ type: command short-summary: Delete a route table. examples: - name: Delete a route table. text: az network route-table delete -g MyResourceGroup -n MyRouteTable """ helps['network route-table list'] = """ type: command short-summary: List route tables. examples: - name: List all route tables in a subscription. text: az network route-table list -g MyResourceGroup """ helps['network route-table route'] = """ type: group short-summary: Manage routes in a route table. """ helps['network route-table route create'] = """ type: command short-summary: Create a route in a route table. examples: - name: Create a route that forces all inbound traffic to a Network Virtual Appliance. text: | az network route-table route create -g MyResourceGroup --route-table-name MyRouteTable -n MyRoute \\ --next-hop-type VirtualAppliance --address-prefix 10.0.0.0/16 --next-hop-ip-address 10.0.100.4 """ helps['network route-table route delete'] = """ type: command short-summary: Delete a route from a route table. examples: - name: Delete a route from a route table. text: az network route-table route delete -g MyResourceGroup --route-table-name MyRouteTable -n MyRoute """ helps['network route-table route list'] = """ type: command short-summary: List routes in a route table. examples: - name: List routes in a route table. text: az network route-table route list -g MyResourceGroup --route-table-name MyRouteTable """ helps['network route-table route show'] = """ type: command short-summary: Get the details of a route in a route table. examples: - name: Get the details of a route in a route table. text: az network route-table route show -g MyResourceGroup --route-table-name MyRouteTable -n MyRoute -o table """ helps['network route-table route update'] = """ type: command short-summary: Update a route in a route table. examples: - name: Update a route in a route table to change the next hop ip address. text: az network route-table route update -g MyResourceGroup --route-table-name MyRouteTable \\ -n MyRoute --next-hop-ip-address 10.0.100.5 - name: Update a route in a route table. (autogenerated) text: | az network route-table route update --address-prefix 10.0.0.0/16 --name MyRoute --next-hop-ip-address 10.0.100.5 --next-hop-type VirtualNetworkGateway --route-table-name MyRouteTable crafted: true """ helps['network route-table show'] = """ type: command short-summary: Get the details of a route table. examples: - name: Get the details of a route table. text: az network route-table show -g MyResourceGroup -n MyRouteTable """ helps['network route-table update'] = """ type: command short-summary: Update a route table. examples: - name: Update a route table to disable BGP route propogation. text: az network route-table update -g MyResourceGroup -n MyRouteTable --disable-bgp-route-propagation true """ helps['network service-endpoint'] = """ type: group short-summary: Manage policies related to service endpoints. """ helps['network service-endpoint policy'] = """ type: group short-summary: Manage service endpoint policies. """ helps['network service-endpoint policy create'] = """ type: command short-summary: Create a service endpoint policy. examples: - name: Create a service endpoint policy. (autogenerated) text: | az network service-endpoint policy create --name MyServiceEndpointPolicy --resource-group MyResourceGroup crafted: true """ helps['network service-endpoint policy delete'] = """ type: command short-summary: Delete a service endpoint policy. """ helps['network service-endpoint policy list'] = """ type: command short-summary: List service endpoint policies. examples: - name: List service endpoint policies. (autogenerated) text: | az network service-endpoint policy list --resource-group MyResourceGroup crafted: true """ helps['network service-endpoint policy show'] = """ type: command short-summary: Get the details of a service endpoint policy. examples: - name: Get the details of a service endpoint policy. (autogenerated) text: | az network service-endpoint policy show --name MyServiceEndpointPolicy --resource-group MyResourceGroup crafted: true """ helps['network service-endpoint policy update'] = """ type: command short-summary: Update a service endpoint policy. """ helps['network service-endpoint policy-definition'] = """ type: group short-summary: Manage service endpoint policy definitions. """ helps['network service-endpoint policy-definition create'] = """ type: command short-summary: Create a service endpoint policy definition. parameters: - name: --service populator-commands: - az network service-endpoint list """ helps['network service-endpoint policy-definition delete'] = """ type: command short-summary: Delete a service endpoint policy definition. """ helps['network service-endpoint policy-definition list'] = """ type: command short-summary: List service endpoint policy definitions. examples: - name: List service endpoint policy definitions. (autogenerated) text: | az network service-endpoint policy-definition list --policy-name MyPolicy --resource-group MyResourceGroup --subscription MySubscription crafted: true """ helps['network service-endpoint policy-definition show'] = """ type: command short-summary: Get the details of a service endpoint policy definition. """ helps['network service-endpoint policy-definition update'] = """ type: command short-summary: Update a service endpoint policy definition. examples: - name: Update a service endpoint policy definition. (autogenerated) text: | az network service-endpoint policy-definition update --add communities='12076:5010' --name MyServiceEndpointPolicyDefinition --policy-name MyPolicy --resource-group MyResourceGroup --subscription MySubscription crafted: true """ helps['network traffic-manager'] = """ type: group short-summary: Manage the routing of incoming traffic. """ helps['network traffic-manager endpoint'] = """ type: group short-summary: Manage Azure Traffic Manager end points. """ helps['network traffic-manager endpoint create'] = """ type: command short-summary: Create a traffic manager endpoint. parameters: - name: --geo-mapping populator-commands: - az network traffic-manager endpoint show-geographic-hierarchy examples: - name: Create an endpoint for a performance profile to point to an Azure Web App endpoint. text: | az network traffic-manager endpoint create -g MyResourceGroup --profile-name MyTmProfile \\ -n MyEndpoint --type azureEndpoints --target-resource-id $MyWebApp1Id --endpoint-status enabled """ helps['network traffic-manager endpoint delete'] = """ type: command short-summary: Delete a traffic manager endpoint. examples: - name: Delete a traffic manager endpoint. text: az network traffic-manager endpoint delete -g MyResourceGroup \\ --profile-name MyTmProfile -n MyEndpoint --type azureEndpoints - name: Delete a traffic manager endpoint. (autogenerated) text: | az network traffic-manager endpoint delete --name MyEndpoint --profile-name MyTmProfile --resource-group MyResourceGroup --subscription MySubscription --type azureEndpoints crafted: true """ helps['network traffic-manager endpoint list'] = """ type: command short-summary: List traffic manager endpoints. examples: - name: List traffic manager endpoints. text: az network traffic-manager endpoint list -g MyResourceGroup --profile-name MyTmProfile """ helps['network traffic-manager endpoint show'] = """ type: command short-summary: Get the details of a traffic manager endpoint. examples: - name: Get the details of a traffic manager endpoint. text: | az network traffic-manager endpoint show -g MyResourceGroup \\ --profile-name MyTmProfile -n MyEndpoint --type azureEndpoints """ helps['network traffic-manager endpoint show-geographic-hierarchy'] = """ type: command short-summary: Get the default geographic hierarchy used by the geographic traffic routing method. examples: - name: Get the default geographic hierarchy used by the geographic traffic routing method. text: az network traffic-manager endpoint show-geographic-hierarchy """ helps['network traffic-manager endpoint update'] = """ type: command short-summary: Update a traffic manager endpoint. examples: - name: Update a traffic manager endpoint to change its weight. text: az network traffic-manager endpoint update -g MyResourceGroup --profile-name MyTmProfile \\ -n MyEndpoint --weight 20 --type azureEndpoints - name: Update a traffic manager endpoint. (autogenerated) text: | az network traffic-manager endpoint update --name MyEndpoint --profile-name MyTmProfile --resource-group MyResourceGroup --target webserver.mysite.com --type azureEndpoints crafted: true - name: Update a traffic manager endpoint. (autogenerated) text: | az network traffic-manager endpoint update --endpoint-status Enabled --name MyEndpoint --profile-name MyTmProfile --resource-group MyResourceGroup --type azureEndpoints crafted: true """ helps['network traffic-manager profile'] = """ type: group short-summary: Manage Azure Traffic Manager profiles. """ helps['network traffic-manager profile check-dns'] = """ type: command short-summary: Check the availability of a relative DNS name. long-summary: This checks for the avabilility of dns prefixes for trafficmanager.net. examples: - name: Check the availability of 'mywebapp.trafficmanager.net' in Azure. text: az network traffic-manager profile check-dns -n mywebapp """ helps['network traffic-manager profile create'] = """ type: command short-summary: Create a traffic manager profile. examples: - name: Create a traffic manager profile with performance routing. text: | az network traffic-manager profile create -g MyResourceGroup -n MyTmProfile --routing-method Performance \\ --unique-dns-name mywebapp --ttl 30 --protocol HTTP --port 80 --path "/" """ helps['network traffic-manager profile delete'] = """ type: command short-summary: Delete a traffic manager profile. examples: - name: Delete a traffic manager profile. text: az network traffic-manager profile delete -g MyResourceGroup -n MyTmProfile - name: Delete a traffic manager profile. (autogenerated) text: | az network traffic-manager profile delete --name MyTmProfile --resource-group MyResourceGroup --subscription MySubscription crafted: true """ helps['network traffic-manager profile list'] = """ type: command short-summary: List traffic manager profiles. examples: - name: List traffic manager profiles. text: az network traffic-manager profile list -g MyResourceGroup """ helps['network traffic-manager profile show'] = """ type: command short-summary: Get the details of a traffic manager profile. examples: - name: Get the details of a traffic manager profile. text: az network traffic-manager profile show -g MyResourceGroup -n MyTmProfile """ helps['network traffic-manager profile update'] = """ type: command short-summary: Update a traffic manager profile. examples: - name: Update a traffic manager profile to change the TTL to 300. text: az network traffic-manager profile update -g MyResourceGroup -n MyTmProfile --ttl 300 - name: Update a traffic manager profile. (autogenerated) text: | az network traffic-manager profile update --name MyTmProfile --resource-group MyResourceGroup --status Enabled crafted: true - name: Update a traffic manager profile. (autogenerated) text: | az network traffic-manager profile update --name MyTmProfile --path "/" --routing-method Performance crafted: true """ helps['network vnet'] = """ type: group short-summary: Manage Azure Virtual Networks. long-summary: To learn more about Virtual Networks visit https://docs.microsoft.com/azure/virtual-network/virtual-network-manage-network """ helps['network vnet check-ip-address'] = """ type: command short-summary: Check if a private IP address is available for use within a virtual network. examples: - name: Check whether 10.0.0.4 is available within MyVnet. text: az network vnet check-ip-address -g MyResourceGroup -n MyVnet --ip-address 10.0.0.4 """ helps['network vnet create'] = """ type: command short-summary: Create a virtual network. long-summary: > You may also create a subnet at the same time by specifying a subnet name and (optionally) an address prefix. To learn about how to create a virtual network visit https://docs.microsoft.com/azure/virtual-network/manage-virtual-network#create-a-virtual-network examples: - name: Create a virtual network. text: az network vnet create -g MyResourceGroup -n MyVnet - name: Create a virtual network with a specific address prefix and one subnet. text: | az network vnet create -g MyResourceGroup -n MyVnet --address-prefix 10.0.0.0/16 \\ --subnet-name MySubnet --subnet-prefix 10.0.0.0/24 - name: Create a virtual network. (autogenerated) text: | az network vnet create --address-prefixes 10.0.0.0/16 --name MyVirtualNetwork --resource-group MyResourceGroup --subnet-name MyAseSubnet --subnet-prefixes 10.0.0.0/24 crafted: true """ helps['network vnet delete'] = """ type: command short-summary: Delete a virtual network. examples: - name: Delete a virtual network. text: az network vnet delete -g MyResourceGroup -n myVNet """ helps['network vnet list'] = """ type: command short-summary: List virtual networks. examples: - name: List all virtual networks in a subscription. text: az network vnet list - name: List all virtual networks in a resource group. text: az network vnet list -g MyResourceGroup - name: List virtual networks in a subscription which specify a certain address prefix. text: az network vnet list --query "[?contains(addressSpace.addressPrefixes, '10.0.0.0/16')]" """ helps['network vnet list-endpoint-services'] = """ type: command short-summary: List which services support VNET service tunneling in a given region. long-summary: To learn more about service endpoints visit https://docs.microsoft.com/azure/virtual-network/virtual-network-service-endpoints-configure#azure-cli examples: - name: List the endpoint services available for use in the West US region. text: az network vnet list-endpoint-services -l westus -o table """ helps['network vnet peering'] = """ type: group short-summary: Manage peering connections between Azure Virtual Networks. long-summary: To learn more about virtual network peering visit https://docs.microsoft.com/azure/virtual-network/virtual-network-manage-peering """ helps['network vnet peering create'] = """ type: command short-summary: Create a virtual network peering connection. long-summary: > To successfully peer two virtual networks this command must be called twice with the values for --vnet-name and --remote-vnet reversed. examples: - name: Create a peering connection between two virtual networks. text: | az network vnet peering create -g MyResourceGroup -n MyVnet1ToMyVnet2 --vnet-name MyVnet1 \\ --remote-vnet MyVnet2Id --allow-vnet-access """ helps['network vnet peering delete'] = """ type: command short-summary: Delete a peering. examples: - name: Delete a virtual network peering connection. text: az network vnet peering delete -g MyResourceGroup -n MyVnet1ToMyVnet2 --vnet-name MyVnet1 """ helps['network vnet peering list'] = """ type: command short-summary: List peerings. examples: - name: List all peerings of a specified virtual network. text: az network vnet peering list -g MyResourceGroup --vnet-name MyVnet1 """ helps['network vnet peering show'] = """ type: command short-summary: Show details of a peering. examples: - name: Show all details of the specified virtual network peering. text: az network vnet peering show -g MyResourceGroup -n MyVnet1ToMyVnet2 --vnet-name MyVnet1 """ helps['network vnet peering update'] = """ type: command short-summary: Update a peering. examples: - name: Change forwarded traffic configuration of a virtual network peering. text: > az network vnet peering update -g MyResourceGroup -n MyVnet1ToMyVnet2 --vnet-name MyVnet1 --set allowForwardedTraffic=true - name: Change virtual network access of a virtual network peering. text: > az network vnet peering update -g MyResourceGroup -n MyVnet1ToMyVnet2 --vnet-name MyVnet1 --set allowVirtualNetworkAccess=true - name: Change gateway transit property configuration of a virtual network peering. text: > az network vnet peering update -g MyResourceGroup -n MyVnet1ToMyVnet2 --vnet-name MyVnet1 --set allowGatewayTransit=true - name: Use remote gateways in virtual network peering. text: > az network vnet peering update -g MyResourceGroup -n MyVnet1ToMyVnet2 --vnet-name MyVnet1 --set useRemoteGateways=true """ helps['network vnet show'] = """ type: command short-summary: Get the details of a virtual network. examples: - name: Get details for MyVNet. text: az network vnet show -g MyResourceGroup -n MyVNet """ helps['network vnet list-available-ips'] = """ type: command short-summary: List some available ips in the vnet. examples: - name: List some available ips in the vnet. text: az network vnet list-available-ips -g MyResourceGroup -n MyVNet """ helps['network vnet subnet'] = """ type: group short-summary: Manage subnets in an Azure Virtual Network. long-summary: To learn more about subnets visit https://docs.microsoft.com/azure/virtual-network/virtual-network-manage-subnet """ helps['network vnet subnet create'] = """ type: command short-summary: Create a subnet and associate an existing NSG and route table. parameters: - name: --service-endpoints short-summary: Space-separated list of services allowed private access to this subnet. populator-commands: - az network vnet list-endpoint-services - name: --nat-gateway short-summary: Attach Nat Gateway to subnet examples: - name: Create new subnet attached to an NSG with a custom route table. text: | az network vnet subnet create -g MyResourceGroup --vnet-name MyVnet -n MySubnet \\ --address-prefixes 10.0.0.0/24 --network-security-group MyNsg --route-table MyRouteTable - name: Create new subnet attached to a NAT gateway. text: az network vnet subnet create -n MySubnet --vnet-name MyVnet -g MyResourceGroup --nat-gateway MyNatGateway --address-prefixes "10.0.0.0/21" """ helps['network vnet subnet delete'] = """ type: command short-summary: Delete a subnet. examples: - name: Delete a subnet. text: az network vnet subnet delete -g MyResourceGroup -n MySubnet - name: Delete a subnet. (autogenerated) text: | az network vnet subnet delete --name MySubnet --resource-group MyResourceGroup --vnet-name MyVnet crafted: true """ helps['network vnet subnet list'] = """ type: command short-summary: List the subnets in a virtual network. examples: - name: List the subnets in a virtual network. text: az network vnet subnet list -g MyResourceGroup --vnet-name MyVNet """ helps['network vnet subnet list-available-delegations'] = """ type: command short-summary: List the services available for subnet delegation. examples: - name: Retrieve the service names for available delegations in the West US region. text: az network vnet subnet list-available-delegations -l westus --query [].serviceName - name: List the services available for subnet delegation. (autogenerated) text: | az network vnet subnet list-available-delegations --resource-group MyResourceGroup crafted: true """ helps['network vnet subnet show'] = """ type: command short-summary: Show details of a subnet. examples: - name: Show the details of a subnet associated with a virtual network. text: az network vnet subnet show -g MyResourceGroup -n MySubnet --vnet-name MyVNet """ helps['network vnet subnet update'] = """ type: command short-summary: Update a subnet. parameters: - name: --service-endpoints short-summary: Space-separated list of services allowed private access to this subnet. populator-commands: - az network vnet list-endpoint-services - name: --nat-gateway short-summary: Attach Nat Gateway to subnet examples: - name: Associate a network security group to a subnet. text: az network vnet subnet update -g MyResourceGroup -n MySubnet --vnet-name MyVNet --network-security-group MyNsg - name: Update subnet with NAT gateway. text: az network vnet subnet update -n MySubnet --vnet-name MyVnet -g MyResourceGroup --nat-gateway MyNatGateway --address-prefixes "10.0.0.0/21" - name: Disable the private endpoint network policies text: az network vnet subnet update -n MySubnet --vnet-name MyVnet -g MyResourceGroup --disable-private-endpoint-network-policies """ helps['network vnet update'] = """ type: command short-summary: Update a virtual network. examples: - name: Update a virtual network with the IP address of a DNS server. text: az network vnet update -g MyResourceGroup -n MyVNet --dns-servers 10.2.0.8 - name: Update a virtual network. (autogenerated) text: | az network vnet update --address-prefixes 40.1.0.0/24 --name MyVNet --resource-group MyResourceGroup crafted: true """ helps['network vnet-gateway'] = """ type: group short-summary: Use an Azure Virtual Network Gateway to establish secure, cross-premises connectivity. long-summary: > To learn more about Azure Virtual Network Gateways, visit https://docs.microsoft.com/azure/vpn-gateway/vpn-gateway-howto-site-to-site-resource-manager-cli """ helps['network vnet-gateway create'] = """ type: command short-summary: Create a virtual network gateway. examples: - name: Create a basic virtual network gateway for site-to-site connectivity. text: | az network vnet-gateway create -g MyResourceGroup -n MyVnetGateway --public-ip-address MyGatewayIp \\ --vnet MyVnet --gateway-type Vpn --sku VpnGw1 --vpn-type RouteBased --no-wait - name: > Create a basic virtual network gateway that provides point-to-site connectivity with a RADIUS secret that matches what is configured on a RADIUS server. text: | az network vnet-gateway create -g MyResourceGroup -n MyVnetGateway --public-ip-address MyGatewayIp \\ --vnet MyVnet --gateway-type Vpn --sku VpnGw1 --vpn-type RouteBased --address-prefixes 40.1.0.0/24 \\ --client-protocol IkeV2 SSTP --radius-secret 111_aaa --radius-server 30.1.1.15 --vpn-gateway-generation Generation1 - name: Create a virtual network gateway. (autogenerated) text: | az network vnet-gateway create --gateway-type Vpn --location westus2 --name MyVnetGateway --no-wait --public-ip-addresses myVGPublicIPAddress --resource-group MyResourceGroup --sku Basic --vnet MyVnet --vpn-type PolicyBased crafted: true """ helps['network vnet-gateway delete'] = """ type: command short-summary: Delete a virtual network gateway. long-summary: > In order to delete a Virtual Network Gateway, you must first delete ALL Connection objects in Azure that are connected to the Gateway. After deleting the Gateway, proceed to delete other resources now not in use. For more information, follow the order of instructions on this page: https://docs.microsoft.com/azure/vpn-gateway/vpn-gateway-delete-vnet-gateway-portal examples: - name: Delete a virtual network gateway. text: az network vnet-gateway delete -g MyResourceGroup -n MyVnetGateway """ helps['network vnet-gateway ipsec-policy'] = """ type: group short-summary: Manage virtual network gateway IPSec policies. """ helps['network vnet-gateway ipsec-policy add'] = """ type: command short-summary: Add a virtual network gateway IPSec policy. long-summary: Set all IPsec policies of a virtual network gateway. If you want to set any IPsec policy, you must set them all. examples: - name: Add specified IPsec policies to a gateway instead of relying on defaults. text: | az network vnet-gateway ipsec-policy add -g MyResourceGroup --gateway-name MyGateway \\ --dh-group DHGroup14 --ike-encryption AES256 --ike-integrity SHA384 --ipsec-encryption DES3 \\ --ipsec-integrity GCMAES256 --pfs-group PFS2048 --sa-lifetime 27000 --sa-max-size 102400000 """ helps['network vnet-gateway ipsec-policy clear'] = """ type: command short-summary: Delete all IPsec policies on a virtual network gateway. examples: - name: Remove all previously specified IPsec policies from a gateway. text: az network vnet-gateway ipsec-policy clear -g MyResourceGroup --gateway-name MyConnection """ helps['network vnet-gateway ipsec-policy list'] = """ type: command short-summary: List IPSec policies associated with a virtual network gateway. examples: - name: List the IPsec policies set on a gateway. text: az network vnet-gateway ipsec-policy list -g MyResourceGroup --gateway-name MyConnection """ helps['network vnet-gateway list'] = """ type: command short-summary: List virtual network gateways. examples: - name: List virtual network gateways in a resource group. text: az network vnet-gateway list -g MyResourceGroup """ helps['network vnet-gateway list-advertised-routes'] = """ type: command short-summary: List the routes of a virtual network gateway advertised to the specified peer. examples: - name: List the routes of a virtual network gateway advertised to the specified peer. text: az network vnet-gateway list-advertised-routes -g MyResourceGroup -n MyVnetGateway --peer 23.10.10.9 """ helps['network vnet-gateway list-bgp-peer-status'] = """ type: command short-summary: Retrieve the status of BGP peers. examples: - name: Retrieve the status of a BGP peer. text: az network vnet-gateway list-bgp-peer-status -g MyResourceGroup -n MyVnetGateway --peer 23.10.10.9 """ helps['network vnet-gateway list-learned-routes'] = """ type: command short-summary: This operation retrieves a list of routes the virtual network gateway has learned, including routes learned from BGP peers. examples: - name: Retrieve a list of learned routes. text: az network vnet-gateway list-learned-routes -g MyResourceGroup -n MyVnetGateway """ helps['network vnet-gateway reset'] = """ type: command short-summary: Reset a virtual network gateway. examples: - name: Reset a virtual network gateway. text: az network vnet-gateway reset -g MyResourceGroup -n MyVnetGateway - name: Reset a virtual network gateway with Active-Active feature enabled. text: az network vnet-gateway reset -g MyResourceGroup -n MyVnetGateway --gateway-vip MyGatewayIP """ helps['network vnet-gateway revoked-cert'] = """ type: group short-summary: Manage revoked certificates in a virtual network gateway. long-summary: Prevent machines using this certificate from accessing Azure through this gateway. """ helps['network vnet-gateway revoked-cert create'] = """ type: command short-summary: Revoke a certificate. examples: - name: Revoke a certificate. text: | az network vnet-gateway revoked-cert create -g MyResourceGroup -n MyRootCertificate \\ --gateway-name MyVnetGateway --thumbprint abc123 """ helps['network vnet-gateway revoked-cert delete'] = """ type: command short-summary: Delete a revoked certificate. examples: - name: Delete a revoked certificate. text: az network vnet-gateway revoked-cert delete -g MyResourceGroup -n MyRootCertificate --gateway-name MyVnetGateway - name: Delete a revoked certificate. (autogenerated) text: | az network vnet-gateway revoked-cert delete --gateway-name MyVnetGateway --name MyRootCertificate --resource-group MyResourceGroup --subscription MySubscription crafted: true """ helps['network vnet-gateway root-cert'] = """ type: group short-summary: Manage root certificates of a virtual network gateway. """ helps['network vnet-gateway root-cert create'] = """ type: command short-summary: Upload a root certificate. examples: - name: Add a Root Certificate to the list of certs allowed to connect to this Gateway. text: | az network vnet-gateway root-cert create -g MyResourceGroup -n MyRootCertificate \\ --gateway-name MyVnetGateway --public-cert-data MyCertificateData """ helps['network vnet-gateway root-cert delete'] = """ type: command short-summary: Delete a root certificate. examples: - name: Remove a certificate from the list of Root Certificates whose children are allowed to access this Gateway. text: az network vnet-gateway root-cert delete -g MyResourceGroup -n MyRootCertificate --gateway-name MyVnetGateway - name: Delete a root certificate. (autogenerated) text: | az network vnet-gateway root-cert delete --gateway-name MyVnetGateway --name MyRootCertificate --resource-group MyResourceGroup --subscription MySubscription crafted: true """ helps['network vnet-gateway show'] = """ type: command short-summary: Get the details of a virtual network gateway. examples: - name: Get the details of a virtual network gateway. text: az network vnet-gateway show -g MyResourceGroup -n MyVnetGateway """ helps['network vnet-gateway update'] = """ type: command short-summary: Update a virtual network gateway. examples: - name: Change the SKU of a virtual network gateway. text: az network vnet-gateway update -g MyResourceGroup -n MyVnetGateway --sku VpnGw2 - name: Update a virtual network gateway. (autogenerated) text: | az network vnet-gateway update --address-prefixes 40.1.0.0/24 --client-protocol IkeV2 --name MyVnetGateway --resource-group MyResourceGroup crafted: true - name: Update a virtual network gateway. (autogenerated) text: | az network vnet-gateway update --name MyVnetGateway --remove tags.no_80 --resource-group MyResourceGroup crafted: true """ helps['network vnet-gateway vpn-client'] = """ type: group short-summary: Download a VPN client configuration required to connect to Azure via point-to-site. """ helps['network vnet-gateway vpn-client generate'] = """ type: command short-summary: Generate VPN client configuration. long-summary: The command outputs a URL to a zip file for the generated VPN client configuration. examples: - name: Create the VPN client configuration for RADIUS with EAP-MSCHAV2 authentication. text: az network vnet-gateway vpn-client generate -g MyResourceGroup -n MyVnetGateway --authentication-method EAPMSCHAPv2 - name: Create the VPN client configuration for AMD64 architecture. text: az network vnet-gateway vpn-client generate -g MyResourceGroup -n MyVnetGateway --processor-architecture Amd64 - name: Generate VPN client configuration. (autogenerated) text: | az network vnet-gateway vpn-client generate --name MyVnetGateway --processor-architecture Amd64 --resource-group MyResourceGroup --subscription MySubscription crafted: true """ helps['network vnet-gateway vpn-client show-url'] = """ type: command short-summary: Retrieve a pre-generated VPN client configuration. long-summary: The profile needs to be generated first using vpn-client generate command. examples: - name: Get the pre-generated point-to-site VPN client of the virtual network gateway. text: az network vnet-gateway vpn-client show-url -g MyResourceGroup -n MyVnetGateway """ helps['network vnet-gateway wait'] = """ type: command short-summary: Place the CLI in a waiting state until a condition of the virtual network gateway is met. examples: - name: Pause CLI until the virtual network gateway is created. text: az network vnet-gateway wait -g MyResourceGroup -n MyVnetGateway --created - name: Place the CLI in a waiting state until a condition of the virtual network gateway is met. (autogenerated) text: | az network vnet-gateway wait --name MyVnetGateway --resource-group MyResourceGroup --updated crafted: true """ helps['network vnet-gateway aad'] = """ type: group short-summary: Manage AAD(Azure Active Directory) authentication of a virtual network gateway """ helps['network vnet-gateway aad assign'] = """ type: command short-summary: Assign/Update AAD(Azure Active Directory) authentication to a virtual network gateway. examples: - name: Assign AAD authentication to a virtual network gateway text: |- az network vnet-gateway aad assign \\ --resource-group MyResourceGroup \\ --gateway-name MyVnetGateway \\ --tenant MyAADTenantURI \\ --audience MyAADAudienceId \\ --issuer MyAADIssuerURI """ helps['network vnet-gateway aad show'] = """ type: command short-summary: Show AAD(Azure Active Directory) authentication of a virtual network gateway examples: - name: Show AAD information text: az network vnet-gateway aad show --resource-group MyResourceGroup --gateway-name MyVnetGateway """ helps['network vnet-gateway aad remove'] = """ type: command short-summary: Remove AAD(Azure Active Directory) authentication from a virtual network gateway examples: - name: Remove AAD information text: az network vnet-gateway aad remove --resource-group MyResourceGroup --gateway-name MyVnetGateway """ helps['network vpn-connection'] = """ type: group short-summary: Manage VPN connections. long-summary: > For more information on site-to-site connections, visit https://docs.microsoft.com/azure/vpn-gateway/vpn-gateway-howto-site-to-site-resource-manager-cli. For more information on Vnet-to-Vnet connections, visit https://docs.microsoft.com/azure/vpn-gateway/vpn-gateway-howto-vnet-vnet-cli """ helps['network vpn-connection create'] = """ type: command short-summary: Create a VPN connection. long-summary: The VPN Gateway and Local Network Gateway must be provisioned before creating the connection between them. parameters: - name: --vnet-gateway1 short-summary: Name or ID of the source virtual network gateway. - name: --vnet-gateway2 short-summary: Name or ID of the destination virtual network gateway to connect to using a 'Vnet2Vnet' connection. - name: --local-gateway2 short-summary: Name or ID of the destination local network gateway to connect to using an 'IPSec' connection. - name: --express-route-circuit2 short-summary: Name or ID of the destination ExpressRoute to connect to using an 'ExpressRoute' connection. - name: --authorization-key short-summary: The authorization key for the VPN connection. - name: --enable-bgp short-summary: Enable BGP for this VPN connection. - name: --validate short-summary: Display and validate the ARM template but do not create any resources. examples: - name: > Create a site-to-site connection between an Azure virtual network and an on-premises local network gateway. text: > az network vpn-connection create -g MyResourceGroup -n MyConnection --vnet-gateway1 MyVnetGateway --local-gateway2 MyLocalGateway --shared-key Abc123 - name: Create a VPN connection. (autogenerated) text: | az network vpn-connection create --location westus2 --name MyConnection --resource-group MyResourceGroup --shared-key Abc123 --vnet-gateway1 MyVnetGateway --vnet-gateway2 /subscriptions/{subscriptionID}/resourceGroups/TestBGPRG1/providers/Microsoft.Network/virtualNetworkGateways/VNet1GW crafted: true - name: Create a VPN connection. (autogenerated) text: | az network vpn-connection create --local-gateway2 MyLocalGateway --location westus2 --name MyConnection --resource-group MyResourceGroup --shared-key Abc123 --vnet-gateway1 MyVnetGateway crafted: true """ helps['network vpn-connection delete'] = """ type: command short-summary: Delete a VPN connection. examples: - name: Delete a VPN connection. text: az network vpn-connection delete -g MyResourceGroup -n MyConnection """ helps['network vpn-connection ipsec-policy'] = """ type: group short-summary: Manage VPN connection IPSec policies. """ helps['network vpn-connection ipsec-policy add'] = """ type: command short-summary: Add a VPN connection IPSec policy. long-summary: Set all IPsec policies of a VPN connection. If you want to set any IPsec policy, you must set them all. examples: - name: Add specified IPsec policies to a connection instead of relying on defaults. text: | az network vpn-connection ipsec-policy add -g MyResourceGroup --connection-name MyConnection \\ --dh-group DHGroup14 --ike-encryption AES256 --ike-integrity SHA384 --ipsec-encryption DES3 \\ --ipsec-integrity GCMAES256 --pfs-group PFS2048 --sa-lifetime 27000 --sa-max-size 102400000 """ helps['network vpn-connection ipsec-policy clear'] = """ type: command short-summary: Delete all IPsec policies on a VPN connection. examples: - name: Remove all previously specified IPsec policies from a connection. text: az network vpn-connection ipsec-policy clear -g MyResourceGroup --connection-name MyConnection """ helps['network vpn-connection ipsec-policy list'] = """ type: command short-summary: List IPSec policies associated with a VPN connection. examples: - name: List the IPsec policies set on a connection. text: az network vpn-connection ipsec-policy list -g MyResourceGroup --connection-name MyConnection """ helps['network vpn-connection list'] = """ type: command short-summary: List all VPN connections in a resource group. examples: - name: List all VPN connections in a resource group. text: az network vpn-connection list -g MyResourceGroup """ helps['network vpn-connection shared-key'] = """ type: group short-summary: Manage VPN shared keys. """ helps['network vpn-connection shared-key reset'] = """ type: command short-summary: Reset a VPN connection shared key. examples: - name: Reset the shared key on a connection. text: az network vpn-connection shared-key reset -g MyResourceGroup --connection-name MyConnection --key-length 128 """ helps['network vpn-connection shared-key show'] = """ type: command short-summary: Retrieve a VPN connection shared key. examples: - name: View the shared key of a connection. text: az network vpn-connection shared-key show -g MyResourceGroup --connection-name MyConnection - name: Retrieve a VPN connection shared key. (autogenerated) text: | az network vpn-connection shared-key show --connection-name MyConnection --resource-group MyResourceGroup --subscription MySubscription crafted: true """ helps['network vpn-connection shared-key update'] = """ type: command short-summary: Update a VPN connection shared key. examples: - name: Change the shared key for the connection to "Abc123". text: az network vpn-connection shared-key update -g MyResourceGroup --connection-name MyConnection --value Abc123 - name: Update a VPN connection shared key. (autogenerated) text: | az network vpn-connection shared-key update --connection-name MyConnection --resource-group MyResourceGroup --subscription MySubscription --value Abc123 crafted: true """ helps['network vpn-connection show'] = """ type: command short-summary: Get the details of a VPN connection. examples: - name: View the details of a VPN connection. text: az network vpn-connection show -g MyResourceGroup -n MyConnection """ helps['network vpn-connection update'] = """ type: command short-summary: Update a VPN connection. examples: - name: Add BGP to an existing connection. text: az network vpn-connection update -g MyResourceGroup -n MyConnection --enable-bgp True - name: Update a VPN connection. (autogenerated) text: | az network vpn-connection update --name MyConnection --resource-group MyResourceGroup --use-policy-based-traffic-selectors true crafted: true """ helps['network vrouter'] = """ type: group short-summary: Manage the virtual router. This feature supports both VirtualHub and VirtualRouter. Considering VirtualRouter is deprecated, we recommend to create VirtualRouter with --hosted-subnet instead """ helps['network vrouter create'] = """ type: command short-summary: Create a virtual router. """ helps['network vrouter update'] = """ type: command short-summary: Update a virtual router. """ helps['network vrouter show'] = """ type: command short-summary: Show a virtual router. """ helps['network vrouter list'] = """ type: command short-summary: List all virtual routers under a subscription or a resource group. """ helps['network vrouter delete'] = """ type: command short-summary: Delete a virtual router under a resource group. """ helps['network vrouter peering'] = """ type: group short-summary: Manage the virtual router peering. """ helps['network vrouter peering create'] = """ type: command short-summary: Create a virtual router peering. """ helps['network vrouter peering update'] = """ type: command short-summary: Update a virtual router peering. """ helps['network vrouter peering list'] = """ type: command short-summary: List all virtual router peerings under a resource group. """ helps['network vrouter peering show'] = """ type: command short-summary: Show a virtual router peering """ helps['network vrouter peering delete'] = """ type: command short-summary: Delete a virtual router peering. """ helps['network watcher'] = """ type: group short-summary: Manage the Azure Network Watcher. long-summary: > Network Watcher assists with monitoring and diagnosing conditions at a network scenario level. To learn more visit https://docs.microsoft.com/azure/network-watcher/ """ helps['network watcher configure'] = """ type: command short-summary: Configure the Network Watcher service for different regions. parameters: - name: --enabled short-summary: Enabled status of Network Watcher in the specified regions. - name: --locations -l short-summary: Space-separated list of locations to configure. - name: --resource-group -g short-summary: Name of resource group. Required when enabling new regions. long-summary: > When a previously disabled region is enabled to use Network Watcher, a Network Watcher resource will be created in this resource group. examples: - name: Configure Network Watcher for the West US region. text: az network watcher configure -g NetworkWatcherRG -l westus --enabled true """ helps['network watcher connection-monitor'] = """ type: group short-summary: Manage connection monitoring between an Azure Virtual Machine and any IP resource. long-summary: > Connection monitor can be used to monitor network connectivity between an Azure virtual machine and an IP address. The IP address can be assigned to another Azure resource or a resource on the Internet or on-premises. To learn more visit https://aka.ms/connectionmonitordoc """ helps['network watcher connection-monitor create'] = """ type: command short-summary: Create a connection monitor. long-summary: | This extension allow to create V1 and V2 version of connection monitor. V1 connection monitor supports single source and destination endpoint which comes with V1 argument groups as usual. V2 connection monitor supports multiple endpoints and several test protocol which comes with V2 argument groups. parameters: - name: --source-resource short-summary: > Currently only Virtual Machines are supported. - name: --dest-resource short-summary: > Currently only Virtual Machines are supported. examples: - name: Create a connection monitor for a virtual machine. text: | az network watcher connection-monitor create -g MyResourceGroup -n MyConnectionMonitorName \\ --source-resource MyVM - name: Create a V2 connection monitor text: > az network watcher connection-monitor create --name MyV2ConnectionMonitor --endpoint-source-name "vm01" --endpoint-source-resource-id MyVM01ResourceID --endpoint-dest-name bing --endpoint-dest-address bing.com --test-config-name TCPTestConfig --protocol Tcp --tcp-port 2048 - name: Create a connection monitor. (autogenerated) text: | az network watcher connection-monitor create --endpoint-dest-address bing.com --endpoint-dest-name bing --endpoint-source-name "vm01" --endpoint-source-resource-id MyVM01ResourceID --location westus2 --name MyConnectionMonitorName --protocol Tcp --tcp-port 2048 --test-config-name TCPTestConfig crafted: true """ helps['network watcher connection-monitor delete'] = """ type: command short-summary: Delete a connection monitor for the given region. examples: - name: Delete a connection monitor for the given region. text: az network watcher connection-monitor delete -l westus -n MyConnectionMonitorName """ helps['network watcher connection-monitor list'] = """ type: command short-summary: List connection monitors for the given region. examples: - name: List a connection monitor for the given region. text: az network watcher connection-monitor list -l westus - name: List connection monitors for the given region. (autogenerated) text: | az network watcher connection-monitor list --location westus --subscription MySubscription crafted: true """ helps['network watcher connection-monitor query'] = """ type: command short-summary: Query a snapshot of the most recent connection state of a connection monitor. examples: - name: List a connection monitor for the given region. text: az network watcher connection-monitor query -l westus -n MyConnectionMonitorName """ helps['network watcher connection-monitor show'] = """ type: command short-summary: Shows a connection monitor by name. examples: - name: Show a connection monitor for the given name. text: az network watcher connection-monitor show -l westus -n MyConnectionMonitorName """ helps['network watcher connection-monitor start'] = """ type: command short-summary: Start the specified connection monitor. examples: - name: Start the specified connection monitor. text: az network watcher connection-monitor start -l westus -n MyConnectionMonitorName """ helps['network watcher connection-monitor stop'] = """ type: command short-summary: Stop the specified connection monitor. examples: - name: Stop the specified connection monitor. text: az network watcher connection-monitor stop -l westus -n MyConnectionMonitorName """ helps['network watcher connection-monitor endpoint'] = """ type: group short-summary: Manage endpoint of a connection monitor """ helps['network watcher connection-monitor endpoint add'] = """ type: command short-summary: Add an endpoint to a connection monitor examples: - name: Add an external address as a destination endpoint text: > az network watcher connection-monitor endpoint add --connection-monitor MyConnectionMonitor --location westus --name MyExternalEndpoint --address "bing.com" --dest-test-groups DefaultTestGroup --type ExternalAddress - name: Add an Azure VM as a source endpoint text: > az network watcher connection-monitor endpoint add --connection-monitor MyConnectionMonitor --location westus --name MyVMEndpoint --resource-id MyVMResourceID --source-test-groups DefaultTestGroup --type AzureVM - name: Add a Subnet as a source endpoint with addresses excluded text: > az network watcher connection-monitor endpoint add --connection-monitor MyConnectionMonitor --location westus --name MySubnetEndpoint --resource-id MySubnetID --source-test-groups DefaultTestGroup --type AzureSubnet --address-exclude 10.0.0.25 10.0.0.30 --coverage-level BelowAverage """ helps['network watcher connection-monitor endpoint remove'] = """ type: command short-summary: Remove an endpoint from a connection monitor examples: - name: Remove endpoint from all test groups of a connection monitor text: > az network watcher connection-monitor endpoint remove --connection-monitor MyConnectionMonitor --location westus --name MyEndpoint - name: Remove endpoint from two test groups of a connection monitor text: > az network watcher connection-monitor endpoint remove --connection-monitor MyConnectionMonitor --location westus --name MyEndpoint --test-groups DefaultTestGroup HealthCheckTestGroup """ helps['network watcher connection-monitor endpoint show'] = """ type: command short-summary: Show an endpoint from a connection monitor """ helps['network watcher connection-monitor endpoint list'] = """ type: command short-summary: List all endpoints form a connection monitor """ helps['network watcher connection-monitor test-configuration'] = """ type: group short-summary: Manage test configuration of a connection monitor """ helps['network watcher connection-monitor test-configuration add'] = """ type: command short-summary: Add a test configuration to a connection monitor examples: - name: Add a test configuration with HTTP supported text: > az network watcher connection-monitor test-configuration add --connection-monitor MyConnectionMonitor --location westus --name MyHTTPTestConfiguration --test-groups DefaultTestGroup --protocol Http --http-request-header name=Host value=bing.com --http-request-header name=UserAgent value=Edge - name: Add a test configuration with TCP supported text: > az network watcher connection-monitor test-configuration add --connection-monitor MyConnectionMonitor --location westus --name MyHTTPTestConfiguration --test-groups TCPTestGroup DefaultTestGroup --protocol Tcp --tcp-port 4096 """ helps['network watcher connection-monitor test-configuration remove'] = """ type: command short-summary: Remove a test configuration from a connection monitor examples: - name: Remove a test configuration from all test groups of a connection monitor text: > az network watcher connection-monitor test-configuration remove --connection-monitor MyConnectionMonitor --location westus --name MyTCPTestConfiguration - name: Remove a test configuration from two test groups of a connection monitor text: > az network watcher connection-monitor test-configuration remove --connection-monitor MyConnectionMonitor --location westus --name MyHTTPTestConfiguration --test-groups HTTPTestGroup DefaultTestGroup """ helps['network watcher connection-monitor test-configuration show'] = """ type: command short-summary: Show a test configuration from a connection monitor """ helps['network watcher connection-monitor test-configuration list'] = """ type: command short-summary: List all test configurations of a connection monitor """ helps['network watcher connection-monitor test-group'] = """ type: group short-summary: Manage a test group of a connection monitor """ helps['network watcher connection-monitor test-group add'] = """ type: command short-summary: Add a test group along with new-added/existing endpoint and test configuration to a connection monitor examples: - name: Add a test group along with existing endpoint and test configuration via their names text: > az network watcher connection-monitor test-group add --connection-monitor MyConnectionMonitor --location westus --name MyHTTPTestGroup --endpoint-source-name MySourceEndpoint --endpoint-dest-name MyDestinationEndpoint --test-config-name MyTestConfiguration - name: Add a test group long with new-added source endpoint and existing test configuration via its name text: > az network watcher connection-monitor test-group add --connection-monitor MyConnectionMonitor --location westus --name MyAccessibilityTestGroup --endpoint-source-name MySourceEndpoint --endpoint-source-resource-id MyLogAnalysisWorkspaceID --endpoint-dest-name MyExistingDestinationEndpoint --test-config-name MyExistingTestConfiguration - name: Add a test group along with new-added endpoints and test configuration text: > az network watcher connection-monitor test-group add --connection-monitor MyConnectionMonitor --location westus --name MyAccessibilityTestGroup --endpoint-source-name MySourceEndpoint --endpoint-source-resource-id MyVMResourceID --endpoint-dest-name bing --endpoint-dest-address bing.com --test-config-name MyNewTestConfiguration --protocol Tcp --tcp-port 4096 """ helps['network watcher connection-monitor test-group remove'] = """ type: command short-summary: Remove test group from a connection monitor """ helps['network watcher connection-monitor test-group show'] = """ type: command short-summary: Show a test group of a connection monitor """ helps['network watcher connection-monitor test-group list'] = """ type: command short-summary: List all test groups of a connection monitor """ helps['network watcher connection-monitor output'] = """ type: group short-summary: Manage output of connection monitor """ helps['network watcher connection-monitor output add'] = """ type: command short-summary: Add an output to a connection monitor """ helps['network watcher connection-monitor output remove'] = """ type: command short-summary: Remove all outputs from a connection monitor """ helps['network watcher connection-monitor output list'] = """ type: command short-summary: List all output from a connection monitor """ helps['network watcher flow-log'] = """ type: group short-summary: Manage network security group flow logging. long-summary: > For more information about configuring flow logs visit https://docs.microsoft.com/azure/network-watcher/network-watcher-nsg-flow-logging-cli """ helps['network watcher flow-log configure'] = """ type: command short-summary: Configure flow logging on a network security group. parameters: - name: --nsg short-summary: Name or ID of the Network Security Group to target. - name: --enabled short-summary: Enable logging. - name: --retention short-summary: Number of days to retain logs. - name: --storage-account short-summary: Name or ID of the storage account in which to save the flow logs. examples: - name: Enable NSG flow logs. text: az network watcher flow-log configure -g MyResourceGroup --enabled true --nsg MyNsg --storage-account MyStorageAccount - name: Disable NSG flow logs. text: az network watcher flow-log configure -g MyResourceGroup --enabled false --nsg MyNsg """ helps['network watcher flow-log create'] = """ type: command short-summary: Create a flow log on a network security group. examples: - name: Create a flow log with Network Security Group name text: > az network watcher flow-log create --location westus --resource-group MyResourceGroup --name MyFlowLog --nsg MyNetworkSecurityGroupName --storage-account account - name: Create a flow log with Network Security Group ID (could be in other resource group) text: > az network watcher flow-log create --location westus --name MyFlowLog --nsg MyNetworkSecurityGroupID --storage-account account """ helps['network watcher flow-log list'] = """ type: command short-summary: List all flow log resources for the specified Network Watcher examples: - name: List all flow log resources for the specified Network Watcher. (autogenerated) text: | az network watcher flow-log list --location westus2 crafted: true """ helps['network watcher flow-log delete'] = """ type: command short-summary: Delete the specified flow log resource. examples: - name: Delete the specified flow log resource. (autogenerated) text: | az network watcher flow-log delete --location westus2 --name MyFlowLogger --subscription MySubscription crafted: true """ helps['network watcher flow-log show'] = """ type: command short-summary: Get the flow log configuration of a network security group. examples: - name: Show NSG flow logs. (Deprecated) text: az network watcher flow-log show -g MyResourceGroup --nsg MyNsg - name: Show NSG flow logs with Azure Resource Management formatted. text: az network watcher flow-log show --location MyNetworkWatcher --name MyFlowLog """ helps['network watcher flow-log update'] = """ type: command short-summary: Update the flow log configuration of a network security group examples: - name: Update storage account with name to let resource group identify the storage account and network watcher text: > az network watcher flow-log update --location westus --resource-group MyResourceGroup --name MyFlowLog --storage-account accountname - name: Update storage account with ID to let location identify the network watcher text: > az network watcher flow-log update --location westus --resource-group MyResourceGroup --name MyFlowLog --storage-account accountid - name: Update Network Security Group on another resource group text: > az network watcher flow-log update --location westus --resource-group MyAnotherResourceGroup --name MyFlowLog --nsg MyNSG - name: Update Workspace on another resource group text: > az network watcher flow-log update --location westus --resource-group MyAnotherResourceGroup --name MyFlowLog --workspace MyAnotherLogAnalyticWorkspace """ helps['network watcher list'] = """ type: command short-summary: List Network Watchers. examples: - name: List all Network Watchers in a subscription. text: az network watcher list """ helps['network watcher packet-capture'] = """ type: group short-summary: Manage packet capture sessions on VMs. long-summary: > These commands require that both Azure Network Watcher is enabled for the VMs region and that AzureNetworkWatcherExtension is enabled on the VM. For more information visit https://docs.microsoft.com/azure/network-watcher/network-watcher-packet-capture-manage-cli """ helps['network watcher packet-capture create'] = """ type: command short-summary: Create and start a packet capture session. parameters: - name: --capture-limit short-summary: The maximum size in bytes of the capture output. - name: --capture-size short-summary: Number of bytes captured per packet. Excess bytes are truncated. - name: --time-limit short-summary: Maximum duration of the capture session in seconds. - name: --storage-account short-summary: Name or ID of a storage account to save the packet capture to. - name: --storage-path short-summary: Fully qualified URI of an existing storage container in which to store the capture file. long-summary: > If not specified, the container 'network-watcher-logs' will be created if it does not exist and the capture file will be stored there. - name: --file-path short-summary: > Local path on the targeted VM at which to save the packet capture. For Linux VMs, the path must start with /var/captures. - name: --vm short-summary: Name or ID of the VM to target. - name: --filters short-summary: JSON encoded list of packet filters. Use `@{path}` to load from file. examples: - name: Create a packet capture session on a VM. text: az network watcher packet-capture create -g MyResourceGroup -n MyPacketCaptureName --vm MyVm --storage-account MyStorageAccount - name: Create a packet capture session on a VM with optional filters for protocols, local IP address and remote IP address ranges and ports. text: | az network watcher packet-capture create -g MyResourceGroup -n MyPacketCaptureName --vm MyVm \\ --storage-account MyStorageAccount --filters '[ \\ { \\ "protocol":"TCP", \\ "remoteIPAddress":"1.1.1.1-255.255.255", \\ "localIPAddress":"10.0.0.3", \\ "remotePort":"20" \\ }, \\ { \\ "protocol":"TCP", \\ "remoteIPAddress":"1.1.1.1-255.255.255", \\ "localIPAddress":"10.0.0.3", \\ "remotePort":"80" \\ }, \\ { \\ "protocol":"TCP", \\ "remoteIPAddress":"1.1.1.1-255.255.255", \\ "localIPAddress":"10.0.0.3", \\ "remotePort":"443" \\ }, \\ { \\ "protocol":"UDP" \\ }]' """ helps['network watcher packet-capture delete'] = """ type: command short-summary: Delete a packet capture session. examples: - name: Delete a packet capture session. This only deletes the session and not the capture file. text: az network watcher packet-capture delete -n packetCaptureName -l westcentralus - name: Delete a packet capture session. (autogenerated) text: | az network watcher packet-capture delete --location westcentralus --name packetCaptureName --subscription MySubscription crafted: true """ helps['network watcher packet-capture list'] = """ type: command short-summary: List all packet capture sessions within a resource group. examples: - name: List all packet capture sessions within a region. text: az network watcher packet-capture list -l westus - name: List all packet capture sessions within a resource group (autogenerated) text: | az network watcher packet-capture list --location westus --subscription MySubscription crafted: true """ helps['network watcher packet-capture show'] = """ type: command short-summary: Show details of a packet capture session. examples: - name: Show a packet capture session. text: az network watcher packet-capture show -l westus -n MyPacketCapture """ helps['network watcher packet-capture show-status'] = """ type: command short-summary: Show the status of a packet capture session. examples: - name: Show the status of a packet capture session. text: az network watcher packet-capture show-status -l westus -n MyPacketCapture """ helps['network watcher packet-capture stop'] = """ type: command short-summary: Stop a running packet capture session. examples: - name: Stop a running packet capture session. text: az network watcher packet-capture stop -l westus -n MyPacketCapture """ helps['network watcher run-configuration-diagnostic'] = """ type: command short-summary: Run a configuration diagnostic on a target resource. long-summary: > Requires that Network Watcher is enabled for the region in which the target is located. examples: - name: Run configuration diagnostic on a VM with a single query. text: | az network watcher run-configuration-diagnostic --resource {VM_ID} --direction Inbound --protocol TCP --source 12.11.12.14 --destination 10.1.1.4 --port 12100 - name: Run configuration diagnostic on a VM with multiple queries. text: | az network watcher run-configuration-diagnostic --resource {VM_ID} --queries '[ { "direction": "Inbound", "protocol": "TCP", "source": "12.11.12.14", "destination": "10.1.1.4", "destinationPort": "12100" }, { "direction": "Inbound", "protocol": "TCP", "source": "12.11.12.0/32", "destination": "10.1.1.4", "destinationPort": "12100" }, { "direction": "Outbound", "protocol": "TCP", "source": "12.11.12.14", "destination": "10.1.1.4", "destinationPort": "12100" }]' """ helps['network watcher show-next-hop'] = """ type: command short-summary: Get information on the 'next hop' of a VM. long-summary: > Requires that Network Watcher is enabled for the region in which the VM is located. For more information about show-next-hop visit https://docs.microsoft.com/azure/network-watcher/network-watcher-check-next-hop-cli examples: - name: Get the next hop from a VMs assigned IP address to a destination at 10.1.0.4. text: az network watcher show-next-hop -g MyResourceGroup --vm MyVm --source-ip 10.0.0.4 --dest-ip 10.1.0.4 """ helps['network watcher show-security-group-view'] = """ type: command short-summary: Get detailed security information on a VM for the currently configured network security group. long-summary: > For more information on using security group view visit https://docs.microsoft.com/azure/network-watcher/network-watcher-security-group-view-cli examples: - name: Get the network security group information for the specified VM. text: az network watcher show-security-group-view -g MyResourceGroup --vm MyVm """ helps['network watcher show-topology'] = """ type: command short-summary: Get the network topology of a resource group, virtual network or subnet. long-summary: For more information about using network topology visit https://docs.microsoft.com/azure/network-watcher/network-watcher-topology-cli parameters: - name: --resource-group -g short-summary: The name of the target resource group to perform topology on. - name: --location -l short-summary: Location. Defaults to the location of the target resource group. long-summary: > Topology information is only shown for resources within the target resource group that are within the specified region. examples: - name: Use show-topology to get the topology of resources within a resource group. text: az network watcher show-topology -g MyResourceGroup """ helps['network watcher test-connectivity'] = """ type: command short-summary: Test if a connection can be established between a Virtual Machine and a given endpoint. long-summary: > To check connectivity between two VMs in different regions, use the VM ids instead of the VM names for the source and destination resource arguments. To register for this feature or see additional examples visit https://docs.microsoft.com/azure/network-watcher/network-watcher-connectivity-cli parameters: - name: --source-resource short-summary: Name or ID of the resource from which to originate traffic. long-summary: Currently only Virtual Machines are supported. - name: --source-port short-summary: Port number from which to originate traffic. - name: --dest-resource short-summary: Name or ID of the resource to receive traffic. long-summary: Currently only Virtual Machines are supported. - name: --dest-port short-summary: Port number on which to receive traffic. - name: --dest-address short-summary: The IP address or URI at which to receive traffic. examples: - name: Check connectivity between two virtual machines in the same resource group over port 80. text: az network watcher test-connectivity -g MyResourceGroup --source-resource MyVmName1 --dest-resource MyVmName2 --dest-port 80 - name: Check connectivity between two virtual machines in the same subscription in two different resource groups over port 80. text: az network watcher test-connectivity --source-resource MyVmId1 --dest-resource MyVmId2 --dest-port 80 """ helps['network watcher test-ip-flow'] = """ type: command short-summary: Test IP flow to/from a VM given the currently configured network security group rules. long-summary: > Requires that Network Watcher is enabled for the region in which the VM is located. For more information visit https://docs.microsoft.com/azure/network-watcher/network-watcher-check-ip-flow-verify-cli parameters: - name: --local short-summary: > The private IPv4 address for the VMs NIC and the port of the packet in X.X.X.X:PORT format. `*` can be used for port when direction is outbound. - name: --remote short-summary: > The IPv4 address and port for the remote side of the packet X.X.X.X:PORT format. `*` can be used for port when the direction is inbound. - name: --direction short-summary: Direction of the packet relative to the VM. - name: --protocol short-summary: Protocol to test. examples: - name: Run test-ip-flow verify to test logical connectivity from a VM to the specified destination IPv4 address and port. text: | az network watcher test-ip-flow -g MyResourceGroup --direction Outbound \\ --protocol TCP --local 10.0.0.4:* --remote 10.1.0.4:80 --vm MyVm """ helps['network watcher troubleshooting'] = """ type: group short-summary: Manage Network Watcher troubleshooting sessions. long-summary: > For more information on configuring troubleshooting visit https://docs.microsoft.com/azure/network-watcher/network-watcher-troubleshoot-manage-cli """ helps['network watcher troubleshooting show'] = """ type: command short-summary: Get the results of the last troubleshooting operation. examples: - name: Show the results or status of a troubleshooting operation for a Vnet Gateway. text: az network watcher troubleshooting show -g MyResourceGroup --resource MyVnetGateway --resource-type vnetGateway """ helps['network watcher troubleshooting start'] = """ type: command short-summary: Troubleshoot issues with VPN connections or gateway connectivity. parameters: - name: --resource-type -t short-summary: The type of target resource to troubleshoot, if resource ID is not specified. - name: --storage-account short-summary: Name or ID of the storage account in which to store the troubleshooting results. - name: --storage-path short-summary: Fully qualified URI to the storage blob container in which to store the troubleshooting results. examples: - name: Start a troubleshooting operation on a VPN Connection. text: | az network watcher troubleshooting start -g MyResourceGroup --resource MyVPNConnection \\ --resource-type vpnConnection --storage-account MyStorageAccount \\ --storage-path https://{storageAccountName}.blob.core.windows.net/{containerName} """ helps['network list-service-aliases'] = """ type: command short-summary: List available service aliases in the region which can be used for Service Endpoint Policies. examples: - name: List available service aliases in the region which can be used for Service Endpoint Policies. (autogenerated) text: | az network list-service-aliases --location westus2 crafted: true """ helps['network bastion'] = """ type: group short-summary: Manage Azure bastion host. """ helps['network bastion create'] = """ type: command short-summary: Create a Azure bastion host machine. examples: - name: Create a Azure bastion host machine. (autogenerated) text: | az network bastion create --location westus2 --name MyBastionHost --public-ip-address MyPublicIpAddress --resource-group MyResourceGroup --vnet-name MyVnet crafted: true """ helps['network bastion delete'] = """ type: command short-summary: Delete a Azure bastion host machine. examples: - name: Delete a Azure bastion host machine. (autogenerated) text: | az network bastion delete --name MyBastionHost --resource-group MyResourceGroup crafted: true """ helps['network bastion list'] = """ type: command short-summary: List all Azure bastion host machines. """ helps['network bastion show'] = """ type: command short-summary: Show a Azure bastion host machine. examples: - name: Show a Azure bastion host machine (autogenerated) text: | az network bastion show --name MyBastionHost --resource-group MyResourceGroup crafted: true """ helps['network security-partner-provider'] = """ type: group short-summary: Manage Azure security partner provider. """ helps['network security-partner-provider create'] = """ type: command short-summary: Create a Azure security partner provider. """ helps['network security-partner-provider update'] = """ type: command short-summary: Update a Azure security partner provider. """ helps['network security-partner-provider delete'] = """ type: command short-summary: Delete a Azure security partner provider. """ helps['network security-partner-provider list'] = """ type: command short-summary: List all Azure security partner provider. """ helps['network security-partner-provider show'] = """ type: command short-summary: Show a Azure security partner provider. """ helps['network virtual-appliance'] = """ type: group short-summary: Manage Azure Network Virtual Appliance. """ helps['network virtual-appliance create'] = """ type: command short-summary: Create an Azure network virtual appliance. examples: - name: Create an Azure network virtual appliance. text: | az network virtual-appliance create -n MyName -g MyRG --vhub {vhubID} --vendor "barracudasdwanrelease" --scale-unit 2 -v latest --asn 10000 --init-config "echo $hello" --boot-blobs {blobUrl1} {blobUrl2} --cloud-blobs {blobUrl3} {blobUrl4} """ helps['network virtual-appliance update'] = """ type: command short-summary: Update an Azure network virtual appliance. examples: - name: Update an Azure network virtual appliance. text: | az network virtual-appliance update -n MyName -g MyRG --asn 20000 --init-config "echo $hello" """ helps['network virtual-appliance show'] = """ type: command short-summary: Show the detail of an Azure network virtual appliance. """ helps['network virtual-appliance list'] = """ type: command short-summary: List all Azure network virtual appliance. """ helps['network virtual-appliance delete'] = """ type: command short-summary: Delete an Azure network virtual appliance. """ helps['network virtual-appliance site'] = """ type: group short-summary: Manage Azure Network Virtual Appliance Site. """ helps['network virtual-appliance site create'] = """ type: command short-summary: Create an Azure network virtual appliance site. examples: - name: Create an Azure network virtual appliance site. text: | az network virtual-appliance site create -n MyName -g MyRG --appliance-name MyAppliance --address-prefix 10.0.0.0/24 --allow --default --optimize """ helps['network virtual-appliance site update'] = """ type: command short-summary: Update an Azure network virtual appliance site. examples: - name: Update an Azure network virtual appliance site. text: | az network virtual-appliance site update -n MyName -g MyRG --appliance-name MyAppliance --address-prefix 10.0.0.0/24 --allow false --default false --optimize false """ helps['network virtual-appliance site show'] = """ type: command short-summary: Show the detail of an Azure network virtual appliance site. """ helps['network virtual-appliance site list'] = """ type: command short-summary: List all Azure network virtual appliance site. """ helps['network virtual-appliance site delete'] = """ type: command short-summary: Delete an Azure network virtual appliance site. """ helps['network virtual-appliance sku'] = """ type: group short-summary: Manage Azure Network Virtual Appliance Sku. """ helps['network virtual-appliance sku show'] = """ type: command short-summary: Show the detail of an Azure network virtual appliance sku. """ helps['network virtual-appliance sku list'] = """ type: command short-summary: List all Azure network virtual appliance sku. """

39.193676

693

0.730932

3e6eb26bdee7b331141ff872bae71decca11e900

2,796

py

Python

problems/speed_of_light.py

benallan/lovelace-problems

3780d2bfc58fe0531d60a92ae0a6c45e9814f58f

[ "MIT" ]

29

2019-07-23T16:51:36.000Z

2022-03-08T21:42:05.000Z

problems/speed_of_light.py

benallan/lovelace-problems

3780d2bfc58fe0531d60a92ae0a6c45e9814f58f

[ "MIT" ]

44

2019-03-22T00:05:32.000Z

2021-05-04T13:25:12.000Z

problems/speed_of_light.py

benallan/lovelace-problems

3780d2bfc58fe0531d60a92ae0a6c45e9814f58f

[ "MIT" ]

3

2019-08-04T13:06:21.000Z

2021-04-20T07:41:42.000Z

import logging from typing import Tuple from numpy.random import uniform from problems.test_case import TestCase, TestCaseTypeEnum from problems.solutions.speed_of_light import light_time logger = logging.getLogger(__name__) FUNCTION_NAME = "light_time" INPUT_VARS = ['distance'] OUTPUT_VARS = ['time'] STATIC_RESOURCES = [] PHYSICAL_CONSTANTS = { # Source: https://en.wikipedia.org/wiki/Speed_of_light 'c': 299792458, # speed of light [m/s] # All distances in meters. # Time-averaged distance between the Earth and lunar surfaces. The average distance between the Earth and Moon is # 384,400 km but the radius of the Earth is 6,371 km and the radius of the Moon is 1,737 km, so in this case light # actually travels 384,400 - 6,371, - 1,737 = 376,292 km # Source: https://en.wikipedia.org/wiki/Lunar_distance_(astronomy) 'd_Earth_Moon': 376292e3, # 376,292 km # 1 Astronomical unit (almost equal to the average of Earth's aphelion and perihelion). # Source: https://en.wikipedia.org/wiki/Astronomical_unit 'd_Sun_Earth': 149597870700.0, # ~150 million kilometres # Maximum distance between the Earth and Mars. # Source: https://www.space.com/14729-spacekids-distance-earth-mars.html 'd_Earth_Mars': 401e9, # ~401 million km # Maximum distance between Earth and Jupiter. # Source: https://www.universetoday.com/14514/how-far-is-jupiter-from-earth/ 'd_Earth_Jupiter': 928e9, # ~928 million km } ATOL = {} RTOL = { 'time': 1e-5 } class TestCaseType(TestCaseTypeEnum): EARTH_TO_MOON = ("Earth to moon", 1) SUN_TO_EARTH = ("Sun to Earth", 1) MAX_EARTH_TO_MARS = ("Earth to Mars", 1) MAX_EARTH_TO_JUPITER = ("Earth to Jupiter", 1) RANDOM = ("Random", 1) class ProblemTestCase(TestCase): def input_tuple(self) -> tuple: return self.input['distance'], def output_tuple(self) -> tuple: return self.output['time'], def generate_test_case(test_type: TestCaseType) -> ProblemTestCase: test_case = ProblemTestCase(test_type) if test_type is TestCaseType.EARTH_TO_MOON: distance = PHYSICAL_CONSTANTS['d_Earth_Moon'] elif test_type is TestCaseType.SUN_TO_EARTH: distance = PHYSICAL_CONSTANTS['d_Sun_Earth'] elif test_type is TestCaseType.MAX_EARTH_TO_MARS: distance = PHYSICAL_CONSTANTS['d_Earth_Mars'] elif test_type is TestCaseType.MAX_EARTH_TO_JUPITER: distance = PHYSICAL_CONSTANTS['d_Earth_Jupiter'] elif test_type is TestCaseType.RANDOM: c = PHYSICAL_CONSTANTS['c'] distance = uniform(c, 60*c) else: raise ValueError(f"Unrecognized test case: {test_type}") test_case.input['distance'] = distance test_case.output['time'] = light_time(distance) return test_case

31.41573

118

0.70887

36686dc5ddea0bd07453acb21bea157854ade437

18,530

py

Python

tap_gmail_csv/gmail_client/client.py

food-spotter/tap-gmail-csv

e3f866b462b60ad87b885a7fdcd0945fdb68779a

[ "Apache-2.0" ]

null

tap_gmail_csv/gmail_client/client.py

food-spotter/tap-gmail-csv

e3f866b462b60ad87b885a7fdcd0945fdb68779a

[ "Apache-2.0" ]

null

tap_gmail_csv/gmail_client/client.py

food-spotter/tap-gmail-csv

e3f866b462b60ad87b885a7fdcd0945fdb68779a

[ "Apache-2.0" ]

null

import pickle import base64 import os.path import email from io import BytesIO from typing import List, Dict, Generator, Iterable, Optional, Union, Set from googleapiclient.discovery import build, Resource from google.oauth2.credentials import Credentials from bs4 import BeautifulSoup from tap_gmail_csv.gmail_client.models import Message, File, Attachment, Url class GoogleAPICredentialsNotFound(Exception): pass class GoogleAPICredentialsAreAnInvalidFormat(Exception): pass class GmailClient: """ Simple GMail client wrapper that supports operations to search a GMail Inbox, retrieve message attachments and body content. Abstract out GMail library representations into more simple dataclasses for representations of a `Message`, `File` and `Attachment` Raises: GoogleAPICredentialsAreAnInvalidFormat: [description] GoogleAPICredentialsNotFound: [description] """ DEFAULT_API_VERSION = "v1" def __init__(self, auth_token_path: str, user_id: str = "me", api_version: str = DEFAULT_API_VERSION): self.user_id = user_id self.service = GmailClient._connect(auth_token_path, api_version) @staticmethod def _get_credentials(token_path: str) -> Credentials: """ Load credentials from a pickle file Arguments: token_path {str} -- path to the pickle file Raises: GoogleAPICredentialsAreAnInvalidFormat: [description] GoogleAPICredentialsNotFound: [description] Returns: Credentials """ creds = None if os.path.exists(token_path): try: with open(token_path, "rb") as token: creds = pickle.load(token) except Exception as e: print(e) raise GoogleAPICredentialsAreAnInvalidFormat(e) else: raise GoogleAPICredentialsNotFound(f"File {token_path} was not found.") return creds @staticmethod def _create_client(creds: Credentials, api_version: str, cache_discovery: bool = False) -> Resource: """ Creates the resource to interact with the GMail API Arguments: creds {Credentials} -- Credentials loaded from a pickle file. api_version {str} -- which version of the GMail API to use. Keyword Arguments: cache_discovery {bool} -- whether or not to cache the discovery doc (default: {False}) Returns: Resource -- the resource to interact with the GMail API. """ return build("gmail", api_version, credentials=creds, cache_discovery=cache_discovery) @staticmethod def _connect(auth_token_path: str, api_version: str) -> Resource: """ Authenticate and return a GMail API resource to interact with. The pickle file can be generated as per instructions: https://developers.google.com/gmail/api/quickstart/python Arguments: auth_token_path {str} -- path to a pickle file. api_version {str} -- which version of the GMail API to use. Returns: Resource -- the resource to interact with the GMail API. """ creds = GmailClient._get_credentials(auth_token_path) service = GmailClient._create_client(creds, api_version) return service @staticmethod def _convert_to_attachment(message_id: str, part: dict) -> Union[Attachment, None]: """ Convert the given `parts` portion of a raw GMail response to an `Attachment` object if it's a valid attachment. Returns `None` otherwise. Arguments: message_id {str} -- id of the GMail message. part {dict} -- parts section of a raw gmail response. Returns: Union[Attachment, None] """ attachment_obj = None if part["filename"] and part.get("body", {}).get("attachmentId"): attachment_obj = Attachment(message_id, part["body"]["attachmentId"], part["filename"]) return attachment_obj @staticmethod def _convert_to_attachment_list(message: dict) -> List[Attachment]: """ Gets a List of `Attachment`s for a given raw GMail response. Arguments: message {dict} -- the raw GMail response from the `messages` resource. Returns: List[Attachment] """ attachments = [] for part in message.get("payload", {}).get("parts", []): attachment_obj = GmailClient._convert_to_attachment(message["id"], part) if attachment_obj: attachments.append(attachment_obj) return attachments @staticmethod def _convert_to_url_list(message: dict) -> List[Url]: """ Gets a unique List of `Url`s for a given raw GMail response. Searches for `"text/html"` and `"text/plain"` content and extracts the href attribute value of all html anchor tags. Arguments: message {dict} -- the raw GMail response from the `messages` resource. Returns: List[Url] - unique list of all href links inside the html portion of the message text """ url_set = set() parts = message.get("payload", {}).get("parts", []) for part in parts: if part.get("mimeType", "") == "text/html": raw_data = part.get("body", {}).get("data", b"") html_content = base64.urlsafe_b64decode(raw_data).decode("UTF-8") url_set.update(GmailClient._extract_href_from_html(html_content)) if part.get("mimeType", "") == "text/plain": raw_data = part.get("body", {}).get("data", b"") html_content = base64.urlsafe_b64decode(raw_data).decode("UTF-8") url_set.update(GmailClient._extract_href_from_html(html_content)) return [Url(message["id"], link) for link in url_set] @staticmethod def _extract_href_from_html(html_content: str) -> Set[str]: """ Returns all unique href content from given HTML document. Arguments: html_content {str} Returns: Set[str] -- unique set of urls """ url_set = set() soup = BeautifulSoup(html_content, "html.parser") matches = soup.find_all("a", href=True) for m in matches: url_set.add(m.get("href")) return url_set @staticmethod def _find_in_header(message: dict, key: str) -> Optional[str]: """ Extract the key value from the header data of a raw GMail api response of a `messages` resource. Lookup is case insensitive. Arguments: message {dict} -- the raw GMail response from the `messages` resource. key {str} -- the key to lookup Returns: Optional[str] -- the value for the given key. `None` if not found """ value = None key = key.lower() for header in message.get("payload", {}).get("headers", []): if header.get("name").lower() == key: value = header.get("value") break return value @staticmethod def _convert_to_message_obj(message: dict) -> Message: message_id = message.get("id", "") label_ids = message.get("labelIds") internal_date = message.get("internalDate", 0) attachment_list = GmailClient._convert_to_attachment_list(message) url_list: List[str] = GmailClient._convert_to_url_list(message) email_to = GmailClient._find_in_header(message, "To") email_from = GmailClient._find_in_header(message, "From") email_subject = GmailClient._find_in_header(message, "Subject") return Message( message_id, internal_date, label_ids, attachment_list, url_list, email_to, email_from, email_subject ) def _get_messages(self, message_list: Iterable) -> Generator[Message, None, None]: """ List of Message objects for a given iterable of message_ids, usually in the form of [{id=message_ids, thread_id=anotherIdThatWeDontCare}] Arguments: message_list {Iterable} -- An iterable that contains the low level google gmail message resource represented like: `{"id": "2715e11441a6d424", "threadId": "2715e11441a6d424"}` Yields: Generator[Message, None, None] -- [description] """ # @TODO to support url link for m in message_list: message_dict = self._raw_gmail_message(m["id"]) yield self._convert_to_message_obj(message_dict) def search( self, search_query: str = "", label_ids: List[str] = None, include_spam_trash: bool = False, results_per_page: int = None, max_search_results: int = None, ) -> Generator[Message, None, None]: """ Search GMail inbox. Keyword Arguments: search_query {str} -- String used to filter messages returned. (default: {""}) label_ids {List[str]} -- List of strings to specify which labels to query against. (default: {None}) include_spam_trash {bool} -- To include messages in spam and trash. (default: {False}) results_per_page {int} -- number of results to get back per page request. (default: {None}) max_search_results {int} -- limit the number of results. (default: {None}) Returns: Generator[Message, None, None] -- Generator of Message objects matching your search criteria. """ message_ids = self._raw_search_gmail( search_query, label_ids, include_spam_trash, results_per_page, max_search_results ) return self._get_messages(message_ids) def _raw_search_gmail( # pragma: no cover self, search_query: str = "", label_ids: List[str] = None, include_spam_trash: bool = False, results_per_page: int = None, max_search_results: int = None, ) -> Generator[Dict[str, str], None, None]: """ Searches GMail for given criteria. Yields an Iterable of a raw GMail `message` resource: (`{message_ids, thread_id}`) for the matching search query. Keyword Arguments: search_query {str} -- String used to filter messages returned. (default: {""}) label_ids {List[str]} -- List of strings to specify which labels to query against. (default: {None}) include_spam_trash {bool} -- To include messages in spam and trash. (default: {False}) results_per_page {int} -- number of results to get back per page request. (default: {None}) max_search_results {int} -- limit the number of results. (default: {None}) Yields: Generator -- a low level google gmail message resource contains only an id and a threadId represented like: `{"id": "2715e11441a6d424", "threadId": "2715e11441a6d424"}` """ message_count = 0 response = None page_token = None while response is None or "nextPageToken" in response: if response: page_token = response["nextPageToken"] response = self._raw_gmail_list_messages( search_query=search_query, label_ids=label_ids, include_spam_trash=include_spam_trash, results_per_page=results_per_page, max_search_results=max_search_results, page_token=page_token, ) if response.get("messages"): for message in response["messages"]: if max_search_results and message_count >= max_search_results: return message_count += 1 yield message def _raw_gmail_list_messages( # pragma: no cover self, search_query: str, label_ids: Optional[List[str]], include_spam_trash: Optional[bool], results_per_page: Optional[int], max_search_results: Optional[int], page_token: Optional[str], ) -> Dict: """ Lists the messages in the GMail mailbox for given criteria. Example response format: https://developers.google.com/gmail/api/v1/reference/users/messages/list#response_1 Arguments: search_query {str} -- String used to filter messages returned. label_ids {Optional[List[str]]} -- List of strings to specify which labels to query against. include_spam_trash {Optional[bool]} -- To include messages in spam and trash. results_per_page {Optional[int]} -- number of results to get back per page request. max_search_results {Optional[int]} -- limit the number of results. page_token {Optional[str]} -- Page token to retrieve a specific page of results in the list. Returns: Dict -- as is response from gmail api Reference: https://developers.google.com/gmail/api/v1/reference/users/messages/list """ response = ( self.service.users() .messages() .list( userId=self.user_id, q=search_query, labelIds=label_ids, includeSpamTrash=include_spam_trash, maxResults=results_per_page, pageToken=page_token, ) .execute() ) return response def _raw_gmail_message(self, message_id: str, return_format: str = "full") -> Dict: # pragma: no cover """ Get raw GMail `Users.messages` resource for the given message id. Example response format: https://developers.google.com/gmail/api/v1/reference/users/messages#resource Args: message_id: ID of message to get. format: The format to return the message in. Acceptable values are: "full": Returns the full email message data with body content parsed in the payload field;the raw field is not used. (default). "metadata": Returns only email message ID, labels, and email headers. "minimal": Returns only email message ID and labels; does not return the email headers, body, or payload. "raw": Returns the full email message data with body content in the raw field as a base64url encoded string; the payload field is not used. Returns: Dict -- as is response from gmail api Reference: https://developers.google.com/gmail/api/v1/reference/users/messages/get """ message = ( self.service.users().messages().get(userId=self.user_id, id=message_id, format=return_format).execute() ) return message def _raw_gmail_attachment(self, message_id: str, attachment_id: str) -> Dict: # pragma: no cover """ Get raw GMail ` Users.messages.attachments` resource for the given message id and attachment id. Example response format: https://developers.google.com/gmail/api/v1/reference/users/messages/attachments#resource Arguments: message_id {str} -- ID of message that the attachment belongs to. attachment_id {str} -- ID of attachment to get. Returns: Dict -- as is response from gmail api Reference: https://developers.google.com/gmail/api/v1/reference/users/messages/attachments/get """ attachment = ( self.service.users() .messages() .attachments() .get(userId=self.user_id, messageId=message_id, id=attachment_id) .execute() ) return attachment # this is a bit useless at the moment and will need to be zapped at some point # def get_attachments_from_message(self, message: Dict, filetype_filter: str = None) -> Generator: # """For a given gmail message response (non-raw), get all attachments # Arguments: # message {Dict} -- gmail api response for a message # Keyword Arguments: # filetype_filter {str} -- filtering filename (default: {None}) # Yields: # Generator -- [description] # """ # for part in message["payload"]["parts"]: # if part["filename"] and ( # filetype_filter is None or filetype_filter.lower().endswith(filetype_filter.lower()) # ): # attachment = self._raw_gmail_attachment(message["id"], part["body"]["attachmentId"]) # file_data = base64.urlsafe_b64decode(attachment["data"].encode("UTF-8")) # # TODO: preserve file content as bytes. E.g. when a binary file format is attached [zip, xls, xlsx] # yield File(part["filename"], BytesIO(file_data)) @staticmethod def extract_message_content_from_body(message: dict) -> List[email.message.Message]: """ Extract body content of raw email response. It attempts to strip out non useful stuff and bring back the html and txt of the email body Returns: List[email.message.Message] -- [description] """ msg_str = base64.urlsafe_b64decode(message["raw"].encode("UTF-8")) mime_msg = email.message_from_bytes(msg_str) messageMainType = mime_msg.get_content_maintype() message_content = [] if messageMainType == "multipart": for part in mime_msg.get_payload(): if part.get_content_maintype() == "multipart": message_content = part.get_payload() elif messageMainType == "text": message_content = mime_msg.get_payload() return message_content

39.849462

120

0.598057

91c3490ba9646f104c9401b39337fcaefa2d487d

3,337

py

Python

bcs-ui/backend/uniapps/application/serializers.py

laodiu/bk-bcs

2a956a42101ff6487ff521fb3ef429805bfa7e26

[ "Apache-2.0" ]

599

2019-06-25T03:20:46.000Z

2022-03-31T12:14:33.000Z

bcs-ui/backend/uniapps/application/serializers.py

laodiu/bk-bcs

2a956a42101ff6487ff521fb3ef429805bfa7e26

[ "Apache-2.0" ]

537

2019-06-27T06:03:44.000Z

2022-03-31T12:10:01.000Z

bcs-ui/backend/uniapps/application/serializers.py

laodiu/bk-bcs

2a956a42101ff6487ff521fb3ef429805bfa7e26

[ "Apache-2.0" ]

214

2019-06-25T03:26:05.000Z

2022-03-31T07:52:03.000Z

# -*- coding: utf-8 -*- """ Tencent is pleased to support the open source community by making 蓝鲸智云PaaS平台社区版 (BlueKing PaaS Community Edition) available. Copyright (C) 2017-2021 THL A29 Limited, a Tencent company. All rights reserved. Licensed under the MIT License (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://opensource.org/licenses/MIT Unless required by applicable law or agreed to in writing, software distributed under the License is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the License for the specific language governing permissions and limitations under the License. """ import re from django.utils.translation import ugettext_lazy as _ from rest_framework import serializers from rest_framework.exceptions import ValidationError class StringListField(serializers.ListField): def to_internal_value(self, data): if isinstance(data, str): data = re.findall(r'[^,; ]+', data) elif isinstance(data, list): data = data data = list(set(data)) return super(StringListField, self).to_internal_value(data) class BaseParams(serializers.Serializer): pass class InstanceParams(BaseParams): version_id = serializers.CharField(label=u"模板版本", required=True) namespace = StringListField(child=serializers.CharField(min_length=1), min_length=1, required=True) class UpdateInstanceParams(BaseParams): """滚动升级需要参数""" oper_type = serializers.ChoiceField(label=u"操作类型", choices=[("Recreate", u"重新创建"), ("RollingUpdate", u"滚动升级")]) delete_num = serializers.IntegerField(label=u"周期删除数", required=True) add_num = serializers.IntegerField(label=u"周期新增数", required=True) interval_time = serializers.IntegerField(label=u"更新间隔", required=True) oper_order = serializers.ChoiceField(label=u"滚动顺序", choices=[("CreateFirst", u"先创建"), ("DeleteFirst", u"先删除")]) version_id = serializers.IntegerField(label=u"版本ID", required=True) version = serializers.CharField(label=u"版本号", required=False) show_version_id = serializers.IntegerField(required=True) class ResourceInfoSLZ(serializers.Serializer): resource_kind = serializers.CharField(required=False) name = serializers.CharField(required=False) namespace = serializers.CharField(required=False) cluster_id = serializers.CharField(required=False) def validate(self, data): if not data.get("name"): return data if not (data.get("resource_kind") and data.get("namespace") and data.get("cluster_id")): raise ValidationError(_("参数【name】的值不为空时，参数【resource_kind】【namespace】【cluster_id】的值不能为空")) return data class BatchDeleteResourceSLZ(serializers.Serializer): resource_list = serializers.ListField(child=ResourceInfoSLZ(), required=False) inst_id_list = serializers.ListField(child=serializers.IntegerField(required=False), required=False) def validate(self, data): if not (data.get("resource_list") or data.get("inst_id_list")): raise ValidationError(_("参数【resource_list】和【inst_id_list】不能同时为空")) return data class ReschedulePodsSLZ(serializers.Serializer): resource_list = serializers.ListField(child=ResourceInfoSLZ())

41.7125

115

0.740485

092dd9e752235361ab50063012a505da00c496fe

16,536

py

Python

reconcile/test/test_openshift_base.py

fishi0x01/qontract-reconcile

3d9d27812feabb2ad1a94fa3afdbfd7482cbb8a8

[ "Apache-2.0" ]

null

reconcile/test/test_openshift_base.py

fishi0x01/qontract-reconcile

3d9d27812feabb2ad1a94fa3afdbfd7482cbb8a8

[ "Apache-2.0" ]

null

reconcile/test/test_openshift_base.py

fishi0x01/qontract-reconcile

3d9d27812feabb2ad1a94fa3afdbfd7482cbb8a8

[ "Apache-2.0" ]

null

import logging from typing import Any, cast import pytest import yaml import reconcile.openshift_base as sut import reconcile.utils.openshift_resource as resource from reconcile.test.fixtures import Fixtures from reconcile.utils import oc from reconcile.utils.semver_helper import make_semver fxt = Fixtures("namespaces") TEST_INT = "test_openshift_resources" TEST_INT_VER = make_semver(1, 9, 2) def build_resource(kind: str, api_version: str, name: str) -> dict[str, Any]: return { "kind": kind, "apiVersion": api_version, "metadata": { "name": name, }, } @pytest.fixture def resource_inventory() -> resource.ResourceInventory: return resource.ResourceInventory() @pytest.fixture def namespaces() -> list[dict[str, Any]]: return [fxt.get_anymarkup("valid-ns.yml")] @pytest.fixture def oc_cs1() -> oc.OCNative: return cast(oc.OCNative, oc.OC(cluster_name="cs1", server="", token="", local=True)) @pytest.fixture def oc_map(mocker, oc_cs1: oc.OCNative) -> oc.OC_Map: def get_cluster(cluster: str, privileged: bool = False): if cluster == "cs1": return oc_cs1 else: return ( oc.OCLogMsg( log_level=logging.DEBUG, message=f"[{cluster}] cluster skipped" ), ) oc_map = mocker.patch("reconcile.utils.oc.OC_Map", autospec=True).return_value oc_map.get.mock_add_spec(oc.OC_Map.get) oc_map.get.side_effect = get_cluster return oc_map # # init_specs_to_fetch tests # def test_only_cluster_or_namespace( resource_inventory: resource.ResourceInventory, oc_map: oc.OC_Map ) -> None: with pytest.raises(KeyError): sut.init_specs_to_fetch( ri=resource_inventory, oc_map=oc_map, namespaces=[{"foo": "bar"}], clusters=[{"name": "cs1"}], ) def test_no_cluster_or_namespace( resource_inventory: resource.ResourceInventory, oc_map: oc.OC_Map ) -> None: with pytest.raises(KeyError): sut.init_specs_to_fetch( ri=resource_inventory, oc_map=oc_map, namespaces=None, clusters=None ) def test_namespaces_managed_types( resource_inventory: resource.ResourceInventory, oc_map: oc.OC_Map, oc_cs1: oc.OCNative, ) -> None: namespace = yaml.safe_load( """ name: ns1 cluster: name: cs1 managedResourceTypes: - Template managedResourceNames: - resource: Template resourceNames: - tp1 - tp2 openshiftResources: - provider: resource path: /some/path.yml """ ) expected: list[sut.StateSpec] = [ sut.CurrentStateSpec( oc=oc_cs1, cluster="cs1", namespace="ns1", kind="Template", resource_names=["tp1", "tp2"], ), sut.DesiredStateSpec( oc=oc_cs1, cluster="cs1", namespace="ns1", resource={"provider": "resource", "path": "/some/path.yml"}, parent=namespace, ), ] rs = sut.init_specs_to_fetch( resource_inventory, oc_map, namespaces=[namespace], ) assert rs == expected def test_namespaces_managed_types_with_resoruce_type_overrides( resource_inventory: resource.ResourceInventory, oc_map: oc.OC_Map, oc_cs1: oc.OCNative, ) -> None: namespace = yaml.safe_load( """ name: ns1 cluster: name: cs1 managedResourceTypes: - Template managedResourceNames: - resource: Template resourceNames: - tp1 - tp2 managedResourceTypeOverrides: - resource: Template "override": "Template.something.something" openshiftResources: - provider: resource path: /some/path.yml """ ) expected: list[sut.StateSpec] = [ sut.CurrentStateSpec( oc=oc_cs1, cluster="cs1", namespace="ns1", kind="Template.something.something", resource_names=["tp1", "tp2"], ), sut.DesiredStateSpec( oc=oc_cs1, cluster="cs1", namespace="ns1", resource={"provider": "resource", "path": "/some/path.yml"}, parent=namespace, ), ] rs = sut.init_specs_to_fetch( resource_inventory, oc_map, namespaces=[namespace], ) assert rs == expected def test_namespaces_managed_types_no_managed_resource_names( resource_inventory: resource.ResourceInventory, oc_map: oc.OC_Map, oc_cs1: oc.OCNative, ) -> None: namespace = yaml.safe_load( """ name: ns1 cluster: name: cs1 managedResourceTypes: - Template openshiftResources: - provider: resource path: /some/path.yml """ ) expected: list[sut.StateSpec] = [ sut.CurrentStateSpec( oc=oc_cs1, cluster="cs1", namespace="ns1", kind="Template", resource_names=None, ), sut.DesiredStateSpec( oc=oc_cs1, cluster="cs1", namespace="ns1", resource={"provider": "resource", "path": "/some/path.yml"}, parent=namespace, ), ] rs = sut.init_specs_to_fetch( resource_inventory, oc_map, namespaces=[namespace], ) assert rs == expected def test_namespaces_no_managed_resource_types( resource_inventory: resource.ResourceInventory, oc_map: oc.OC_Map, ) -> None: namespace = yaml.safe_load( """ name: ns1 cluster: name: cs1 openshiftResources: - provider: resource path: /some/path.yml """ ) rs = sut.init_specs_to_fetch( resource_inventory, oc_map, namespaces=[namespace], ) assert not rs def test_namespaces_resources_names_for_unmanaged_type( resource_inventory: resource.ResourceInventory, oc_map: oc.OC_Map, ) -> None: namespace = yaml.safe_load( """ name: ns1 cluster: name: cs1 managedResourceTypes: - Template managedResourceNames: - resource: Template resourceNames: - tp1 - tp2 - resource: Secret resourceNames: - s1 - s2 openshiftResources: - provider: resource path: /some/path.yml """ ) with pytest.raises(KeyError): sut.init_specs_to_fetch( resource_inventory, oc_map, namespaces=[namespace], ) def test_namespaces_type_override_for_unmanaged_type( resource_inventory: resource.ResourceInventory, oc_map: oc.OC_Map, ) -> None: namespace = yaml.safe_load( """ name: ns1 cluster: name: cs1 managedResourceTypes: - Template managedResourceTypeOverrides: - resource: UnmanagedType override: UnmanagedType.unmanagedapi openshiftResources: - provider: resource path: /some/path.yml """ ) with pytest.raises(KeyError): sut.init_specs_to_fetch(resource_inventory, oc_map, namespaces=[namespace]) def test_namespaces_override_managed_type( resource_inventory: resource.ResourceInventory, oc_map: oc.OC_Map, oc_cs1: oc.OCNative, ) -> None: """ test that the override_managed_types parameter for init_specs_to_fetch takes precedence over what might be defined on the namespace. this is relevant for integrations that specifically handle only a subset of types e.g. terraform-resources only managing Secrets """ namespace = yaml.safe_load( """ name: ns1 cluster: name: cs1 managedResourceTypes: - Template managedResourceNames: - resource: Template resourceNames: - tp1 - tp2 openshiftResources: - provider: resource path: /some/path.yml """ ) expected: list[sut.StateSpec] = [ sut.CurrentStateSpec( oc=oc_cs1, cluster="cs1", namespace="ns1", kind="LimitRanges", resource_names=None, ), sut.DesiredStateSpec( oc=oc_cs1, cluster="cs1", namespace="ns1", resource={"provider": "resource", "path": "/some/path.yml"}, parent=namespace, ), ] rs = sut.init_specs_to_fetch( resource_inventory, oc_map=oc_map, namespaces=[namespace], override_managed_types=["LimitRanges"], ) assert rs == expected registrations = list(resource_inventory) # make sure only the override_managed_type LimitRange is present # and not the Template from the namespace assert len(registrations) == 1 cluster, ns, kind, _ = registrations[0] assert (cluster, ns, kind) == ("cs1", "ns1", "LimitRanges") def test_namespaces_managed_fully_qualified_types( resource_inventory: resource.ResourceInventory, oc_map: oc.OC_Map, oc_cs1: oc.OCNative, ) -> None: namespace = yaml.safe_load( """ name: ns1 cluster: name: cs1 managedResourceTypes: - Kind.fully.qualified openshiftResources: - provider: resource path: /some/path.yml """ ) expected: list[sut.StateSpec] = [ sut.CurrentStateSpec( oc=oc_cs1, cluster="cs1", namespace="ns1", kind="Kind.fully.qualified", resource_names=None, ), sut.DesiredStateSpec( oc=oc_cs1, cluster="cs1", namespace="ns1", resource={"provider": "resource", "path": "/some/path.yml"}, parent=namespace, ), ] rs = sut.init_specs_to_fetch( resource_inventory, oc_map, namespaces=[namespace], ) assert rs == expected def test_namespaces_managed_fully_qualified_types_with_resource_names( resource_inventory: resource.ResourceInventory, oc_map: oc.OC_Map, oc_cs1: oc.OCNative, ) -> None: namespace = yaml.safe_load( """ name: ns1 cluster: name: cs1 managedResourceTypes: - Kind.fully.qualified managedResourceNames: - resource: Kind.fully.qualified resourceNames: - n1 - n2 openshiftResources: - provider: resource path: /some/path.yml """ ) expected: list[sut.StateSpec] = [ sut.CurrentStateSpec( oc=oc_cs1, cluster="cs1", namespace="ns1", kind="Kind.fully.qualified", resource_names=["n1", "n2"], ), sut.DesiredStateSpec( oc=oc_cs1, cluster="cs1", namespace="ns1", resource={"provider": "resource", "path": "/some/path.yml"}, parent=namespace, ), ] rs = sut.init_specs_to_fetch( resource_inventory, oc_map, namespaces=[namespace], ) assert rs == expected def test_namespaces_managed_mixed_qualified_types_with_resource_names( resource_inventory: resource.ResourceInventory, oc_map: oc.OC_Map, oc_cs1: oc.OCNative, ) -> None: namespace = yaml.safe_load( """ name: ns1 cluster: name: cs1 managedResourceTypes: - Kind.fully.qualified - Kind managedResourceNames: - resource: Kind.fully.qualified resourceNames: - fname - resource: Kind resourceNames: - name openshiftResources: - provider: resource path: /some/path.yml """ ) expected: list[sut.StateSpec] = [ sut.CurrentStateSpec( oc=oc_cs1, cluster="cs1", namespace="ns1", kind="Kind.fully.qualified", resource_names=["fname"], ), sut.CurrentStateSpec( oc=oc_cs1, cluster="cs1", namespace="ns1", kind="Kind", resource_names=["name"], ), sut.DesiredStateSpec( oc=oc_cs1, cluster="cs1", namespace="ns1", resource={"provider": "resource", "path": "/some/path.yml"}, parent=namespace, ), ] rs = sut.init_specs_to_fetch( resource_inventory, oc_map, namespaces=[namespace], ) assert len(expected) == len(rs) for e in expected: assert e in rs # # populate state tests # def test_populate_current_state( resource_inventory: resource.ResourceInventory, oc_cs1: oc.OCNative ): """ test that populate_current_state properly populates the resource inventory """ # prepare client and resource inventory oc_cs1.init_api_resources = True oc_cs1.api_kind_version = {"Kind": ["fully.qualified/v1", "another.group/v1"]} oc_cs1.get_items = lambda kind, **kwargs: [ build_resource("Kind", "fully.qualified/v1", "name") ] resource_inventory.initialize_resource_type("cs1", "ns1", "Kind.fully.qualified") # process spec = sut.CurrentStateSpec( oc=oc_cs1, cluster="cs1", namespace="ns1", kind="Kind.fully.qualified", resource_names=["name"], ) sut.populate_current_state(spec, resource_inventory, TEST_INT, TEST_INT_VER) # verify cluster, namespace, kind, data = next(iter(resource_inventory)) assert (cluster, namespace, kind) == ("cs1", "ns1", "Kind.fully.qualified") assert data["current"]["name"] == resource.OpenshiftResource( build_resource("Kind", "fully.qualified/v1", "name"), TEST_INT, TEST_INT_VER ) def test_populate_current_state_unknown_kind( resource_inventory: resource.ResourceInventory, oc_cs1: oc.OCNative, mocker ): """ test that a missing kind in the cluster is catched early on """ oc_cs1.init_api_resources = True oc_cs1.api_kind_version = {"Kind": ["some.other.group/v1"]} get_item_mock = mocker.patch.object(oc.OCNative, "get_items", auto_spec=True) spec = sut.CurrentStateSpec( oc=oc_cs1, cluster="cs1", namespace="ns1", kind="Kind.fully.qualified", resource_names=["name"], ) sut.populate_current_state(spec, resource_inventory, TEST_INT, TEST_INT_VER) assert len(list(iter(resource_inventory))) == 0 get_item_mock.assert_not_called() def test_populate_current_state_resource_name_filtering( resource_inventory: resource.ResourceInventory, oc_cs1: oc.OCNative, mocker ): """ test if the resource names are passed properly to the oc client when fetching items """ get_item_mock = mocker.patch.object(oc.OCNative, "get_items", auto_spec=True) spec = sut.CurrentStateSpec( oc=oc_cs1, cluster="cs1", namespace="ns1", kind="Kind.fully.qualified", resource_names=["name1", "name2"], ) sut.populate_current_state(spec, resource_inventory, TEST_INT, TEST_INT_VER) get_item_mock.assert_called_with( "Kind.fully.qualified", namespace="ns1", resource_names=["name1", "name2"] ) # # determine_user_key_for_access tests # def test_determine_user_key_for_access_github_org(): cluster_info = {"auth": {"service": "github-org"}} user_key = sut.determine_user_key_for_access(cluster_info) assert user_key == "github_username" def test_determine_user_key_for_access_github_org_team(): cluster_info = {"auth": {"service": "github-org-team"}} user_key = sut.determine_user_key_for_access(cluster_info) assert user_key == "github_username" def test_determine_user_key_for_access_oidc(): cluster_info = {"auth": {"service": "oidc"}} user_key = sut.determine_user_key_for_access(cluster_info) assert user_key == "org_username" def test_determine_user_key_for_access_not_implemented(): cluster_info = {"auth": {"service": "not-implemented"}, "name": "c"} with pytest.raises(NotImplementedError): sut.determine_user_key_for_access(cluster_info)

26.4576

89

0.597303

78cc4c67fd2b307a3cbdc91e66abb3a9ab2e9957

21,269

py

Python

client/apply_annotations.py

HybridDeveloper/pyre-check

48d1f8bbf19003417e64950561c786e28af1251a

[ "MIT" ]

null

client/apply_annotations.py

HybridDeveloper/pyre-check

48d1f8bbf19003417e64950561c786e28af1251a

[ "MIT" ]

null

client/apply_annotations.py

HybridDeveloper/pyre-check

48d1f8bbf19003417e64950561c786e28af1251a

[ "MIT" ]

null

# Copyright (c) 2016-present, Facebook, Inc. # # This source code is licensed under the MIT license found in the # LICENSE file in the root directory of this source tree from typing import ( IO, Any, Dict, List, NamedTuple, Optional, Sequence, Set, Tuple, Union, overload, ) import libcst as cst def _get_attribute_as_string(attribute: cst.BaseExpression) -> str: names = [] while isinstance(attribute, cst.Attribute): # pyre-fixme[16]: `BaseExpression` has no attribute `value`. if isinstance(attribute.value.value, cst.Attribute): value = _get_attribute_as_string( cst.ensure_type(attribute.value, cst.Attribute).value ) else: value = _get_name_as_string(attribute.value.value) names.append(value) attribute = attribute.attr if attribute is not None: names.append(_get_name_as_string(attribute.value)) return ".".join(names) def _get_name_as_string(node: Union[cst.CSTNode, str]) -> str: if isinstance(node, cst.Name): return node.value else: # pyre-fixme[7]: Expected `str` but got `Union[CSTNode, str]`. return node class FunctionAnnotation(NamedTuple): parameters: cst.Parameters returns: Optional[cst.Annotation] class ImportStatement(NamedTuple): module: Union[cst.Name, cst.Attribute] names: Set[str] class ImportCollector(cst.CSTVisitor): def __init__(self) -> None: self.existing_imports: Set[str] = set() def visit_Import(self, node: cst.Import) -> None: for imported_name in node.names: asname = imported_name.asname if asname: self.existing_imports.add(_get_attribute_as_string(asname.name)) else: self.existing_imports.add(_get_attribute_as_string(imported_name.name)) class TypeCollector(cst.CSTVisitor): def __init__(self, existing_imports: Set[str]) -> None: # Qualifier for storing the canonical name of the current function. self.qualifier: List[str] = [] # Store the annotations. self.function_annotations: Dict[str, FunctionAnnotation] = {} self.attribute_annotations: Dict[str, cst.Annotation] = {} self.imports: Dict[str, ImportStatement] = {} self.existing_imports: Set[str] = existing_imports self.class_definitions: Dict[str, cst.ClassDef] = {} def visit_ClassDef(self, node: cst.ClassDef) -> None: self.qualifier.append(node.name.value) self.class_definitions[node.name.value] = node def leave_ClassDef(self, original_node: cst.ClassDef) -> None: self.qualifier.pop() def visit_FunctionDef(self, node: cst.FunctionDef) -> bool: self.qualifier.append(node.name.value) returns = node.returns if returns is not None: return_annotation = self._create_import_from_annotation(returns) parameter_annotations = self._import_parameter_annotations(node.params) self.function_annotations[".".join(self.qualifier)] = FunctionAnnotation( parameters=parameter_annotations, returns=return_annotation ) # pyi files don't support inner functions, return False to stop the traversal. return False def leave_FunctionDef(self, original_node: cst.FunctionDef) -> None: self.qualifier.pop() def visit_AnnAssign(self, node: cst.AnnAssign) -> bool: # pyre-fixme[16]: `BaseExpression` has no attribute `value`. self.qualifier.append(node.target.value) annotation_value = self._create_import_from_annotation(node.annotation) self.attribute_annotations[".".join(self.qualifier)] = annotation_value return True def leave_AnnAssign(self, original_node: cst.AnnAssign) -> None: self.qualifier.pop() def visit_ImportFrom(self, node: cst.ImportFrom) -> None: module = node.module if module is None or isinstance(node, cst.ImportStar): return # pyre-fixme[6]: Expected `List[CSTNode]` for 1st param but got # `Union[Sequence[ImportAlias], ImportStar]`. # pyre-fixme[6]: Expected `str` for 1st param but got `Union[BaseExpression, # str]`. # pyre-fixme[16]: `None` has no attribute `value`. self._add_to_imports(node.names, cst.Name(module.value), module.value) def _add_annotation_to_imports( self, annotation: cst.Attribute ) -> Union[cst.Name, cst.Attribute]: key = _get_attribute_as_string(annotation.value) # Don't attempt to re-import existing imports. if key in self.existing_imports: return annotation self._add_to_imports( [cst.ImportAlias(name=annotation.attr)], annotation.value, key ) return annotation.attr @overload def _handle_Index(self, slice: cst.Index, node: cst.Subscript) -> cst.Subscript: pass def _handle_Index( # noqa self, slice: cst.Index, node: cst.BaseExpression ) -> cst.BaseExpression: value = slice.value if isinstance(value, cst.Subscript): new_slice = slice.with_changes(value=self._handle_Subscript(value)) return node.with_changes(slice=new_slice) elif isinstance(value, cst.Attribute): new_slice = slice.with_changes(value=self._add_annotation_to_imports(value)) return node.with_changes(slice=new_slice) else: return node def _handle_Subscript(self, node: cst.Subscript) -> cst.Subscript: slice = node.slice if isinstance(slice, list): new_slice = [] for item in slice: value = item.slice.value if isinstance(value, cst.Attribute): name = self._add_annotation_to_imports(item.slice.value) new_index = item.slice.with_changes(value=name) new_slice.append(item.with_changes(slice=new_index)) else: if isinstance(item.slice, cst.Index) and not isinstance( item.slice.value, cst.Name ): new_index = item.slice.with_changes( value=self._handle_Index(item.slice, item) ) item = item.with_changes(slice=new_index, comma=None) new_slice.append(item) return node.with_changes(slice=new_slice) elif isinstance(slice, cst.Index): return self._handle_Index(slice, node) else: return node def _create_import_from_annotation(self, returns: cst.Annotation) -> cst.Annotation: annotation = returns.annotation if isinstance(annotation, cst.Attribute): attr = self._add_annotation_to_imports(annotation) return cst.Annotation(annotation=attr) if isinstance(annotation, cst.Subscript): value = annotation.value if isinstance(value, cst.Name) and value.value == "Type": return returns return cst.Annotation(annotation=self._handle_Subscript(annotation)) else: return returns def _add_to_imports( self, names: List[cst.ImportAlias], module: cst.BaseExpression, key: str ) -> None: names_as_string = [_get_name_as_string(name.name) for name in names] set_names = set(names_as_string) if key not in self.imports: # pyre-fixme[6]: Expected `Union[Attribute, Name]` for 2nd param but got # `BaseExpression`. self.imports[key] = ImportStatement(names=set_names, module=module) else: import_statement = self.imports[key] for name in set_names: if name not in import_statement.names: import_statement.names.add(name) def _import_parameter_annotations( self, parameters: cst.Parameters ) -> cst.Parameters: def update_annotations(parameters: Sequence[cst.Param]) -> List[cst.Param]: updated_parameters = [] for parameter in list(parameters): annotation = parameter.annotation if annotation is not None: parameter = parameter.with_changes( annotation=self._create_import_from_annotation(annotation) ) updated_parameters.append(parameter) return updated_parameters return parameters.with_changes(params=update_annotations(parameters.params)) class TypeTransformer(cst.CSTTransformer): def __init__( self, function_annotations: Dict[str, FunctionAnnotation], attribute_annotations: Dict[str, cst.Annotation], imports: Dict[str, ImportStatement], class_definitions: Dict[str, cst.ClassDef], ) -> None: # Qualifier for storing the canonical name of the current function. self.qualifier: List[str] = [] # Store the annotations. self.function_annotations = function_annotations self.attribute_annotations = attribute_annotations self.toplevel_annotations: Dict[str, cst.CSTNode] = {} self.class_definitions = class_definitions self.visited_classes: Set[str] = set() self.imports = imports self.import_statements: List[cst.ImportFrom] = [] self.is_generated: bool = False def _qualifier_name(self) -> str: return ".".join(self.qualifier) def _annotate_single_target( self, node: cst.Assign, updated_node: cst.Assign ) -> Union[cst.Assign, cst.AnnAssign]: if isinstance(node.targets[0].target, cst.Tuple): target = node.targets[0].target # pyre-fixme[16]: `BaseAssignTargetExpression` has no attribute `elements`. for element in target.elements: if not isinstance(element.value, cst.Subscript): name = _get_name_as_string(element.value.value) self._add_to_toplevel_annotations(name) return updated_node else: target = node.targets[0].target # pyre-fixme[16]: `BaseAssignTargetExpression` has no attribute `value`. name = _get_name_as_string(target.value) self.qualifier.append(name) if self._qualifier_name() in self.attribute_annotations and not isinstance( target, cst.Subscript ): annotation = self.attribute_annotations[self._qualifier_name()] self.qualifier.pop() return cst.AnnAssign(cst.Name(name), annotation, node.value) else: self.qualifier.pop() return updated_node def _split_module( self, module: cst.Module, updated_module: cst.Module ) -> Tuple[ List[Union[cst.SimpleStatementLine, cst.BaseCompoundStatement]], List[Union[cst.SimpleStatementLine, cst.BaseCompoundStatement]], ]: import_add_location = 0 # This works under the principle that while we might modify node contents, # we have yet to modify the number of statements. So we can match on the # original tree but break up the statements of the modified tree. If we # change this assumption in this visitor, we will have to change this code. for i, statement in enumerate(module.body): if isinstance(statement, cst.SimpleStatementLine): for possible_import in statement.body: for last_import in self.import_statements: if possible_import is last_import: import_add_location = i + 1 break return ( list(updated_module.body[:import_add_location]), list(updated_module.body[import_add_location:]), ) def _add_to_toplevel_annotations(self, name: str) -> None: self.qualifier.append(name) if self._qualifier_name() in self.attribute_annotations: annotation = self.attribute_annotations[self._qualifier_name()] self.toplevel_annotations[name] = annotation self.qualifier.pop() def _update_parameters( self, annotations: FunctionAnnotation, updated_node: cst.FunctionDef ) -> cst.Parameters: # Update params and default params with annotations # don't override existing annotations or default values def update_annotation( parameters: Sequence[cst.Param], annotations: Sequence[cst.Param] ) -> List[cst.Param]: parameter_annotations = {} annotated_parameters = [] for parameter in list(annotations): if parameter.annotation: parameter_annotations[parameter.name.value] = parameter.annotation for parameter in list(parameters): key = parameter.name.value if key in parameter_annotations and not parameter.annotation: parameter = parameter.with_changes( annotation=parameter_annotations[key] ) annotated_parameters.append(parameter) return annotated_parameters return annotations.parameters.with_changes( params=update_annotation( updated_node.params.params, annotations.parameters.params ) ) def _insert_empty_line( self, statements: List[Union[cst.SimpleStatementLine, cst.BaseCompoundStatement]], ) -> List[Union[cst.SimpleStatementLine, cst.BaseCompoundStatement]]: if len(statements) < 1: # No statements, nothing to add to return statements if len(statements[0].leading_lines) == 0: # Statement has no leading lines, add one! return [ statements[0].with_changes(leading_lines=(cst.EmptyLine(),)), *statements[1:], ] if statements[0].leading_lines[0].comment is None: # First line is empty, so its safe to leave as-is return statements # Statement has a comment first line, so lets add one more empty line return [ statements[0].with_changes( leading_lines=(cst.EmptyLine(), *statements[0].leading_lines) ), *statements[1:], ] def visit_ClassDef(self, node: cst.ClassDef) -> None: self.qualifier.append(node.name.value) self.visited_classes.add(node.name.value) def leave_ClassDef( self, original_node: cst.ClassDef, updated_node: cst.ClassDef ) -> cst.ClassDef: self.qualifier.pop() return updated_node def visit_FunctionDef(self, node: cst.FunctionDef) -> bool: self.qualifier.append(node.name.value) # pyi files don't support inner functions, return False to stop the traversal. return False def leave_FunctionDef( self, original_node: cst.FunctionDef, updated_node: cst.FunctionDef ) -> cst.FunctionDef: key = self._qualifier_name() self.qualifier.pop() if key in self.function_annotations: annotations = self.function_annotations[key] # Only add new annotation if one doesn't already exist if not updated_node.returns: updated_node = updated_node.with_changes(returns=annotations.returns) # Don't override default values when annotating functions new_parameters = self._update_parameters(annotations, updated_node) return updated_node.with_changes(params=new_parameters) return updated_node def leave_Assign( self, original_node: cst.Assign, updated_node: cst.Assign ) -> Union[cst.Assign, cst.AnnAssign]: if len(original_node.targets) > 1: for assign in original_node.targets: if not isinstance(assign.target, cst.Subscript): self._add_to_toplevel_annotations( # pyre-fixme[16]: `BaseAssignTargetExpression` has no # attribute `value`. _get_name_as_string(assign.target.value) ) return updated_node else: return self._annotate_single_target(original_node, updated_node) def leave_ImportFrom( self, original_node: cst.ImportFrom, updated_node: cst.ImportFrom ) -> cst.ImportFrom: self.import_statements.append(original_node) # pyre-fixme[6]: Expected `Union[Attribute, Name]` for 1st param but got # `Optional[Union[Attribute, Name]]`. key = _get_attribute_as_string(original_node.module) import_names = updated_node.names module = original_node.module if ( module is not None # pyre-fixme[16]: `None` has no attribute `value`. and module.value in self.imports and not isinstance(import_names, cst.ImportStar) ): names_as_string = [_get_name_as_string(name.name) for name in import_names] updated_names = self.imports[key].names.union(set(names_as_string)) names = [cst.ImportAlias(cst.Name(name)) for name in sorted(updated_names)] updated_node = updated_node.with_changes(names=tuple(names)) del self.imports[key] return updated_node def visit_Comment(self, node: cst.Comment) -> None: if "@" "generated" in node.value: self.is_generated = True def leave_Module( self, original_node: cst.Module, updated_node: cst.Module ) -> cst.Module: fresh_class_definitions = [ definition for name, definition in self.class_definitions.items() if name not in self.visited_classes ] if self.is_generated: return original_node if ( not self.toplevel_annotations and not self.imports and not fresh_class_definitions ): return updated_node toplevel_statements = [] # First, find the insertion point for imports statements_before_imports, statements_after_imports = self._split_module( original_node, updated_node ) # Make sure there's at least one empty line before the first non-import statements_after_imports = self._insert_empty_line(statements_after_imports) imported = set() for statement in self.import_statements: names = statement.names if isinstance(names, cst.ImportStar): continue for name in names: if name.asname: name = name.asname if name: imported.add(_get_name_as_string(name.name)) for _, import_statement in self.imports.items(): # Filter out anything that has already been imported. names = import_statement.names.difference(imported) names = [cst.ImportAlias(cst.Name(name)) for name in sorted(names)] if not names: continue import_statement = cst.ImportFrom( module=import_statement.module, names=names ) # Add import statements to module body. # Need to assign an Iterable, and the argument to SimpleStatementLine # must be subscriptable. toplevel_statements.append(cst.SimpleStatementLine([import_statement])) for name, annotation in self.toplevel_annotations.items(): annotated_assign = cst.AnnAssign( cst.Name(name), # pyre-fixme[16]: `CSTNode` has no attribute `annotation`. cst.Annotation(annotation.annotation), None, ) toplevel_statements.append(cst.SimpleStatementLine([annotated_assign])) toplevel_statements.extend(fresh_class_definitions) return updated_node.with_changes( body=[ *statements_before_imports, *toplevel_statements, *statements_after_imports, ] ) def _parse(file: IO[Any]) -> cst.Module: # pyre-fixme[2] contents = file.read() return cst.parse_module(contents) def _annotate_source(stubs: cst.Module, source: cst.Module) -> cst.Module: import_visitor = ImportCollector() source.visit(import_visitor) visitor = TypeCollector(import_visitor.existing_imports) stubs.visit(visitor) transformer = TypeTransformer( visitor.function_annotations, visitor.attribute_annotations, visitor.imports, visitor.class_definitions, ) return source.visit(transformer) def apply_stub_annotations(stub_path: str, file_path: str) -> str: with open(stub_path) as stub_file, open(file_path) as source_file: stubs = _parse(stub_file) source = _parse(source_file) modified_tree = _annotate_source(stubs, source) return modified_tree.code

40.589695

88

0.628332

7ea29e303b3adee10026aa5dc908c49273ba5fd1

244

py

Python

user_management/users/urls.py

abdulwahed-dev/django

f104c90fc3dd94e868a841234d5585b9ce5a61d7

[ "MIT" ]

1

2022-03-23T15:15:33.000Z

user_management/users/urls.py

abdulwahed-dev/django

f104c90fc3dd94e868a841234d5585b9ce5a61d7

[ "MIT" ]

null

user_management/users/urls.py

abdulwahed-dev/django

f104c90fc3dd94e868a841234d5585b9ce5a61d7

[ "MIT" ]

null

from django.urls import path from .views import home, RegisterView # Import the view here urlpatterns = [ path('', home, name='users-home'), path('register/', RegisterView.as_view(), name='users-register'), # This is what we added ]

30.5

94

0.692623

85214c9242f451caeb6c20e658d6a5212184255a

3,150

py

Python

filter_plugins/listoflists.py

chepazzo/ansible-filters-extras

2373d66089cb6497a29577c9de2a705ec9a67ea2

[ "BSD-2-Clause" ]

1

2016-06-22T06:23:58.000Z

filter_plugins/listoflists.py

chepazzo/ansible-filters-extras

2373d66089cb6497a29577c9de2a705ec9a67ea2

[ "BSD-2-Clause" ]

null

filter_plugins/listoflists.py

chepazzo/ansible-filters-extras

2373d66089cb6497a29577c9de2a705ec9a67ea2

[ "BSD-2-Clause" ]

null

''' This is a collection of filters that deals with lists of lists ''' from __future__ import absolute_import from ansible import errors import itertools class FilterModule(object): ''' Class to make filters available to Ansible ''' def filters(self): ''' List of filters to import into Ansible ''' return { 'collapse': collapse, 'collapse_dict': collapse_dict, 'expand_ranges': expand_ranges, } def collapse(stuff): ''' collapse will take a list of list and return a single list This is similar to using with_flattened, except that this module can be used inside of a jinja2 template. Args: stuff (list): List of lists that you need to collapse. Usually, this passed via pipe. Returns: list: A combined flattened list. ''' return list(itertools.chain.from_iterable(stuff)) def collapse_dict(stuff): ''' collapse will take a dict of lists and return a single list This is similar to using with_flattened, except that this module can be used inside of a jinja2 template. Args: stuff (dict): Dict of lists that you need to collapse. Usually, this passed via pipe. Returns: list: A combined flattened list. Example: vars: users: apps: - name: www-data id: 33 people: - name: mike id: 1001 - name: bob id: 1002 tasks: - name: show me stuff debug: {{users|collapse_dict}} returns: [{'name': 'www-data', 'id': 33}, {'name': 'mike', 'id': 1001}, {'name': 'bob', 'id': 1002}] ''' return list(itertools.chain.from_iterable(stuff.values())) def expand_ranges(stuff,field='name'): ''' Expands lists with embedded ranges to a single list. Args: stuff (list): List of dicts with ranges. Usually, this passed via pipe. field (Optional[str]): Name of field that is expected to have a value of 'range' for items that need to be expanded. This is also the field that will be populated with the output of the expanded range. Returns: list: Unified list with ranges expanded to multiple items. Example: Playbook Example:: --- vars: ints: - name: range prefix: "ge-0/1/" range: [0,4] - name: ge-1/0/0 - name: ge-2/0/0 tasks: - name: expand_ranges debug: var={{ item.name }} with_items: ints|expand_ranges('name') ''' ret = [] for s in stuff: if field not in s: ret.append(s) continue if s[field] != 'range': ret.append(s) continue prefix = s.get('prefix','') suffix = s.get('suffix','') for num in range(*s['range']): thing = {} thing.update(s) thing[field] = "%s%s%s"%(prefix,num,suffix) ret.append(thing) return ret

27.155172

104

0.552698

6e646c02b344a3c96d38b25862a43d8250b4520f

33,856

py

Python

flow/util/genMetrics.py

mathursanjiv/OpenROAD-flow-scripts

99889aac8cfbe6c96da2001e43f71d4522f144e2

[ "BSD-3-Clause" ]

null

flow/util/genMetrics.py

mathursanjiv/OpenROAD-flow-scripts

99889aac8cfbe6c96da2001e43f71d4522f144e2

[ "BSD-3-Clause" ]

null

flow/util/genMetrics.py

mathursanjiv/OpenROAD-flow-scripts

99889aac8cfbe6c96da2001e43f71d4522f144e2

[ "BSD-3-Clause" ]

null

#!/usr/bin/env python3 # This scripts attempts to extract relevant data from a completed flow design # and save it into a 'metadata.json'. It achieves this by looking for specific # information in specific files using regular expressions # ----------------------------------------------------------------------------- import os from sys import exit from datetime import datetime, timedelta from collections import defaultdict from uuid import uuid4 as uuid from subprocess import check_output, call, STDOUT import argparse import json import pandas as pd import re # make sure the working dir is flow/ os.chdir(os.path.join(os.path.dirname(os.path.abspath(__file__)) , '..')) # Parse and validate arguments # ============================================================================= def parse_args(): parser = argparse.ArgumentParser( description='Generates metadata from OpenROAD flow') parser.add_argument('--flowPath', '-f', required=False, default='./', help='Path to the flow directory') parser.add_argument('--design', '-d', required=False, default='all_designs', help='Design Name for metrics') parser.add_argument('--flowVariant', '-v', required=False, default='base', help='FLOW_VARIANT for the design') parser.add_argument('--platform', '-p', required=False, default='nangate45', help='Design Platform') parser.add_argument('--comment', '-c', required=False, default='', help='Additional comments to embed') parser.add_argument('--output', '-o', required=False, default='metadata.json', help='Output file') parser.add_argument('--hier', '-x', action='store_true', help='Hierarchical JSON') args = parser.parse_args() if not os.path.isdir(args.flowPath): print('[ERROR] flowPath does not exist') print('Path: ' + args.flowPath) exit(1) return args # Functions # ============================================================================= # Main function to do specific extraction of patterns from a file # This function will look for a regular expression 'pattern' in a 'file', and # set the key, 'jsonTag', to the value found. The specific 'occurrence' selects # which occurrence it uses (default -1, i.e., last). If pattern not found, it # will print an error and set the value to N/A. If a 'defaultNotFound' is set, # it will use that instead. If count is set to True, it will return the count # of the pattern. def extractTagFromFile(jsonTag, jsonFile, pattern, file, count=False, occurrence=-1, defaultNotFound='N/A', t=str, required=True): if jsonTag in jsonFile: print('[WARN] Overwriting Tag', jsonTag) # Open file try: searchFilePath = os.path.join(args.flowPath, file) with open(searchFilePath) as f: content = f.read() parsedMetrics = re.findall(pattern, content, re.M) patternNotFound = (len(parsedMetrics) < abs(occurrence)) if patternNotFound and not required: jsonFile[jsonTag] = defaultNotFound return if parsedMetrics: if count: # Return the count jsonFile[jsonTag] = len(parsedMetrics) else: # Note: This gets the specified occurrence value = parsedMetrics[occurrence] if isinstance(value, tuple): value = value[arrayPos] value = value.strip() try: jsonFile[jsonTag] = float(value) except BaseException: jsonFile[jsonTag] = str(value) else: # Only print a warning if the defaultNotFound is not set print('[WARN] Tag {} not found in {}.'.format(jsonTag, searchFilePath), 'Will use {}.'.format(defaultNotFound)) jsonFile[jsonTag] = defaultNotFound except IOError: print('[ERROR] Failed to open file:', searchFilePath) jsonFile[jsonTag] = 'ERR' def extractGnuTime(prefix, jsonFile, file): extractTagFromFile( prefix + '__runtime__total', jsonFile, '^Elapsed time: (\S+)\[h:\]min:sec. Average CPU: \S+. Peak memory: \S+KB.', file) extractTagFromFile( prefix + '__cpu__total', jsonFile, '^Elapsed time: \S+\[h:\]min:sec. Average CPU: (\S+). Peak memory: \S+KB.', file) extractTagFromFile( prefix + '__mem__peak', jsonFile, '^Elapsed time: \S+\[h:\]min:sec. Average CPU: \S+. Peak memory: (\S+)KB.', file) # # Extract Clock Latency, Skew numbers # Need to extract these from native json # def get_skew_latency(file_name): f = None try: f = open(file_name, 'r') except IOError: print('[WARN] Failed to open file:', file_name) return ('ERR', 'ERR', 'ERR') lines = f.readlines() f.close() latency_section = False latency_max = latency_min = skew = 0.0 worst_latency_max = worst_latency_min = worst_skew = 0.0 for line in lines: if len(line.split()) < 1: continue if line.startswith('Latency'): latency_section = True continue if latency_section and len(line.split()) == 1: latency_max = float(line.split()[0]) continue if latency_section and len(line.split()) > 2: latency_min = float(line.split()[0]) skew = float(line.split()[2]) if skew > worst_skew: worst_skew = skew worst_latency_max = latency_max worst_latency_min = latency_min latency_section = False return(worst_latency_max, worst_latency_min, worst_skew) # # Extract clock info from sdc file # def read_sdc(file_name): clkList = [] sdcFile = None try: sdcFile = open(file_name, 'r') except IOError: print('[WARN] Failed to open file:', file_name) return clkList lines = sdcFile.readlines() sdcFile.close() for line in lines: if len(line.split()) < 2: continue if line.split()[0] == 'create_clock': clk_idx = line.split().index('-name') clkName = line.split()[clk_idx + 1] period_idx = line.split().index('-period') period = line.split()[period_idx + 1] clk = '%s: %s' % (clkName, period) clkList.append(clk) clkList.sort() return clkList # Main # ============================================================================= def is_git_repo(folder=None): cmd = ['git', 'branch'] if folder is not None: return call(cmd, stderr=STDOUT, stdout=open(os.devnull, 'w'), cwd=folder) == 0 else: return call(cmd, stderr=STDOUT, stdout=open(os.devnull, 'w')) == 0 def extract_metrics(cwd, platform, design, flow_variant, output, hier_json): baseRegEx = '^{}\n^-*\n^{}' logPath = os.path.join(cwd, 'logs', platform, design, flow_variant) rptPath = os.path.join(cwd, 'reports', platform, design, flow_variant) resultPath = os.path.join(cwd, 'results', platform, design, flow_variant) metrics_dict = defaultdict(dict) metrics_dict['run__flow__generate__date'] = now.strftime('%Y-%m-%d %H:%M') metrics_dict['run__flow__metrics__version'] = 'Metrics_2.1' cmdOutput = check_output(['openroad', '-version']) cmdFields = [x.decode('utf-8') for x in cmdOutput.split()] metrics_dict['run__flow__openroad__version'] = str(cmdFields[0]) if len(cmdFields) > 1: metrics_dict['run__flow__openroad__commit'] = str(cmdFields[1]) else: metrics_dict['run__flow__openroad__commit'] = 'N/A' if is_git_repo(): cmdOutput = check_output(['git', 'rev-parse', 'HEAD']) cmdOutput = cmdOutput.decode('utf-8').strip() else: cmdOutput = 'not a git repo' print('[WARN]', cmdOutput) metrics_dict['run__flow__scripts__commit'] = cmdOutput metrics_dict['run__flow__uuid'] = str(uuid()) metrics_dict['run__flow__design'] = design metrics_dict['run__flow__platform'] = platform platformDir = os.environ.get('PLATFORM_DIR') if platformDir is None: print('[INFO]', 'PLATFORM_DIR env variable not set') cmdOutput = 'N/A' elif is_git_repo(folder=platformDir): cmdOutput = check_output(['git', 'rev-parse', 'HEAD'], cwd=platformDir) cmdOutput = cmdOutput.decode('utf-8').strip() else: print('[WARN]', 'not a git repo') cmdOutput = 'N/A' metrics_dict['run__flow__platform__commit'] = cmdOutput metrics_dict['run__flow__variant'] = flow_variant extractTagFromFile('run__flow__platform__timing_units', metrics_dict, '^ time (\S+)', logPath + '/2_1_floorplan.log') extractTagFromFile('run__flow__platform__power_units', metrics_dict, '^ power (\S+)', logPath + '/2_1_floorplan.log') extractTagFromFile('run__flow__platform__distance_units', metrics_dict, '^ distance (\S+)', logPath + '/2_1_floorplan.log') # Synthesis # ========================================================================= extractTagFromFile('synth__design__instance__stdcell__count', metrics_dict, 'Number of cells: +(\S+)', rptPath + '/synth_stat.txt') extractTagFromFile('synth__design__instance__stdcell__area', metrics_dict, 'Chip area for module.*: +(\S+)', rptPath + '/synth_stat.txt') extractGnuTime('synth', metrics_dict, logPath + '/1_1_yosys.log') # Clocks # ========================================================================= clk_list = read_sdc(resultPath + '/2_floorplan.sdc') metrics_dict['constraints__clocks__count'] = len(clk_list) metrics_dict['constraints__clocks__details'] = clk_list # Floorplan # ========================================================================= extractTagFromFile('floorplan__design__restruct__stdcell__count__pre', metrics_dict, 'number instances before restructure is (\d+)', logPath + '/2_1_floorplan.log', defaultNotFound=0, required=False) extractTagFromFile('floorplan__design__restruct__stdcell__count__post', metrics_dict, 'number instances after restructure is (\d+)', logPath + '/2_1_floorplan.log', defaultNotFound=0, required=False) extractTagFromFile('floorplan__design__restruct__stdcell__area__pre', metrics_dict, '^Design area (\S+) u\^2', logPath + '/2_1_floorplan.log', occurrence=-2, defaultNotFound=0, required=False) extractTagFromFile('floorplan__design__restruct__stdcell__area__post', metrics_dict, '^Design area (\S+) u\^2', logPath + '/2_1_floorplan.log', defaultNotFound=0, required=False) extractTagFromFile('floorplan__timing__setup__tns', metrics_dict, baseRegEx.format('floorplan final report_tns', 'tns (\S+)'), logPath + '/2_1_floorplan.log') extractTagFromFile('floorplan__timing__setup__ws', metrics_dict, baseRegEx.format('floorplan final report_worst_slack', 'worst slack (\S+)'), logPath + '/2_1_floorplan.log', occurrence=0) extractTagFromFile('floorplan__design__instance__stdcell__area', metrics_dict, baseRegEx.format('floorplan final report_design_area', '^Design area (\S+) u\^2'), logPath + '/2_1_floorplan.log') extractTagFromFile('floorplan__design__instance__design__util', metrics_dict, baseRegEx.format('floorplan final report_design_area', '^Design area .* (\S+)% utilization'), logPath + '/2_1_floorplan.log') extractTagFromFile('floorplan__design__io__count', metrics_dict, 'Number of I/O +(\d+)', logPath + '/3_2_place_iop.log') extractTagFromFile('floorplan__design__instance__macros__count', metrics_dict, 'Found (\S+) macros.', logPath + '/2_4_mplace.log', defaultNotFound=0) extractGnuTime('floorplan', metrics_dict, logPath + '/2_4_mplace.log') # Place # ========================================================================= extractTagFromFile('globalplace__route__wirelength__estimated', metrics_dict, 'Total wirelength: (\S+)', logPath + '/3_1_place_gp.log') extractTagFromFile('globalplace__timing__setup__tns', metrics_dict, baseRegEx.format('global place report_tns', 'tns (\S+)'), logPath + '/3_1_place_gp.log') extractTagFromFile('globalplace__timing__setup__ws', metrics_dict, baseRegEx.format('global place report_worst_slack', 'worst slack (\S+)'), logPath + '/3_1_place_gp.log') extractGnuTime('globalplace', metrics_dict, logPath + '/3_1_place_gp.log') extractTagFromFile('placeopt__timing__setup__tns', metrics_dict, baseRegEx.format('resizer report_tns', 'tns (\S+)'), logPath + '/3_3_resizer.log') extractTagFromFile('placeopt__timing__setup__ws', metrics_dict, baseRegEx.format('resizer report_worst_slack', 'worst slack (\S+)'), logPath + '/3_3_resizer.log') extractTagFromFile('placeopt__design__instance__design__area', metrics_dict, baseRegEx.format('resizer report_design_area', '^Design area (\S+) u\^2'), logPath + '/3_3_resizer.log') extractTagFromFile('placeopt__design__instance__design__util', metrics_dict, baseRegEx.format('resizer report_design_area', '^Design area .* (\S+)% utilization'), logPath + '/3_3_resizer.log') extractTagFromFile('placeopt__timing__slew__violation__count', metrics_dict, baseRegEx.format('resizer max_slew_violation_count', 'max slew violation count (\S+)'), logPath + '/3_3_resizer.log') extractTagFromFile('placeopt__timing__fanout__violation__count', metrics_dict, baseRegEx.format('resizer max_fanout_violation_count', 'max fanout violation count (\S+)'), logPath + '/3_3_resizer.log') extractTagFromFile('placeopt__timing__max_cap__violation__count', metrics_dict, baseRegEx.format('resizer max_cap_violation_count', 'max cap violation count (\S+)'), logPath + '/3_3_resizer.log') extractTagFromFile('placeopt__design__instance__stdcell__count', metrics_dict, '^instance_count\n-*\n^(\S+)', logPath + '/3_3_resizer.log') extractGnuTime('placeopt', metrics_dict, logPath + '/3_3_resizer.log') extractTagFromFile('detailedplace__design__violations__count', metrics_dict, '^\[INFO FLW-0012\] Placement violations (\S+).', logPath + '/3_4_opendp.log') extractTagFromFile('detailedplace__timing__setup__tns', metrics_dict, baseRegEx.format('detailed place report_tns', 'tns (\S+)'), logPath + '/3_4_opendp.log') extractTagFromFile('detailedplace__timing__setup__ws', metrics_dict, baseRegEx.format('detailed place report_worst_slack', 'worst slack (\S+)'), logPath + '/3_4_opendp.log') extractTagFromFile('detailedplace__design__instance__displacement__total', metrics_dict, 'total displacement +(\d*\.?\d*)', logPath + '/3_4_opendp.log') extractTagFromFile('detailedplace__design__instance__displacement__mean', metrics_dict, 'average displacement +(\d*\.?\d*)', logPath + '/3_4_opendp.log') extractTagFromFile('detailedplace__desgin__instance__displacement__max', metrics_dict, 'max displacement +(\d*\.?\d*)', logPath + '/3_4_opendp.log') extractTagFromFile('detailedplace__route__wirelength__estimated', metrics_dict, 'legalized HPWL +(\d*\.?\d*)', logPath + '/3_4_opendp.log') extractGnuTime('detailedplace', metrics_dict, logPath + '/3_4_opendp.log') # CTS # ========================================================================= latency_max, latency_min, skew = get_skew_latency(logPath + '/4_1_cts.log') metrics_dict['cts__clock__latency__min'] = latency_min metrics_dict['cts__clock__latency__max'] = latency_max metrics_dict['cts__clock__skew__worst'] = skew extractTagFromFile('cts__timing__setup__tns__prerepair', metrics_dict, baseRegEx.format('cts pre-repair report_tns', 'tns (\S+)'), logPath + '/4_1_cts.log') extractTagFromFile('cts__timing__slew__violation__count__prerepair', metrics_dict, baseRegEx.format( 'cts pre-repair max_slew_violation_count', 'max slew violation count (\S+)'), logPath + '/4_1_cts.log') extractTagFromFile('cts__timing__fanout__violation__count__prerepair', metrics_dict, baseRegEx.format( 'cts pre-repair max_fanout_violation_count', 'max fanout violation count (\S+)'), logPath + '/4_1_cts.log') extractTagFromFile('cts__timing__max_cap__violation__count__prerepair', metrics_dict, baseRegEx.format( 'cts pre-repair max_cap_violation_count', 'max cap violation count (\S+)'), logPath + '/4_1_cts.log') extractTagFromFile('cts__timing__setup__ws__prerepair', metrics_dict, baseRegEx.format('cts pre-repair report_worst_slack', 'worst slack (\S+)'), logPath + '/4_1_cts.log') extractTagFromFile('cts__timing__setup__tns__postrepair', metrics_dict, baseRegEx.format('cts post-repair report_tns', 'tns (\S+)'), logPath + '/4_1_cts.log') extractTagFromFile('cts__timing__setup__ws__postrepair', metrics_dict, baseRegEx.format('cts post-repair report_worst_slack', 'worst slack (\S+)'), logPath + '/4_1_cts.log') extractTagFromFile('cts__timing__slew__violation__count__postrepair', metrics_dict, baseRegEx.format( 'cts post-repair max_slew_violation_count', 'max slew violation count (\S+)'), logPath + '/4_1_cts.log') extractTagFromFile('cts__timing__fanout__violation__count__postrepair', metrics_dict, baseRegEx.format( 'cts post-repair max_fanout_violation_count', 'max fanout violation count (\S+)'), logPath + '/4_1_cts.log') extractTagFromFile('cts__timing__max_cap__violation__count__postrepair', metrics_dict, baseRegEx.format( 'cts post-repair max_cap_violation_count', 'max cap violation count (\S+)'), logPath + '/4_1_cts.log') extractTagFromFile('cts__timing__setup__tns', metrics_dict, baseRegEx.format('cts final report_tns', 'tns (\S+)'), logPath + '/4_1_cts.log') extractTagFromFile('cts__timing__setup__tns', metrics_dict, baseRegEx.format('cts final report_tns', 'tns (\S+)'), logPath + '/4_1_cts.log') extractTagFromFile('cts__timing__setup__ws', metrics_dict, baseRegEx.format('cts final report_worst_slack', 'worst slack (\S+)'), logPath + '/4_1_cts.log') extractTagFromFile('cts__timing__slew__violation__count', metrics_dict, baseRegEx.format('cts final max_slew_violation_count', 'max slew violation count (\S+)'), logPath + '/4_1_cts.log') extractTagFromFile('cts__timing__fanout__violation__count', metrics_dict, baseRegEx.format('cts final max_fanout_violation_count', 'max fanout violation count (\S+)'), logPath + '/4_1_cts.log') extractTagFromFile('cts__design__instance__hold_buffer__count', metrics_dict, 'Inserted (\d+) hold buffers', logPath + '/4_1_cts.log', defaultNotFound=0) # Route # ========================================================================= logFile = logPath + '/5_1_fastroute.log' latency_max, latency_min, skew = get_skew_latency(logFile) metrics_dict['globalroute__clock__latency__min'] = latency_min metrics_dict['globalroute__clock__latency__max'] = latency_max metrics_dict['globalroute__clock__skew__worst'] = skew extractTagFromFile('globalroute__timing__setup__tns', metrics_dict, baseRegEx.format('global route report_tns', 'tns (\S+)'), logPath + '/5_1_fastroute.log') extractTagFromFile('globalroute__timing__setup__ws', metrics_dict, baseRegEx.format('global route report_worst_slack', 'worst slack (\S+)'), logPath + '/5_1_fastroute.log') extractTagFromFile('globalroute__timing__slew__violation__count', metrics_dict, baseRegEx.format( 'global route max_slew_violation_count', 'max slew violation count (\S+)'), logPath + '/5_1_fastroute.log') extractTagFromFile('globalroute__timing__fanout__violation__count', metrics_dict, baseRegEx.format( 'global route max_fanout_violation_count', 'max fanout violation count (\S+)'), logPath + '/5_1_fastroute.log') extractTagFromFile('globalroute__timing__max_cap__violation__count', metrics_dict, baseRegEx.format('global route max_cap_violation_count', 'max cap violation count (\S+)'), logPath + '/5_1_fastroute.log') extractTagFromFile('globalroute__timing__clock__slack', metrics_dict, '^\[INFO FLW-....\] Clock .* slack (\S+)', logPath + '/5_1_fastroute.log') extractTagFromFile('globalroute__timing__clock__period', metrics_dict, '^\[INFO FLW-....\] Clock .* period (\S+)', logPath + '/5_1_fastroute.log') extractGnuTime('globalroute', metrics_dict, logPath + '/5_1_fastroute.log') extractTagFromFile('detailedroute__route__wirelength', metrics_dict, 'Total wire length = +(\S+) um.', logPath + '/5_2_TritonRoute.log') extractTagFromFile('detailedroute__route__via__count', metrics_dict, 'Total number of vias = +(\S+).', logPath + '/5_2_TritonRoute.log') extractTagFromFile('detailedroute__route__drc_errors__count', metrics_dict, '(?i)violation', rptPath + '/5_route_drc.rpt', count=True, defaultNotFound=0) extractGnuTime('detailedroute', metrics_dict, logPath + '/5_2_TritonRoute.log') # Finish # ========================================================================= logFile = logPath + '/6_report.log' latency_max, latency_min, skew = get_skew_latency(logFile) metrics_dict['finish__clock__latency__min'] = latency_min metrics_dict['finish__clock__latency__max'] = latency_max metrics_dict['finish__clock__skew__worst'] = skew extractTagFromFile('finish__timing__setup__tns', metrics_dict, baseRegEx.format('finish report_tns', 'tns (\S+)'), logPath + '/6_report.log') extractTagFromFile('finish__timing__setup__ws', metrics_dict, baseRegEx.format('finish report_worst_slack', 'worst slack (\S+)'), logPath + '/6_report.log') extractTagFromFile('finish__timing__slew__violation__count', metrics_dict, baseRegEx.format('finish max_slew_violation_count', 'max slew violation count (\S+)'), logPath + '/6_report.log') extractTagFromFile('finish__timing__fanout__violation__count', metrics_dict, baseRegEx.format('finish max_fanout_violation_count', 'max fanout violation count (\S+)'), logPath + '/6_report.log') extractTagFromFile('finish__timing__max_cap__violation__count', metrics_dict, baseRegEx.format('finish max_cap_violation_count', 'max cap violation count (\S+)'), logPath + '/6_report.log') extractTagFromFile('finish__power__internal__total', metrics_dict, 'Total +(\S+) +\S+ +\S+ +\S+ +\S+', logPath + '/6_report.log') extractTagFromFile('finish__power__switch__total', metrics_dict, 'Total +\S+ +(\S+) +\S+ +\S+ +\S+', logPath + '/6_report.log') extractTagFromFile('finish__power__leakage__total', metrics_dict, 'Total +\S+ +\S+ +(\S+) +\S+ +\S+', logPath + '/6_report.log') extractTagFromFile('finish__power__total', metrics_dict, 'Total +\S+ +\S+ +\S+ +(\S+) +\S+', logPath + '/6_report.log') extractTagFromFile('finish__design__instance__area', metrics_dict, baseRegEx.format('finish report_design_area', '^Design area (\S+) u\^2'), logPath + '/6_report.log') extractTagFromFile('finish__design__instance__utilization', metrics_dict, baseRegEx.format('finish report_design_area', '^Design area .* (\S+)% utilization'), logPath + '/6_report.log') extractGnuTime('finish', metrics_dict, logPath + '/6_report.log') # Accumulate time # ========================================================================= failed = False total = timedelta() for key in metrics_dict: if key.endswith('__runtime__total'): # Big try block because Hour and microsecond is optional try: t = datetime.strptime(metrics_dict[key], '%H:%M:%S.%f') except ValueError: try: t = datetime.strptime(metrics_dict[key], '%M:%S.%f') except ValueError: try: t = datetime.strptime(metrics_dict[key], '%H:%M:%S') except ValueError: try: t = datetime.strptime(metrics_dict[key], '%M:%S') except ValueError: failed = True break delta = timedelta(hours=t.hour, minutes=t.minute, seconds=t.second, microseconds=t.microsecond) total += delta if failed: metrics_dict['total_time'] = 'ERR' else: metrics_dict['total_time'] = str(total) metrics_df = pd.DataFrame(list(metrics_dict.items())) col_index = metrics_df.iloc[0][1] + '__' + metrics_df.iloc[1][1] metrics_df.columns = ['Metrics', col_index] if hier_json: # Convert the Metrics dictionary to hierarchical format by stripping # the stage as a 'key' hier_dict = defaultdict(dict) for metric in metrics_dict: key_list = metric.split('__', 1) if len(key_list) == 2: hier_dict[key_list[0]][key_list[1]] = metrics_dict[metric] metrics_dict = hier_dict with open(output, 'w') as resultSpecfile: json.dump(metrics_dict, resultSpecfile, indent=2) return metrics_dict, metrics_df args = parse_args() now = datetime.now() if args.design == 'all_designs': print('List of designs') rootdir = './logs' all_df = pd.DataFrame() all_d = [] flow_variants = args.flowVariant.split() cwd = os.getcwd() for platform_it in os.scandir(rootdir): if not platform_it.is_dir(): continue plt = platform_it.name for design_it in os.scandir(platform_it.path): if not design_it.is_dir(): continue for variant in flow_variants: des = design_it.name print(plt, des, variant) file = '/'.join(['reports', plt, des, variant, 'metrics.json']) metrics, df = extract_metrics(cwd, plt, des, variant, file, args.hier) all_d.append(metrics) if all_df.shape[0] == 0: all_df = df else: all_df = all_df.merge(df, on='Metrics', how='inner') with open('metrics.json', 'w') as outFile: json.dump(all_d, outFile, indent=2) with open('metrics.html', 'w') as f: f.write(all_df.to_html()) else: metrics_dict, metrics_df = extract_metrics(args.flowPath, args.platform, args.design, args.flowVariant, args.output, args.hier)

40.692308

83

0.514207

e8bbb6bbed50992bcaa9c9c026723edaf24acdaa

1,479

py

Python

src/fleetctrl/charging/ChargingBase.py

TUM-VT/FleetPy

596bcec9fbd2fe52206079641d549bf028d2879d

[ "MIT" ]

19

2021-12-11T17:17:00.000Z

2022-03-24T07:27:06.000Z

src/fleetctrl/charging/ChargingBase.py

TUM-VT/FleetPy

596bcec9fbd2fe52206079641d549bf028d2879d

[ "MIT" ]

null

src/fleetctrl/charging/ChargingBase.py

TUM-VT/FleetPy

596bcec9fbd2fe52206079641d549bf028d2879d

[ "MIT" ]

1

2021-12-21T11:20:39.000Z

from abc import abstractmethod, ABC import logging LOG = logging.getLogger(__name__) class ChargingBase(ABC): def __init__(self, fleetctrl, operator_attributes, solver="Gurobi"): """Initialization of charging class. :param fleetctrl: FleetControl class :param operator_attributes: operator dictionary that can contain additionally required parameters :param solver: solver for optimization problems """ self.fleetctrl = fleetctrl self.cm = fleetctrl.charging_management self.routing_engine = fleetctrl.routing_engine self.solver_key = solver # children classes: # - check of additionally required attributes from operator_attributes # - save these as class attributes def time_triggered_charging_processes(self, sim_time): """This method can be used to apply a charging strategy and additionally, charge vehicles in depots if there are free slots. :param sim_time: current simulation time :return: None """ # 1a) apply charging strategy self._call_specific_charging_strategy(sim_time) # 1b) fill empty charging units at depots self.cm.fill_charging_units_at_depot(self, sim_time) @abstractmethod def _call_specific_charging_strategy(self, sim_time): """This method can be used to apply a charging strategy. :param sim_time: :return: None """ pass

34.395349

120

0.686951

fc582b66ce12409fde254083aba2fb73a39b3c0c

303

py

Python

src/endpoints/sample/args.py

C-I-D-A-S/python-project-template

99946bb36a4aa25dcac90a1ff9662ca1a8d45536

[ "Apache-2.0" ]

null

src/endpoints/sample/args.py

C-I-D-A-S/python-project-template

99946bb36a4aa25dcac90a1ff9662ca1a8d45536

[ "Apache-2.0" ]

null

src/endpoints/sample/args.py

C-I-D-A-S/python-project-template

99946bb36a4aa25dcac90a1ff9662ca1a8d45536

[ "Apache-2.0" ]

null

""" Module for API arguments config Author: Po-Chun, Lu """ def add_post_args(post_parser): """ defining post arguments """ post_parser.add_argument( "job_id", type=str, required=True, location="json", help="job_id parameter should be list", )

16.833333

47

0.594059

7cd73d653bcaab2dbd6c30c08ee291e261d0abfc

4,252

py

Python

S4/S4 Library/simulation/objects/components/autonomy.py

NeonOcean/Environment

ca658cf66e8fd6866c22a4a0136d415705b36d26

[ "CC-BY-4.0" ]

1

2021-05-20T19:33:37.000Z

S4/S4 Library/simulation/objects/components/autonomy.py

NeonOcean/Environment

ca658cf66e8fd6866c22a4a0136d415705b36d26

[ "CC-BY-4.0" ]

null

S4/S4 Library/simulation/objects/components/autonomy.py

NeonOcean/Environment

ca658cf66e8fd6866c22a4a0136d415705b36d26

[ "CC-BY-4.0" ]

null

from autonomy.settings import AutonomyRandomization from sims4.tuning.tunable import TunableTuple, TunableSet, TunableReference, Tunable, OptionalTunable, TunableEnumEntry import services class TunableParameterizedAutonomy(TunableTuple, is_fragment=True): def __init__(self): super().__init__(commodities=TunableSet(TunableReference(services.statistic_manager(), description='The type of commodity to search for.'), description='List of commodities to run parameterized autonomy against after running this interaction.'), static_commodities=TunableSet(TunableReference(services.static_commodity_manager(), description='The type of static commodity to search for.'), description='List of static commodities to run parameterized autonomy against after running this interaction.'), same_target_only=Tunable(bool, False, description='If checked, only interactions on the same target as this interaction will be considered.'), retain_priority=Tunable(bool, True, description='If checked, this autonomy request is run at the same priority level as the interaction creating it. If unchecked, the interaction chosen will run at low priority.'), consider_same_target=Tunable(bool, True, description='If checked, parameterized autonomy will consider interactions on the current Target.'), retain_carry_target=Tunable(bool, True, description="If checked, the interactions considered for autonomy will retain this interaction's carry target. It is useful to uncheck this if the desired autonomous interactions need not to consider carry, e.g. the Grim Reaper finding arbitrary interactions while in an interaction holding his scythe as a carry target."), randomization_override=OptionalTunable(description='\n If enabled then the parameterized autonomy will run with\n an overwritten autonomy randomization settings.\n ', tunable=TunableEnumEntry(description='\n The autonomy randomization setting that will be used.\n ', tunable_type=AutonomyRandomization, default=AutonomyRandomization.UNDEFINED)), radius_to_consider=Tunable(description='\n The radius around the sim that targets must be in to be valid for Parameterized \n Autonomy. Anything outside this radius will be ignored. A radius of 0 is considered\n infinite.\n ', tunable_type=float, default=0), consider_scores_of_zero=Tunable(description='\n The autonomy request will consider scores of zero. This allows sims to to choose things they \n might not desire.\n ', tunable_type=bool, default=False), test_connectivity_to_target=Tunable(description='\n If checked, this test will ensure the Sim can pass a pt to\n pt connectivity check to the advertising object.\n ', tunable_type=bool, default=True), retain_context_source=Tunable(description='\n If True, any interactions that run as a result of\n this request will run with the same context source as the creating\n interaction. If False, it will default to InteractionContext.SOURCE_AUTONOMY.\n ', tunable_type=bool, default=False), ignore_user_directed_and_autonomous=Tunable(description='\n If True, parametrized request will ignore autonomous and\n user directed checks. This means, that the request may\n push a user directed or autonomous interaction without\n restriction.\n A use case for this is when a vampire runs pre run autonomy\n to enable its dark form, we want to keep the context as \n user directed (to keep the high priority of the\n interaction), but the interaction being run can normally\n not be user directed (since we dont want it on the pie\n menu). \n ', tunable_type=bool, default=False), description='Commodities and StaticCommodities will be combined, so interactions must support at least one commodity from both lists.')

472.444444

3,969

0.703904

f8a8cced9c54b3e1935d9b4451847d493adbf6b0

8,006

py

Python

tfx/dependencies.py

v1incent/tfx

ce6d6f64d326be3d57761a31b60f951fa95a39e5

[ "Apache-2.0" ]

null

tfx/dependencies.py

v1incent/tfx

ce6d6f64d326be3d57761a31b60f951fa95a39e5

[ "Apache-2.0" ]

null

tfx/dependencies.py

v1incent/tfx

ce6d6f64d326be3d57761a31b60f951fa95a39e5

[ "Apache-2.0" ]

null

# Copyright 2019 Google LLC. All Rights Reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. """Package dependencies for TFX. tfx and family libraries (such as tensorflow-model-analysis) adopts environment variable (TFX_DEPENDENCY_SELECTOR) based dependency version selection. This dependency will be baked in to the wheel, in other words you cannot change dependency string once wheel is built. - UNCONSTRAINED uses dependency without any version constraint string, which is useful when you manually build wheels of parent library (e.g. tfx-bsl) of arbitrary version, and install it without dependency constraints conflict. - NIGHTLY uses x.(y+1).0.dev version as a lower version constraint. tfx nightly will transitively depend on nightly versions of other TFX family libraries, and this version constraint is required. - GIT_MASTER uses github master branch URL of the dependency, which is useful during development, or when depending on the github master HEAD version of tfx. This is because tfx github master HEAD version is actually using github master HEAD version of parent libraries. Caveat: URL dependency is not upgraded with --upgrade flag, and you have to specify --force-reinstall flag to fetch the latest change from each master branch HEAD. - For the release, we use a range of version, which is also used as a default. """ import os def select_constraint(default, nightly=None, git_master=None): """Select dependency constraint based on TFX_DEPENDENCY_SELECTOR env var.""" selector = os.environ.get('TFX_DEPENDENCY_SELECTOR') if selector == 'UNCONSTRAINED': return '' elif selector == 'NIGHTLY' and nightly is not None: return nightly elif selector == 'GIT_MASTER' and git_master is not None: return git_master else: return default def make_pipeline_sdk_required_install_packages(): return [ 'absl-py>=0.9,<2.0.0', 'ml-metadata' + select_constraint( # LINT.IfChange default='>=1.6.0,<1.7.0', # LINT.ThenChange(tfx/workspace.bzl) nightly='>=1.7.0.dev', git_master='@git+https://github.com/google/ml-metadata@master'), 'packaging>=20,<21', 'portpicker>=1.3.1,<2', 'protobuf>=3.13,<4', 'docker>=4.1,<5', 'google-apitools>=0.5,<1', 'google-api-python-client>=1.8,<2', # TODO(b/176812386): Deprecate usage of jinja2 for placeholders. 'jinja2>=2.7.3,<4', ] def make_required_install_packages(): # Make sure to sync the versions of common dependencies (absl-py, numpy, # and protobuf) with TF. return make_pipeline_sdk_required_install_packages() + [ 'apache-beam[gcp]>=2.35,<3', 'attrs>=19.3.0,<21', 'click>=7,<8', 'google-cloud-aiplatform>=1.6.2,<2', 'google-cloud-bigquery>=2.26.0,<3', 'grpcio>=1.28.1,<2', 'keras-tuner>=1.0.4,<2', 'kubernetes>=10.0.1,<13', 'numpy>=1.16,<2', 'pyarrow>=1,<6', 'pyyaml>=3.12,<6', # Keep the TF version same as TFT to help Pip version resolution. # Pip might stuck in a TF 1.15 dependency although there is a working # dependency set with TF 2.x without the sync. # pylint: disable=line-too-long 'tensorflow' + select_constraint( '>=1.15.5,!=2.0.*,!=2.1.*,!=2.2.*,!=2.3.*,!=2.4.*,!=2.5.*,!=2.6.*,!=2.7.*,<2.9'), # pylint: enable=line-too-long 'tensorflow-hub>=0.9.0,<0.13', 'tensorflow-data-validation' + select_constraint( default='>=1.6.0,<1.7.0', nightly='>=1.7.0.dev', git_master='@git+https://github.com/tensorflow/data-validation@master' ), 'tensorflow-model-analysis' + select_constraint( default='>=0.37.0,<0.38', nightly='>=0.38.0.dev', git_master='@git+https://github.com/tensorflow/model-analysis@master'), 'tensorflow-serving-api>=1.15,!=2.0.*,!=2.1.*,!=2.2.*,!=2.3.*,!=2.4.*,!=2.5.*,!=2.6.*,<3', 'tensorflow-transform' + select_constraint( default='>=1.6.0,<1.7.0', nightly='>=1.7.0.dev', git_master='@git+https://github.com/tensorflow/transform@master'), 'tfx-bsl' + select_constraint( default='>=1.6.0,<1.7.0', nightly='>=1.7.0.dev', git_master='@git+https://github.com/tensorflow/tfx-bsl@master'), ] def make_extra_packages_airflow(): """Prepare extra packages needed for Apache Airflow orchestrator.""" return [ 'apache-airflow[mysql]>=1.10.14,<3', ] def make_extra_packages_kfp(): """Prepare extra packages needed for Kubeflow Pipelines orchestrator.""" return [ 'kfp>=1.8.5,<2', 'kfp-pipeline-spec>=0.1.10,<0.2', ] def make_extra_packages_test(): """Prepare extra packages needed for running unit tests.""" # Note: It is okay to pin packages to exact versions in this list to minimize # conflicts. return make_extra_packages_airflow() + make_extra_packages_kfp() + [ 'pytest>=5,<7', ] def make_extra_packages_docker_image(): # Packages needed for tfx docker image. return [ 'kfp-pipeline-spec>=0.1.10,<0.2', 'mmh>=2.2,<3', 'python-snappy>=0.5,<0.6', # Required for tfx/examples/penguin/penguin_utils_cloud_tuner.py 'tensorflow-cloud>=0.1,<0.2', 'tensorflow-io>=0.9.0, <=0.24.0', ] def make_extra_packages_tfjs(): # Packages needed for tfjs. return [ 'tensorflowjs>=3.6.0,<4', ] def make_extra_packages_tf_ranking(): # Packages needed for tf-ranking which is used in tfx/examples/ranking. return [ 'tensorflow-ranking>=0.3.3,<0.4', 'struct2tensor' + select_constraint( default='>=0.37,<0.38', nightly='>=0.38.0.dev', git_master='@git+https://github.com/google/struct2tensor@master'), ] def make_extra_packages_tfdf(): # Packages needed for tensorflow-decision-forests. # Required for tfx/examples/penguin/penguin_utils_tfdf_experimental.py return [ # NOTE: TFDF 0.2.1 is only compatible with TF 2.7.x. 'tensorflow-decision-forests==0.2.1', ] def make_extra_packages_examples(): # Extra dependencies required for tfx/examples. return [ # Required for presto ExampleGen custom component in # tfx/examples/custom_components/presto_example_gen 'presto-python-client>=0.7,<0.8', # Required for slack custom component in # tfx/examples/custom_components/slack 'slackclient>=2.8.2,<3', 'websocket-client>=0.57,<1', # Required for bert examples in tfx/examples/bert 'tensorflow-text>=1.15.1,<3', # Required for tfx/examples/cifar10 'flatbuffers>=1.12,<3', 'tflite-support>=0.1.0a1,<0.2.1', # Required for tfx/examples/penguin/experimental # LINT.IfChange 'scikit-learn>=0.23,<0.24', # LINT.ThenChange( # examples/penguin/experimental/penguin_pipeline_sklearn_gcp.py) # Required for the experimental tfx/examples using Flax, e.g., # tfx/examples/penguin. # TODO(b/193362300): Unblock the version cap after TF 2.7 becomes minimum. 'jax>=0.2.13,<0.2.17', 'jaxlib>=0.1.64,<0.2', 'flax>=0.3.3,<0.4', # Required for tfx/examples/penguin/penguin_utils_cloud_tuner.py 'tensorflow-cloud>=0.1,<0.2', ] def make_extra_packages_all(): # All extra dependencies. return [ *make_extra_packages_test(), *make_extra_packages_tfjs(), *make_extra_packages_tf_ranking(), *make_extra_packages_tfdf(), *make_extra_packages_examples(), ]

36.557078

96

0.663128

3588b8e3e89088f442925be6d65bf8e40587267b

1,340

py

Python

app/core/tests/test_admin.py

Kane-Ryans/recipe-app-api

23f43bdf7cae98209edfc43d81c735fa83994c8e

[ "MIT" ]

null

app/core/tests/test_admin.py

Kane-Ryans/recipe-app-api

23f43bdf7cae98209edfc43d81c735fa83994c8e

[ "MIT" ]

null

app/core/tests/test_admin.py

Kane-Ryans/recipe-app-api

23f43bdf7cae98209edfc43d81c735fa83994c8e

[ "MIT" ]

null

from django.test import TestCase from django.contrib.auth import get_user_model from django.urls import reverse from django.test import Client class AdminSiteTests(TestCase): def setUp(self): self.client = Client() self.admin_user = get_user_model().objects.create_superuser( email='admin@app.com', password='password123' ) self.client.force_login(self.admin_user) self.user = get_user_model().objects.create_user( email='test@app.com', password='password123', name='test user full name' ) def test_users_listed(self): """Test that users are listed on the user page""" url = reverse('admin:core_user_changelist') res = self.client.get(url) self.assertContains(res, self.user.name) self.assertContains(res, self.user.email) def test_user_change_page(self): """Test that the user edit page works""" url = reverse('admin:core_user_change', args=[self.user.id]) res = self.client.get(url) self.assertEqual(res.status_code, 200) def test_create_user_page(self): """Test that the create user page works""" url = reverse('admin:core_user_add') res = self.client.get(url) self.assertEqual(res.status_code, 200)

31.162791

68

0.642537

ae6c9bea7d918b85f70a41bbf97843d7245ac74b

1,812

py

Python

blog-server/blog/initialization/graphql.py

rob-blackbourn/blog-engine

9b0239996732f377b70c82eb908bae826f35e67c

[ "Apache-2.0" ]

1

2019-05-13T19:40:32.000Z

blog-server/blog/initialization/graphql.py

rob-blackbourn/blog-engine

9b0239996732f377b70c82eb908bae826f35e67c

[ "Apache-2.0" ]

null

blog-server/blog/initialization/graphql.py

rob-blackbourn/blog-engine

9b0239996732f377b70c82eb908bae826f35e67c

[ "Apache-2.0" ]

null

import aiohttp_cors from easydict import EasyDict as edict from graphql.pyutils import EventEmitter from ..schema import schema from ..middlewares import AuthenticationMiddleware from ..repositories import ( AdminRepository, UserRepository, BlogRepository, PostRepository, CommentRepository ) from ..resolvers.dataloader import DbDataLoaderRegistry from ..controllers import GraphQLController async def startup(app): authentication = AuthenticationMiddleware(whitelist=[ '__schema', 'registerUser', 'authenticate' ]) db = app['mongo'] config = app['config'] event_emitter = EventEmitter() repositories = edict( admin=AdminRepository(), user=UserRepository(), blog=BlogRepository(), post=PostRepository(), comment=CommentRepository() ) data_loader_registry = DbDataLoaderRegistry() for repository in repositories.values(): repository.register_data_loaders(data_loader_registry) context_builder = lambda request: edict( config=config, db=db, event_emitter=event_emitter, repositories=repositories, data_loaders=data_loader_registry.create_loders(db), request=request ) middleware = [ authentication ] controller = GraphQLController(schema, context_builder, middleware) routes = controller.add_routes(app) app['graphql'] = controller # Configure default CORS settings. cors = aiohttp_cors.setup(app, defaults={ "*": aiohttp_cors.ResourceOptions( allow_credentials=True, expose_headers="*", allow_headers="*", ) }) for route in routes: cors.add(route) async def shutdown(app): await app['graphql'].shutdown()

24.16

71

0.672737

ba7e361b5a0327ec85e4f96e9c04a0e4f2e6d78a

2,355

py

Python

raidquaza/database/dbhandler.py

Breee/pokemon-discord-report-bot

48321195e976a34ad52827e16e9d20aed89d39a6

[ "MIT" ]

2

2019-03-12T16:44:24.000Z

2020-04-13T21:06:20.000Z

authicuno/database/dbhandler.py

Breee/Authicuno

1d9fc54be3adb842695a0e6c20f4d3db03f43fd5

[ "MIT" ]

5

2019-07-13T00:11:42.000Z

2021-07-29T11:55:39.000Z

raidquaza/database/dbhandler.py

Breee/raidquaza

308d643e71eddf6f6dc432c01322a02d604ac70e

[ "MIT" ]

null

import sqlalchemy from utility.globals import LOGGER from sqlalchemy.orm import sessionmaker def transaction_wrapper(func): def _wrap_func(*args, **kwargs): self = args[0] session = sessionmaker(bind=self.engine, expire_on_commit=False) # new session. no connections are in use. self.session = session() try: # execute transaction statements. res = func(*args, **kwargs) # commit. The pending changes above # are flushed via flush(), the Transaction # is committed, the Connection object closed # and discarded, the underlying DBAPI connection # returned to the connection pool. self.session.commit() except Exception as err: LOGGER.critical(err) # on rollback, the same closure of state # as that of commit proceeds. self.session.rollback() raise finally: # close the Session. This will expunge any remaining # objects as well as reset any existing SessionTransaction # state. Neither of these steps are usually essential. # However, if the commit() or rollback() itself experienced # an unanticipated internal failure (such as due to a mis-behaved # user-defined event handler), .close() will ensure that # invalid state is removed. self.session.close() return res return _wrap_func class DbHandler(object): def __init__(self, host, database, port, user, password, dialect, driver): self.host = host self.database = database self.port = port self.user = user self.password = password self.dialect = dialect self.driver = driver self.conn = None self.cursor = None self.engine = sqlalchemy.create_engine( '%s+%s://%s:%s@%s:%s/%s' % (dialect, driver, user, password, host, port, database), pool_pre_ping=True) self.session = None self.metadata = sqlalchemy.MetaData() self.base = None if __name__ == '__main__': db = DbHandler(host="localhost", user="pollman", password="bestpw", port="3307", database="polldb", dialect="mysql", driver="mysqlconnector")

36.230769

103

0.600425

de16c45bc946f6c963a17667e14864b49a76bc58

3,654

py

Python

gcloud/tests/apigw/views/test_get_user_project_detail.py

springborland/bk-sops

a9057672c10efb5f2414a805a30ead4092429c76

[ "Apache-2.0" ]

1

2020-08-16T09:21:58.000Z

gcloud/tests/apigw/views/test_get_user_project_detail.py

ZhuoZhuoCrayon/bk-sops

d1475d53c19729915727ce7adc24e3226f15e332

[ "Apache-2.0" ]

null

gcloud/tests/apigw/views/test_get_user_project_detail.py

ZhuoZhuoCrayon/bk-sops

d1475d53c19729915727ce7adc24e3226f15e332

[ "Apache-2.0" ]

null

# -*- coding: utf-8 -*- """ Tencent is pleased to support the open source community by making 蓝鲸智云PaaS平台社区版 (BlueKing PaaS Community Edition) available. Copyright (C) 2017-2020 THL A29 Limited, a Tencent company. All rights reserved. Licensed under the MIT License (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://opensource.org/licenses/MIT Unless required by applicable law or agreed to in writing, software distributed under the License is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the License for the specific language governing permissions and limitations under the License. """ import ujson as json from pipeline.utils.collections import FancyDict from gcloud.tests.mock import * # noqa from gcloud.tests.mock_settings import * # noqa from gcloud import err_code from .utils import APITest TEST_PROJECT_ID = "1" TEST_PROJECT_NAME = "name" TEST_BIZ_CC_ID = "2" TEST_BIZ_NAME = "biz_name" TEST_BIZ_DEVELOPERS = "TEST_BIZ_DEVELOPERS" TEST_BIZ_MAINTAINER = "TEST_BIZ_MAINTAINER" TEST_BIZ_TESTER = "TEST_BIZ_TESTER" TEST_BIZ_PRODUCTOR = "TEST_BIZ_PRODUCTOR" class GetUserProjectDetailAPITest(APITest): def url(self): return "/apigw/get_user_project_detail/{project_id}/" @patch( PROJECT_GET, MagicMock( return_value=MockProject( project_id=TEST_PROJECT_ID, name=TEST_PROJECT_NAME, bk_biz_id=TEST_BIZ_CC_ID, from_cmdb=True, ) ), ) @patch( APIGW_GET_USER_PROJECT_DETAIL_GET_BUSINESS_DETAIL, MagicMock(side_effect=Exception()), ) def test_get_user_project_detail__get_business_detail_raise(self): response = self.client.get(path=self.url().format(project_id=TEST_PROJECT_ID)) data = json.loads(response.content) self.assertFalse(data["result"]) self.assertTrue("message" in data) self.assertEqual(data["code"], err_code.UNKNOWN_ERROR.code) @patch( PROJECT_GET, MagicMock( return_value=MockProject( project_id=TEST_PROJECT_ID, name=TEST_PROJECT_NAME, bk_biz_id=TEST_BIZ_CC_ID, from_cmdb=True, ) ), ) @patch( APIGW_GET_USER_PROJECT_DETAIL_GET_BUSINESS_DETAIL, MagicMock( return_value=FancyDict( bk_biz_id=TEST_BIZ_CC_ID, bk_biz_name=TEST_BIZ_NAME, bk_biz_developer=TEST_BIZ_DEVELOPERS, bk_biz_maintainer=TEST_BIZ_MAINTAINER, bk_biz_tester=TEST_BIZ_TESTER, bk_biz_productor=TEST_BIZ_PRODUCTOR, ) ), ) def test_get_user_project_detail__success(self): response = self.client.get(path=self.url().format(project_id=TEST_PROJECT_ID)) data = json.loads(response.content) self.assertTrue(data["result"]) self.assertEqual(data["code"], err_code.SUCCESS.code) self.assertEqual( data["data"], { "project_id": TEST_PROJECT_ID, "project_name": TEST_PROJECT_NAME, "from_cmdb": True, "bk_biz_id": TEST_BIZ_CC_ID, "bk_biz_name": TEST_BIZ_NAME, "bk_biz_developer": TEST_BIZ_DEVELOPERS, "bk_biz_maintainer": TEST_BIZ_MAINTAINER, "bk_biz_tester": TEST_BIZ_TESTER, "bk_biz_productor": TEST_BIZ_PRODUCTOR, }, )

33.833333

115

0.653804

627733149441de9d253e4da4111d26f09eb68c8c

3,024

py

Python

playground/infrastructure/test_grpc_client.py

ex00/beam

c4d23298a75038899cfc6d05fcea35089f1745f0

[ "PSF-2.0", "Apache-2.0", "BSD-3-Clause" ]

null

playground/infrastructure/test_grpc_client.py

ex00/beam

c4d23298a75038899cfc6d05fcea35089f1745f0

[ "PSF-2.0", "Apache-2.0", "BSD-3-Clause" ]

null

playground/infrastructure/test_grpc_client.py

ex00/beam

c4d23298a75038899cfc6d05fcea35089f1745f0

[ "PSF-2.0", "Apache-2.0", "BSD-3-Clause" ]

null

# Licensed to the Apache Software Foundation (ASF) under one or more # contributor license agreements. See the NOTICE file distributed with # this work for additional information regarding copyright ownership. # The ASF licenses this file to You under the Apache License, Version 2.0 # (the "License"); you may not use this file except in compliance with # the License. You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. import uuid from unittest.mock import AsyncMock import pytest from infrastructure.api import api_pb2 from infrastructure.grpc_client import GRPCClient @pytest.fixture() def mock_run_code(mocker): async_mock = AsyncMock(return_value=str(uuid.uuid4())) mocker.patch('infrastructure.grpc_client.GRPCClient.run_code', side_effect=async_mock) return async_mock @pytest.fixture() def mock_check_status(mocker): async_mock = AsyncMock(return_value=api_pb2.STATUS_FINISHED) mocker.patch('infrastructure.grpc_client.GRPCClient.check_status', side_effect=async_mock) return async_mock @pytest.fixture() def mock_get_run_error(mocker): async_mock = AsyncMock(return_value="MOCK_ERROR") mocker.patch('infrastructure.grpc_client.GRPCClient.get_run_error', side_effect=async_mock) return async_mock @pytest.fixture() def mock_get_run_output(mocker): async_mock = AsyncMock(return_value="MOCK_RUN_OUTPUT") mocker.patch('infrastructure.grpc_client.GRPCClient.get_run_output', side_effect=async_mock) return async_mock @pytest.fixture() def mock_get_compile_output(mocker): async_mock = AsyncMock(return_value="MOCK_COMPILE_OUTPUT") mocker.patch('infrastructure.grpc_client.GRPCClient.get_compile_output', side_effect=async_mock) return async_mock class TestGRPCClient: @pytest.mark.asyncio async def test_run_code(self, mock_run_code): result = await GRPCClient().run_code("", api_pb2.SDK_GO) assert isinstance(result, str) @pytest.mark.asyncio async def test_check_status(self, mock_check_status): result = await GRPCClient().check_status(str(uuid.uuid4())) assert result == api_pb2.STATUS_FINISHED async def test_get_run_error(self, mock_get_run_error): result = await GRPCClient().get_run_error(str(uuid.uuid4())) assert result == "MOCK_ERROR" async def test_get_run_output(self, mock_get_run_output): result = await GRPCClient().get_run_output(str(uuid.uuid4())) assert result == "MOCK_RUN_OUTPUT" async def test_get_compile_output(self, mock_get_compile_output): result = await GRPCClient().get_compile_output(str(uuid.uuid4())) assert result == "MOCK_COMPILE_OUTPUT"

36.878049

100

0.765542

fdbda0dbe260fdd4fc43cc1618d8692074ea1079

272

py

Python

config.py

gonzageraci/dydx-bot

d2cd3526c1eb7fbe5d07610510c74a2d428d3c4d

[ "Apache-2.0" ]

1

2021-11-13T20:38:29.000Z

config.py

gonzageraci/dydx-bot

d2cd3526c1eb7fbe5d07610510c74a2d428d3c4d

[ "Apache-2.0" ]

null

config.py

gonzageraci/dydx-bot

d2cd3526c1eb7fbe5d07610510c74a2d428d3c4d

[ "Apache-2.0" ]

1

2021-12-13T09:22:15.000Z

API_ENDPOINT = "https://api.dydx.exchange" StarkPrivateKey = "0x6d6300ffa9a563f84fc628251a3499459903354e33c965d83a613d56f1bdd8d" eth_private_key = "48d5c67094243f36207f0dc21967e005dccca0756d63e77d4e680adf7e4b66fe" eth_address = "0xb6eDcE2198cC2063906169fD4339B0F15EC558ea"

68

85

0.897059

19e50da2c50074e2800fd6d970993a294d188c64

6,720

py

Python

ci/util.py

VonRosenchild/plaidml

762d5fff6467b43a15623f927502892ce8df91a4

[ "Apache-2.0" ]

1

2019-09-11T11:18:50.000Z

ci/util.py

HubBucket-Team/plaidml

762d5fff6467b43a15623f927502892ce8df91a4

[ "Apache-2.0" ]

null

ci/util.py

HubBucket-Team/plaidml

762d5fff6467b43a15623f927502892ce8df91a4

[ "Apache-2.0" ]

1

2019-09-11T11:18:52.000Z

import argparse import os import platform import shutil import subprocess import sys verbose = False # pylint: disable=invalid-name def printf(*args, **kwargs): excludes_env = {key: kwargs[key] for key in kwargs if key not in ['env']} if excludes_env: print(*args, excludes_env) else: print(*args) sys.stdout.flush() def call(cmd, **kwargs): if verbose: printf(cmd, **kwargs) return subprocess.call(cmd, **kwargs) def check_call(cmd, **kwargs): if verbose: printf(cmd, **kwargs) subprocess.check_call(cmd, **kwargs) def check_output(cmd, **kwargs): if verbose: printf(cmd, **kwargs) return subprocess.check_output(cmd, **kwargs) class CondaEnv(object): def __init__(self, path): self.path = path.absolute().resolve() if platform.system() == 'Windows': self.bin = self.path / 'Scripts' self.python = self.path / 'python.exe' self.paths = [ str(self.path), str(self.path / 'Library' / 'mingw-64' / 'bin'), str(self.path / 'Library' / 'usr' / 'bin'), str(self.path / 'Library' / 'bin'), str(self.path / 'Scripts'), str(self.path / 'bin'), ] else: self.bin = self.path / 'bin' self.python = self.bin / 'python' self.paths = [str(self.bin)] def env(self): env = { 'CONDA_DEFAULT_ENV': str(self.path), 'PATH': os.pathsep.join(self.paths + os.getenv('PATH').split(os.pathsep)), } if platform.system() != 'Windows': env['JAVA_HOME'] = str(self.path) else: env['CONDA_EXE'] = str(self.path / 'Scripts' / 'conda.exe') env['JAVA_HOME'] = str(self.path / 'Library') return env def create(self, spec): try: if not self.path.exists(): check_call(['conda', 'env', 'create', '-f', str(spec), '-p', str(self.path)]) else: check_call( ['conda', 'env', 'update', '--prune', '-f', str(spec), '-p', str(self.path)]) except: if self.path.exists(): shutil.rmtree(self.path) raise def clone(self, path): if path.exists(): shutil.rmtree(path) check_call(['conda', 'create', '--clone', str(self.path), '-p', str(path)]) return CondaEnv(path) def install(self, package): check_call([str(self.python), '-m', 'pip', 'install', str(package)]) class DictAction(argparse.Action): def __init__(self, **kwargs): def key_value(string): return string.split('=', 1) super(DictAction, self).__init__(default={}, type=key_value, **kwargs) def __call__(self, parser, namespace, values, option_string=None): k, v = values var = getattr(namespace, self.dest) var[k] = v setattr(namespace, self.dest, var) def first(choices): for choice in choices: if choice is not None: return choice return None class PlanOption(object): def __init__(self, suite, workload, platform): self._suite = suite self._workload = workload self._platform = platform def get(self, name, default=None): """ precedence order for options: - platform_overrides - workload - suite - default - None """ override = self._workload.get('platform_overrides', {}).get(self._platform, {}).get(name) return first([ override, self._workload.get(name), self._suite.get(name), default, ]) class Platform(object): def __init__(self, full, gpu_flops): parts = full.split('-') self.full = full self.framework = parts[0] self.engine = '_'.join(parts[1:3]) self.gpu = parts[3] self.gpu_flops = gpu_flops.get(self.gpu) def __repr__(self): return '<Platform({})>'.format(self.full) class TestInfo(object): def __init__(self, suite, workload, platform, batch_size, variant, popt, shards=1, shard_id=0): self.suite_name, self.suite = suite self.workload_name, self.workload = workload self.platform_name, self.platform = platform self.batch_size = batch_size self.variant = variant self.timeout = popt.get('timeout', 20) self.retry = popt.get('retry') self.soft_fail = popt.get('soft_fail') self.shards = shards self.shard_id = shard_id if self.shards > 1: self.instance_name = '{}-{}'.format(self.workload_name, self.shard_id) else: self.instance_name = self.workload_name def __repr__(self): return '{}/{}/{}/bs{}'.format(self.suite_name, self.workload_name, self.platform_name, self.batch_size) def label(self): label_parts = [self.platform.gpu, self.workload_name] if self.batch_size: label_parts += [str(self.batch_size)] label_parts += [self.platform.engine] return '-'.join(label_parts) def path(self, root): batch_size = 'BATCH_SIZE={}'.format(self.batch_size) return root / self.suite_name / self.workload_name / self.platform_name / batch_size def iterate_tests(plan, pipeline): gpu_flops = plan['CONST']['gpu_flops'] for skey, suite in plan['SUITES'].items(): for pkey, platform in suite['platforms'].items(): pinfo = plan['PLATFORMS'][pkey] variant = pinfo['variant'] if pipeline not in platform['pipelines']: continue for wkey, workload in suite['workloads'].items(): popt = PlanOption(suite, workload, pkey) skip = workload.get('skip_platforms', []) if pkey in skip: continue shards = popt.get('shards', 1) for shard_id in range(shards): for batch_size in suite['params'][pipeline]['batch_sizes']: yield TestInfo( suite=(skey, suite), workload=(wkey, workload), platform=(pkey, Platform(pkey, gpu_flops)), batch_size=batch_size, variant=variant, popt=popt, shard_id=shard_id, shards=shards, )

31.111111

99

0.537054

e39c010914a118b111904e86e8b07d93c2ba835e

645

py

Python

freebilly/domain/PendulumWorkTime.py

emileten/billy

3fd0ab381382f7e64c67bc37b4ea2555e6b09822

[ "MIT" ]

null

freebilly/domain/PendulumWorkTime.py

emileten/billy

3fd0ab381382f7e64c67bc37b4ea2555e6b09822

[ "MIT" ]

1

2022-01-20T02:36:03.000Z

freebilly/domain/PendulumWorkTime.py

emileten/billy

3fd0ab381382f7e64c67bc37b4ea2555e6b09822

[ "MIT" ]

null

from freebilly.domain.AbstractWorkTime import AbstractWorkTime import pendulum as pdl class PendulumWorkTime(AbstractWorkTime): def __init__(self, time: pdl.DateTime): raise NotImplementedError def now(self) -> AbstractWorkTime: raise NotImplementedError def diff(self, other: AbstractWorkTime) -> int: raise NotImplementedError def __lt__(self, other: AbstractWorkTime) -> bool: raise NotImplementedError def __gt__(self, other: AbstractWorkTime) -> bool: raise NotImplementedError def __eq__(self, other: AbstractWorkTime) -> bool: raise NotImplementedError

22.241379

62

0.716279

5b425f42332d87991f208e18ff3686e4d21104b4

16,241

py

Python

samples/openapi3/client/petstore/python/petstore_api/model/format_test.py

rotty3000/openapi-generator

40d3331e789412d8f42df0148cc089a9d330b759

[ "Apache-2.0" ]

1

2022-01-11T15:49:34.000Z

samples/openapi3/client/petstore/python/petstore_api/model/format_test.py

rotty3000/openapi-generator

40d3331e789412d8f42df0148cc089a9d330b759

[ "Apache-2.0" ]

9

2021-11-01T08:59:31.000Z

2022-03-31T08:31:57.000Z

samples/openapi3/client/petstore/python/petstore_api/model/format_test.py

rotty3000/openapi-generator

40d3331e789412d8f42df0148cc089a9d330b759

[ "Apache-2.0" ]

1

2022-03-20T14:46:48.000Z

""" OpenAPI Petstore This spec is mainly for testing Petstore server and contains fake endpoints, models. Please do not use this for any other purpose. Special characters: \" \\ # noqa: E501 The version of the OpenAPI document: 1.0.0 Generated by: https://openapi-generator.tech """ import re # noqa: F401 import sys # noqa: F401 from petstore_api.model_utils import ( # noqa: F401 ApiTypeError, ModelComposed, ModelNormal, ModelSimple, cached_property, change_keys_js_to_python, convert_js_args_to_python_args, date, datetime, file_type, none_type, validate_get_composed_info, OpenApiModel ) from petstore_api.exceptions import ApiAttributeError class FormatTest(ModelNormal): """NOTE: This class is auto generated by OpenAPI Generator. Ref: https://openapi-generator.tech Do not edit the class manually. Attributes: allowed_values (dict): The key is the tuple path to the attribute and the for var_name this is (var_name,). The value is a dict with a capitalized key describing the allowed value and an allowed value. These dicts store the allowed enum values. attribute_map (dict): The key is attribute name and the value is json key in definition. discriminator_value_class_map (dict): A dict to go from the discriminator variable value to the discriminator class name. validations (dict): The key is the tuple path to the attribute and the for var_name this is (var_name,). The value is a dict that stores validations for max_length, min_length, max_items, min_items, exclusive_maximum, inclusive_maximum, exclusive_minimum, inclusive_minimum, and regex. additional_properties_type (tuple): A tuple of classes accepted as additional properties values. """ allowed_values = { } validations = { ('number',): { 'inclusive_maximum': 543.2, 'inclusive_minimum': 32.1, 'multiple_of': 32.5, }, ('password',): { 'max_length': 64, 'min_length': 10, }, ('integer',): { 'inclusive_maximum': 100, 'inclusive_minimum': 10, 'multiple_of': 2, }, ('int32',): { 'inclusive_maximum': 200, 'inclusive_minimum': 20, }, ('float',): { 'inclusive_maximum': 987.6, 'inclusive_minimum': 54.3, }, ('double',): { 'inclusive_maximum': 123.4, 'inclusive_minimum': 67.8, }, ('string',): { 'regex': { 'pattern': r'[a-z]', # noqa: E501 'flags': (re.IGNORECASE) }, }, ('pattern_with_digits',): { 'regex': { 'pattern': r'^\d{10}$', # noqa: E501 }, }, ('pattern_with_digits_and_delimiter',): { 'regex': { 'pattern': r'^image_\d{1,3}$', # noqa: E501 'flags': (re.IGNORECASE) }, }, } @cached_property def additional_properties_type(): """ This must be a method because a model may have properties that are of type self, this must run after the class is loaded """ return (bool, date, datetime, dict, float, int, list, str, none_type,) # noqa: E501 _nullable = False @cached_property def openapi_types(): """ This must be a method because a model may have properties that are of type self, this must run after the class is loaded Returns openapi_types (dict): The key is attribute name and the value is attribute type. """ return { 'number': (float,), # noqa: E501 'byte': (str,), # noqa: E501 'date': (date,), # noqa: E501 'password': (str,), # noqa: E501 'integer': (int,), # noqa: E501 'int32': (int,), # noqa: E501 'int64': (int,), # noqa: E501 'float': (float,), # noqa: E501 'double': (float,), # noqa: E501 'string': (str,), # noqa: E501 'binary': (file_type,), # noqa: E501 'date_time': (datetime,), # noqa: E501 'uuid': (str,), # noqa: E501 'uuid_no_example': (str,), # noqa: E501 'pattern_with_digits': (str,), # noqa: E501 'pattern_with_digits_and_delimiter': (str,), # noqa: E501 } @cached_property def discriminator(): return None attribute_map = { 'number': 'number', # noqa: E501 'byte': 'byte', # noqa: E501 'date': 'date', # noqa: E501 'password': 'password', # noqa: E501 'integer': 'integer', # noqa: E501 'int32': 'int32', # noqa: E501 'int64': 'int64', # noqa: E501 'float': 'float', # noqa: E501 'double': 'double', # noqa: E501 'string': 'string', # noqa: E501 'binary': 'binary', # noqa: E501 'date_time': 'dateTime', # noqa: E501 'uuid': 'uuid', # noqa: E501 'uuid_no_example': 'uuidNoExample', # noqa: E501 'pattern_with_digits': 'pattern_with_digits', # noqa: E501 'pattern_with_digits_and_delimiter': 'pattern_with_digits_and_delimiter', # noqa: E501 } read_only_vars = { } _composed_schemas = {} @classmethod @convert_js_args_to_python_args def _from_openapi_data(cls, number, byte, date, password, *args, **kwargs): # noqa: E501 """FormatTest - a model defined in OpenAPI Args: number (float): byte (str): date (date): password (str): Keyword Args: _check_type (bool): if True, values for parameters in openapi_types will be type checked and a TypeError will be raised if the wrong type is input. Defaults to True _path_to_item (tuple/list): This is a list of keys or values to drill down to the model in received_data when deserializing a response _spec_property_naming (bool): True if the variable names in the input data are serialized names, as specified in the OpenAPI document. False if the variable names in the input data are pythonic names, e.g. snake case (default) _configuration (Configuration): the instance to use when deserializing a file_type parameter. If passed, type conversion is attempted If omitted no type conversion is done. _visited_composed_classes (tuple): This stores a tuple of classes that we have traveled through so that if we see that class again we will not use its discriminator again. When traveling through a discriminator, the composed schema that is is traveled through is added to this set. For example if Animal has a discriminator petType and we pass in "Dog", and the class Dog allOf includes Animal, we move through Animal once using the discriminator, and pick Dog. Then in Dog, we will make an instance of the Animal class but this time we won't travel through its discriminator because we passed in _visited_composed_classes = (Animal,) integer (int): [optional] # noqa: E501 int32 (int): [optional] # noqa: E501 int64 (int): [optional] # noqa: E501 float (float): [optional] # noqa: E501 double (float): [optional] # noqa: E501 string (str): [optional] # noqa: E501 binary (file_type): [optional] # noqa: E501 date_time (datetime): [optional] # noqa: E501 uuid (str): [optional] # noqa: E501 uuid_no_example (str): [optional] # noqa: E501 pattern_with_digits (str): A string that is a 10 digit number. Can have leading zeros.. [optional] # noqa: E501 pattern_with_digits_and_delimiter (str): A string starting with 'image_' (case insensitive) and one to three digits following i.e. Image_01.. [optional] # noqa: E501 """ _check_type = kwargs.pop('_check_type', True) _spec_property_naming = kwargs.pop('_spec_property_naming', True) _path_to_item = kwargs.pop('_path_to_item', ()) _configuration = kwargs.pop('_configuration', None) _visited_composed_classes = kwargs.pop('_visited_composed_classes', ()) self = super(OpenApiModel, cls).__new__(cls) if args: for arg in args: if isinstance(arg, dict): kwargs.update(arg) else: raise ApiTypeError( "Invalid positional arguments=%s passed to %s. Remove those invalid positional arguments." % ( args, self.__class__.__name__, ), path_to_item=_path_to_item, valid_classes=(self.__class__,), ) self._data_store = {} self._check_type = _check_type self._spec_property_naming = _spec_property_naming self._path_to_item = _path_to_item self._configuration = _configuration self._visited_composed_classes = _visited_composed_classes + (self.__class__,) self.number = number self.byte = byte self.date = date self.password = password for var_name, var_value in kwargs.items(): if var_name not in self.attribute_map and \ self._configuration is not None and \ self._configuration.discard_unknown_keys and \ self.additional_properties_type is None: # discard variable. continue setattr(self, var_name, var_value) return self required_properties = set([ '_data_store', '_check_type', '_spec_property_naming', '_path_to_item', '_configuration', '_visited_composed_classes', ]) @convert_js_args_to_python_args def __init__(self, number, byte, date, password, *args, **kwargs): # noqa: E501 """FormatTest - a model defined in OpenAPI Args: number (float): byte (str): date (date): password (str): Keyword Args: _check_type (bool): if True, values for parameters in openapi_types will be type checked and a TypeError will be raised if the wrong type is input. Defaults to True _path_to_item (tuple/list): This is a list of keys or values to drill down to the model in received_data when deserializing a response _spec_property_naming (bool): True if the variable names in the input data are serialized names, as specified in the OpenAPI document. False if the variable names in the input data are pythonic names, e.g. snake case (default) _configuration (Configuration): the instance to use when deserializing a file_type parameter. If passed, type conversion is attempted If omitted no type conversion is done. _visited_composed_classes (tuple): This stores a tuple of classes that we have traveled through so that if we see that class again we will not use its discriminator again. When traveling through a discriminator, the composed schema that is is traveled through is added to this set. For example if Animal has a discriminator petType and we pass in "Dog", and the class Dog allOf includes Animal, we move through Animal once using the discriminator, and pick Dog. Then in Dog, we will make an instance of the Animal class but this time we won't travel through its discriminator because we passed in _visited_composed_classes = (Animal,) integer (int): [optional] # noqa: E501 int32 (int): [optional] # noqa: E501 int64 (int): [optional] # noqa: E501 float (float): [optional] # noqa: E501 double (float): [optional] # noqa: E501 string (str): [optional] # noqa: E501 binary (file_type): [optional] # noqa: E501 date_time (datetime): [optional] # noqa: E501 uuid (str): [optional] # noqa: E501 uuid_no_example (str): [optional] # noqa: E501 pattern_with_digits (str): A string that is a 10 digit number. Can have leading zeros.. [optional] # noqa: E501 pattern_with_digits_and_delimiter (str): A string starting with 'image_' (case insensitive) and one to three digits following i.e. Image_01.. [optional] # noqa: E501 """ _check_type = kwargs.pop('_check_type', True) _spec_property_naming = kwargs.pop('_spec_property_naming', False) _path_to_item = kwargs.pop('_path_to_item', ()) _configuration = kwargs.pop('_configuration', None) _visited_composed_classes = kwargs.pop('_visited_composed_classes', ()) if args: for arg in args: if isinstance(arg, dict): kwargs.update(arg) else: raise ApiTypeError( "Invalid positional arguments=%s passed to %s. Remove those invalid positional arguments." % ( args, self.__class__.__name__, ), path_to_item=_path_to_item, valid_classes=(self.__class__,), ) self._data_store = {} self._check_type = _check_type self._spec_property_naming = _spec_property_naming self._path_to_item = _path_to_item self._configuration = _configuration self._visited_composed_classes = _visited_composed_classes + (self.__class__,) self.number = number self.byte = byte self.date = date self.password = password for var_name, var_value in kwargs.items(): if var_name not in self.attribute_map and \ self._configuration is not None and \ self._configuration.discard_unknown_keys and \ self.additional_properties_type is None: # discard variable. continue setattr(self, var_name, var_value) if var_name in self.read_only_vars: raise ApiAttributeError(f"`{var_name}` is a read-only attribute. Use `from_openapi_data` to instantiate " f"class with read only attributes.")

42.852243

178

0.539006

013015bcf3b77597eaa1ad272ec68e054cb150ac

515

py

Python

env/Lib/site-packages/plotly/validators/layout/scene/xaxis/_showexponent.py

andresgreen-byte/Laboratorio-1--Inversion-de-Capital

8a4707301d19c3826c31026c4077930bcd6a8182

[ "MIT" ]

11,750

2015-10-12T07:03:39.000Z

2022-03-31T20:43:15.000Z

venv/Lib/site-packages/plotly/validators/layout/scene/xaxis/_showexponent.py

wakisalvador/constructed-misdirection

74779e9ec640a11bc08d5d1967c85ac4fa44ea5e

[ "Unlicense" ]

2,951

2015-10-12T00:41:25.000Z

2022-03-31T22:19:26.000Z

venv/Lib/site-packages/plotly/validators/layout/scene/xaxis/_showexponent.py

wakisalvador/constructed-misdirection

74779e9ec640a11bc08d5d1967c85ac4fa44ea5e

[ "Unlicense" ]

2,623

2015-10-15T14:40:27.000Z

2022-03-28T16:05:50.000Z

import _plotly_utils.basevalidators class ShowexponentValidator(_plotly_utils.basevalidators.EnumeratedValidator): def __init__( self, plotly_name="showexponent", parent_name="layout.scene.xaxis", **kwargs ): super(ShowexponentValidator, self).__init__( plotly_name=plotly_name, parent_name=parent_name, edit_type=kwargs.pop("edit_type", "plot"), values=kwargs.pop("values", ["all", "first", "last", "none"]), **kwargs )

34.333333

84

0.64466

436feab5ecc5284b6b7b2a58304e91c04c04fa85

4,742

py

Python

usaspending_api/common/tests/test_helpers.py

animatecitizen/usaspending-api

556511ff51fe80a8be8361daa5876fd684a04efe

[ "CC0-1.0" ]

null

usaspending_api/common/tests/test_helpers.py

animatecitizen/usaspending-api

556511ff51fe80a8be8361daa5876fd684a04efe

[ "CC0-1.0" ]

1

2021-11-15T17:54:12.000Z

usaspending_api/common/tests/test_helpers.py

mikepsinn/usaspending-api

ef61e13c286eb51949e16b760fa7516255b2bfd3

[ "CC0-1.0" ]

null

import datetime as dt import re import time import pytest from usaspending_api.common.helpers.generic_helper import fy, get_pagination, timer legal_dates = { dt.datetime(2017, 2, 2, 16, 43, 28, 377373): 2017, dt.date(2017, 2, 2): 2017, dt.datetime(2017, 10, 2, 16, 43, 28, 377373): 2018, dt.date(2017, 10, 2): 2018, } not_dates = (0, 2017.2, 'forthwith') def test_pagination(): # Testing for if anything breaks for the special case of an empty list results = [] empty_page_metadata = {"next": None, "previous": None, "hasNext": False, "hasPrevious": False, "count": 0} assert get_pagination(results, 1, 1) == ([], {**empty_page_metadata, **{"page": 1}}) assert get_pagination(results, 1, 4) == ([], {**empty_page_metadata, **{"page": 4}}) assert get_pagination(results, 3, 1) == ([], {**empty_page_metadata, **{"page": 1}}) assert get_pagination(results, 3, 2) == ([], {**empty_page_metadata, **{"page": 2}}) assert get_pagination(results, 1, 6) == ([], {**empty_page_metadata, **{"page": 6}}) assert get_pagination(results, 5, 2) == ([], {**empty_page_metadata, **{"page": 2}}) assert get_pagination(results, 1000, 1) == ([], {**empty_page_metadata, **{"page": 1}}) assert get_pagination(results, 1000, 2) == ([], {**empty_page_metadata, **{"page": 2}}) assert get_pagination(results, 0, 1) == ([], {**empty_page_metadata, **{"page": 1}}) assert get_pagination(results, 10, 0) == ([], {**empty_page_metadata, **{"page": 0}}) # Normal tests results = ["A", "B", "C", "D", "E"] populated_page_metadata = {"next": 2, "hasNext": True, "count": 5, "page": 1} assert get_pagination(results, 1, 1) == (["A"], {**empty_page_metadata, **populated_page_metadata}) populated_page_metadata = {"next": 5, "hasNext": True, "previous": 3, "hasPrevious": True, "count": 5, "page": 4} assert get_pagination(results, 1, 4) == (["D"], {**empty_page_metadata, **populated_page_metadata}) populated_page_metadata = {"next": 2, "hasNext": True, "count": 5, "page": 1} assert get_pagination(results, 3, 1) == (["A", "B", "C"], {**empty_page_metadata, **populated_page_metadata}) populated_page_metadata = {"previous": 1, "hasPrevious": True, "count": 5, "page": 2} assert get_pagination(results, 3, 2) == (["D", "E"], {**empty_page_metadata, **populated_page_metadata}) # Testing special cases populated_page_metadata = {"previous": 5, "hasPrevious": True, "count": 5, "page": 6} assert get_pagination(results, 1, 6) == ([], {**empty_page_metadata, **populated_page_metadata}) populated_page_metadata = {"previous": 1, "hasPrevious": True, "count": 5, "page": 2} assert get_pagination(results, 5, 2) == ([], {**empty_page_metadata, **populated_page_metadata}) populated_page_metadata = {"page": 1, "count": 5} assert get_pagination(results, 1000, 1) == (["A", "B", "C", "D", "E"], {**empty_page_metadata, **populated_page_metadata}) populated_page_metadata = {"previous": 1, "hasPrevious": True, "page": 2, "count": 5} assert get_pagination(results, 1000, 2) == ([], {**empty_page_metadata, **populated_page_metadata}) populated_page_metadata = {"page": 1, "count": 5} assert get_pagination(results, 0, 1) == ([], {**empty_page_metadata, **populated_page_metadata}) populated_page_metadata = {"page": 0, "count": 5} assert get_pagination(results, 10, 0) == ([], {**empty_page_metadata, **populated_page_metadata}) @pytest.mark.parametrize("raw_date, expected_fy", legal_dates.items()) def test_fy_returns_integer(raw_date, expected_fy): assert isinstance(fy(raw_date), int) @pytest.mark.parametrize("raw_date, expected_fy", legal_dates.items()) def test_fy_returns_correct(raw_date, expected_fy): assert fy(raw_date) == expected_fy @pytest.mark.parametrize("not_date", not_dates) def test_fy_type_exceptions(not_date): with pytest.raises(TypeError): fy(not_date) def test_timer(capsys): 'Verify that timer helper executes without error' with timer(): print('Doing a thing') output = capsys.readouterr()[0] assert 'Beginning' in output assert 'finished' in output def test_timer_times(capsys): 'Verify that timer shows longer times for slower operations' pattern = re.compile(r'([\d\.e\-]+) sec') with timer(): print('Doing a thing') output0 = capsys.readouterr()[0] time0 = float(pattern.search(output0).group(1)) with timer(): print('Doing a slower thing') time.sleep(0.1) output1 = capsys.readouterr()[0] time1 = float(pattern.search(output1).group(1)) assert time1 > time0 def test_fy_none(): assert fy(None) is None

44.317757

117

0.648461

517dcdbb1bfa41caeb3d60faf4ecf2e302591403

2,349

py

Python

ospweb/users/tests/test_views.py

asheeq/ospweb

4aeb3037d8c59d5dcfca2e929902b609d5c8ef5c

[ "MIT" ]

null

ospweb/users/tests/test_views.py

asheeq/ospweb

4aeb3037d8c59d5dcfca2e929902b609d5c8ef5c

[ "MIT" ]

null

ospweb/users/tests/test_views.py

asheeq/ospweb

4aeb3037d8c59d5dcfca2e929902b609d5c8ef5c

[ "MIT" ]

null

import pytest from django.contrib.auth.models import AnonymousUser from django.http.response import Http404 from django.test import RequestFactory from ospweb.users.models import User from ospweb.users.tests.factories import UserFactory from ospweb.users.views import UserRedirectView, UserUpdateView, user_detail_view pytestmark = pytest.mark.django_db class TestUserUpdateView: """ TODO: extracting view initialization code as class-scoped fixture would be great if only pytest-django supported non-function-scoped fixture db access -- this is a work-in-progress for now: https://github.com/pytest-dev/pytest-django/pull/258 """ def test_get_success_url(self, user: User, rf: RequestFactory): view = UserUpdateView() request = rf.get("/fake-url/") request.user = user view.request = request assert view.get_success_url() == f"/users/{user.username}/" def test_get_object(self, user: User, rf: RequestFactory): view = UserUpdateView() request = rf.get("/fake-url/") request.user = user view.request = request assert view.get_object() == user class TestUserRedirectView: def test_get_redirect_url(self, user: User, rf: RequestFactory): view = UserRedirectView() request = rf.get("/fake-url") request.user = user view.request = request assert view.get_redirect_url() == f"/users/{user.username}/" class TestUserDetailView: def test_authenticated(self, user: User, rf: RequestFactory): request = rf.get("/fake-url/") request.user = UserFactory() response = user_detail_view(request, username=user.username) assert response.status_code == 200 def test_not_authenticated(self, user: User, rf: RequestFactory): request = rf.get("/fake-url/") request.user = AnonymousUser() response = user_detail_view(request, username=user.username) assert response.status_code == 302 assert response.url == "/accounts/login/?next=/fake-url/" def test_case_sensitivity(self, rf: RequestFactory): request = rf.get("/fake-url/") request.user = UserFactory(username="UserName") with pytest.raises(Http404): user_detail_view(request, username="username")

30.907895

81

0.677735

3f9c1c9442a2f364a10fc1718bebff5653cf7007

898

py

Python

end_to_end_tests/golden-record/my_test_api_client/models/test_inline_objects_response_200.py

JamesHinshelwood/openapi-python-client

08bc2acf91d50d4fcdd7f0e50a8b0d3f00a187d9

[ "MIT" ]

172

2020-02-15T20:14:16.000Z

2021-06-09T07:09:15.000Z

end_to_end_tests/golden-record/my_test_api_client/models/test_inline_objects_response_200.py

guioliveirabh/openapi-python-client

d8d9cecffe41c5dc1c43bc667598b90f0d9253ca

[ "MIT" ]

410

2020-02-15T19:39:29.000Z

2021-06-09T19:28:57.000Z

end_to_end_tests/golden-record/my_test_api_client/models/test_inline_objects_response_200.py

guioliveirabh/openapi-python-client

d8d9cecffe41c5dc1c43bc667598b90f0d9253ca

[ "MIT" ]

38

2020-04-12T09:36:27.000Z

2021-06-11T08:57:07.000Z

from typing import Any, Dict, Type, TypeVar, Union import attr from ..types import UNSET, Unset T = TypeVar("T", bound="TestInlineObjectsResponse200") @attr.s(auto_attribs=True) class TestInlineObjectsResponse200: """ Attributes: a_property (Union[Unset, str]): """ a_property: Union[Unset, str] = UNSET def to_dict(self) -> Dict[str, Any]: a_property = self.a_property field_dict: Dict[str, Any] = {} field_dict.update({}) if a_property is not UNSET: field_dict["a_property"] = a_property return field_dict @classmethod def from_dict(cls: Type[T], src_dict: Dict[str, Any]) -> T: d = src_dict.copy() a_property = d.pop("a_property", UNSET) test_inline_objects_response_200 = cls( a_property=a_property, ) return test_inline_objects_response_200

23.025641

63

0.632517

3b4af9a1941ee723cc89b4143076ab53eb2f6d3e

83,719

py

Python

python/ccxt/base/exchange.py

haobtc/ccxt

c4a00014a66bd015091ff5c4e94b043a9a5a799a

[ "MIT" ]

null

python/ccxt/base/exchange.py

haobtc/ccxt

c4a00014a66bd015091ff5c4e94b043a9a5a799a

[ "MIT" ]

null

python/ccxt/base/exchange.py

haobtc/ccxt

c4a00014a66bd015091ff5c4e94b043a9a5a799a

[ "MIT" ]

1

2021-05-15T16:13:38.000Z

# -*- coding: utf-8 -*- """Base exchange class""" # ----------------------------------------------------------------------------- __version__ = '1.21.20' # ----------------------------------------------------------------------------- from ccxt.base.errors import ExchangeError from ccxt.base.errors import NetworkError from ccxt.base.errors import NotSupported from ccxt.base.errors import AuthenticationError from ccxt.base.errors import DDoSProtection from ccxt.base.errors import RequestTimeout from ccxt.base.errors import ExchangeNotAvailable from ccxt.base.errors import InvalidAddress from ccxt.base.errors import ArgumentsRequired from ccxt.base.errors import BadSymbol # ----------------------------------------------------------------------------- from ccxt.base.decimal_to_precision import decimal_to_precision from ccxt.base.decimal_to_precision import DECIMAL_PLACES, TRUNCATE, ROUND, ROUND_UP, ROUND_DOWN from ccxt.base.decimal_to_precision import number_to_string # ----------------------------------------------------------------------------- # rsa jwt signing from cryptography.hazmat import backends from cryptography.hazmat.primitives import hashes from cryptography.hazmat.primitives.asymmetric import padding from cryptography.hazmat.primitives.serialization import load_pem_private_key # ----------------------------------------------------------------------------- # ecdsa signing from ccxt.static_dependencies import ecdsa # ----------------------------------------------------------------------------- __all__ = [ 'Exchange', ] # ----------------------------------------------------------------------------- # Python 2 & 3 import types import logging import base64 import calendar import collections import datetime from email.utils import parsedate import functools import gzip import hashlib import hmac import io import json import math from numbers import Number import re from requests import Session from requests.utils import default_user_agent from requests.exceptions import HTTPError, Timeout, TooManyRedirects, RequestException # import socket from ssl import SSLError # import sys import time import uuid import zlib from decimal import Decimal # ----------------------------------------------------------------------------- try: basestring # basestring was removed in Python 3 except NameError: basestring = str try: long # long integer was removed in Python 3 except NameError: long = int # ----------------------------------------------------------------------------- try: import urllib.parse as _urlencode # Python 3 except ImportError: import urllib as _urlencode # Python 2 # ----------------------------------------------------------------------------- # web3/0x imports try: from web3 import Web3, HTTPProvider except ImportError: Web3 = HTTPProvider = None # web3/0x not supported in Python 2 # ----------------------------------------------------------------------------- class Exchange(object): """Base exchange class""" id = None version = None certified = False # rate limiter settings enableRateLimit = False rateLimit = 2000 # milliseconds = seconds * 1000 timeout = 10000 # milliseconds = seconds * 1000 asyncio_loop = None aiohttp_proxy = None aiohttp_trust_env = False session = None # Session () by default verify = True # SSL verification logger = None # logging.getLogger(__name__) by default userAgent = None userAgents = { 'chrome': 'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/62.0.3202.94 Safari/537.36', 'chrome39': 'Mozilla/5.0 (Windows NT 6.1; WOW64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/39.0.2171.71 Safari/537.36', } verbose = False markets = None symbols = None timeframes = None fees = { 'trading': { 'percentage': True, # subclasses should rarely have to redefine this }, 'funding': { 'withdraw': {}, 'deposit': {}, }, } loaded_fees = { 'trading': { 'percentage': True, }, 'funding': { 'withdraw': {}, 'deposit': {}, }, } ids = None tickers = None api = None parseJsonResponse = True proxy = '' origin = '*' # CORS origin proxies = None hostname = None # in case of inaccessibility of the "main" domain apiKey = '' secret = '' password = '' uid = '' privateKey = '' # a "0x"-prefixed hexstring private key for a wallet walletAddress = '' # the wallet address "0x"-prefixed hexstring token = '' # reserved for HTTP auth in some cases twofa = None marketsById = None markets_by_id = None currencies_by_id = None precision = None exceptions = None limits = { 'amount': { 'min': None, 'max': None, }, 'price': { 'min': None, 'max': None, }, 'cost': { 'min': None, 'max': None, }, } httpExceptions = { '422': ExchangeError, '418': DDoSProtection, '429': DDoSProtection, '404': ExchangeNotAvailable, '409': ExchangeNotAvailable, '500': ExchangeNotAvailable, '501': ExchangeNotAvailable, '502': ExchangeNotAvailable, '520': ExchangeNotAvailable, '521': ExchangeNotAvailable, '522': ExchangeNotAvailable, '525': ExchangeNotAvailable, '526': ExchangeNotAvailable, '400': ExchangeNotAvailable, '403': ExchangeNotAvailable, '405': ExchangeNotAvailable, '503': ExchangeNotAvailable, '530': ExchangeNotAvailable, '408': RequestTimeout, '504': RequestTimeout, '401': AuthenticationError, '511': AuthenticationError, } headers = None balance = None orderbooks = None orders = None trades = None transactions = None currencies = None options = None # Python does not allow to define properties in run-time with setattr accounts = None status = { 'status': 'ok', 'updated': None, 'eta': None, 'url': None, } requiredCredentials = { 'apiKey': True, 'secret': True, 'uid': False, 'login': False, 'password': False, 'twofa': False, # 2-factor authentication (one-time password key) 'privateKey': False, # a "0x"-prefixed hexstring private key for a wallet 'walletAddress': False, # the wallet address "0x"-prefixed hexstring 'token': False, # reserved for HTTP auth in some cases } # API method metainfo has = { 'cancelAllOrders': False, 'cancelOrder': True, 'cancelOrders': False, 'CORS': False, 'createDepositAddress': False, 'createLimitOrder': True, 'createMarketOrder': True, 'createOrder': True, 'deposit': False, 'editOrder': 'emulated', 'fetchBalance': True, 'fetchClosedOrders': False, 'fetchCurrencies': False, 'fetchDepositAddress': False, 'fetchDeposits': False, 'fetchL2OrderBook': True, 'fetchLedger': False, 'fetchMarkets': True, 'fetchMyTrades': False, 'fetchOHLCV': 'emulated', 'fetchOpenOrders': False, 'fetchOrder': False, 'fetchOrderBook': True, 'fetchOrderBooks': False, 'fetchOrders': False, 'fetchStatus': 'emulated', 'fetchTicker': True, 'fetchTickers': False, 'fetchTime': False, 'fetchTrades': True, 'fetchTradingFee': False, 'fetchTradingFees': False, 'fetchFundingFee': False, 'fetchFundingFees': False, 'fetchTradingLimits': False, 'fetchTransactions': False, 'fetchWithdrawals': False, 'privateAPI': True, 'publicAPI': True, 'withdraw': False, } precisionMode = DECIMAL_PLACES minFundingAddressLength = 1 # used in check_address substituteCommonCurrencyCodes = True lastRestRequestTimestamp = 0 lastRestPollTimestamp = 0 restRequestQueue = None restPollerLoopIsRunning = False rateLimitTokens = 16 rateLimitMaxTokens = 16 rateLimitUpdateTime = 0 enableLastHttpResponse = True enableLastJsonResponse = True enableLastResponseHeaders = True last_http_response = None last_json_response = None last_response_headers = None requiresWeb3 = False web3 = None commonCurrencies = { 'XBT': 'BTC', 'BCC': 'BCH', 'DRK': 'DASH', 'BCHABC': 'BCH', 'BCHSV': 'BSV', } def __init__(self, config={}): self.precision = dict() if self.precision is None else self.precision self.limits = dict() if self.limits is None else self.limits self.exceptions = dict() if self.exceptions is None else self.exceptions self.headers = dict() if self.headers is None else self.headers self.balance = dict() if self.balance is None else self.balance self.orderbooks = dict() if self.orderbooks is None else self.orderbooks self.orders = dict() if self.orders is None else self.orders self.trades = list() if self.trades is None else self.trades self.transactions = dict() if self.transactions is None else self.transactions self.currencies = dict() if self.currencies is None else self.currencies self.options = dict() if self.options is None else self.options # Python does not allow to define properties in run-time with setattr self.decimal_to_precision = decimal_to_precision self.number_to_string = number_to_string # version = '.'.join(map(str, sys.version_info[:3])) # self.userAgent = { # 'User-Agent': 'ccxt/' + __version__ + ' (+https://github.com/ccxt/ccxt) Python/' + version # } self.origin = self.uuid() self.userAgent = default_user_agent() settings = self.deep_extend(self.describe(), config) for key in settings: if hasattr(self, key) and isinstance(getattr(self, key), dict): setattr(self, key, self.deep_extend(getattr(self, key), settings[key])) else: setattr(self, key, settings[key]) if self.api: self.define_rest_api(self.api, 'request') if self.markets: self.set_markets(self.markets) # convert all properties from underscore notation foo_bar to camelcase notation fooBar cls = type(self) for name in dir(self): if name[0] != '_' and name[-1] != '_' and '_' in name: parts = name.split('_') camelcase = parts[0] + ''.join(self.capitalize(i) for i in parts[1:]) attr = getattr(self, name) if isinstance(attr, types.MethodType): setattr(cls, camelcase, getattr(cls, name)) else: setattr(self, camelcase, attr) self.tokenBucket = self.extend({ 'refillRate': 1.0 / self.rateLimit, 'delay': 0.001, 'capacity': 1.0, 'defaultCost': 1.0, }, getattr(self, 'tokenBucket') if hasattr(self, 'tokenBucket') else {}) self.session = self.session if self.session or self.asyncio_loop else Session() self.logger = self.logger if self.logger else logging.getLogger(__name__) if self.requiresWeb3 and Web3 and not self.web3: self.web3 = Web3(HTTPProvider()) def __del__(self): if self.session: self.session.close() def __repr__(self): return 'ccxt.' + ('async_support.' if self.asyncio_loop else '') + self.id + '()' def __str__(self): return self.name def describe(self): return {} def set_sandbox_mode(self, enabled): if enabled: if 'test' in self.urls: self.urls['api_backup'] = self.urls['api'] self.urls['api'] = self.urls['test'] else: raise NotSupported(self.id + ' does not have a sandbox URL') elif 'api_backup' in self.urls: self.urls['api'] = self.urls['api_backup'] del self.urls['api_backup'] @classmethod def define_rest_api(cls, api, method_name, options={}): delimiters = re.compile('[^a-zA-Z0-9]') entry = getattr(cls, method_name) # returns a function (instead of a bound method) for api_type, methods in api.items(): for http_method, urls in methods.items(): for url in urls: url = url.strip() split_path = delimiters.split(url) uppercase_method = http_method.upper() lowercase_method = http_method.lower() camelcase_method = lowercase_method.capitalize() camelcase_suffix = ''.join([Exchange.capitalize(x) for x in split_path]) lowercase_path = [x.strip().lower() for x in split_path] underscore_suffix = '_'.join([k for k in lowercase_path if len(k)]) camelcase = api_type + camelcase_method + Exchange.capitalize(camelcase_suffix) underscore = api_type + '_' + lowercase_method + '_' + underscore_suffix.lower() if 'suffixes' in options: if 'camelcase' in options['suffixes']: camelcase += options['suffixes']['camelcase'] if 'underscore' in options['suffixes']: underscore += options['suffixes']['underscore'] def partialer(): outer_kwargs = {'path': url, 'api': api_type, 'method': uppercase_method} @functools.wraps(entry) def inner(_self, params=None): """ Inner is called when a generated method (publicGetX) is called. _self is a reference to self created by function.__get__(exchange, type(exchange)) https://en.wikipedia.org/wiki/Closure_(computer_programming) equivalent to functools.partial """ inner_kwargs = dict(outer_kwargs) # avoid mutation if params is not None: inner_kwargs['params'] = params return entry(_self, **inner_kwargs) return inner to_bind = partialer() setattr(cls, camelcase, to_bind) setattr(cls, underscore, to_bind) def throttle(self): now = float(self.milliseconds()) elapsed = now - self.lastRestRequestTimestamp if elapsed < self.rateLimit: delay = self.rateLimit - elapsed time.sleep(delay / 1000.0) def fetch2(self, path, api='public', method='GET', params={}, headers=None, body=None): """A better wrapper over request for deferred signing""" if self.enableRateLimit: self.throttle() self.lastRestRequestTimestamp = self.milliseconds() request = self.sign(path, api, method, params, headers, body) return self.fetch(request['url'], request['method'], request['headers'], request['body']) def request(self, path, api='public', method='GET', params={}, headers=None, body=None): """Exchange.request is the entry point for all generated methods""" return self.fetch2(path, api, method, params, headers, body) @staticmethod def gzip_deflate(response, text): encoding = response.info().get('Content-Encoding') if encoding in ('gzip', 'x-gzip', 'deflate'): if encoding == 'deflate': return zlib.decompress(text, -zlib.MAX_WBITS) else: return gzip.GzipFile('', 'rb', 9, io.BytesIO(text)).read() return text def throw_exactly_matched_exception(self, exact, string, message): if string in exact: raise exact[string](message) def throw_broadly_matched_exception(self, broad, string, message): broad_key = self.find_broadly_matched_key(broad, string) if broad_key is not None: raise broad[broad_key](message) def find_broadly_matched_key(self, broad, string): """A helper method for matching error strings exactly vs broadly""" keys = list(broad.keys()) for i in range(0, len(keys)): key = keys[i] if string.find(key) >= 0: return key return None def handle_errors(self, code, reason, url, method, headers, body, response, request_headers, request_body): pass def prepare_request_headers(self, headers=None): headers = headers or {} headers.update(self.headers) if self.userAgent: if type(self.userAgent) is str: headers.update({'User-Agent': self.userAgent}) elif (type(self.userAgent) is dict) and ('User-Agent' in self.userAgent): headers.update(self.userAgent) if self.proxy: headers.update({'Origin': self.origin}) headers.update({'Accept-Encoding': 'gzip, deflate'}) return headers def fetch(self, url, method='GET', headers=None, body=None): """Perform a HTTP request and return decoded JSON data""" request_headers = self.prepare_request_headers(headers) url = self.proxy + url if self.verbose: print("\nRequest:", method, url, request_headers, body) self.logger.debug("%s %s, Request: %s %s", method, url, request_headers, body) request_body = body if body: body = body.encode() self.session.cookies.clear() http_response = None http_status_code = None http_status_text = None json_response = None try: response = self.session.request( method, url, data=body, headers=request_headers, timeout=int(self.timeout / 1000), proxies=self.proxies, verify=self.verify ) http_response = response.text http_status_code = response.status_code http_status_text = response.reason json_response = self.parse_json(http_response) headers = response.headers # FIXME remove last_x_responses from subclasses if self.enableLastHttpResponse: self.last_http_response = http_response if self.enableLastJsonResponse: self.last_json_response = json_response if self.enableLastResponseHeaders: self.last_response_headers = headers if self.verbose: print("\nResponse:", method, url, http_status_code, headers, http_response) self.logger.debug("%s %s, Response: %s %s %s", method, url, http_status_code, headers, http_response) response.raise_for_status() except Timeout as e: raise RequestTimeout(method + ' ' + url) except TooManyRedirects as e: raise ExchangeError(method + ' ' + url) except SSLError as e: raise ExchangeError(method + ' ' + url) except HTTPError as e: self.handle_errors(http_status_code, http_status_text, url, method, headers, http_response, json_response, request_headers, request_body) self.handle_rest_errors(http_status_code, http_status_text, http_response, url, method) raise ExchangeError(method + ' ' + url) except RequestException as e: # base exception class error_string = str(e) if ('ECONNRESET' in error_string) or ('Connection aborted.' in error_string): raise NetworkError(method + ' ' + url) else: raise ExchangeError(method + ' ' + url) self.handle_errors(http_status_code, http_status_text, url, method, headers, http_response, json_response, request_headers, request_body) self.handle_rest_response(http_response, json_response, url, method) if json_response is not None: return json_response if self.is_text_response(headers): return http_response return response.content def handle_rest_errors(self, http_status_code, http_status_text, body, url, method): error = None string_code = str(http_status_code) if string_code in self.httpExceptions: error = self.httpExceptions[string_code] if error == ExchangeNotAvailable: if re.search('(cloudflare|incapsula|overload|ddos)', body, flags=re.IGNORECASE): error = DDoSProtection if error: raise error(' '.join([method, url, string_code, http_status_text, body])) def handle_rest_response(self, response, json_response, url, method): if self.is_json_encoded_object(response) and json_response is None: ddos_protection = re.search('(cloudflare|incapsula|overload|ddos)', response, flags=re.IGNORECASE) exchange_not_available = re.search('(offline|busy|retry|wait|unavailable|maintain|maintenance|maintenancing)', response, flags=re.IGNORECASE) if ddos_protection: raise DDoSProtection(' '.join([method, url, response])) if exchange_not_available: message = response + ' exchange downtime, exchange closed for maintenance or offline, DDoS protection or rate-limiting in effect' raise ExchangeNotAvailable(' '.join([method, url, response, message])) raise ExchangeError(' '.join([method, url, response])) def parse_json(self, http_response): try: if Exchange.is_json_encoded_object(http_response): return json.loads(http_response) except ValueError: # superclass of JsonDecodeError (python2) pass def is_text_response(self, headers): content_type = headers.get('Content-Type', '') return content_type.startswith('application/json') or content_type.startswith('text/') @staticmethod def key_exists(dictionary, key): if dictionary is None or key is None: return False if isinstance(dictionary, list): if isinstance(key, int) and 0 <= key and key < len(dictionary): return dictionary[key] is not None else: return False if key in dictionary: return dictionary[key] is not None return False @staticmethod def safe_float(dictionary, key, default_value=None): value = default_value try: if Exchange.key_exists(dictionary, key): value = float(dictionary[key]) except ValueError as e: value = default_value return value @staticmethod def safe_string(dictionary, key, default_value=None): return str(dictionary[key]) if Exchange.key_exists(dictionary, key) else default_value @staticmethod def safe_string_lower(dictionary, key, default_value=None): return str(dictionary[key]).lower() if Exchange.key_exists(dictionary, key) else default_value @staticmethod def safe_string_upper(dictionary, key, default_value=None): return str(dictionary[key]).upper() if Exchange.key_exists(dictionary, key) else default_value @staticmethod def safe_integer(dictionary, key, default_value=None): if not Exchange.key_exists(dictionary, key): return default_value value = dictionary[key] if isinstance(value, Number) or (isinstance(value, basestring) and value.isnumeric()): return int(value) return default_value @staticmethod def safe_integer_product(dictionary, key, factor, default_value=None): if not Exchange.key_exists(dictionary, key): return default_value value = dictionary[key] if isinstance(value, Number): return int(value * factor) elif isinstance(value, basestring) and value.isnumeric(): return int(float(value) * factor) return default_value @staticmethod def safe_timestamp(dictionary, key, default_value=None): return Exchange.safe_integer_product(dictionary, key, 1000, default_value) @staticmethod def safe_value(dictionary, key, default_value=None): return dictionary[key] if Exchange.key_exists(dictionary, key) else default_value # we're not using safe_floats with a list argument as we're trying to save some cycles here # we're not using safe_float_3 either because those cases are too rare to deserve their own optimization @staticmethod def safe_float_2(dictionary, key1, key2, default_value=None): return Exchange.safe_either(Exchange.safe_float, dictionary, key1, key2, default_value) @staticmethod def safe_string_2(dictionary, key1, key2, default_value=None): return Exchange.safe_either(Exchange.safe_string, dictionary, key1, key2, default_value) @staticmethod def safe_string_lower_2(dictionary, key1, key2, default_value=None): return Exchange.safe_either(Exchange.safe_string_lower, dictionary, key1, key2, default_value) @staticmethod def safe_string_upper_2(dictionary, key1, key2, default_value=None): return Exchange.safe_either(Exchange.safe_string_upper, dictionary, key1, key2, default_value) @staticmethod def safe_integer_2(dictionary, key1, key2, default_value=None): return Exchange.safe_either(Exchange.safe_integer, dictionary, key1, key2, default_value) @staticmethod def safe_integer_product_2(dictionary, key1, key2, factor, default_value=None): value = Exchange.safe_integer_product(dictionary, key1, factor) return value if value is not None else Exchange.safe_integer_product(dictionary, key2, factor, default_value) @staticmethod def safe_timestamp_2(dictionary, key1, key2, default_value=None): return Exchange.safe_integer_product_2(dictionary, key1, key2, 1000, default_value) @staticmethod def safe_value_2(dictionary, key1, key2, default_value=None): return Exchange.safe_either(Exchange.safe_value, dictionary, key1, key2, default_value) @staticmethod def safe_either(method, dictionary, key1, key2, default_value=None): """A helper-wrapper for the safe_value_2() family.""" value = method(dictionary, key1) return value if value is not None else method(dictionary, key2, default_value) @staticmethod def truncate(num, precision=0): """Deprecated, use decimal_to_precision instead""" if precision > 0: decimal_precision = math.pow(10, precision) return math.trunc(num * decimal_precision) / decimal_precision return int(Exchange.truncate_to_string(num, precision)) @staticmethod def truncate_to_string(num, precision=0): """Deprecated, todo: remove references from subclasses""" if precision > 0: parts = ('{0:.%df}' % precision).format(Decimal(num)).split('.') decimal_digits = parts[1][:precision].rstrip('0') decimal_digits = decimal_digits if len(decimal_digits) else '0' return parts[0] + '.' + decimal_digits return ('%d' % num) @staticmethod def uuid(): return str(uuid.uuid4()) @staticmethod def capitalize(string): # first character only, rest characters unchanged # the native pythonic .capitalize() method lowercases all other characters # which is an unwanted behaviour, therefore we use this custom implementation # check it yourself: print('foobar'.capitalize(), 'fooBar'.capitalize()) if len(string) > 1: return "%s%s" % (string[0].upper(), string[1:]) return string.upper() @staticmethod def strip(string): return string.strip() @staticmethod def keysort(dictionary): return collections.OrderedDict(sorted(dictionary.items(), key=lambda t: t[0])) @staticmethod def extend(*args): if args is not None: result = None if type(args[0]) is collections.OrderedDict: result = collections.OrderedDict() else: result = {} for arg in args: result.update(arg) return result return {} @staticmethod def deep_extend(*args): result = None for arg in args: if isinstance(arg, dict): if not isinstance(result, dict): result = {} for key in arg: result[key] = Exchange.deep_extend(result[key] if key in result else None, arg[key]) else: result = arg return result @staticmethod def filter_by(array, key, value=None): array = Exchange.to_array(array) return list(filter(lambda x: x[key] == value, array)) @staticmethod def filterBy(array, key, value=None): return Exchange.filter_by(array, key, value) @staticmethod def group_by(array, key): result = {} array = Exchange.to_array(array) array = [entry for entry in array if (key in entry) and (entry[key] is not None)] for entry in array: if entry[key] not in result: result[entry[key]] = [] result[entry[key]].append(entry) return result @staticmethod def groupBy(array, key): return Exchange.group_by(array, key) @staticmethod def index_by(array, key): result = {} if type(array) is dict: array = Exchange.keysort(array).values() for element in array: if (key in element) and (element[key] is not None): k = element[key] result[k] = element return result @staticmethod def sort_by(array, key, descending=False): return sorted(array, key=lambda k: k[key] if k[key] is not None else "", reverse=descending) @staticmethod def array_concat(a, b): return a + b @staticmethod def in_array(needle, haystack): return needle in haystack @staticmethod def is_empty(object): return not object @staticmethod def extract_params(string): return re.findall(r'{([\w-]+)}', string) @staticmethod def implode_params(string, params): if isinstance(params, dict): for key in params: if not isinstance(params[key], list): string = string.replace('{' + key + '}', str(params[key])) return string @staticmethod def urlencode(params={}): for key, value in params.items(): if isinstance(value, bool): params[key] = 'true' if value else 'false' return _urlencode.urlencode(params) @staticmethod def urlencode_with_array_repeat(params={}): return re.sub(r'%5B\d*%5D', '', Exchange.urlencode(params)) @staticmethod def rawencode(params={}): return _urlencode.unquote(Exchange.urlencode(params)) @staticmethod def encode_uri_component(uri): return _urlencode.quote(uri, safe="~()*!.'") @staticmethod def omit(d, *args): if isinstance(d, dict): result = d.copy() for arg in args: if type(arg) is list: for key in arg: if key in result: del result[key] else: if arg in result: del result[arg] return result return d @staticmethod def unique(array): return list(set(array)) @staticmethod def pluck(array, key): return [ element[key] for element in array if (key in element) and (element[key] is not None) ] @staticmethod def sum(*args): return sum([arg for arg in args if isinstance(arg, (float, int))]) @staticmethod def ordered(array): return collections.OrderedDict(array) @staticmethod def aggregate(bidasks): ordered = Exchange.ordered({}) for [price, volume] in bidasks: if volume > 0: ordered[price] = (ordered[price] if price in ordered else 0) + volume result = [] items = list(ordered.items()) for price, volume in items: result.append([price, volume]) return result @staticmethod def sec(): return Exchange.seconds() @staticmethod def msec(): return Exchange.milliseconds() @staticmethod def usec(): return Exchange.microseconds() @staticmethod def seconds(): return int(time.time()) @staticmethod def milliseconds(): return int(time.time() * 1000) @staticmethod def microseconds(): return int(time.time() * 1000000) @staticmethod def iso8601(timestamp=None): if timestamp is None: return timestamp if not isinstance(timestamp, (int, long)): return None if int(timestamp) < 0: return None try: utc = datetime.datetime.utcfromtimestamp(timestamp // 1000) return utc.strftime('%Y-%m-%dT%H:%M:%S.%f')[:-6] + "{:03d}".format(int(timestamp) % 1000) + 'Z' except (TypeError, OverflowError, OSError): return None @staticmethod def dmy(timestamp, infix='-'): utc_datetime = datetime.datetime.utcfromtimestamp(int(round(timestamp / 1000))) return utc_datetime.strftime('%m' + infix + '%d' + infix + '%Y') @staticmethod def ymd(timestamp, infix='-'): utc_datetime = datetime.datetime.utcfromtimestamp(int(round(timestamp / 1000))) return utc_datetime.strftime('%Y' + infix + '%m' + infix + '%d') @staticmethod def ymdhms(timestamp, infix=' '): utc_datetime = datetime.datetime.utcfromtimestamp(int(round(timestamp / 1000))) return utc_datetime.strftime('%Y-%m-%d' + infix + '%H:%M:%S') @staticmethod def parse_date(timestamp=None): if timestamp is None: return timestamp if not isinstance(timestamp, str): return None if 'GMT' in timestamp: try: string = ''.join([str(value) for value in parsedate(timestamp)[:6]]) + '.000Z' dt = datetime.datetime.strptime(string, "%Y%m%d%H%M%S.%fZ") return calendar.timegm(dt.utctimetuple()) * 1000 except (TypeError, OverflowError, OSError): return None else: return Exchange.parse8601(timestamp) @staticmethod def parse8601(timestamp=None): if timestamp is None: return timestamp yyyy = '([0-9]{4})-?' mm = '([0-9]{2})-?' dd = '([0-9]{2})(?:T|[\\s])?' h = '([0-9]{2}):?' m = '([0-9]{2}):?' s = '([0-9]{2})' ms = '(\\.[0-9]{1,3})?' tz = '(?:(\\+|\\-)([0-9]{2})\\:?([0-9]{2})|Z)?' regex = r'' + yyyy + mm + dd + h + m + s + ms + tz try: match = re.search(regex, timestamp, re.IGNORECASE) if match is None: return None yyyy, mm, dd, h, m, s, ms, sign, hours, minutes = match.groups() ms = ms or '.000' msint = int(ms[1:]) sign = sign or '' sign = int(sign + '1') * -1 hours = int(hours or 0) * sign minutes = int(minutes or 0) * sign offset = datetime.timedelta(hours=hours, minutes=minutes) string = yyyy + mm + dd + h + m + s + ms + 'Z' dt = datetime.datetime.strptime(string, "%Y%m%d%H%M%S.%fZ") dt = dt + offset return calendar.timegm(dt.utctimetuple()) * 1000 + msint except (TypeError, OverflowError, OSError, ValueError): return None @staticmethod def hash(request, algorithm='md5', digest='hex'): h = hashlib.new(algorithm, request) if digest == 'hex': return h.hexdigest() elif digest == 'base64': return base64.b64encode(h.digest()) return h.digest() @staticmethod def hmac(request, secret, algorithm=hashlib.sha256, digest='hex'): h = hmac.new(secret, request, algorithm) if digest == 'hex': return h.hexdigest() elif digest == 'base64': return base64.b64encode(h.digest()) return h.digest() @staticmethod def binary_concat(*args): result = bytes() for arg in args: result = result + arg return result @staticmethod def binary_concat_array(array): result = bytes() for element in array: result = result + element return result @staticmethod def base64urlencode(s): return Exchange.decode(base64.urlsafe_b64encode(s)).replace('=', '') @staticmethod def binary_to_base64(s): return Exchange.decode(base64.standard_b64encode(s)) @staticmethod def jwt(request, secret, alg='HS256'): algos = { 'HS256': hashlib.sha256, 'HS384': hashlib.sha384, 'HS512': hashlib.sha512, } header = Exchange.encode(Exchange.json({ 'alg': alg, 'typ': 'JWT', })) encoded_header = Exchange.base64urlencode(header) encoded_data = Exchange.base64urlencode(Exchange.encode(Exchange.json(request))) token = encoded_header + '.' + encoded_data if alg[:2] == 'RS': signature = Exchange.rsa(token, secret, alg) else: algorithm = algos[alg] signature = Exchange.hmac(Exchange.encode(token), secret, algorithm, 'binary') return token + '.' + Exchange.base64urlencode(signature) @staticmethod def rsa(request, secret, alg='RS256'): algorithms = { "RS256": hashes.SHA256(), "RS384": hashes.SHA384(), "RS512": hashes.SHA512(), } algorithm = algorithms[alg] priv_key = load_pem_private_key(secret, None, backends.default_backend()) return priv_key.sign(Exchange.encode(request), padding.PKCS1v15(), algorithm) @staticmethod def ecdsa(request, secret, algorithm='p256', hash=None, fixed_length=False): # your welcome - frosty00 algorithms = { 'p192': [ecdsa.NIST192p, 'sha256'], 'p224': [ecdsa.NIST224p, 'sha256'], 'p256': [ecdsa.NIST256p, 'sha256'], 'p384': [ecdsa.NIST384p, 'sha384'], 'p521': [ecdsa.NIST521p, 'sha512'], 'secp256k1': [ecdsa.SECP256k1, 'sha256'], } if algorithm not in algorithms: raise ArgumentsRequired(algorithm + ' is not a supported algorithm') curve_info = algorithms[algorithm] hash_function = getattr(hashlib, curve_info[1]) encoded_request = Exchange.encode(request) if hash is not None: digest = Exchange.hash(encoded_request, hash, 'binary') else: digest = base64.b16decode(encoded_request, casefold=True) key = ecdsa.SigningKey.from_string(base64.b16decode(Exchange.encode(secret), casefold=True), curve=curve_info[0]) r_binary, s_binary, v = key.sign_digest_deterministic(digest, hashfunc=hash_function, sigencode=ecdsa.util.sigencode_strings_canonize) r_int, s_int = ecdsa.util.sigdecode_strings((r_binary, s_binary), key.privkey.order) counter = 0 minimum_size = (1 << (8 * 31)) - 1 half_order = key.privkey.order / 2 while fixed_length and (r_int > half_order or r_int <= minimum_size or s_int <= minimum_size): r_binary, s_binary, v = key.sign_digest_deterministic(digest, hashfunc=hash_function, sigencode=ecdsa.util.sigencode_strings_canonize, extra_entropy=Exchange.numberToLE(counter, 32)) r_int, s_int = ecdsa.util.sigdecode_strings((r_binary, s_binary), key.privkey.order) counter += 1 r, s = Exchange.decode(base64.b16encode(r_binary)).lower(), Exchange.decode(base64.b16encode(s_binary)).lower() return { 'r': r, 's': s, 'v': v, } @staticmethod def unjson(input): return json.loads(input) @staticmethod def json(data, params=None): return json.dumps(data, separators=(',', ':')) @staticmethod def is_json_encoded_object(input): return (isinstance(input, basestring) and (len(input) >= 2) and ((input[0] == '{') or (input[0] == '['))) @staticmethod def encode(string): return string.encode() @staticmethod def decode(string): return string.decode() @staticmethod def to_array(value): return list(value.values()) if type(value) is dict else value def nonce(self): return Exchange.seconds() def check_required_credentials(self, error=True): keys = list(self.requiredCredentials.keys()) for key in keys: if self.requiredCredentials[key] and not getattr(self, key): if error: raise AuthenticationError('requires `' + key + '`') else: return error return True def check_address(self, address): """Checks an address is not the same character repeated or an empty sequence""" if address is None: raise InvalidAddress('address is None') if all(letter == address[0] for letter in address) or len(address) < self.minFundingAddressLength or ' ' in address: raise InvalidAddress('address is invalid or has less than ' + str(self.minFundingAddressLength) + ' characters: "' + str(address) + '"') return address def account(self): return { 'free': None, 'used': None, 'total': None, } def common_currency_code(self, currency): if not self.substituteCommonCurrencyCodes: return currency return self.safe_string(self.commonCurrencies, currency, currency) def currency_id(self, commonCode): if self.currencies: if commonCode in self.currencies: return self.currencies[commonCode]['id'] currencyIds = {v: k for k, v in self.commonCurrencies.items()} return self.safe_string(currencyIds, commonCode, commonCode) def precision_from_string(self, string): parts = re.sub(r'0+$', '', string).split('.') return len(parts[1]) if len(parts) > 1 else 0 def cost_to_precision(self, symbol, cost): return self.decimal_to_precision(cost, ROUND, self.markets[symbol]['precision']['price'], self.precisionMode) def price_to_precision(self, symbol, price): return self.decimal_to_precision(price, ROUND, self.markets[symbol]['precision']['price'], self.precisionMode) def amount_to_precision(self, symbol, amount): return self.decimal_to_precision(amount, TRUNCATE, self.markets[symbol]['precision']['amount'], self.precisionMode) def fee_to_precision(self, symbol, fee): return self.decimal_to_precision(fee, ROUND, self.markets[symbol]['precision']['price'], self.precisionMode) def currency_to_precision(self, currency, fee): return self.decimal_to_precision(fee, ROUND, self.currencies[currency]['precision'], self.precisionMode) def set_markets(self, markets, currencies=None): values = list(markets.values()) if type(markets) is dict else markets for i in range(0, len(values)): values[i] = self.extend( self.fees['trading'], {'precision': self.precision, 'limits': self.limits}, values[i] ) self.markets = self.index_by(values, 'symbol') self.markets_by_id = self.index_by(values, 'id') self.marketsById = self.markets_by_id self.symbols = sorted(list(self.markets.keys())) self.ids = sorted(list(self.markets_by_id.keys())) if currencies: self.currencies = self.deep_extend(currencies, self.currencies) else: base_currencies = [{ 'id': market['baseId'] if 'baseId' in market else market['base'], 'numericId': market['baseNumericId'] if 'baseNumericId' in market else None, 'code': market['base'], 'precision': ( market['precision']['base'] if 'base' in market['precision'] else ( market['precision']['amount'] if 'amount' in market['precision'] else None ) ) if 'precision' in market else 8, } for market in values if 'base' in market] quote_currencies = [{ 'id': market['quoteId'] if 'quoteId' in market else market['quote'], 'numericId': market['quoteNumericId'] if 'quoteNumericId' in market else None, 'code': market['quote'], 'precision': ( market['precision']['quote'] if 'quote' in market['precision'] else ( market['precision']['price'] if 'price' in market['precision'] else None ) ) if 'precision' in market else 8, } for market in values if 'quote' in market] currencies = self.sort_by(base_currencies + quote_currencies, 'code') self.currencies = self.deep_extend(self.index_by(currencies, 'code'), self.currencies) self.currencies_by_id = self.index_by(list(self.currencies.values()), 'id') return self.markets def load_markets(self, reload=False, params={}): if not reload: if self.markets: if not self.markets_by_id: return self.set_markets(self.markets) return self.markets currencies = None if self.has['fetchCurrencies']: currencies = self.fetch_currencies() markets = self.fetch_markets(params) return self.set_markets(markets, currencies) def load_accounts(self, reload=False, params={}): if reload: self.accounts = self.fetch_accounts(params) else: if self.accounts: return self.accounts else: self.accounts = self.fetch_accounts(params) self.accountsById = self.index_by(self.accounts, 'id') return self.accounts def load_fees(self, reload=False): if not reload: if self.loaded_fees != Exchange.loaded_fees: return self.loaded_fees self.loaded_fees = self.deep_extend(self.loaded_fees, self.fetch_fees()) return self.loaded_fees def fetch_markets(self, params={}): # markets are returned as a list # currencies are returned as a dict # this is for historical reasons # and may be changed for consistency later return self.to_array(self.markets) def fetch_currencies(self, params={}): # markets are returned as a list # currencies are returned as a dict # this is for historical reasons # and may be changed for consistency later return self.currencies def fetch_fees(self): trading = {} funding = {} if self.has['fetchTradingFees']: trading = self.fetch_trading_fees() if self.has['fetchFundingFees']: funding = self.fetch_funding_fees() return { 'trading': trading, 'funding': funding, } def create_order(self, symbol, type, side, amount, price=None, params={}): raise NotSupported('create_order() not supported yet') def cancel_order(self, id, symbol=None, params={}): raise NotSupported('cancel_order() not supported yet') def fetch_bids_asks(self, symbols=None, params={}): raise NotSupported('API does not allow to fetch all prices at once with a single call to fetch_bids_asks() for now') def fetch_ticker(self, symbol, params={}): raise NotSupported('fetch_ticker() not supported yet') def fetch_tickers(self, symbols=None, params={}): raise NotSupported('API does not allow to fetch all tickers at once with a single call to fetch_tickers() for now') def fetch_order_status(self, id, symbol=None, params={}): order = self.fetch_order(id, symbol, params) return order['status'] def purge_cached_orders(self, before): orders = self.to_array(self.orders) orders = [order for order in orders if (order['status'] == 'open') or (order['timestamp'] >= before)] self.orders = self.index_by(orders, 'id') return self.orders def fetch_order(self, id, symbol=None, params={}): raise NotSupported('fetch_order() is not supported yet') def fetch_orders(self, symbol=None, since=None, limit=None, params={}): raise NotSupported('fetch_orders() is not supported yet') def fetch_open_orders(self, symbol=None, since=None, limit=None, params={}): raise NotSupported('fetch_open_orders() is not supported yet') def fetch_closed_orders(self, symbol=None, since=None, limit=None, params={}): raise NotSupported('fetch_closed_orders() is not supported yet') def fetch_my_trades(self, symbol=None, since=None, limit=None, params={}): raise NotSupported('fetch_my_trades() is not supported yet') def fetch_order_trades(self, id, symbol=None, params={}): raise NotSupported('fetch_order_trades() is not supported yet') def fetch_transactions(self, symbol=None, since=None, limit=None, params={}): raise NotSupported('fetch_transactions() is not supported yet') def fetch_deposits(self, symbol=None, since=None, limit=None, params={}): raise NotSupported('fetch_deposits() is not supported yet') def fetch_withdrawals(self, symbol=None, since=None, limit=None, params={}): raise NotSupported('fetch_withdrawals() is not supported yet') def parse_ohlcv(self, ohlcv, market=None, timeframe='1m', since=None, limit=None): return ohlcv[0:6] if isinstance(ohlcv, list) else ohlcv def parse_ohlcvs(self, ohlcvs, market=None, timeframe='1m', since=None, limit=None): ohlcvs = self.to_array(ohlcvs) num_ohlcvs = len(ohlcvs) result = [] i = 0 while i < num_ohlcvs: if limit and (len(result) >= limit): break ohlcv = self.parse_ohlcv(ohlcvs[i], market, timeframe, since, limit) i = i + 1 if since and (ohlcv[0] < since): continue result.append(ohlcv) return self.sort_by(result, 0) def parse_bid_ask(self, bidask, price_key=0, amount_key=0): return [float(bidask[price_key]), float(bidask[amount_key])] def parse_bids_asks(self, bidasks, price_key=0, amount_key=1): result = [] if len(bidasks): if type(bidasks[0]) is list: for bidask in bidasks: if bidask[price_key] and bidask[amount_key]: result.append(self.parse_bid_ask(bidask, price_key, amount_key)) elif type(bidasks[0]) is dict: for bidask in bidasks: if (price_key in bidask) and (amount_key in bidask) and (bidask[price_key] and bidask[amount_key]): result.append(self.parse_bid_ask(bidask, price_key, amount_key)) else: raise ExchangeError('unrecognized bidask format: ' + str(bidasks[0])) return result def fetch_l2_order_book(self, symbol, limit=None, params={}): orderbook = self.fetch_order_book(symbol, limit, params) return self.extend(orderbook, { 'bids': self.sort_by(self.aggregate(orderbook['bids']), 0, True), 'asks': self.sort_by(self.aggregate(orderbook['asks']), 0), }) def parse_order_book(self, orderbook, timestamp=None, bids_key='bids', asks_key='asks', price_key=0, amount_key=1): return { 'bids': self.sort_by(self.parse_bids_asks(orderbook[bids_key], price_key, amount_key) if (bids_key in orderbook) and isinstance(orderbook[bids_key], list) else [], 0, True), 'asks': self.sort_by(self.parse_bids_asks(orderbook[asks_key], price_key, amount_key) if (asks_key in orderbook) and isinstance(orderbook[asks_key], list) else [], 0), 'timestamp': timestamp, 'datetime': self.iso8601(timestamp) if timestamp is not None else None, 'nonce': None, } def parse_balance(self, balance): currencies = self.omit(balance, 'info').keys() balance['free'] = {} balance['used'] = {} balance['total'] = {} for currency in currencies: if balance[currency].get('total') is None: if balance[currency].get('free') is not None and balance[currency].get('used') is not None: balance[currency]['total'] = self.sum(balance[currency].get('free'), balance[currency].get('used')) if balance[currency].get('free') is None: if balance[currency].get('total') is not None and balance[currency].get('used') is not None: balance[currency]['free'] = self.sum(balance[currency]['total'], -balance[currency]['used']) if balance[currency].get('used') is None: if balance[currency].get('total') is not None and balance[currency].get('free') is not None: balance[currency]['used'] = self.sum(balance[currency]['total'], -balance[currency]['free']) for account in ['free', 'used', 'total']: balance[account] = {} for currency in currencies: balance[account][currency] = balance[currency][account] return balance def fetch_partial_balance(self, part, params={}): balance = self.fetch_balance(params) return balance[part] def fetch_free_balance(self, params={}): return self.fetch_partial_balance('free', params) def fetch_used_balance(self, params={}): return self.fetch_partial_balance('used', params) def fetch_total_balance(self, params={}): return self.fetch_partial_balance('total', params) def fetch_trading_fees(self, symbol, params={}): raise NotSupported('fetch_trading_fees() not supported yet') def fetch_trading_fee(self, symbol, params={}): if not self.has['fetchTradingFees']: raise NotSupported('fetch_trading_fee() not supported yet') return self.fetch_trading_fees(params) def fetch_funding_fees(self, params={}): raise NotSupported('fetch_funding_fees() not supported yet') def fetch_funding_fee(self, code, params={}): if not self.has['fetchFundingFees']: raise NotSupported('fetch_funding_fee() not supported yet') return self.fetch_funding_fees(params) def load_trading_limits(self, symbols=None, reload=False, params={}): if self.has['fetchTradingLimits']: if reload or not('limitsLoaded' in list(self.options.keys())): response = self.fetch_trading_limits(symbols) for i in range(0, len(symbols)): symbol = symbols[i] self.markets[symbol] = self.deep_extend(self.markets[symbol], response[symbol]) self.options['limitsLoaded'] = self.milliseconds() return self.markets def fetch_ohlcv(self, symbol, timeframe='1m', since=None, limit=None, params={}): if not self.has['fetchTrades']: raise NotSupported('fetch_ohlcv() not supported yet') self.load_markets() trades = self.fetch_trades(symbol, since, limit, params) return self.build_ohlcv(trades, timeframe, since, limit) def fetch_status(self, params={}): if self.has['fetchTime']: updated = self.fetch_time(params) self.status['updated'] = updated return self.status def fetchOHLCV(self, symbol, timeframe='1m', since=None, limit=None, params={}): return self.fetch_ohlcv(symbol, timeframe, since, limit, params) def parse_trading_view_ohlcv(self, ohlcvs, market=None, timeframe='1m', since=None, limit=None): result = self.convert_trading_view_to_ohlcv(ohlcvs) return self.parse_ohlcvs(result, market, timeframe, since, limit) def convert_trading_view_to_ohlcv(self, ohlcvs): result = [] for i in range(0, len(ohlcvs['t'])): result.append([ ohlcvs['t'][i] * 1000, ohlcvs['o'][i], ohlcvs['h'][i], ohlcvs['l'][i], ohlcvs['c'][i], ohlcvs['v'][i], ]) return result def convert_ohlcv_to_trading_view(self, ohlcvs): result = { 't': [], 'o': [], 'h': [], 'l': [], 'c': [], 'v': [], } for i in range(0, len(ohlcvs)): result['t'].append(int(ohlcvs[i][0] / 1000)) result['o'].append(ohlcvs[i][1]) result['h'].append(ohlcvs[i][2]) result['l'].append(ohlcvs[i][3]) result['c'].append(ohlcvs[i][4]) result['v'].append(ohlcvs[i][5]) return result def build_ohlcv(self, trades, timeframe='1m', since=None, limit=None): ms = self.parse_timeframe(timeframe) * 1000 ohlcvs = [] (high, low, close, volume) = (2, 3, 4, 5) num_trades = len(trades) oldest = (num_trades - 1) if limit is None else min(num_trades - 1, limit) for i in range(0, oldest): trade = trades[i] if (since is not None) and (trade['timestamp'] < since): continue opening_time = int(math.floor(trade['timestamp'] / ms) * ms) # Shift the edge of the m/h/d (but not M) j = len(ohlcvs) if (j == 0) or opening_time >= ohlcvs[j - 1][0] + ms: # moved to a new timeframe -> create a new candle from opening trade ohlcvs.append([ opening_time, trade['price'], trade['price'], trade['price'], trade['price'], trade['amount'], ]) else: # still processing the same timeframe -> update opening trade ohlcvs[j - 1][high] = max(ohlcvs[j - 1][high], trade['price']) ohlcvs[j - 1][low] = min(ohlcvs[j - 1][low], trade['price']) ohlcvs[j - 1][close] = trade['price'] ohlcvs[j - 1][volume] += trade['amount'] return ohlcvs @staticmethod def parse_timeframe(timeframe): amount = int(timeframe[0:-1]) unit = timeframe[-1] if 'y' == unit: scale = 60 * 60 * 24 * 365 elif 'M' == unit: scale = 60 * 60 * 24 * 30 elif 'w' == unit: scale = 60 * 60 * 24 * 7 elif 'd' == unit: scale = 60 * 60 * 24 elif 'h' == unit: scale = 60 * 60 elif 'm' == unit: scale = 60 elif 's' == unit: scale = 1 else: raise NotSupported('timeframe unit {} is not supported'.format(unit)) return amount * scale @staticmethod def round_timeframe(timeframe, timestamp, direction=ROUND_DOWN): ms = Exchange.parse_timeframe(timeframe) * 1000 # Get offset based on timeframe in milliseconds offset = timestamp % ms return timestamp - offset + (ms if direction == ROUND_UP else 0) def parse_trades(self, trades, market=None, since=None, limit=None, params={}): array = self.to_array(trades) array = [self.extend(self.parse_trade(trade, market), params) for trade in array] array = self.sort_by(array, 'timestamp') symbol = market['symbol'] if market else None return self.filter_by_symbol_since_limit(array, symbol, since, limit) def parse_ledger(self, data, currency=None, since=None, limit=None, params={}): array = self.to_array(data) result = [] for item in array: entry = self.parse_ledger_entry(item, currency) if isinstance(entry, list): result += [self.extend(i, params) for i in entry] else: result.append(self.extend(entry, params)) result = self.sort_by(result, 'timestamp') code = currency['code'] if currency else None return self.filter_by_currency_since_limit(result, code, since, limit) def parse_transactions(self, transactions, currency=None, since=None, limit=None, params={}): array = self.to_array(transactions) array = [self.extend(self.parse_transaction(transaction, currency), params) for transaction in array] array = self.sort_by(array, 'timestamp') code = currency['code'] if currency else None return self.filter_by_currency_since_limit(array, code, since, limit) def parse_orders(self, orders, market=None, since=None, limit=None, params={}): array = self.to_array(orders) array = [self.extend(self.parse_order(order, market), params) for order in array] array = self.sort_by(array, 'timestamp') symbol = market['symbol'] if market else None return self.filter_by_symbol_since_limit(array, symbol, since, limit) def safe_currency_code(self, currency_id, currency=None): code = None if currency_id is not None: if self.currencies_by_id is not None and currency_id in self.currencies_by_id: code = self.currencies_by_id[currency_id]['code'] else: code = self.common_currency_code(currency_id.upper()) if code is None and currency is not None: code = currency['code'] return code def filter_by_value_since_limit(self, array, field, value=None, since=None, limit=None): array = self.to_array(array) if value: array = [entry for entry in array if entry[field] == value] if since: array = [entry for entry in array if entry['timestamp'] >= since] if limit: array = array[0:limit] return array def filter_by_symbol_since_limit(self, array, symbol=None, since=None, limit=None): return self.filter_by_value_since_limit(array, 'symbol', symbol, since, limit) def filter_by_currency_since_limit(self, array, code=None, since=None, limit=None): return self.filter_by_value_since_limit(array, 'currency', code, since, limit) def filter_by_since_limit(self, array, since=None, limit=None): array = self.to_array(array) if since: array = [entry for entry in array if entry['timestamp'] >= since] if limit: array = array[0:limit] return array def filter_by_symbol(self, array, symbol=None): array = self.to_array(array) if symbol: return [entry for entry in array if entry['symbol'] == symbol] return array def filter_by_array(self, objects, key, values=None, indexed=True): objects = self.to_array(objects) # return all of them if no values were passed in if values is None: return self.index_by(objects, key) if indexed else objects result = [] for i in range(0, len(objects)): value = objects[i][key] if key in objects[i] else None if value in values: result.append(objects[i]) return self.index_by(result, key) if indexed else result def currency(self, code): if not self.currencies: raise ExchangeError('Currencies not loaded') if isinstance(code, basestring) and (code in self.currencies): return self.currencies[code] raise ExchangeError('Does not have currency code ' + str(code)) def market(self, symbol): if not self.markets: raise ExchangeError('Markets not loaded') if isinstance(symbol, basestring) and (symbol in self.markets): return self.markets[symbol] raise BadSymbol('{} does not have market symbol {}'.format(self.id, symbol)) def market_ids(self, symbols): return [self.market_id(symbol) for symbol in symbols] def market_id(self, symbol): market = self.market(symbol) return market['id'] if type(market) is dict else symbol def calculate_fee(self, symbol, type, side, amount, price, takerOrMaker='taker', params={}): market = self.markets[symbol] rate = market[takerOrMaker] cost = float(self.cost_to_precision(symbol, amount * price)) return { 'rate': rate, 'type': takerOrMaker, 'currency': market['quote'], 'cost': float(self.fee_to_precision(symbol, rate * cost)), } def edit_limit_buy_order(self, id, symbol, *args): return self.edit_limit_order(id, symbol, 'buy', *args) def edit_limit_sell_order(self, id, symbol, *args): return self.edit_limit_order(id, symbol, 'sell', *args) def edit_limit_order(self, id, symbol, *args): return self.edit_order(id, symbol, 'limit', *args) def edit_order(self, id, symbol, *args): if not self.enableRateLimit: raise ExchangeError('edit_order() requires enableRateLimit = true') self.cancel_order(id, symbol) return self.create_order(symbol, *args) def create_limit_order(self, symbol, *args): return self.create_order(symbol, 'limit', *args) def create_market_order(self, symbol, *args): return self.create_order(symbol, 'market', *args) def create_limit_buy_order(self, symbol, *args): return self.create_order(symbol, 'limit', 'buy', *args) def create_limit_sell_order(self, symbol, *args): return self.create_order(symbol, 'limit', 'sell', *args) def create_market_buy_order(self, symbol, amount, params={}): return self.create_order(symbol, 'market', 'buy', amount, None, params) def create_market_sell_order(self, symbol, amount, params={}): return self.create_order(symbol, 'market', 'sell', amount, None, params) def sign(self, path, api='public', method='GET', params={}, headers=None, body=None): raise NotSupported(self.id + ' sign() pure method must be redefined in derived classes') # ------------------------------------------------------------------------- # web3 / 0x methods @staticmethod def has_web3(): return Web3 is not None def check_required_dependencies(self): if not Exchange.has_web3(): raise NotSupported("Web3 functionality requires Python3 and web3 package installed: https://github.com/ethereum/web3.py") def eth_decimals(self, unit='ether'): units = { 'wei': 0, # 1 'kwei': 3, # 1000 'babbage': 3, # 1000 'femtoether': 3, # 1000 'mwei': 6, # 1000000 'lovelace': 6, # 1000000 'picoether': 6, # 1000000 'gwei': 9, # 1000000000 'shannon': 9, # 1000000000 'nanoether': 9, # 1000000000 'nano': 9, # 1000000000 'szabo': 12, # 1000000000000 'microether': 12, # 1000000000000 'micro': 12, # 1000000000000 'finney': 15, # 1000000000000000 'milliether': 15, # 1000000000000000 'milli': 15, # 1000000000000000 'ether': 18, # 1000000000000000000 'kether': 21, # 1000000000000000000000 'grand': 21, # 1000000000000000000000 'mether': 24, # 1000000000000000000000000 'gether': 27, # 1000000000000000000000000000 'tether': 30, # 1000000000000000000000000000000 } return self.safe_value(units, unit) def eth_unit(self, decimals=18): units = { 0: 'wei', # 1000000000000000000 3: 'kwei', # 1000000000000000 6: 'mwei', # 1000000000000 9: 'gwei', # 1000000000 12: 'szabo', # 1000000 15: 'finney', # 1000 18: 'ether', # 1 21: 'kether', # 0.001 24: 'mether', # 0.000001 27: 'gether', # 0.000000001 30: 'tether', # 0.000000000001 } return self.safe_value(units, decimals) def fromWei(self, amount, unit='ether', decimals=18): if Web3 is None: raise NotSupported("ethereum web3 methods require Python 3: https://pythonclock.org") if amount is None: return amount if decimals != 18: if decimals % 3: amount = int(amount) * (10 ** (18 - decimals)) else: unit = self.eth_unit(decimals) return float(Web3.fromWei(int(amount), unit)) def toWei(self, amount, unit='ether', decimals=18): if Web3 is None: raise NotSupported("ethereum web3 methods require Python 3: https://pythonclock.org") if amount is None: return amount if decimals != 18: if decimals % 3: # this case has known yet unsolved problems: # toWei(1.999, 'ether', 17) == '199900000000000011' # toWei(1.999, 'ether', 19) == '19989999999999999991' # the best solution should not involve additional dependencies amount = Decimal(amount) / Decimal(10 ** (18 - decimals)) else: unit = self.eth_unit(decimals) return str(Web3.toWei(amount, unit)) def privateKeyToAddress(self, privateKey): private_key_bytes = base64.b16decode(Exchange.encode(privateKey), True) public_key_bytes = ecdsa.SigningKey.from_string(private_key_bytes, curve=ecdsa.SECP256k1).verifying_key.to_string() public_key_hash = self.web3.sha3(public_key_bytes) return '0x' + Exchange.decode(base64.b16encode(public_key_hash))[-40:].lower() def soliditySha3(self, array): values = self.solidityValues(array) types = self.solidityTypes(values) return self.web3.soliditySha3(types, values).hex() def solidityTypes(self, array): return ['address' if self.web3.isAddress(value) else 'uint256' for value in array] def solidityValues(self, array): return [self.web3.toChecksumAddress(value) if self.web3.isAddress(value) else (int(value, 16) if str(value)[:2] == '0x' else int(value)) for value in array] def getZeroExOrderHash2(self, order): return self.soliditySha3([ order['exchangeContractAddress'], # address order['maker'], # address order['taker'], # address order['makerTokenAddress'], # address order['takerTokenAddress'], # address order['feeRecipient'], # address order['makerTokenAmount'], # uint256 order['takerTokenAmount'], # uint256 order['makerFee'], # uint256 order['takerFee'], # uint256 order['expirationUnixTimestampSec'], # uint256 order['salt'], # uint256 ]) def getZeroExOrderHash(self, order): unpacked = [ self.web3.toChecksumAddress(order['exchangeContractAddress']), # { value: order.exchangeContractAddress, type: types_1.SolidityTypes.Address }, self.web3.toChecksumAddress(order['maker']), # { value: order.maker, type: types_1.SolidityTypes.Address }, self.web3.toChecksumAddress(order['taker']), # { value: order.taker, type: types_1.SolidityTypes.Address }, self.web3.toChecksumAddress(order['makerTokenAddress']), # { value: order.makerTokenAddress, type: types_1.SolidityTypes.Address }, self.web3.toChecksumAddress(order['takerTokenAddress']), # { value: order.takerTokenAddress, type: types_1.SolidityTypes.Address }, self.web3.toChecksumAddress(order['feeRecipient']), # { value: order.feeRecipient, type: types_1.SolidityTypes.Address }, int(order['makerTokenAmount']), # { value: bigNumberToBN(order.makerTokenAmount), type: types_1.SolidityTypes.Uint256, }, int(order['takerTokenAmount']), # { value: bigNumberToBN(order.takerTokenAmount), type: types_1.SolidityTypes.Uint256, }, int(order['makerFee']), # { value: bigNumberToBN(order.makerFee), type: types_1.SolidityTypes.Uint256, }, int(order['takerFee']), # { value: bigNumberToBN(order.takerFee), type: types_1.SolidityTypes.Uint256, }, int(order['expirationUnixTimestampSec']), # { value: bigNumberToBN(order.expirationUnixTimestampSec), type: types_1.SolidityTypes.Uint256, }, int(order['salt']), # { value: bigNumberToBN(order.salt), type: types_1.SolidityTypes.Uint256 }, ] types = [ 'address', # { value: order.exchangeContractAddress, type: types_1.SolidityTypes.Address }, 'address', # { value: order.maker, type: types_1.SolidityTypes.Address }, 'address', # { value: order.taker, type: types_1.SolidityTypes.Address }, 'address', # { value: order.makerTokenAddress, type: types_1.SolidityTypes.Address }, 'address', # { value: order.takerTokenAddress, type: types_1.SolidityTypes.Address }, 'address', # { value: order.feeRecipient, type: types_1.SolidityTypes.Address }, 'uint256', # { value: bigNumberToBN(order.makerTokenAmount), type: types_1.SolidityTypes.Uint256, }, 'uint256', # { value: bigNumberToBN(order.takerTokenAmount), type: types_1.SolidityTypes.Uint256, }, 'uint256', # { value: bigNumberToBN(order.makerFee), type: types_1.SolidityTypes.Uint256, }, 'uint256', # { value: bigNumberToBN(order.takerFee), type: types_1.SolidityTypes.Uint256, }, 'uint256', # { value: bigNumberToBN(order.expirationUnixTimestampSec), type: types_1.SolidityTypes.Uint256, }, 'uint256', # { value: bigNumberToBN(order.salt), type: types_1.SolidityTypes.Uint256 }, ] return self.web3.soliditySha3(types, unpacked).hex() @staticmethod def remove_0x_prefix(value): if value[:2] == '0x': return value[2:] return value def getZeroExOrderHashV2(self, order): # https://github.com/0xProject/0x-monorepo/blob/development/python-packages/order_utils/src/zero_ex/order_utils/__init__.py def pad_20_bytes_to_32(twenty_bytes): return bytes(12) + twenty_bytes def int_to_32_big_endian_bytes(i): return i.to_bytes(32, byteorder="big") def to_bytes(value): if not isinstance(value, str): raise TypeError("Value must be an instance of str") if len(value) % 2: value = "0x0" + self.remove_0x_prefix(value) return base64.b16decode(self.remove_0x_prefix(value), casefold=True) domain_struct_header = b"\x91\xab=\x17\xe3\xa5\n\x9d\x89\xe6?\xd3\x0b\x92\xbe\x7fS6\xb0;({\xb9Fxz\x83\xa9\xd6*'f\xf0\xf2F\x18\xf4\xc4\xbe\x1eb\xe0&\xfb\x03\x9a \xef\x96\xf4IR\x94\x81}\x10'\xff\xaam\x1fp\xe6\x1e\xad|[\xef\x02x\x16\xa8\x00\xda\x176DO\xb5\x8a\x80~\xf4\xc9`;xHg?~:h\xeb\x14\xa5" order_schema_hash = b'w\x05\x01\xf8\x8a&\xed\xe5\xc0J \xef\x87yi\xe9a\xeb\x11\xfc\x13\xb7\x8a\xafAKc=\xa0\xd4\xf8o' header = b"\x19\x01" domain_struct_hash = self.web3.sha3( domain_struct_header + pad_20_bytes_to_32(to_bytes(order["exchangeAddress"])) ) order_struct_hash = self.web3.sha3( order_schema_hash + pad_20_bytes_to_32(to_bytes(order["makerAddress"])) + pad_20_bytes_to_32(to_bytes(order["takerAddress"])) + pad_20_bytes_to_32(to_bytes(order["feeRecipientAddress"])) + pad_20_bytes_to_32(to_bytes(order["senderAddress"])) + int_to_32_big_endian_bytes(int(order["makerAssetAmount"])) + int_to_32_big_endian_bytes(int(order["takerAssetAmount"])) + int_to_32_big_endian_bytes(int(order["makerFee"])) + int_to_32_big_endian_bytes(int(order["takerFee"])) + int_to_32_big_endian_bytes(int(order["expirationTimeSeconds"])) + int_to_32_big_endian_bytes(int(order["salt"])) + self.web3.sha3(to_bytes(order["makerAssetData"])) + self.web3.sha3(to_bytes(order["takerAssetData"])) ) sha3 = self.web3.sha3( header + domain_struct_hash + order_struct_hash ) return '0x' + base64.b16encode(sha3).decode('ascii').lower() def signZeroExOrder(self, order, privateKey): orderHash = self.getZeroExOrderHash(order) signature = self.signMessage(orderHash[-64:], privateKey) return self.extend(order, { 'orderHash': orderHash, 'ecSignature': signature, # todo fix v if needed }) def signZeroExOrderV2(self, order, privateKey): orderHash = self.getZeroExOrderHashV2(order) signature = self.signMessage(orderHash[-64:], privateKey) return self.extend(order, { 'orderHash': orderHash, 'signature': self._convertECSignatureToSignatureHex(signature), }) def _convertECSignatureToSignatureHex(self, signature): # https://github.com/0xProject/0x-monorepo/blob/development/packages/order-utils/src/signature_utils.ts v = signature["v"] if v != 27 and v != 28: v = v + 27 return ( hex(v) + signature["r"][-64:] + signature["s"][-64:] + "03" ) def hashMessage(self, message): message_bytes = base64.b16decode(Exchange.encode(Exchange.remove_0x_prefix(message)), True) hash_bytes = self.web3.sha3(b"\x19Ethereum Signed Message:\n" + Exchange.encode(str(len(message_bytes))) + message_bytes) return '0x' + Exchange.decode(base64.b16encode(hash_bytes)).lower() @staticmethod def signHash(hash, privateKey): signature = Exchange.ecdsa(hash[-64:], privateKey, 'secp256k1', None) return { 'r': '0x' + signature['r'], 's': '0x' + signature['s'], 'v': 27 + signature['v'], } def signMessage(self, message, privateKey): # # The following comment is related to MetaMask, we use the upper type of signature prefix: # # z.ecSignOrderHashAsync ('0xcfdb0a485324ff37699b4c8557f6858f25916fc6fce5993b32fe018aea510b9f', # '0x731fc101bbe102221c91c31ed0489f1ddfc439a3', { # prefixType: 'ETH_SIGN', # shouldAddPrefixBeforeCallingEthSign: true # }).then ((e, r) => console.log (e,r)) # # { ↓ # v: 28, # r: "0xea7a68268b47c48d5d7a4c900e6f9af0015bf70951b3db2f1d835c5d544aaec2", # s: "0x5d1db2a060c955c1fde4c967237b995c2361097405407b33c6046c8aeb3ccbdf" # } # # -------------------------------------------------------------------- # # z.ecSignOrderHashAsync ('0xcfdb0a485324ff37699b4c8557f6858f25916fc6fce5993b32fe018aea510b9f', # '0x731fc101bbe102221c91c31ed0489f1ddfc439a3', { # prefixType: 'NONE', # shouldAddPrefixBeforeCallingEthSign: true # }).then ((e, r) => console.log (e,r)) # # { ↓ # v: 27, # r: "0xc8c710022c57de4f529d448e9b40517dd9bfb49ff1eb245f5856664b865d14a6", # s: "0x0740bb21f4f094fbbdbafa903bb8f057f82e0c6e4fe65d19a1daed4ed97cd394" # } # message_hash = self.hashMessage(message) signature = self.signHash(message_hash[-64:], privateKey[-64:]) return signature def oath(self): if self.twofa is not None: return self.totp(self.twofa) else: raise ExchangeError(self.id + ' set .twofa to use this feature') @staticmethod def decimal_to_bytes(n, endian='big'): """int.from_bytes and int.to_bytes don't work in python2""" if n > 0: next_byte = Exchange.decimal_to_bytes(n // 0x100, endian) remainder = bytes([n % 0x100]) return next_byte + remainder if endian == 'big' else remainder + next_byte else: return b'' @staticmethod def totp(key): def hex_to_dec(n): return int(n, base=16) def base32_to_bytes(n): missing_padding = len(n) % 8 padding = 8 - missing_padding if missing_padding > 0 else 0 padded = n.upper() + ('=' * padding) return base64.b32decode(padded) # throws an error if the key is invalid epoch = int(time.time()) // 30 hmac_res = Exchange.hmac(Exchange.decimal_to_bytes(epoch, 'big'), base32_to_bytes(key.replace(' ', '')), hashlib.sha1, 'hex') offset = hex_to_dec(hmac_res[-1]) * 2 otp = str(hex_to_dec(hmac_res[offset: offset + 8]) & 0x7fffffff) return otp[-6:] @staticmethod def numberToLE(n, size): return Exchange.decimal_to_bytes(int(n), 'little').ljust(size, b'\x00') @staticmethod def numberToBE(n, size): return Exchange.decimal_to_bytes(int(n), 'big').rjust(size, b'\x00') @staticmethod def base16_to_binary(s): return base64.b16decode(s, True) # python supports arbitrarily big integers @staticmethod def integer_divide(a, b): return int(a) // int(b) @staticmethod def integer_pow(a, b): return int(a) ** int(b) @staticmethod def integer_modulo(a, b): return int(a) % int(b)

40.230178

299

0.593223

4da799463338bea99c3933b1b8084cc56ab6a076

7,233

py

Python

userbot/modules/heroku.py

AnggaraArif/Telebot

7601643d51cecbdc4d8d9ad9a72c5366804250a8

[ "Naumen", "Condor-1.1", "MS-PL" ]

7

2020-06-27T20:15:34.000Z

2021-01-21T12:45:48.000Z

userbot/modules/heroku.py

AnggaraArif/Telebot

7601643d51cecbdc4d8d9ad9a72c5366804250a8

[ "Naumen", "Condor-1.1", "MS-PL" ]

1

2020-02-19T20:07:34.000Z

userbot/modules/heroku.py

AnggaraArif/Telebot

7601643d51cecbdc4d8d9ad9a72c5366804250a8

[ "Naumen", "Condor-1.1", "MS-PL" ]

70

2020-04-26T02:47:50.000Z

2022-01-26T10:13:13.000Z

# Copyright (C) 2020 Adek Maulana. # All rights reserved. # # Licensed under the Raphielscape Public License, Version 1.d (the "License"); # you may not use this file except in compliance with the License. # """ Heroku manager for your userbot """ import heroku3 import aiohttp import math from userbot import ( CMD_HELP, HEROKU_APP_NAME, HEROKU_API_KEY, BOTLOG, BOTLOG_CHATID ) from userbot.events import register Heroku = heroku3.from_key(HEROKU_API_KEY) heroku_api = "https://api.heroku.com" if HEROKU_APP_NAME is not None and HEROKU_API_KEY is not None: Heroku = heroku3.from_key(HEROKU_API_KEY) app = Heroku.app(HEROKU_APP_NAME) heroku_var = app.config() else: app = None """ ConfigVars setting, get current var, set var or delete var... """ @register(outgoing=True, pattern=r"^\.(get|del) var(?: |$)(\w*)") async def variable(var): exe = var.pattern_match.group(1) if app is None: await var.edit("`[HEROKU]" "\nPlease setup your` **HEROKU_APP_NAME**.") return False if exe == "get": await var.edit("`Getting information...`") variable = var.pattern_match.group(2) if variable != '': if variable in heroku_var: if BOTLOG: await var.client.send_message( BOTLOG_CHATID, "#CONFIGVAR\n\n" "**ConfigVar**:\n" f"`{variable}` = `{heroku_var[variable]}`\n" ) await var.edit("`Received to BOTLOG_CHATID...`") return True else: await var.edit("`Please set BOTLOG to True...`") return False else: await var.edit("`Information don't exists...`") return True else: configvars = heroku_var.to_dict() msg = '' if BOTLOG: for item in configvars: msg += f"`{item}` = `{configvars[item]}`\n" await var.client.send_message( BOTLOG_CHATID, "#CONFIGVARS\n\n" "**ConfigVars**:\n" f"{msg}" ) await var.edit("`Received to BOTLOG_CHATID...`") return True else: await var.edit("`Please set BOTLOG to True...`") return False elif exe == "del": await var.edit("`Deleting information...`") variable = var.pattern_match.group(2) if variable == '': await var.edit("`Specify ConfigVars you want to del...`") return False if variable in heroku_var: if BOTLOG: await var.client.send_message( BOTLOG_CHATID, "#DELCONFIGVAR\n\n" "**Delete ConfigVar**:\n" f"`{variable}`" ) await var.edit("`Information deleted...`") del heroku_var[variable] else: await var.edit("`Information don't exists...`") return True @register(outgoing=True, pattern=r'^\.set var (\w*) ([\s\S]*)') async def set_var(var): await var.edit("`Setting information...`") variable = var.pattern_match.group(1) value = var.pattern_match.group(2) if variable in heroku_var: if BOTLOG: await var.client.send_message( BOTLOG_CHATID, "#SETCONFIGVAR\n\n" "**Change ConfigVar**:\n" f"`{variable}` = `{value}`" ) await var.edit("`Information sets...`") else: if BOTLOG: await var.client.send_message( BOTLOG_CHATID, "#ADDCONFIGVAR\n\n" "**Add ConfigVar**:\n" f"`{variable}` = `{value}`" ) await var.edit("`Information added...`") heroku_var[variable] = value """ Check account quota, remaining quota, used quota, used app quota """ @register(outgoing=True, pattern=r"^\.usage(?: |$)") async def dyno_usage(dyno): """ Get your account Dyno Usage """ await dyno.edit("`Getting Information...`") useragent = ('Mozilla/5.0 (Linux; Android 10; SM-G975F) ' 'AppleWebKit/537.36 (KHTML, like Gecko) ' 'Chrome/80.0.3987.149 Mobile Safari/537.36' ) user_id = Heroku.account().id headers = { 'User-Agent': useragent, 'Authorization': f'Bearer {HEROKU_API_KEY}', 'Accept': 'application/vnd.heroku+json; version=3.account-quotas', } path = "/accounts/" + user_id + "/actions/get-quota" async with aiohttp.ClientSession() as session: async with session.get(heroku_api + path, headers=headers) as r: if r.status != 200: await dyno.client.send_message( dyno.chat_id, f"`{r.reason}`", reply_to=dyno.id ) await dyno.edit("`Can't get information...`") return False result = await r.json() quota = result['account_quota'] quota_used = result['quota_used'] """ - User Quota Limit and Used - """ remaining_quota = quota - quota_used percentage = math.floor(remaining_quota / quota * 100) minutes_remaining = remaining_quota / 60 hours = math.floor(minutes_remaining / 60) minutes = math.floor(minutes_remaining % 60) """ - User App Used Quota - """ Apps = result['apps'] for apps in Apps: if apps.get('app_uuid') == app.id: AppQuotaUsed = apps.get('quota_used') / 60 AppPercentage = math.floor( apps.get('quota_used') * 100 / quota) break else: AppQuotaUsed = 0 AppPercentage = 0 AppHours = math.floor(AppQuotaUsed / 60) AppMinutes = math.floor(AppQuotaUsed % 60) await dyno.edit( "**Dyno Usage**:\n\n" f"-> `Dyno usage for` **{app.name}**:\n" f" • **{AppHours} hour(s), " f"{AppMinutes} minute(s) - {AppPercentage}%**" "\n\n" "-> `Dyno hours quota remaining this month`:\n" f" • **{hours} hour(s), {minutes} minute(s) " f"- {percentage}%**" ) return True CMD_HELP.update({ "heroku": ">.`usage`" "\nUsage: Check your heroku dyno hours remaining" "\n\n>`.set var <NEW VAR> <VALUE>`" "\nUsage: add new variable or update existing value variable" "\n!!! WARNING !!!, after setting a variable the bot will restarted" "\n\n>`.get var or .get var <VAR>`" "\nUsage: get your existing varibles, use it only on your private group!" "\nThis returns all of your private information, please be caution..." "\n\n>`.del var <VAR>`" "\nUsage: delete existing variable" "\n!!! WARNING !!!, after deleting variable the bot will restarted" })

33.957746

78

0.521499

1652e9ed5baedccf6a74c917351cc8a965434792

1,331

py

Python

ERation/shop/urls.py

mishelshaji/ERation

0e755ae63ae2c9cc009e18b72425ac508670a1cf

[ "MIT" ]

null

ERation/shop/urls.py

mishelshaji/ERation

0e755ae63ae2c9cc009e18b72425ac508670a1cf

[ "MIT" ]

null

ERation/shop/urls.py

mishelshaji/ERation

0e755ae63ae2c9cc009e18b72425ac508670a1cf

[ "MIT" ]

null

from django.urls import path from . import views as v urlpatterns = [ path('', v.home, name='shop_home'), path('shopprofile/', v.shop_profile, name='shop_profile'), path('newcustomer/', v.new_customer, name='shop_new_customer'), path('viewcustomer/<int:id>', v.view_customer, name='shop_view_customer'), path('deletecustomer/<int:id>', v.delete_customer, name='shop_delete_customer'), path('viewallocations/', v.view_allocations, name='view_shop_allocations'), path('viewcards/', v.view_cards, name='shop_view_cards'), path('addsales/', v.add_sales, name='shop_add_sales'), path('newsale/<str:product>/<str:card_number>', v.new_sale, name='shop_new_sale'), path('monthlyreport/', v.monthly_report, name='shop_monthly_report'), path('stockupdate/', v.stock_update, name='shop_update_stock'), path('viewstockupdates/', v.view_stock_update, name='shop_view_stock_updates'), path('newdeliverystaff/', v.new_delivery_staff, name='shop_new_delivery_staff'), path('viewstaffs/', v.view_delivery_staffs, name='shop_view_delivery_staffs'), path('editstaff/<str:id>', v.edit_delivery_staff, name='shop_edit_delivery_staff'), path('vieworders/', v.view_orders, name='shop_view_orders'), path('vieworder/<int:orderid>', v.manage_order, name='shop_manage_order'), ]

41.59375

87

0.722014

d1bf981de4deb8fb9974128afe005df061a3506d

8,003

py

Python

frontend/tdop.py

adisbladis/oil

8ae78500da543dfa899404bdca830b90277d17ad

[ "Apache-2.0" ]

null

frontend/tdop.py

adisbladis/oil

8ae78500da543dfa899404bdca830b90277d17ad

[ "Apache-2.0" ]

null

frontend/tdop.py

adisbladis/oil

8ae78500da543dfa899404bdca830b90277d17ad

[ "Apache-2.0" ]

null

""" tdop.py - Library for expression parsing. """ from _devbuild.gen.id_kind_asdl import Id, Id_t from _devbuild.gen.syntax_asdl import ( arith_expr, arith_expr_t, arith_expr__ArithWord, arith_expr__UnaryAssign, arith_expr__VarRef, arith_expr__Binary, arith_expr__BinaryAssign, sh_lhs_expr, sh_lhs_expr_t, sh_lhs_expr__Name, word_t, ) from _devbuild.gen.types_asdl import lex_mode_e from core import util from osh import word_ from typing import Callable, List, Dict, NoReturn, TYPE_CHECKING if TYPE_CHECKING: # break circular dep from osh.word_parse import WordParser NullFunc = Callable[[TdopParser, word_t, int], arith_expr_t] LeftFunc = Callable[[TdopParser, word_t, arith_expr_t, int], arith_expr_t] p_die = util.p_die def IsIndexable(node): # type: (arith_expr_t) -> bool """Is the word callable or indexable? Args: node: ExprNode """ if isinstance(node, arith_expr__VarRef): return True # f[1] is allowed return False def ToLValue(node): # type: (arith_expr_t) -> sh_lhs_expr_t """Determine if a node is a valid L-value by whitelisting tags. Args: node: ExprNode (could be VarExprNode or BinaryExprNode) """ # foo = bar, foo[1] = bar if isinstance(node, arith_expr__VarRef): # For consistency with osh/cmd_parse.py, append a span_id. # TODO: (( a[ x ] = 1 )) and a[x]=1 should use different LST nodes. n = sh_lhs_expr.Name(node.token.val) n.spids.append(node.token.span_id) return n if isinstance(node, arith_expr__Binary): # For example, a[0][0] = 1 is NOT valid. if (node.op_id == Id.Arith_LBracket and isinstance(node.left, arith_expr__VarRef)): return sh_lhs_expr.IndexedName(node.left.token.val, node.right) return None # # Null Denotation # def NullError(p, t, bp): # type: (TdopParser, word_t, int) -> NoReturn # TODO: I need position information p_die("Token can't be used in prefix position", word=t) def NullConstant(p, w, bp): # type: (TdopParser, word_t, int) -> arith_expr_t var_name_token = word_.LooksLikeArithVar(w) if var_name_token: return arith_expr.VarRef(var_name_token) return arith_expr.ArithWord(w) def NullParen(p, t, bp): # type: (TdopParser, word_t, int) -> arith_expr_t """ Arithmetic grouping """ r = p.ParseUntil(bp) p.Eat(Id.Arith_RParen) return r def NullPrefixOp(p, w, bp): # type: (TdopParser, word_t, int) -> arith_expr_t """Prefix operator. Low precedence: return, raise, etc. return x+y is return (x+y), not (return x) + y High precedence: logical negation, bitwise complement, etc. !x && y is (!x) && y, not !(x && y) """ right = p.ParseUntil(bp) return arith_expr.Unary(word_.ArithId(w), right) # # Left Denotation # def LeftError(p, t, left, rbp): # type: (TdopParser, word_t, arith_expr_t, int) -> NoReturn # Hm is this not called because of binding power? p_die("Token can't be used in infix position", word=t) def LeftBinaryOp(p, w, left, rbp): # type: (TdopParser, word_t, arith_expr_t, int) -> arith_expr_t """ Normal binary operator like 1+2 or 2*3, etc. """ # TODO: w shoudl be a Token, and we should extract the token from it. return arith_expr.Binary(word_.ArithId(w), left, p.ParseUntil(rbp)) def LeftAssign(p, w, left, rbp): # type: (TdopParser, word_t, arith_expr_t, int) -> arith_expr_t """ Normal binary operator like 1+2 or 2*3, etc. """ # x += 1, or a[i] += 1 lhs = ToLValue(left) if lhs is None: # TODO: It would be nice to point at 'left', but osh/word.py doesn't # support arbitrary arith_expr_t. #p_die("Can't assign to this expression", word=w) p_die("Left-hand side of this assignment is invalid", word=w) return arith_expr.BinaryAssign(word_.ArithId(w), lhs, p.ParseUntil(rbp)) # # Parser definition # class LeftInfo(object): """Row for operator. In C++ this should be a big array. """ def __init__(self, led=None, lbp=0, rbp=0): # type: (LeftFunc, int, int) -> None self.led = led or LeftError self.lbp = lbp self.rbp = rbp class NullInfo(object): """Row for operator. In C++ this should be a big array. """ def __init__(self, nud=None, bp=0): # type: (NullFunc, int) -> None self.nud = nud or LeftError self.bp = bp class ParserSpec(object): """Specification for a TDOP parser. This can be compiled to a table in C++. """ def __init__(self): # type: () -> None self.nud_lookup = {} # type: Dict[Id_t, NullInfo] self.led_lookup = {} # type: Dict[Id_t, LeftInfo] def Null(self, bp, nud, tokens): # type: (int, NullFunc, List[Id_t]) -> None """Register a token that doesn't take anything on the left. Examples: constant, prefix operator, error. """ for token in tokens: self.nud_lookup[token] = NullInfo(nud=nud, bp=bp) if token not in self.led_lookup: self.led_lookup[token] = LeftInfo() # error def _RegisterLed(self, lbp, rbp, led, tokens): # type: (int, int, LeftFunc, List[Id_t]) -> None for token in tokens: if token not in self.nud_lookup: self.nud_lookup[token] = NullInfo(NullError) self.led_lookup[token] = LeftInfo(lbp=lbp, rbp=rbp, led=led) def Left(self, bp, led, tokens): # type: (int, LeftFunc, List[Id_t]) -> None """Register a token that takes an expression on the left.""" self._RegisterLed(bp, bp, led, tokens) def LeftRightAssoc(self, bp, led, tokens): # type: (int, LeftFunc, List[Id_t]) -> None """Register a right associative operator.""" self._RegisterLed(bp, bp - 1, led, tokens) def LookupNud(self, token): # type: (Id_t) -> NullInfo try: nud = self.nud_lookup[token] except KeyError: raise AssertionError('No nud for token %r' % token) return nud def LookupLed(self, token): # type: (Id_t) -> LeftInfo """Get a left_info for the token.""" return self.led_lookup[token] #EOF_TOKEN = Token('eof', 'eof') class TdopParser(object): """ Parser state. Current token and lookup stack. """ def __init__(self, spec, w_parser): # type: (ParserSpec, WordParser) -> None self.spec = spec self.w_parser = w_parser self.cur_word = None # type: word_t # current token self.op_id = Id.Undefined_Tok def AtToken(self, token_type): # type: (Id_t) -> bool return self.op_id == token_type def Eat(self, token_type): # type: (Id_t) -> None """Assert that we're at the current token and advance.""" if not self.AtToken(token_type): p_die('Parser expected %s, got %s', token_type, self.cur_word, word=self.cur_word) self.Next() def Next(self): # type: () -> bool self.cur_word = self.w_parser.ReadWord(lex_mode_e.Arith) self.op_id = word_.ArithId(self.cur_word) return True def ParseUntil(self, rbp): # type: (int) -> arith_expr_t """ Parse to the right, eating tokens until we encounter a token with binding power LESS THAN OR EQUAL TO rbp. """ # TODO: use Kind.Eof if self.op_id in (Id.Eof_Real, Id.Eof_RParen, Id.Eof_Backtick): p_die('Unexpected end of input', word=self.cur_word) t = self.cur_word null_info = self.spec.LookupNud(self.op_id) self.Next() # skip over the token, e.g. ! ~ + - node = null_info.nud(self, t, null_info.bp) while True: t = self.cur_word try: left_info = self.spec.LookupLed(self.op_id) except KeyError: raise AssertionError('Invalid token %s' % t) # Examples: # If we see 1*2+ , rbp = 27 and lbp = 25, so stop. # If we see 1+2+ , rbp = 25 and lbp = 25, so stop. # If we see 1**2**, rbp = 26 and lbp = 27, so keep going. if rbp >= left_info.lbp: break self.Next() # skip over the token, e.g. / * node = left_info.led(self, t, node, left_info.rbp) return node def Parse(self): # type: () -> arith_expr_t self.Next() # may raise ParseError return self.ParseUntil(0)

28.080702

77

0.655629

f13047ab2222ba207d0ee275dd3f0c9fe9d1b5c6

1,851

py

Python

GPyOpt/acquisitions/LCB.py

zhenwendai/GPyOpt

fd96875e7ec0cb0f78014d96813ece400648827d

[ "BSD-3-Clause" ]

850

2015-05-31T21:12:41.000Z

2022-03-24T17:25:37.000Z

GPyOpt/acquisitions/LCB.py

lakshaykc/GPyOpt

097ba66e81c7e22b5bf9fdbe64fd135753bc4a67

[ "BSD-3-Clause" ]

340

2015-09-10T14:08:06.000Z

2022-03-28T20:35:26.000Z

GPyOpt/acquisitions/LCB.py

lakshaykc/GPyOpt

097ba66e81c7e22b5bf9fdbe64fd135753bc4a67

[ "BSD-3-Clause" ]

299

2015-07-30T13:18:37.000Z

2022-03-22T21:27:31.000Z

# Copyright (c) 2016, the GPyOpt Authors # Licensed under the BSD 3-clause license (see LICENSE.txt) from .base import AcquisitionBase from ..util.general import get_quantiles class AcquisitionLCB(AcquisitionBase): """ GP-Lower Confidence Bound acquisition function with constant exploration weight. See: Gaussian Process Optimization in the Bandit Setting: No Regret and Experimental Design Srinivas et al., Proc. International Conference on Machine Learning (ICML), 2010 :param model: GPyOpt class of model :param space: GPyOpt class of domain :param optimizer: optimizer of the acquisition. Should be a GPyOpt optimizer :param cost_withGradients: function :param jitter: positive value to make the acquisition more explorative .. Note:: does not allow to be used with cost """ analytical_gradient_prediction = True def __init__(self, model, space, optimizer=None, cost_withGradients=None, exploration_weight=2): self.optimizer = optimizer super(AcquisitionLCB, self).__init__(model, space, optimizer) self.exploration_weight = exploration_weight if cost_withGradients is not None: print('The set cost function is ignored! LCB acquisition does not make sense with cost.') def _compute_acq(self, x): """ Computes the GP-Lower Confidence Bound """ m, s = self.model.predict(x) f_acqu = -m + self.exploration_weight * s return f_acqu def _compute_acq_withGradients(self, x): """ Computes the GP-Lower Confidence Bound and its derivative """ m, s, dmdx, dsdx = self.model.predict_withGradients(x) f_acqu = -m + self.exploration_weight * s df_acqu = -dmdx + self.exploration_weight * dsdx return f_acqu, df_acqu

35.596154

103

0.688277

901d9efd3ffd97f58dce5dfd6bef6e4deb4fda71

1,308

py

Python

tests/caliban/util/test_tqdm.py

Anon-Artist/caliban

6d12561f735fe1f9157e45b06d9da002ee5059e5

[ "ECL-2.0", "Apache-2.0" ]

425

2020-06-02T18:14:09.000Z

2022-03-30T17:32:08.000Z

tests/caliban/util/test_tqdm.py

Anon-Artist/caliban

6d12561f735fe1f9157e45b06d9da002ee5059e5

[ "ECL-2.0", "Apache-2.0" ]

95

2020-06-11T22:50:29.000Z

2022-01-10T06:10:30.000Z

tests/caliban/util/test_tqdm.py

Anon-Artist/caliban

6d12561f735fe1f9157e45b06d9da002ee5059e5

[ "ECL-2.0", "Apache-2.0" ]

50

2020-06-11T22:01:18.000Z

2022-01-12T19:54:10.000Z

#!/usr/bin/python # # Copyright 2020 Google LLC # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. import io from tqdm.utils import _term_move_up import caliban.util.tqdm as ut def test_carriage_return(): def through(xs): buf = io.StringIO() f = ut.TqdmFile(file=buf) for x in xs: f.write(x) f.flush() return buf.getvalue() # Strings pass through tqdmfile with no newline attached. assert through(["Yo!"]) == "Yo!" # Empty lines do nothing. assert through(["", "", ""]) == "" # A carriage return is converted to a newline, but the next line, if it's # written, will have the proper prefix to trigger a carriage return. assert through(["Yo!\r"]) == "Yo!\n" # Boom, triggered. assert through(["Yo!\r", "continue"]) == f"Yo!\n{_term_move_up()}\rcontinue"

27.25

78

0.692661

62daca9b6f092568638bf3886f9f14ecdd051875

6,930

py

Python

kolibri/core/device/translation.py

yujinyuz/kolibri

4d5c6c87679f01c0bbb53bb850b8f4c8041ed860

[ "MIT" ]

null

kolibri/core/device/translation.py

yujinyuz/kolibri

4d5c6c87679f01c0bbb53bb850b8f4c8041ed860

[ "MIT" ]

null

kolibri/core/device/translation.py

yujinyuz/kolibri

4d5c6c87679f01c0bbb53bb850b8f4c8041ed860

[ "MIT" ]

null

""" Modified from django.utils.translation.trans_real """ from __future__ import unicode_literals import re from django.conf import settings from django.core.cache import cache from django.db.utils import OperationalError from django.db.utils import ProgrammingError from django.urls import resolve from django.urls import Resolver404 from django.urls.resolvers import RegexURLResolver from django.utils.translation import get_language from django.utils.translation import LANGUAGE_SESSION_KEY from django.utils.translation.trans_real import check_for_language from django.utils.translation.trans_real import get_language_from_path from django.utils.translation.trans_real import get_languages from django.utils.translation.trans_real import get_supported_language_variant from django.utils.translation.trans_real import language_code_re from django.utils.translation.trans_real import parse_accept_lang_header DEVICE_LANGUAGE_CACHE_KEY = "DEVICE_LANGUAGE_CACHE_KEY" def get_device_language(): from .models import DeviceSettings try: if cache.get(DEVICE_LANGUAGE_CACHE_KEY) is None: # Use a relatively short expiry, in case the device setting is changed in another # thread and this cache does not get invalidated. cache.set( DEVICE_LANGUAGE_CACHE_KEY, DeviceSettings.objects.get().language_id, 600 ) return get_supported_language_variant(cache.get(DEVICE_LANGUAGE_CACHE_KEY)) except ( DeviceSettings.DoesNotExist, LookupError, OperationalError, ProgrammingError, ): return None def get_accept_headers_language(request): accept = request.META.get("HTTP_ACCEPT_LANGUAGE", "") for accept_lang, unused in parse_accept_lang_header(accept): if accept_lang == "*": break if not language_code_re.search(accept_lang): continue try: return get_supported_language_variant(accept_lang) except LookupError: continue def get_settings_language(): try: return get_supported_language_variant(settings.LANGUAGE_CODE) except LookupError: return settings.LANGUAGE_CODE def get_language_from_request_and_is_from_path(request): # noqa complexity-16 """ Analyzes the request to find what language the user wants the system to show. Only languages listed in settings.LANGUAGES are taken into account. If the user requests a sublanguage where we have a main language, we send out the main language. It also returns a value to determine if the language code was derived from a language code in the URL, or inferred from some other source. :returns: tuple of language code, boolean. The former can be None if the url being requested does not require translation, otherwise it should be a language code from the values in settings.LANGUAGES. The boolean should indicate whether the language code was calculated by reading a language code from the requested URL. In the case that it was, True should be returned, in the case where the URL language code was not used or not present, False is returned. """ try: # If this is not a view that needs to be translated, return None, and be done with it! if not getattr(resolve(request.path_info).func, "translated", False): return None, False except Resolver404: # If this is an unrecognized URL, it may be redirectable to a language prefixed # URL, so let the language code setting carry on from here. pass supported_lang_codes = get_languages() lang_code = get_language_from_path(request.path_info) if lang_code in supported_lang_codes and lang_code is not None: return lang_code, True if hasattr(request, "session"): lang_code = request.session.get(LANGUAGE_SESSION_KEY) if ( lang_code in supported_lang_codes and lang_code is not None and check_for_language(lang_code) ): return lang_code, False lang_code = request.COOKIES.get(settings.LANGUAGE_COOKIE_NAME) try: return get_supported_language_variant(lang_code), False except LookupError: pass device_language = get_device_language() if device_language is not None: return device_language, False headers_language = get_accept_headers_language(request) if headers_language is not None: return headers_language, False return get_settings_language(), False def i18n_patterns(urls, prefix=None): """ Add the language code prefix to every URL pattern within this function. Vendored from https://github.com/django/django/blob/stable/1.11.x/django/conf/urls/i18n.py to allow use of this outside of the root URL conf to prefix plugin non-api urls. """ if not settings.USE_I18N: return list(urls) def recurse_urls_and_set(urls_to_set): for url in urls_to_set: if hasattr(url, "urlpatterns") and url.urlpatterns: recurse_urls_and_set(url.urlpatterns) elif hasattr(url, "callback") and url.callback: setattr(url.callback, "translated", True) recurse_urls_and_set(urls) return [LocaleRegexURLResolver(list(urls), prefix=prefix)] class LocaleRegexURLResolver(RegexURLResolver): """ A URL resolver that always matches the active language code as URL prefix. Rather than taking a regex argument, we just override the ``regex`` function to always return the active language-code as regex. Vendored from https://github.com/django/django/blob/stable/1.11.x/django/urls/resolvers.py As using the Django internal version inside included URL configs is disallowed. Rather than monkey patch Django to allow this for our use case, make a copy of this here and use this instead. """ def __init__( self, urlconf_name, default_kwargs=None, app_name=None, namespace=None, prefix_default_language=True, prefix=None, ): super(LocaleRegexURLResolver, self).__init__( None, urlconf_name, default_kwargs, app_name, namespace ) self.prefix_default_language = prefix_default_language self._prefix = prefix @property def regex(self): device_language = get_device_language() or get_settings_language() language_code = get_language() or device_language if language_code not in self._regex_dict: if language_code == device_language and not self.prefix_default_language: regex_string = self._prefix or "" else: regex_string = ("^%s/" % language_code) + (self._prefix or "") self._regex_dict[language_code] = re.compile(regex_string, re.UNICODE) return self._regex_dict[language_code]

37.258065

94

0.71443

810c51b498ed1ce277311369fa429420cbf1efb3

18,032

py

Python

svutil/gen/LatexGen.py

enhoshen/SVutil

6fff5a4d1f53519e1806f20371ef99cdd350e3e5

[ "MIT" ]

2

2019-10-03T06:27:02.000Z

2019-12-27T15:58:24.000Z

svutil/gen/LatexGen.py

enhoshen/SVutil

6fff5a4d1f53519e1806f20371ef99cdd350e3e5

[ "MIT" ]

null

svutil/gen/LatexGen.py

enhoshen/SVutil

6fff5a4d1f53519e1806f20371ef99cdd350e3e5

[ "MIT" ]

null

import os import sys from svutil.SVparse import * from svutil.SVgen import * from svutil.SVclass import * import itertools import numpy as np import re @SVgen.user_class class LatexGen(SVgen): # TODO $clog2 in latex def __init__(self, session=None, regbk=None, dut=None): super().__init__(session=session) self.customlst = ["default_input_delay", "struct_lvl"] self.default_input_delay = 30 self.struct_lvl = 2 if regbk and type(regbk) == str: self.regbk = SVRegbk(self.session.hiers.get(regbk)) else: self.regbk = SVRegbk(self.regbk) if self.regbk else None self.dut = dut if dut else self.dut def reload(self): self.session.reload() self.refresh() self.regbk = SVRegbk(self.regbk) if self.regbk else None def l_(self, s): return s.replace("_", "\_") def parameter_str(self, param): ind = Ind(1) param = SVParam(param) param_tp = param.tp s = "" desp = "\n" memblist = [] tp = self.cur_module.AllType.get(param_tp) if tp: memb_tp = [SVType(i) for i in tp] if memb_tp[0].tp == "enum": en = SVEnums(self.cur_module.AllEnums[memb_tp[0].name]) desp += self.enuml_desp_str(en, ind) name = self.l_(param.name) num = self.l_(param.numstr) s = f"{ind.b}\\parameter{{ {name} }} {{ \n" s += ( f"{ind[1]}\\parameterDES{{ }} {{ {num} }} {{ None }} {{ {desp}{ind[1]}}}\n" ) s += f"{ind.b}}}\n" s = s.replace("$", "\\$") return s def signal_str(self, sig, clk=None, ind=None): ind = Ind(1) if ind is None else ind tpfield = SVhier.typefield sig = SVPort(sig) sig_tp = sig.tp s = "" memblist = [] if self.cur_module.AllType.get(sig_tp): tp = [SVType(i) for i in self.cur_module.AllType.get(sig_tp)] else: tp = [None] if sig_tp != "logic" and sig_tp != "logic signed" and len(tp) != 1: # for memb in self.cur_module.AllType.get(sig_tp): # memb = SVType(memb) # name = self.l_(sig.name+'.'+memb.name +' '+sig.dimstr) # width = str(memb.bw) # active = 'LOW' if name[-2:] == '_n' else ( 'HIGH' if width =='1' else 'N/A' ) # if '-1:0' in width: # width = width.split('-')[0][1:] # io = sig.direction # io = 'Input' if io =='input' else 'Output' # memb_tp = self.cur_module.AllType.get(memb.tp) # desp='\\TODO\n' # if memb_tp : # memb_tp = [SVType(i) for i in memb_tp] # if memb_tp[0].tp =='enum': # desp += self.enuml_desp_str(memb_tp[0].enumliteral, ind ) # memblist.append( (name, io, desp, width, active, clk) ) sig_struct = self.cur_module.AllType.get(sig_tp) memblist = self.memlist_append( self.cur_module, sig, sig_struct, ind, clk, self.struct_lvl ) memblist = [(self.l_(sig.name + ".") + name, *_) for name, *_ in memblist] else: desp = f"\n{ind[2]}\\TODO\\\\\n" if sig_tp == "enum": en = SVEnums(self.cur_module.AllEnums[sig.tp]) desp += self.enuml_desp_str(en, ind) if sig_tp != "logic" and sig_tp != "logic signed" and len(tp) == 1: try: en = SVEnums(self.cur_module.AllEnums[tp[0].name]) desp += self.enuml_desp_str(en, ind) except: self.print(tp, sig_tp) name = self.l_(sig.name + " " + sig.dimstr) width = "1" if sig.bwstr == "" else sig.bwstr.replace("_", "\_") active = ( "LOW" if name[-2:] == "_n" else ("HIGH" if width == "1" and not "clk" in sig.name else "N/A") ) if "-1:0" in width: width = width.split("-")[0][1:] io = sig.direction io = "Input" if io == "input" else "Output" memblist.append((name, io, desp, width, active, clk)) reged = "Yes" if sig.name in self.cur_module.regs else "No" for name, io, desp, width, active, clk in memblist: delay = self.default_input_delay if not "clk" in sig.name else "N/A" s += f"{ind.b}\\signal{{ {name} }} {{{io}}} {{\n" s += f"{ind[1]}\\signalDES{{ {desp} {ind[1]}}} {{ {width} }} {{ {active} }} {{ {clk} }} {{{reged}}} {{ {delay}\\%}} }}\n" return s def memlist_append(self, module, sig, struct, ind, clk, lvl=1): memlist = [] for memb in struct: memb = SVType(memb) sub_tp = module.AllType.get(memb.tp) if memb.tp != "logic" and memb.tp != "logic signed" and len(sub_tp) != 1: sub_memlist = [ (self.l_(memb.name + ".") + name, *_) for name, *_ in self.memlist_append( module, sig, sub_tp, ind, clk, lvl - 1 ) ] self.print(sub_memlist, verbose=2) else: name = self.l_(memb.name + " " + sig.dimstr) width = str(memb.bw) active = ( "LOW" if name[-2:] == "_n" else ("HIGH" if width == "1" else "N/A") ) if "-1:0" in width: width = width.split("-")[0][1:] io = sig.direction io = "Input" if io == "input" else "Output" memb_tp = self.cur_module.AllType.get(memb.tp) desp = f"\n{ind[2]}\\TODO\\\\\n" if memb_tp: memb_tp = [SVType(i) for i in memb_tp] if memb_tp[0].tp == "enum": en = SVEnums(self.cur_module.AllEnums[memb_tp[0].name]) desp += self.enuml_desp_str(en, ind) sub_memlist = [(name, io, desp, width, active, clk)] memlist += sub_memlist return memlist def reg_mem_map_str(self, reg, regdesp): # reg is a SVEnuml object """ corresponds to latex macro memmap, the register memory map lists """ reg_bsize = regdesp.reg_bsize reg_slices = regdesp.reg_slices reg_defaults = regdesp.reg_defaults reg_bw = regdesp.reg_bw reg_bw_str = regdesp.reg_bw_str rw = regdesp.rw arr = regdesp.arr desp = regdesp.desp ind = Ind(1) name = self.l_(reg.name) arr_suf = self.l_(self.cur_regbk.arr_num_suf) ofs = reg.num * reg_bsize arr = "" if arr == "" else f" [{name}{arr_suf}]" s = f"{ind.b}\\memmap{{\\hyperref[subsubsec:{reg.name.lower()}]{{{name}}}{arr}}}" s += f'{{{hex(ofs).upper().replace("X","x")}}}{{{reg_bw}}}{{{rw}}}{{\n' s += f"{ind[1]}\\memDES{{\n" if desp is None: s += ( f"{ind[2]}\\TODO\n" if arr == "" else f"{ind[2]}Array register of size {name}{arr_suf}.\n" ) else: s += desp + "\n" s += f"{ind[1]}}}{{\n" reg_slices = self.reg_slice_list(reg_slices) if reg_slices else None if reg_slices and reg_slices[0][0] == self.cur_regbk.reserved_name: reg_slices.pop(0) if reg_defaults: if reg_slices: for _slice, _default in zip(reg_slices, reg_defaults): s += f"{ind[2]}{{[{_slice[1]}]}}: {_default.__str__()}\\\\\n" s = s[:-2] + "\n" else: try: reg_bw_str = int(reg_bw_str) - 1 reg_bw_str = "0" if reg_bw_str == 0 else f"{reg_bw_str}:0" except: reg_bw_str = f"{reg_bw_str}-1:0" s += f"{ind[2]}{{[{reg_bw_str}]}}: {reg_defaults[0].__str__()}\\\\\n" else: reset = "\\TODO" if len(reg.cmt) < 3 else reg.cmt[2] reset = self.l_(self.lbrac(reset)) s += f"{ind[2]}{reset}\n" s += f"{ind[1]}}}\n" s += f"{ind.b}}}\n" return s def reg_field_str( self, reg_name, regdesp ): # str, self.cur_regbk.regslices, self.cur_regbk.regtypes; align slices to types! """ corresponds to latex macro regfieldtable, the register field description. """ reg_slices = regdesp.reg_slices reg_types = regdesp.reg_types reg_membtypes = regdesp.reg_membtypes reg_defaults = regdesp.reg_defaults rw = regdesp.rw desp = regdesp.desp ind = Ind(0) _name = reg_name.replace("_", "\_") s = f"{ind.b}\\begin{{regfieldtable}}{{{reg_name.lower()}}}{{{_name} register field}}\n" reg_slices = self.reg_slice_list(reg_slices) if reg_slices[0][0] == self.cur_regbk.reserved_name: s += f"{ind[1]}\\regfield{{{reg_slices[0][1]}}}{{RESERVED}}{{N/A}}{{reserved}}\n" reg_slices.pop(0) self.print(reg_types, verbose="reg_field_str") for _slice, _type, _membtype, _default, _desp in zip( reg_slices, reg_types, reg_membtypes, reg_defaults, desp ): _slice_name = _slice[0].replace("_", "\_") s += f"{ind[1]}\\regfield{{{_slice[1]}}}{{{_slice_name}}}{{{rw}}}{{\n" s += f"{ind[2]}\\regDES{{\n" s += f"{ind[3]}{_desp}\n" if _membtype and _membtype[0].tp == "enum": en = SVEnums(self.cur_regbk.pkg.enums[_membtype[0].name]) s += self.enuml_desp_str(en, ind=ind + 1) s += f"{ind[3]}}}{{{_default.__str__()}}}{{N/A}}\n" s += f"{ind[2]}}}\n" s += f"{ind.b}\\end{{regfieldtable}}\n" return s def reg_field_sub_sec(self, reg, regdesp): ofs = regdesp.ofs size = regdesp.size rw = regdesp.rw arr = regdesp.arr reg_bsize = regdesp.reg_bsize ind = Ind(0) _name = self.l_(reg) arr_suf = self.l_(self.cur_regbk.arr_num_suf) arr_ofs = "" if not arr else f"+:{reg_bsize}{_name}{arr_suf}" s = f"{ind.b}\\subsubsection{{{_name}}} \\label{{subsubsec:{reg.lower()}}}\n" s += f"{ind[1]}\\begin{{paragitemize}}\n" s += f"{ind[2]}\\item \\textbf{{Address Offset:}} {ofs}{arr_ofs}\n" s += ( "" if arr == "" else f"{ind[2]}\\item \\textbf{{Register array size:}} {_name}{arr_ofs}\n" ) s += f"{ind[2]}\\item \\textbf{{Size:}} {size}\n" s += f"{ind[2]}\\item \\textbf{{read/write Access:}} {rw}\n" s += f"{ind[1]}\\end{{paragitemize}}\n" return s def enuml_desp_str(self, en: SVEnums, ind): """ Return the enum literal and optionally its value in seperated lines. Usedful for struct type member , parameter enum value etc. """ desp = f"{ind[2]}\\\\\n" for l, n in zip(en.names, en.nums): l = self.l_(l) n = self.l_(n) if type(n) == str else n desp += f"{ind[2]}{l}({n}):\\\\\n" desp = desp[:-3] + "\n" return desp @SVgen.user_method def signal_desp(self, module=None, sel=None): module = self.dut if not module else module self.cur_module = module pfield = SVhier.portfield s = "" clk = None last_gp = None for p in module.ports: _p = SVPort(p) if sel and _p.name not in sel: continue name = _p.name if _p.group != [] and _p.group[0] != last_gp: last_gp = _p.group[0] s += f"\n\\emptyrowbold{{3}}\n" s += f"\\ganzinmergerowbold{{1.2}}{{3}}{{\\centering \\textbf{{{last_gp}}}}}\n" if "rst" in name or "clk" in name: s += self.signal_str(p, "\\TODO") else: s += self.signal_str(p, clk) if "clk" in name: clk = name.replace("_", "\_") to_clip(s) return s @SVgen.user_method def parameter_desp(self, module=None, local=True): module = self.dut if not module else module self.cur_module = module param = module.paramsdetail if not local else module.paramports s = "" for p in param.keys(): p = module.paramsdetail[p] if SVParam(p).paramtype != "localparam": s += self.parameter_str(p) to_clip(s) return s @SVgen.user_method def reg_mem_map_desp(self, pkg=None): s = "" regbk = SVRegbk(pkg) if pkg and type(pkg) == str else self.regbk self.cur_regbk = regbk last_gp = None for reg in regbk.addrs.enumls: reg_slices = regbk.regslices.get(reg.name) defaults = self.l_(regbk.GetDefaultsStr(reg.name, lst=True)) self.print(defaults, verbose="RegMemMap") if defaults: defaults.reverse() reg_bw = regbk.params.get(f"{reg.name}_BW") reg_bw = reg_bw.num if reg_bw else None reg_bw_str = self.l_(regbk.GetBWStr(reg.name)) width, rw, arr, *_ = regbk.GetAddrCmt(reg.name) reg_bw = width if not reg_bw else reg_bw reg_bw_str = width if not reg_bw_str else reg_bw_str tps = [i for i in regbk.regtypes.get(reg.name, [None])] tps.reverse() if len(tps) == 1 and tps[0] is not None and tps[0].tp == "enum": desp = f"{Ind(3).b}\\TODO\\\\\n" en = SVEnums(self.cur_regbk.pkg.enums[tps[0].name]) desp += self.enuml_desp_str(en, Ind(1)) else: desp = None regdesp = RegDesp( regbk.regbsize, reg_slices, defaults, reg_bw, reg_bw_str, rw, arr, desp, memblst=[ "reg_bsize", "reg_slices", "reg_defaults", "reg_bw", "reg_bw_str", "rw", "arr", "desp", ], ) s += self.reg_mem_map_str(reg, regdesp) if reg.group != [] and reg.group[0] != last_gp: last_gp = reg.group[0] s += f"\n{Ind(1).b}\\emptyrowbold{{5}}\n" s += f"{Ind(1).b}\\ganzinmergerowbold{{1.2}}{{5}}{{\\centering \\textbf{{{last_gp}}}}}\n" to_clip(s) return s @SVgen.user_method def reg_field_desp(self, pkg=None): s = "" regbk = SVRegbk(pkg) if pkg and type(pkg) == str else self.regbk self.cur_regbk = regbk for reg in regbk.regslices: ofs = regbk.addrsdict[reg].num * regbk.regbsize ofs = hex(ofs).upper().replace("X", "x") reg_bw = self.l_(regbk.GetBWStr(reg)) width, rw, arr, *_ = regbk.GetAddrCmt(reg) reg_bw = width if not reg_bw else reg_bw regdesp = RegDesp( ofs, reg_bw + "b", rw, arr, regbk.regbsize, memblst=["ofs", "size", "rw", "arr", "reg_bsize"], ) s += self.reg_field_sub_sec(reg, regdesp) defaults = self.l_(regbk.GetDefaultsStr(reg, lst=True)) if defaults: defaults.reverse() else: defaults = ["" for i in regbk.regtypes[reg]] tps = [i for i in regbk.regtypes[reg]] tps.reverse() membtypes = [i for i in regbk.regmembtypes[reg]] membtypes.reverse() desp = [f"\\TODO\\\\" for i in membtypes] regdesp = RegDesp( regbk.regslices[reg], tps, membtypes, defaults, rw, desp, memblst=[ "reg_slices", "reg_types", "reg_membtypes", "reg_defaults", "rw", "desp", ], ) s += self.reg_field_str(reg, regdesp) s += "\n" to_clip(s) return s def extract_desp(self, s): regfpat = r"(\regDES{)([^}]*)(})" pass def reg_slice_str(self, _slice): """ return a list of slice string meant for multiple slice for a same field such as RESERVED """ _slice_str = "" for _ss in _slice[1]: if _ss[0] == _ss[1]: _slice_str += f"{_ss[0]}, " else: _slice_str += f"{_ss[0]}:{_ss[1]}, " _slice_str = _slice_str[:-2] return _slice_str def reg_slice_list(self, slices): return [(_slice[0], self.reg_slice_str(_slice)) for _slice in slices] def lbrac(self, s): return s.replace("[", "{[").replace("]", "]}") def l_(self, s): if type(s) == str: return s.replace("_", "\_") if s else None if type(s) == list: return [self.l_(i) for i in s] return None def str2_lst(self, s): if not s: return s s = self.l_(s) s = SVstr(s).replace_split([",", "'{", "{", "}"]) return s class RegDesp: def __init__(self, *arg, memblst=[], **kwargs): for i, v in enumerate(arg): self.__dict__[memblst[i]] = v for k, v in kwargs.items(): self.__dict__[k] = v if __name__ == "__main__": g = LatexGen()

37.802935

134

0.481755

96e08a40e55218f1e7ae62b37394da859bd1d6eb

195

py

Python

fileupload/constants.py

myacera100/ai-django-fileupload

25c0cbd10c93a4556cec82cc5ccaf3e21e0335ec

[ "MIT" ]

null

fileupload/constants.py

myacera100/ai-django-fileupload

25c0cbd10c93a4556cec82cc5ccaf3e21e0335ec

[ "MIT" ]

null

fileupload/constants.py

myacera100/ai-django-fileupload

25c0cbd10c93a4556cec82cc5ccaf3e21e0335ec

[ "MIT" ]

null

from django.templatetags.static import static UPLOADER_DEFAULT_THUMBNAIL = static('img/default-thumbnail.png') UPLOADER_LOGIN_REQUIRED = False UPLOADER_UPLOAD_DIRECTORY = 'media/attachments/'

24.375

64

0.835897

5e24bc733f0b142ea9c64d15ee861780d5bceab7

1,167

py

Python

raporty_siecobywatelska_pl/ranking/views.py

kbiernat/raporty_siecobywatelska_pl

6657f21f5668411f5ae3e2c13effd0d7cf42035f

[ "MIT" ]

null

raporty_siecobywatelska_pl/ranking/views.py

kbiernat/raporty_siecobywatelska_pl

6657f21f5668411f5ae3e2c13effd0d7cf42035f

[ "MIT" ]

null

raporty_siecobywatelska_pl/ranking/views.py

kbiernat/raporty_siecobywatelska_pl

6657f21f5668411f5ae3e2c13effd0d7cf42035f

[ "MIT" ]

null

from audioop import reverse from django.db.models import Count from django.utils.functional import cached_property from django.views.generic import ListView, DetailView, RedirectView from raporty_siecobywatelska_pl.ranking import models from raporty_siecobywatelska_pl.ranking.models import Ranking class RankingRedirect(RedirectView): permanent = True def get_redirect_url(self, *args, **kwargs): return self.request.ranking.get_absolute_url() class RankingList(ListView): model = models.Ranking paginate_by = 10 class RankingDetail(DetailView): model = models.Ranking slug_url_kwarg = "ranking_slug" def get_queryset(self): return super(RankingDetail, self).get_queryset()\ .prefetch_related('group_set') def get_context_data(self, **kwargs): return super().get_context_data(**kwargs, stats=self.stats) @cached_property def stats(self): return Ranking.objects.filter(pk=self.request.ranking.pk)\ .annotate(num_institution=Count('institutions'))\ .annotate(num_article=Count('article'))\ .annotate(num_group=Count('group')).first()

27.785714

67

0.724079

aab4e2eff247aac34c8623da6afee9ad63010590

2,080

py

Python

rltoolkit/algorithms/a2c/test/test_a2c.py

raznem/rlex

d24b964d80067becc81d86f6ce87e5be413b7049

[ "MIT" ]

null

rltoolkit/algorithms/a2c/test/test_a2c.py

raznem/rlex

d24b964d80067becc81d86f6ce87e5be413b7049

[ "MIT" ]

null

rltoolkit/algorithms/a2c/test/test_a2c.py

raznem/rlex

d24b964d80067becc81d86f6ce87e5be413b7049

[ "MIT" ]

null

import copy import numpy as np import pytest import torch from rltoolkit.algorithms.a2c.a2c import A2C from rltoolkit.buffer import Memory @pytest.fixture() def memory(): buffer = Memory() observations = np.ones((13, 2)) actions = np.ones((12, 2)) rewards = np.array([i for i in range(10)] + [1, 2]) dones = np.zeros(12) actions = (actions.T * rewards).T dones[3] = 1 dones[6] = 1 dones[11] = 1 ends = copy.deepcopy(dones) ends[9] = 1 rollouts = 0 i = 0 while rollouts < 4: rollouts += 1 obs = observations[i] end = False prev_idx = buffer.add_obs(torch.tensor(obs).unsqueeze(dim=0)) while not end: action = actions[i] obs, rew, done, end = observations[i + 1], rewards[i], dones[i], ends[i] next_idx = buffer.add_obs(torch.tensor(obs).unsqueeze(dim=0)) buffer.add_timestep(prev_idx, next_idx, action, actions, rew, done, end) prev_idx = next_idx i += 1 buffer.end_rollout() buffer.update_obs_mean_std() return buffer def test_calculate_q_value(memory): expected_result = torch.tensor( [5.0, 6.0, 7.0, 3.0, 9.0, 10.0, 6.0, 12.0, 13.0, 14.0, 6.0, 2.0] ) def critic_func(*args): return torch.tensor([10]) a2c = A2C(gamma=0.5) a2c._critic = critic_func next_obs = memory.norm_next_obs reward = torch.tensor(memory.rewards, dtype=torch.float32, device=a2c.device) done = torch.tensor(memory.done, dtype=torch.float32, device=a2c.device) result = a2c.calculate_q_val(reward, done, next_obs) assert torch.equal(expected_result, result) def test_get_obs_mean_std(): model = A2C(obs_norm_alpha=None) mean, std = model._get_initial_obs_mean_std(None) assert mean is None assert std is None model = A2C(obs_norm_alpha=0.9) model.ob_dim = 2 mean, std = model._get_initial_obs_mean_std(0.9) np.testing.assert_array_equal(mean.numpy(), np.zeros(2)) np.testing.assert_array_equal(std.numpy(), np.ones(2))

28.493151

84

0.635577

75ccf99f9fde0ccad0914678f429c04f5d2da35f

10,512

py

Python

timezonefinder/helpers_numba.py

Tmdean/timezonefinder

7ddfd1c1eea459336b76673122665afd5284a2ca

[ "MIT" ]

null

timezonefinder/helpers_numba.py

Tmdean/timezonefinder

7ddfd1c1eea459336b76673122665afd5284a2ca

[ "MIT" ]

null

timezonefinder/helpers_numba.py

Tmdean/timezonefinder

7ddfd1c1eea459336b76673122665afd5284a2ca

[ "MIT" ]

null

from __future__ import absolute_import, division, print_function, unicode_literals from math import asin, atan2, ceil, cos, degrees, radians, sin, sqrt from numba import b1, f8, i2, i4, jit, typeof, u2, u8 # # for Ahead-Of-Time Compilation: # from numba.pycc import CC # cc = CC('compiled_helpers', ) # # Uncomment the following line to print out the compilation steps # # cc.verbose = True dtype_3floattuple = typeof((1.0, 1.0, 1.0)) dtype_2floattuple = typeof((1.0, 1.0)) # @cc.export('inside_polygon', 'b1(i4, i4, i4[:, :])') @jit(b1(i4, i4, i4[:, :]), nopython=True, cache=True) def inside_polygon(x, y, coords): contained = False # the edge from the last to the first point is checked first i = -1 y1 = coords[1][-1] y_gt_y1 = y > y1 for y2 in coords[1]: y_gt_y2 = y > y2 if y_gt_y1: if not y_gt_y2: x1 = coords[0][i] x2 = coords[0][i + 1] # only crossings "right" of the point should be counted x1GEx = x <= x1 x2GEx = x <= x2 # compare the slope of the lines [p1-p2] and [p-p2] # depending on the position of p2 this determines whether the polygon edge is right or left of the point # to avoid expensive division the divisors (of the slope dy/dx) are brought to the other side # ( dy/dx > a == dy > a * dx ) if (x1GEx and x2GEx) or ((x1GEx or x2GEx) and (y2 - y) * (x2 - x1) <= (y2 - y1) * (x2 - x)): contained = not contained else: if y_gt_y2: x1 = coords[0][i] x2 = coords[0][i + 1] # only crossings "right" of the point should be counted x1GEx = x <= x1 x2GEx = x <= x2 if (x1GEx and x2GEx) or ((x1GEx or x2GEx) and (y2 - y) * (x2 - x1) >= (y2 - y1) * (x2 - x)): contained = not contained y1 = y2 y_gt_y1 = y_gt_y2 i += 1 return contained # @cc.export('all_the_same', i2(u8, u8, u2[:])) @jit(i2(u8, u8, u2[:]), nopython=True, cache=True) def all_the_same(pointer, length, id_list): """ :param pointer: from that element the list is checked for equality :param length: :param id_list: List mustn't be empty or Null. There has to be at least one element :return: returns the first encountered element if starting from the pointer all elements are the same, otherwise it returns -1 """ element = id_list[pointer] pointer += 1 while pointer < length: if element != id_list[pointer]: return -1 pointer += 1 return element # @cc.export('cartesian2rad', dtype_2floattuple(f8, f8, f8)) @jit(dtype_2floattuple(f8, f8, f8), nopython=True, cache=True) def cartesian2rad(x, y, z): return atan2(y, x), asin(z) # @cc.export('cartesian2coords', dtype_2floattuple(f8, f8, f8)) @jit(dtype_2floattuple(f8, f8, f8), nopython=True, cache=True) def cartesian2coords(x, y, z): return degrees(atan2(y, x)), degrees(asin(z)) # @cc.export('x_rotate', dtype_3floattuple(f8, dtype_3floattuple)) @jit(dtype_3floattuple(f8, dtype_3floattuple), nopython=True, cache=True) def x_rotate(rad, point): # Attention: this rotation uses radians! # x stays the same sin_rad = sin(rad) cos_rad = cos(rad) return point[0], point[1] * cos_rad + point[2] * sin_rad, point[2] * cos_rad - point[1] * sin_rad # @cc.export('y_rotate', dtype_3floattuple(f8, dtype_3floattuple)) @jit(dtype_3floattuple(f8, dtype_3floattuple), nopython=True, cache=True) def y_rotate(rad, point): # y stays the same # this is actually a rotation with -rad (use symmetry of sin/cos) sin_rad = sin(rad) cos_rad = cos(rad) return point[0] * cos_rad + point[2] * sin_rad, point[1], point[2] * cos_rad - point[0] * sin_rad # @cc.export('coords2cartesian', dtype_3floattuple(f8, f8)) @jit(dtype_3floattuple(f8, f8), nopython=True, cache=True) def coords2cartesian(lng_rad, lat_rad): return cos(lng_rad) * cos(lat_rad), sin(lng_rad) * cos(lat_rad), sin(lat_rad) # @cc.export('distance_to_point_on_equator', f8(f8, f8, f8)) @jit(f8(f8, f8, f8), nopython=True, cache=True) def distance_to_point_on_equator(lng_rad, lat_rad, lng_rad_p1): """ uses the simplified haversine formula for this special case (lat_p1 = 0) :param lng_rad: the longitude of the point in radians :param lat_rad: the latitude of the point :param lng_rad_p1: the latitude of the point1 on the equator (lat=0) :return: distance between the point and p1 (lng_rad_p1,0) in km this is only an approximation since the earth is not a real sphere """ # 2* for the distance in rad and * 12742 (mean diameter of earth) for the distance in km return 12742 * asin(sqrt(((sin(lat_rad / 2)) ** 2 + cos(lat_rad) * (sin((lng_rad - lng_rad_p1) / 2)) ** 2))) # @cc.export('haversine', f8(f8, f8, f8, f8)) @jit(f8(f8, f8, f8, f8), nopython=True, cache=True) def haversine(lng_p1, lat_p1, lng_p2, lat_p2): """ :param lng_p1: the longitude of point 1 in radians :param lat_p1: the latitude of point 1 in radians :param lng_p2: the longitude of point 1 in radians :param lat_p2: the latitude of point 1 in radians :return: distance between p1 and p2 in km this is only an approximation since the earth is not a real sphere """ # 2* for the distance in rad and * 12742(mean diameter of earth) for the distance in km return 12742 * asin( sqrt(((sin((lat_p1 - lat_p2) / 2)) ** 2 + cos(lat_p2) * cos(lat_p1) * (sin((lng_p1 - lng_p2) / 2)) ** 2))) # @cc.export('compute_min_distance', f8(f8, f8, f8, f8, f8, f8, f8, f8)) @jit(f8(f8, f8, f8, f8, f8, f8, f8, f8), nopython=True, cache=True) def compute_min_distance(lng_rad, lat_rad, p0_lng, p0_lat, pm1_lng, pm1_lat, p1_lng, p1_lat): """ :param lng_rad: lng of px in radians :param lat_rad: lat of px in radians :param p0_lng: lng of p0 in radians :param p0_lat: lat of p0 in radians :param pm1_lng: lng of pm1 in radians :param pm1_lat: lat of pm1 in radians :param p1_lng: lng of p1 in radians :param p1_lat: lat of p1 in radians :return: shortest distance between pX and the polygon section (pm1---p0---p1) in radians """ # rotate coordinate system (= all the points) so that p0 would have lat_rad=lng_rad=0 (=origin) # z rotation is simply subtracting the lng_rad # convert the points to the cartesian coordinate system px_cartesian = coords2cartesian(lng_rad - p0_lng, lat_rad) p1_cartesian = coords2cartesian(p1_lng - p0_lng, p1_lat) pm1_cartesian = coords2cartesian(pm1_lng - p0_lng, pm1_lat) px_cartesian = y_rotate(p0_lat, px_cartesian) p1_cartesian = y_rotate(p0_lat, p1_cartesian) pm1_cartesian = y_rotate(p0_lat, pm1_cartesian) # for both p1 and pm1 separately do: # rotate coordinate system so that this point also has lat_p1_rad=0 and lng_p1_rad>0 (p0 does not change!) rotation_rad = atan2(p1_cartesian[2], p1_cartesian[1]) p1_cartesian = x_rotate(rotation_rad, p1_cartesian) lng_p1_rad = atan2(p1_cartesian[1], p1_cartesian[0]) px_retrans_rad = cartesian2rad(*x_rotate(rotation_rad, px_cartesian)) # if lng_rad of px is between 0 (<-point1) and lng_rad of point 2: # the distance between point x and the 'equator' is the shortest # if the point is not between p0 and p1 the distance to the closest of the two points should be used # so clamp/clip the lng_rad of px to the interval of [0; lng_rad p1] and compute the distance with it temp_distance = distance_to_point_on_equator(px_retrans_rad[0], px_retrans_rad[1], max(min(px_retrans_rad[0], lng_p1_rad), 0)) # ATTENTION: vars are being reused. p1 is actually pm1 here! rotation_rad = atan2(pm1_cartesian[2], pm1_cartesian[1]) p1_cartesian = x_rotate(rotation_rad, pm1_cartesian) lng_p1_rad = atan2(p1_cartesian[1], p1_cartesian[0]) px_retrans_rad = cartesian2rad(*x_rotate(rotation_rad, px_cartesian)) return min(temp_distance, distance_to_point_on_equator(px_retrans_rad[0], px_retrans_rad[1], max(min(px_retrans_rad[0], lng_p1_rad), 0))) # @cc.export('int2coord', f8(i4)) @jit(f8(i4), nopython=True, cache=True) def int2coord(i4): return float(i4 / 10 ** 7) # @cc.export('coord2int', i4(f8)) @jit(i4(f8), nopython=True, cache=True) def coord2int(double): return int(double * 10 ** 7) # @cc.export('distance_to_polygon_exact', f8(f8, f8, i4, i4[:, :], f8[:, :])) @jit(f8(f8, f8, i4, i4[:, :], f8[:, :]), nopython=True, cache=True) def distance_to_polygon_exact(lng_rad, lat_rad, nr_points, points, trans_points): # transform all points (int) to coords (float) for i in range(nr_points): trans_points[0][i] = radians(int2coord(points[0][i])) trans_points[1][i] = radians(int2coord(points[1][i])) # check points -2, -1, 0 first pm1_lng = trans_points[0][0] pm1_lat = trans_points[1][0] p1_lng = trans_points[0][-2] p1_lat = trans_points[1][-2] min_distance = compute_min_distance(lng_rad, lat_rad, trans_points[0][-1], trans_points[1][-1], pm1_lng, pm1_lat, p1_lng, p1_lat) index_p0 = 1 index_p1 = 2 for i in range(int(ceil((nr_points / 2) - 1))): p1_lng = trans_points[0][index_p1] p1_lat = trans_points[1][index_p1] min_distance = min(min_distance, compute_min_distance(lng_rad, lat_rad, trans_points[0][index_p0], trans_points[1][index_p0], pm1_lng, pm1_lat, p1_lng, p1_lat)) index_p0 += 2 index_p1 += 2 pm1_lng = p1_lng pm1_lat = p1_lat return min_distance # @cc.export('distance_to_polygon', f8(f8, f8, i4, i4[:, :])) @jit(f8(f8, f8, i4, i4[:, :]), nopython=True, cache=True) def distance_to_polygon(lng_rad, lat_rad, nr_points, points): # the maximum possible distance is half the perimeter of earth pi * 12743km = 40,054.xxx km min_distance = 40100000 for i in range(nr_points): min_distance = min(min_distance, haversine(lng_rad, lat_rad, radians(int2coord(points[0][i])), radians(int2coord(points[1][i])))) return min_distance # if __name__ == "__main__": # cc.compile()

41.223529

120

0.641457

201be016bf89436624195239791807e2dbca7e4a

1,887

py

Python

q2_types/distance_matrix/tests/test_format.py

Leo-Simpson/q2-types

2946fda4fe2817fde1646ddcdc8e8ebf41abe5a4

[ "BSD-3-Clause" ]

null

q2_types/distance_matrix/tests/test_format.py

Leo-Simpson/q2-types

2946fda4fe2817fde1646ddcdc8e8ebf41abe5a4

[ "BSD-3-Clause" ]

null

q2_types/distance_matrix/tests/test_format.py

Leo-Simpson/q2-types

2946fda4fe2817fde1646ddcdc8e8ebf41abe5a4

[ "BSD-3-Clause" ]

null

# ---------------------------------------------------------------------------- # Copyright (c) 2016-2020, QIIME 2 development team. # # Distributed under the terms of the Modified BSD License. # # The full license is in the file LICENSE, distributed with this software. # ---------------------------------------------------------------------------- import os.path import shutil import unittest from q2_types.distance_matrix import LSMatFormat, DistanceMatrixDirectoryFormat from qiime2.plugin.testing import TestPluginBase from qiime2.plugin import ValidationError class TestFormats(TestPluginBase): package = 'q2_types.distance_matrix.tests' def test_lsmat_format_validate_positive(self): filenames = ('distance-matrix-1x1.tsv', 'distance-matrix-2x2.tsv', 'distance-matrix-NxN.tsv') for filename in filenames: filepath = self.get_data_path(filename) format = LSMatFormat(filepath, mode='r') # Should not error. format.validate() def test_lsmat_format_validate_negative(self): filepath = self.get_data_path('not-lsmat') format = LSMatFormat(filepath, mode='r') with self.assertRaisesRegex(ValidationError, 'LSMat'): format.validate() def test_distance_matrix_directory_format(self): # This test exists mainly to assert that the single-file directory # format is defined and functional. More extensive testing is performed # on its underlying format (LSMatFormat). filepath = self.get_data_path('distance-matrix-NxN.tsv') shutil.copy(filepath, os.path.join(self.temp_dir.name, 'distance-matrix.tsv')) format = DistanceMatrixDirectoryFormat(self.temp_dir.name, mode='r') # Should not error. format.validate() if __name__ == "__main__": unittest.main()

35.603774

79

0.63487

ce71aa19be52b6003a704ffc8686cbeedf1a7b16

1,161

py

Python

src/olympia/addons/api_urls.py

makyen/Mozilla-addons-server

555d9f31cc4b00799466f16c8809edd5f1858ab8

[ "BSD-3-Clause" ]

1

2020-12-03T10:02:15.000Z

src/olympia/addons/api_urls.py

makyen/Mozilla-addons-server

555d9f31cc4b00799466f16c8809edd5f1858ab8

[ "BSD-3-Clause" ]

null

src/olympia/addons/api_urls.py

makyen/Mozilla-addons-server

555d9f31cc4b00799466f16c8809edd5f1858ab8

[ "BSD-3-Clause" ]

null

from django.conf.urls import include, url from rest_framework.routers import SimpleRouter from rest_framework_nested.routers import NestedSimpleRouter from olympia.activity.views import VersionReviewNotesViewSet from .views import ( AddonFeaturedView, AddonSearchView, AddonVersionViewSet, AddonViewSet, StaticCategoryView) addons = SimpleRouter() addons.register(r'addon', AddonViewSet) # Router for children of /addons/addon/{addon_pk}/. sub_addons = NestedSimpleRouter(addons, r'addon', lookup='addon') sub_addons.register('versions', AddonVersionViewSet, base_name='addon-version') sub_versions = NestedSimpleRouter(sub_addons, r'versions', lookup='version') sub_versions.register(r'reviewnotes', VersionReviewNotesViewSet, base_name='version-reviewnotes') urlpatterns = [ url(r'', include(addons.urls)), url(r'', include(sub_addons.urls)), url(r'', include(sub_versions.urls)), url(r'^search/$', AddonSearchView.as_view(), name='addon-search'), url(r'^featured/$', AddonFeaturedView.as_view(), name='addon-featured'), url(r'^categories/$', StaticCategoryView.as_view(), name='category-list'), ]

37.451613

79

0.752799

594d795ecd54c724bde8f6c67c16cc8f07734722

3,959

py

Python

qa/rpc-tests/maxblocksinflight.py

mirzaei-ce/linux-ausbit

6d4f8ba69c46ce5c03c79fbaecaec69c6a54acd5

[ "MIT" ]

null

qa/rpc-tests/maxblocksinflight.py

mirzaei-ce/linux-ausbit

6d4f8ba69c46ce5c03c79fbaecaec69c6a54acd5

[ "MIT" ]

null

qa/rpc-tests/maxblocksinflight.py

mirzaei-ce/linux-ausbit

6d4f8ba69c46ce5c03c79fbaecaec69c6a54acd5

[ "MIT" ]

null

#!/usr/bin/env python2 # # Distributed under the MIT/X11 software license, see the accompanying # file COPYING or http://www.opensource.org/licenses/mit-license.php. # from test_framework.mininode import * from test_framework.test_framework import AusbitTestFramework from test_framework.util import * import logging ''' In this test we connect to one node over p2p, send it numerous inv's, and compare the resulting number of getdata requests to a max allowed value. We test for exceeding 128 blocks in flight, which was the limit an 0.9 client will reach. [0.10 clients shouldn't request more than 16 from a single peer.] ''' MAX_REQUESTS = 128 class TestManager(NodeConnCB): # set up NodeConnCB callbacks, overriding base class def on_getdata(self, conn, message): self.log.debug("got getdata %s" % repr(message)) # Log the requests for inv in message.inv: if inv.hash not in self.blockReqCounts: self.blockReqCounts[inv.hash] = 0 self.blockReqCounts[inv.hash] += 1 def on_close(self, conn): if not self.disconnectOkay: raise EarlyDisconnectError(0) def __init__(self): NodeConnCB.__init__(self) self.log = logging.getLogger("BlockRelayTest") def add_new_connection(self, connection): self.connection = connection self.blockReqCounts = {} self.disconnectOkay = False def run(self): try: fail = False self.connection.rpc.generate(1) # Leave IBD numBlocksToGenerate = [ 8, 16, 128, 1024 ] for count in range(len(numBlocksToGenerate)): current_invs = [] for i in range(numBlocksToGenerate[count]): current_invs.append(CInv(2, random.randrange(0, 1<<256))) if len(current_invs) >= 50000: self.connection.send_message(msg_inv(current_invs)) current_invs = [] if len(current_invs) > 0: self.connection.send_message(msg_inv(current_invs)) # Wait and see how many blocks were requested time.sleep(2) total_requests = 0 with mininode_lock: for key in self.blockReqCounts: total_requests += self.blockReqCounts[key] if self.blockReqCounts[key] > 1: raise AssertionError("Error, test failed: block %064x requested more than once" % key) if total_requests > MAX_REQUESTS: raise AssertionError("Error, too many blocks (%d) requested" % total_requests) print "Round %d: success (total requests: %d)" % (count, total_requests) except AssertionError as e: print "TEST FAILED: ", e.args self.disconnectOkay = True self.connection.disconnect_node() class MaxBlocksInFlightTest(AusbitTestFramework): def add_options(self, parser): parser.add_option("--testbinary", dest="testbinary", default=os.getenv("AUSBITD", "ausbitd"), help="Binary to test max block requests behavior") def setup_chain(self): print "Initializing test directory "+self.options.tmpdir initialize_chain_clean(self.options.tmpdir, 1) def setup_network(self): self.nodes = start_nodes(1, self.options.tmpdir, extra_args=[['-debug', '-whitelist=127.0.0.1']], binary=[self.options.testbinary]) def run_test(self): test = TestManager() test.add_new_connection(NodeConn('127.0.0.1', p2p_port(0), self.nodes[0], test)) NetworkThread().start() # Start up network handling in another thread test.run() if __name__ == '__main__': MaxBlocksInFlightTest().main()

39.19802

114

0.608234

fe91f28ddad3f6a55822aeb8bf0de8ea1d52fddd

7,895

py

Python

Projects/PlantMaker/archive/20100520/src/scheduler.py

fredmorcos/attic

0da3b94aa525df59ddc977c32cb71c243ffd0dbd

[ "Unlicense" ]

2

2021-01-24T09:00:51.000Z

2022-01-23T20:52:17.000Z

Projects/PlantMaker/archive/20100520/src/scheduler.py

fredmorcos/attic

0da3b94aa525df59ddc977c32cb71c243ffd0dbd

[ "Unlicense" ]

6

2020-02-29T01:59:03.000Z

2022-02-15T10:25:40.000Z

Projects/PlantMaker/archive/20100520/src/scheduler.py

fredmorcos/attic

0da3b94aa525df59ddc977c32cb71c243ffd0dbd

[ "Unlicense" ]

1

2019-03-22T14:41:21.000Z

""" This module provides the main Scheduler logic of the program. """ from constraint import Problem from constraints import MachineBreaksConstraint from printer import pprint, BLUE, YELLOW, RED class Scheduler(object): """ This class provides the constraint-based Scheduler. """ def __init__(self, plant, orderList): """ plant is a Plant instance to run the Scheduler on. orderList is the OrderList instance of incoming orders to the Plant. problem is a python-constraint Problem instance where solver is used as the constraint solver. """ assert plant != None assert orderList != None self.printing = True self.plant = plant self.orderList = orderList self.problem = Problem() self.endMargin = 1 self.machineMargin = 1 def createMachineQuantityVarName(self, machine): """ Creates and returns a python-constraint Variable name from a Machine instance. """ assert type(machine) != str or type(machine) != unicode return str(machine.name) + "-quantity" def createEnterTimeVarName(self, order, machine): """ Creates and returns a python-constraint Variable name from an Order instance and a Machine instance. """ if type(machine) == str or type(machine) == unicode: machineName = machine else: machineName = machine.name return str(str(order.id) + "-enter-" + machineName) def createTimeAtMachineVarName(self, order, machine): """ Creates and returns a python-constraint Variable name from an Order instance and a Machine instance. """ if type(machine) == str or type(machine) == unicode: machineName = machine else: machineName = machine.name return str(str(order.id) + "-spend-" + machineName) def addPrecedenceConstraint(self, enterVar, order, machineIndex): """ Adds a python-constraint Variable and Constraint to an order for the precedence of Machine instances. Meaning that an order cannot get into Machine 2 before getting into Machine 1. The sequence is determined by the Plant instance. """ prevMachine = self.plant.machines[machineIndex - 1] enterVar2 = self.createEnterTimeVarName(order, prevMachine) spendVar2 = self.createTimeAtMachineVarName(order, prevMachine) if order.recipe[prevMachine.name] != 0: if prevMachine.quantity <= \ self.plant.machines[machineIndex].quantity \ and prevMachine.canUnhook == False: self.problem.addConstraint(lambda x, y, yt: x == y + yt + \ self.plant.craneMoveTime, [enterVar, enterVar2, spendVar2]) else: self.problem.addConstraint(lambda x, y, yt: x >= y + yt + \ self.plant.craneMoveTime, [enterVar, enterVar2, spendVar2]) def addFinishTimeVar(self, order): """ Adds a python-constraint Variable and Constraint to an order for the finish time on the Plant. """ var = str(order.id) + "-finish" lastMachine = self.plant.machines[-1] self.problem.addVariable(var, range(order.deadline - self.endMargin, order.deadline + self.endMargin)) self.problem.addConstraint(lambda x, y, yt: x == y + yt, [var, self.createEnterTimeVarName(order, lastMachine), self.createTimeAtMachineVarName(order, lastMachine)]) def addOrderEnterTimeAtMachineVar(self, order, machineName, machineIndex): """ Adds a python-constraint Variable and Constraint to an order for the entrance time at a Machine instance. """ var = self.createEnterTimeVarName(order, machineName) if order.recipe[machineName] != 0: machineStart = (order.deadline + self.endMargin) - \ order.recipe.calcMinProcTime(self.plant, machineName) - \ self.machineMargin machineEnd = machineStart + self.machineMargin + \ min(self.endMargin, self.machineMargin) variableRange = range(max(machineStart, 0), machineEnd) else: variableRange = range(0, 1) self.problem.addVariable(var, variableRange) if machineIndex != 0: self.addPrecedenceConstraint(var, order, machineIndex) def machineQuantityConstraintFunc(self, *args): quantity = args[0] argsMiddle = (len(args) - 1) / 2 enterTimes = args[1:argsMiddle + 1] spendTimes = args[argsMiddle + 1:] assert len(enterTimes) == len(spendTimes) numberOfCommons = 0 for i, et in enumerate(enterTimes): range1 = range(et, et + spendTimes[i]) numberOfCommons = 0 for j, et2 in enumerate(enterTimes): if i != j: range2 = range(et2, et2 + spendTimes[j]) for v1 in range1: if v1 in range2: numberOfCommons += 1 break return not (numberOfCommons >= quantity) def addMachineQuantityConstraint(self, machine): enterVars = [] spendVars = [] for order in self.orderList.orders: enterVars.append(self.createEnterTimeVarName(order, machine)) spendVars.append(self.createTimeAtMachineVarName(order, machine)) vars = [self.createMachineQuantityVarName(machine)] + \ enterVars + spendVars self.problem.addConstraint(self.machineQuantityConstraintFunc, vars) def machineCapacityConstraintFunc(self, *args): argsMiddle = len(args) / 2 enterTimes = args[0:argsMiddle] nextEnterTimes = args[argsMiddle:] for i, et in enumerate(enterTimes): for j, et2 in enumerate(enterTimes): if i != j: if et > et2 and nextEnterTimes[i] < nextEnterTimes[j]: return False return True def addCapacityConstraint(self, machine, machineIndex): enterVars = [] nextEnterVars = [] nextMachine = self.plant.machines[machineIndex + 1] for order in self.orderList.orders: enterVars.append(self.createEnterTimeVarName(order, machine)) nextEnterVars.append(self.createEnterTimeVarName(order, nextMachine)) self.problem.addConstraint(self.machineCapacityConstraintFunc, enterVars + nextEnterVars) def run(self): """ Runs the main Scheduler logic. """ for machine in self.plant.machines: var = self.createMachineQuantityVarName(machine) self.problem.addVariable(var, [machine.quantity]) for machine in self.plant.machines: for order in self.orderList.orders: var = self.createTimeAtMachineVarName(order, machine) self.problem.addVariable(var, [order.recipe[machine.name]]) for machineIndex, machine in enumerate(self.plant.machines): for order in self.orderList.orders: self.addOrderEnterTimeAtMachineVar(order, machine.name, machineIndex) for machineIndex, machine in enumerate(self.plant.machines): if machine.precedence == True and \ machineIndex != len(self.plant.machines) - 1: self.addCapacityConstraint(machine, machineIndex) self.addMachineQuantityConstraint(machine) for machineIndex, machine in enumerate(self.plant.machines): if len(machine.setOfBreaks()) != 0: for order in self.orderList.orders: enterVar = self.createEnterTimeVarName(order, machine) self.problem.addConstraint( MachineBreaksConstraint(order, machine), [enterVar]) for order in self.orderList.orders: self.addFinishTimeVar(order) pprint("SCHED Computing solutions...", BLUE, self.printing) solutions = self.problem.getSolutions() return solutions, len(solutions) def start(self, endMarginLimit = 10, machineMarginLimit = 10): pprint("SCHED Started...", BLUE, self.printing) self.endMargin = 1 while self.endMargin <= endMarginLimit: self.machineMargin = 1 machineMarginLimit = self.endMargin while self.machineMargin <= machineMarginLimit: try: pprint("SCHED End Margin: %d, Machine Margin: %d" % \ (self.endMargin, self.machineMargin), YELLOW, self.printing) self.problem.reset() solutions, numberOfSolutions = self.run() if numberOfSolutions > 0: return solutions except Exception as e: pprint("SCHED Exception " + str(e), RED) pprint("SCHED Trying new value for End Margin.", RED) endMarginLimit += 1 self.machineMargin += 1 self.endMargin += 1 pprint("SCHED No solutions found.", RED, self.printing) return None

33.739316

75

0.717796

850ceb07c85f337c1606f876f5ea09488d925719

7,685

py

Python

MoSwA.py

macelik/MoSwA

92fc74a207cbdc309eeac337dac1528a0596f564

[ "MIT" ]

3

2021-08-31T12:37:11.000Z

2022-01-12T09:33:40.000Z

MoSwA.py

macelik/MoSwA

92fc74a207cbdc309eeac337dac1528a0596f564

[ "MIT" ]

1

2021-08-05T09:35:42.000Z

2021-10-02T16:22:54.000Z

MoSwA.py

macelik/MoSwA

92fc74a207cbdc309eeac337dac1528a0596f564

[ "MIT" ]

null

#!/usr/bin/env python from argparse import ArgumentParser from build import RunAndCompare,SplitsMergers,BuildConsensus,Clustering,PlotHotClusters from build import NetworkPlot,report,align import os,random,json def is_valid_file(parser, arg): if not os.path.isfile(arg): parser.error("The file %s does not exist!" % arg) else: return arg # return an open file handle def check_positive(value): ivalue = int(value) if ivalue <= 0: raise parser.error("%s is an invalid positive int value" % value) return ivalue def create_dir(out): path = os.path.join(os.getcwd(), out) try: os.mkdir(path) print("Directory {} created successfully".format(out)) except OSError as error: print("Directory '%s' exists" % out) rand=random.randint(1000,5000) path=path+"_"+str(rand) os.mkdir(path) print("Directory {}_{} created instead" .format(out,rand)) return path parser = ArgumentParser(description="Motif finder") parser.add_argument("-i", dest="filename", required=True, help="json file input", metavar="FILE", type=lambda x: is_valid_file(parser, x)) #parser.add_argument("-k", default=9, type=int, help="This is the k-mer size") parser.add_argument("-m", choices=["index", "major", "minor", "unique","all"], nargs="+", default="all", type=str, help="motif sites to analyze") parser.add_argument("-t", type=check_positive,default=30, help="Minimum number of seqeunces at a position") parser.add_argument("-k", type=check_positive,default=9, help="Minimum number of seqeunces at a position") parser.add_argument("-o", help="Output directory name", required=True) def create_dic(): dict1={} dict1['I => M']=indextomajor+split_itom dict1['M => I']=mtoi+merge_mtoi dict1['I => Mi']=indextominor+split_itomi dict1['Mi => I']=mitoi+merge_mitoi dict1['I => U']=indextounique+split_itou dict1['U => I']=utoi+merge_utoi dict1['I => +']=igain dict1['I => -']=indexloss dict1['M => Mi']=majortominor+split_mtomi dict1['Mi => M']=mitom+merge_mitom dict1['M => U']=majortounique+split_mtou dict1['U => M']=utom+merge_utom dict1['M => +']=mgain dict1['M => -']=majorloss dict1['Mi => U']=minortounique+split_mitou dict1['U => Mi']=utomi+merge_utomi dict1['Mi => +']=migain dict1['Mi => -']=minorloss dict1['U => +']=ugain dict1['U => -']=uniqueloss return dict1 args = parser.parse_args() dima_kmer = args.k which=args.m thold=args.t fname=args.filename out=args.o path=create_dir(out) if 'all' in which: which='index','major','minor','unique' RunAndCompare.path = path analyse = RunAndCompare.GetMotifs(fname,dima_kmer) common_pos,lengthofswitches,Raw_Indexes,Filtered_Indexes,Raw_Majors,Filtered_Majors,Raw_Minors,Filtered_Minors,Raw_Uniques,Filtered_Uniques=RunAndCompare.runit(which,dima_kmer,analyse) common_pos.sort() SplitsMergers.analyse = analyse vis=SplitsMergers.view_json() indexloss,indextomajor,indextominor,indextounique,vis = SplitsMergers.analyze_index(Raw_Indexes,vis) majorloss,majortoindex,majortominor,majortounique,vis = SplitsMergers.analyze_majors(Raw_Majors,vis) minorloss,minortoindex,minortomajor,minortounique,vis = SplitsMergers.analyze_minors(Raw_Minors,vis) uniqueloss,uniquetoindex,uniquetomajor,uniquetominor,vis = SplitsMergers.analyze_uniques(Raw_Uniques,vis) mtoi,mitoi,utoi,merge_mtoi,merge_mitoi,merge_utoi,vis = SplitsMergers.i_splits_mergers(Filtered_Indexes,Raw_Indexes,Raw_Majors,Raw_Minors,Raw_Uniques,majortoindex,minortoindex,uniquetoindex,vis) igain,vis = SplitsMergers.gain('Index',vis,Raw_Indexes,Raw_Majors) mgain,vis = SplitsMergers.gain('Major',vis,Raw_Indexes,Raw_Majors) split_itom,itom,mitom,merge_mitom,utom,merge_utom,vis = SplitsMergers.m_splits_mergers(Filtered_Majors, Raw_Majors, Raw_Indexes, Raw_Minors, Raw_Uniques, indextomajor, minortomajor, uniquetomajor, vis) split_itomi,split_mtomi,mtomi,utomi,merge_utomi,migain,vis = SplitsMergers.mi_splits_mergers(analyse,indextominor,majortominor,uniquetominor,Raw_Indexes,Raw_Majors,Raw_Minors,Raw_Uniques,vis) split_itou,split_mtou,split_mitou,ugain,vis = SplitsMergers.u_splits_mergers(analyse,indextounique,majortounique,minortounique,Raw_Indexes,Raw_Majors,Raw_Minors,Raw_Uniques,vis) to_build,no_sup,low_sup,highest,average = BuildConsensus.building_index(analyse,thold,dima_kmer) cons = BuildConsensus.ConsensusInput.parse_consensus_input(to_build) cons = BuildConsensus.calculate_consensus(consensus_input=cons) unable_to_analyze = BuildConsensus.unable_to_analyze(analyse,Filtered_Indexes,Filtered_Majors,dima_kmer,cons) Filtered_Uniques,Filtered_Minors,Filtered_Majors,Filtered_Indexes = BuildConsensus.check_which(which,Filtered_Indexes,Filtered_Majors,Filtered_Minors,Filtered_Uniques) consensus = BuildConsensus.build_consensus(Filtered_Indexes, Filtered_Majors, Filtered_Minors, Filtered_Uniques, to_build, thold, os.path.join(path, "Consensus.aln")) cluster,r_cluster = Clustering.cluster_it(common_pos,no_sup,low_sup) Clustering.CnandCs(r_cluster,dima_kmer) print("Plotting Clusters and Hotspots") hots,r_hots = Clustering.hotspots(r_cluster) plotin = PlotHotClusters.plotit(r_cluster,dima_kmer) fig = PlotHotClusters.draw(r_cluster,r_hots,plotin,path) print("Plotting Network Graph") dict1 = create_dic() dict1 = NetworkPlot.check_arg(dict1,which) repos,D,connection = NetworkPlot.network(dict1) sandm={'split_itom':split_itom,'split_itomi':split_itomi,'split_itou':split_itou, 'split_mtomi':split_mtomi,'split_mtou':split_mtou,'split_mitou':split_mitou, 'merge_mtoi':merge_mtoi,'merge_mitoi':merge_mitoi,'merge_utoi':merge_utoi, 'merge_mitom':merge_mitom,'merge_utom':merge_utom,'merge_utomi':merge_utomi} s_edges,s_nodes = NetworkPlot.plotly_edges(repos,D,connection,sandm) data = NetworkPlot.plotly_info(s_edges,s_nodes) NetworkPlot.out_plotly(data,path) NetworkPlot.fix_html(path) alignment_length=len(analyse.results)+dima_kmer-1 summed=report.write_report(average,thold,no_sup,low_sup,common_pos,lengthofswitches,unable_to_analyze,alignment_length,highest,path) vis=report.report_json(average,thold,no_sup,low_sup,common_pos,lengthofswitches,unable_to_analyze,alignment_length,highest,summed,dima_kmer,vis) align,fix_align,vis = align.align_i(analyse,Filtered_Indexes,indextomajor,merge_mtoi,indextominor,merge_mitoi,indextounique,majortoindex,minortoindex,uniquetoindex,igain,vis,path) if "index" not in which: del vis['MoSwa_Output']['Report']['Results']['Index_Motifs'] if "major" not in which: del vis['MoSwa_Output']['Report']['Results']['Major_Motifs'] if "minor" not in which: del vis['MoSwa_Output']['Report']['Results']['Minor_Motifs'] if "unique" not in which: del vis['MoSwa_Output']['Report']['Results']['Unique_Motifs'] f = open(os.path.join(path, "Results.json"),'w') json.dump(vis,f) f.close()

50.228758

194

0.690696

0e3f3910b5ac236f25134b82c56d14691c26bb66

847

py

Python

tncProject/wsgi.py

haueyne/tnc-site

8e5c853b5f48598210c2733a33039f77bd97762a

[ "MIT" ]

null

tncProject/wsgi.py

haueyne/tnc-site

8e5c853b5f48598210c2733a33039f77bd97762a

[ "MIT" ]

3

2020-06-05T18:08:54.000Z

2021-06-10T20:15:38.000Z

tncProject/wsgi.py

haueyne/tnc-site

8e5c853b5f48598210c2733a33039f77bd97762a

[ "MIT" ]

null

""" WSGI config for tncProject project. It exposes the WSGI callable as a module-level variable named ``application``. For more information on this file, see https://docs.djangoproject.com/en/2.0/howto/deployment/wsgi/ """ import os import threading import requests import time from whitenoise.django import DjangoWhiteNoise from django.core.wsgi import get_wsgi_application os.environ.setdefault("DJANGO_SETTINGS_MODULE", "tncProject.settings") application = DjangoWhiteNoise(get_wsgi_application()) def awake(): minute = 60 awake_url = os.environ.get('AWAKE_URL') while awake_url: try: print('Start Awaking') requests.get(awake_url) print("End") except Exception: print("error") time.sleep(5 * minute) t = threading.Thread(target=awake) # t.start()

21.175

78

0.698937

8a77de9c326d98c2045a1274f54128e3da4b41d1

5,478

py

Python

django/contrib/gis/geos/tests/test_geos_mutation.py

vsajip/django

bb41826571f5e12f6f60daf3639e7d8c063d163e

[ "BSD-3-Clause" ]

3

2015-10-14T09:13:48.000Z

2021-01-01T06:31:25.000Z

django/contrib/gis/geos/tests/test_geos_mutation.py

vsajip/django

bb41826571f5e12f6f60daf3639e7d8c063d163e

[ "BSD-3-Clause" ]

null

django/contrib/gis/geos/tests/test_geos_mutation.py

vsajip/django

bb41826571f5e12f6f60daf3639e7d8c063d163e

[ "BSD-3-Clause" ]

1

2015-10-14T09:13:48.000Z

# Copyright (c) 2008-2009 Aryeh Leib Taurog, all rights reserved. # Modified from original contribution by Aryeh Leib Taurog, which was # released under the New BSD license. from django.contrib.gis.geos import * from django.contrib.gis.geos.error import GEOSIndexError from django.utils import unittest from django.utils import six def getItem(o,i): return o[i] def delItem(o,i): del o[i] def setItem(o,i,v): o[i] = v def api_get_distance(x): return x.distance(Point(-200,-200)) def api_get_buffer(x): return x.buffer(10) def api_get_geom_typeid(x): return x.geom_typeid def api_get_num_coords(x): return x.num_coords def api_get_centroid(x): return x.centroid def api_get_empty(x): return x.empty def api_get_valid(x): return x.valid def api_get_simple(x): return x.simple def api_get_ring(x): return x.ring def api_get_boundary(x): return x.boundary def api_get_convex_hull(x): return x.convex_hull def api_get_extent(x): return x.extent def api_get_area(x): return x.area def api_get_length(x): return x.length geos_function_tests = [ val for name, val in vars().items() if hasattr(val, '__call__') and name.startswith('api_get_') ] class GEOSMutationTest(unittest.TestCase): """ Tests Pythonic Mutability of Python GEOS geometry wrappers get/set/delitem on a slice, normal list methods """ def test00_GEOSIndexException(self): 'Testing Geometry GEOSIndexError' p = Point(1,2) for i in range(-2,2): p._checkindex(i) self.assertRaises(GEOSIndexError, p._checkindex, 2) self.assertRaises(GEOSIndexError, p._checkindex, -3) def test01_PointMutations(self): 'Testing Point mutations' for p in (Point(1,2,3), fromstr('POINT (1 2 3)')): self.assertEqual(p._get_single_external(1), 2.0, 'Point _get_single_external') # _set_single p._set_single(0,100) self.assertEqual(p.coords, (100.0,2.0,3.0), 'Point _set_single') # _set_list p._set_list(2,(50,3141)) self.assertEqual(p.coords, (50.0,3141.0), 'Point _set_list') def test02_PointExceptions(self): 'Testing Point exceptions' self.assertRaises(TypeError, Point, six.lrange(1)) self.assertRaises(TypeError, Point, six.lrange(4)) def test03_PointApi(self): 'Testing Point API' q = Point(4,5,3) for p in (Point(1,2,3), fromstr('POINT (1 2 3)')): p[0:2] = [4,5] for f in geos_function_tests: self.assertEqual(f(q), f(p), 'Point ' + f.__name__) def test04_LineStringMutations(self): 'Testing LineString mutations' for ls in (LineString((1,0),(4,1),(6,-1)), fromstr('LINESTRING (1 0,4 1,6 -1)')): self.assertEqual(ls._get_single_external(1), (4.0,1.0), 'LineString _get_single_external') # _set_single ls._set_single(0,(-50,25)) self.assertEqual(ls.coords, ((-50.0,25.0),(4.0,1.0),(6.0,-1.0)), 'LineString _set_single') # _set_list ls._set_list(2, ((-50.0,25.0),(6.0,-1.0))) self.assertEqual(ls.coords, ((-50.0,25.0),(6.0,-1.0)), 'LineString _set_list') lsa = LineString(ls.coords) for f in geos_function_tests: self.assertEqual(f(lsa), f(ls), 'LineString ' + f.__name__) def test05_Polygon(self): 'Testing Polygon mutations' for pg in (Polygon(((1,0),(4,1),(6,-1),(8,10),(1,0)), ((5,4),(6,4),(6,3),(5,4))), fromstr('POLYGON ((1 0,4 1,6 -1,8 10,1 0),(5 4,6 4,6 3,5 4))')): self.assertEqual(pg._get_single_external(0), LinearRing((1,0),(4,1),(6,-1),(8,10),(1,0)), 'Polygon _get_single_external(0)') self.assertEqual(pg._get_single_external(1), LinearRing((5,4),(6,4),(6,3),(5,4)), 'Polygon _get_single_external(1)') # _set_list pg._set_list(2, (((1,2),(10,0),(12,9),(-1,15),(1,2)), ((4,2),(5,2),(5,3),(4,2)))) self.assertEqual(pg.coords, (((1.0,2.0),(10.0,0.0),(12.0,9.0),(-1.0,15.0),(1.0,2.0)), ((4.0,2.0),(5.0,2.0),(5.0,3.0),(4.0,2.0))), 'Polygon _set_list') lsa = Polygon(*pg.coords) for f in geos_function_tests: self.assertEqual(f(lsa), f(pg), 'Polygon ' + f.__name__) def test06_Collection(self): 'Testing Collection mutations' for mp in (MultiPoint(*six.lmap(Point,((3,4),(-1,2),(5,-4),(2,8)))), fromstr('MULTIPOINT (3 4,-1 2,5 -4,2 8)')): self.assertEqual(mp._get_single_external(2), Point(5,-4), 'Collection _get_single_external') mp._set_list(3, six.lmap(Point,((5,5),(3,-2),(8,1)))) self.assertEqual(mp.coords, ((5.0,5.0),(3.0,-2.0),(8.0,1.0)), 'Collection _set_list') lsa = MultiPoint(*six.lmap(Point,((5,5),(3,-2),(8,1)))) for f in geos_function_tests: self.assertEqual(f(lsa), f(mp), 'MultiPoint ' + f.__name__) def suite(): s = unittest.TestSuite() s.addTest(unittest.makeSuite(GEOSMutationTest)) return s def run(verbosity=2): unittest.TextTestRunner(verbosity=verbosity).run(suite()) if __name__ == '__main__': run()

39.985401

104

0.581964

1507296711d111655ac4311d4b56d93d6c880ed8

127

py

Python

finite-mdp/finite_mdp/__init__.py

DinisMoreira/Dissert

d59a810992a32a0e033a58204afbbc386958dd32

[ "MIT" ]

null

finite-mdp/finite_mdp/__init__.py

DinisMoreira/Dissert

d59a810992a32a0e033a58204afbbc386958dd32

[ "MIT" ]

null

finite-mdp/finite_mdp/__init__.py

DinisMoreira/Dissert

d59a810992a32a0e033a58204afbbc386958dd32

[ "MIT" ]

2

2021-09-21T14:53:34.000Z

2022-01-04T09:39:37.000Z

from gym.envs.registration import register register( id='finite-mdp-v0', entry_point='finite_mdp.envs:FiniteMDPEnv', )

21.166667

47

0.748031

e211a84bcde5ea452ce7ae0d26dfd93c779afdab

358

py

Python

hottbox/core/__init__.py

bscalzo/hottbox

332620b34971511a3b59df4dee7f9d9b17cb4b46

[ "Apache-2.0" ]

null

hottbox/core/__init__.py

bscalzo/hottbox

332620b34971511a3b59df4dee7f9d9b17cb4b46

[ "Apache-2.0" ]

null

hottbox/core/__init__.py

bscalzo/hottbox

332620b34971511a3b59df4dee7f9d9b17cb4b46

[ "Apache-2.0" ]

null

""" This module contains methods for the most common operations within multilinear algebra and classes for the tensors represented through various tensor decompositions """ from .structures import Tensor, TensorCPD, TensorTKD, TensorTT, super_diag_tensor, residual_tensor from .operations import khatri_rao, hadamard, kronecker, mode_n_product, unfold, fold

51.142857

98

0.832402

7ee48f5bf930758f217f70d2afa5a744f06da8f0

9,105

py

Python

sdk/lusid/models/bucketed_cash_flow_response.py

finbourne/lusid-sdk-python-preview

6b1ae2c634f4b9a816e070470e9c8e6e06eae0ee

[ "MIT" ]

5

2019-06-01T11:37:48.000Z

2021-08-23T17:37:33.000Z

sdk/lusid/models/bucketed_cash_flow_response.py

finbourne/lusid-sdk-python-preview

6b1ae2c634f4b9a816e070470e9c8e6e06eae0ee

[ "MIT" ]

98

2020-04-15T06:05:43.000Z

2022-03-01T10:25:25.000Z

sdk/lusid/models/bucketed_cash_flow_response.py

finbourne/lusid-sdk-python-preview

6b1ae2c634f4b9a816e070470e9c8e6e06eae0ee

[ "MIT" ]

9

2019-09-30T11:19:25.000Z

2021-11-17T19:49:59.000Z

# coding: utf-8 """ LUSID API FINBOURNE Technology # noqa: E501 The version of the OpenAPI document: 0.11.3648 Contact: info@finbourne.com Generated by: https://openapi-generator.tech """ try: from inspect import getfullargspec except ImportError: from inspect import getargspec as getfullargspec import pprint import re # noqa: F401 import six from lusid.configuration import Configuration class BucketedCashFlowResponse(object): """NOTE: This class is auto generated by OpenAPI Generator. Ref: https://openapi-generator.tech Do not edit the class manually. """ """ Attributes: openapi_types (dict): The key is attribute name and the value is attribute type. attribute_map (dict): The key is attribute name and the value is json key in definition. required_map (dict): The key is attribute name and the value is whether it is 'required' or 'optional'. """ openapi_types = { 'href': 'str', 'data': 'list[dict(str, object)]', 'report_currency': 'str', 'data_schema': 'ResultDataSchema', 'links': 'list[Link]' } attribute_map = { 'href': 'href', 'data': 'data', 'report_currency': 'reportCurrency', 'data_schema': 'dataSchema', 'links': 'links' } required_map = { 'href': 'optional', 'data': 'optional', 'report_currency': 'optional', 'data_schema': 'optional', 'links': 'optional' } def __init__(self, href=None, data=None, report_currency=None, data_schema=None, links=None, local_vars_configuration=None): # noqa: E501 """BucketedCashFlowResponse - a model defined in OpenAPI" :param href: :type href: str :param data: List of dictionary bucketed cash flow result set. Each dictionary represent a bucketed cashflow result set keyed by AddressKeys. e.g. dictionary[\"Valuation/CashFlowAmount\"] for the aggregated cash flow amount for the bucket. e.g. suppose \"RoundUp\" method, then dictionary[\"Valuation/CashFlowDate/RoundUp\"] returns the bucketed cashflow date. :type data: list[dict(str, object)] :param report_currency: Three letter ISO currency string indicating what currency to report in for ReportCcy denominated queries. If not present then the currency of the relevant portfolio will be used in its place where relevant. :type report_currency: str :param data_schema: :type data_schema: lusid.ResultDataSchema :param links: Collection of links. :type links: list[lusid.Link] """ # noqa: E501 if local_vars_configuration is None: local_vars_configuration = Configuration.get_default_copy() self.local_vars_configuration = local_vars_configuration self._href = None self._data = None self._report_currency = None self._data_schema = None self._links = None self.discriminator = None self.href = href self.data = data self.report_currency = report_currency if data_schema is not None: self.data_schema = data_schema self.links = links @property def href(self): """Gets the href of this BucketedCashFlowResponse. # noqa: E501 :return: The href of this BucketedCashFlowResponse. # noqa: E501 :rtype: str """ return self._href @href.setter def href(self, href): """Sets the href of this BucketedCashFlowResponse. :param href: The href of this BucketedCashFlowResponse. # noqa: E501 :type href: str """ self._href = href @property def data(self): """Gets the data of this BucketedCashFlowResponse. # noqa: E501 List of dictionary bucketed cash flow result set. Each dictionary represent a bucketed cashflow result set keyed by AddressKeys. e.g. dictionary[\"Valuation/CashFlowAmount\"] for the aggregated cash flow amount for the bucket. e.g. suppose \"RoundUp\" method, then dictionary[\"Valuation/CashFlowDate/RoundUp\"] returns the bucketed cashflow date. # noqa: E501 :return: The data of this BucketedCashFlowResponse. # noqa: E501 :rtype: list[dict(str, object)] """ return self._data @data.setter def data(self, data): """Sets the data of this BucketedCashFlowResponse. List of dictionary bucketed cash flow result set. Each dictionary represent a bucketed cashflow result set keyed by AddressKeys. e.g. dictionary[\"Valuation/CashFlowAmount\"] for the aggregated cash flow amount for the bucket. e.g. suppose \"RoundUp\" method, then dictionary[\"Valuation/CashFlowDate/RoundUp\"] returns the bucketed cashflow date. # noqa: E501 :param data: The data of this BucketedCashFlowResponse. # noqa: E501 :type data: list[dict(str, object)] """ self._data = data @property def report_currency(self): """Gets the report_currency of this BucketedCashFlowResponse. # noqa: E501 Three letter ISO currency string indicating what currency to report in for ReportCcy denominated queries. If not present then the currency of the relevant portfolio will be used in its place where relevant. # noqa: E501 :return: The report_currency of this BucketedCashFlowResponse. # noqa: E501 :rtype: str """ return self._report_currency @report_currency.setter def report_currency(self, report_currency): """Sets the report_currency of this BucketedCashFlowResponse. Three letter ISO currency string indicating what currency to report in for ReportCcy denominated queries. If not present then the currency of the relevant portfolio will be used in its place where relevant. # noqa: E501 :param report_currency: The report_currency of this BucketedCashFlowResponse. # noqa: E501 :type report_currency: str """ self._report_currency = report_currency @property def data_schema(self): """Gets the data_schema of this BucketedCashFlowResponse. # noqa: E501 :return: The data_schema of this BucketedCashFlowResponse. # noqa: E501 :rtype: lusid.ResultDataSchema """ return self._data_schema @data_schema.setter def data_schema(self, data_schema): """Sets the data_schema of this BucketedCashFlowResponse. :param data_schema: The data_schema of this BucketedCashFlowResponse. # noqa: E501 :type data_schema: lusid.ResultDataSchema """ self._data_schema = data_schema @property def links(self): """Gets the links of this BucketedCashFlowResponse. # noqa: E501 Collection of links. # noqa: E501 :return: The links of this BucketedCashFlowResponse. # noqa: E501 :rtype: list[lusid.Link] """ return self._links @links.setter def links(self, links): """Sets the links of this BucketedCashFlowResponse. Collection of links. # noqa: E501 :param links: The links of this BucketedCashFlowResponse. # noqa: E501 :type links: list[lusid.Link] """ self._links = links def to_dict(self, serialize=False): """Returns the model properties as a dict""" result = {} def convert(x): if hasattr(x, "to_dict"): args = getfullargspec(x.to_dict).args if len(args) == 1: return x.to_dict() else: return x.to_dict(serialize) else: return x for attr, _ in six.iteritems(self.openapi_types): value = getattr(self, attr) attr = self.attribute_map.get(attr, attr) if serialize else attr if isinstance(value, list): result[attr] = list(map( lambda x: convert(x), value )) elif isinstance(value, dict): result[attr] = dict(map( lambda item: (item[0], convert(item[1])), value.items() )) else: result[attr] = convert(value) return result def to_str(self): """Returns the string representation of the model""" return pprint.pformat(self.to_dict()) def __repr__(self): """For `print` and `pprint`""" return self.to_str() def __eq__(self, other): """Returns true if both objects are equal""" if not isinstance(other, BucketedCashFlowResponse): return False return self.to_dict() == other.to_dict() def __ne__(self, other): """Returns true if both objects are not equal""" if not isinstance(other, BucketedCashFlowResponse): return True return self.to_dict() != other.to_dict()

34.751908

372

0.630203

b20337576934644d88b1848ffb1b624bff01e682

5,874

py

Python

homeassistant/components/mitemp_bt/sensor.py

domwillcode/home-assistant

f170c80bea70c939c098b5c88320a1c789858958

[ "Apache-2.0" ]

4

2020-07-29T17:47:10.000Z

2020-09-16T13:39:13.000Z

homeassistant/components/mitemp_bt/sensor.py

domwillcode/home-assistant

f170c80bea70c939c098b5c88320a1c789858958

[ "Apache-2.0" ]

6

2020-11-08T19:40:10.000Z

2022-03-01T11:11:07.000Z

homeassistant/components/mitemp_bt/sensor.py

klauern/home-assistant-core

c18ba6aec0627e6afb6442c678edb5ff2bb17db6

[ "Apache-2.0" ]

5

2020-03-29T00:29:13.000Z

2021-09-06T20:58:40.000Z

"""Support for Xiaomi Mi Temp BLE environmental sensor.""" import logging import btlewrap from btlewrap.base import BluetoothBackendException from mitemp_bt import mitemp_bt_poller import voluptuous as vol from homeassistant.components.sensor import PLATFORM_SCHEMA from homeassistant.const import ( CONF_FORCE_UPDATE, CONF_MAC, CONF_MONITORED_CONDITIONS, CONF_NAME, DEVICE_CLASS_BATTERY, DEVICE_CLASS_HUMIDITY, DEVICE_CLASS_TEMPERATURE, TEMP_CELSIUS, UNIT_PERCENTAGE, ) import homeassistant.helpers.config_validation as cv from homeassistant.helpers.entity import Entity try: import bluepy.btle # noqa: F401 pylint: disable=unused-import BACKEND = btlewrap.BluepyBackend except ImportError: BACKEND = btlewrap.GatttoolBackend _LOGGER = logging.getLogger(__name__) CONF_ADAPTER = "adapter" CONF_CACHE = "cache_value" CONF_MEDIAN = "median" CONF_RETRIES = "retries" CONF_TIMEOUT = "timeout" DEFAULT_ADAPTER = "hci0" DEFAULT_UPDATE_INTERVAL = 300 DEFAULT_FORCE_UPDATE = False DEFAULT_MEDIAN = 3 DEFAULT_NAME = "MiTemp BT" DEFAULT_RETRIES = 2 DEFAULT_TIMEOUT = 10 # Sensor types are defined like: Name, units SENSOR_TYPES = { "temperature": [DEVICE_CLASS_TEMPERATURE, "Temperature", TEMP_CELSIUS], "humidity": [DEVICE_CLASS_HUMIDITY, "Humidity", UNIT_PERCENTAGE], "battery": [DEVICE_CLASS_BATTERY, "Battery", UNIT_PERCENTAGE], } PLATFORM_SCHEMA = PLATFORM_SCHEMA.extend( { vol.Required(CONF_MAC): cv.string, vol.Optional(CONF_MONITORED_CONDITIONS, default=list(SENSOR_TYPES)): vol.All( cv.ensure_list, [vol.In(SENSOR_TYPES)] ), vol.Optional(CONF_NAME, default=DEFAULT_NAME): cv.string, vol.Optional(CONF_MEDIAN, default=DEFAULT_MEDIAN): cv.positive_int, vol.Optional(CONF_FORCE_UPDATE, default=DEFAULT_FORCE_UPDATE): cv.boolean, vol.Optional(CONF_TIMEOUT, default=DEFAULT_TIMEOUT): cv.positive_int, vol.Optional(CONF_RETRIES, default=DEFAULT_RETRIES): cv.positive_int, vol.Optional(CONF_CACHE, default=DEFAULT_UPDATE_INTERVAL): cv.positive_int, vol.Optional(CONF_ADAPTER, default=DEFAULT_ADAPTER): cv.string, } ) def setup_platform(hass, config, add_entities, discovery_info=None): """Set up the MiTempBt sensor.""" backend = BACKEND _LOGGER.debug("MiTempBt is using %s backend.", backend.__name__) cache = config.get(CONF_CACHE) poller = mitemp_bt_poller.MiTempBtPoller( config.get(CONF_MAC), cache_timeout=cache, adapter=config.get(CONF_ADAPTER), backend=backend, ) force_update = config.get(CONF_FORCE_UPDATE) median = config.get(CONF_MEDIAN) poller.ble_timeout = config.get(CONF_TIMEOUT) poller.retries = config.get(CONF_RETRIES) devs = [] for parameter in config[CONF_MONITORED_CONDITIONS]: device = SENSOR_TYPES[parameter][0] name = SENSOR_TYPES[parameter][1] unit = SENSOR_TYPES[parameter][2] prefix = config.get(CONF_NAME) if prefix: name = f"{prefix} {name}" devs.append( MiTempBtSensor(poller, parameter, device, name, unit, force_update, median) ) add_entities(devs) class MiTempBtSensor(Entity): """Implementing the MiTempBt sensor.""" def __init__(self, poller, parameter, device, name, unit, force_update, median): """Initialize the sensor.""" self.poller = poller self.parameter = parameter self._device = device self._unit = unit self._name = name self._state = None self.data = [] self._force_update = force_update # Median is used to filter out outliers. median of 3 will filter # single outliers, while median of 5 will filter double outliers # Use median_count = 1 if no filtering is required. self.median_count = median @property def name(self): """Return the name of the sensor.""" return self._name @property def state(self): """Return the state of the sensor.""" return self._state @property def unit_of_measurement(self): """Return the units of measurement.""" return self._unit @property def device_class(self): """Device class of this entity.""" return self._device @property def force_update(self): """Force update.""" return self._force_update def update(self): """ Update current conditions. This uses a rolling median over 3 values to filter out outliers. """ try: _LOGGER.debug("Polling data for %s", self.name) data = self.poller.parameter_value(self.parameter) except OSError as ioerr: _LOGGER.warning("Polling error %s", ioerr) return except BluetoothBackendException as bterror: _LOGGER.warning("Polling error %s", bterror) return if data is not None: _LOGGER.debug("%s = %s", self.name, data) self.data.append(data) else: _LOGGER.warning( "Did not receive any data from Mi Temp sensor %s", self.name ) # Remove old data from median list or set sensor value to None # if no data is available anymore if self.data: self.data = self.data[1:] else: self._state = None return if len(self.data) > self.median_count: self.data = self.data[1:] if len(self.data) == self.median_count: median = sorted(self.data)[int((self.median_count - 1) / 2)] _LOGGER.debug("Median is: %s", median) self._state = median else: _LOGGER.debug("Not yet enough data for median calculation")

30.915789

87

0.655601

9a1165dfdb989fc6937714a8a2bb01ee352db77f

31,319

py

Python

Valkyries/FASTQ_Tools.py

Gaorav-Gupta-Lab/Volundr

0142c03b233e15609ad0688ef918aecc45522430

[ "MIT" ]

1

2020-10-28T15:36:57.000Z

Valkyries/FASTQ_Tools.py

pkMyt1/Volundr

0142c03b233e15609ad0688ef918aecc45522430

[ "MIT" ]

6

2019-05-07T16:47:06.000Z

2020-10-21T13:05:57.000Z

Valkyries/FASTQ_Tools.py

Gaorav-Gupta-Lab/Volundr

0142c03b233e15609ad0688ef918aecc45522430

[ "MIT" ]

2

2020-03-28T02:39:12.000Z

2020-10-26T14:42:27.000Z

""" Some helpers to make it easier to manipulate FASTQ files. @author: Dennis A. Simpson University of North Carolina at Chapel Hill Chapel Hill, NC 27517 @copyright: 2020 """ import pathlib import gzip import ntpath import itertools from operator import add import collections import time import natsort import pathos import Levenshtein import magic from Valkyries import Tool_Box, FileWriter __author__ = 'Dennis A. Simpson' __version__ = "0.17.7" class FastqSplitter: """ This class will chop up a FASTQ file or a pair of FASTQ files for use in the aligner or quality analysis. The class name here no longer reflects the primary function of this class. The file split function is not needed when using the parallel version of the aligners. """ def __init__(self, args, log, fastq1, fastq2, index1=None, index2=None, paired_end=False): self.log = log self.args = args self.fastq1_file = fastq1 self.fastq2_file = fastq2 self.index1_file = index1 self.index2_file = index2 self.paired_end = paired_end self.read_count = None def new_file_size(self, line_count): """ :param line_count: :return: """ # Adjust the number of lines to be written in each file. self.log.info("Begin computing file size of new FASTQ files.") self.read_count = line_count/4 file_size = self.read_count/int(self.args.Split) if not file_size % 1 == 0: file_size = 1 + int(file_size) self.log.info("FASTQ file size computation done. {0} files containing {1} reads will be written, last file " "may differ.".format(self.args.Split, file_size)) return file_size def file_line_counter(self): """ This function counts the number of lines in FASTQ1. This information is needed to accurately split the FASTQ file(s) for parallel alignment. :return: """ infile = FASTQ_Reader(self.args.FASTQ1, self.log) start_time = time.time() self.log.info("Begin counting lines in {}.".format(self.args.FASTQ1)) bufgen = \ itertools.takewhile(lambda x: x, (infile.fq_file.read(1024 * 1024) for _ in itertools.repeat(None))) line_count = sum(buf.count('\n') for buf in bufgen) self.log.info("Found {0} reads in {1}. Count took {2} seconds" .format(line_count/4, infile.file_name, int(time.time() - start_time))) infile.fq_file.close() return line_count def temp_file_writer(self, limit): """ Write the temporary FASTQ files. Also create list of temporary BAM file names for use later. :return: """ self.log.info("Begin writing temporary FASTQ files.") i = 0 temp_file1 = None temp_file2 = None fastq_file_list = [] bam_file_list = [] read_count = 0 limit_counter = 0 while read_count <= self.read_count: try: # This generator is returning actual reads not lines. fastq1_read = next(self.fastq1_file.seq_read()) fastq2_read = next(self.fastq2_file.seq_read()) if self.index1_file is not None: fastq3_read = next(self.index1_file.seq_read()) except StopIteration: read_count += 1 continue read_count += 1 try: fastq1_n_frac = fastq1_read.seq.count("N")/len(fastq1_read.seq) fastq2_n_frac = fastq2_read.seq.count("N")/len(fastq2_read.seq) except ZeroDivisionError: continue # Apply Filters if (len(fastq1_read.seq) < int(self.args.Minimum_Length) or len(fastq2_read.seq) < int(self.args.Minimum_Length) or fastq1_n_frac >= float(self.args.N_Limit) or fastq2_n_frac >= float(self.args.N_Limit)): continue if limit_counter % limit == 0: if temp_file1: temp_file1.close() limit_counter = 0 if temp_file2: temp_file2.close() file1 = "{0}{1}_R1_tmp_{2}.fastq.gz".format(self.args.WorkingFolder, self.args.Job_Name, i) file2 = "{0}{1}_R2_tmp_{2}.fastq.gz".format(self.args.WorkingFolder, self.args.Job_Name, i) bam_file_list.append("{0}{1}_R1_tmp_{2}.bam".format(self.args.WorkingFolder, self.args.Job_Name, i)) fastq_file_list.append((file1, file2)) temp_file1 = Writer(self.log, file1) temp_file2 = Writer(self.log, file2) self.log.info("Writing {0} and {1}".format(file1, file2)) i += 1 limit_counter += 1 # BAM files are missing the barcodes because of a space in some of the header files. # fastq1_read.name = fastq1_read.name.replace(" ", ":") # fastq2_read.name = fastq2_read.name.replace(" ", ":") # Add the UMT's to the header. if self.args.HaloPLEX: umi = fastq3_read.seq header1 = "{0}|{1}:{2}".format(fastq1_read.name.split(":")[-1], umi, fastq1_read.name) header2 = "{0}|{1}:{2}".format(fastq2_read.name.split(":")[-1], umi, fastq2_read.name) elif self.args.ThruPLEX: # header1 = "{0}|{1}".format(fastq1_read.name.split(":")[-1], fastq1_read.name) umt1 = fastq1_read.seq[:6] umt2 = fastq2_read.seq[:6] header1 = "{0}|{1}:{2}".format(umt1, umt2, fastq1_read.name) header2 = "{0}|{1}:{2}".format(umt1, umt2, fastq2_read.name) else: Tool_Box.debug_messenger("Only HaloPLEX or ThruPLEX currently enabled.") self.log.error("Only HaloPLEX or ThruPLEX currently enabled.") raise SystemExit(1) # Trim adapter sequences from 5' end if needed. if int(self.args.trim) > 0: fastq1_read.seq = fastq1_read.seq[int(self.args.trim):] fastq1_read.qual = fastq1_read.qual[int(self.args.trim):] fastq2_read.seq = fastq2_read.seq[int(self.args.trim):] fastq2_read.qual = fastq2_read.qual[int(self.args.trim):] fastq1_read.name = header1 fastq2_read.name = header2 temp_file1.write(self.fastq1_file) temp_file2.write(self.fastq2_file) if temp_file1: temp_file1.close() if temp_file2: temp_file2.close() self.log.info("All temporary FASTQ files written") return fastq_file_list, bam_file_list def file_writer(self): """ Process FASTQ file(s) and write new version(s) suitable for aligners. Return file name. :return: """ self.log.info("Begin writing temporary FASTQ files.") current_read_count = 0 file1 = "{0}{1}_R1_processed.fastq.gz".format(self.args.WorkingFolder, self.args.Job_Name) file2 = "{0}{1}_R2_processed.fastq.gz".format(self.args.WorkingFolder, self.args.Job_Name) temp_file1 = Writer(self.log, file1) temp_file2 = Writer(self.log, file2) self.log.info("Writing {0} and {1}".format(file1, file2)) fastq1_list = [] fastq2_list = [] eof = False Read = collections.namedtuple('Read', 'name, seq, index, qual') # This generator returns objects not lines. while not eof: try: fastq1_read = next(self.fastq1_file.seq_read()) fastq2_read = next(self.fastq2_file.seq_read()) if self.index1_file is not None: index1_read = next(self.index1_file.seq_read()) if self.index2_file is not None: index2_read = next(self.index2_file.seq_read()) except StopIteration: eof = True continue current_read_count += 1 # Apply Filters trim_5 = int(self.args.Trim5) trim_3 = int(self.args.Trim3) min_length = int(self.args.Minimum_Length) + trim_5 + trim_3 # Filter reads based on length and number of N's. if (len(fastq1_read.seq) < min_length or len(fastq2_read.seq) < min_length or fastq1_read.seq.count("N") / len(fastq1_read.seq) >= float(self.args.N_Limit) or fastq2_read.seq.count("N")/len(fastq2_read.seq) >= float(self.args.N_Limit)): continue # Add the UMT's to the header. if self.args.HaloPLEX: header1 = "{0}|{0}:{1}".format(index1_read.seq, fastq1_read.name) header2 = "{0}|{0}:{1}".format(index1_read.seq, fastq2_read.name) # Fixme: This needs to be exposed to the user. # Short HaloPLEX reads have issues. Found that reads <= 100 all show a 3' -1 or -2 error if len(fastq1_read.seq) <= 100: read_trim(fastq1_read, trim5=0, trim3=3) if len(fastq2_read.seq) <= 100: read_trim(fastq2_read, trim5=0, trim3=3) elif self.args.ThruPLEX: # header1 = "{0}|{1}".format(fastq1_read.name.split(":")[-1], fastq1_read.name) umt1 = fastq1_read.seq[:6] umt2 = fastq2_read.seq[:6] header1 = "{0}|{1}:{2}".format(umt1, umt2, fastq1_read.name) header2 = "{0}|{1}:{2}".format(umt1, umt2, fastq2_read.name) read_trim(fastq1_read, trim5=len(umt1), trim3=0) read_trim(fastq2_read, trim5=len(umt2), trim3=0) elif self.args.FASTQ_PreProcess: # The indices are after the last ":" in the header. header1 = "{}:{}+{}".format(fastq1_read.name, index1_read.seq, index2_read.seq) header2 = "{}:{}+{}".format(fastq2_read.name, index1_read.seq, index2_read.seq) else: self.log.error("Only HaloPLEX or ThruPLEX currently enabled.") raise SystemExit(1) # Trim sequences from ends if needed. if trim_5 > 0 or trim_3 > 0: read_trim(fastq1_read, trim_5, trim_3) read_trim(fastq2_read, trim_5, trim_3) fastq1_read.name = header1 fastq2_read.name = header2 fastq1_list.append(Read(fastq1_read.name, fastq1_read.seq, fastq1_read.index, fastq1_read.qual)) fastq2_list.append(Read(fastq2_read.name, fastq2_read.seq, fastq2_read.index, fastq2_read.qual)) # empirically determined for UNC Longleaf cluster. May need to expose this to user. Writes blocks of data # to disk speeding up entire process. if current_read_count % 1000000 == 0: temp_file1.write(fastq1_list) temp_file2.write(fastq2_list) fastq1_list.clear() fastq2_list.clear() # Cleans up any writes still needed and closes files if fastq1_list: temp_file1.write(fastq1_list) fastq1_list.clear() if fastq2_list: temp_file2.write(fastq2_list) fastq2_list.clear() if temp_file1: temp_file1.close() if temp_file2: temp_file2.close() self.log.info("Modified FASTQ file(s) written") if self.args.FASTQ_PreProcess: Tool_Box.compress_files(file1, self.log) Tool_Box.compress_files(file2, self.log) return file1, file2 class FastqProcessing: def __init__(self, args, log, paired_end=False): self.log = log self.args = args self.fq1_batch = None self.fq2_batch = None self.fastq3_file = None self.paired_end = paired_end self.master_index_dict = {} self.sample_manifest_list = None self.sample_manifest_dictionary = collections.defaultdict(list) self.demultiplex_file_names = collections.defaultdict(list) self.summary_data = collections.defaultdict(list) def dataframe_build(self): """ Build the dataframes containing the worker ID, indices, and file names. """ self.log.info("Begin building dataframes") with open(self.args.Master_Index_File) as f: for l in f: if "#" in l or not l: continue l_list = [x for x in l.strip("\n").split("\t")] self.master_index_dict[l_list[0]] = [l_list[1], l_list[2]] self.sample_manifest_list = Tool_Box.FileParser.indices(self.log, self.args.SampleManifest) outfile_list_dict = collections.defaultdict(list) ''' self.demultiplex_file_names["Unknown"] = \ [Writer(self.log, "{}{}_Unknown_R1.fastq.gz".format(self.args.WorkingFolder, self.args.JobName), "Unknown"), Writer(self.log, "{}{}_Unknown_R2.fastq.gz".format(self.args.WorkingFolder, self.args.JobName), "Unknown")] self.demultiplex_file_names["GhostIndex"] = \ [Writer(self.log, "{}{}_GhostIndex_R1.fastq.gz".format(self.args.WorkingFolder, self.args.JobName), "GhostIndex"), Writer(self.log, "{}{}_GhostIndex_R2.fastq.gz".format(self.args.WorkingFolder, self.args.JobName), "GhostIndex")] ''' # Initialize our summary dataframe self.summary_data["Unknown"] = ["", "", 0] self.summary_data["GhostIndex"] = ["", "", 0] self.summary_data['total_reads'] = ["", "", 0] for i in range(int(self.args.Spawn)): outfile_list_dict["Unknown"].append( ["{}{}_Unknown_R1.fastq.gz".format(self.args.WorkingFolder, i), "{}{}_Unknown_R2.fastq.gz".format(self.args.WorkingFolder, i)]) ''' I noticed with Nextera Libraries we occasionally found an index in a read that was valid but never used in the library prep. I don't know, yet, how prevalent these Ghost Indices are so I am capturing them for later analysis. ''' outfile_list_dict["GhostIndex"].append( ["{}{}_GhostIndex_R1.fastq.gz".format(self.args.WorkingFolder, i), "{}{}_GhostIndex_R2.fastq.gz".format(self.args.WorkingFolder, i)]) for sample in self.sample_manifest_list: sample_index = sample[0] self.sample_manifest_dictionary[sample_index] = [sample[1], sample[2], sample[3]] # Check for errors in the sample manifest if sample_index not in self.master_index_dict: self.log.error("Sample index {} for sample {}, replicate {} is not in Master Index File.". format(sample_index, sample[1], sample[2])) raise SystemExit(1) for i in range(int(self.args.Spawn)): sample_key = "{}|{}".format(i, sample_index) # Check for more errors in the sample manifest if sample_key in self.demultiplex_file_names: self.log.error("The index {} is duplicated. Correct the error in {} and try again." .format(sample_index, self.args.SampleManifest)) raise SystemExit(1) # Get a list of the temporary FASTQ file names generated. outfile_list_dict[sample_index].append( ["{}{}_{}_R1.fastq.gz".format(self.args.WorkingFolder, i, sample_index)]) # Initialize FASTQ file objects # tmp1 = gzip.open("{}{}_{}_R1.fastq.gz".format(self.args.WorkingFolder, i, sample_index), "wb") # tmp2 = gzip.open("{}{}_{}_R2.fastq.gz".format(self.args.WorkingFolder, i, sample_index), "wb") # tmp1.close() # tmp2.close() ''' self.demultiplex_file_names[sample_key] = \ [Writer(self.log, "{}{}_{}_R1.fq.gz".format(self.args.WorkingFolder, i, sample_index), sample_index), Writer(self.log, "{}{}_{}_R2.fq.gz".format(self.args.WorkingFolder, i, sample_index), sample_index)] ''' # Add sample tracking framework self.summary_data[sample_index] = [sample[1], sample[2], 0] self.log.info("Dataframes built") return def file_writer(self, worker_id, fq1_batch): """ Called by multiprocessor in MainEntry. Process FASTQ file(s) and write temp version(s). :param tmp_file_list: :param worker_id: :param fq1_batch: :return: """ self.output_process(worker_id, FileWriter.file_writer(self, fq1_batch)) def output_process(self, worker_id, temp_data_dict): """ Write data to the appropriate temporary compressed file. :param file_list: :param worker_id: :param temp_data_dict: """ for sample_index in temp_data_dict: tmp_count_file = open("{}{}_{}_mismatch.tmp".format(self.args.WorkingFolder, worker_id, sample_index), "a") tmp_count_file.write("{}\t{}\t{}\n" .format(temp_data_dict[sample_index]["QC"][0], temp_data_dict[sample_index]["QC"][1], temp_data_dict[sample_index]["QC"][2])) tmp_count_file.close() outstring = "" for block in temp_data_dict[sample_index]["R1"]: outstring += "{}".format(block) outfile = open("{}{}_{}.tmp".format(self.args.WorkingFolder, worker_id, sample_index), "a") outfile.write(outstring) outfile.close() # Not clearing this results in duplications in the output. Strange since the dictionary is rebuilt everytime # within the job. temp_data_dict.clear() class FastqQuality: """ This class will look at various aspects of the library. As of Aug. 22 2017 it will analyze ThruPLEX data only. """ # ToDo: Add ability to look at average read quality and positional read qualities grouped by index. def __init__(self, args, log, paired_end): self.index_list = Tool_Box.FileParser.indices(log, args.Index_File) self.index_list.append(("Unknown", "Unknown")) self.log = log self.args = args self.paired_end = paired_end self.file1_anchor_seq = "TCAGTAGCTCA" self.file2_anchor_seq = "TCAGTAGCTCA" self.anchor_dict = None self.umt_counts_dict = None def module_director(self, splitter_data): """ Parallel job coordination and data processing call. """ self.log.info("Spawning {0} parallel jobs for quality analysis of {1} temporary FASTQ files." .format(self.args.Spawn, len(splitter_data.fastq_file_list))) dict_list = [] data_bundle = int(self.args.prog_check), self.index_list, self.file1_anchor_seq, self.file2_anchor_seq p = pathos.multiprocessing.Pool(int(self.args.Spawn)) dict_list += p.starmap(self.quality_check, zip(itertools.repeat(data_bundle), splitter_data.fastq_file_list)) # Data captured from the multiprocessing pool in this manner is messy. This sorts it. anchor_dict = collections.defaultdict(lambda: collections.defaultdict(list)) umt_counts_dict = collections.defaultdict(lambda: collections.defaultdict(int)) for data_dicts in dict_list: for dd in data_dicts: for index_key in dd: for key2 in dd[index_key]: if key2 in ("R1", "R2"): # Total the anchor seq lengths. r2_list = anchor_dict[index_key]["R2"] r1_list = anchor_dict[index_key]["R1"] anchor_dict[index_key]["R1"] = list(map(add, data_dicts[0][index_key]["R1"], r1_list)) anchor_dict[index_key]["R2"] = list(map(add, data_dicts[0][index_key]["R2"], r2_list)) # if index_key in anchor_dict: # r2_list = anchor_dict[index_key]["R2"] # r1_list = anchor_dict[index_key]["R1"] # anchor_dict[index_key]["R1"] = list(map(add, data_dicts[0][index_key]["R1"], r1_list)) # anchor_dict[index_key]["R2"] = list(map(add, data_dicts[0][index_key]["R2"], r2_list)) # else: # anchor_dict[index_key]["R1"] = data_dicts[0][index_key]["R1"] # anchor_dict[index_key]["R2"] = data_dicts[0][index_key]["R2"] else: # Total the UMT count data umt_counts_dict[index_key][key2] += data_dicts[1][index_key][key2] self.anchor_dict = anchor_dict self.umt_counts_dict = umt_counts_dict self.log.info("All parallel quality analysis jobs complete. Begin compiling data.") self.data_processing() def data_processing(self): """ Gather the data from all the dictionaries and format it for the output files. """ # Build the header string and write it to the output file. anchor_outstring = "Sample_Name\tIndex\tTotal_Reads" if self.paired_end: anchor_outstring = "Sample_Name\tIndex\tTotal_Reads\tPair" for i in range(len(self.file1_anchor_seq) + 1): anchor_outstring += "\t{0}_Mismatch".format(i) # Process anchor sequence data and write file. for index in self.index_list: for key in natsort.natsorted(self.anchor_dict[index[0]]): tmp_string = "\t".join(str(x) for x in self.anchor_dict[index[0]][key]) total_reads = sum(self.anchor_dict[index[0]][key]) * 0.5 anchor_outstring += "\n{0}\t{1}\t{2}\t{3}\t{4}".format(index[1], index[0], total_reads, key, tmp_string) # Initialize the output file. outfile = "{0}{1}_FASTQ_QualityAssessment.txt".format(self.args.WorkingFolder, self.args.Job_Name) quality_outfile = open(outfile, "w") quality_outfile.write(anchor_outstring) quality_outfile.close() self.log.info("{0}_FASTQ_QualityAssessment.txt".format(self.args.Job_Name)) self.anchor_dict.clear() @staticmethod def quality_check(data_bundle, fastq_files): """ Called by the multiprocessor pool. Examines the indices and determines the mismatches and N counts. :param data_bundle: :param fastq_files: :return: """ prog_check = data_bundle[0] index_list = data_bundle[1] file1_anchor_seq = data_bundle[2] file2_anchor_seq = data_bundle[3] fastq1 = FASTQ_Reader(fastq_files[0]) fastq2 = FASTQ_Reader(fastq_files[1]) umt_dict = collections.defaultdict(lambda: collections.defaultdict(int)) anchor_dict = Tool_Box.VivifiedDictionary() read_count = 0 try: while True: fastq1_read = next(fastq1.seq_read()) fastq2_read = next(fastq2.seq_read()) read_count += 1 if read_count % int(prog_check) == 0: print(" -->Processed {0} reads in file {1} and {2}." .format(read_count, fastq_files[0], fastq_files[1])) # Get read index and UMT. umt = "{0}{1}".format(fastq1_read.name.split("|")[0], fastq2_read.name.split("|")[1].split(":")[0]) read_index = fastq1_read.name.split(":")[-1] # Quantify anchor lengths. unknown_anchor1 = fastq1_read.seq[7: 18] unknown_anchor2 = fastq2_read.seq[7: 18] match1 = Levenshtein.distance(file1_anchor_seq, unknown_anchor1) match2 = Levenshtein.distance(file2_anchor_seq, unknown_anchor2) for index in index_list: index_match = Levenshtein.distance(read_index, index[0][: 6]) # Add anchor and UMT data to dictionaries. if index[0] in anchor_dict and index_match < 2: anchor_dict[index[0]]["R1"][match1] += 1 anchor_dict[index[0]]["R2"][match2] += 1 umt_dict[index[0]][umt] += 1 # if umt in umt_dict[index[0]]: # umt_dict[index[0]][umt] += 1 # else: # umt_dict[index[0]][umt] = 1 elif index_match < 2: anchor_dict[index[0]]["R1"] = [0] * len(file1_anchor_seq) anchor_dict[index[0]]["R2"] = [0] * len(file2_anchor_seq) anchor_dict[index[0]]["R1"][match1] += 1 anchor_dict[index[0]]["R2"][match2] += 1 umt_dict[index[0]][umt] = 1 except StopIteration: return anchor_dict, umt_dict class Writer: """ Write new FASTQ file. """ __slots__ = ['log', 'file'] def __init__(self, log, out_file_string): """ :param log: :param out_file_string: """ self.file = open(out_file_string, "w") # self.file = gzip.open(out_file_string, "rb") self.log = log def lethal_write(self, read): """ This is potentially dead code. :param read: :return: """ # ToDo: Potentially dead code block. outstring = "" try: assert len(read.seq) == len(read.qual) except AssertionError: self.log.error("Sequence and quality scores of different lengths! Read Name {0}; Seq Length {1}; Qual " "Length {2}".format(read.name, len(read.seq), len(read.qual))) raise SystemExit(1) outstring += "@{0}\n{1}\n{2}\n{3}\n".format(read.name, read.seq, read.index, read.qual) self.file.write(outstring) return True def write(self, read_list): """ Writes our new FASTQ file. :param read_list: :return: """ outstring = "" for read in read_list: try: assert len(read[1]) == len(read[2]) except AssertionError: self.log.error("Sequence and quality scores of different lengths! Read Name {0}; Seq Length {1}; Qual " "Length {2}".format(read[0], len(read[1]), len(read[2]))) raise SystemExit(1) outstring += "@{}\n{}\n+\n{}\n".format(read[0], read[1], read[2]) self.file.write(outstring) read_list.clear() return True def close(self): """ Closes FASTQ file :return: """ self.file.close() return True class FASTQ_Reader: """ Main class that creates FASTQ reads using a generator """ __slots__ = ['input_file', 'log', 'name', 'seq', 'index', 'qual', 'read_block', 'file_name', 'fq_file'] def __init__(self, input_file, log=None): """ Splits the FASTQ read list from the FASTQ Iterator into the lines to be manipulated. Also does a check to make sure the sequence length = quality string length. :param input_file: :return: """ self.name = None self.seq = None self.index = None self.qual = None self.input_file = input_file self.log = log self.read_block = [] self.file_name = ntpath.basename(input_file) self.fq_file = self.__fastq_file() def __fastq_file(self): """ Create FASTQ file object. :return: """ if len(self.input_file) < 3: self.log.warning("FASTQ file parameter missing from options file. Correct error and try again.") raise SystemExit(1) if not pathlib.Path(self.input_file).is_file(): self.log.warning("FASTQ file {} not found. Correct error and run again.".format(self.input_file)) raise SystemExit(1) try: mime_type = magic.from_file(self.input_file, mime=True).decode() except AttributeError: mime_type = magic.from_file(self.input_file, mime=True) if "text" in mime_type: fq_file = open(self.input_file, 'rU') elif "gzip" in mime_type: fq_file = gzip.open(self.input_file, 'rt', encoding='utf-8') else: self.log.warning("Unsupported file-type for {}. Only TEXT or GZIP Allowed.".format(self.input_file)) raise SystemExit(1) return fq_file def line_reader(self): """ Part of generator for FASTQ reads """ for line in self.fq_file: while True: yield line def seq_read(self): """ Generator reads FASTQ file creating read block. """ read_block = [] count = 0 eof = False try: # for i in range(4): while count < 4: read_block.append(next(FASTQ_Reader.line_reader(self))) count += 1 except StopIteration: eof = True if len(read_block) == 4 and not eof: self.name = read_block[0].strip("\n").strip("@") self.seq = read_block[1].strip("\n").strip() self.index = read_block[2].strip("\n").strip() self.qual = read_block[3].strip("\n").strip() if len(self.seq) != len(self.qual): self.log.error("Sequence and quality scores of different lengths! \n{0:s}\n{1:s}\n{2:s}\n{3:s}" .format(self.name, self.seq, self.index, self.qual)) raise ValueError("Sequence and quality scores of different lengths! \n{0:s}\n{1:s}\n{2:s}\n{3:s}" .format(self.name, self.seq, self.index, self.qual)) yield self # I am using this as my EOF. Not so sure the code ever reaches this. self.name = None def read_trim(fastq_read, trim5=None, trim3=None): """ Provide additional trimming to reads beyond the adaptor trim. :param fastq_read: :param trim5: :param trim3: """ # fastq_read.seq = fastq_read.seq[trim5:-trim3] # fastq_read.qual = fastq_read.qual[trim5:-trim3] # if trim5 and trim3: fastq_read.qual = fastq_read.qual[trim5:-trim3] elif trim5: fastq_read.seq = fastq_read.seq[trim5:] fastq_read.qual = fastq_read.qual[trim5:] elif trim3: fastq_read.seq = fastq_read.seq[:-trim3] fastq_read.qual = fastq_read.qual[:-trim3]

40.307593

126

0.570229

8a53151e0c799d627c477ec7623bbef6ae8b1979

4,628

py

Python

moto/ec2/responses/vpcs.py

gvlproject/moto

b1c51faaf5dbf79a76eca29724b7d22b87e27502

[ "Apache-2.0" ]

1

2021-06-14T18:05:40.000Z

moto/ec2/responses/vpcs.py

gvlproject/moto

b1c51faaf5dbf79a76eca29724b7d22b87e27502

[ "Apache-2.0" ]

1

2021-12-13T20:51:54.000Z

moto/ec2/responses/vpcs.py

gvlproject/moto

b1c51faaf5dbf79a76eca29724b7d22b87e27502

[ "Apache-2.0" ]

1

2019-06-19T06:56:40.000Z

from __future__ import unicode_literals from moto.core.responses import BaseResponse from moto.core.utils import camelcase_to_underscores from moto.ec2.utils import filters_from_querystring class VPCs(BaseResponse): def create_vpc(self): cidr_block = self._get_param('CidrBlock') instance_tenancy = self._get_param('InstanceTenancy', if_none='default') vpc = self.ec2_backend.create_vpc(cidr_block, instance_tenancy) template = self.response_template(CREATE_VPC_RESPONSE) return template.render(vpc=vpc) def delete_vpc(self): vpc_id = self._get_param('VpcId') vpc = self.ec2_backend.delete_vpc(vpc_id) template = self.response_template(DELETE_VPC_RESPONSE) return template.render(vpc=vpc) def describe_vpcs(self): vpc_ids = self._get_multi_param('VpcId') filters = filters_from_querystring(self.querystring) vpcs = self.ec2_backend.get_all_vpcs(vpc_ids=vpc_ids, filters=filters) template = self.response_template(DESCRIBE_VPCS_RESPONSE) return template.render(vpcs=vpcs) def describe_vpc_attribute(self): vpc_id = self._get_param('VpcId') attribute = self._get_param('Attribute') attr_name = camelcase_to_underscores(attribute) value = self.ec2_backend.describe_vpc_attribute(vpc_id, attr_name) template = self.response_template(DESCRIBE_VPC_ATTRIBUTE_RESPONSE) return template.render(vpc_id=vpc_id, attribute=attribute, value=value) def modify_vpc_attribute(self): vpc_id = self._get_param('VpcId') for attribute in ('EnableDnsSupport', 'EnableDnsHostnames'): if self.querystring.get('%s.Value' % attribute): attr_name = camelcase_to_underscores(attribute) attr_value = self.querystring.get('%s.Value' % attribute)[0] self.ec2_backend.modify_vpc_attribute( vpc_id, attr_name, attr_value) return MODIFY_VPC_ATTRIBUTE_RESPONSE CREATE_VPC_RESPONSE = """ <CreateVpcResponse xmlns="http://ec2.amazonaws.com/doc/2013-10-15/"> <requestId>7a62c49f-347e-4fc4-9331-6e8eEXAMPLE</requestId> <vpc> <vpcId>{{ vpc.id }}</vpcId> <state>pending</state> <cidrBlock>{{ vpc.cidr_block }}</cidrBlock> <dhcpOptionsId>{% if vpc.dhcp_options %}{{ vpc.dhcp_options.id }}{% else %}dopt-1a2b3c4d2{% endif %}</dhcpOptionsId> <instanceTenancy>{{ vpc.instance_tenancy }}</instanceTenancy> <tagSet> {% for tag in vpc.get_tags() %} <item> <resourceId>{{ tag.resource_id }}</resourceId> <resourceType>{{ tag.resource_type }}</resourceType> <key>{{ tag.key }}</key> <value>{{ tag.value }}</value> </item> {% endfor %} </tagSet> </vpc> </CreateVpcResponse>""" DESCRIBE_VPCS_RESPONSE = """ <DescribeVpcsResponse xmlns="http://ec2.amazonaws.com/doc/2013-10-15/"> <requestId>7a62c49f-347e-4fc4-9331-6e8eEXAMPLE</requestId> <vpcSet> {% for vpc in vpcs %} <item> <vpcId>{{ vpc.id }}</vpcId> <state>{{ vpc.state }}</state> <cidrBlock>{{ vpc.cidr_block }}</cidrBlock> <dhcpOptionsId>{% if vpc.dhcp_options %}{{ vpc.dhcp_options.id }}{% else %}dopt-7a8b9c2d{% endif %}</dhcpOptionsId> <instanceTenancy>{{ vpc.instance_tenancy }}</instanceTenancy> <isDefault>{{ vpc.is_default }}</isDefault> <tagSet> {% for tag in vpc.get_tags() %} <item> <resourceId>{{ tag.resource_id }}</resourceId> <resourceType>{{ tag.resource_type }}</resourceType> <key>{{ tag.key }}</key> <value>{{ tag.value }}</value> </item> {% endfor %} </tagSet> </item> {% endfor %} </vpcSet> </DescribeVpcsResponse>""" DELETE_VPC_RESPONSE = """ <DeleteVpcResponse xmlns="http://ec2.amazonaws.com/doc/2013-10-15/"> <requestId>7a62c49f-347e-4fc4-9331-6e8eEXAMPLE</requestId> <return>true</return> </DeleteVpcResponse> """ DESCRIBE_VPC_ATTRIBUTE_RESPONSE = """ <DescribeVpcAttributeResponse xmlns="http://ec2.amazonaws.com/doc/2013-10-15/"> <requestId>7a62c49f-347e-4fc4-9331-6e8eEXAMPLE</requestId> <vpcId>{{ vpc_id }}</vpcId> <{{ attribute }}> <value>{{ value }}</value> </{{ attribute }}> </DescribeVpcAttributeResponse>""" MODIFY_VPC_ATTRIBUTE_RESPONSE = """ <ModifyVpcAttributeResponse xmlns="http://ec2.amazonaws.com/doc/2013-10-15/"> <requestId>7a62c49f-347e-4fc4-9331-6e8eEXAMPLE</requestId> <return>true</return> </ModifyVpcAttributeResponse>"""

38.890756

123

0.654927

f41f65e93674ff34d66bc80f53248d89896d17bc

2,414

py

Python

data/p4VQE/R4/benchmark/startQiskit_noisy425.py

UCLA-SEAL/QDiff

d968cbc47fe926b7f88b4adf10490f1edd6f8819

[ "BSD-3-Clause" ]

null

data/p4VQE/R4/benchmark/startQiskit_noisy425.py

UCLA-SEAL/QDiff

d968cbc47fe926b7f88b4adf10490f1edd6f8819

[ "BSD-3-Clause" ]

null

data/p4VQE/R4/benchmark/startQiskit_noisy425.py

UCLA-SEAL/QDiff

d968cbc47fe926b7f88b4adf10490f1edd6f8819

[ "BSD-3-Clause" ]

null

# qubit number=3 # total number=11 import numpy as np from qiskit import QuantumCircuit, execute, Aer, QuantumRegister, ClassicalRegister, transpile, BasicAer, IBMQ import networkx as nx from qiskit.visualization import plot_histogram from typing import * from pprint import pprint from math import log2 from collections import Counter from qiskit.test.mock import FakeVigo, FakeYorktown kernel = 'circuit/bernstein' def make_circuit(n:int) -> QuantumCircuit: # circuit begin input_qubit = QuantumRegister(n,"qc") prog = QuantumCircuit(input_qubit) prog.h(input_qubit[0]) # number=1 prog.h(input_qubit[1]) # number=2 prog.h(input_qubit[2]) # number=8 prog.h(input_qubit[2]) # number=3 prog.x(input_qubit[2]) # number=7 prog.h(input_qubit[3]) # number=4 for edge in E: k = edge[0] l = edge[1] prog.cp(-2 * gamma, input_qubit[k-1], input_qubit[l-1]) prog.p(gamma, k) prog.p(gamma, l) prog.rx(2 * beta, range(len(V))) prog.swap(input_qubit[1],input_qubit[0]) # number=6 prog.x(input_qubit[1]) # number=9 prog.x(input_qubit[1]) # number=10 # circuit end return prog if __name__ == '__main__': n = 4 V = np.arange(0, n, 1) E = [(0, 1, 1.0), (0, 2, 1.0), (1, 2, 1.0), (3, 2, 1.0), (3, 1, 1.0)] G = nx.Graph() G.add_nodes_from(V) G.add_weighted_edges_from(E) step_size = 0.1 a_gamma = np.arange(0, np.pi, step_size) a_beta = np.arange(0, np.pi, step_size) a_gamma, a_beta = np.meshgrid(a_gamma, a_beta) F1 = 3 - (np.sin(2 * a_beta) ** 2 * np.sin(2 * a_gamma) ** 2 - 0.5 * np.sin(4 * a_beta) * np.sin(4 * a_gamma)) * ( 1 + np.cos(4 * a_gamma) ** 2) result = np.where(F1 == np.amax(F1)) a = list(zip(result[0], result[1]))[0] gamma = a[0] * step_size beta = a[1] * step_size prog = make_circuit(4) sample_shot =5600 writefile = open("../data/startQiskit_noisy425.csv", "w") # prog.draw('mpl', filename=(kernel + '.png')) backend = FakeYorktown() circuit1 = transpile(prog, FakeYorktown()) circuit1.measure_all() prog = circuit1 info = execute(prog,backend=backend, shots=sample_shot).result().get_counts() print(info, file=writefile) print("results end", file=writefile) print(circuit1.depth(), file=writefile) print(circuit1, file=writefile) writefile.close()

26.822222

118

0.630489

476e7f1c75c9d6dffeea266de39268e2a0b825ea

14,521

py

Python

llvm/utils/UpdateTestChecks/asm.py

dongkyunahn-intel/llvm

a3bbc1105cf41809e6ea546ee1c541e8522db6d6

[ "Apache-2.0" ]

null

llvm/utils/UpdateTestChecks/asm.py

dongkyunahn-intel/llvm

a3bbc1105cf41809e6ea546ee1c541e8522db6d6

[ "Apache-2.0" ]

null

llvm/utils/UpdateTestChecks/asm.py

dongkyunahn-intel/llvm

a3bbc1105cf41809e6ea546ee1c541e8522db6d6

[ "Apache-2.0" ]

1

2021-11-23T17:16:34.000Z

from __future__ import print_function import re import sys from . import common if sys.version_info[0] > 2: class string: expandtabs = str.expandtabs else: import string # RegEx: this is where the magic happens. ##### Assembly parser ASM_FUNCTION_X86_RE = re.compile( r'^_?(?P<func>[^:]+):[ \t]*#+[ \t]*(@"?(?P=func)"?| -- Begin function (?P=func))\n(?:\s*\.?Lfunc_begin[^:\n]*:\n)?[^:]*?' r'(?P<body>^##?[ \t]+[^:]+:.*?)\s*' r'^\s*(?:[^:\n]+?:\s*\n\s*\.size|\.cfi_endproc|\.globl|\.comm|\.(?:sub)?section|#+ -- End function)', flags=(re.M | re.S)) ASM_FUNCTION_ARM_RE = re.compile( r'^(?P<func>[0-9a-zA-Z_]+):\n' # f: (name of function) r'\s+\.fnstart\n' # .fnstart r'(?P<body>.*?)\n' # (body of the function) r'.Lfunc_end[0-9]+:', # .Lfunc_end0: or # -- End function flags=(re.M | re.S)) ASM_FUNCTION_AARCH64_RE = re.compile( r'^_?(?P<func>[^:]+):[ \t]*\/\/[ \t]*@"?(?P=func)"?( (Function|Tail Call))?\n' r'(?:[ \t]+.cfi_startproc\n)?' # drop optional cfi noise r'(?P<body>.*?)\n' # This list is incomplete r'.Lfunc_end[0-9]+:\n', flags=(re.M | re.S)) ASM_FUNCTION_AMDGPU_RE = re.compile( r'^_?(?P<func>[^:]+):[ \t]*;+[ \t]*@"?(?P=func)"?\n[^:]*?' r'(?P<body>.*?)\n' # (body of the function) # This list is incomplete r'^\s*(\.Lfunc_end[0-9]+:\n|\.section)', flags=(re.M | re.S)) ASM_FUNCTION_HEXAGON_RE = re.compile( r'^_?(?P<func>[^:]+):[ \t]*//[ \t]*@"?(?P=func)"?\n[^:]*?' r'(?P<body>.*?)\n' # (body of the function) # This list is incomplete r'.Lfunc_end[0-9]+:\n', flags=(re.M | re.S)) ASM_FUNCTION_MIPS_RE = re.compile( r'^_?(?P<func>[^:]+):[ \t]*#+[ \t]*@"?(?P=func)"?\n[^:]*?' # f: (name of func) r'(?:^[ \t]+\.(frame|f?mask|set).*?\n)+' # Mips+LLVM standard asm prologue r'(?P<body>.*?)\n' # (body of the function) # Mips+LLVM standard asm epilogue r'(?:(^[ \t]+\.set[^\n]*?\n)*^[ \t]+\.end.*?\n)' r'(\$|\.L)func_end[0-9]+:\n', # $func_end0: (mips32 - O32) or # .Lfunc_end0: (mips64 - NewABI) flags=(re.M | re.S)) ASM_FUNCTION_MSP430_RE = re.compile( r'^_?(?P<func>[^:]+):[ \t]*;+[ \t]*@"?(?P=func)"?\n[^:]*?' r'(?P<body>.*?)\n' r'(\$|\.L)func_end[0-9]+:\n', # $func_end0: flags=(re.M | re.S)) ASM_FUNCTION_PPC_RE = re.compile( r'^_?(?P<func>[^:]+):[ \t]*#+[ \t]*@"?(?P=func)"?\n' r'.*?' r'\.Lfunc_begin[0-9]+:\n' r'(?:[ \t]+.cfi_startproc\n)?' r'(?:\.Lfunc_[gl]ep[0-9]+:\n(?:[ \t]+.*?\n)*)*' r'(?P<body>.*?)\n' # This list is incomplete r'(?:^[ \t]*(?:\.long[ \t]+[^\n]+|\.quad[ \t]+[^\n]+)\n)*' r'.Lfunc_end[0-9]+:\n', flags=(re.M | re.S)) ASM_FUNCTION_RISCV_RE = re.compile( r'^_?(?P<func>[^:]+):[ \t]*#+[ \t]*@"?(?P=func)"?\n' r'(?:\s*\.?L(?P=func)\$local:\n)?' # optional .L<func>$local: due to -fno-semantic-interposition r'(?:\s*\.?Lfunc_begin[^:\n]*:\n)?[^:]*?' r'(?P<body>^##?[ \t]+[^:]+:.*?)\s*' r'.Lfunc_end[0-9]+:\n', flags=(re.M | re.S)) ASM_FUNCTION_LANAI_RE = re.compile( r'^_?(?P<func>[^:]+):[ \t]*!+[ \t]*@"?(?P=func)"?\n' r'(?:[ \t]+.cfi_startproc\n)?' # drop optional cfi noise r'(?P<body>.*?)\s*' r'.Lfunc_end[0-9]+:\n', flags=(re.M | re.S)) ASM_FUNCTION_SPARC_RE = re.compile( r'^_?(?P<func>[^:]+):[ \t]*!+[ \t]*@"?(?P=func)"?\n' r'(?P<body>.*?)\s*' r'.Lfunc_end[0-9]+:\n', flags=(re.M | re.S)) ASM_FUNCTION_SYSTEMZ_RE = re.compile( r'^_?(?P<func>[^:]+):[ \t]*#+[ \t]*@"?(?P=func)"?\n' r'[ \t]+.cfi_startproc\n' r'(?P<body>.*?)\n' r'.Lfunc_end[0-9]+:\n', flags=(re.M | re.S)) ASM_FUNCTION_AARCH64_DARWIN_RE = re.compile( r'^_(?P<func>[^:]+):[ \t]*;[ \t]@"?(?P=func)"?\n' r'([ \t]*.cfi_startproc\n[\s]*)?' r'(?P<body>.*?)' r'([ \t]*.cfi_endproc\n[\s]*)?' r'^[ \t]*;[ \t]--[ \t]End[ \t]function', flags=(re.M | re.S)) ASM_FUNCTION_ARM_DARWIN_RE = re.compile( r'^[ \t]*\.globl[ \t]*_(?P<func>[^ \t])[ \t]*@[ \t]--[ \t]Begin[ \t]function[ \t]"?(?P=func)"?' r'(?P<directives>.*?)' r'^_(?P=func):\n[ \t]*' r'(?P<body>.*?)' r'^[ \t]*@[ \t]--[ \t]End[ \t]function', flags=(re.M | re.S )) ASM_FUNCTION_ARM_MACHO_RE = re.compile( r'^_(?P<func>[^:]+):[ \t]*\n' r'([ \t]*.cfi_startproc\n[ \t]*)?' r'(?P<body>.*?)\n' r'[ \t]*\.cfi_endproc\n', flags=(re.M | re.S)) ASM_FUNCTION_ARM_IOS_RE = re.compile( r'^_(?P<func>[^:]+):[ \t]*\n' r'^Lfunc_begin(?P<id>[0-9][1-9]*):\n' r'(?P<body>.*?)' r'^Lfunc_end(?P=id):\n' r'^[ \t]*@[ \t]--[ \t]End[ \t]function', flags=(re.M | re.S)) ASM_FUNCTION_WASM32_RE = re.compile( r'^_?(?P<func>[^:]+):[ \t]*#+[ \t]*@"?(?P=func)"?\n' r'(?P<body>.*?)\n' r'^\s*(\.Lfunc_end[0-9]+:\n|end_function)', flags=(re.M | re.S)) SCRUB_X86_SHUFFLES_RE = ( re.compile( r'^(\s*\w+) [^#\n]+#+ ((?:[xyz]mm\d+|mem)( \{%k\d+\}( \{z\})?)? = .*)$', flags=re.M)) SCRUB_X86_SHUFFLES_NO_MEM_RE = ( re.compile( r'^(\s*\w+) [^#\n]+#+ ((?:[xyz]mm\d+|mem)( \{%k\d+\}( \{z\})?)? = (?!.*(?:mem)).*)$', flags=re.M)) SCRUB_X86_SPILL_RELOAD_RE = ( re.compile( r'-?\d+$%([er])[sb]p$(.*(?:Spill|Reload))$', flags=re.M)) SCRUB_X86_SP_RE = re.compile(r'\d+$%(esp|rsp)$') SCRUB_X86_RIP_RE = re.compile(r'[.\w]+$%rip$') SCRUB_X86_LCP_RE = re.compile(r'\.LCPI[0-9]+_[0-9]+') SCRUB_X86_RET_RE = re.compile(r'ret[l|q]') def scrub_asm_x86(asm, args): # Scrub runs of whitespace out of the assembly, but leave the leading # whitespace in place. asm = common.SCRUB_WHITESPACE_RE.sub(r' ', asm) # Expand the tabs used for indentation. asm = string.expandtabs(asm, 2) # Detect shuffle asm comments and hide the operands in favor of the comments. if getattr(args, 'no_x86_scrub_mem_shuffle', True): asm = SCRUB_X86_SHUFFLES_NO_MEM_RE.sub(r'\1 {{.*#+}} \2', asm) else: asm = SCRUB_X86_SHUFFLES_RE.sub(r'\1 {{.*#+}} \2', asm) # Detect stack spills and reloads and hide their exact offset and whether # they used the stack pointer or frame pointer. asm = SCRUB_X86_SPILL_RELOAD_RE.sub(r'{{[-0-9]+}}(%\1{{[sb]}}p)\2', asm) if getattr(args, 'x86_scrub_sp', True): # Generically match the stack offset of a memory operand. asm = SCRUB_X86_SP_RE.sub(r'{{[0-9]+}}(%\1)', asm) if getattr(args, 'x86_scrub_rip', False): # Generically match a RIP-relative memory operand. asm = SCRUB_X86_RIP_RE.sub(r'{{.*}}(%rip)', asm) # Generically match a LCP symbol. asm = SCRUB_X86_LCP_RE.sub(r'{{\.LCPI.*}}', asm) if getattr(args, 'extra_scrub', False): # Avoid generating different checks for 32- and 64-bit because of 'retl' vs 'retq'. asm = SCRUB_X86_RET_RE.sub(r'ret{{[l|q]}}', asm) # Strip kill operands inserted into the asm. asm = common.SCRUB_KILL_COMMENT_RE.sub('', asm) # Strip trailing whitespace. asm = common.SCRUB_TRAILING_WHITESPACE_RE.sub(r'', asm) return asm def scrub_asm_amdgpu(asm, args): # Scrub runs of whitespace out of the assembly, but leave the leading # whitespace in place. asm = common.SCRUB_WHITESPACE_RE.sub(r' ', asm) # Expand the tabs used for indentation. asm = string.expandtabs(asm, 2) # Strip trailing whitespace. asm = common.SCRUB_TRAILING_WHITESPACE_RE.sub(r'', asm) return asm def scrub_asm_arm_eabi(asm, args): # Scrub runs of whitespace out of the assembly, but leave the leading # whitespace in place. asm = common.SCRUB_WHITESPACE_RE.sub(r' ', asm) # Expand the tabs used for indentation. asm = string.expandtabs(asm, 2) # Strip kill operands inserted into the asm. asm = common.SCRUB_KILL_COMMENT_RE.sub('', asm) # Strip trailing whitespace. asm = common.SCRUB_TRAILING_WHITESPACE_RE.sub(r'', asm) return asm def scrub_asm_hexagon(asm, args): # Scrub runs of whitespace out of the assembly, but leave the leading # whitespace in place. asm = common.SCRUB_WHITESPACE_RE.sub(r' ', asm) # Expand the tabs used for indentation. asm = string.expandtabs(asm, 2) # Strip trailing whitespace. asm = common.SCRUB_TRAILING_WHITESPACE_RE.sub(r'', asm) return asm def scrub_asm_powerpc(asm, args): # Scrub runs of whitespace out of the assembly, but leave the leading # whitespace in place. asm = common.SCRUB_WHITESPACE_RE.sub(r' ', asm) # Expand the tabs used for indentation. asm = string.expandtabs(asm, 2) # Strip unimportant comments, but leave the token '#' in place. asm = common.SCRUB_LOOP_COMMENT_RE.sub(r'#', asm) # Strip trailing whitespace. asm = common.SCRUB_TRAILING_WHITESPACE_RE.sub(r'', asm) # Strip the tailing token '#', except the line only has token '#'. asm = common.SCRUB_TAILING_COMMENT_TOKEN_RE.sub(r'', asm) return asm def scrub_asm_mips(asm, args): # Scrub runs of whitespace out of the assembly, but leave the leading # whitespace in place. asm = common.SCRUB_WHITESPACE_RE.sub(r' ', asm) # Expand the tabs used for indentation. asm = string.expandtabs(asm, 2) # Strip trailing whitespace. asm = common.SCRUB_TRAILING_WHITESPACE_RE.sub(r'', asm) return asm def scrub_asm_msp430(asm, args): # Scrub runs of whitespace out of the assembly, but leave the leading # whitespace in place. asm = common.SCRUB_WHITESPACE_RE.sub(r' ', asm) # Expand the tabs used for indentation. asm = string.expandtabs(asm, 2) # Strip trailing whitespace. asm = common.SCRUB_TRAILING_WHITESPACE_RE.sub(r'', asm) return asm def scrub_asm_riscv(asm, args): # Scrub runs of whitespace out of the assembly, but leave the leading # whitespace in place. asm = common.SCRUB_WHITESPACE_RE.sub(r' ', asm) # Expand the tabs used for indentation. asm = string.expandtabs(asm, 2) # Strip trailing whitespace. asm = common.SCRUB_TRAILING_WHITESPACE_RE.sub(r'', asm) return asm def scrub_asm_lanai(asm, args): # Scrub runs of whitespace out of the assembly, but leave the leading # whitespace in place. asm = common.SCRUB_WHITESPACE_RE.sub(r' ', asm) # Expand the tabs used for indentation. asm = string.expandtabs(asm, 2) # Strip trailing whitespace. asm = common.SCRUB_TRAILING_WHITESPACE_RE.sub(r'', asm) return asm def scrub_asm_sparc(asm, args): # Scrub runs of whitespace out of the assembly, but leave the leading # whitespace in place. asm = common.SCRUB_WHITESPACE_RE.sub(r' ', asm) # Expand the tabs used for indentation. asm = string.expandtabs(asm, 2) # Strip trailing whitespace. asm = common.SCRUB_TRAILING_WHITESPACE_RE.sub(r'', asm) return asm def scrub_asm_systemz(asm, args): # Scrub runs of whitespace out of the assembly, but leave the leading # whitespace in place. asm = common.SCRUB_WHITESPACE_RE.sub(r' ', asm) # Expand the tabs used for indentation. asm = string.expandtabs(asm, 2) # Strip trailing whitespace. asm = common.SCRUB_TRAILING_WHITESPACE_RE.sub(r'', asm) return asm def scrub_asm_wasm32(asm, args): # Scrub runs of whitespace out of the assembly, but leave the leading # whitespace in place. asm = common.SCRUB_WHITESPACE_RE.sub(r' ', asm) # Expand the tabs used for indentation. asm = string.expandtabs(asm, 2) # Strip trailing whitespace. asm = common.SCRUB_TRAILING_WHITESPACE_RE.sub(r'', asm) return asm def get_triple_from_march(march): triples = { 'amdgcn': 'amdgcn', 'r600': 'r600', 'mips': 'mips', 'sparc': 'sparc', 'hexagon': 'hexagon', } for prefix, triple in triples.items(): if march.startswith(prefix): return triple print("Cannot find a triple. Assume 'x86'", file=sys.stderr) return 'x86' def build_function_body_dictionary_for_triple(args, raw_tool_output, triple, prefixes, func_dict, func_order): target_handlers = { 'i686': (scrub_asm_x86, ASM_FUNCTION_X86_RE), 'x86': (scrub_asm_x86, ASM_FUNCTION_X86_RE), 'i386': (scrub_asm_x86, ASM_FUNCTION_X86_RE), 'aarch64': (scrub_asm_arm_eabi, ASM_FUNCTION_AARCH64_RE), 'aarch64-apple-darwin': (scrub_asm_arm_eabi, ASM_FUNCTION_AARCH64_DARWIN_RE), 'hexagon': (scrub_asm_hexagon, ASM_FUNCTION_HEXAGON_RE), 'r600': (scrub_asm_amdgpu, ASM_FUNCTION_AMDGPU_RE), 'amdgcn': (scrub_asm_amdgpu, ASM_FUNCTION_AMDGPU_RE), 'arm': (scrub_asm_arm_eabi, ASM_FUNCTION_ARM_RE), 'arm64': (scrub_asm_arm_eabi, ASM_FUNCTION_AARCH64_RE), 'arm64e': (scrub_asm_arm_eabi, ASM_FUNCTION_AARCH64_DARWIN_RE), 'arm64-apple-ios': (scrub_asm_arm_eabi, ASM_FUNCTION_AARCH64_DARWIN_RE), 'armv7-apple-ios' : (scrub_asm_arm_eabi, ASM_FUNCTION_ARM_IOS_RE), 'armv7-apple-darwin': (scrub_asm_arm_eabi, ASM_FUNCTION_ARM_DARWIN_RE), 'thumb': (scrub_asm_arm_eabi, ASM_FUNCTION_ARM_RE), 'thumb-macho': (scrub_asm_arm_eabi, ASM_FUNCTION_ARM_MACHO_RE), 'thumbv5-macho': (scrub_asm_arm_eabi, ASM_FUNCTION_ARM_MACHO_RE), 'thumbv7-apple-ios' : (scrub_asm_arm_eabi, ASM_FUNCTION_ARM_IOS_RE), 'mips': (scrub_asm_mips, ASM_FUNCTION_MIPS_RE), 'msp430': (scrub_asm_msp430, ASM_FUNCTION_MSP430_RE), 'ppc32': (scrub_asm_powerpc, ASM_FUNCTION_PPC_RE), 'powerpc': (scrub_asm_powerpc, ASM_FUNCTION_PPC_RE), 'riscv32': (scrub_asm_riscv, ASM_FUNCTION_RISCV_RE), 'riscv64': (scrub_asm_riscv, ASM_FUNCTION_RISCV_RE), 'lanai': (scrub_asm_lanai, ASM_FUNCTION_LANAI_RE), 'sparc': (scrub_asm_sparc, ASM_FUNCTION_SPARC_RE), 's390x': (scrub_asm_systemz, ASM_FUNCTION_SYSTEMZ_RE), 'wasm32': (scrub_asm_wasm32, ASM_FUNCTION_WASM32_RE), } handler = None best_prefix = '' for prefix, s in target_handlers.items(): if triple.startswith(prefix) and len(prefix) > len(best_prefix): handler = s best_prefix = prefix if handler is None: raise KeyError('Triple %r is not supported' % (triple)) scrubber, function_re = handler common.build_function_body_dictionary( function_re, scrubber, [args], raw_tool_output, prefixes, func_dict, func_order, args.verbose, False, False) ##### Generator of assembly CHECK lines def add_asm_checks(output_lines, comment_marker, prefix_list, func_dict, func_name): # Label format is based on ASM string. check_label_format = '{} %s-LABEL: %s%s:'.format(comment_marker) global_vars_seen_dict = {} common.add_checks(output_lines, comment_marker, prefix_list, func_dict, func_name, check_label_format, True, False, global_vars_seen_dict)

38.112861

140

0.62234

4b2bb42cb6b141e3f7ae7b9ad1d43045f57eb201

11,697

py

Python

tensorflow/python/kernel_tests/proto/decode_proto_op_test_base.py

uve/tensorflow

e08079463bf43e5963acc41da1f57e95603f8080

[ "Apache-2.0" ]

null

tensorflow/python/kernel_tests/proto/decode_proto_op_test_base.py

uve/tensorflow

e08079463bf43e5963acc41da1f57e95603f8080

[ "Apache-2.0" ]

null

tensorflow/python/kernel_tests/proto/decode_proto_op_test_base.py

uve/tensorflow

e08079463bf43e5963acc41da1f57e95603f8080

[ "Apache-2.0" ]

null

# ============================================================================= # Copyright 2018 The TensorFlow Authors. All Rights Reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. # ============================================================================= """Tests for decode_proto op.""" # Python3 preparedness imports. from __future__ import absolute_import from __future__ import division from __future__ import print_function from absl.testing import parameterized import numpy as np from google.protobuf import text_format from tensorflow.python.framework import dtypes from tensorflow.python.framework import errors from tensorflow.python.kernel_tests.proto import proto_op_test_base as test_base from tensorflow.python.kernel_tests.proto import test_example_pb2 class DecodeProtoOpTestBase(test_base.ProtoOpTestBase, parameterized.TestCase): """Base class for testing proto decoding ops.""" def __init__(self, decode_module, methodName='runTest'): # pylint: disable=invalid-name """DecodeProtoOpTestBase initializer. Args: decode_module: a module containing the `decode_proto_op` method methodName: the name of the test method (same as for test.TestCase) """ super(DecodeProtoOpTestBase, self).__init__(methodName) self._decode_module = decode_module def _compareValues(self, fd, vs, evs): """Compare lists/arrays of field values.""" if len(vs) != len(evs): self.fail('Field %s decoded %d outputs, expected %d' % (fd.name, len(vs), len(evs))) for i, ev in enumerate(evs): # Special case fuzzy match for float32. TensorFlow seems to mess with # MAX_FLT slightly and the test doesn't work otherwise. # TODO(nix): ask on TF list about why MAX_FLT doesn't pass through. if fd.cpp_type == fd.CPPTYPE_FLOAT: # Numpy isclose() is better than assertIsClose() which uses an absolute # value comparison. self.assertTrue( np.isclose(vs[i], ev), 'expected %r, actual %r' % (ev, vs[i])) elif fd.cpp_type == fd.CPPTYPE_STRING: # In Python3 string tensor values will be represented as bytes, so we # reencode the proto values to match that. self.assertEqual(vs[i], ev.encode('ascii')) else: # Doubles and other types pass through unscathed. self.assertEqual(vs[i], ev) def _compareProtos(self, batch_shape, sizes, fields, field_dict): """Compare protos of type TestValue. Args: batch_shape: the shape of the input tensor of serialized messages. sizes: int matrix of repeat counts returned by decode_proto fields: list of test_example_pb2.FieldSpec (types and expected values) field_dict: map from field names to decoded numpy tensors of values """ # Check that expected values match. for field in fields: values = field_dict[field.name] self.assertEqual(dtypes.as_dtype(values.dtype), field.dtype) if 'ext_value' in field.name: fd = test_example_pb2.PrimitiveValue() else: fd = field.value.DESCRIPTOR.fields_by_name[field.name] # Values has the same shape as the input plus an extra # dimension for repeats. self.assertEqual(list(values.shape)[:-1], batch_shape) # Nested messages are represented as TF strings, requiring # some special handling. if field.name == 'message_value' or 'ext_value' in field.name: vs = [] for buf in values.flat: msg = test_example_pb2.PrimitiveValue() msg.ParseFromString(buf) vs.append(msg) if 'ext_value' in field.name: evs = field.value.Extensions[test_example_pb2.ext_value] else: evs = getattr(field.value, field.name) if len(vs) != len(evs): self.fail('Field %s decoded %d outputs, expected %d' % (fd.name, len(vs), len(evs))) for v, ev in zip(vs, evs): self.assertEqual(v, ev) continue tf_type_to_primitive_value_field = { dtypes.bool: 'bool_value', dtypes.float32: 'float_value', dtypes.float64: 'double_value', dtypes.int8: 'int8_value', dtypes.int32: 'int32_value', dtypes.int64: 'int64_value', dtypes.string: 'string_value', dtypes.uint8: 'uint8_value', dtypes.uint32: 'uint32_value', dtypes.uint64: 'uint64_value', } tf_field_name = tf_type_to_primitive_value_field.get(field.dtype) if tf_field_name is None: self.fail('Unhandled tensorflow type %d' % field.dtype) self._compareValues(fd, values.flat, getattr(field.value, tf_field_name)) def _runDecodeProtoTests(self, fields, case_sizes, batch_shape, batch, message_type, message_format, sanitize, force_disordered=False): """Run decode tests on a batch of messages. Args: fields: list of test_example_pb2.FieldSpec (types and expected values) case_sizes: expected sizes array batch_shape: the shape of the input tensor of serialized messages batch: list of serialized messages message_type: descriptor name for messages message_format: format of messages, 'text' or 'binary' sanitize: whether to sanitize binary protobuf inputs force_disordered: whether to force fields encoded out of order. """ if force_disordered: # Exercise code path that handles out-of-order fields by prepending extra # fields with tag numbers higher than any real field. Note that this won't # work with sanitization because that forces reserialization using a # trusted decoder and encoder. assert not sanitize extra_fields = test_example_pb2.ExtraFields() extra_fields.string_value = 'IGNORE ME' extra_fields.bool_value = False extra_msg = extra_fields.SerializeToString() batch = [extra_msg + msg for msg in batch] # Numpy silently truncates the strings if you don't specify dtype=object. batch = np.array(batch, dtype=object) batch = np.reshape(batch, batch_shape) field_names = [f.name for f in fields] output_types = [f.dtype for f in fields] with self.cached_session() as sess: sizes, vtensor = self._decode_module.decode_proto( batch, message_type=message_type, field_names=field_names, output_types=output_types, message_format=message_format, sanitize=sanitize) vlist = sess.run([sizes] + vtensor) sizes = vlist[0] # Values is a list of tensors, one for each field. value_tensors = vlist[1:] # Check that the repeat sizes are correct. self.assertTrue( np.all(np.array(sizes.shape) == batch_shape + [len(field_names)])) # Check that the decoded sizes match the expected sizes. self.assertEqual(len(sizes.flat), len(case_sizes)) self.assertTrue( np.all(sizes.flat == np.array( case_sizes, dtype=np.int32))) field_dict = dict(zip(field_names, value_tensors)) self._compareProtos(batch_shape, sizes, fields, field_dict) @parameterized.named_parameters(*test_base.ProtoOpTestBase.named_parameters()) def testBinary(self, case): batch = [value.SerializeToString() for value in case.values] self._runDecodeProtoTests( case.fields, case.sizes, list(case.shapes), batch, 'tensorflow.contrib.proto.TestValue', 'binary', sanitize=False) @parameterized.named_parameters(*test_base.ProtoOpTestBase.named_parameters()) def testBinaryDisordered(self, case): batch = [value.SerializeToString() for value in case.values] self._runDecodeProtoTests( case.fields, case.sizes, list(case.shapes), batch, 'tensorflow.contrib.proto.TestValue', 'binary', sanitize=False, force_disordered=True) @parameterized.named_parameters( *test_base.ProtoOpTestBase.named_parameters(extension=False)) def testPacked(self, case): # Now try with the packed serialization. # # We test the packed representations by loading the same test case using # PackedTestValue instead of TestValue. To do this we rely on the text # format being the same for packed and unpacked fields, and reparse the # test message using the packed version of the proto. packed_batch = [ # Note: float_format='.17g' is necessary to ensure preservation of # doubles and floats in text format. text_format.Parse( text_format.MessageToString(value, float_format='.17g'), test_example_pb2.PackedTestValue()).SerializeToString() for value in case.values ] self._runDecodeProtoTests( case.fields, case.sizes, list(case.shapes), packed_batch, 'tensorflow.contrib.proto.PackedTestValue', 'binary', sanitize=False) @parameterized.named_parameters(*test_base.ProtoOpTestBase.named_parameters()) def testText(self, case): # Note: float_format='.17g' is necessary to ensure preservation of # doubles and floats in text format. text_batch = [ text_format.MessageToString( value, float_format='.17g') for value in case.values ] self._runDecodeProtoTests( case.fields, case.sizes, list(case.shapes), text_batch, 'tensorflow.contrib.proto.TestValue', 'text', sanitize=False) @parameterized.named_parameters(*test_base.ProtoOpTestBase.named_parameters()) def testSanitizerGood(self, case): batch = [value.SerializeToString() for value in case.values] self._runDecodeProtoTests( case.fields, case.sizes, list(case.shapes), batch, 'tensorflow.contrib.proto.TestValue', 'binary', sanitize=True) @parameterized.parameters((False), (True)) def testCorruptProtobuf(self, sanitize): corrupt_proto = 'This is not a binary protobuf' # Numpy silently truncates the strings if you don't specify dtype=object. batch = np.array(corrupt_proto, dtype=object) msg_type = 'tensorflow.contrib.proto.TestCase' field_names = ['sizes'] field_types = [dtypes.int32] with self.assertRaisesRegexp( errors.DataLossError, 'Unable to parse binary protobuf' '|Failed to consume entire buffer'): self.evaluate( self._decode_module.decode_proto( batch, message_type=msg_type, field_names=field_names, output_types=field_types, sanitize=sanitize))

37.854369

91

0.638112

1cc4f05590314ddbf622feac2b2baba9a39089d6

1,760

py

Python

majority rule/majority_rule.py

hide-dog/kaggle_titanic

010d8b5621a54e95df9162265b655b91eeee00cf

[ "MIT" ]

null

majority rule/majority_rule.py

hide-dog/kaggle_titanic

010d8b5621a54e95df9162265b655b91eeee00cf

[ "MIT" ]

null

majority rule/majority_rule.py

hide-dog/kaggle_titanic

010d8b5621a54e95df9162265b655b91eeee00cf

[ "MIT" ]

null

import pandas as pd import numpy as np import glob import csv # ------------------------------------------------ # main # ------------------------------------------------ def main(): ofile = "majority_rule.csv" fff = glob.glob("solution*") y = np.loadtxt(fff[0], delimiter=',', skiprows = 1, usecols = (1), unpack=True) y_majority = np.zeros(len(y), dtype=np.int16) for i in range(len(fff)): x, y = np.loadtxt(fff[i], delimiter=',', skiprows = 1, usecols = (0, 1), unpack=True) for j in range(len(y)): y_majority[j] += y[j] for i in range(len(y_majority)): if len(fff)/2 <= y_majority[i]: y_majority[i] = 1 else: y_majority[i] = 0 # read file test = pd.read_csv("test.csv") # get PassengerId pid = np.array(test["PassengerId"]).astype(int) # combination of PassengerId and prediction solution = pd.DataFrame(y_majority, pid, columns = ["Survived"]) # output .csv solution.to_csv(ofile, index_label = ["PassengerId"]) # correct = pd.read_csv("correct.csv") correct_s = correct["Survived"].values score = 0.0 for i in range(len(y_majority)): if correct_s[i] - y_majority[i] == 0.0: score += 1.0 print( score / len(y_majority) ) # output """ with open(ofile, 'wt', newline='') as f: writer = csv.writer(f) writer.writerow(["PassengerId", "Survived"]) for i in range(len(y_majority)): writer.writerow([x[i], y_majority[i]]) """ # ------------------------------------------------ # execution # ------------------------------------------------ if __name__ == "__main__": main()

26.268657

93

0.49375

fc891624af957e64cc2b4894fff16eb343846c1f

317

py

Python

app.py

leirbag95/instaget

c0403742d065ba7797039382f43323d265bde8bc

[ "Apache-2.0" ]

null

app.py

leirbag95/instaget

c0403742d065ba7797039382f43323d265bde8bc

[ "Apache-2.0" ]

null

app.py

leirbag95/instaget

c0403742d065ba7797039382f43323d265bde8bc

[ "Apache-2.0" ]

null

from src import InstaGet from os import environ import subprocess import sys if __name__ == "__main__": try: username = str(input("username: ")) except Exception as e: raise Exception(e) instaget = InstaGet(username=username) profile = instaget.get_profile() print(profile)

19.8125

43

0.671924

e63b81676f36c455ff1f220721726184bb8994b1

5,322

py

Python

Gem/PythonTests/Automated/test_suites/periodic/PhysicalSkyComponent_test_case.py

incisor/o3de-atomtest

026fef06827bf0dd559510882df5cb426ab00a99

[ "Apache-2.0", "MIT" ]

2

2021-07-18T11:20:41.000Z

2022-02-01T20:17:50.000Z

Gem/PythonTests/Automated/test_suites/periodic/PhysicalSkyComponent_test_case.py

incisor/o3de-atomtest

026fef06827bf0dd559510882df5cb426ab00a99

[ "Apache-2.0", "MIT" ]

5

2021-07-14T02:24:07.000Z

2021-10-04T21:24:35.000Z

Gem/PythonTests/Automated/test_suites/periodic/PhysicalSkyComponent_test_case.py

incisor/o3de-atomtest

026fef06827bf0dd559510882df5cb426ab00a99

[ "Apache-2.0", "MIT" ]

7

2021-07-06T18:21:14.000Z

2021-12-06T09:12:40.000Z

""" Copyright (c) Contributors to the Open 3D Engine Project. For complete copyright and license terms please see the LICENSE at the root of this distribution. SPDX-License-Identifier: Apache-2.0 OR MIT Hydra script that is used to test the Physical Sky component functionality inside the Editor. Opens the MeshTest level and creates a "Skybox" entity and attaches a Physical Sky component. It then modifies the Intensity Mode, Sky Intensity, Sun Intensity, Turbidity, and Sun Radius Factor propertie.s A screenshot is taken once all options are set on the Physical Sky component. Results are verified using log messages & screenshot comparisons diffed against golden images. See the run() function for more in-depth test info. """ import os import sys import math import azlmbr.editor import azlmbr.legacy.general as general import azlmbr.paths from azlmbr.entity import EntityId sys.path.append(os.path.join(azlmbr.paths.devassets, "Gem", "PythonTests")) from Automated.atom_utils.automated_test_utils import TestHelper as helper from Automated.atom_utils.screenshot_utils import ScreenshotHelper COMPONENT_PROPERTIES = [ 'Controller', 'Controller|Configuration', 'Controller|Configuration|Intensity Mode', 'Controller|Configuration|Sky Intensity', 'Controller|Configuration|Sun Intensity', 'Controller|Configuration|Turbidity', 'Controller|Configuration|Sun Radius Factor' ] def run(): """ Test Case - Physical Sky: 1. Opens the "EmptyLevel" level and creates a new "Skybox" entity with Physical Sky component attached. 2. Sets the Sky Intensity property to 3 (EV100). 3. Sets the Sun Intensity property to 4. 4. Sets the Turbidity property to 2. 5. Sets the Sun Radius Factor to 2. 6. Verifies all of the above properties were set correctly on the Physical Sky component. 7. Sets the transform value of the Physical Sky to azlmbr.math.Vector3(math.pi/8.0, 0.0, math.pi) 8. Enters game mode and takes a screenshot for comparison. 9. Closes the Editor and the test ends. Tests will fail immediately if any of these log lines are found: 1. Trace::Assert 2. Trace::Error 3. Traceback (most recent call last): :return: None """ # Open MeshTest level. helper.init_idle() helper.open_level("MeshTest") # Create "Skybox" entity and attach Physical Sky component to it, verify properties are valid for component. myEntityId = azlmbr.editor.ToolsApplicationRequestBus(azlmbr.bus.Broadcast, 'CreateNewEntity', EntityId()) azlmbr.editor.EditorEntityAPIBus(azlmbr.bus.Event, 'SetName', myEntityId, "Skybox") if myEntityId.IsValid(): general.log("Entity successfully created.") component = helper.attach_component_to_entity(myEntityId, 'Physical Sky') helper.compare_property_list(component, COMPONENT_PROPERTIES) # Set component properties for Intensity Mode, Sun Intensity, skyIntensityPath = COMPONENT_PROPERTIES[3] sunIntensityPath = COMPONENT_PROPERTIES[4] turbidityPath = COMPONENT_PROPERTIES[5] sunRadiusPath = COMPONENT_PROPERTIES[6] skyIntensityValue = 3 # in EV100 sunIntensityValue = 4 # in EV100 turbidityValue = 2 sunRadiusValue = 2 azlmbr.editor.EditorComponentAPIBus( azlmbr.bus.Broadcast, 'SetComponentProperty', component, skyIntensityPath, skyIntensityValue) azlmbr.editor.EditorComponentAPIBus( azlmbr.bus.Broadcast, 'SetComponentProperty', component, sunIntensityPath, sunIntensityValue) azlmbr.editor.EditorComponentAPIBus( azlmbr.bus.Broadcast, 'SetComponentProperty', component, turbidityPath, turbidityValue) azlmbr.editor.EditorComponentAPIBus( azlmbr.bus.Broadcast, 'SetComponentProperty', component, sunRadiusPath, sunRadiusValue) # verify that physical sky component contains the expected values componentProperty = azlmbr.editor.EditorComponentAPIBus( azlmbr.bus.Broadcast, 'GetComponentProperty', component, skyIntensityPath) if componentProperty.GetValue() == skyIntensityValue: general.log("Sky Intensity is correctly set") componentProperty = azlmbr.editor.EditorComponentAPIBus( azlmbr.bus.Broadcast, 'GetComponentProperty', component, sunIntensityPath) if componentProperty.GetValue() == sunIntensityValue: general.log("Sun Intensity is correctly set") componentProperty = azlmbr.editor.EditorComponentAPIBus( azlmbr.bus.Broadcast, 'GetComponentProperty', component, turbidityPath) if componentProperty.GetValue() == turbidityValue: general.log("Turbidity is correctly set") componentProperty = azlmbr.editor.EditorComponentAPIBus( azlmbr.bus.Broadcast, 'GetComponentProperty', component, sunRadiusPath) if componentProperty.GetValue() == sunRadiusValue: general.log("Sun Radius is correctly set") # Set transform of physical sky eulerAngle = azlmbr.math.Vector3(math.pi/8.0, 0.0, math.pi) azlmbr.components.TransformBus(azlmbr.bus.Event, 'SetLocalRotation', myEntityId, eulerAngle) # generate screenshot and compare with golden ScreenshotHelper(general.idle_wait_frames).capture_screenshot_blocking_in_game_mode( 'screenshot_atom_PhysicalSkyComponent.ppm') helper.close_editor() if __name__ == "__main__": run()

42.919355

112

0.756295

b61d7e8dabafb604bdca63d8e4b563d89d442d3e

1,538

py

Python

sdk/python/pulumi_alicloud/gpdb/__init__.py

pulumi/pulumi-alicloud

9c34d84b4588a7c885c6bec1f03b5016e5a41683

[ "ECL-2.0", "Apache-2.0" ]

42

2019-03-18T06:34:37.000Z

2022-03-24T07:08:57.000Z

sdk/python/pulumi_alicloud/gpdb/__init__.py

pulumi/pulumi-alicloud

9c34d84b4588a7c885c6bec1f03b5016e5a41683

[ "ECL-2.0", "Apache-2.0" ]

152

2019-04-15T21:03:44.000Z

2022-03-29T18:00:57.000Z

sdk/python/pulumi_alicloud/gpdb/__init__.py

pulumi/pulumi-alicloud

9c34d84b4588a7c885c6bec1f03b5016e5a41683

[ "ECL-2.0", "Apache-2.0" ]

3

2020-08-26T17:30:07.000Z

2021-07-05T01:37:45.000Z

# coding=utf-8 # *** WARNING: this file was generated by the Pulumi Terraform Bridge (tfgen) Tool. *** # *** Do not edit by hand unless you're certain you know what you are doing! *** # Export this package's modules as members: from .connection import * from .elastic_instance import * from .get_instances import * from .get_zones import * from .instance import * from . import outputs def _register_module(): import pulumi from .. import _utilities class Module(pulumi.runtime.ResourceModule): _version = _utilities.get_semver_version() def version(self): return Module._version def construct(self, name: str, typ: str, urn: str) -> pulumi.Resource: if typ == "alicloud:gpdb/connection:Connection": return Connection(name, pulumi.ResourceOptions(urn=urn)) elif typ == "alicloud:gpdb/elasticInstance:ElasticInstance": return ElasticInstance(name, pulumi.ResourceOptions(urn=urn)) elif typ == "alicloud:gpdb/instance:Instance": return Instance(name, pulumi.ResourceOptions(urn=urn)) else: raise Exception(f"unknown resource type {typ}") _module_instance = Module() pulumi.runtime.register_resource_module("alicloud", "gpdb/connection", _module_instance) pulumi.runtime.register_resource_module("alicloud", "gpdb/elasticInstance", _module_instance) pulumi.runtime.register_resource_module("alicloud", "gpdb/instance", _module_instance) _register_module()

37.512195

97

0.691808

9456883c37da11e7315132d2928421e27defaad7

2,719

py

Python

RSA/rsa.py

conejo11/PAA

a97debddd63925a5f54cd50443e49ad313e9b966

[ "MIT" ]

null

RSA/rsa.py

conejo11/PAA

a97debddd63925a5f54cd50443e49ad313e9b966

[ "MIT" ]

null

RSA/rsa.py

conejo11/PAA

a97debddd63925a5f54cd50443e49ad313e9b966

[ "MIT" ]

1

2019-10-16T14:38:47.000Z

import math import random def extendedEuclidean(a, b): if a == 0: return (b, 0, 1) else: gcd, x, y = extendedEuclidean(b % a, a) return (gcd, y - b//a * x, x) ################################################################################ ################################################################################ ################################################################################ def fermatPrimalityTest(n): if n > 1: for t in range(50): rand = random.randint(2, n)-1 if pow(rand,n-1,n) != 1: return False return True else: return False def geraPrimo(bits): n = random.randint(0, pow(2, bits)) if n % 2 == 0: n = n+1 while not fermatPrimalityTest(n): # print(n) n += 2 return n def chavePublica(bits): p = geraPrimo(bits) q = geraPrimo(bits) while p == q: q = geraPrimo(bits) e = random.randint(0, pow(2,16)) while math.gcd(e, (p-1)*(q-1)) != 1: e = random.randint(0, pow(2,16)) return (e, p, q) def chavePrivada(e, p, q): d = extendedEuclidean(e, (p-1)*(q-1))[1] if d < 1: # print('burro') d = d + ((p-1)*(q-1)) # print(d) return (int(d), p * q) def criptografa(mensagem, e, n): cript = [] for c in mensagem: cript.append(pow(ord(c), e, n)) return cript def descriptografa(mensagem, d, n): decript = [] for i in mensagem: #print(pow(i, d, n)) decript.append(chr(pow(int(i), d, n))) return decript def quebra_forcabruta(n): p = int(math.sqrt(n)) + 1 if p % 2 == 0: p += 1 while n % p != 0: p -= 2 q = n // p return (p, q) def G(x,c): return pow(x,2) + c def pollard_rho(n): x = random.randint(1, n) c = random.randint(1, n) y = x p = 1 while p == 1: x = G(x, c) % n y = G(G(y, c), c) % n p = math.gcd(abs(x-y), n) return (p, n // p) def main(): bits = 64 msg = open("mensagem.csv", "r") encripted = open("cript.csv", "w") uncripted = open("uncript.csv", "w") e, p, q = chavePublica(bits) d, n = chavePrivada(e, p, q) a = criptografa(msg.read(), e, n) # msg.truncate(0) # print(msg.read()) for i in a: encripted.write(str(i)) encripted.write(' ') encripted.close() encripted = open("cript.csv", "r") c = encripted.read().split() print(c==a) print(a) print('\n') print('\n') print(c) b = descriptografa(c, d, n) print(b) for j in b: uncripted.write(str(j)) msg.close() encripted.close() uncripted.close() print(d) print((p,q)) print(pollard_rho(n)) #print(quebra_forcabruta(n)) # print(descriptografa(a, d, n)) # print((p,q)) # print(quebra_forcabruta(n, bits)) if __name__ == '__main__': main()

18.623288

80

0.500552

a4104bd0c94ca62ea7fc1647ea97c5112f244ce2

7,892

py

Python

src/schnetpack/nn/base.py

lizhifeng1998/schnetpack

7a665f19b785addcc8f3e0abf9b1fd8fa6fe2c3d

[ "MIT" ]

450

2018-09-04T08:37:47.000Z

2022-03-30T08:05:37.000Z

src/schnetpack/nn/base.py

lizhifeng1998/schnetpack

7a665f19b785addcc8f3e0abf9b1fd8fa6fe2c3d

[ "MIT" ]

239

2018-09-11T21:09:08.000Z

2022-03-18T09:25:11.000Z

src/schnetpack/nn/base.py

lizhifeng1998/schnetpack

7a665f19b785addcc8f3e0abf9b1fd8fa6fe2c3d

[ "MIT" ]

166

2018-09-13T13:01:06.000Z

2022-03-31T12:59:12.000Z

import torch from torch import nn from torch.nn.init import xavier_uniform_ from schnetpack.nn.initializers import zeros_initializer __all__ = ["Dense", "GetItem", "ScaleShift", "Standardize", "Aggregate"] class Dense(nn.Linear): r"""Fully connected linear layer with activation function. .. math:: y = activation(xW^T + b) Args: in_features (int): number of input feature :math:`x`. out_features (int): number of output features :math:`y`. bias (bool, optional): if False, the layer will not adapt bias :math:`b`. activation (callable, optional): if None, no activation function is used. weight_init (callable, optional): weight initializer from current weight. bias_init (callable, optional): bias initializer from current bias. """ def __init__( self, in_features, out_features, bias=True, activation=None, weight_init=xavier_uniform_, bias_init=zeros_initializer, ): self.weight_init = weight_init self.bias_init = bias_init self.activation = activation # initialize linear layer y = xW^T + b super(Dense, self).__init__(in_features, out_features, bias) def reset_parameters(self): """Reinitialize model weight and bias values.""" self.weight_init(self.weight) if self.bias is not None: self.bias_init(self.bias) def forward(self, inputs): """Compute layer output. Args: inputs (dict of torch.Tensor): batch of input values. Returns: torch.Tensor: layer output. """ # compute linear layer y = xW^T + b y = super(Dense, self).forward(inputs) # add activation function if self.activation: y = self.activation(y) return y class GetItem(nn.Module): """Extraction layer to get an item from SchNetPack dictionary of input tensors. Args: key (str): Property to be extracted from SchNetPack input tensors. """ def __init__(self, key): super(GetItem, self).__init__() self.key = key def forward(self, inputs): """Compute layer output. Args: inputs (dict of torch.Tensor): SchNetPack dictionary of input tensors. Returns: torch.Tensor: layer output. """ return inputs[self.key] class ScaleShift(nn.Module): r"""Scale and shift layer for standardization. .. math:: y = x \times \sigma + \mu Args: mean (torch.Tensor): mean value :math:`\mu`. stddev (torch.Tensor): standard deviation value :math:`\sigma`. """ def __init__(self, mean, stddev): super(ScaleShift, self).__init__() self.register_buffer("mean", mean) self.register_buffer("stddev", stddev) def forward(self, input): """Compute layer output. Args: input (torch.Tensor): input data. Returns: torch.Tensor: layer output. """ y = input * self.stddev + self.mean return y class Standardize(nn.Module): r"""Standardize layer for shifting and scaling. .. math:: y = \frac{x - \mu}{\sigma} Args: mean (torch.Tensor): mean value :math:`\mu`. stddev (torch.Tensor): standard deviation value :math:`\sigma`. eps (float, optional): small offset value to avoid zero division. """ def __init__(self, mean, stddev, eps=1e-9): super(Standardize, self).__init__() self.register_buffer("mean", mean) self.register_buffer("stddev", stddev) self.register_buffer("eps", torch.ones_like(stddev) * eps) def forward(self, input): """Compute layer output. Args: input (torch.Tensor): input data. Returns: torch.Tensor: layer output. """ # Add small number to catch divide by zero y = (input - self.mean) / (self.stddev + self.eps) return y class Aggregate(nn.Module): """Pooling layer based on sum or average with optional masking. Args: axis (int): axis along which pooling is done. mean (bool, optional): if True, use average instead for sum pooling. keepdim (bool, optional): whether the output tensor has dim retained or not. """ def __init__(self, axis, mean=False, keepdim=True): super(Aggregate, self).__init__() self.average = mean self.axis = axis self.keepdim = keepdim def forward(self, input, mask=None): r"""Compute layer output. Args: input (torch.Tensor): input data. mask (torch.Tensor, optional): mask to be applied; e.g. neighbors mask. Returns: torch.Tensor: layer output. """ # mask input if mask is not None: input = input * mask[..., None] # compute sum of input along axis y = torch.sum(input, self.axis) # compute average of input along axis if self.average: # get the number of items along axis if mask is not None: N = torch.sum(mask, self.axis, keepdim=self.keepdim) N = torch.max(N, other=torch.ones_like(N)) else: N = input.size(self.axis) y = y / N return y class MaxAggregate(nn.Module): """Pooling layer that computes the maximum for each feature over all atoms Args: axis (int): axis along which pooling is done. """ def __init__(self, axis): super().__init__() self.axis = axis def forward(self, input, mask=None): r"""Compute layer output. Args: input (torch.Tensor): input data. mask (torch.Tensor, optional): mask to be applied; e.g. neighbors mask. Returns: torch.Tensor: layer output. """ # mask input if mask is not None: # If the mask is lower dimensional than the array being masked, # inject an extra dimension to the end if mask.dim() < input.dim(): mask = torch.unsqueeze(mask, -1) input = torch.where(mask > 0, input, torch.min(input)) # compute sum of input along axis return torch.max(input, self.axis)[0] class SoftmaxAggregate(nn.Module): """Pooling layer that computes the maximum for each feature over all atoms using the "softmax" function to weigh the contribution of each atom to the "maximum." Args: axis (int): axis along which pooling is done. """ def __init__(self, axis): super().__init__() self.axis = axis def forward(self, input, mask=None): r"""Compute layer output. Args: input (torch.Tensor): input data. mask (torch.Tensor, optional): mask to be applied; e.g. neighbors mask. Returns: torch.Tensor: layer output. """ # Compute the sum of exponentials for the desired axis exp_input = torch.exp(input) # Set the contributions of "masked" atoms to zero if mask is not None: # If the mask is lower dimensional than the array being masked, # inject an extra dimension to the end if mask.dim() < input.dim(): mask = torch.unsqueeze(mask, -1) exp_input = torch.where(mask > 0, exp_input, torch.zeros_like(exp_input)) # Sum exponentials along the desired axis exp_input_sum = torch.sum(exp_input, self.axis, keepdim=True) # Normalize the exponential array by the weights = exp_input / exp_input_sum # compute sum of input along axis output = torch.sum(input * weights, self.axis) return output

28.490975

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b293ddfa7ba20f5b009ec834da13ed062057e693

420

py

Python

src/junit_report/__init__.py

eliorerz/junit-report

e0ed2c5b5b38500b020a2dc09a7ff172d01609ed

[ "MIT" ]

4

2021-03-30T16:24:40.000Z

2021-04-04T12:43:03.000Z

src/junit_report/__init__.py

eliorerz/junit-report

e0ed2c5b5b38500b020a2dc09a7ff172d01609ed

[ "MIT" ]

2

2021-04-05T08:49:22.000Z

2021-04-11T10:19:53.000Z

src/junit_report/__init__.py

eliorerz/junit-report

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from .decorators import JunitFixtureTestCase, DuplicateSuiteError, JunitTestCase, JunitTestSuite, TestCaseCategories from .json_junit_exporter import JsonJunitExporter, CaseFormatKeys from .utils import CaseFailure __all__ = [ "JunitTestCase", "CaseFailure", "TestCaseCategories", "JunitFixtureTestCase", "JunitTestSuite", "JsonJunitExporter", "CaseFormatKeys", "DuplicateSuiteError", ]

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Python

tensorflow/python/framework/ops.py

tianyapiaozi/tensorflow

fb3ce0467766a8e91f1da0ad7ada7c24fde7a73a

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71

2017-05-25T16:02:15.000Z

2021-06-09T16:08:08.000Z

tensorflow/python/framework/ops.py

tianyapiaozi/tensorflow

fb3ce0467766a8e91f1da0ad7ada7c24fde7a73a

[ "Apache-2.0" ]

133

2017-04-26T16:49:49.000Z

2019-10-15T11:39:26.000Z

tensorflow/python/framework/ops.py

tianyapiaozi/tensorflow

fb3ce0467766a8e91f1da0ad7ada7c24fde7a73a

[ "Apache-2.0" ]

26

2017-04-12T16:25:44.000Z

2018-10-30T10:10:15.000Z

# Copyright 2015 The TensorFlow Authors. All Rights Reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. # ============================================================================== """Classes and functions used to construct graphs.""" # pylint: disable=g-bad-name from __future__ import absolute_import from __future__ import division from __future__ import print_function import collections import copy import linecache import os import re import sys import threading import numpy as np import six from six.moves import xrange # pylint: disable=redefined-builtin from tensorflow.core.framework import attr_value_pb2 from tensorflow.core.framework import function_pb2 from tensorflow.core.framework import graph_pb2 from tensorflow.core.framework import node_def_pb2 from tensorflow.core.framework import op_def_pb2 from tensorflow.core.framework import versions_pb2 from tensorflow.core.protobuf import config_pb2 from tensorflow.python import pywrap_tensorflow as c_api from tensorflow.python.eager import context from tensorflow.python.eager import core from tensorflow.python.eager import tape from tensorflow.python.framework import c_api_util from tensorflow.python.framework import cpp_shape_inference_pb2 from tensorflow.python.framework import device as pydev from tensorflow.python.framework import dtypes from tensorflow.python.framework import errors from tensorflow.python.framework import op_def_registry from tensorflow.python.framework import registry from tensorflow.python.framework import tensor_shape from tensorflow.python.framework import versions from tensorflow.python.ops import control_flow_util from tensorflow.python.platform import app from tensorflow.python.platform import tf_logging as logging from tensorflow.python.util import compat from tensorflow.python.util import decorator_utils from tensorflow.python.util import tf_contextlib from tensorflow.python.util.deprecation import deprecated_args from tensorflow.python.util.tf_export import tf_export # Temporary global switches determining if we should enable the work-in-progress # calls to the C API. These will be removed once all functionality is supported. _USE_C_API = True _USE_C_SHAPES = os.getenv("TF_C_API_GRAPH_CONSTRUCTION_SHAPES", "1") != "0" def tensor_id(tensor): """Returns a unique identifier for this Tensor.""" return tensor._id # pylint: disable=protected-access class _NullContextmanager(object): def __enter__(self): pass def __exit__(self, type_arg, value_arg, traceback_arg): return False # False values do not suppress exceptions def _override_helper(clazz_object, operator, func): """Overrides (string) operator on Tensors to call func. Args: clazz_object: the class to override for; either Tensor or SparseTensor. operator: the string name of the operator to override. func: the function that replaces the overridden operator. Raises: ValueError: If operator has already been overwritten, or if operator is not allowed to be overwritten. """ existing = getattr(clazz_object, operator, None) if existing is not None: # Check to see if this is a default method-wrapper or slot wrapper which # will be true for the comparison operators. if not isinstance(existing, type(object.__lt__)): raise ValueError("operator %s cannot be overwritten again on class %s." % (operator, clazz_object)) if operator not in Tensor.OVERLOADABLE_OPERATORS: raise ValueError("Overriding %s is disallowed" % operator) setattr(clazz_object, operator, func) def _as_graph_element(obj): """Convert `obj` to a graph element if possible, otherwise return `None`. Args: obj: Object to convert. Returns: The result of `obj._as_graph_element()` if that method is available; otherwise `None`. """ conv_fn = getattr(obj, "_as_graph_element", None) if conv_fn and callable(conv_fn): return conv_fn() return None _TENSOR_LIKE_TYPES = tuple() def is_dense_tensor_like(t): """EXPERIMENTAL: Returns true if `t` implements the tensor interface. See `register_dense_tensor_like_type()` for the current definition of a "tensor-like type". Args: t: An object. Returns: True iff `t` is an instance of one of the registered "tensor-like" types. """ return isinstance(t, _TENSOR_LIKE_TYPES) def register_dense_tensor_like_type(tensor_type): """EXPERIMENTAL: Registers `tensor_type` as implementing the tensor interface. A "tensor-like type" can represent a single dense tensor, and implements the `name` and `dtype` properties. Args: tensor_type: A type implementing the tensor interface. Raises: TypeError: If `tensor_type` does not implement the tensor interface. """ try: if not isinstance(tensor_type.name, property): raise TypeError("Type %s does not define a `name` property" % tensor_type.__name__) except AttributeError: raise TypeError("Type %s does not define a `name` property" % tensor_type.__name__) try: if not isinstance(tensor_type.dtype, property): raise TypeError("Type %s does not define a `dtype` property" % tensor_type.__name__) except AttributeError: raise TypeError("Type %s does not define a `dtype` property" % tensor_type.__name__) # We expect this list to be small, so choose quadratic complexity # for registration, so that we have a tuple that can be used for # more efficient `isinstance` checks later. global _TENSOR_LIKE_TYPES _TENSOR_LIKE_TYPES = tuple(list(_TENSOR_LIKE_TYPES) + [tensor_type]) def uid(): """A unique (within this program execution) integer.""" return c_api.TFE_Py_UID() def numpy_text(tensor, is_repr=False): """Human readable representation of a tensor's numpy value.""" if tensor.dtype.is_numpy_compatible: text = repr(tensor.numpy()) if is_repr else str(tensor.numpy()) else: text = "<unprintable>" if "\n" in text: text = "\n" + text return text # NOTE(ebrevdo): Do not subclass this. If you do, I will break you on purpose. class _TensorLike(object): """Internal cls for grouping Tensor, SparseTensor, ..., for is_instance.""" pass @tf_export("Tensor") class Tensor(_TensorLike): """Represents one of the outputs of an `Operation`. A `Tensor` is a symbolic handle to one of the outputs of an `Operation`. It does not hold the values of that operation's output, but instead provides a means of computing those values in a TensorFlow @{tf.Session}. This class has two primary purposes: 1. A `Tensor` can be passed as an input to another `Operation`. This builds a dataflow connection between operations, which enables TensorFlow to execute an entire `Graph` that represents a large, multi-step computation. 2. After the graph has been launched in a session, the value of the `Tensor` can be computed by passing it to @{tf.Session.run}. `t.eval()` is a shortcut for calling `tf.get_default_session().run(t)`. In the following example, `c`, `d`, and `e` are symbolic `Tensor` objects, whereas `result` is a numpy array that stores a concrete value: ```python # Build a dataflow graph. c = tf.constant([[1.0, 2.0], [3.0, 4.0]]) d = tf.constant([[1.0, 1.0], [0.0, 1.0]]) e = tf.matmul(c, d) # Construct a `Session` to execute the graph. sess = tf.Session() # Execute the graph and store the value that `e` represents in `result`. result = sess.run(e) ``` """ # List of Python operators that we allow to override. OVERLOADABLE_OPERATORS = { # Binary. "__add__", "__radd__", "__sub__", "__rsub__", "__mul__", "__rmul__", "__div__", "__rdiv__", "__truediv__", "__rtruediv__", "__floordiv__", "__rfloordiv__", "__mod__", "__rmod__", "__lt__", "__le__", "__gt__", "__ge__", "__and__", "__rand__", "__or__", "__ror__", "__xor__", "__rxor__", "__getitem__", "__pow__", "__rpow__", # Unary. "__invert__", "__neg__", "__abs__", "__matmul__", "__rmatmul__" } def __init__(self, op, value_index, dtype): """Creates a new `Tensor`. Args: op: An `Operation`. `Operation` that computes this tensor. value_index: An `int`. Index of the operation's endpoint that produces this tensor. dtype: A `DType`. Type of elements stored in this tensor. Raises: TypeError: If the op is not an `Operation`. """ if not isinstance(op, Operation): raise TypeError("op needs to be an Operation: %s" % op) self._op = op self._value_index = value_index self._dtype = dtypes.as_dtype(dtype) # This will be set by self.shape(). self._shape_val = None # List of operations that use this Tensor as input. We maintain this list # to easily navigate a computation graph. self._consumers = [] if not _USE_C_SHAPES: # Attributes used for C++ shape inference. Not inspected, only forwarded. # If set, will be a HandleData object from cpp_shape_inference.proto. self._handle_data = None self._id = uid() @property def op(self): """The `Operation` that produces this tensor as an output.""" return self._op @property def dtype(self): """The `DType` of elements in this tensor.""" return self._dtype @property def graph(self): """The `Graph` that contains this tensor.""" return self._op.graph @property def name(self): """The string name of this tensor.""" if not self._op.name: raise ValueError("Operation was not named: %s" % self._op) return "%s:%d" % (self._op.name, self._value_index) @property def device(self): """The name of the device on which this tensor will be produced, or None.""" return self._op.device @property def shape(self): """Returns the `TensorShape` that represents the shape of this tensor. The shape is computed using shape inference functions that are registered in the Op for each `Operation`. See @{tf.TensorShape} for more details of what a shape represents. The inferred shape of a tensor is used to provide shape information without having to launch the graph in a session. This can be used for debugging, and providing early error messages. For example: ```python c = tf.constant([[1.0, 2.0, 3.0], [4.0, 5.0, 6.0]]) print(c.shape) ==> TensorShape([Dimension(2), Dimension(3)]) d = tf.constant([[1.0, 0.0], [0.0, 1.0], [1.0, 0.0], [0.0, 1.0]]) print(d.shape) ==> TensorShape([Dimension(4), Dimension(2)]) # Raises a ValueError, because `c` and `d` do not have compatible # inner dimensions. e = tf.matmul(c, d) f = tf.matmul(c, d, transpose_a=True, transpose_b=True) print(f.shape) ==> TensorShape([Dimension(3), Dimension(4)]) ``` In some cases, the inferred shape may have unknown dimensions. If the caller has additional information about the values of these dimensions, `Tensor.set_shape()` can be used to augment the inferred shape. Returns: A `TensorShape` representing the shape of this tensor. """ if self._shape_val is None: if _USE_C_SHAPES: self._shape_val = self._c_api_shape() else: # Call set_shape_and_handle_data_for_outputs in topological order on all # ops that are needed to compute self.op's shape. We do this instead of # having set_shape_and_handle_data_for_outputs recursively call # Operation.shape on self.op.inputs to overflowing the call stack. need_shapes = self._get_input_ops_without_shapes(self.op) need_shapes.sort(key=lambda op: op._id) for op in need_shapes: set_shape_and_handle_data_for_outputs(op) return self._shape_val def _get_input_ops_without_shapes(self, target_op): """Returns ops needing shape inference to compute target_op's shape.""" result = [] stack = [self._op] visited = set() while stack: op = stack.pop() if op in visited: continue result.append(op) stack.extend(t.op for t in op.inputs if t._shape_val is None) visited.add(op) return result def _c_api_shape(self): """Returns the TensorShape of this tensor according to the C API.""" c_graph = self._op._graph._c_graph # pylint: disable=protected-access shape_vector, unknown_shape = c_api.TF_GraphGetTensorShapeHelper( c_graph, self._as_tf_output()) if unknown_shape: return tensor_shape.unknown_shape() else: shape_vector = [None if d == -1 else d for d in shape_vector] return tensor_shape.TensorShape(shape_vector) @property def _shape(self): logging.warning("Tensor._shape is private, use Tensor.shape " "instead. Tensor._shape will eventually be removed.") return self.shape @_shape.setter def _shape(self, value): raise ValueError( "Tensor._shape cannot be assigned, use Tensor.set_shape instead.") def __iter__(self): if not context.executing_eagerly(): raise TypeError( "Tensor objects are not iterable when eager execution is not " "enabled. To iterate over this tensor use tf.map_fn.") shape = self._shape_tuple() if shape is None: raise TypeError("Cannot iterate over a tensor with unknown shape.") if not shape: raise TypeError("Cannot iterate over a scalar tensor.") if shape[0] is None: raise TypeError( "Cannot iterate over a tensor with unknown first dimension.") for i in xrange(shape[0]): yield self[i] def _shape_as_list(self): if self.shape.ndims is not None: return [dim.value for dim in self.shape.dims] else: return None def _shape_tuple(self): shape = self._shape_as_list() if shape is None: return None return tuple(shape) def _rank(self): """Integer rank of this Tensor, if known, else None. Returns: Integer rank or None """ return self.shape.ndims def get_shape(self): """Alias of Tensor.shape.""" return self.shape def set_shape(self, shape): """Updates the shape of this tensor. This method can be called multiple times, and will merge the given `shape` with the current shape of this tensor. It can be used to provide additional information about the shape of this tensor that cannot be inferred from the graph alone. For example, this can be used to provide additional information about the shapes of images: ```python _, image_data = tf.TFRecordReader(...).read(...) image = tf.image.decode_png(image_data, channels=3) # The height and width dimensions of `image` are data dependent, and # cannot be computed without executing the op. print(image.shape) ==> TensorShape([Dimension(None), Dimension(None), Dimension(3)]) # We know that each image in this dataset is 28 x 28 pixels. image.set_shape([28, 28, 3]) print(image.shape) ==> TensorShape([Dimension(28), Dimension(28), Dimension(3)]) ``` Args: shape: A `TensorShape` representing the shape of this tensor, a `TensorShapeProto`, a list, a tuple, or None. Raises: ValueError: If `shape` is not compatible with the current shape of this tensor. """ if _USE_C_SHAPES: # pylint: disable=protected-access # Reset cached shape. self._shape_val = None else: self._shape_val = self.shape.merge_with(shape) # Update C shape even if _USE_C_SHAPES = False, since we still want # set_shape to be reflected in the C API graph for when we run it. if not isinstance(shape, tensor_shape.TensorShape): shape = tensor_shape.TensorShape(shape) dim_list = [] if shape.dims is None: unknown_shape = True else: unknown_shape = False for dim in shape.dims: if dim.value is None: dim_list.append(-1) else: dim_list.append(dim.value) try: c_api.TF_GraphSetTensorShape_wrapper( self._op._graph._c_graph, # pylint: disable=protected-access self._as_tf_output(), dim_list, unknown_shape) except errors.InvalidArgumentError as e: # Convert to ValueError for backwards compatibility. raise ValueError(str(e)) @property def value_index(self): """The index of this tensor in the outputs of its `Operation`.""" return self._value_index def consumers(self): """Returns a list of `Operation`s that consume this tensor. Returns: A list of `Operation`s. """ consumer_names = c_api.TF_OperationOutputConsumers_wrapper( self._as_tf_output()) # pylint: disable=protected-access return [ self.graph._get_operation_by_name_unsafe(name) for name in consumer_names ] # pylint: enable=protected-access def _as_node_def_input(self): """Return a value to use for the NodeDef "input" attribute. The returned string can be used in a NodeDef "input" attribute to indicate that the NodeDef uses this Tensor as input. Raises: ValueError: if this Tensor's Operation does not have a name. Returns: a string. """ if not self._op.name: raise ValueError("Operation was not named: %s" % self._op) if self._value_index == 0: return self._op.name else: return "%s:%d" % (self._op.name, self._value_index) def _as_tf_output(self): # pylint: disable=protected-access return c_api_util.tf_output(self.op._c_op, self.value_index) # pylint: enable=protected-access def __str__(self): return "Tensor(\"%s\"%s%s%s)" % ( self.name, (", shape=%s" % self.get_shape()) if self.get_shape().ndims is not None else "", (", dtype=%s" % self._dtype.name) if self._dtype else "", (", device=%s" % self.device) if self.device else "") def __repr__(self): return "<tf.Tensor '%s' shape=%s dtype=%s>" % (self.name, self.get_shape(), self._dtype.name) def __hash__(self): # Necessary to support Python's collection membership operators return id(self) def __eq__(self, other): # Necessary to support Python's collection membership operators return id(self) == id(other) def __copy__(self): # Make sure _shape_val is computed before we copy. # TODO(b/77597810): get rid of Tensor copies. if self._shape_val is None: set_shape_and_handle_data_for_outputs(self.op) cls = self.__class__ result = cls.__new__(cls) result.__dict__.update(self.__dict__) return result # NOTE(mrry): This enables the Tensor's overloaded "right" binary # operators to run when the left operand is an ndarray, because it # accords the Tensor class higher priority than an ndarray, or a # numpy matrix. # TODO(mrry): Convert this to using numpy's __numpy_ufunc__ # mechanism, which allows more control over how Tensors interact # with ndarrays. __array_priority__ = 100 @staticmethod def _override_operator(operator, func): _override_helper(Tensor, operator, func) def __bool__(self): """Dummy method to prevent a tensor from being used as a Python `bool`. This overload raises a `TypeError` when the user inadvertently treats a `Tensor` as a boolean (e.g. in an `if` statement). For example: ```python if tf.constant(True): # Will raise. # ... if tf.constant(5) < tf.constant(7): # Will raise. # ... ``` This disallows ambiguities between testing the Python value vs testing the dynamic condition of the `Tensor`. Raises: `TypeError`. """ raise TypeError("Using a `tf.Tensor` as a Python `bool` is not allowed. " "Use `if t is not None:` instead of `if t:` to test if a " "tensor is defined, and use TensorFlow ops such as " "tf.cond to execute subgraphs conditioned on the value of " "a tensor.") def __nonzero__(self): """Dummy method to prevent a tensor from being used as a Python `bool`. This is the Python 2.x counterpart to `__bool__()` above. Raises: `TypeError`. """ raise TypeError("Using a `tf.Tensor` as a Python `bool` is not allowed. " "Use `if t is not None:` instead of `if t:` to test if a " "tensor is defined, and use TensorFlow ops such as " "tf.cond to execute subgraphs conditioned on the value of " "a tensor.") def eval(self, feed_dict=None, session=None): """Evaluates this tensor in a `Session`. Calling this method will execute all preceding operations that produce the inputs needed for the operation that produces this tensor. *N.B.* Before invoking `Tensor.eval()`, its graph must have been launched in a session, and either a default session must be available, or `session` must be specified explicitly. Args: feed_dict: A dictionary that maps `Tensor` objects to feed values. See @{tf.Session.run} for a description of the valid feed values. session: (Optional.) The `Session` to be used to evaluate this tensor. If none, the default session will be used. Returns: A numpy array corresponding to the value of this tensor. """ return _eval_using_default_session(self, feed_dict, self.graph, session) # TODO(agarwal): consider getting rid of this. class _EagerTensorBase(Tensor): """Base class for EagerTensor.""" @property def dtype(self): # Note: using the intern table directly here as this is # performance-sensitive in some models. return dtypes._INTERN_TABLE[self._datatype_enum()] # pylint: disable=protected-access def numpy(self): """Returns a numpy array or a scalar with the same contents as the Tensor. TODO(ashankar,agarwal): Perhaps this should NOT reference the underlying buffer but instead always explicitly copy? Note that currently it may or may not copy based on whether the numpy data is properly aligned or not. Returns: A numpy array or a scalar. Numpy array may share memory with the Tensor object. Any changes to one may be reflected in the other. A scalar value is returned when self has rank 0. Raises: ValueError: if the type of this Tensor is not representable in numpy. """ if self.dtype == dtypes.resource: raise ValueError("Resource handles are not convertible to numpy.") return self.cpu()._numpy() # pylint: disable=protected-access # __int__ and __float__ may copy the tensor to CPU and # only work for scalars; values are cast as per numpy. def __int__(self): return int(self.numpy()) def __float__(self): return float(self.numpy()) def __array__(self, dtype=None): return np.array(self.numpy(), dtype=dtype) def __format__(self, format_spec): return self.numpy().__format__(format_spec) def _numpy(self): raise NotImplementedError() def __copy__(self): # Eager Tensors are immutable so it's safe to return themselves as a copy. return self def __deepcopy__(self, memo): # Eager Tensors are immutable so it's safe to return themselves as a copy. del memo return self def _datatype_enum(self): raise NotImplementedError() def _shape_tuple(self): """The shape of this Tensor, as a tuple. This is more performant than tuple(shape().as_list()) as it avoids two list and one object creation. Marked private for now as from an API perspective, it would be better to have a single performant way of getting a shape rather than exposing shape() and shape_tuple() (and heaven forbid, shape_list() etc. as well!). Punting on that for now, but ideally one would work things out and remove the need for this method. Returns: tuple with the shape. """ raise NotImplementedError() def _rank(self): """Integer rank of this Tensor. Unlike regular Tensors, the rank is always known for EagerTensors. This is more performant than len(self._shape_tuple()) Returns: Integer rank """ raise NotImplementedError() def _copy_to_device(self, context, device): # pylint: disable=redefined-outer-name raise NotImplementedError() def __str__(self): return "tf.Tensor(%s, shape=%s, dtype=%s)" % (numpy_text(self), self.shape, self.dtype.name) def __repr__(self): return "<tf.Tensor: id=%s, shape=%s, dtype=%s, numpy=%s>" % ( self._id, self.shape, self.dtype.name, numpy_text(self, is_repr=True)) @staticmethod def _override_operator(name, func): setattr(_EagerTensorBase, name, func) def _copy(self, ctx=None, device_name=None): """Copies tensor to dest device.""" # pylint: disable=protected-access # Creates a new tensor on the dest device. if ctx is None: ctx = context.context() if device_name is None: device_name = ctx.device_name # pylint: disable=protected-access try: new_tensor = self._copy_to_device(context=ctx._handle, device=device_name) except core._NotOkStatusException as e: six.raise_from(core._status_to_exception(e.code, e.message), None) # Record the copy on tape and define backprop copy as well. if context.executing_eagerly(): self_device = self.device def grad_fun(dresult): return [dresult._copy(device_name=self_device)] tape.record_operation("_copy", [new_tensor], [self], grad_fun) return new_tensor # pylint: enable=protected-access @property def shape(self): if self._tensor_shape is None: # pylint: disable=access-member-before-definition # `_tensor_shape` is declared and defined in the definition of # `EagerTensor`, in C. self._tensor_shape = tensor_shape.TensorShape(self._shape_tuple()) return self._tensor_shape def get_shape(self): """Alias of Tensor.shape.""" return self.shape def _shape_as_list(self): """The shape of the tensor as a list.""" return list(self._shape_tuple()) @property def ndim(self): """Returns the number of Tensor dimensions.""" return self.shape.ndims def cpu(self): """A copy of this Tensor with contents backed by host memory.""" return self._copy(context.context(), "CPU:0") def gpu(self, gpu_index=0): """A copy of this Tensor with contents backed by memory on the GPU. Arguments: gpu_index: Identifies which GPU to place the contents on the returned Tensor in. Returns: A GPU-memory backed Tensor object initialized with the same contents as this Tensor. """ return self._copy(context.context(), "GPU:" + str(gpu_index)) def __bool__(self): if self._shape_tuple() != (): # pylint: disable=g-explicit-bool-comparison raise ValueError( "Non-scalar tensor %s cannot be converted to boolean." % repr(self)) if self.dtype != dtypes.bool: raise ValueError( "Non-boolean tensor %s cannot be converted to boolean." % repr(self)) return bool(self.cpu().numpy()) def __nonzero__(self): return self.__bool__() def set_shape(self, shape): if not self.shape.is_compatible_with(shape): raise ValueError( "Tensor's shape %s is not compatible with supplied shape %s" % (self.shape, shape)) # Methods not supported / implemented for Eager Tensors. @property def op(self): raise AttributeError( "Tensor.op is meaningless when eager execution is enabled.") @property def graph(self): raise AttributeError( "Tensor.graph is meaningless when eager execution is enabled.") @property def name(self): raise AttributeError( "Tensor.name is meaningless when eager execution is enabled.") @property def value_index(self): raise AttributeError( "Tensor.value_index is meaningless when eager execution is enabled.") def consumers(self): raise NotImplementedError( "Tensor.consumers is meaningless when eager execution is enabled.") def _add_consumer(self, consumer): raise NotImplementedError( "_add_consumer not supported when eager execution is enabled.") def _as_node_def_input(self): raise NotImplementedError( "_as_node_def_input not supported when eager execution is enabled.") def _as_tf_output(self): raise NotImplementedError( "_as_tf_output not supported when eager execution is enabled.") def eval(self, feed_dict=None, session=None): raise NotImplementedError( "eval is not supported when eager execution is enabled, " "is .numpy() what you're looking for?" ) # This call creates an EagerTensor class, as a subclass of _EagerTensorBase, and # registers it with the current module. EagerTensor = c_api.TFE_Py_InitEagerTensor(_EagerTensorBase) def _TensorTensorConversionFunction(t, dtype=None, name=None, as_ref=False): _ = name, as_ref if dtype and not dtype.is_compatible_with(t.dtype): raise ValueError( "Tensor conversion requested dtype %s for Tensor with dtype %s: %r" % (dtype.name, t.dtype.name, str(t))) return t _tensor_conversion_func_registry = { 0: [(Tensor, _TensorTensorConversionFunction)] } _tensor_conversion_func_cache = {} _tensor_conversion_func_lock = threading.Lock() register_dense_tensor_like_type(Tensor) @tf_export("convert_to_tensor") def convert_to_tensor(value, dtype=None, name=None, preferred_dtype=None): """Converts the given `value` to a `Tensor`. This function converts Python objects of various types to `Tensor` objects. It accepts `Tensor` objects, numpy arrays, Python lists, and Python scalars. For example: ```python import numpy as np def my_func(arg): arg = tf.convert_to_tensor(arg, dtype=tf.float32) return tf.matmul(arg, arg) + arg # The following calls are equivalent. value_1 = my_func(tf.constant([[1.0, 2.0], [3.0, 4.0]])) value_2 = my_func([[1.0, 2.0], [3.0, 4.0]]) value_3 = my_func(np.array([[1.0, 2.0], [3.0, 4.0]], dtype=np.float32)) ``` This function can be useful when composing a new operation in Python (such as `my_func` in the example above). All standard Python op constructors apply this function to each of their Tensor-valued inputs, which allows those ops to accept numpy arrays, Python lists, and scalars in addition to `Tensor` objects. Note: This function diverges from default Numpy behavior for `float` and `string` types when `None` is present in a Python list or scalar. Rather than silently converting `None` values, an error will be thrown. Args: value: An object whose type has a registered `Tensor` conversion function. dtype: Optional element type for the returned tensor. If missing, the type is inferred from the type of `value`. name: Optional name to use if a new `Tensor` is created. preferred_dtype: Optional element type for the returned tensor, used when dtype is None. In some cases, a caller may not have a dtype in mind when converting to a tensor, so preferred_dtype can be used as a soft preference. If the conversion to `preferred_dtype` is not possible, this argument has no effect. Returns: An `Output` based on `value`. Raises: TypeError: If no conversion function is registered for `value`. RuntimeError: If a registered conversion function returns an invalid value. """ return internal_convert_to_tensor( value=value, dtype=dtype, name=name, preferred_dtype=preferred_dtype, as_ref=False) def _error_prefix(name): return "" if name is None else "%s: " % name def internal_convert_to_tensor(value, dtype=None, name=None, as_ref=False, preferred_dtype=None, ctx=None): """Converts the given `value` to an `Tensor`. This function converts Python objects of various types to `Tensor` objects. It accepts `Tensor` objects, numpy arrays, Python lists, and Python scalars. For example: This function can be useful when composing a new operation in Python All standard Python op constructors apply this function to each of their Tensor-valued inputs, which allows those ops to accept numpy arrays, Python lists, and scalars in addition to `Tensor` objects. Args: value: An object whose type has a registered `Tensor` conversion function. dtype: Optional element type for the returned tensor. If missing, the type is inferred from the type of `value`. name: Optional name to use if a new `Tensor` is created. as_ref: True if we want the mutable view of Variables, if applicable. preferred_dtype: Optional element type for the returned tensor, used when dtype is None. In some cases, a caller may not have a dtype in mind when converting to a tensor, so preferred_dtype can be used as a soft preference. If the conversion to `preferred_dtype` is not possible, this argument has no effect. ctx: Optional: The value of context.context(). Returns: A `Tensor` based on `value`. Raises: TypeError: If no conversion function is registered for `value`. RuntimeError: If a registered conversion function returns an invalid value. """ if ctx is None: ctx = context.context() if isinstance(value, EagerTensor): if ctx.executing_eagerly(): # Fast path for EagerTensors that don't need any conversion. # Note that we don't check that value's dtype matches the dtype # argument. We expect that the C runtime will do that checking # when we execute the kernel. return value else: graph = get_default_graph() if not graph.building_function: raise RuntimeError("Attempting to capture an EagerTensor without " "building a function.") return graph.capture(value, name=name) if dtype is not None: dtype = dtypes.as_dtype(dtype) unwrapped_type = type(value) conversion_func_list = _tensor_conversion_func_cache.get(unwrapped_type, None) if conversion_func_list is None: with _tensor_conversion_func_lock: conversion_func_list = [] for _, funcs_at_priority in sorted( _tensor_conversion_func_registry.items()): for base_type, conversion_func in funcs_at_priority: if isinstance(value, base_type): conversion_func_list.append((base_type, conversion_func)) _tensor_conversion_func_cache[unwrapped_type] = conversion_func_list for base_type, conversion_func in conversion_func_list: # If dtype is None but preferred_dtype is not None, we try to # cast to preferred_dtype first. ret = None if dtype is None and preferred_dtype is not None: try: ret = conversion_func( value, dtype=preferred_dtype, name=name, as_ref=as_ref) except (TypeError, ValueError, errors.UnimplementedError, errors.InvalidArgumentError): # Could not coerce the conversion to use the preferred dtype. ret = None if ret is not None and ret is not NotImplemented: if (ret.dtype.base_dtype != dtypes.as_dtype(preferred_dtype).base_dtype): raise TypeError("convert_to_tensor did not convert to " "the preferred dtype: %s vs %s " % (ret.dtype.base_dtype, dtypes.as_dtype(preferred_dtype).base_dtype)) if ret is None: ret = conversion_func(value, dtype=dtype, name=name, as_ref=as_ref) if ret is NotImplemented: continue if not isinstance(ret, Tensor): raise RuntimeError( "%sConversion function %r for type %s returned non-Tensor: %r" % (_error_prefix(name), conversion_func, base_type, ret)) if dtype and not dtype.is_compatible_with(ret.dtype): raise RuntimeError( "%sConversion function %r for type %s returned incompatible " "dtype: requested = %s, actual = %s" % (_error_prefix(name), conversion_func, base_type, dtype.name, ret.dtype.name)) return ret raise TypeError("%sCannot convert %r with type %s to Tensor: " "no conversion function registered." % (_error_prefix(name), value, unwrapped_type)) def internal_convert_n_to_tensor(values, dtype=None, name=None, as_ref=False, preferred_dtype=None, ctx=None): """Converts `values` to a list of `Tensor` objects. Args: values: A list of objects that can be consumed by `tf.convert_to_tensor()`. dtype: (Optional.) The required `DType` of the returned `Tensor` objects. name: (Optional.) A name prefix to used when a new `Tensor` is created, in which case element `i` will be given the name `name + '_' + i`. as_ref: True if the caller wants the results as ref tensors. preferred_dtype: Optional element type for the returned tensors, used when dtype is None. In some cases, a caller may not have a dtype in mind when converting to a tensor, so preferred_dtype can be used as a soft preference. If the conversion to `preferred_dtype` is not possible, this argument has no effect. ctx: The value of context.context(). Returns: A list of `Tensor` and/or `IndexedSlices` objects. Raises: TypeError: If no conversion function is registered for an element in `values`. RuntimeError: If a registered conversion function returns an invalid value. """ if not isinstance(values, collections.Sequence): raise TypeError("values must be a list.") ret = [] if ctx is None: ctx = context.context() for i, value in enumerate(values): n = None if name is None else "%s_%d" % (name, i) ret.append( internal_convert_to_tensor( value, dtype=dtype, name=n, as_ref=as_ref, preferred_dtype=preferred_dtype, ctx=ctx)) return ret def convert_n_to_tensor(values, dtype=None, name=None, preferred_dtype=None): """Converts `values` to a list of `Tensor` objects. Args: values: A list of objects that can be consumed by `tf.convert_to_tensor()`. dtype: (Optional.) The required `DType` of the returned `Tensor` objects. name: (Optional.) A name prefix to used when a new `Tensor` is created, in which case element `i` will be given the name `name + '_' + i`. preferred_dtype: Optional element type for the returned tensors, used when dtype is None. In some cases, a caller may not have a dtype in mind when converting to a tensor, so preferred_dtype can be used as a soft preference. If the conversion to `preferred_dtype` is not possible, this argument has no effect. Returns: A list of `Tensor` and/or `IndexedSlices` objects. Raises: TypeError: If no conversion function is registered for an element in `values`. RuntimeError: If a registered conversion function returns an invalid value. """ return internal_convert_n_to_tensor( values=values, dtype=dtype, name=name, preferred_dtype=preferred_dtype, as_ref=False) @tf_export("convert_to_tensor_or_indexed_slices") def convert_to_tensor_or_indexed_slices(value, dtype=None, name=None): """Converts the given object to a `Tensor` or an `IndexedSlices`. If `value` is an `IndexedSlices` or `SparseTensor` it is returned unmodified. Otherwise, it is converted to a `Tensor` using `convert_to_tensor()`. Args: value: An `IndexedSlices`, `SparseTensor`, or an object that can be consumed by `convert_to_tensor()`. dtype: (Optional.) The required `DType` of the returned `Tensor` or `IndexedSlices`. name: (Optional.) A name to use if a new `Tensor` is created. Returns: An `Tensor`, `IndexedSlices`, or `SparseTensor` based on `value`. Raises: ValueError: If `dtype` does not match the element type of `value`. """ return internal_convert_to_tensor_or_indexed_slices( value=value, dtype=dtype, name=name, as_ref=False) def internal_convert_to_tensor_or_indexed_slices(value, dtype=None, name=None, as_ref=False): """Converts the given object to an `Tensor` or an `IndexedSlices`. If `value` is an `IndexedSlices` or `SparseTensor` it is returned unmodified. Otherwise, it is converted to a `Tensor` using `convert_to_tensor()`. Args: value: An `IndexedSlices`, `SparseTensor`, or an object that can be consumed by `convert_to_tensor()`. dtype: (Optional.) The required `DType` of the returned `Tensor` or `IndexedSlices`. name: (Optional.) A name to use if a new `Tensor` is created. as_ref: True if the caller wants the results as ref tensors. Returns: An `Tensor`, `IndexedSlices`, or `SparseTensor` based on `value`. Raises: ValueError: If `dtype` does not match the element type of `value`. """ if isinstance(value, EagerTensor) and not context.executing_eagerly(): return internal_convert_to_tensor( value, dtype=dtype, name=name, as_ref=as_ref) elif isinstance(value, _TensorLike): if dtype and not dtypes.as_dtype(dtype).is_compatible_with(value.dtype): raise ValueError( "Tensor conversion requested dtype %s for Tensor with dtype %s: %r" % (dtypes.as_dtype(dtype).name, value.dtype.name, str(value))) return value else: return internal_convert_to_tensor( value, dtype=dtype, name=name, as_ref=as_ref) def internal_convert_n_to_tensor_or_indexed_slices(values, dtype=None, name=None, as_ref=False): """Converts `values` to a list of `Tensor` or `IndexedSlices` objects. Any `IndexedSlices` or `SparseTensor` objects in `values` are returned unmodified. Args: values: A list of `None`, `IndexedSlices`, `SparseTensor`, or objects that can be consumed by `convert_to_tensor()`. dtype: (Optional.) The required `DType` of the returned `Tensor` `IndexedSlices`. name: (Optional.) A name prefix to used when a new `Tensor` is created, in which case element `i` will be given the name `name + '_' + i`. as_ref: True if the caller wants the results as ref tensors. Returns: A list of `Tensor`, `IndexedSlices`, and/or `SparseTensor` objects. Raises: TypeError: If no conversion function is registered for an element in `values`. RuntimeError: If a registered conversion function returns an invalid value. """ if not isinstance(values, collections.Sequence): raise TypeError("values must be a list.") ret = [] for i, value in enumerate(values): if value is None: ret.append(value) else: n = None if name is None else "%s_%d" % (name, i) ret.append( internal_convert_to_tensor_or_indexed_slices( value, dtype=dtype, name=n, as_ref=as_ref)) return ret def convert_n_to_tensor_or_indexed_slices(values, dtype=None, name=None): """Converts `values` to a list of `Output` or `IndexedSlices` objects. Any `IndexedSlices` or `SparseTensor` objects in `values` are returned unmodified. Args: values: A list of `None`, `IndexedSlices`, `SparseTensor`, or objects that can be consumed by `convert_to_tensor()`. dtype: (Optional.) The required `DType` of the returned `Tensor` `IndexedSlices`. name: (Optional.) A name prefix to used when a new `Tensor` is created, in which case element `i` will be given the name `name + '_' + i`. Returns: A list of `Tensor`, `IndexedSlices`, and/or `SparseTensor` objects. Raises: TypeError: If no conversion function is registered for an element in `values`. RuntimeError: If a registered conversion function returns an invalid value. """ return internal_convert_n_to_tensor_or_indexed_slices( values=values, dtype=dtype, name=name, as_ref=False) # TODO(josh11b): Add ctx argument to conversion_func() signature. @tf_export("register_tensor_conversion_function") def register_tensor_conversion_function(base_type, conversion_func, priority=100): """Registers a function for converting objects of `base_type` to `Tensor`. The conversion function must have the following signature: ```python def conversion_func(value, dtype=None, name=None, as_ref=False): # ... ``` It must return a `Tensor` with the given `dtype` if specified. If the conversion function creates a new `Tensor`, it should use the given `name` if specified. All exceptions will be propagated to the caller. The conversion function may return `NotImplemented` for some inputs. In this case, the conversion process will continue to try subsequent conversion functions. If `as_ref` is true, the function must return a `Tensor` reference, such as a `Variable`. NOTE: The conversion functions will execute in order of priority, followed by order of registration. To ensure that a conversion function `F` runs before another conversion function `G`, ensure that `F` is registered with a smaller priority than `G`. Args: base_type: The base type or tuple of base types for all objects that `conversion_func` accepts. conversion_func: A function that converts instances of `base_type` to `Tensor`. priority: Optional integer that indicates the priority for applying this conversion function. Conversion functions with smaller priority values run earlier than conversion functions with larger priority values. Defaults to 100. Raises: TypeError: If the arguments do not have the appropriate type. """ global _tensor_conversion_func_cache with _tensor_conversion_func_lock: if not (isinstance(base_type, type) or (isinstance(base_type, tuple) and all(isinstance(x, type) for x in base_type))): raise TypeError("base_type must be a type or a tuple of types.") if not callable(conversion_func): raise TypeError("conversion_func must be callable.") # context._context is checked so that we don't inadvertently create it. # This is because enable_eager_execution will fail when called from the main # function if the context._context is already created, and the # register_tensor_conversion_function calls happen when the module is # imported. if context._context is not None and context.executing_eagerly( ) and isinstance(base_type, six.integer_types + ( float, np.ndarray, )): # TODO(nareshmodi): consider setting a context variable which disables the # fastpath instead. raise TypeError( "Cannot register conversions for numpy arrays, python number types " "when executing eagerly.") try: funcs_at_priority = _tensor_conversion_func_registry[priority] except KeyError: funcs_at_priority = [] _tensor_conversion_func_registry[priority] = funcs_at_priority funcs_at_priority.append((base_type, conversion_func)) _tensor_conversion_func_cache = {} @tf_export("IndexedSlices") class IndexedSlices(_TensorLike): """A sparse representation of a set of tensor slices at given indices. This class is a simple wrapper for a pair of `Tensor` objects: * `values`: A `Tensor` of any dtype with shape `[D0, D1, ..., Dn]`. * `indices`: A 1-D integer `Tensor` with shape `[D0]`. An `IndexedSlices` is typically used to represent a subset of a larger tensor `dense` of shape `[LARGE0, D1, .. , DN]` where `LARGE0 >> D0`. The values in `indices` are the indices in the first dimension of the slices that have been extracted from the larger tensor. The dense tensor `dense` represented by an `IndexedSlices` `slices` has ```python dense[slices.indices[i], :, :, :, ...] = slices.values[i, :, :, :, ...] ``` The `IndexedSlices` class is used principally in the definition of gradients for operations that have sparse gradients (e.g. @{tf.gather}). Contrast this representation with @{tf.SparseTensor}, which uses multi-dimensional indices and scalar values. """ def __init__(self, values, indices, dense_shape=None): """Creates an `IndexedSlices`.""" _get_graph_from_inputs([values, indices, dense_shape]) self._values = values self._indices = indices self._dense_shape = dense_shape @property def values(self): """A `Tensor` containing the values of the slices.""" return self._values @property def indices(self): """A 1-D `Tensor` containing the indices of the slices.""" return self._indices @property def dense_shape(self): """A 1-D `Tensor` containing the shape of the corresponding dense tensor.""" return self._dense_shape @property def name(self): """The name of this `IndexedSlices`.""" return self.values.name @property def device(self): """The name of the device on which `values` will be produced, or `None`.""" return self.values.device @property def op(self): """The `Operation` that produces `values` as an output.""" return self.values.op @property def dtype(self): """The `DType` of elements in this tensor.""" return self.values.dtype @property def graph(self): """The `Graph` that contains the values, indices, and shape tensors.""" return self._values.graph def __str__(self): return "IndexedSlices(indices=%s, values=%s%s)" % ( self._indices, self._values, (", dense_shape=%s" % self._dense_shape) if self._dense_shape is not None else "") def __neg__(self): return IndexedSlices(-self.values, self.indices, self.dense_shape) IndexedSlicesValue = collections.namedtuple( "IndexedSlicesValue", ["values", "indices", "dense_shape"]) def _device_string(dev_spec): if isinstance(dev_spec, pydev.DeviceSpec): return dev_spec.to_string() else: return dev_spec def _NodeDef(op_type, name, device=None, attrs=None): # pylint: disable=redefined-outer-name """Create a NodeDef proto. Args: op_type: Value for the "op" attribute of the NodeDef proto. name: Value for the "name" attribute of the NodeDef proto. device: string, device, or function from NodeDef to string. Value for the "device" attribute of the NodeDef proto. attrs: Optional dictionary where the key is the attribute name (a string) and the value is the respective "attr" attribute of the NodeDef proto (an AttrValue). Returns: A node_def_pb2.NodeDef protocol buffer. """ node_def = node_def_pb2.NodeDef() node_def.op = compat.as_bytes(op_type) node_def.name = compat.as_bytes(name) if attrs is not None: for k, v in six.iteritems(attrs): node_def.attr[k].CopyFrom(v) if device is not None: if callable(device): node_def.device = device(node_def) else: node_def.device = _device_string(device) return node_def # Copied from core/framework/node_def_util.cc # TODO(mrry,josh11b): Consolidate this validation in C++ code. _VALID_OP_NAME_REGEX = re.compile("^[A-Za-z0-9.][A-Za-z0-9_.\\-/]*$") _VALID_SCOPE_NAME_REGEX = re.compile("^[A-Za-z0-9_.\\-/]*$") def _create_c_op(graph, node_def, inputs, control_inputs): """Creates a TF_Operation. Args: graph: a `Graph`. node_def: `node_def_pb2.NodeDef` for the operation to create. inputs: A list of `Tensor`s (corresponding to scalar inputs) and lists of `Tensor`s (corresponding to sequence inputs, e.g. "int64 * N", "list(int64)"). The length of the list should be equal to the number of inputs specified by this operation's op def. control_inputs: A list of `Operation`s to set as control dependencies. Returns: A wrapped TF_Operation*. """ # pylint: disable=protected-access op_desc = c_api.TF_NewOperation(graph._c_graph, compat.as_str(node_def.op), compat.as_str(node_def.name)) # Add inputs for op_input in inputs: if isinstance(op_input, (list, tuple)): c_api.TF_AddInputList(op_desc, [t._as_tf_output() for t in op_input]) else: c_api.TF_AddInput(op_desc, op_input._as_tf_output()) # Add control inputs for control_input in control_inputs: c_api.TF_AddControlInput(op_desc, control_input._c_op) # pylint: enable=protected-access # Add attrs for name, attr_value in node_def.attr.items(): serialized = attr_value.SerializeToString() # TODO(skyewm): this creates and deletes a new TF_Status for every attr. # It might be worth creating a convenient way to re-use the same status. c_api.TF_SetAttrValueProto(op_desc, compat.as_str(name), serialized) try: c_op = c_api.TF_FinishOperation(op_desc) except errors.InvalidArgumentError as e: # Convert to ValueError for backwards compatibility. raise ValueError(str(e)) return c_op @tf_export("Operation") class Operation(object): """Represents a graph node that performs computation on tensors. An `Operation` is a node in a TensorFlow `Graph` that takes zero or more `Tensor` objects as input, and produces zero or more `Tensor` objects as output. Objects of type `Operation` are created by calling a Python op constructor (such as @{tf.matmul}) or @{tf.Graph.create_op}. For example `c = tf.matmul(a, b)` creates an `Operation` of type "MatMul" that takes tensors `a` and `b` as input, and produces `c` as output. After the graph has been launched in a session, an `Operation` can be executed by passing it to @{tf.Session.run}. `op.run()` is a shortcut for calling `tf.get_default_session().run(op)`. """ def __init__(self, node_def, g, inputs=None, output_types=None, control_inputs=None, input_types=None, original_op=None, op_def=None): r"""Creates an `Operation`. NOTE: This constructor validates the name of the `Operation` (passed as `node_def.name`). Valid `Operation` names match the following regular expression: [A-Za-z0-9.][A-Za-z0-9_.\\-/]* Args: node_def: `node_def_pb2.NodeDef`. `NodeDef` for the `Operation`. Used for attributes of `node_def_pb2.NodeDef`, typically `name`, `op`, and `device`. The `input` attribute is irrelevant here as it will be computed when generating the model. g: `Graph`. The parent graph. inputs: list of `Tensor` objects. The inputs to this `Operation`. output_types: list of `DType` objects. List of the types of the `Tensors` computed by this operation. The length of this list indicates the number of output endpoints of the `Operation`. control_inputs: list of operations or tensors from which to have a control dependency. input_types: List of `DType` objects representing the types of the tensors accepted by the `Operation`. By default uses `[x.dtype.base_dtype for x in inputs]`. Operations that expect reference-typed inputs must specify these explicitly. original_op: Optional. Used to associate the new `Operation` with an existing `Operation` (for example, a replica with the op that was replicated). op_def: Optional. The `op_def_pb2.OpDef` proto that describes the op type that this `Operation` represents. Raises: TypeError: if control inputs are not Operations or Tensors, or if `node_def` is not a `NodeDef`, or if `g` is not a `Graph`, or if `inputs` are not tensors, or if `inputs` and `input_types` are incompatible. ValueError: if the `node_def` name is not valid. """ # For internal use only: `node_def` can be set to a TF_Operation to create # an Operation for that op. This is useful for creating Operations for ops # indirectly created by C API methods, e.g. the ops created by # TF_ImportGraphDef. When `node_def` is a TF_Operation, all optional fields # should be None. if isinstance(node_def, node_def_pb2.NodeDef): if node_def.ByteSize() >= (1 << 31) or node_def.ByteSize() < 0: raise ValueError( "Cannot create a tensor proto whose content is larger than 2GB.") if not _VALID_OP_NAME_REGEX.match(node_def.name): raise ValueError("'%s' is not a valid node name" % node_def.name) c_op = None elif type(node_def).__name__ == "SwigPyObject": assert inputs is None assert output_types is None assert control_inputs is None assert input_types is None assert original_op is None assert op_def is None c_op = node_def else: raise TypeError("node_def needs to be a NodeDef: %s" % node_def) if not isinstance(g, Graph): raise TypeError("g needs to be a Graph: %s" % g) self._graph = g if inputs is None: inputs = [] elif not isinstance(inputs, list): raise TypeError("inputs needs to be a list of Tensors: %s" % inputs) for a in inputs: if not isinstance(a, Tensor): raise TypeError("input needs to be a Tensor: %s" % a) if input_types is None: input_types = [i.dtype.base_dtype for i in inputs] else: if not all( x.is_compatible_with(i.dtype) for i, x in zip(inputs, input_types)): raise TypeError("In op '%s', input types (%s) are not compatible " "with expected types (%s)" % (node_def.name, [i.dtype for i in inputs], input_types)) # Build the list of control inputs. control_input_ops = [] if control_inputs: for c in control_inputs: control_op = None if isinstance(c, Operation): control_op = c elif isinstance(c, (Tensor, IndexedSlices)): control_op = c.op else: raise TypeError("Control input must be an Operation, " "a Tensor, or IndexedSlices: %s" % c) control_input_ops.append(control_op) # This will be set by self.inputs. self._inputs_val = None self._id_value = self._graph._next_id() # pylint: disable=protected-access self._original_op = original_op self._traceback = self._graph._extract_stack() # pylint: disable=protected-access self._control_flow_context = self.graph._get_control_flow_context() # pylint: disable=protected-access # Initialize self._c_op. if c_op: self._c_op = c_op else: if op_def is None: op_def = self._graph._get_op_def(node_def.op) # TODO(skyewm): op_def_library.apply_op() flattens the incoming inputs. # Refactor so we don't have to do this here. grouped_inputs = self._reconstruct_sequence_inputs( op_def, inputs, node_def.attr) self._c_op = _create_c_op(self._graph, node_def, grouped_inputs, control_input_ops) # Initialize self._outputs. num_outputs = c_api.TF_OperationNumOutputs(self._c_op) output_types = [ c_api.TF_OperationOutputType(c_api_util.tf_output(self._c_op, i)) for i in range(num_outputs)] self._outputs = [ Tensor(self, i, output_type) for i, output_type in enumerate(output_types) ] self._graph._add_op(self) # pylint: disable=protected-access if not c_op: self._control_flow_post_processing() def _control_flow_post_processing(self): """Add this op to its control flow context. This may add new ops and change this op's inputs. self.inputs must be available before calling this method. """ for input_tensor in self.inputs: control_flow_util.CheckInputFromValidContext(self, input_tensor.op) if self._control_flow_context is not None: self._control_flow_context.AddOp(self) def _reconstruct_sequence_inputs(self, op_def, inputs, attrs): """Regroups a flat list of input tensors into scalar and sequence inputs. Args: op_def: The `op_def_pb2.OpDef` (for knowing the input types) inputs: a list of input `Tensor`s to the op. attrs: mapping from attr name to `attr_value_pb2.AttrValue` (these define how long each sequence is) Returns: A list of `Tensor`s (corresponding to scalar inputs) and lists of `Tensor`s (corresponding to sequence inputs). """ grouped_inputs = [] i = 0 for input_arg in op_def.input_arg: if input_arg.number_attr: input_len = attrs[input_arg.number_attr].i is_sequence = True elif input_arg.type_list_attr: input_len = len(attrs[input_arg.type_list_attr].list.type) is_sequence = True else: input_len = 1 is_sequence = False if is_sequence: grouped_inputs.append(inputs[i:i + input_len]) else: grouped_inputs.append(inputs[i]) i += input_len assert i == len(inputs) return grouped_inputs def colocation_groups(self): """Returns the list of colocation groups of the op.""" default_colocation_group = [ compat.as_bytes("loc:@%s" % self.name) ] try: class_attr = self.get_attr("_class") except ValueError: # This op has no explicit colocation group, so it is itself its # own root of a colocation group. return default_colocation_group attr_groups = [ class_name for class_name in class_attr if class_name.startswith(b"loc:@") ] # If there are no colocation groups in the explicit _class field, # return the default colocation group. return attr_groups if attr_groups else default_colocation_group def values(self): """DEPRECATED: Use outputs.""" return tuple(self.outputs) def _get_control_flow_context(self): """Returns the control flow context of this op. Returns: A context object. """ return self._control_flow_context def _set_control_flow_context(self, ctx): """Sets the current control flow context of this op. Args: ctx: a context object. """ self._control_flow_context = ctx @property def name(self): """The full name of this operation.""" return c_api.TF_OperationName(self._c_op) @property def _id(self): """The unique integer id of this operation.""" return self._id_value @property def device(self): """The name of the device to which this op has been assigned, if any. Returns: The string name of the device to which this op has been assigned, or an empty string if it has not been assigned to a device. """ return c_api.TF_OperationDevice(self._c_op) @property def _output_types(self): """List this operation's output types. Returns: List of the types of the Tensors computed by this operation. Each element in the list is an integer whose value is one of the TF_DataType enums defined in c_api.h The length of this list indicates the number of output endpoints of the operation. """ num_outputs = c_api.TF_OperationNumOutputs(self._c_op) output_types = [ c_api.TF_OperationOutputType(self._tf_output(i)) for i in xrange(num_outputs) ] # In all the tests we have output_types that are passed into # Operation.__init__ are a list of ints (which is illegal according # to the docstring), but input_types are instances of DType. # This extra assert is to catch if we ever use DType for output_types. if output_types: assert isinstance(output_types[0], int) return output_types def _tf_output(self, output_idx): """Create and return a new TF_Output for output_idx'th output of this op.""" tf_output = c_api.TF_Output() tf_output.oper = self._c_op tf_output.index = output_idx return tf_output def _tf_input(self, input_idx): """Create and return a new TF_Input for input_idx'th input of this op.""" tf_input = c_api.TF_Input() tf_input.oper = self._c_op tf_input.index = input_idx return tf_input def _set_device(self, device): # pylint: disable=redefined-outer-name """Set the device of this operation. Args: device: string or device.. The device to set. """ c_api.SetRequestedDevice( self._graph._c_graph, # pylint: disable=protected-access self._c_op, # pylint: disable=protected-access compat.as_str(_device_string(device))) def _update_input(self, index, tensor): """Update the input to this operation at the given index. NOTE: This is for TF internal use only. Please don't use it. Args: index: the index of the input to update. tensor: the Tensor to be used as the input at the given index. Raises: TypeError: if tensor is not a Tensor, or if input tensor type is not convertible to dtype. ValueError: if the Tensor is from a different graph. """ if not isinstance(tensor, Tensor): raise TypeError("tensor must be a Tensor: %s" % tensor) _assert_same_graph(self, tensor) # Make sure output shapes are already computed for this op in case we create # a cycle (we cannot compute shapes for cycles). Usually shapes are computed # lazily upon request. if not _USE_C_SHAPES: set_shape_and_handle_data_for_outputs(self) # Reset cached inputs. self._inputs_val = None c_api.UpdateEdge( self._graph._c_graph, # pylint: disable=protected-access tensor._as_tf_output(), # pylint: disable=protected-access self._tf_input(index)) def _add_control_inputs(self, ops): """Add a list of new control inputs to this operation. Args: ops: the list of Operations to add as control input. Raises: TypeError: if ops is not a list of Operations. ValueError: if any op in ops is from a different graph. """ for op in ops: if not isinstance(op, Operation): raise TypeError("op must be an Operation: %s" % op) c_api.AddControlInput(self._graph._c_graph, self._c_op, op._c_op) # pylint: disable=protected-access def _add_control_input(self, op): """Add a new control input to this operation. Args: op: the Operation to add as control input. Raises: TypeError: if op is not an Operation. ValueError: if op is from a different graph. """ if not isinstance(op, Operation): raise TypeError("op must be an Operation: %s" % op) c_api.AddControlInput(self._graph._c_graph, self._c_op, op._c_op) # pylint: disable=protected-access def _remove_all_control_inputs(self): """Removes any control inputs to this operation.""" c_api.RemoveAllControlInputs(self._graph._c_graph, self._c_op) # pylint: disable=protected-access def __str__(self): return str(self.node_def) def __repr__(self): return "<tf.Operation '%s' type=%s>" % (self.name, self.type) @property def outputs(self): """The list of `Tensor` objects representing the outputs of this op.""" return self._outputs # pylint: disable=protected-access class _InputList(object): """Immutable input list wrapper.""" def __init__(self, inputs): self._inputs = inputs def __iter__(self): return iter(self._inputs) def __len__(self): return len(self._inputs) def __bool__(self): return bool(self._inputs) # Python 3 wants __bool__, Python 2.7 wants __nonzero__ __nonzero__ = __bool__ def __getitem__(self, i): return self._inputs[i] # pylint: enable=protected-access @property def inputs(self): """The list of `Tensor` objects representing the data inputs of this op.""" if self._inputs_val is None: tf_outputs = c_api.GetOperationInputs(self._c_op) # pylint: disable=protected-access retval = [ self.graph._get_tensor_by_tf_output(tf_output) for tf_output in tf_outputs ] # pylint: enable=protected-access self._inputs_val = Operation._InputList(retval) return self._inputs_val @property def _inputs(self): logging.warning("Operation._inputs is private, use Operation.inputs " "instead. Operation._inputs will eventually be removed.") return self.inputs @_inputs.setter def _inputs(self, value): raise ValueError("Cannot assign _inputs") @property def _input_types(self): num_inputs = c_api.TF_OperationNumInputs(self._c_op) input_types = [ dtypes.as_dtype(c_api.TF_OperationInputType(self._tf_input(i))) for i in xrange(num_inputs) ] return input_types @_input_types.setter def _input_types(self, value): raise ValueError("Cannot assign _input_types") @property def control_inputs(self): """The `Operation` objects on which this op has a control dependency. Before this op is executed, TensorFlow will ensure that the operations in `self.control_inputs` have finished executing. This mechanism can be used to run ops sequentially for performance reasons, or to ensure that the side effects of an op are observed in the correct order. Returns: A list of `Operation` objects. """ control_c_ops = c_api.TF_OperationGetControlInputs_wrapper(self._c_op) # pylint: disable=protected-access return [ self.graph._get_operation_by_name_unsafe( c_api.TF_OperationName(c_op)) for c_op in control_c_ops ] # pylint: enable=protected-access @property def _control_outputs(self): """The `Operation` objects which have a control dependency on this op. Before any of the ops in self._control_outputs can execute tensorflow will ensure self has finished executing. Returns: A list of `Operation` objects. """ control_c_ops = c_api.TF_OperationGetControlOutputs_wrapper(self._c_op) # pylint: disable=protected-access return [ self.graph._get_operation_by_name_unsafe( c_api.TF_OperationName(c_op)) for c_op in control_c_ops ] # pylint: enable=protected-access @property def _control_inputs(self): logging.warning("Operation._control_inputs is private, use " "Operation.control_inputs instead. " "Operation._control_inputs will eventually be removed.") return self.control_inputs @_control_inputs.setter def _control_inputs(self, value): logging.warning("Operation._control_inputs is private, use " "Operation.control_inputs instead. " "Operation._control_inputs will eventually be removed.") # Copy value because it may be self._control_inputs_val (in particular if # this is called from self._control_inputs += ...), and we don't want to # clear value below. value = copy.copy(value) self._remove_all_control_inputs() self._add_control_inputs(value) @property def type(self): """The type of the op (e.g. `"MatMul"`).""" return c_api.TF_OperationOpType(self._c_op) @property def graph(self): """The `Graph` that contains this operation.""" return self._graph @property def node_def(self): # pylint: disable=line-too-long """Returns the `NodeDef` representation of this operation. Returns: A [`NodeDef`](https://www.tensorflow.org/code/tensorflow/core/framework/node_def.proto) protocol buffer. """ # pylint: enable=line-too-long with c_api_util.tf_buffer() as buf: c_api.TF_OperationToNodeDef(self._c_op, buf) data = c_api.TF_GetBuffer(buf) node_def = node_def_pb2.NodeDef() node_def.ParseFromString(compat.as_bytes(data)) return node_def @property def _node_def(self): logging.warning("Operation._node_def is private, use Operation.node_def " "instead. Operation._node_def will eventually be removed.") return self.node_def @property def op_def(self): # pylint: disable=line-too-long """Returns the `OpDef` proto that represents the type of this op. Returns: An [`OpDef`](https://www.tensorflow.org/code/tensorflow/core/framework/op_def.proto) protocol buffer. """ # pylint: enable=line-too-long return self._graph._get_op_def(self.type) @property def _op_def(self): logging.warning("Operation._op_def is private, use Operation.op_def " "instead. Operation._op_def will eventually be removed.") return self.op_def @property def traceback(self): """Returns the call stack from when this operation was constructed.""" return self._graph._convert_stack(self._traceback) # pylint: disable=protected-access @property def traceback_with_start_lines(self): """Same as traceback but includes start line of function definition. Returns: A list of 5-tuples (filename, lineno, name, code, func_start_lineno). """ return self._graph._convert_stack( # pylint: disable=protected-access self._traceback, include_func_start_lineno=True) def _set_attr(self, attr_name, attr_value): """Private method used to set an attribute in the node_def.""" buf = c_api.TF_NewBufferFromString( compat.as_bytes(attr_value.SerializeToString())) try: # pylint: disable=protected-access c_api.SetAttr(self._graph._c_graph, self._c_op, attr_name, buf) # pylint: enable=protected-access finally: c_api.TF_DeleteBuffer(buf) def get_attr(self, name): """Returns the value of the attr of this op with the given `name`. Args: name: The name of the attr to fetch. Returns: The value of the attr, as a Python object. Raises: ValueError: If this op does not have an attr with the given `name`. """ fields = ["s", "i", "f", "b", "type", "shape", "tensor", "func"] try: with c_api_util.tf_buffer() as buf: c_api.TF_OperationGetAttrValueProto(self._c_op, name, buf) data = c_api.TF_GetBuffer(buf) except errors.InvalidArgumentError as e: # Convert to ValueError for backwards compatibility. raise ValueError(str(e)) x = attr_value_pb2.AttrValue() x.ParseFromString(data) # Treat an empty oneof value as an empty list. if not x.WhichOneof("value"): return [] if x.HasField("list"): for f in fields: if getattr(x.list, f): if f == "type": return [dtypes.as_dtype(x) for x in list(getattr(x.list, f))] else: return list(getattr(x.list, f)) return [] else: for f in fields: if x.HasField(f): if f == "type": return dtypes.as_dtype(getattr(x, f)) else: return getattr(x, f) assert False, "Unsupported field type in " + str(x) def run(self, feed_dict=None, session=None): """Runs this operation in a `Session`. Calling this method will execute all preceding operations that produce the inputs needed for this operation. *N.B.* Before invoking `Operation.run()`, its graph must have been launched in a session, and either a default session must be available, or `session` must be specified explicitly. Args: feed_dict: A dictionary that maps `Tensor` objects to feed values. See @{tf.Session.run} for a description of the valid feed values. session: (Optional.) The `Session` to be used to run to this operation. If none, the default session will be used. """ _run_using_default_session(self, feed_dict, self.graph, session) _gradient_registry = registry.Registry("gradient") @tf_export("RegisterGradient") class RegisterGradient(object): """A decorator for registering the gradient function for an op type. This decorator is only used when defining a new op type. For an op with `m` inputs and `n` outputs, the gradient function is a function that takes the original `Operation` and `n` `Tensor` objects (representing the gradients with respect to each output of the op), and returns `m` `Tensor` objects (representing the partial gradients with respect to each input of the op). For example, assuming that operations of type `"Sub"` take two inputs `x` and `y`, and return a single output `x - y`, the following gradient function would be registered: ```python @tf.RegisterGradient("Sub") def _sub_grad(unused_op, grad): return grad, tf.negative(grad) ``` The decorator argument `op_type` is the string type of an operation. This corresponds to the `OpDef.name` field for the proto that defines the operation. """ def __init__(self, op_type): """Creates a new decorator with `op_type` as the Operation type. Args: op_type: The string type of an operation. This corresponds to the `OpDef.name` field for the proto that defines the operation. """ if not isinstance(op_type, six.string_types): raise TypeError("op_type must be a string") self._op_type = op_type def __call__(self, f): """Registers the function `f` as gradient function for `op_type`.""" _gradient_registry.register(f, self._op_type) return f @tf_export("NoGradient", "NotDifferentiable") def NotDifferentiable(op_type): """Specifies that ops of type `op_type` is not differentiable. This function should *not* be used for operations that have a well-defined gradient that is not yet implemented. This function is only used when defining a new op type. It may be used for ops such as `tf.size()` that are not differentiable. For example: ```python tf.NotDifferentiable("Size") ``` The gradient computed for 'op_type' will then propagate zeros. For ops that have a well-defined gradient but are not yet implemented, no declaration should be made, and an error *must* be thrown if an attempt to request its gradient is made. Args: op_type: The string type of an operation. This corresponds to the `OpDef.name` field for the proto that defines the operation. Raises: TypeError: If `op_type` is not a string. """ if not isinstance(op_type, six.string_types): raise TypeError("op_type must be a string") _gradient_registry.register(None, op_type) # Alias for the old name, will be eventually removed. NoGradient = NotDifferentiable def get_gradient_function(op): """Returns the function that computes gradients for "op".""" if not op.inputs: return None try: op_type = op.get_attr("_gradient_op_type") except ValueError: op_type = op.type return _gradient_registry.lookup(op_type) _shape_registry = registry.Registry("shape functions") _default_shape_function_registry = registry.Registry("default shape functions") # These are set to common_shapes.call_cpp_shape_fn by op generated code # (generated by python_op_gen.cc). # It is set outside ops.py to avoid a circular dependency. _call_cpp_shape_fn = None _call_cpp_shape_fn_and_require_op = None def _set_call_cpp_shape_fn(call_cpp_shape_fn): """Sets default shape fns from passed common_shapes.call_cpp_shape_fn.""" global _call_cpp_shape_fn, _call_cpp_shape_fn_and_require_op if _call_cpp_shape_fn: return # already registered def call_without_requiring(op): return call_cpp_shape_fn(op, require_shape_fn=False) _call_cpp_shape_fn = call_without_requiring def call_with_requiring(op): return call_cpp_shape_fn(op, require_shape_fn=True) _call_cpp_shape_fn_and_require_op = call_with_requiring class RegisterShape(object): """No longer used. Was: A decorator for registering a shape function. Shape functions must now be registered via the SetShapeFn on the original Op specification in C++. """ def __init__(self, op_type): """Saves the `op_type` as the `Operation` type.""" if not isinstance(op_type, six.string_types): raise TypeError("op_type must be a string") self._op_type = op_type def __call__(self, f): """Registers "f" as the shape function for "op_type".""" if f is None: assert _call_cpp_shape_fn # None is a special "weak" value that provides a default shape function, # and can be overridden by a non-None registration. try: _default_shape_function_registry.register(_call_cpp_shape_fn, self._op_type) except KeyError: # Ignore duplicate registrations of the weak value. This can # occur if the op library input to wrapper generation # inadvertently links in one or more of the standard op # libraries. pass else: _shape_registry.register(f, self._op_type) return f # TODO(b/74620627): remove when _USE_C_SHAPES is removed def _set_shape_and_handle_data_for_outputs_c_api(op): """Set shapes and resource handle data using info from the C API.""" assert not _USE_C_SHAPES for output in op.outputs: output._shape_val = output._c_api_shape() # Set the resource handle data for compatibility with the Python shape # inference code. serialized = c_api.GetResourceHandleShapeAndType(op._graph._c_graph, output._as_tf_output()) if serialized: output._handle_data = ( cpp_shape_inference_pb2.CppShapeInferenceResult.HandleData .FromString(compat.as_bytes(serialized))) else: output._handle_data = None # TODO(b/74620627): remove when _USE_C_SHAPES is removed def set_shape_and_handle_data_for_outputs(op): """Set the shapes and resource handle data for op's outputs. When _USE_C_SHAPES = False, this is lazily called when a tensor's shape is first requested. Usually this should work automatically, but some edge cases may require manually calling this first to make sure Tensor._shape_val and Tensor._handle_data are set (e.g. manually overriding _handle_data, copying a Tensor). """ if _USE_C_SHAPES: return if op.graph._is_function(op.type): for output in op.outputs: output._shape_val = tensor_shape.unknown_shape() return try: shape_func = _shape_registry.lookup(op.type) except LookupError: try: shape_func = _default_shape_function_registry.lookup(op.type) except LookupError: shape_func = _call_cpp_shape_fn_and_require_op shapes = shape_func(op) if shapes is None: raise RuntimeError( "Shape function for op %s did not return any shapes" % op) elif isinstance(shapes, dict): # Returned by call_cpp_shape_fn shapes_dict = shapes shapes = shapes_dict["shapes"] handle_datas = shapes_dict["handle_data"] for output, handle_data in zip(op.outputs, handle_datas): # Don't override any existing handle data that may have been manually set. # pylint: disable=protected-access if output._handle_data is None: output._handle_data = handle_data # pylint: enable=protected-access if len(op.outputs) != len(shapes): raise RuntimeError( "Shape function for op %s returned %d shapes but expected %d %s %s" % (op, len(shapes), len(op.outputs), shape_func.__name__, str(shapes))) for output, s in zip(op.outputs, shapes): output._shape_val = tensor_shape.unknown_shape() output._shape_val = output._shape_val.merge_with(s) class OpStats(object): """A holder for statistics about an operator. This class holds information about the resource requirements for an op, including the size of its weight parameters on-disk and how many FLOPS it requires to execute forward inference. If you define a new operation, you can create a function that will return a set of information about its usage of the CPU and disk space when serialized. The function itself takes a Graph object that's been set up so you can call methods like get_tensor_by_name to help calculate the results, and a NodeDef argument. """ def __init__(self, statistic_type, value=None): """Sets up the initial placeholders for the statistics.""" self.statistic_type = statistic_type self.value = value @property def statistic_type(self): return self._statistic_type @statistic_type.setter def statistic_type(self, statistic_type): self._statistic_type = statistic_type @property def value(self): return self._value @value.setter def value(self, value): self._value = value def __iadd__(self, other): if other.statistic_type != self.statistic_type: raise ValueError("Can't add an OpStat of type %s to one of %s." % (self.statistic_type, other.statistic_type)) if self.value is None: self.value = other.value elif other.value is not None: self._value += other.value return self _stats_registry = registry.Registry("statistical functions") class RegisterStatistics(object): """A decorator for registering the statistics function for an op type. This decorator can be defined for an op type so that it gives a report on the resources used by an instance of an operator, in the form of an OpStats object. Well-known types of statistics include these so far: - flops: When running a graph, the bulk of the computation happens doing numerical calculations like matrix multiplications. This type allows a node to return how many floating-point operations it takes to complete. The total number of FLOPs for a graph is a good guide to its expected latency. You can add your own statistics just by picking a new type string, registering functions for the ops you care about, and then calling get_stats_for_node_def. If a statistic for an op is registered multiple times, a KeyError will be raised. Since the statistics is counted on a per-op basis. It is not suitable for model parameters (capacity), which is expected to be counted only once, even if it is shared by multiple ops. (e.g. RNN) For example, you can define a new metric called doohickey for a Foo operation by placing this in your code: ```python @ops.RegisterStatistics("Foo", "doohickey") def _calc_foo_bojangles(unused_graph, unused_node_def): return ops.OpStats("doohickey", 20) ``` Then in client code you can retrieve the value by making this call: ```python doohickey = ops.get_stats_for_node_def(graph, node_def, "doohickey") ``` If the NodeDef is for an op with a registered doohickey function, you'll get back the calculated amount in doohickey.value, or None if it's not defined. """ def __init__(self, op_type, statistic_type): """Saves the `op_type` as the `Operation` type.""" if not isinstance(op_type, six.string_types): raise TypeError("op_type must be a string.") if "," in op_type: raise TypeError("op_type must not contain a comma.") self._op_type = op_type if not isinstance(statistic_type, six.string_types): raise TypeError("statistic_type must be a string.") if "," in statistic_type: raise TypeError("statistic_type must not contain a comma.") self._statistic_type = statistic_type def __call__(self, f): """Registers "f" as the statistics function for "op_type".""" _stats_registry.register(f, self._op_type + "," + self._statistic_type) return f def get_stats_for_node_def(graph, node, statistic_type): """Looks up the node's statistics function in the registry and calls it. This function takes a Graph object and a NodeDef from a GraphDef, and if there's an associated statistics method, calls it and returns a result. If no function has been registered for the particular node type, it returns an empty statistics object. Args: graph: A Graph object that's been set up with the node's graph. node: A NodeDef describing the operator. statistic_type: A string identifying the statistic we're interested in. Returns: An OpStats object containing information about resource usage. """ try: stats_func = _stats_registry.lookup(node.op + "," + statistic_type) result = stats_func(graph, node) except LookupError: result = OpStats(statistic_type) return result def _name_from_scope_name(name): """Returns the name of an op given the name of its scope. Args: name: the name of the scope. Returns: the name of the op (equal to scope name minus any trailing slash). """ return name[:-1] if (name and name[-1] == "/") else name @tf_export("Graph") class Graph(object): """A TensorFlow computation, represented as a dataflow graph. A `Graph` contains a set of @{tf.Operation} objects, which represent units of computation; and @{tf.Tensor} objects, which represent the units of data that flow between operations. A default `Graph` is always registered, and accessible by calling @{tf.get_default_graph}. To add an operation to the default graph, simply call one of the functions that defines a new `Operation`: ```python c = tf.constant(4.0) assert c.graph is tf.get_default_graph() ``` Another typical usage involves the @{tf.Graph.as_default} context manager, which overrides the current default graph for the lifetime of the context: ```python g = tf.Graph() with g.as_default(): # Define operations and tensors in `g`. c = tf.constant(30.0) assert c.graph is g ``` Important note: This class *is not* thread-safe for graph construction. All operations should be created from a single thread, or external synchronization must be provided. Unless otherwise specified, all methods are not thread-safe. A `Graph` instance supports an arbitrary number of "collections" that are identified by name. For convenience when building a large graph, collections can store groups of related objects: for example, the `tf.Variable` uses a collection (named @{tf.GraphKeys.GLOBAL_VARIABLES}) for all variables that are created during the construction of a graph. The caller may define additional collections by specifying a new name. """ def __init__(self): """Creates a new, empty Graph.""" # Protects core state that can be returned via public accessors, as well as # synchronizes Session.run calls with methods that create and mutate ops # (e.g. Graph.create_op()). This synchronization is necessary because it's # illegal to modify an operation after it's been run. Thread-safety is # provided on a best-effort basis to support buggy programs, and is not # guaranteed by the public `tf.Graph` API. # # The lock must be reentrant because create_op can be called recursively due # to control flow. Without a reentrant lock, many methods would also need a # "locked" version or parameter (including generated code). # # NOTE(mrry): This does not protect the various stacks. A warning will # be reported if these are used from multiple threads self._lock = threading.RLock() self._nodes_by_id = dict() # GUARDED_BY(self._lock) self._next_id_counter = 0 # GUARDED_BY(self._lock) self._nodes_by_name = dict() # GUARDED_BY(self._lock) self._version = 0 # GUARDED_BY(self._lock) # Maps a name used in the graph to the next id to use for that name. self._names_in_use = {} self._stack_state_is_thread_local = False self._thread_local = threading.local() # Functions that will be applied to choose a device if none is specified. # After switch_to_thread_local(), self._thread_local._device_function_stack # is used instead. self._graph_device_function_stack = [] # Default original_op applied to new ops. self._default_original_op = None # Current control flow context. It could be either CondContext or # WhileContext defined in ops/control_flow_ops.py self._control_flow_context = None # A new node will depend of the union of all of the nodes in the stack. # After switch_to_thread_local(), # self._thread_local._control_dependencies_stack is used instead. self._graph_control_dependencies_stack = [] # Arbitrary collections of objects. self._collections = {} # The graph-level random seed self._seed = None # A dictionary of attributes that should be applied to all ops. self._attr_scope_map = {} # A map from op type to the kernel label that should be used. self._op_to_kernel_label_map = {} # A map from op type to an alternative op type that should be used when # computing gradients. self._gradient_override_map = {} # True if the graph is considered "finalized". In that case no # new operations can be added. self._finalized = False # Functions defined in the graph self._functions = collections.OrderedDict() # Default GraphDef versions self._graph_def_versions = versions_pb2.VersionDef( producer=versions.GRAPH_DEF_VERSION, min_consumer=versions.GRAPH_DEF_VERSION_MIN_CONSUMER) self._building_function = False # Stack of colocate_with ops. After switch_to_thread_local(), # self._thread_local._colocation_stack is used instead. self._graph_colocation_stack = [] # Set of tensors that are dangerous to feed! self._unfeedable_tensors = set() # Set of operations that are dangerous to fetch! self._unfetchable_ops = set() # A map of tensor handle placeholder to tensor dtype. self._handle_feeders = {} # A map from tensor handle to its read op. self._handle_readers = {} # A map from tensor handle to its move op. self._handle_movers = {} # A map from tensor handle to its delete op. self._handle_deleters = {} # Allow optimizers and other objects to pseudo-uniquely key graphs (this key # will be shared when defining function graphs, for example, so optimizers # being called inside function definitions behave as if they were seeing the # actual outside graph). self._graph_key = "grap-key-%d/" % (uid(),) # A string with the last reduction method passed to # losses.compute_weighted_loss(), or None. self._last_loss_reduction = None self._container = "" self._registered_ops = op_def_registry.get_registered_ops() # TODO(skyewm): fold as much of the above as possible into the C # implementation if self._use_c_api_hack(): self._scoped_c_graph = c_api_util.ScopedTFGraph() # The C API requires all ops to have shape functions. Disable this # requirement (many custom ops do not have shape functions, and we don't # want to break these existing cases). c_api.SetRequireShapeInferenceFns(self._c_graph, False) else: self._scoped_c_graph = None # TODO(apassos) remove once the C API is used by default. def _use_c_api_hack(self): """Temporary hack; can be overridden to force C API usage.""" return _USE_C_API def _convert_stack(self, stack, include_func_start_lineno=False): """Converts a stack extracted using _extract_stack() to a traceback stack. Args: stack: A list of n 5-tuples, (filename, lineno, name, frame_globals, func_start_lineno). include_func_start_lineno: True if function start line number should be included as the 5th entry in return tuples. Returns: A list of n 4-tuples or 5-tuples (filename, lineno, name, code, [optional: func_start_lineno]), where the code tuple element is calculated from the corresponding elements of the input tuple. """ ret = [] for (filename, lineno, name, frame_globals, func_start_lineno, unused_frame_info) in stack: linecache.checkcache(filename) line = linecache.getline(filename, lineno, frame_globals) if line: line = line.strip() else: line = None if include_func_start_lineno: ret.append((filename, lineno, name, line, func_start_lineno)) else: ret.append((filename, lineno, name, line)) return ret # Note: this method is private because the API of tf.Graph() is public and # frozen, and this functionality is still not ready for public visibility. @tf_contextlib.contextmanager def _variable_creator_scope(self, creator): # This step makes a copy of the existing stack, and it also initializes # self._thread_local._variable_creator_stack if it doesn't exist yet. old = list(self._variable_creator_stack) self._thread_local._variable_creator_stack.append(creator) try: yield finally: self._thread_local._variable_creator_stack = old # Note: this method is private because the API of tf.Graph() is public and # frozen, and this functionality is still not ready for public visibility. @property def _variable_creator_stack(self): if not hasattr(self._thread_local, "_variable_creator_stack"): self._thread_local._variable_creator_stack = [] return list(self._thread_local._variable_creator_stack) @_variable_creator_stack.setter def _variable_creator_stack(self, variable_creator_stack): self._thread_local._variable_creator_stack = variable_creator_stack def _extract_stack(self): """A lightweight, extensible re-implementation of traceback.extract_stack. NOTE(mrry): traceback.extract_stack eagerly retrieves the line of code for each stack frame using linecache, which results in an abundance of stat() calls. This implementation does not retrieve the code, and any consumer should apply _convert_stack to the result to obtain a traceback that can be formatted etc. using traceback methods. Derived classes can implement _extract_frame_info() to add extra information to the traceback. Returns: A list of 6-tuples (filename, lineno, name, frame_globals, func_start_lineno, custom_info) corresponding to the call stack of the current thread. """ try: raise ZeroDivisionError except ZeroDivisionError: f = sys.exc_info()[2].tb_frame.f_back ret = [] while f is not None: lineno = f.f_lineno co = f.f_code filename = co.co_filename name = co.co_name frame_globals = f.f_globals func_start_lineno = co.co_firstlineno frame_info = self._extract_frame_info(f) ret.append((filename, lineno, name, frame_globals, func_start_lineno, frame_info)) f = f.f_back ret.reverse() return ret def _extract_frame_info(self, frame): # pylint: disable=unused-argument """Extracts custom information from a frame in an op traceback.""" return None def _check_not_finalized(self): """Check if the graph is finalized. Raises: RuntimeError: If the graph finalized. """ if self._finalized: raise RuntimeError("Graph is finalized and cannot be modified.") def _add_op(self, op): """Adds 'op' to the graph. Args: op: the Operator or Tensor to add. Raises: TypeError: if op is not an Operation or Tensor. ValueError: if the op.name or op._id are already used. """ self._check_not_finalized() if not isinstance(op, (Tensor, Operation)): raise TypeError("op must be a Tensor or Operation: %s" % op) with self._lock: # pylint: disable=protected-access if op._id in self._nodes_by_id: raise ValueError("cannot add an op with id %d as it already " "exists in the graph" % op._id) if op.name in self._nodes_by_name: raise ValueError("cannot add op with name %s as that name " "is already used" % op.name) self._nodes_by_id[op._id] = op self._nodes_by_name[op.name] = op self._version = max(self._version, op._id) # pylint: enable=protected-access @property def _c_graph(self): if self._scoped_c_graph: return self._scoped_c_graph.graph return None @property def version(self): """Returns a version number that increases as ops are added to the graph. Note that this is unrelated to the @{tf.Graph.graph_def_versions}. Returns: An integer version that increases as ops are added to the graph. """ if self._finalized: return self._version with self._lock: return self._version @property def graph_def_versions(self): # pylint: disable=line-too-long """The GraphDef version information of this graph. For details on the meaning of each version, see [`GraphDef`](https://www.tensorflow.org/code/tensorflow/core/framework/graph.proto). Returns: A `VersionDef`. """ # pylint: enable=line-too-long with c_api_util.tf_buffer() as buf: c_api.TF_GraphVersions(self._c_graph, buf) data = c_api.TF_GetBuffer(buf) version_def = versions_pb2.VersionDef() version_def.ParseFromString(compat.as_bytes(data)) return version_def @property def seed(self): """The graph-level random seed of this graph.""" return self._seed @seed.setter def seed(self, seed): self._seed = seed @property def finalized(self): """True if this graph has been finalized.""" return self._finalized def finalize(self): """Finalizes this graph, making it read-only. After calling `g.finalize()`, no new operations can be added to `g`. This method is used to ensure that no operations are added to a graph when it is shared between multiple threads, for example when using a @{tf.train.QueueRunner}. """ self._finalized = True def _unsafe_unfinalize(self): """Opposite of `finalize`. Internal interface. NOTE: Unfinalizing a graph could have negative impact on performance, especially in a multi-threaded environment. Unfinalizing a graph when it is in use by a Session may lead to undefined behavior. Ensure that all sessions using a graph are closed before calling this method. """ self._finalized = False def _get_control_flow_context(self): """Returns the current control flow context. Returns: A context object. """ return self._control_flow_context def _set_control_flow_context(self, ctx): """Sets the current control flow context. Args: ctx: a context object. """ self._control_flow_context = ctx def _copy_functions_to_graph_def(self, graph_def, starting_bytesize): """If this graph contains functions, copy them to `graph_def`.""" bytesize = starting_bytesize for f in self._functions.values(): bytesize += f.definition.ByteSize() if bytesize >= (1 << 31) or bytesize < 0: raise ValueError("GraphDef cannot be larger than 2GB.") graph_def.library.function.extend([f.definition]) if f.grad_func_name: grad_def = function_pb2.GradientDef() grad_def.function_name = f.name grad_def.gradient_func = f.grad_func_name graph_def.library.gradient.extend([grad_def]) def _as_graph_def(self, from_version=None, add_shapes=False): # pylint: disable=line-too-long """Returns a serialized `GraphDef` representation of this graph. The serialized `GraphDef` can be imported into another `Graph` (using @{tf.import_graph_def}) or used with the [C++ Session API](../../../../api_docs/cc/index.md). This method is thread-safe. Args: from_version: Optional. If this is set, returns a `GraphDef` containing only the nodes that were added to this graph since its `version` property had the given value. add_shapes: If true, adds an "_output_shapes" list attr to each node with the inferred shapes of each of its outputs. Returns: A tuple containing a [`GraphDef`](https://www.tensorflow.org/code/tensorflow/core/framework/graph.proto) protocol buffer, and the version of the graph to which that `GraphDef` corresponds. Raises: ValueError: If the `graph_def` would be too large. """ # pylint: enable=line-too-long with self._lock: with c_api_util.tf_buffer() as buf: c_api.TF_GraphToGraphDef(self._c_graph, buf) data = c_api.TF_GetBuffer(buf) graph = graph_pb2.GraphDef() graph.ParseFromString(compat.as_bytes(data)) # Strip the experimental library field iff it's empty. if not graph.library.function: graph.ClearField("library") if add_shapes: for node in graph.node: op = self._nodes_by_name[node.name] if op.outputs: node.attr["_output_shapes"].list.shape.extend( [output.get_shape().as_proto() for output in op.outputs]) return graph, self._version def as_graph_def(self, from_version=None, add_shapes=False): # pylint: disable=line-too-long """Returns a serialized `GraphDef` representation of this graph. The serialized `GraphDef` can be imported into another `Graph` (using @{tf.import_graph_def}) or used with the [C++ Session API](../../api_docs/cc/index.md). This method is thread-safe. Args: from_version: Optional. If this is set, returns a `GraphDef` containing only the nodes that were added to this graph since its `version` property had the given value. add_shapes: If true, adds an "_output_shapes" list attr to each node with the inferred shapes of each of its outputs. Returns: A [`GraphDef`](https://www.tensorflow.org/code/tensorflow/core/framework/graph.proto) protocol buffer. Raises: ValueError: If the `graph_def` would be too large. """ # pylint: enable=line-too-long result, _ = self._as_graph_def(from_version, add_shapes) return result def _is_function(self, name): """Tests whether 'name' is registered in this graph's function library. Args: name: string op name. Returns: bool indicating whether or not 'name' is registered in function library. """ return name in self._functions def _get_function(self, name): """Returns the function definition for 'name'. Args: name: string function name. Returns: The function def proto. """ return self._functions.get(name, None) def _add_function(self, function): """Adds a function to the graph. After the function has been added, you can call to the function by passing the function name in place of an op name to `Graph.create_op()`. Args: function: A `_DefinedFunction` object. Raises: ValueError: if another function is defined with the same name. """ name = function.name # Sanity checks on gradient definition. if (function.grad_func_name is not None) and (function.python_grad_func is not None): raise ValueError("Gradient defined twice for function %s" % name) # Add function to graph # pylint: disable=protected-access # Handle functions created without using the C API. TODO(apassos,skyewm) # remove this when all functions are generated using the C API by default # as this will be unnecessary. if not function._c_func: serialized = function.definition.SerializeToString() c_func = c_api.TF_FunctionImportFunctionDef(serialized) function._c_func = c_api_util.ScopedTFFunction(c_func) gradient = (function._grad_func._c_func.func if function._grad_func else None) c_api.TF_GraphCopyFunction(self._c_graph, function._c_func.func, gradient) # pylint: enable=protected-access self._functions[name] = function # Need a new-enough consumer to support the functions we add to the graph. if self._graph_def_versions.min_consumer < 12: self._graph_def_versions.min_consumer = 12 @property def building_function(self): """Returns True iff this graph represents a function.""" return self._building_function # Helper functions to create operations. @deprecated_args(None, "Shapes are always computed; don't use the compute_shapes " "as it has no effect.", "compute_shapes") def create_op( self, op_type, inputs, dtypes, # pylint: disable=redefined-outer-name input_types=None, name=None, attrs=None, op_def=None, compute_shapes=True, compute_device=True): """Creates an `Operation` in this graph. This is a low-level interface for creating an `Operation`. Most programs will not call this method directly, and instead use the Python op constructors, such as `tf.constant()`, which add ops to the default graph. Args: op_type: The `Operation` type to create. This corresponds to the `OpDef.name` field for the proto that defines the operation. inputs: A list of `Tensor` objects that will be inputs to the `Operation`. dtypes: A list of `DType` objects that will be the types of the tensors that the operation produces. input_types: (Optional.) A list of `DType`s that will be the types of the tensors that the operation consumes. By default, uses the base `DType` of each input in `inputs`. Operations that expect reference-typed inputs must specify `input_types` explicitly. name: (Optional.) A string name for the operation. If not specified, a name is generated based on `op_type`. attrs: (Optional.) A dictionary where the key is the attribute name (a string) and the value is the respective `attr` attribute of the `NodeDef` proto that will represent the operation (an `AttrValue` proto). op_def: (Optional.) The `OpDef` proto that describes the `op_type` that the operation will have. compute_shapes: (Optional.) Deprecated. Has no effect (shapes are always computed). compute_device: (Optional.) If True, device functions will be executed to compute the device property of the Operation. Raises: TypeError: if any of the inputs is not a `Tensor`. ValueError: if colocation conflicts with existing device assignment. Returns: An `Operation` object. """ del compute_shapes self._check_not_finalized() for idx, a in enumerate(inputs): if not isinstance(a, Tensor): raise TypeError("Input #%d is not a tensor: %s" % (idx, a)) if name is None: name = op_type # If a names ends with a '/' it is a "name scope" and we use it as-is, # after removing the trailing '/'. if name and name[-1] == "/": name = _name_from_scope_name(name) else: name = self.unique_name(name) node_def = _NodeDef(op_type, name, device=None, attrs=attrs) input_ops = set([t.op for t in inputs]) control_inputs = self._control_dependencies_for_inputs(input_ops) # _create_op_helper mutates the new Operation. _lock ensures a Session.run # call cannot occur between creating and mutating the op. with self._lock: ret = Operation( node_def, self, inputs=inputs, output_types=dtypes, control_inputs=control_inputs, input_types=input_types, original_op=self._default_original_op, op_def=op_def) self._create_op_helper(ret, compute_device=compute_device) return ret def _create_op_from_tf_operation(self, c_op, compute_device=True): """Creates an `Operation` in this graph from the supplied TF_Operation. This method is like create_op() except the new Operation is constructed using `c_op`. The returned Operation will have `c_op` as its _c_op field. This is used to create Operation objects around TF_Operations created indirectly by the C API (e.g. by TF_ImportGraphDef, TF_FinishWhile). This function does not call Operation._control_flow_post_processing or Graph._control_dependencies_for_inputs (since the inputs may not be available yet). The caller is responsible for calling these methods. Args: c_op: a wrapped TF_Operation compute_device: (Optional.) If True, device functions will be executed to compute the device property of the Operation. Returns: An `Operation` object. """ self._check_not_finalized() ret = Operation(c_op, self) # If a name_scope was created with ret.name but no nodes were created in it, # the name will still appear in _names_in_use even though the name hasn't # been used. This is ok, just leave _names_in_use as-is in this case. # TODO(skyewm): make the C API guarantee no name conflicts. name_key = ret.name.lower() if name_key not in self._names_in_use: self._names_in_use[name_key] = 1 self._create_op_helper(ret, compute_device=compute_device) return ret def _create_op_helper(self, op, compute_device=True): """Common logic for creating an op in this graph.""" # Apply any additional attributes requested. Do not overwrite any existing # attributes. for key, value in self._attr_scope_map.items(): try: op.get_attr(key) except ValueError: if callable(value): value = value(op.node_def) if not isinstance(value, (type(None), attr_value_pb2.AttrValue)): raise TypeError( "Callable for scope map key '%s' must return either None or " "an AttrValue protocol buffer; but it returned: %s" % (key, value)) if value: op._set_attr(key, value) # pylint: disable=protected-access # Apply a kernel label if one has been specified for this op type. try: kernel_label = self._op_to_kernel_label_map[op.type] op._set_attr("_kernel", # pylint: disable=protected-access attr_value_pb2.AttrValue(s=compat.as_bytes(kernel_label))) except KeyError: pass # Apply the overriding op type for gradients if one has been specified for # this op type. try: mapped_op_type = self._gradient_override_map[op.type] op._set_attr("_gradient_op_type", # pylint: disable=protected-access attr_value_pb2.AttrValue(s=compat.as_bytes(mapped_op_type))) except KeyError: pass self._record_op_seen_by_control_dependencies(op) if compute_device: self._apply_device_functions(op) if self._colocation_stack: all_colocation_groups = [] for colocation_op in self._colocation_stack: all_colocation_groups.extend(colocation_op.colocation_groups()) if colocation_op.device: # Make this device match the device of the colocated op, to provide # consistency between the device and the colocation property. if (op.device and pydev.canonical_name(op.device) != pydev.canonical_name(colocation_op.device)): logging.warning("Tried to colocate %s with an op %s that had " "a different device: %s vs %s. Postponing " "error-checking until all devices are assigned.", op.name, colocation_op.name, op.device, colocation_op.device) else: op._set_device(colocation_op.device) # pylint: disable=protected-access all_colocation_groups = sorted(set(all_colocation_groups)) # pylint: disable=protected-access op._set_attr("_class", attr_value_pb2.AttrValue( list=attr_value_pb2.AttrValue.ListValue(s=all_colocation_groups))) # pylint: enable=protected-access # Sets "container" attribute if # (1) self._container is not None # (2) "is_stateful" is set in OpDef # (3) "container" attribute is in OpDef # (4) "container" attribute is None if self._container and op.op_def.is_stateful: try: container_attr = op.get_attr("container") except ValueError: # "container" attribute is not in OpDef pass else: if not container_attr: op._set_attr("container", attr_value_pb2.AttrValue( # pylint: disable=protected-access s=compat.as_bytes(self._container))) def _add_new_tf_operations(self, compute_devices=True): """Creates `Operations` in this graph for any new TF_Operations. This is useful for when TF_Operations are indirectly created by the C API outside of the Operation constructor (e.g. by TF_ImportGraphDef, TF_FinishWhile). This ensures there are corresponding Operations for all TF_Operations in the underlying TF_Graph. Args: compute_devices: (Optional.) If True, device functions will be executed to compute the device properties of each new Operation. Returns: A list of the new `Operation` objects. """ # Create all Operation objects before accessing their inputs since an op may # be created before its inputs. new_ops = [ self._create_op_from_tf_operation(c_op, compute_device=compute_devices) for c_op in c_api_util.new_tf_operations(self) ] # pylint: disable=protected-access for op in new_ops: # Operations created by the C API always retrieve shapes from the C API so # we preserve the shapes of ops created in import_graph_def (from the # "_output_shapes" attr of the imported NodeDef). if not _USE_C_SHAPES: _set_shape_and_handle_data_for_outputs_c_api(op) new_control_inputs = self._control_dependencies_for_inputs(op.inputs) op._add_control_inputs(new_control_inputs) op._control_flow_post_processing() # pylint: enable=protected-access return new_ops def as_graph_element(self, obj, allow_tensor=True, allow_operation=True): """Returns the object referred to by `obj`, as an `Operation` or `Tensor`. This function validates that `obj` represents an element of this graph, and gives an informative error message if it is not. This function is the canonical way to get/validate an object of one of the allowed types from an external argument reference in the Session API. This method may be called concurrently from multiple threads. Args: obj: A `Tensor`, an `Operation`, or the name of a tensor or operation. Can also be any object with an `_as_graph_element()` method that returns a value of one of these types. allow_tensor: If true, `obj` may refer to a `Tensor`. allow_operation: If true, `obj` may refer to an `Operation`. Returns: The `Tensor` or `Operation` in the Graph corresponding to `obj`. Raises: TypeError: If `obj` is not a type we support attempting to convert to types. ValueError: If `obj` is of an appropriate type but invalid. For example, an invalid string. KeyError: If `obj` is not an object in the graph. """ if self._finalized: return self._as_graph_element_locked(obj, allow_tensor, allow_operation) with self._lock: return self._as_graph_element_locked(obj, allow_tensor, allow_operation) def _as_graph_element_locked(self, obj, allow_tensor, allow_operation): """See `Graph.as_graph_element()` for details.""" # The vast majority of this function is figuring # out what an API user might be doing wrong, so # that we can give helpful error messages. # # Ideally, it would be nice to split it up, but we # need context to generate nice error messages. if allow_tensor and allow_operation: types_str = "Tensor or Operation" elif allow_tensor: types_str = "Tensor" elif allow_operation: types_str = "Operation" else: raise ValueError("allow_tensor and allow_operation can't both be False.") temp_obj = _as_graph_element(obj) if temp_obj is not None: obj = temp_obj # If obj appears to be a name... if isinstance(obj, compat.bytes_or_text_types): name = compat.as_str(obj) if ":" in name and allow_tensor: # Looks like a Tensor name and can be a Tensor. try: op_name, out_n = name.split(":") out_n = int(out_n) except: raise ValueError("The name %s looks a like a Tensor name, but is " "not a valid one. Tensor names must be of the " "form \"<op_name>:<output_index>\"." % repr(name)) if op_name in self._nodes_by_name: op = self._nodes_by_name[op_name] else: raise KeyError("The name %s refers to a Tensor which does not " "exist. The operation, %s, does not exist in the " "graph." % (repr(name), repr(op_name))) try: return op.outputs[out_n] except: raise KeyError("The name %s refers to a Tensor which does not " "exist. The operation, %s, exists but only has " "%s outputs." % (repr(name), repr(op_name), len(op.outputs))) elif ":" in name and not allow_tensor: # Looks like a Tensor name but can't be a Tensor. raise ValueError("Name %s appears to refer to a Tensor, not a %s." % (repr(name), types_str)) elif ":" not in name and allow_operation: # Looks like an Operation name and can be an Operation. if name not in self._nodes_by_name: raise KeyError("The name %s refers to an Operation not in the " "graph." % repr(name)) return self._nodes_by_name[name] elif ":" not in name and not allow_operation: # Looks like an Operation name but can't be an Operation. if name in self._nodes_by_name: # Yep, it's an Operation name err_msg = ("The name %s refers to an Operation, not a %s." % (repr(name), types_str)) else: err_msg = ("The name %s looks like an (invalid) Operation name, " "not a %s." % (repr(name), types_str)) err_msg += (" Tensor names must be of the form " "\"<op_name>:<output_index>\".") raise ValueError(err_msg) elif isinstance(obj, Tensor) and allow_tensor: # Actually obj is just the object it's referring to. if obj.graph is not self: raise ValueError("Tensor %s is not an element of this graph." % obj) return obj elif isinstance(obj, Operation) and allow_operation: # Actually obj is just the object it's referring to. if obj.graph is not self: raise ValueError("Operation %s is not an element of this graph." % obj) return obj else: # We give up! raise TypeError("Can not convert a %s into a %s." % (type(obj).__name__, types_str)) def get_operations(self): """Return the list of operations in the graph. You can modify the operations in place, but modifications to the list such as inserts/delete have no effect on the list of operations known to the graph. This method may be called concurrently from multiple threads. Returns: A list of Operations. """ if self._finalized: return list(self._nodes_by_id.values()) with self._lock: return list(self._nodes_by_id.values()) def get_operation_by_name(self, name): """Returns the `Operation` with the given `name`. This method may be called concurrently from multiple threads. Args: name: The name of the `Operation` to return. Returns: The `Operation` with the given `name`. Raises: TypeError: If `name` is not a string. KeyError: If `name` does not correspond to an operation in this graph. """ if not isinstance(name, six.string_types): raise TypeError("Operation names are strings (or similar), not %s." % type(name).__name__) return self.as_graph_element(name, allow_tensor=False, allow_operation=True) def _get_operation_by_name_unsafe(self, name): """Returns the `Operation` with the given `name`. This is a internal unsafe version of get_operation_by_name. It skips many checks and does not have user friedly error messages but runs considerably faster. This method may be called concurrently from multiple threads. Args: name: The name of the `Operation` to return. Returns: The `Operation` with the given `name`. Raises: KeyError: If `name` does not correspond to an operation in this graph. """ if self._finalized: return self._nodes_by_name[name] with self._lock: return self._nodes_by_name[name] def _get_operation_by_tf_operation(self, tf_oper): op_name = c_api.TF_OperationName(tf_oper) return self._get_operation_by_name_unsafe(op_name) def get_tensor_by_name(self, name): """Returns the `Tensor` with the given `name`. This method may be called concurrently from multiple threads. Args: name: The name of the `Tensor` to return. Returns: The `Tensor` with the given `name`. Raises: TypeError: If `name` is not a string. KeyError: If `name` does not correspond to a tensor in this graph. """ # Names should be strings. if not isinstance(name, six.string_types): raise TypeError("Tensor names are strings (or similar), not %s." % type(name).__name__) return self.as_graph_element(name, allow_tensor=True, allow_operation=False) def _get_tensor_by_tf_output(self, tf_output): """Returns the `Tensor` representing `tf_output`. Note that there is only one such `Tensor`, i.e. multiple calls to this function with the same TF_Output value will always return the same `Tensor` object. Args: tf_output: A wrapped `TF_Output` (the C API equivalent of `Tensor`). Returns: The `Tensor` that represents `tf_output`. """ op = self._get_operation_by_tf_operation(tf_output.oper) return op.outputs[tf_output.index] def _next_id(self): """Id for next Operation instance. Also increments the internal id.""" self._check_not_finalized() with self._lock: self._next_id_counter += 1 return self._next_id_counter @property def _last_id(self): return self._next_id_counter def _get_op_def(self, type): # pylint: disable=redefined-builtin """Returns the `OpDef` proto for `type`. `type` is a string.""" with c_api_util.tf_buffer() as buf: # pylint: disable=protected-access c_api.TF_GraphGetOpDef(self._c_graph, compat.as_bytes(type), buf) # pylint: enable=protected-access data = c_api.TF_GetBuffer(buf) op_def = op_def_pb2.OpDef() op_def.ParseFromString(compat.as_bytes(data)) return op_def def as_default(self): """Returns a context manager that makes this `Graph` the default graph. This method should be used if you want to create multiple graphs in the same process. For convenience, a global default graph is provided, and all ops will be added to this graph if you do not create a new graph explicitly. Use this method with the `with` keyword to specify that ops created within the scope of a block should be added to this graph. The default graph is a property of the current thread. If you create a new thread, and wish to use the default graph in that thread, you must explicitly add a `with g.as_default():` in that thread's function. The following code examples are equivalent: ```python # 1. Using Graph.as_default(): g = tf.Graph() with g.as_default(): c = tf.constant(5.0) assert c.graph is g # 2. Constructing and making default: with tf.Graph().as_default() as g: c = tf.constant(5.0) assert c.graph is g ``` If eager execution is enabled ops created under this context manager will be added to the graph instead of executed eagerly. Returns: A context manager for using this graph as the default graph. """ return _default_graph_stack.get_controller(self) @property def collections(self): """Returns the names of the collections known to this graph.""" return list(self._collections) def add_to_collection(self, name, value): """Stores `value` in the collection with the given `name`. Note that collections are not sets, so it is possible to add a value to a collection several times. Args: name: The key for the collection. The `GraphKeys` class contains many standard names for collections. value: The value to add to the collection. """ # pylint: disable=g-doc-exception self._check_not_finalized() with self._lock: if name not in self._collections: self._collections[name] = [value] else: self._collections[name].append(value) def add_to_collections(self, names, value): """Stores `value` in the collections given by `names`. Note that collections are not sets, so it is possible to add a value to a collection several times. This function makes sure that duplicates in `names` are ignored, but it will not check for pre-existing membership of `value` in any of the collections in `names`. `names` can be any iterable, but if `names` is a string, it is treated as a single collection name. Args: names: The keys for the collections to add to. The `GraphKeys` class contains many standard names for collections. value: The value to add to the collections. """ # Make sure names are unique, but treat strings as a single collection name names = (names,) if isinstance(names, six.string_types) else set(names) for name in names: self.add_to_collection(name, value) def get_collection_ref(self, name): """Returns a list of values in the collection with the given `name`. If the collection exists, this returns the list itself, which can be modified in place to change the collection. If the collection does not exist, it is created as an empty list and the list is returned. This is different from `get_collection()` which always returns a copy of the collection list if it exists and never creates an empty collection. Args: name: The key for the collection. For example, the `GraphKeys` class contains many standard names for collections. Returns: The list of values in the collection with the given `name`, or an empty list if no value has been added to that collection. """ # pylint: disable=g-doc-exception with self._lock: coll_list = self._collections.get(name, None) if coll_list is None: coll_list = [] self._collections[name] = coll_list return coll_list def get_collection(self, name, scope=None): """Returns a list of values in the collection with the given `name`. This is different from `get_collection_ref()` which always returns the actual collection list if it exists in that it returns a new list each time it is called. Args: name: The key for the collection. For example, the `GraphKeys` class contains many standard names for collections. scope: (Optional.) A string. If supplied, the resulting list is filtered to include only items whose `name` attribute matches `scope` using `re.match`. Items without a `name` attribute are never returned if a scope is supplied. The choice of `re.match` means that a `scope` without special tokens filters by prefix. Returns: The list of values in the collection with the given `name`, or an empty list if no value has been added to that collection. The list contains the values in the order under which they were collected. """ # pylint: disable=g-doc-exception with self._lock: collection = self._collections.get(name, None) if collection is None: return [] if scope is None: return list(collection) else: c = [] regex = re.compile(scope) for item in collection: if hasattr(item, "name") and regex.match(item.name): c.append(item) return c def get_all_collection_keys(self): """Returns a list of collections used in this graph.""" with self._lock: return [x for x in self._collections if isinstance(x, six.string_types)] def clear_collection(self, name): """Clears all values in a collection. Args: name: The key for the collection. The `GraphKeys` class contains many standard names for collections. """ self._check_not_finalized() with self._lock: if name in self._collections: del self._collections[name] @tf_contextlib.contextmanager def _original_op(self, op): """Python 'with' handler to help annotate ops with their originator. An op may have an 'original_op' property that indicates the op on which it was based. For example a replica op is based on the op that was replicated and a gradient op is based on the op that was differentiated. All ops created in the scope of this 'with' handler will have the given 'op' as their original op. Args: op: The Operation that all ops created in this scope will have as their original op. Yields: Nothing. """ old_original_op = self._default_original_op try: self._default_original_op = op yield finally: self._default_original_op = old_original_op @property def _name_stack(self): # This may be called from a thread where name_stack doesn't yet exist. if not hasattr(self._thread_local, "_name_stack"): self._thread_local._name_stack = "" return self._thread_local._name_stack @_name_stack.setter def _name_stack(self, name_stack): self._thread_local._name_stack = name_stack # pylint: disable=g-doc-return-or-yield,line-too-long @tf_contextlib.contextmanager def name_scope(self, name): r"""Returns a context manager that creates hierarchical names for operations. A graph maintains a stack of name scopes. A `with name_scope(...):` statement pushes a new name onto the stack for the lifetime of the context. The `name` argument will be interpreted as follows: * A string (not ending with '/') will create a new name scope, in which `name` is appended to the prefix of all operations created in the context. If `name` has been used before, it will be made unique by calling `self.unique_name(name)`. * A scope previously captured from a `with g.name_scope(...) as scope:` statement will be treated as an "absolute" name scope, which makes it possible to re-enter existing scopes. * A value of `None` or the empty string will reset the current name scope to the top-level (empty) name scope. For example: ```python with tf.Graph().as_default() as g: c = tf.constant(5.0, name="c") assert c.op.name == "c" c_1 = tf.constant(6.0, name="c") assert c_1.op.name == "c_1" # Creates a scope called "nested" with g.name_scope("nested") as scope: nested_c = tf.constant(10.0, name="c") assert nested_c.op.name == "nested/c" # Creates a nested scope called "inner". with g.name_scope("inner"): nested_inner_c = tf.constant(20.0, name="c") assert nested_inner_c.op.name == "nested/inner/c" # Create a nested scope called "inner_1". with g.name_scope("inner"): nested_inner_1_c = tf.constant(30.0, name="c") assert nested_inner_1_c.op.name == "nested/inner_1/c" # Treats `scope` as an absolute name scope, and # switches to the "nested/" scope. with g.name_scope(scope): nested_d = tf.constant(40.0, name="d") assert nested_d.op.name == "nested/d" with g.name_scope(""): e = tf.constant(50.0, name="e") assert e.op.name == "e" ``` The name of the scope itself can be captured by `with g.name_scope(...) as scope:`, which stores the name of the scope in the variable `scope`. This value can be used to name an operation that represents the overall result of executing the ops in a scope. For example: ```python inputs = tf.constant(...) with g.name_scope('my_layer') as scope: weights = tf.Variable(..., name="weights") biases = tf.Variable(..., name="biases") affine = tf.matmul(inputs, weights) + biases output = tf.nn.relu(affine, name=scope) ``` NOTE: This constructor validates the given `name`. Valid scope names match one of the following regular expressions: [A-Za-z0-9.][A-Za-z0-9_.\\-/]* (for scopes at the root) [A-Za-z0-9_.\\-/]* (for other scopes) Args: name: A name for the scope. Returns: A context manager that installs `name` as a new name scope. Raises: ValueError: If `name` is not a valid scope name, according to the rules above. """ if name: if isinstance(name, compat.bytes_or_text_types): name = compat.as_str(name) if self._name_stack: # Scopes created in a nested scope may have initial characters # that are illegal as the initial character of an op name # (viz. '-', '\', '/', and '_'). if not _VALID_SCOPE_NAME_REGEX.match(name): raise ValueError("'%s' is not a valid scope name" % name) else: # Scopes created in the root must match the more restrictive # op name regex, which constrains the initial character. if not _VALID_OP_NAME_REGEX.match(name): raise ValueError("'%s' is not a valid scope name" % name) try: old_stack = self._name_stack if not name: # Both for name=None and name="" we re-set to empty scope. new_stack = None elif name[-1] == "/": new_stack = _name_from_scope_name(name) else: new_stack = self.unique_name(name) self._name_stack = new_stack yield "" if new_stack is None else new_stack + "/" finally: self._name_stack = old_stack # pylint: enable=g-doc-return-or-yield,line-too-long def unique_name(self, name, mark_as_used=True): """Return a unique operation name for `name`. Note: You rarely need to call `unique_name()` directly. Most of the time you just need to create `with g.name_scope()` blocks to generate structured names. `unique_name` is used to generate structured names, separated by `"/"`, to help identify operations when debugging a graph. Operation names are displayed in error messages reported by the TensorFlow runtime, and in various visualization tools such as TensorBoard. If `mark_as_used` is set to `True`, which is the default, a new unique name is created and marked as in use. If it's set to `False`, the unique name is returned without actually being marked as used. This is useful when the caller simply wants to know what the name to be created will be. Args: name: The name for an operation. mark_as_used: Whether to mark this name as being used. Returns: A string to be passed to `create_op()` that will be used to name the operation being created. """ if self._name_stack: name = self._name_stack + "/" + name # For the sake of checking for names in use, we treat names as case # insensitive (e.g. foo = Foo). name_key = name.lower() i = self._names_in_use.get(name_key, 0) # Increment the number for "name_key". if mark_as_used: self._names_in_use[name_key] = i + 1 if i > 0: base_name_key = name_key # Make sure the composed name key is not already used. while name_key in self._names_in_use: name_key = "%s_%d" % (base_name_key, i) i += 1 # Mark the composed name_key as used in case someone wants # to call unique_name("name_1"). if mark_as_used: self._names_in_use[name_key] = 1 # Return the new name with the original capitalization of the given name. name = "%s_%d" % (name, i-1) return name def get_name_scope(self): """Returns the current name scope. For example: ```python with tf.name_scope('scope1'): with tf.name_scope('scope2'): print(tf.get_default_graph().get_name_scope()) ``` would print the string `scope1/scope2`. Returns: A string representing the current name scope. """ return self._name_stack @tf_contextlib.contextmanager def _colocate_with_for_gradient(self, op, gradient_uid, ignore_existing=False): with self.colocate_with(op, ignore_existing): if gradient_uid is not None and self._control_flow_context is not None: try: self._control_flow_context.EnterGradientColocation(op, gradient_uid) yield finally: self._control_flow_context.ExitGradientColocation(op, gradient_uid) else: yield @tf_contextlib.contextmanager def colocate_with(self, op, ignore_existing=False): """Returns a context manager that specifies an op to colocate with. Note: this function is not for public use, only for internal libraries. For example: ```python a = tf.Variable([1.0]) with g.colocate_with(a): b = tf.constant(1.0) c = tf.add(a, b) ``` `b` and `c` will always be colocated with `a`, no matter where `a` is eventually placed. **NOTE** Using a colocation scope resets any existing device constraints. If `op` is `None` then `ignore_existing` must be `True` and the new scope resets all colocation and device constraints. Args: op: The op to colocate all created ops with, or `None`. ignore_existing: If true, only applies colocation of this op within the context, rather than applying all colocation properties on the stack. If `op` is `None`, this value must be `True`. Raises: ValueError: if op is None but ignore_existing is False. Yields: A context manager that specifies the op with which to colocate newly created ops. """ if op is None and not ignore_existing: raise ValueError("Trying to reset colocation (op is None) but " "ignore_existing is not True") if op is not None and not isinstance(op, Operation): # We always want to colocate with the reference op. op = internal_convert_to_tensor_or_indexed_slices(op, as_ref=True).op # By default, colocate_with resets the device function stack, # since colocate_with is typically used in specific internal # library functions where colocation is intended to be "stronger" # than device functions. # # In the future, a caller may specify that device_functions win # over colocation, in which case we can add support. device_fn_tmp = self._device_function_stack self._device_function_stack = [] if ignore_existing: current_stack = self._colocation_stack self._colocation_stack = [] if op is not None: self._colocation_stack.append(op) try: yield finally: # Restore device function stack self._device_function_stack = device_fn_tmp if op is not None: self._colocation_stack.pop() # Reset the colocation stack if requested. if ignore_existing: self._colocation_stack = current_stack @tf_contextlib.contextmanager def device(self, device_name_or_function): # pylint: disable=line-too-long """Returns a context manager that specifies the default device to use. The `device_name_or_function` argument may either be a device name string, a device function, or None: * If it is a device name string, all operations constructed in this context will be assigned to the device with that name, unless overridden by a nested `device()` context. * If it is a function, it will be treated as a function from Operation objects to device name strings, and invoked each time a new Operation is created. The Operation will be assigned to the device with the returned name. * If it is None, all `device()` invocations from the enclosing context will be ignored. For information about the valid syntax of device name strings, see the documentation in [`DeviceNameUtils`](https://www.tensorflow.org/code/tensorflow/core/util/device_name_utils.h). For example: ```python with g.device('/device:GPU:0'): # All operations constructed in this context will be placed # on GPU 0. with g.device(None): # All operations constructed in this context will have no # assigned device. # Defines a function from `Operation` to device string. def matmul_on_gpu(n): if n.type == "MatMul": return "/device:GPU:0" else: return "/cpu:0" with g.device(matmul_on_gpu): # All operations of type "MatMul" constructed in this context # will be placed on GPU 0; all other operations will be placed # on CPU 0. ``` **N.B.** The device scope may be overridden by op wrappers or other library code. For example, a variable assignment op `v.assign()` must be colocated with the `tf.Variable` `v`, and incompatible device scopes will be ignored. Args: device_name_or_function: The device name or function to use in the context. Yields: A context manager that specifies the default device to use for newly created ops. """ # pylint: enable=line-too-long if (device_name_or_function is not None and not callable(device_name_or_function)): device_function = pydev.merge_device(device_name_or_function) else: device_function = device_name_or_function try: self._device_function_stack.append(device_function) yield finally: self._device_function_stack.pop() def _apply_device_functions(self, op): """Applies the current device function stack to the given operation.""" # Apply any device functions in reverse order, so that the most recently # pushed function has the first chance to apply a device to the op. # We apply here because the result can depend on the Operation's # signature, which is computed in the Operation constructor. for device_function in reversed(self._device_function_stack): if device_function is None: break op._set_device(device_function(op)) # pylint: disable=protected-access # pylint: disable=g-doc-return-or-yield @tf_contextlib.contextmanager def container(self, container_name): """Returns a context manager that specifies the resource container to use. Stateful operations, such as variables and queues, can maintain their states on devices so that they can be shared by multiple processes. A resource container is a string name under which these stateful operations are tracked. These resources can be released or cleared with `tf.Session.reset()`. For example: ```python with g.container('experiment0'): # All stateful Operations constructed in this context will be placed # in resource container "experiment0". v1 = tf.Variable([1.0]) v2 = tf.Variable([2.0]) with g.container("experiment1"): # All stateful Operations constructed in this context will be # placed in resource container "experiment1". v3 = tf.Variable([3.0]) q1 = tf.FIFOQueue(10, tf.float32) # All stateful Operations constructed in this context will be # be created in the "experiment0". v4 = tf.Variable([4.0]) q1 = tf.FIFOQueue(20, tf.float32) with g.container(""): # All stateful Operations constructed in this context will be # be placed in the default resource container. v5 = tf.Variable([5.0]) q3 = tf.FIFOQueue(30, tf.float32) # Resets container "experiment0", after which the state of v1, v2, v4, q1 # will become undefined (such as uninitialized). tf.Session.reset(target, ["experiment0"]) ``` Args: container_name: container name string. Returns: A context manager for defining resource containers for stateful ops, yields the container name. """ original_container = self._container try: self._container = container_name yield self._container finally: self._container = original_container # pylint: enable=g-doc-return-or-yield class _ControlDependenciesController(object): """Context manager for `control_dependencies()`.""" def __init__(self, graph, control_inputs): """Create a new `_ControlDependenciesController`. A `_ControlDependenciesController` is the context manager for `with tf.control_dependencies()` blocks. These normally nest, as described in the documentation for `control_dependencies()`. The `control_inputs` argument list control dependencies that must be added to the current set of control dependencies. Because of uniquification the set can be empty even if the caller passed a list of ops. The special value `None` indicates that we want to start a new empty set of control dependencies instead of extending the current set. In that case we also clear the current control flow context, which is an additional mechanism to add control dependencies. Args: graph: The graph that this controller is managing. control_inputs: List of ops to use as control inputs in addition to the current control dependencies. None to indicate that the dependencies should be cleared. """ self._graph = graph if control_inputs is None: self._control_inputs_val = [] self._new_stack = True else: self._control_inputs_val = control_inputs self._new_stack = False self._seen_nodes = set() self._old_stack = None self._old_control_flow_context = None # pylint: disable=protected-access def __enter__(self): if self._new_stack: # Clear the control_dependencies graph. self._old_stack = self._graph._control_dependencies_stack self._graph._control_dependencies_stack = [] # Clear the control_flow_context too. self._old_control_flow_context = self._graph._get_control_flow_context() self._graph._set_control_flow_context(None) self._graph._push_control_dependencies_controller(self) def __exit__(self, unused_type, unused_value, unused_traceback): self._graph._pop_control_dependencies_controller(self) if self._new_stack: self._graph._control_dependencies_stack = self._old_stack self._graph._set_control_flow_context(self._old_control_flow_context) # pylint: enable=protected-access @property def control_inputs(self): return self._control_inputs_val def add_op(self, op): self._seen_nodes.add(op) def op_in_group(self, op): return op in self._seen_nodes def _push_control_dependencies_controller(self, controller): self._control_dependencies_stack.append(controller) def _pop_control_dependencies_controller(self, controller): assert self._control_dependencies_stack[-1] is controller self._control_dependencies_stack.pop() def _current_control_dependencies(self): ret = set() for controller in self._control_dependencies_stack: for op in controller.control_inputs: ret.add(op) return ret def _control_dependencies_for_inputs(self, input_ops): """For an op that takes `input_ops` as inputs, compute control inputs. The returned control dependencies should yield an execution that is equivalent to adding all control inputs in self._control_dependencies_stack to a newly created op. However, this function attempts to prune the returned control dependencies by observing that nodes created within the same `with control_dependencies(...):` block may have data dependencies that make the explicit approach redundant. Args: input_ops: The data input ops for an op to be created. Returns: A list of control inputs for the op to be created. """ ret = [] for controller in self._control_dependencies_stack: # If any of the input_ops already depends on the inputs from controller, # we say that the new op is dominated (by that input), and we therefore # do not need to add control dependencies for this controller's inputs. dominated = False for op in input_ops: if controller.op_in_group(op): dominated = True break if not dominated: # Don't add a control input if we already have a data dependency on i. # NOTE(mrry): We do not currently track transitive data dependencies, # so we may add redundant control inputs. ret.extend([c for c in controller.control_inputs if c not in input_ops]) return ret def _record_op_seen_by_control_dependencies(self, op): """Record that the given op depends on all registered control dependencies. Args: op: An Operation. """ for controller in self._control_dependencies_stack: controller.add_op(op) def control_dependencies(self, control_inputs): """Returns a context manager that specifies control dependencies. Use with the `with` keyword to specify that all operations constructed within the context should have control dependencies on `control_inputs`. For example: ```python with g.control_dependencies([a, b, c]): # `d` and `e` will only run after `a`, `b`, and `c` have executed. d = ... e = ... ``` Multiple calls to `control_dependencies()` can be nested, and in that case a new `Operation` will have control dependencies on the union of `control_inputs` from all active contexts. ```python with g.control_dependencies([a, b]): # Ops constructed here run after `a` and `b`. with g.control_dependencies([c, d]): # Ops constructed here run after `a`, `b`, `c`, and `d`. ``` You can pass None to clear the control dependencies: ```python with g.control_dependencies([a, b]): # Ops constructed here run after `a` and `b`. with g.control_dependencies(None): # Ops constructed here run normally, not waiting for either `a` or `b`. with g.control_dependencies([c, d]): # Ops constructed here run after `c` and `d`, also not waiting # for either `a` or `b`. ``` *N.B.* The control dependencies context applies *only* to ops that are constructed within the context. Merely using an op or tensor in the context does not add a control dependency. The following example illustrates this point: ```python # WRONG def my_func(pred, tensor): t = tf.matmul(tensor, tensor) with tf.control_dependencies([pred]): # The matmul op is created outside the context, so no control # dependency will be added. return t # RIGHT def my_func(pred, tensor): with tf.control_dependencies([pred]): # The matmul op is created in the context, so a control dependency # will be added. return tf.matmul(tensor, tensor) ``` Also note that though execution of ops created under this scope will trigger execution of the dependencies, the ops created under this scope might still be pruned from a normal tensorflow graph. For example, in the following snippet of code the dependencies are never executed: ```python loss = model.loss() with tf.control_dependencies(dependencies): loss = loss + tf.constant(1) # note: dependencies ignored in the # backward pass return tf.gradients(loss, model.variables) ``` This is because evaluating the gradient graph does not require evaluating the constant(1) op created in the forward pass. Args: control_inputs: A list of `Operation` or `Tensor` objects which must be executed or computed before running the operations defined in the context. Can also be `None` to clear the control dependencies. Returns: A context manager that specifies control dependencies for all operations constructed within the context. Raises: TypeError: If `control_inputs` is not a list of `Operation` or `Tensor` objects. """ if control_inputs is None: return self._ControlDependenciesController(self, None) # First convert the inputs to ops, and deduplicate them. # NOTE(mrry): Other than deduplication, we do not currently track direct # or indirect dependencies between control_inputs, which may result in # redundant control inputs. control_ops = [] current = self._current_control_dependencies() for c in control_inputs: if isinstance(c, IndexedSlices): c = c.op c = self.as_graph_element(c) if isinstance(c, Tensor): c = c.op elif not isinstance(c, Operation): raise TypeError("Control input must be Operation or Tensor: %s" % c) if c not in current: control_ops.append(c) current.add(c) return self._ControlDependenciesController(self, control_ops) # pylint: disable=g-doc-return-or-yield @tf_contextlib.contextmanager def _attr_scope(self, attr_map): """EXPERIMENTAL: A context manager for setting attributes on operators. This context manager can be used to add additional attributes to operators within the scope of the context. For example: with ops.Graph().as_default() as g: f_1 = Foo() # No extra attributes with g._attr_scope({"_a": tf.attr_value_pb2.AttrValue(b=False)}): f_2 = Foo() # Additional attribute _a=False with g._attr_scope({"_a": tf.attr_value_pb2.AttrValue(b=True)}): f_3 = Foo() # Additional attribute _a=False with g._attr_scope({"_a": None}): f_4 = Foo() # No additional attributes. Args: attr_map: A dictionary mapping attr name strings to AttrValue protocol buffers or None. Returns: A context manager that sets the kernel label to be used for one or more ops created in that context. Raises: TypeError: If attr_map is not a dictionary mapping strings to AttrValue protobufs. """ if not isinstance(attr_map, dict): raise TypeError("attr_map must be a dictionary mapping " "strings to AttrValue protocol buffers") # The saved_attrs dictionary stores any currently-set labels that # will be overridden by this context manager. saved_attrs = {} # Install the given attribute for name, attr in attr_map.items(): if not (isinstance(name, six.string_types) and (isinstance(attr, (type(None), attr_value_pb2.AttrValue)) or callable(attr))): raise TypeError("attr_map must be a dictionary mapping " "strings to AttrValue protocol buffers or " "callables that emit AttrValue protocol buffers") try: saved_attrs[name] = self._attr_scope_map[name] except KeyError: pass if attr is None: del self._attr_scope_map[name] else: self._attr_scope_map[name] = attr try: yield # The code within the context runs here. finally: # Remove the attributes set for this context, and restore any saved # attributes. for name, attr in attr_map.items(): try: self._attr_scope_map[name] = saved_attrs[name] except KeyError: del self._attr_scope_map[name] # pylint: enable=g-doc-return-or-yield # pylint: disable=g-doc-return-or-yield @tf_contextlib.contextmanager def _kernel_label_map(self, op_to_kernel_label_map): """EXPERIMENTAL: A context manager for setting kernel labels. This context manager can be used to select particular implementations of kernels within the scope of the context. For example: with ops.Graph().as_default() as g: f_1 = Foo() # Uses the default registered kernel for the Foo op. with g.kernel_label_map({"Foo": "v_2"}): f_2 = Foo() # Uses the registered kernel with label "v_2" # for the Foo op. with g.kernel_label_map({"Foo": "v_3"}): f_3 = Foo() # Uses the registered kernel with label "v_3" # for the Foo op. with g.kernel_label_map({"Foo": ""}): f_4 = Foo() # Uses the default registered kernel # for the Foo op. Args: op_to_kernel_label_map: A dictionary mapping op type strings to kernel label strings. Returns: A context manager that sets the kernel label to be used for one or more ops created in that context. Raises: TypeError: If op_to_kernel_label_map is not a dictionary mapping strings to strings. """ if not isinstance(op_to_kernel_label_map, dict): raise TypeError("op_to_kernel_label_map must be a dictionary mapping " "strings to strings") # The saved_labels dictionary stores any currently-set labels that # will be overridden by this context manager. saved_labels = {} # Install the given label for op_type, label in op_to_kernel_label_map.items(): if not (isinstance(op_type, six.string_types) and isinstance(label, six.string_types)): raise TypeError("op_to_kernel_label_map must be a dictionary mapping " "strings to strings") try: saved_labels[op_type] = self._op_to_kernel_label_map[op_type] except KeyError: pass self._op_to_kernel_label_map[op_type] = label try: yield # The code within the context runs here. finally: # Remove the labels set for this context, and restore any saved labels. for op_type, label in op_to_kernel_label_map.items(): try: self._op_to_kernel_label_map[op_type] = saved_labels[op_type] except KeyError: del self._op_to_kernel_label_map[op_type] # pylint: enable=g-doc-return-or-yield # pylint: disable=g-doc-return-or-yield @tf_contextlib.contextmanager def gradient_override_map(self, op_type_map): """EXPERIMENTAL: A context manager for overriding gradient functions. This context manager can be used to override the gradient function that will be used for ops within the scope of the context. For example: ```python @tf.RegisterGradient("CustomSquare") def _custom_square_grad(op, grad): # ... with tf.Graph().as_default() as g: c = tf.constant(5.0) s_1 = tf.square(c) # Uses the default gradient for tf.square. with g.gradient_override_map({"Square": "CustomSquare"}): s_2 = tf.square(s_2) # Uses _custom_square_grad to compute the # gradient of s_2. ``` Args: op_type_map: A dictionary mapping op type strings to alternative op type strings. Returns: A context manager that sets the alternative op type to be used for one or more ops created in that context. Raises: TypeError: If `op_type_map` is not a dictionary mapping strings to strings. """ if not isinstance(op_type_map, dict): raise TypeError("op_type_map must be a dictionary mapping " "strings to strings") # The saved_mappings dictionary stores any currently-set mappings that # will be overridden by this context manager. saved_mappings = {} # Install the given label for op_type, mapped_op_type in op_type_map.items(): if not (isinstance(op_type, six.string_types) and isinstance(mapped_op_type, six.string_types)): raise TypeError("op_type_map must be a dictionary mapping " "strings to strings") try: saved_mappings[op_type] = self._gradient_override_map[op_type] except KeyError: pass self._gradient_override_map[op_type] = mapped_op_type try: yield # The code within the context runs here. finally: # Remove the labels set for this context, and restore any saved labels. for op_type, mapped_op_type in op_type_map.items(): try: self._gradient_override_map[op_type] = saved_mappings[op_type] except KeyError: del self._gradient_override_map[op_type] # pylint: enable=g-doc-return-or-yield def prevent_feeding(self, tensor): """Marks the given `tensor` as unfeedable in this graph.""" self._unfeedable_tensors.add(tensor) def is_feedable(self, tensor): """Returns `True` if and only if `tensor` is feedable.""" return tensor not in self._unfeedable_tensors def prevent_fetching(self, op): """Marks the given `op` as unfetchable in this graph.""" self._unfetchable_ops.add(op) def is_fetchable(self, tensor_or_op): """Returns `True` if and only if `tensor_or_op` is fetchable.""" if isinstance(tensor_or_op, Tensor): return tensor_or_op.op not in self._unfetchable_ops else: return tensor_or_op not in self._unfetchable_ops def switch_to_thread_local(self): """Make device, colocation and dependencies stacks thread-local. Device, colocation and dependencies stacks are not thread-local be default. If multiple threads access them, then the state is shared. This means that one thread may affect the behavior of another thread. After this method is called, the stacks become thread-local. If multiple threads access them, then the state is not shared. Each thread uses its own value; a thread doesn't affect other threads by mutating such a stack. The initial value for every thread's stack is set to the current value of the stack when `switch_to_thread_local()` was first called. """ if not self._stack_state_is_thread_local: self._stack_state_is_thread_local = True @property def _device_function_stack(self): if self._stack_state_is_thread_local: # This may be called from a thread where device_function_stack doesn't yet # exist. if not hasattr(self._thread_local, "_device_function_stack"): self._thread_local._device_function_stack = ( self._graph_device_function_stack[:]) return self._thread_local._device_function_stack else: return self._graph_device_function_stack @_device_function_stack.setter def _device_function_stack(self, device_function_stack): if self._stack_state_is_thread_local: self._thread_local._device_function_stack = device_function_stack else: self._graph_device_function_stack = device_function_stack @property def _colocation_stack(self): if self._stack_state_is_thread_local: # This may be called from a thread where colocation_stack doesn't yet # exist. if not hasattr(self._thread_local, "_colocation_stack"): self._thread_local._colocation_stack = self._graph_colocation_stack[:] return self._thread_local._colocation_stack else: return self._graph_colocation_stack @_colocation_stack.setter def _colocation_stack(self, colocation_stack): if self._stack_state_is_thread_local: self._thread_local._colocation_stack = colocation_stack else: self._graph_colocation_stack = colocation_stack @property def _control_dependencies_stack(self): if self._stack_state_is_thread_local: # This may be called from a thread where control_dependencies_stack # doesn't yet exist. if not hasattr(self._thread_local, "_control_dependencies_stack"): self._thread_local._control_dependencies_stack = ( self._graph_control_dependencies_stack[:]) return self._thread_local._control_dependencies_stack else: return self._graph_control_dependencies_stack @_control_dependencies_stack.setter def _control_dependencies_stack(self, control_dependencies): if self._stack_state_is_thread_local: self._thread_local._control_dependencies_stack = control_dependencies else: self._graph_control_dependencies_stack = control_dependencies # TODO(agarwal): currently device directives in an outer eager scope will not # apply to inner graph mode code. Fix that. @tf_export("device") def device(device_name_or_function): """Wrapper for `Graph.device()` using the default graph. See @{tf.Graph.device} for more details. Args: device_name_or_function: The device name or function to use in the context. Returns: A context manager that specifies the default device to use for newly created ops. Raises: RuntimeError: If eager execution is enabled and a function is passed in. """ if context.executing_eagerly(): # TODO(agarwal): support device functions in EAGER mode. if callable(device_name_or_function): raise RuntimeError( "tf.device does not support functions when eager execution " "is enabled.") return context.device(device_name_or_function) else: return get_default_graph().device(device_name_or_function) @tf_export("container") def container(container_name): """Wrapper for `Graph.container()` using the default graph. Args: container_name: The container string to use in the context. Returns: A context manager that specifies the default container to use for newly created stateful ops. """ return get_default_graph().container(container_name) def _colocate_with_for_gradient(op, gradient_uid, ignore_existing=False): if context.executing_eagerly(): if op is not None: return device(op.device) else: return _NullContextmanager() else: default_graph = get_default_graph() if isinstance(op, EagerTensor): if default_graph.building_function: return default_graph.device(op.device) else: raise ValueError("Encountered an Eager-defined Tensor during graph " "construction, but a function was not being built.") return default_graph._colocate_with_for_gradient( op, gradient_uid=gradient_uid, ignore_existing=ignore_existing) @tf_export("colocate_with") def colocate_with(op, ignore_existing=False): return _colocate_with_for_gradient(op, None, ignore_existing=ignore_existing) @tf_export("control_dependencies") def control_dependencies(control_inputs): """Wrapper for `Graph.control_dependencies()` using the default graph. See @{tf.Graph.control_dependencies} for more details. When eager execution is enabled, any callable object in the `control_inputs` list will be called. Args: control_inputs: A list of `Operation` or `Tensor` objects which must be executed or computed before running the operations defined in the context. Can also be `None` to clear the control dependencies. If eager execution is enabled, any callable object in the `control_inputs` list will be called. Returns: A context manager that specifies control dependencies for all operations constructed within the context. """ if context.executing_eagerly(): if control_inputs: # Excute any pending callables. for control in control_inputs: if callable(control): control() return _NullContextmanager() else: return get_default_graph().control_dependencies(control_inputs) class _DefaultStack(threading.local): """A thread-local stack of objects for providing implicit defaults.""" def __init__(self): super(_DefaultStack, self).__init__() self._enforce_nesting = True self.stack = [] def get_default(self): return self.stack[-1] if len(self.stack) >= 1 else None def reset(self): self.stack = [] def is_cleared(self): return not self.stack @property def enforce_nesting(self): return self._enforce_nesting @enforce_nesting.setter def enforce_nesting(self, value): self._enforce_nesting = value @tf_contextlib.contextmanager def get_controller(self, default): """A context manager for manipulating a default stack.""" try: self.stack.append(default) yield default finally: # stack may be empty if reset() was called if self.stack: if self._enforce_nesting: if self.stack[-1] is not default: raise AssertionError( "Nesting violated for default stack of %s objects" % type(default)) self.stack.pop() else: self.stack.remove(default) _default_session_stack = _DefaultStack() # pylint: disable=protected-access def default_session(session): """Python "with" handler for defining a default session. This function provides a means of registering a session for handling Tensor.eval() and Operation.run() calls. It is primarily intended for use by session.Session, but can be used with any object that implements the Session.run() interface. Use with the "with" keyword to specify that Tensor.eval() and Operation.run() invocations within the scope of a block should be executed by a particular session. The default session applies to the current thread only, so it is always possible to inspect the call stack and determine the scope of a default session. If you create a new thread, and wish to use the default session in that thread, you must explicitly add a "with ops.default_session(sess):" block in that thread's function. Example: The following code examples are equivalent: # 1. Using the Session object directly: sess = ... c = tf.constant(5.0) sess.run(c) # 2. Using default_session(): sess = ... with ops.default_session(sess): c = tf.constant(5.0) result = c.eval() # 3. Overriding default_session(): sess = ... with ops.default_session(sess): c = tf.constant(5.0) with ops.default_session(...): c.eval(session=sess) Args: session: The session to be installed as the default session. Returns: A context manager for the default session. """ return _default_session_stack.get_controller(session) @tf_export("get_default_session") def get_default_session(): """Returns the default session for the current thread. The returned `Session` will be the innermost session on which a `Session` or `Session.as_default()` context has been entered. NOTE: The default session is a property of the current thread. If you create a new thread, and wish to use the default session in that thread, you must explicitly add a `with sess.as_default():` in that thread's function. Returns: The default `Session` being used in the current thread. """ return _default_session_stack.get_default() def _eval_using_default_session(tensors, feed_dict, graph, session=None): """Uses the default session to evaluate one or more tensors. Args: tensors: A single Tensor, or a list of Tensor objects. feed_dict: A dictionary that maps Tensor objects (or tensor names) to lists, numpy ndarrays, TensorProtos, or strings. graph: The graph in which the tensors are defined. session: (Optional) A different session to use to evaluate "tensors". Returns: Either a single numpy ndarray if "tensors" is a single tensor; or a list of numpy ndarrays that each correspond to the respective element in "tensors". Raises: ValueError: If no default session is available; the default session does not have "graph" as its graph; or if "session" is specified, and it does not have "graph" as its graph. """ if session is None: session = get_default_session() if session is None: raise ValueError("Cannot evaluate tensor using `eval()`: No default " "session is registered. Use `with " "sess.as_default()` or pass an explicit session to " "`eval(session=sess)`") if session.graph is not graph: raise ValueError("Cannot use the default session to evaluate tensor: " "the tensor's graph is different from the session's " "graph. Pass an explicit session to " "`eval(session=sess)`.") else: if session.graph is not graph: raise ValueError("Cannot use the given session to evaluate tensor: " "the tensor's graph is different from the session's " "graph.") return session.run(tensors, feed_dict) def _run_using_default_session(operation, feed_dict, graph, session=None): """Uses the default session to run "operation". Args: operation: The Operation to be run. feed_dict: A dictionary that maps Tensor objects (or tensor names) to lists, numpy ndarrays, TensorProtos, or strings. graph: The graph in which "operation" is defined. session: (Optional) A different session to use to run "operation". Raises: ValueError: If no default session is available; the default session does not have "graph" as its graph; or if "session" is specified, and it does not have "graph" as its graph. """ if session is None: session = get_default_session() if session is None: raise ValueError("Cannot execute operation using `run()`: No default " "session is registered. Use `with " "sess.as_default():` or pass an explicit session to " "`run(session=sess)`") if session.graph is not graph: raise ValueError("Cannot use the default session to execute operation: " "the operation's graph is different from the " "session's graph. Pass an explicit session to " "run(session=sess).") else: if session.graph is not graph: raise ValueError("Cannot use the given session to execute operation: " "the operation's graph is different from the session's " "graph.") session.run(operation, feed_dict) class _DefaultGraphStack(_DefaultStack): # pylint: disable=protected-access """A thread-local stack of objects for providing an implicit default graph.""" def __init__(self): super(_DefaultGraphStack, self).__init__() self._global_default_graph = None def get_default(self): """Override that returns a global default if the stack is empty.""" ret = super(_DefaultGraphStack, self).get_default() if ret is None: ret = self._GetGlobalDefaultGraph() return ret def _GetGlobalDefaultGraph(self): if self._global_default_graph is None: # TODO(mrry): Perhaps log that the default graph is being used, or set # provide some other feedback to prevent confusion when a mixture of # the global default graph and an explicit graph are combined in the # same process. self._global_default_graph = Graph() return self._global_default_graph def reset(self): super(_DefaultGraphStack, self).reset() self._global_default_graph = None @tf_contextlib.contextmanager def get_controller(self, default): try: context.context().context_switches.push( default.building_function, default.as_default) with super(_DefaultGraphStack, self).get_controller( default) as g, context.graph_mode(): yield g finally: context.context().context_switches.pop() _default_graph_stack = _DefaultGraphStack() # pylint: disable=g-doc-return-or-yield,line-too-long @tf_contextlib.contextmanager def init_scope(): """A context manager that lifts ops out of control-flow scopes and function-building graphs. There is often a need to lift variable initialization ops out of control-flow scopes, function-building graphs, and gradient tapes. Entering an `init_scope` is a mechanism for satisfying these desiderata. In particular, entering an `init_scope` has three effects: (1) All control dependencies are cleared the moment the scope is entered; this is equivalent to entering the context manager returned from `control_dependencies(None)`, which has the side-effect of exiting control-flow scopes like `tf.cond` and `tf.while_loop`. (2) All operations that are created while the scope is active are lifted into the lowest context on the `context_stack` that is not building a graph function. Here, a context is defined as either a graph or an eager context. Every context switch, i.e., every installation of a graph as the default graph and every switch into eager mode, is logged in a thread-local stack called `context_switches`; the log entry for a context switch is popped from the stack when the context is exited. Entering an `init_scope` is equivalent to crawling up `context_switches`, finding the first context that is not building a graph function, and entering it. A caveat is that if graph mode is enabled but the default graph stack is empty, then entering an `init_scope` will simply install a fresh graph as the default one. (3) The gradient tape is paused while the scope is active. """ # pylint: enable=g-doc-return-or-yield,line-too-long if context.executing_eagerly(): # Fastpath. with tape.stop_recording(): yield else: # Retrieve the active name scope: entering an `init_scope` preserves # the name scope of the current context. default_graph = get_default_graph() scope = default_graph.get_name_scope() if scope and scope[-1] != '/': # Names that end with trailing slashes are treated by `name_scope` as # absolute. scope = scope + '/' inner_device_stack = default_graph._device_function_stack # pylint: disable=protected-access outer_context = None if not _default_graph_stack.stack: # If the default graph stack is empty, then we cannot be building a # function. Install the global graph (which, in this case, is also the # default graph) as the outer context. if default_graph.building_function: raise RuntimeError("The global graph is building a function.") outer_context = default_graph.as_default else: # Find a context that is not building a function. for stack_entry in reversed(context.context().context_switches.stack): if not stack_entry.is_building_function: outer_context = stack_entry.enter_context_fn break if outer_context is None: # As a last resort, obtain the global default graph; this graph doesn't # necessarily live on the graph stack (and hence it doesn't necessarily # live on the context stack), but it is stored in the graph stack's # encapsulating object. outer_context = _default_graph_stack._GetGlobalDefaultGraph().as_default # pylint: disable=protected-access if outer_context is None: # Sanity check; this shouldn't be triggered. raise RuntimeError("All graphs are building functions, and no " "eager context was previously active.") outer_graph = None outer_device_stack = None try: with outer_context(), name_scope(scope), control_dependencies( None), tape.stop_recording(): if not context.executing_eagerly(): # The device stack is preserved when lifting into a graph. Eager # execution doesn't implement device stacks and in particular it # doesn't support device functions, so in general it's not possible # to do the same when lifting into the eager context. outer_graph = get_default_graph() outer_device_stack = outer_graph._device_function_stack # pylint: disable=protected-access outer_graph._device_function_stack = inner_device_stack # pylint: disable=protected-access yield finally: if outer_graph is not None: outer_graph._device_function_stack = outer_device_stack # pylint: disable=protected-access @tf_export("enable_eager_execution") def enable_eager_execution(config=None, device_policy=None, execution_mode=None): """Enables eager execution for the lifetime of this program. Eager execution provides an imperative interface to TensorFlow. With eager execution enabled, TensorFlow functions execute operations immediately (as opposed to adding to a graph to be executed later in a @{tf.Session}) and return concrete values (as opposed to symbolic references to a node in a computational graph). For example: ```python tf.enable_eager_execution() # After eager execution is enabled, operations are executed as they are # defined and Tensor objects hold concrete values, which can be accessed as # numpy.ndarray`s through the numpy() method. assert tf.multiply(6, 7).numpy() == 42 ``` Eager execution cannot be enabled after TensorFlow APIs have been used to create or execute graphs. It is typically recommended to invoke this function at program startup and not in a library (as most libraries should be usable both with and without eager execution). Args: config: (Optional.) A @{tf.ConfigProto} to use to configure the environment in which operations are executed. Note that @{tf.ConfigProto} is also used to configure graph execution (via @{tf.Session}) and many options within `tf.ConfigProto` are not implemented (or are irrelevant) when eager execution is enabled. device_policy: (Optional.) Policy controlling how operations requiring inputs on a specific device (e.g., a GPU 0) handle inputs on a different device (e.g. GPU 1 or CPU). When set to None, an appropriate value will be picked automatically. The value picked may change between TensorFlow releases. Valid values: - tf.contrib.eager.DEVICE_PLACEMENT_EXPLICIT: raises an error if the placement is not correct. - tf.contrib.eager.DEVICE_PLACEMENT_WARN: copies the tensors which are not on the right device but logs a warning. - tf.contrib.eager.DEVICE_PLACEMENT_SILENT: silently copies the tensors. Note that this may hide performance problems as there is no notification provided when operations are blocked on the tensor being copied between devices. - tf.contrib.eager.DEVICE_PLACEMENT_SILENT_FOR_INT32: silently copies int32 tensors, raising errors on the other ones. execution_mode: (Optional.) Policy controlling how operations dispatched are actually executed. When set to None, an appropriate value will be picked automatically. The value picked may change between TensorFlow releases. Valid values: - tf.contrib.eager.SYNC: executes each operation synchronously. - tf.contrib.eager.ASYNC: executes each operation asynchronously. These operations may return "non-ready" handles. Raises: ValueError: If eager execution is enabled after creating/executing a TensorFlow graph, or if options provided conflict with a previous call to this function. """ return enable_eager_execution_internal( config, device_policy, execution_mode, None) def enable_eager_execution_internal(config=None, device_policy=None, execution_mode=None, server_def=None): """Enables eager execution for the lifetime of this program. Most of the doc string for enable_eager_execution is relevant here as well. Args: config: See enable_eager_execution doc string device_policy: See enable_eager_execution doc string execution_mode: See enable_eager_execution doc string server_def: (Optional.) A tensorflow::ServerDef proto. Enables execution on remote devices. GrpcServers need to be started by creating an identical server_def to this, and setting the appropriate task_indexes, so that the servers can communicate. It will then be possible to execute operations on remote devices. Raises: ValueError """ if config is not None and not isinstance(config, config_pb2.ConfigProto): raise TypeError( "config must be a tf.ConfigProto, but got %s" % type(config)) if device_policy not in (None, context.DEVICE_PLACEMENT_EXPLICIT, context.DEVICE_PLACEMENT_WARN, context.DEVICE_PLACEMENT_SILENT, context.DEVICE_PLACEMENT_SILENT_FOR_INT32): raise ValueError( "device_policy must be one of None, tf.contrib.eager.DEVICE_PLACEMENT_*" ) if execution_mode not in (None, context.SYNC, context.ASYNC): raise ValueError( "execution_mode must be one of None, tf.contrib.eager.SYNC, " "tf.contrib.eager.ASYNC") # pylint: disable=protected-access if context._default_mode == context.GRAPH_MODE: graph_mode_has_been_used = ( _default_session_stack.stack or len(get_default_graph().get_operations()) > 0) # pylint: disable=g-explicit-length-test if graph_mode_has_been_used: raise ValueError( "tf.enable_eager_execution must be called at program startup.") context._default_mode = context.EAGER_MODE if context._context is None: context._context = context.Context( config=config, device_policy=device_policy, execution_mode=execution_mode, server_def=server_def) elif ((config is not None and config is not context._context._config) or (device_policy is not None and device_policy is not context._context._device_policy) or (execution_mode is not None and execution_mode is not context._context._execution_mode)): raise ValueError("Trying to change the options of an active eager" " execution. Context config: %s, specified config:" " %s. Context device policy: %s, specified device" " policy: %s. Context execution mode: %s, " " specified execution mode %s." % (context._context._config, config, context._context._device_policy, device_policy, context._context._execution_mode, execution_mode)) else: raise ValueError( "tf.enable_eager_execution must be called at program startup.") # Monkey patch to get rid of an unnecessary conditional since the context is # now initialized. context.context = context.context_safe def eager_run(main=None, argv=None): """Runs the program with an optional main function and argv list. The program will run with eager execution enabled. Example: ```python import tensorflow as tf # Import subject to future changes: from tensorflow.contrib.eager.python import tfe def main(_): u = tf.constant(6.0) v = tf.constant(7.0) print(u * v) if __name__ == "__main__": tfe.run() ``` Args: main: the main function to run. argv: the arguments to pass to it. """ enable_eager_execution() app.run(main, argv) @tf_export("reset_default_graph") def reset_default_graph(): """Clears the default graph stack and resets the global default graph. NOTE: The default graph is a property of the current thread. This function applies only to the current thread. Calling this function while a `tf.Session` or `tf.InteractiveSession` is active will result in undefined behavior. Using any previously created `tf.Operation` or `tf.Tensor` objects after calling this function will result in undefined behavior. Raises: AssertionError: If this function is called within a nested graph. """ if not _default_graph_stack.is_cleared(): raise AssertionError("Do not use tf.reset_default_graph() to clear " "nested graphs. If you need a cleared graph, " "exit the nesting and create a new graph.") _default_graph_stack.reset() @tf_export("get_default_graph") def get_default_graph(): """Returns the default graph for the current thread. The returned graph will be the innermost graph on which a `Graph.as_default()` context has been entered, or a global default graph if none has been explicitly created. NOTE: The default graph is a property of the current thread. If you create a new thread, and wish to use the default graph in that thread, you must explicitly add a `with g.as_default():` in that thread's function. Returns: The default `Graph` being used in the current thread. """ return _default_graph_stack.get_default() def has_default_graph(): """Returns True if there is a default graph.""" return len(_default_graph_stack.stack) >= 1 def get_name_scope(): """Returns the current name scope in the default_graph. For example: ```python with tf.name_scope('scope1'): with tf.name_scope('scope2'): print(tf.get_name_scope()) ``` would print the string `scope1/scope2`. Returns: A string representing the current name scope. """ if context.executing_eagerly(): return context.context().scope_name.rstrip("/") return get_default_graph().get_name_scope() def _assert_same_graph(original_item, item): """Fail if the 2 items are from different graphs. Args: original_item: Original item to check against. item: Item to check. Raises: ValueError: if graphs do not match. """ if original_item.graph is not item.graph: raise ValueError("%s must be from the same graph as %s." % (item, original_item)) def _get_graph_from_inputs(op_input_list, graph=None): """Returns the appropriate graph to use for the given inputs. This library method provides a consistent algorithm for choosing the graph in which an Operation should be constructed: 1. If the default graph is being used to construct a function, we use the default graph. 2. If the "graph" is specified explicitly, we validate that all of the inputs in "op_input_list" are compatible with that graph. 3. Otherwise, we attempt to select a graph from the first Operation- or Tensor-valued input in "op_input_list", and validate that all other such inputs are in the same graph. 4. If the graph was not specified and it could not be inferred from "op_input_list", we attempt to use the default graph. Args: op_input_list: A list of inputs to an operation, which may include `Tensor`, `Operation`, and other objects that may be converted to a graph element. graph: (Optional) The explicit graph to use. Raises: TypeError: If op_input_list is not a list or tuple, or if graph is not a Graph. ValueError: If a graph is explicitly passed and not all inputs are from it, or if the inputs are from multiple graphs, or we could not find a graph and there was no default graph. Returns: The appropriate graph to use for the given inputs. """ if get_default_graph().building_function: return get_default_graph() op_input_list = tuple(op_input_list) # Handle generators correctly if graph and not isinstance(graph, Graph): raise TypeError("Input graph needs to be a Graph: %s" % graph) # 1. We validate that all of the inputs are from the same graph. This is # either the supplied graph parameter, or the first one selected from one # the graph-element-valued inputs. In the latter case, we hold onto # that input in original_graph_element so we can provide a more # informative error if a mismatch is found. original_graph_element = None for op_input in op_input_list: # Determine if this is a valid graph_element. # TODO(josh11b): Note that we exclude subclasses of Tensor. Need to clean this # up. graph_element = None if (isinstance(op_input, (Operation, _TensorLike)) and ((not isinstance(op_input, Tensor)) or type(op_input) == Tensor)): # pylint: disable=unidiomatic-typecheck graph_element = op_input else: graph_element = _as_graph_element(op_input) if graph_element is not None: if not graph: original_graph_element = graph_element graph = graph_element.graph elif original_graph_element is not None: _assert_same_graph(original_graph_element, graph_element) elif graph_element.graph is not graph: raise ValueError("%s is not from the passed-in graph." % graph_element) # 2. If all else fails, we use the default graph, which is always there. return graph or get_default_graph() @tf_export("GraphKeys") class GraphKeys(object): """Standard names to use for graph collections. The standard library uses various well-known names to collect and retrieve values associated with a graph. For example, the `tf.Optimizer` subclasses default to optimizing the variables collected under `tf.GraphKeys.TRAINABLE_VARIABLES` if none is specified, but it is also possible to pass an explicit list of variables. The following standard keys are defined: * `GLOBAL_VARIABLES`: the default collection of `Variable` objects, shared across distributed environment (model variables are subset of these). See @{tf.global_variables} for more details. Commonly, all `TRAINABLE_VARIABLES` variables will be in `MODEL_VARIABLES`, and all `MODEL_VARIABLES` variables will be in `GLOBAL_VARIABLES`. * `LOCAL_VARIABLES`: the subset of `Variable` objects that are local to each machine. Usually used for temporarily variables, like counters. Note: use `tf.contrib.framework.local_variable` to add to this collection. * `MODEL_VARIABLES`: the subset of `Variable` objects that are used in the model for inference (feed forward). Note: use `tf.contrib.framework.model_variable` to add to this collection. * `TRAINABLE_VARIABLES`: the subset of `Variable` objects that will be trained by an optimizer. See @{tf.trainable_variables} for more details. * `SUMMARIES`: the summary `Tensor` objects that have been created in the graph. See @{tf.summary.merge_all} for more details. * `QUEUE_RUNNERS`: the `QueueRunner` objects that are used to produce input for a computation. See @{tf.train.start_queue_runners} for more details. * `MOVING_AVERAGE_VARIABLES`: the subset of `Variable` objects that will also keep moving averages. See @{tf.moving_average_variables} for more details. * `REGULARIZATION_LOSSES`: regularization losses collected during graph construction. The following standard keys are _defined_, but their collections are **not** automatically populated as many of the others are: * `WEIGHTS` * `BIASES` * `ACTIVATIONS` """ # Key to collect Variable objects that are global (shared across machines). # Default collection for all variables, except local ones. GLOBAL_VARIABLES = "variables" # Key to collect local variables that are local to the machine and are not # saved/restored. LOCAL_VARIABLES = "local_variables" # Key to collect local variables which are used to accumulate interal state # to be used in tf.metrics.*. METRIC_VARIABLES = "metric_variables" # Key to collect model variables defined by layers. MODEL_VARIABLES = "model_variables" # Key to collect Variable objects that will be trained by the # optimizers. TRAINABLE_VARIABLES = "trainable_variables" # Key to collect summaries. SUMMARIES = "summaries" # Key to collect QueueRunners. QUEUE_RUNNERS = "queue_runners" # Key to collect table initializers. TABLE_INITIALIZERS = "table_initializer" # Key to collect asset filepaths. An asset represents an external resource # like a vocabulary file. ASSET_FILEPATHS = "asset_filepaths" # Key to collect Variable objects that keep moving averages. MOVING_AVERAGE_VARIABLES = "moving_average_variables" # Key to collect regularization losses at graph construction. REGULARIZATION_LOSSES = "regularization_losses" # Key to collect concatenated sharded variables. CONCATENATED_VARIABLES = "concatenated_variables" # Key to collect savers. SAVERS = "savers" # Key to collect weights WEIGHTS = "weights" # Key to collect biases BIASES = "biases" # Key to collect activations ACTIVATIONS = "activations" # Key to collect update_ops UPDATE_OPS = "update_ops" # Key to collect losses LOSSES = "losses" # Key to collect BaseSaverBuilder.SaveableObject instances for checkpointing. SAVEABLE_OBJECTS = "saveable_objects" # Key to collect all shared resources used by the graph which need to be # initialized once per cluster. RESOURCES = "resources" # Key to collect all shared resources used in this graph which need to be # initialized once per session. LOCAL_RESOURCES = "local_resources" # Trainable resource-style variables. TRAINABLE_RESOURCE_VARIABLES = "trainable_resource_variables" # Key to indicate various ops. INIT_OP = "init_op" LOCAL_INIT_OP = "local_init_op" READY_OP = "ready_op" READY_FOR_LOCAL_INIT_OP = "ready_for_local_init_op" SUMMARY_OP = "summary_op" GLOBAL_STEP = "global_step" # Used to count the number of evaluations performed during a single evaluation # run. EVAL_STEP = "eval_step" TRAIN_OP = "train_op" # Key for control flow context. COND_CONTEXT = "cond_context" WHILE_CONTEXT = "while_context" # Used to store v2 summary names. _SUMMARY_COLLECTION = "_SUMMARY_V2" # List of all collections that keep track of variables. _VARIABLE_COLLECTIONS = [ GLOBAL_VARIABLES, LOCAL_VARIABLES, METRIC_VARIABLES, MODEL_VARIABLES, TRAINABLE_VARIABLES, MOVING_AVERAGE_VARIABLES, CONCATENATED_VARIABLES, TRAINABLE_RESOURCE_VARIABLES, ] # Key for streaming model ports. # NOTE(yuanbyu): internal and experimental. _STREAMING_MODEL_PORTS = "streaming_model_ports" @decorator_utils.classproperty def VARIABLES(cls): # pylint: disable=no-self-argument logging.log_first_n(logging.WARN, "VARIABLES collection name is deprecated, please use " "GLOBAL_VARIABLES instead; VARIABLES will be removed " "after 2017-03-02.", 1) return cls.GLOBAL_VARIABLES @tf_export("add_to_collection") def add_to_collection(name, value): """Wrapper for `Graph.add_to_collection()` using the default graph. See @{tf.Graph.add_to_collection} for more details. Args: name: The key for the collection. For example, the `GraphKeys` class contains many standard names for collections. value: The value to add to the collection. @compatibility(eager) Collections are only supported in eager when variables are created inside an EagerVariableStore (e.g. as part of a layer or template). @end_compatibility """ get_default_graph().add_to_collection(name, value) @tf_export("add_to_collections") def add_to_collections(names, value): """Wrapper for `Graph.add_to_collections()` using the default graph. See @{tf.Graph.add_to_collections} for more details. Args: names: The key for the collections. The `GraphKeys` class contains many standard names for collections. value: The value to add to the collections. @compatibility(eager) Collections are only supported in eager when variables are created inside an EagerVariableStore (e.g. as part of a layer or template). @end_compatibility """ get_default_graph().add_to_collections(names, value) @tf_export("get_collection_ref") def get_collection_ref(key): """Wrapper for `Graph.get_collection_ref()` using the default graph. See @{tf.Graph.get_collection_ref} for more details. Args: key: The key for the collection. For example, the `GraphKeys` class contains many standard names for collections. Returns: The list of values in the collection with the given `name`, or an empty list if no value has been added to that collection. Note that this returns the collection list itself, which can be modified in place to change the collection. @compatibility(eager) Collections are not supported when eager execution is enabled. @end_compatibility """ return get_default_graph().get_collection_ref(key) @tf_export("get_collection") def get_collection(key, scope=None): """Wrapper for `Graph.get_collection()` using the default graph. See @{tf.Graph.get_collection} for more details. Args: key: The key for the collection. For example, the `GraphKeys` class contains many standard names for collections. scope: (Optional.) If supplied, the resulting list is filtered to include only items whose `name` attribute matches using `re.match`. Items without a `name` attribute are never returned if a scope is supplied and the choice or `re.match` means that a `scope` without special tokens filters by prefix. Returns: The list of values in the collection with the given `name`, or an empty list if no value has been added to that collection. The list contains the values in the order under which they were collected. @compatibility(eager) Collections are not supported when eager execution is enabled. @end_compatibility """ return get_default_graph().get_collection(key, scope) def get_all_collection_keys(): """Returns a list of collections used in the default graph.""" return get_default_graph().get_all_collection_keys() name_scope_cache = {} # Named like a function for backwards compatibility with the # @tf_contextlib.contextmanager version, which was switched to a class to avoid # some object creation overhead. @tf_export("name_scope", "keras.backend.name_scope") class name_scope(object): # pylint: disable=invalid-name """A context manager for use when defining a Python op. This context manager validates that the given `values` are from the same graph, makes that graph the default graph, and pushes a name scope in that graph (see @{tf.Graph.name_scope} for more details on that). For example, to define a new Python op called `my_op`: ```python def my_op(a, b, c, name=None): with tf.name_scope(name, "MyOp", [a, b, c]) as scope: a = tf.convert_to_tensor(a, name="a") b = tf.convert_to_tensor(b, name="b") c = tf.convert_to_tensor(c, name="c") # Define some computation that uses `a`, `b`, and `c`. return foo_op(..., name=scope) ``` """ @property def name(self): return self._name def __init__(self, name, default_name=None, values=None): """Initialize the context manager. Args: name: The name argument that is passed to the op function. default_name: The default name to use if the `name` argument is `None`. values: The list of `Tensor` arguments that are passed to the op function. """ self._name = default_name if name is None else name self._default_name = default_name self._values = values self._ctx = context.context() self._in_eager_mode = self._ctx.executing_eagerly() def __enter__(self): """Start the scope block. Returns: The scope name. Raises: ValueError: if neither `name` nor `default_name` is provided but `values` are. """ if self._in_eager_mode: self._old_name = self._ctx.scope_name if not self._name: scope_name = "" else: cache_key = self._name, self._old_name, self._default_name if cache_key in name_scope_cache: self._ctx.scope_name = name_scope_cache[cache_key] return self._ctx.scope_name elif self._name[-1] == "/": # A trailing slash breaks out of nested name scopes, indicating a # fully specified scope name, for compatibility with Graph.name_scope. scope_name = self._name else: name_with_trailing_slash = self._name + "/" scope_name = ( self._old_name + name_with_trailing_slash if self._old_name else name_with_trailing_slash) name_scope_cache[cache_key] = scope_name self._ctx.scope_name = scope_name return scope_name else: if self._name is None and self._values is not None: # We only raise an error if values is not None (provided) because # currently tf.name_scope(None) (values=None then) is sometimes used as # an idiom to reset to top scope. raise ValueError( "At least one of name (%s) and default_name (%s) must be provided." % (self._name, self._default_name)) if self._values is None: self._values = [] g = _get_graph_from_inputs(self._values) self._g_manager = g.as_default() self._g_manager.__enter__() try: self._name_scope = g.name_scope(self._name) return self._name_scope.__enter__() except: self._g_manager.__exit__(*sys.exc_info()) raise def __exit__(self, type_arg, value_arg, traceback_arg): if self._in_eager_mode: self._ctx.scope_name = self._old_name else: self._name_scope.__exit__(type_arg, value_arg, traceback_arg) self._g_manager.__exit__(type_arg, value_arg, traceback_arg) return False # False values do not suppress exceptions def strip_name_scope(name, export_scope): """Removes name scope from a name. Args: name: A `string` name. export_scope: Optional `string`. Name scope to remove. Returns: Name with name scope removed, or the original name if export_scope is None. """ if export_scope: if export_scope[-1] == "/": export_scope = export_scope[:-1] try: # Strips export_scope/, export_scope///, # ^export_scope/, loc:@export_scope/. str_to_replace = r"([\^]|loc:@|^)" + export_scope + r"[\/]+(.*)" return re.sub(str_to_replace, r"\1\2", compat.as_str(name), count=1) except TypeError as e: # If the name is not of a type we can process, simply return it. logging.warning(e) return name else: return name def prepend_name_scope(name, import_scope): """Prepends name scope to a name. Args: name: A `string` name. import_scope: Optional `string`. Name scope to add. Returns: Name with name scope added, or the original name if import_scope is None. """ if import_scope: if import_scope[-1] == "/": import_scope = import_scope[:-1] try: str_to_replace = r"([\^]|loc:@|^)(.*)" return re.sub(str_to_replace, r"\1" + import_scope + r"/\2", compat.as_str(name)) except TypeError as e: # If the name is not of a type we can process, simply return it. logging.warning(e) return name else: return name # pylint: disable=g-doc-return-or-yield # pylint: disable=not-context-manager @tf_export("op_scope") @tf_contextlib.contextmanager def op_scope(values, name, default_name=None): """DEPRECATED. Same as name_scope above, just different argument order.""" logging.warn("tf.op_scope(values, name, default_name) is deprecated," " use tf.name_scope(name, default_name, values)") with name_scope(name, default_name=default_name, values=values) as scope: yield scope _proto_function_registry = registry.Registry("proto functions") def register_proto_function(collection_name, proto_type=None, to_proto=None, from_proto=None): """Registers `to_proto` and `from_proto` functions for collection_name. `to_proto` function converts a Python object to the corresponding protocol buffer, and returns the protocol buffer. `from_proto` function converts protocol buffer into a Python object, and returns the object.. Args: collection_name: Name of the collection. proto_type: Protobuf type, such as `saver_pb2.SaverDef`, `variable_pb2.VariableDef`, `queue_runner_pb2.QueueRunnerDef`.. to_proto: Function that implements Python object to protobuf conversion. from_proto: Function that implements protobuf to Python object conversion. """ if to_proto and not callable(to_proto): raise TypeError("to_proto must be callable.") if from_proto and not callable(from_proto): raise TypeError("from_proto must be callable.") _proto_function_registry.register((proto_type, to_proto, from_proto), collection_name) def get_collection_proto_type(collection_name): """Returns the proto_type for collection_name.""" try: return _proto_function_registry.lookup(collection_name)[0] except LookupError: return None def get_to_proto_function(collection_name): """Returns the to_proto function for collection_name.""" try: return _proto_function_registry.lookup(collection_name)[1] except LookupError: return None def get_from_proto_function(collection_name): """Returns the from_proto function for collection_name.""" try: return _proto_function_registry.lookup(collection_name)[2] except LookupError: return None def _operation_conversion_error(op, dtype=None, name=None, as_ref=False): """Produce a nice error if someone converts an Operation to a Tensor.""" raise TypeError(("Can't convert Operation '%s' to Tensor " "(target dtype=%r, name=%r, as_ref=%r)") % (op.name, dtype, name, as_ref)) register_tensor_conversion_function(Operation, _operation_conversion_error)

36.227151

116

0.685708

a9d5ae8df8d4e4f3a51b2f22f62d88bf2d2f91ab

3,763

py

Python

webauthn_rp/utils.py

enceladus-rex/webauthn-rp

71037d19889c4dfd18c42d31e8a44542ee2b34f7

[ "MIT" ]

3

2020-10-17T00:29:54.000Z

2021-07-30T13:33:31.000Z

webauthn_rp/utils.py

enceladus-rex/webauthn-rp

71037d19889c4dfd18c42d31e8a44542ee2b34f7

[ "MIT" ]

8

2020-10-30T04:32:32.000Z

2022-03-12T09:38:07.000Z

webauthn_rp/utils.py

enceladus-rex/webauthn-rp

71037d19889c4dfd18c42d31e8a44542ee2b34f7

[ "MIT" ]

1

2020-03-16T20:51:00.000Z

import base64 import re from typing import TYPE_CHECKING, Dict, Type, Union from cryptography.hazmat.primitives.hashes import (SHA256, SHA384, SHA512, HashAlgorithm) from webauthn_rp.constants import (ED448_COORDINATE_BYTE_LENGTH, ED25519_COORDINATE_BYTE_LENGTH, P_256_COORDINATE_BYTE_LENGTH, P_384_COORDINATE_BYTE_LENGTH, P_521_COORDINATE_BYTE_LENGTH) if TYPE_CHECKING: from webauthn_rp import types __all__ = [ 'snake_to_camel_case', 'camel_to_snake_case', 'url_base64_encode', 'url_base64_decode', 'curve_coordinate_byte_length', 'ec2_hash_algorithm', ] _CURVE_COORDINATE_BYTE_LENGTHS = { 'P_256': P_256_COORDINATE_BYTE_LENGTH, 'P_384': P_384_COORDINATE_BYTE_LENGTH, 'P_521': P_521_COORDINATE_BYTE_LENGTH, 'ED25519': ED25519_COORDINATE_BYTE_LENGTH, 'ED448': ED448_COORDINATE_BYTE_LENGTH, } _EC2_HASH_ALGORITHMS: Dict[str, Type[HashAlgorithm]] = { 'ES256': SHA256, 'ES384': SHA384, 'ES512': SHA512, } def snake_to_camel_case(s: str) -> str: """Convert a snake cased string into camel case. Args: s (str): A snake cased string. Returns: The camel case converted string. """ chunks = [x for x in re.split(r'_+', s) if x] capped = [x[0].upper() + x[1:] for x in chunks[1:]] if chunks: return chunks[0] + ''.join(capped) return '' def camel_to_snake_case(s: str) -> str: """Convert a camel cased string into snake case. Args: s (str): A camel cased string. Returns: The snake case converted string. """ words = [] s_index = 0 for i in range(len(s)): if s[i].isupper(): words.append(s[s_index:i].lower()) s_index = i if s_index < len(s): words.append(s[s_index:].lower()) return '_'.join(words) def url_base64_encode(b: bytes) -> bytes: """Base64 encode raw bytes using URL semantics. Args: b (bytes): The raw bytes to encode. Returns: The base64-encoded bytes. References: * https://tools.ietf.org/html/rfc4648#section-5 """ return base64.b64encode(b, b'-_') def url_base64_decode(s: str) -> bytes: """Base64 decode a string using URL semantics. Args: s (str): The string to decode. Returns: The base64-decoded bytes. References: * https://tools.ietf.org/html/rfc4648#section-5 """ return base64.b64decode(s + '===', b'-_') def curve_coordinate_byte_length( crv: Union['types.EC2Curve.Name', 'types.EC2Curve.Value', 'types.OKPCurve.Name', 'types.OKPCurve.Value'] ) -> int: """Get the fixed number of bytes that an elliptic curve coordinate takes. Args: crv (Union['types.EC2Curve.Name', 'types.EC2Curve.Value', 'types.OKPCurve.Name', 'types.OKPCurve.Value']): The elliptic curve. Returns: The byte length. """ assert crv.name in _CURVE_COORDINATE_BYTE_LENGTHS, 'Unexpected curve' return _CURVE_COORDINATE_BYTE_LENGTHS[crv.name] def ec2_hash_algorithm( alg: Union['types.COSEAlgorithmIdentifier.Name', 'types.COSEAlgorithmIdentifier.Value'] ) -> HashAlgorithm: """Get a `HashAlgorithm` instance from an algorithm identifier. Args: alg (Union['types.COSEAlgorithmIdentifier.Name', 'types.COSEAlgorithmIdentifier.Value']): A cryptography `HashAlgorithm` instance for the given algorithm. Returns: A `HashAlgorithm` instance. """ assert alg.name in _EC2_HASH_ALGORITHMS, 'Invalid COSE algorithm' return _EC2_HASH_ALGORITHMS[alg.name]()

27.071942

79

0.636726

1ad748b3512667031571437b38a0099ef8c01df6

16,525

py

Python

xtreme-view/vsynthlib/deepmvs_wrapper.py

NVlabs/extreme-view-synth

2820ffdda9f44e70cd2fdd0845ec9145293e4183

[ "BSD-2-Clause" ]

80

2019-08-15T08:10:38.000Z

2022-01-22T10:54:19.000Z

xtreme-view/vsynthlib/deepmvs_wrapper.py

NVlabs/extreme-view-synth

2820ffdda9f44e70cd2fdd0845ec9145293e4183

[ "BSD-2-Clause" ]

9

2019-11-07T09:43:14.000Z

2021-01-18T05:57:39.000Z

xtreme-view/vsynthlib/deepmvs_wrapper.py

NVlabs/extreme-view-synth

2820ffdda9f44e70cd2fdd0845ec9145293e4183

[ "BSD-2-Clause" ]

8

2019-11-12T19:18:01.000Z

2021-03-16T06:11:58.000Z

""" Copyright (C) 2019 NVIDIA Corporation. All rights reserved. Licensed under the NVIDIA Source Code License. See LICENSE.md at https://github.com/NVlabs/extreme-view-synth. Authors: Inchang Choi, Orazio Gallo, Alejandro Troccoli, Min H. Kim, and Jan Kautz """ import torch import torchvision as vision import torch.nn.functional as F from torch.autograd import Variable import pydensecrf.densecrf as dcrf import numpy as np import cv2 from DeepMVS.model import DeepMVS class DeepMVSWrapper(object): def __init__(self, filename_DeepMVS, n_depths=100, enable_CUDA=True, do_filter=True): self.dev_id = 0 if torch.cuda.device_count() > 1: self.dev_id = 1 self.model_deepMVS = DeepMVS(n_depths, use_gpu=enable_CUDA, gpu_id=self.dev_id) self.model_deepMVS.load_state_dict(torch.load(filename_DeepMVS)) self.model_deepMVS.share_memory() print('DeepMVS model loaded!', filename_DeepMVS) if enable_CUDA: self.model_VGGNet = vision.models.vgg19(pretrained=True).cuda(self.dev_id) else: self.model_VGGNet = vision.models.vgg19(pretrained=True) self.model_VGGNet.share_memory() self.model_VGGNet_normalize\ = vision.transforms.Normalize(mean=[0.485, 0.456, 0.406], std=[0.229, 0.224, 0.225]) print('VGGNET model loaded!') # Constants for DenseCRF. self.dict_DenseCRF = dict() ###################################### # default from DeepMVS ###################################### # self.dict_DenseCRF['sigma_xy'] = 80.0 # self.dict_DenseCRF['sigma_rgb'] = 15.0 # self.dict_DenseCRF['sigma_d'] = 10.0 # self.dict_DenseCRF['iteration_num'] = 5 # compat = np.zeros((n_depths, n_depths), dtype=np.float32) # for row in range(0, n_depths): # for col in range(0, n_depths): # compat[row, col] = (row - col) ** 2 / self.dict_DenseCRF['sigma_d'] ** 2 / 2 # self.dict_DenseCRF['compat'] = compat ##################################### ###################################### # For museum and others ###################################### self.dict_DenseCRF['sigma_xy'] = 30.0 self.dict_DenseCRF['sigma_rgb'] = 3 self.dict_DenseCRF['iteration_num'] = 20 self.dict_DenseCRF['compat'] = 10.0 # for high res # self.dict_DenseCRF['sigma_xy'] = 60 # self.dict_DenseCRF['sigma_rgb'] = 3.0 # self.dict_DenseCRF['iteration_num'] = 20 # self.dict_DenseCRF['compat'] = 10.0 ###################################### # For bikes of StereoMagnificiation ###################################### # self.dict_DenseCRF['sigma_xy'] = 25.0 # self.dict_DenseCRF['sigma_rgb'] = 10.0 # self.dict_DenseCRF['iteration_num'] = 5 # self.dict_DenseCRF['compat'] = 5.0 self.n_depths = n_depths self.patch_size = 128 self.stride = int(self.patch_size/2) self.do_filter = do_filter def build_PSV(self, list_src_img, list_src_cam, ref_idx, height, width, min_disp, disp_step, max_depth): n_neighbors = len(list_src_img) - 1 PSV = np.zeros(shape=[n_neighbors, self.n_depths, height, width, 3], dtype=np.float32) cam_param_ref = list_src_cam[ref_idx] int_mat_ref = cam_param_ref['intrinsic'] fx_ref = int_mat_ref[0, 0] fy_ref = int_mat_ref[1, 1] cx_ref = int_mat_ref[0, 2] cy_ref = int_mat_ref[1, 2] ext_ref = cam_param_ref['extrinsic'] inv_ext_ref = np.linalg.inv(ext_ref) # for each neighbor image counter_img = 0 for i in range(len(list_src_img)): if i == ref_idx: continue img_i = list_src_img[i] cam_param_i = list_src_cam[i] # get the parameters int_mat = cam_param_i['intrinsic'] fx_i = int_mat[0, 0] fy_i = int_mat[1, 1] cx_i = int_mat[0, 2] cy_i = int_mat[1, 2] ext_i = cam_param_i['extrinsic'] # 4 Corners on the virtual camera to get te 4 rays that intersect with the depth plane src_pts = np.reshape([0, 0, width, 0, width, height, 0, height], (4, 2)) # for each depth plane for d in range(self.n_depths): disp = d * disp_step + min_disp if d == 0: depth = max_depth else: depth = 1.0 / disp # print(depth) # compute dst points dst_pts = np.zeros((4, 2)) counter_pt = 0 for p in src_pts: p_3D_ref = np.asarray([(depth * p[0] - depth * cx_ref) / fx_ref, (depth * p[1] - depth * cy_ref) / fy_ref, depth]) p_4D_ref = np.array([p_3D_ref[0], p_3D_ref[1], p_3D_ref[2], 1.0]) p_4D_world = inv_ext_ref.dot(p_4D_ref) p_4D_i = ext_i.dot(p_4D_world) dst = np.asarray([cx_i + fx_i * p_4D_i[0] / p_4D_i[2], cy_i + fy_i * p_4D_i[1] / p_4D_i[2]]) dst_pts[counter_pt, :] = dst.squeeze() counter_pt += 1 # compute homography M, mask = cv2.findHomography(dst_pts, src_pts) # warp the image result = cv2.warpPerspective(img_i, M, (width, height), flags=cv2.INTER_LINEAR, borderMode=cv2.BORDER_REPLICATE) # cv2.imshow("img_ref", img_ref) # cv2.imshow("PSV of img %02d" % (i), result) # cv2.waitKey() PSV[counter_img, d, :, :, :] = result counter_img += 1 return PSV def perform_DeepMVS(self, list_img, ref_idx, PSV, height, width, batch_size=1, use_gpu=True): # Generate VGG features. with torch.no_grad(): VGG_tensor = Variable( self.model_VGGNet_normalize(torch.FloatTensor(list_img[ref_idx].copy())).permute(2, 0, 1).unsqueeze(0)) if use_gpu: VGG_tensor = VGG_tensor.cuda(self.dev_id) VGG_scaling_factor = 0.01 for i in range(0, 4): VGG_tensor = self.model_VGGNet.features[i].forward(VGG_tensor) if use_gpu: feature_input_1x_whole = VGG_tensor.data.cpu().clone() * VGG_scaling_factor else: feature_input_1x_whole = VGG_tensor.data.clone() * VGG_scaling_factor for i in range(4, 9): VGG_tensor = self.model_VGGNet.features[i].forward(VGG_tensor) if use_gpu: feature_input_2x_whole = VGG_tensor.data.cpu().clone() * VGG_scaling_factor else: feature_input_2x_whole = VGG_tensor.data.clone() * VGG_scaling_factor for i in range(9, 14): VGG_tensor = self.model_VGGNet.features[i].forward(VGG_tensor) if use_gpu: feature_input_4x_whole = VGG_tensor.data.cpu().clone() * VGG_scaling_factor else: feature_input_4x_whole = VGG_tensor.data.clone() * VGG_scaling_factor for i in range(14, 23): VGG_tensor = self.model_VGGNet.features[i].forward(VGG_tensor) if use_gpu: feature_input_8x_whole = VGG_tensor.data.cpu().clone() * VGG_scaling_factor else: feature_input_8x_whole = VGG_tensor.data.clone() * VGG_scaling_factor for i in range(23, 32): VGG_tensor = self.model_VGGNet.features[i].forward(VGG_tensor) if use_gpu: feature_input_16x_whole = VGG_tensor.data.cpu().clone() * VGG_scaling_factor else: feature_input_16x_whole = VGG_tensor.data.clone() * VGG_scaling_factor del VGG_tensor # Stride through entire reference image. predict_raw = torch.zeros(self.n_depths, height, width) border_x = (self.patch_size - self.stride) / 2 border_y = (self.patch_size - self.stride) / 2 col_total = int((width - 2 * border_x - 1) / self.stride) + 1 row_total = int((height - 2 * border_y - 1) / self.stride) + 1 for row_idx in range(0, row_total): for col_idx in range(0, col_total): # Compute patch location for this patch and next patch. if col_idx != col_total - 1: start_x = col_idx * self.stride else: start_x = width - self.patch_size if row_idx != row_total - 1: start_y = row_idx * self.stride else: start_y = height - self.patch_size # Read plane-sweep volume and start next patch. ref_img = list_img[ref_idx][start_y:(start_y + self.patch_size), start_x:(start_x + self.patch_size), :].copy() - 0.5 sweep_volume = PSV[:, :, start_y:(start_y + self.patch_size), start_x:(start_x + self.patch_size), :].copy() - 0.5 num_neighbors = len(list_img) - 1 # Prepare the inputs. data_in_tensor = torch.FloatTensor(batch_size, 1, self.n_depths, 2, 3, self.patch_size, self.patch_size) ref_img_tensor = torch.FloatTensor(ref_img).permute(2, 0, 1).unsqueeze(0) data_in_tensor[0, 0, :, 0, ...] = ref_img_tensor.expand(self.n_depths, -1, -1, -1) with torch.no_grad(): feature_input_1x \ = Variable( feature_input_1x_whole[..., start_y:start_y + self.patch_size, start_x:start_x + self.patch_size]) feature_input_2x \ = Variable( feature_input_2x_whole[..., int(start_y / 2):int(start_y / 2) + int(self.patch_size / 2), int(start_x / 2):int(start_x / 2) + int(self.patch_size / 2)]) feature_input_4x \ = Variable( feature_input_4x_whole[..., int(start_y / 4):int(start_y / 4) + int(self.patch_size / 4), int(start_x / 4):int(start_x / 4) + int(self.patch_size / 4)]) feature_input_8x \ = Variable( feature_input_8x_whole[..., int(start_y / 8):int(start_y / 8) + int(self.patch_size / 8), int(start_x / 8):int(start_x / 8) + int(self.patch_size / 8)]) feature_input_16x \ = Variable( feature_input_16x_whole[..., int(start_y / 16):int(start_y / 16) + int(self.patch_size / 16), int(start_x / 16):int(start_x / 16) + int(self.patch_size / 16)]) if use_gpu: feature_input_1x = feature_input_1x.cuda(self.dev_id) feature_input_2x = feature_input_2x.cuda(self.dev_id) feature_input_4x = feature_input_4x.cuda(self.dev_id) feature_input_8x = feature_input_8x.cuda(self.dev_id) feature_input_16x = feature_input_16x.cuda(self.dev_id) # Loop through all neighbor images. for neighbor_idx in range(0, num_neighbors): data_in_tensor[0, 0, :, 1, ...] = torch.FloatTensor( np.moveaxis(sweep_volume[neighbor_idx, ...], -1, -3)) with torch.no_grad(): data_in = Variable(data_in_tensor) if use_gpu: data_in = data_in.cuda(self.dev_id) if neighbor_idx == 0: cost_volume \ = self.model_deepMVS.forward_feature(data_in, [feature_input_1x, feature_input_2x, feature_input_4x, feature_input_8x, feature_input_16x]).data[...] else: cost_volume \ = torch.max(cost_volume, self.model_deepMVS.forward_feature(data_in, [feature_input_1x, feature_input_2x, feature_input_4x, feature_input_8x, feature_input_16x]).data[...]) # Make final prediction. with torch.no_grad(): predict = self.model_deepMVS.forward_predict(Variable(cost_volume[:, 0, ...])) # Compute copy range. if col_idx == 0: copy_x_start = 0 copy_x_end = self.patch_size - border_x elif col_idx == col_total - 1: copy_x_start = border_x + col_idx * self.stride copy_x_end = width else: copy_x_start = border_x + col_idx * self.stride copy_x_end = copy_x_start + self.stride if row_idx == 0: copy_y_start = 0 copy_y_end = self.patch_size - border_y elif row_idx == row_total - 1: copy_y_start = border_y + row_idx * self.stride copy_y_end = height else: copy_y_start = border_y + row_idx * self.stride copy_y_end = copy_y_start + self.stride # Copy the prediction to buffer. copy_x_start = int(copy_x_start) copy_x_end = int(copy_x_end) copy_y_start = int(copy_y_start) copy_y_end = int(copy_y_end) predict_raw[..., copy_y_start:copy_y_end, copy_x_start:copy_x_end] \ = predict.data[0, :, copy_y_start - start_y:copy_y_end - start_y, copy_x_start - start_x:copy_x_end - start_x] ###################################################### # compute the depth probability ###################################################### with torch.no_grad(): depth_prob = F.softmax(Variable(predict_raw), dim=0).data.numpy() ###################################################### # Pass through DenseCRF. ###################################################### with torch.no_grad(): unary_energy = F.log_softmax(Variable(predict_raw), dim=0).data.numpy() crf = dcrf.DenseCRF2D(width, height, self.n_depths) crf.setUnaryEnergy(-unary_energy.reshape(self.n_depths, height * width)) ref_img_full = (list_img[ref_idx] * 255.0).astype(np.uint8) crf.addPairwiseBilateral(sxy=(self.dict_DenseCRF['sigma_xy'], self.dict_DenseCRF['sigma_xy']), srgb=( self.dict_DenseCRF['sigma_rgb'], self.dict_DenseCRF['sigma_rgb'], self.dict_DenseCRF['sigma_rgb']), rgbim=ref_img_full, compat=self.dict_DenseCRF['compat'], kernel=dcrf.FULL_KERNEL, normalization=dcrf.NORMALIZE_SYMMETRIC) new_raw = crf.inference(self.dict_DenseCRF['iteration_num']) new_raw = np.array(new_raw).reshape(self.n_depths, height, width) return new_raw, depth_prob def compute(self, list_src_img, list_src_cam, ref_idx, min_disp, disp_step, max_depth): img = list_src_img[0] height, width, n_channels = img.shape # build PSV PSVs = self.build_PSV(list_src_img, list_src_cam, ref_idx, height, width, min_disp, disp_step, max_depth) # call deepMVS dp_refined, dp = self.perform_DeepMVS(list_src_img, ref_idx, PSVs, height, width) if self.do_filter: return dp_refined else: return dp

44.662162

133

0.519334

8d4cacbd742147da5d6989b10bcdb6b6304489da

17,064

py

Python

eng/mgmt/automation/generate.py

yifan-zhou922/azure-sdk-for-java

e8dddefaa739e2a680529a910c81249685ea5e30

[ "MIT" ]

null

eng/mgmt/automation/generate.py

yifan-zhou922/azure-sdk-for-java

e8dddefaa739e2a680529a910c81249685ea5e30

[ "MIT" ]

null

eng/mgmt/automation/generate.py

yifan-zhou922/azure-sdk-for-java

e8dddefaa739e2a680529a910c81249685ea5e30

[ "MIT" ]

null

#!/usr/bin/env python3 import os import re import sys import json import glob import yaml import shutil import logging import argparse import requests import tempfile import subprocess import urllib.parse from typing import Tuple pwd = os.getcwd() os.chdir(os.path.abspath(os.path.dirname(sys.argv[0]))) from parameters import * from utils import set_or_increase_version from utils import update_service_ci_and_pom from utils import update_root_pom from utils import update_version from generate_data import sdk_automation as sdk_automation_data os.chdir(pwd) # Add two more indent for list in yaml dump class ListIndentDumper(yaml.SafeDumper): def increase_indent(self, flow = False, indentless = False): return super(ListIndentDumper, self).increase_indent(flow, False) def generate( sdk_root: str, service: str, spec_root: str, readme: str, autorest: str, use: str, tag: str = None, version: str = None, autorest_options: str = '', **kwargs, ) -> bool: module = ARTIFACT_FORMAT.format(service) namespace = NAMESPACE_FORMAT.format(service) output_dir = os.path.join( sdk_root, 'sdk/{0}'.format(service), module, ) shutil.rmtree(os.path.join(output_dir, 'src/main'), ignore_errors = True) if os.path.exists(os.path.join(output_dir, 'src/samples/README.md')): # samples contains hand-written code shutil.rmtree(os.path.join(output_dir, 'src/samples/java', namespace.replace('.', '/'), 'generated'), ignore_errors = True) else: shutil.rmtree(os.path.join(output_dir, 'src/samples'), ignore_errors = True) if re.match(r'https?://', spec_root): readme = urllib.parse.urljoin(spec_root, readme) else: readme = os.path.join(spec_root, readme) tag_option = '--tag={0}'.format(tag) if tag else '' version_option = '--package-version={0}'.format(version) if version else '' command = 'autorest --version={0} --use={1} --java --java.azure-libraries-for-java-folder={2} --java.output-folder={3} --java.namespace={4} {5}'.format( autorest, use, os.path.abspath(sdk_root), os.path.abspath(output_dir), namespace, ' '.join((tag_option, version_option, FLUENTLITE_ARGUMENTS, autorest_options, readme)), ) logging.info(command) if os.system(command) != 0: logging.error('[GENERATE] Autorest fail') return False module = ARTIFACT_FORMAT.format(service) group = GROUP_ID output_folder = OUTPUT_FOLDER_FORMAT.format(service) update_service_ci_and_pom(sdk_root, service, group, module) update_root_pom(sdk_root, service) update_version(sdk_root, output_folder) return True def compile_package(sdk_root, service) -> bool: module = ARTIFACT_FORMAT.format(service) if os.system( 'mvn --no-transfer-progress clean verify package -f {0}/pom.xml -Dmaven.javadoc.skip -Dgpg.skip -Drevapi.skip -pl {1}:{2} -am'.format( sdk_root, GROUP_ID, module)) != 0: logging.error('[COMPILE] Maven build fail') return False return True def generate_changelog_and_breaking_change( sdk_root, old_jar, new_jar, **kwargs, ) -> Tuple[bool, str]: logging.info('[CHANGELOG] changelog jar: {0} -> {1}'.format( old_jar, new_jar)) stdout = subprocess.run( 'mvn --no-transfer-progress clean compile exec:java -q -f {0}/eng/mgmt/changelog/pom.xml -DOLD_JAR="{1}" -DNEW_JAR="{2}"' .format(sdk_root, old_jar, new_jar), stdout = subprocess.PIPE, shell = True, ).stdout logging.info('[CHANGELOG] changelog output: {0}'.format(stdout)) config = json.loads(stdout) return (config.get('breaking', False), config.get('changelog', '')) def update_changelog(changelog_file, changelog): version_pattern = '^## (\d+\.\d+\.\d+(?:-[\w\d\.]+)?) $(.*?)$' with open(changelog_file, 'r') as fin: old_changelog = fin.read() first_version = re.search(version_pattern, old_changelog, re.M) if not first_version: logging.error( '[Changelog][Skip] Cannot read first version from {}'.format( changelog_file)) return left = old_changelog[first_version.end():] second_version = re.search(version_pattern, left, re.M) if not second_version: logging.error( '[Changelog][Skip] Cannot read second version from {}'.format( changelog_file)) return first_version_part = old_changelog[:first_version.end() + second_version.start()] # remove text starting from the first '###' (usually the block '### Features Added') first_version_part = re.sub('\n###.*', '\n', first_version_part, re.S) first_version_part = re.sub('\s+$', '', first_version_part) first_version_part += '\n\n' if changelog.strip() != '': first_version_part += changelog.strip() + '\n\n' with open(changelog_file, 'w') as fout: fout.write(first_version_part + old_changelog[first_version.end() + second_version.start():]) logging.info('[Changelog][Success] Write to changelog') def compare_with_maven_package(sdk_root, service, stable_version, current_version): logging.info('[Changelog] Compare stable version {0} with current version {1}'.format(stable_version, current_version)) if stable_version == current_version: logging.info('[Changelog][Skip] no previous version') return module = ARTIFACT_FORMAT.format(service) r = requests.get( MAVEN_URL.format(group_id = GROUP_ID.replace('.', '/'), artifact_id = module, version = stable_version)) r.raise_for_status() old_jar_fd, old_jar = tempfile.mkstemp('.jar') try: with os.fdopen(old_jar_fd, 'wb') as tmp: tmp.write(r.content) new_jar = os.path.join( sdk_root, JAR_FORMAT.format(service = service, artifact_id = module, version = current_version)) if not os.path.exists(new_jar): raise Exception('Cannot found built jar in {0}'.format(new_jar)) breaking, changelog = generate_changelog_and_breaking_change( sdk_root, old_jar, new_jar) if changelog: changelog_file = os.path.join( sdk_root, CHANGELOG_FORMAT.format(service = service, artifact_id = module)) update_changelog(changelog_file, changelog) else: logging.error('[Changelog][Skip] Cannot get changelog') finally: os.remove(old_jar) def get_version( sdk_root: str, service: str, ) -> str: version_file = os.path.join(sdk_root, 'eng/versioning/version_client.txt') module = ARTIFACT_FORMAT.format(service) project = '{0}:{1}'.format(GROUP_ID, module) with open(version_file, 'r') as fin: for line in fin.readlines(): version_line = line.strip() if version_line.startswith('#'): continue versions = version_line.split(';') if versions[0] == project: return version_line logging.error('Cannot get version of {0}'.format(project)) return None def parse_args() -> argparse.Namespace: parser = argparse.ArgumentParser() parser.add_argument( '--spec-root', default = 'https://raw.githubusercontent.com/Azure/azure-rest-api-specs/main/', help = 'Spec root folder', ) parser.add_argument( '-r', '--readme', help = 'Readme path, Sample: "storage" or "specification/storage/resource-manager/readme.md"', ) parser.add_argument('-t', '--tag', help = 'Specific tag') parser.add_argument('-v', '--version', help = 'Specific sdk version') parser.add_argument( '-s', '--service', help = 'Service Name if not the same as spec name', ) parser.add_argument( '-u', '--use', default = AUTOREST_JAVA, help = 'Autorest java plugin', ) parser.add_argument( '--autorest', default = AUTOREST_CORE_VERSION, help = 'Autorest version', ) parser.add_argument( '--autorest-options', default = '', help = 'Additional autorest options', ) parser.add_argument('--suffix', help = 'Suffix for namespace and artifact') parser.add_argument( '--auto-commit-external-change', action = 'store_true', help = 'Automatic commit the generated code', ) parser.add_argument('--user-name', help = 'User Name for commit') parser.add_argument('--user-email', help = 'User Email for commit') parser.add_argument( 'config', nargs = '*', ) return parser.parse_args() def update_parameters(suffix): # update changeable parameters in parameters.py global SUFFIX, NAMESPACE_SUFFIX, ARTIFACT_SUFFIX, NAMESPACE_FORMAT, ARTIFACT_FORMAT, OUTPUT_FOLDER_FORMAT SUFFIX = suffix NAMESPACE_SUFFIX = '.{0}'.format(SUFFIX) if SUFFIX else '' ARTIFACT_SUFFIX = '-{0}'.format(SUFFIX) if SUFFIX else '' NAMESPACE_FORMAT = 'com.azure.resourcemanager.{{0}}{0}'.format( NAMESPACE_SUFFIX) ARTIFACT_FORMAT = 'azure-resourcemanager-{{0}}{0}'.format(ARTIFACT_SUFFIX) OUTPUT_FOLDER_FORMAT = 'sdk/{{0}}/{0}'.format(ARTIFACT_FORMAT) def valid_service(service: str): return re.sub('[^a-z0-9_]', '', service.lower()) def read_api_specs(api_specs_file: str) -> Tuple[str, dict]: # return comment and api_specs with open(api_specs_file) as fin: lines = fin.readlines() comment = '' for i, line in enumerate(lines): if not line.strip().startswith('#'): comment = ''.join(lines[:i]) api_specs = yaml.safe_load(''.join(lines[i:])) break else: raise Exception('api-specs.yml should has non comment line') return comment, api_specs def write_api_specs(api_specs_file: str, comment: str, api_specs: dict): with open(api_specs_file, 'w') as fout: fout.write(comment) fout.write(yaml.dump(api_specs, Dumper = ListIndentDumper)) def get_and_update_service_from_api_specs( api_specs_file: str, spec: str, service: str = None, ): SPECIAL_SPEC = {'resources'} if spec in SPECIAL_SPEC: if not service: service = spec return valid_service(service) comment, api_specs = read_api_specs(api_specs_file) api_spec = api_specs.get(spec) if not service: if api_spec: service = api_spec.get('service') if not service: service = spec service = valid_service(service) if service != spec: api_specs[spec] = dict() if not api_spec else api_spec api_specs[spec]['service'] = service write_api_specs(api_specs_file, comment, api_specs) return service def get_suffix_from_api_specs(api_specs_file: str, spec: str): comment, api_specs = read_api_specs(api_specs_file) api_spec = api_specs.get(spec) if api_spec and api_spec.get('suffix'): return api_spec.get('suffix') return SUFFIX def sdk_automation(input_file: str, output_file: str): base_dir = os.path.abspath(os.path.dirname(sys.argv[0])) sdk_root = os.path.abspath(os.path.join(base_dir, SDK_ROOT)) api_specs_file = os.path.join(base_dir, API_SPECS_FILE) with open(input_file, 'r') as fin: config = json.load(fin) packages = [] for readme in config['relatedReadmeMdFiles']: match = re.search( 'specification/([^/]+)/resource-manager/readme.md', readme, re.IGNORECASE, ) if not match: logging.info( '[Skip] readme path does not format as specification/*/resource-manager/readme.md' ) else: spec = match.group(1) service = get_and_update_service_from_api_specs( api_specs_file, spec) pre_suffix = SUFFIX suffix = get_suffix_from_api_specs(api_specs_file, spec) update_parameters(suffix) # TODO: use specific function to detect tag in "resources" tag = None if service == 'resources': with open(os.path.join(config['specFolder'], readme)) as fin: tag_match = re.search('tag: (package-resources-[\S]+)', fin.read()) if tag_match: tag = tag_match.group(1) else: tag = 'package-resources-2020-10' module = ARTIFACT_FORMAT.format(service) stable_version, current_version = set_or_increase_version( sdk_root, GROUP_ID, module ) succeeded = generate( sdk_root, service, spec_root = config['specFolder'], readme = readme, autorest = AUTOREST_CORE_VERSION, use = AUTOREST_JAVA, tag = tag, ) if succeeded: compile_package(sdk_root, service) generated_folder = OUTPUT_FOLDER_FORMAT.format(service) packages.append({ 'packageName': '{0}'.format(ARTIFACT_FORMAT.format(service)), 'path': [ generated_folder, CI_FILE_FORMAT.format(service), POM_FILE_FORMAT.format(service), 'eng/versioning', 'pom.xml', ], 'readmeMd': [readme], 'artifacts': [ '{0}/pom.xml'.format(generated_folder), ] + [ jar for jar in glob.glob('{0}/target/*.jar'.format( generated_folder)) ], 'result': 'succeeded' if succeeded else 'failed', }) update_parameters(pre_suffix) if not packages: # try data-plane codegen packages = sdk_automation_data(config) with open(output_file, 'w') as fout: output = { 'packages': packages, } json.dump(output, fout) def main(): args = vars(parse_args()) if args.get('config'): return sdk_automation(args['config'][0], args['config'][1]) base_dir = os.path.abspath(os.path.dirname(sys.argv[0])) sdk_root = os.path.abspath(os.path.join(base_dir, SDK_ROOT)) api_specs_file = os.path.join(base_dir, API_SPECS_FILE) readme = args['readme'] match = re.match( 'specification/([^/]+)/resource-manager/readme.md', readme, re.IGNORECASE, ) if not match: spec = readme readme = 'specification/{0}/resource-manager/readme.md'.format(spec) else: spec = match.group(1) args['readme'] = readme args['spec'] = spec # update_parameters( # args.get('suffix') or get_suffix_from_api_specs(api_specs_file, spec)) update_parameters(args.get('suffix')) service = get_and_update_service_from_api_specs(api_specs_file, spec, args['service']) args['service'] = service module = ARTIFACT_FORMAT.format(service) stable_version, current_version = set_or_increase_version(sdk_root, GROUP_ID, module, **args) args['version'] = current_version succeeded = generate(sdk_root, **args) if succeeded: succeeded = compile_package(sdk_root, service) if succeeded: compare_with_maven_package(sdk_root, service, stable_version, current_version) if args.get('auto_commit_external_change') and args.get( 'user_name') and args.get('user_email'): pwd = os.getcwd() try: os.chdir(sdk_root) os.system('git add eng/versioning eng/mgmt pom.xml {0} {1}'.format( CI_FILE_FORMAT.format(service), POM_FILE_FORMAT.format(service))) os.system( 'git -c user.name={0} -c user.email={1} commit -m "[Automation] External Change"' .format(args['user_name'], args['user_email'])) finally: os.chdir(pwd) if not succeeded: raise RuntimeError('Failed to generate code or compile the package') if __name__ == '__main__': logging.basicConfig( stream=sys.stdout, level=logging.INFO, format='%(asctime)s %(levelname)s %(message)s', datefmt='%Y-%m-%d %X', ) main()

33.263158

156

0.597398

d98085f8f4d98c54e03e40d80217b31e8a9bb189

3,414

py

Python

scripts/kconfig/kconfig.py

FingerprintCardsAB/zephyr

2055b84f7909453904606a83192497f10ce132d4

[ "Apache-2.0" ]

null

scripts/kconfig/kconfig.py

FingerprintCardsAB/zephyr

2055b84f7909453904606a83192497f10ce132d4

[ "Apache-2.0" ]

null

scripts/kconfig/kconfig.py

FingerprintCardsAB/zephyr

2055b84f7909453904606a83192497f10ce132d4

[ "Apache-2.0" ]

null

#!/usr/bin/env python3 # Modified from: https://github.com/ulfalizer/Kconfiglib/blob/master/examples/merge_config.py import argparse import sys from kconfiglib import Kconfig, Symbol, BOOL, STRING, TRISTATE, TRI_TO_STR def main(): parse_args() print("Parsing Kconfig tree in {}".format(args.kconfig_root)) kconf = Kconfig(args.kconfig_root) # Enable warnings for assignments to undefined symbols kconf.enable_undef_warnings() # This script uses alldefconfig as the base. Other starting states could be set # up here as well. The approach in examples/allnoconfig_simpler.py could # provide an allnoconfig starting state for example. print("Using {} as base".format(args.conf_fragments[0])) for config in args.conf_fragments[1:]: print("Merging {}".format(config)) # Create a merged configuration by loading the fragments with replace=False for config in args.conf_fragments: kconf.load_config(config, replace=False) # Print warnings for symbols whose actual value doesn't match the assigned # value for sym in kconf.defined_syms: # Was the symbol assigned to? if sym.user_value is not None: verify_assigned_value(sym) # Turn the warning for malformed .config lines into an error for warning in kconf.warnings: if "ignoring malformed line" in warning: print("Aborting due to malformed configuration settings", file=sys.stderr) sys.exit(1) # Write the merged configuration kconf.write_config(args.dotconfig) # Write the C header kconf.write_autoconf(args.autoconf) def verify_assigned_value(sym): # Verifies that the value assigned to 'sym' "took" (matches the value the # symbol actually got), printing a warning otherwise # Tristate values are represented as 0, 1, 2. Having them as # "n", "m", "y" is more convenient here, so convert. if sym.type in (BOOL, TRISTATE): user_value = TRI_TO_STR[sym.user_value] else: user_value = sym.user_value if user_value != sym.str_value: print('warning: {} was assigned the value "{}" but got the value "{}". ' "Check its dependencies in the 'menuconfig' interface (see the " "Application Development Primer section of the manual), or in " "the Kconfig reference at " "http://docs.zephyrproject.org/reference/kconfig/CONFIG_{}.html " "(which is updated regularly from the master branch)" .format(name_and_loc(sym), user_value, sym.str_value, sym.name), file=sys.stderr) def name_and_loc(sym): # Helper for printing the name and Kconfig file location(s) for a symbol if not sym.nodes: return sym.name + " (undefined)" return "{} (defined at {})".format( sym.name, ", ".join("{}:{}".format(node.filename, node.linenr) for node in sym.nodes)) def parse_args(): global args parser = argparse.ArgumentParser( description=__doc__, formatter_class=argparse.RawDescriptionHelpFormatter ) parser.add_argument("kconfig_root") parser.add_argument("dotconfig") parser.add_argument("autoconf") parser.add_argument("conf_fragments", metavar='conf', type=str, nargs='+') args = parser.parse_args() if __name__ == "__main__": main()

33.145631

93

0.668424

58411c0bd9ad916e2af7fae25d0dfab6028602dc

3,218

py

Python

my_plugins/YouCompleteMe/third_party/ycmd/ycmd/tests/javascript/__init__.py

liutongliang/myVim

6c7ab36f25f4a5e2e1daeab8c43509975eb031e3

[ "MIT" ]

2

2018-04-16T03:08:42.000Z

2021-01-06T10:21:49.000Z

my_plugins/YouCompleteMe/third_party/ycmd/ycmd/tests/javascript/__init__.py

liutongliang/myVim

6c7ab36f25f4a5e2e1daeab8c43509975eb031e3

[ "MIT" ]

null

my_plugins/YouCompleteMe/third_party/ycmd/ycmd/tests/javascript/__init__.py

liutongliang/myVim

6c7ab36f25f4a5e2e1daeab8c43509975eb031e3

[ "MIT" ]

null

# Copyright (C) 2018 ycmd contributors # # This file is part of ycmd. # # ycmd is free software: you can redistribute it and/or modify # it under the terms of the GNU General Public License as published by # the Free Software Foundation, either version 3 of the License, or # (at your option) any later version. # # ycmd is distributed in the hope that it will be useful, # but WITHOUT ANY WARRANTY; without even the implied warranty of # MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the # GNU General Public License for more details. # # You should have received a copy of the GNU General Public License # along with ycmd. If not, see <http://www.gnu.org/licenses/>. from __future__ import unicode_literals from __future__ import print_function from __future__ import division from __future__ import absolute_import # Not installing aliases from python-future; it's unreliable and slow. from builtins import * # noqa from mock import patch import functools import os from ycmd.tests.test_utils import ( ClearCompletionsCache, IsolatedApp, SetUpApp, StopCompleterServer, WaitUntilCompleterServerReady ) shared_app = None def PathToTestFile( *args ): dir_of_current_script = os.path.dirname( os.path.abspath( __file__ ) ) return os.path.join( dir_of_current_script, 'testdata', *args ) def setUpPackage(): """Initializes the ycmd server as a WebTest application that will be shared by all tests using the SharedYcmd decorator in this package. Additional configuration that is common to these tests, like starting a semantic subserver, should be done here.""" global shared_app with patch( 'ycmd.completers.javascript.hook.' 'ShouldEnableTernCompleter', return_value = False ): shared_app = SetUpApp() WaitUntilCompleterServerReady( shared_app, 'javascript' ) def tearDownPackage(): global shared_app StopCompleterServer( shared_app, 'javascript' ) def SharedYcmd( test ): """Defines a decorator to be attached to tests of this package. This decorator passes the shared ycmd application as a parameter. Do NOT attach it to test generators but directly to the yielded tests.""" global shared_app @functools.wraps( test ) def Wrapper( *args, **kwargs ): ClearCompletionsCache() return test( shared_app, *args, **kwargs ) return Wrapper def IsolatedYcmd( test ): """Defines a decorator to be attached to tests of this package. This decorator passes a unique ycmd application as a parameter. It should be used on tests that change the server state in a irreversible way (ex: a semantic subserver is stopped or restarted) or expect a clean state (ex: no semantic subserver started, no .ycm_extra_conf.py loaded, etc). Do NOT attach it to test generators but directly to the yielded tests.""" @functools.wraps( test ) def Wrapper( *args, **kwargs ): with patch( 'ycmd.completers.javascript.hook.' 'ShouldEnableTernCompleter', return_value = False ): with IsolatedApp() as app: try: test( app, *args, **kwargs ) finally: StopCompleterServer( app, 'javascript' ) return Wrapper

34.978261

80

0.726538

6d4882b3c8b168ce59786832f20b97eebd5ecad5

161

py

Python

pyorbit/services/__init__.py

davidchristine88/pyorbit

6bf81573145ec3c6fe22f046920f069817eb0845

[ "MIT" ]

null

pyorbit/services/__init__.py

davidchristine88/pyorbit

6bf81573145ec3c6fe22f046920f069817eb0845

[ "MIT" ]

2

2018-02-02T18:34:12.000Z

2018-02-03T14:37:08.000Z

pyorbit/services/__init__.py

davidchristine88/pyorbit

6bf81573145ec3c6fe22f046920f069817eb0845

[ "MIT" ]

3

2018-02-02T20:14:37.000Z

2018-06-22T17:54:52.000Z

from .config import Config from .status import Status from .system import System from .fw import Firmware from .cell_fw import CellFirmware from .pki import PKI

23

33

0.813665

8445832ebe9055d8f68a97292e9cb16c6ae5895d

1,538

py

Python

models/base_rnn.py

sarrouti/multi-class-text-classification-pytorch

7d208e0b57afa0bdfdd12ac50d5b1f962333f1dc

[ "MIT" ]

3

2021-03-09T02:39:30.000Z

2022-01-05T06:00:55.000Z

models/base_rnn.py

sarrouti/multi-class-text-classification-pytorch

7d208e0b57afa0bdfdd12ac50d5b1f962333f1dc

[ "MIT" ]

null

models/base_rnn.py

sarrouti/multi-class-text-classification-pytorch

7d208e0b57afa0bdfdd12ac50d5b1f962333f1dc

[ "MIT" ]

null

#!/usr/bin/env python3 # -*- coding: utf-8 -*- """ Created on Fri Apr 10 02:09:09 2020 @author: sarroutim2 """ import torch.nn as nn class BaseRNN(nn.Module): """Applies a multi-layer RNN to an input sequence. Note: Do not use this class directly, use one of the sub classes. Inputs: ``*args``, ``**kwargs`` - ``*args``: variable length argument list. - ``**kwargs``: arbitrary keyword arguments. Attributes: SYM_MASK: masking symbol SYM_EOS: end-of-sequence symbol """ SYM_MASK = "MASK" SYM_EOS = "EOS" def __init__(self, vocab_size, hidden_dim, dropout, num_layers, rnn_cell): """Constructor for BaseRNN. Args: vocab_size (int): size of the vocabulary max_len (int): maximum allowed length for the sequence to be processed hidden_size (int): number of features in the hidden state `h` input_dropout_p (float): dropout probability for the input sequence dropout_p (float): dropout probability for the output sequence n_layers (int): number of recurrent layers rnn_cell (str): type of RNN cell (Eg. 'LSTM' , 'GRU') """ super(BaseRNN, self).__init__() self.vocab_size = vocab_size self.hidden_dim = hidden_dim self.num_layers = num_layers self.rnn_cell = getattr(nn, rnn_cell.upper()) self.dropout = dropout def forward(self, *args, **kwargs): raise NotImplementedError()

30.76

82

0.613134

9ab025fd6e39fbf843e98780bcef23db09059a1e

901

py

Python

Flask/Dashboards/Light/app/models.py

stanman71/Python

fe442e421362b22f61d05235e835a568d9ce3aef

[ "MIT" ]

1

2019-02-18T18:56:07.000Z

Flask/Dashboards/Light/app/models.py

stanman71/Python

fe442e421362b22f61d05235e835a568d9ce3aef

[ "MIT" ]

null

Flask/Dashboards/Light/app/models.py

stanman71/Python

fe442e421362b22f61d05235e835a568d9ce3aef

[ "MIT" ]

null

# -*- encoding: utf-8 -*- """ Light Bootstrap Dashboard - coded in Flask Author : AppSeed App Generator Design : Creative-Tim.com License : MIT Support : https://appseed.us/support """ from app import db from flask_login import UserMixin class User(UserMixin, db.Model): id = db.Column(db.Integer, primary_key=True) user = db.Column(db.String(64), unique = True) email = db.Column(db.String(120), unique = True) password = db.Column(db.String(500)) def __init__(self, user, email, password): self.user = user self.password = password self.email = email def __repr__(self): return '<User %r>' % (self.id) def save(self): # inject self into db session db.session.add ( self ) # commit change and save the object db.session.commit( ) return self

23.710526

58

0.599334

d277e4cebdcff47cf9c3e5ff62409a3bd0eec276

49,290

py

Python

rvGraph.py

ArmelliniMG/sumoDRToffline

8cb6b24232818ddeb4ec713cd7b124b2d4326cda

[ "MIT" ]

2

2021-07-22T01:47:20.000Z

2021-09-21T17:55:51.000Z

rvGraph.py

ArmelliniMG/sumoDRToffline

8cb6b24232818ddeb4ec713cd7b124b2d4326cda

[ "MIT" ]

null

rvGraph.py

ArmelliniMG/sumoDRToffline

8cb6b24232818ddeb4ec713cd7b124b2d4326cda

[ "MIT" ]

null

# (C) 2021 Armellini # This code is licensed under MIT license (see LICENSE for details) # @file rvGraph.py # @author Maria Giuliana Armellini # @date 2020-01-01 # Creates the pairwise Graph for requests and vehicles try: import xml.etree.cElementTree as ET except ImportError as e: print("recovering from ImportError '%s'" % e) import xml.etree.ElementTree as ET import subprocess import re from collections import namedtuple import sys import os if 'SUMO_HOME' in os.environ: tools = os.path.join(os.environ['SUMO_HOME'], 'tools') sys.path.append(tools) else: sys.exit("please declare environment variable 'SUMO_HOME'") import sumolib # noqa def get_direct_routes(options, requests): # determined shortest route for each request with open("temp_dua/aux_dua_input.xml", "w+") as dua_file: dua_file.write("<routes>\n") for req in requests: # write Duarouter input dua_file.write("""\t<trip id="SR-%sy_%sz" depart="0.0" departPos="%0.1f" from="%s" to="%s" arrivalPos="%0.1f"/>\n""" % # noqa (req.ID, req.ID, req.orig_pos, req.orig_edge, req.dest_edge, req.dest_pos)) dua_file.write("</routes>\n") # run duarouter: duarouter = sumolib.checkBinary('duarouter') subprocess.call([duarouter, "-n", options.network, "--route-files", "temp_dua/aux_dua_input.xml", "-o", "temp_dua/aux_dua_output.xml", "--ignore-errors", "true", "--no-warnings", "true"]) # parse solutions: for trip, route in sumolib.xml.parse_fast_nested("temp_dua/aux_dua_output.alt.xml", # noqa "vehicle", ("id"), "route", ("cost", "edges")): # noqa travel_time = int(float(route.cost)) route_id = trip.id.split("-")[1] req_id = int(route_id.split("_")[1][:-1]) request = [req for req in requests if req.ID == req_id][0] # set direct route time (minimum travel time) request.direct_route = travel_time + options.stop_length if len(route.edges.split(" ")) <= 1: print("Warning: Request %s has same origin/destination edge" % request.ID) # define time windows with drf if not given if request.orig_window and request.dest_window: continue elif not request.orig_window and not request.dest_window: earliest_pickup = request.depart earliest_dropoff = earliest_pickup + travel_time latest_dropoff = earliest_pickup + max(options.drf_min, (travel_time * request.drf)) latest_pickup = latest_dropoff - travel_time elif not request.orig_window and request.dest_window: # reset value if pickup at depart time lead to a longer route earliest_pickup = max(request.depart, request.dest_window[1] - travel_time * request.drf) # noqa # earliest pick up not later than earliest drop off earliest_pickup = min(earliest_pickup, request.dest_window[0] - travel_time) latest_pickup = request.dest_window[1] - travel_time elif request.orig_window and not request.dest_window: earliest_dropoff = request.orig_window[0] + travel_time latest_dropoff = request.orig_window[1] + max(options.drf_min, (travel_time * request.drf)) # noqa # set time windows if not request.orig_window: request.orig_window = [earliest_pickup, latest_pickup] if not request.dest_window: request.dest_window = [earliest_dropoff, latest_dropoff] # DEBUG only if request.orig_window[0] > request.orig_window[1]: print("Bug: Origin window of request ", req_id, " not possible. Latest time < than earlier") if request.dest_window[0] > request.dest_window[1]: print("Bug: Destination window of request ", req_id, " not possible. Latest time < than earlier") def get_pt_routes(requests, options, unique_stops, service_areas, req_trip, drt_service, pt_stops): # determined DRT service area and # if a trip with PT is required for each request with open("temp_dua/aux_duapt_input.xml", "w+") as dua_PTfile: dua_PTfile.write("<routes>\n") requests.sort(key=lambda x: x.depart) for req in requests: req.drt = [] search_PT = False for area in service_areas: if req.orig_edge in area.edges and req.dest_edge in area.edges: # request in DRT area req.drt.append(drt_service(area.name, "both")) req.trips.append(req_trip(req.ID, req.ID, req.orig_edge, req.dest_edge, req.orig_pos, req.dest_pos, req.depart, req.orig_window, req.dest_window, area.name, None, None, None, None, None)) elif req.orig_edge in area.edges: # only request origin in DRT area. # First mile with DRT and then PT req.drt.append(drt_service(area.name, "first")) search_PT = True elif req.dest_edge in area.edges: # only request destination in DRT area. # Last mile with DRT (before PT) req.drt.append(drt_service(area.name, "last")) search_PT = True if not req.drt: # Trip not possible: request origin and destination are not in # a DRT service area print("Request %s could not be served. Origin and destination outside DRT service areas" % req.ID) # noqa req.rejected = True req.rejected_cause = "No DRT service available in trip area" if search_PT: # if trip with PT is necessary # Write trip for PT dua_PTfile.write("""\t<person id="%s" depart="%d">\n""" % (req.ID, req.depart)) dua_PTfile.write("""\t\t<personTrip from="%s" to="%s" modes="public"/>\n""" % # noqa (req.orig_edge, req.dest_edge)) dua_PTfile.write("\t</person>\n") # Write trip from request origin to all possibles PT stops for stop_id, stop_edge in unique_stops.items(): dua_PTfile.write("""\t<person id="%s-%s" depart="0">\n""" % (req.ID, stop_id)) dua_PTfile.write("""\t\t<walk from="%s" to="%s"/>\n""" % (req.orig_edge, stop_edge)) dua_PTfile.write("\t</person>\n") dua_PTfile.write("""\t<person id="%s-%s" depart="0">\n""" % (stop_id, req.ID)) dua_PTfile.write("""\t\t<walk from="%s" to="%s"/>\n""" % (stop_edge, req.dest_edge)) dua_PTfile.write("\t</person>\n") dua_PTfile.write("</routes>\n") # runs Duarouter.py for public transport: duarouter = sumolib.checkBinary('duarouter') subprocess.call([duarouter, "-n", options.network, "--additional-files", options.additional, "--route-files", "temp_dua/aux_duapt_input.xml", "-o", "temp_dua/aux_duapt_output.xml", "--ignore-errors", "true", "--no-warnings", "true"]) # remove trips that requires pt combination pt_combination = {} pt_routed = [] count = -1 index = None rejected = None for _, parsenode in ET.iterparse("temp_dua/aux_duapt_output.xml", None): count += 1 if parsenode.tag == "walk" and "busStop" in parsenode.attrib and not index: # noqa from_stop = parsenode.attrib["busStop"] elif parsenode.tag == "ride": if index: # if person need more than 1 pt ride, trip not possible rejected = True continue to_stop = parsenode.attrib["busStop"] pt_line = parsenode.attrib["lines"] index = count elif parsenode.tag == "person" and "-" not in parsenode.attrib["id"]: pt_routed.append(int(parsenode.attrib["id"])) if rejected: # if person need more than 1 pt ride, trip not possible req = [x for x in requests if x.ID == int(parsenode.attrib["id"])][0] print("Request %s could not be served. PT connection requires multiple lines" % # noqa parsenode.attrib["id"]) req.rejected = True req.rejected_cause = "PT connection requires multiple lines" elif not from_stop: # if not pt combination possible req = [x for x in requests if x.ID == int(parsenode.attrib["id"])][0] print("Request %s could not be served. PT connection not available" % # noqa parsenode.attrib["id"]) req.rejected = True req.rejected_cause = "PT connection not available" else: pt_combination[parsenode.attrib["id"]] = [from_stop, to_stop, pt_line, index] from_stop, to_stop, pt_line, index, rejected = [None] * 5 count = -1 elif parsenode.tag == "person" and "-" in parsenode.attrib["id"]: count = -1 for req in requests: if req.ID not in pt_routed: print("Request %s could not be served. PT connection not available" % req.ID) # noqa req.rejected = True req.rejected_cause = "PT connection not available" # for person in sumolib.xml.parse("%saux_dua_output.xml" % options.path, # "person"): # if "-" in person.id: # # walk trip # continue # elif person.id not in pt_combination: # for index, trip in enumerate(person._child_list): # if trip.name == "ride": # from_stop = person._child_list[index-1].busStop # pt_combination[person.id] = [from_stop, trip.busStop, # trip.lines, index] # else: # # if person have to take more than 1 PT, trip not possible # del pt_combination[person.id] # req = [x for x in requests if x.ID == int(person.id)][0] # print("Request %s could not be served. No connection with PT # available" % person.id) # req.rejected = True # parse travel times travel_time = {} for person, trip in sumolib.xml.parse_fast_nested("temp_dua/aux_duapt_output.alt.xml", # noqa "person", ("id"), "personTrip", ("costs")): costs = [int(float(x)) for x in trip.costs.split(' ')] if "-" in person.id: # should be only 1 cost travel_time[person.id] = sum(costs) elif person.id in pt_combination: # first/last cost is the walk time to/from stop ride_index = pt_combination[person.id][3] walk_first = sum(costs[:ride_index]) walk_last = sum(costs[ride_index+1:]) travel_time[person.id] = [walk_first, costs[ride_index], walk_last] # read public transport routes: for key in pt_combination: req = [x for x in requests if x.ID == int(key)][0] bus_stop_from = pt_combination[key][0] bus_stop_to = pt_combination[key][1] pt_line = pt_combination[key][2] first_mile = travel_time[key][0] last_mile = travel_time[key][2] string_pos = 96 # set DRT service for first and last mile if req.drt[0].leg == "first": try: first_area = req.drt[0].area second_area = req.drt[1].area except: first_area = req.drt[0].area second_area = None else: try: second_area = req.drt[0].area first_area = req.drt[1].area except: second_area = req.drt[0].area first_area = None for area in service_areas: if area.name == first_area: first_area_edges = area.edges if area.name == second_area: second_area_edges = area.edges if first_mile <= options.maxwalk and last_mile <= options.maxwalk: print("Request %s could not be served. Connection with PT with a short walking time is available" % # noqa req.ID) req.rejected = True req.rejected_cause = "PT connection accessible by walking" elif first_mile > options.maxwalk and last_mile > options.maxwalk: if first_area is None or second_area is None: print("Request %s could not be served. Walking times from/to PT exceed the maximum and there is no DRT service for the first/last mile" % # noqa req.ID) req.rejected = True req.rejected_cause = "No DRT service available in first/last mile area" # noqa continue # Max walking time to/from PT is exceeded: DRT service for first # and second leg trip # search all usable PT stops for stop1 in pt_stops: if pt_line not in stop1.line: continue elif stop1.edge not in first_area_edges: continue elif not req.orig_window[0] < (stop1.time - options.minwait): continue pt_vehicle = stop1.vehicle for stop2 in pt_stops: if stop1.stop == stop2.stop: continue if pt_line not in stop2.line: continue elif stop1.time > stop2.time: continue elif not stop2.vehicle == pt_vehicle: continue elif stop2.edge not in second_area_edges: continue elif not (stop2.time + options.minwait) < req.dest_window[1]: # noqa continue # first mile trip string_pos = string_pos+1 first_dest_window = [max(req.orig_window[0], (stop1.time - options.maxwait)), # noqa (stop1.time - options.minwait)] first_orig_window = [req.orig_window[0], min(req.orig_window[1], first_dest_window[1])] # noqa req.trips.append(req_trip(req.ID, "%i%s" % (req.ID, chr(string_pos)), # noqa req.orig_edge, stop1.edge, req.orig_pos, 10, req.depart, first_orig_window, first_dest_window, first_area, pt_line, pt_vehicle, stop1.stop, stop2.stop, "first")) if first_dest_window[0] > first_dest_window[1]: print("Bug: Destination window of request ", req.ID, " for Trip ", req.ID, "%i%s" % (req.ID, chr(string_pos)), "not possible. Latest time minor than earlier") # last mile trip # string_pos = string_pos+1 last_orig_window = [(stop2.time + options.minwait), min(stop2.time + options.maxwait, req.dest_window[1])] # noqa req.trips.append(req_trip("%i%s" % (req.ID, chr(string_pos)), # noqa req.ID, stop2.edge, req.dest_edge, 10, req.dest_pos, req.depart, last_orig_window, req.dest_window, second_area, pt_line, pt_vehicle, stop1.stop, stop2.stop, "last")) if last_orig_window[0] > last_orig_window[1]: print("Bug: Origin window of request ", req.ID, " for Trip ", "%i%s" % (req.ID, chr(string_pos)), req.ID, "not possible. Latest time minor than earlier") # noqa # set request value to 0.5 to secure that both first # and last mile will served req.value = 0.5 elif first_mile > options.maxwalk: if first_area is None: print("Request %s could not be served. First mile requires DRT service and there is no service in the area" % # noqa req.ID) req.rejected = True req.rejected_cause = "No DRT service available in first mile area" # noqa continue # Max walking time to PT exceeded: DRT service from origin to # PT line (first leg trip) stop2 = bus_stop_to possible = False # first check which pt vehicles can take the request to make at # destination on time walk_time = travel_time["%s-%s" % (stop2, req.ID)] latest_PT_arrival = req.dest_window[1] - walk_time try: stop2_vehicles = [stop.vehicle for stop in pt_stops if stop.stop == stop2 and req.orig_window[0] < stop.time <= latest_PT_arrival] # noqa except: continue for stop2_vehicle in stop2_vehicles: stop2_times = [stop.time for stop in pt_stops if stop.stop == stop2 and req.orig_window[0] < stop.time <= latest_PT_arrival] # noqa for stop2_time in stop2_times: # search all usable PT stops for stop1 in pt_stops: if stop1.stop == stop2: continue if pt_line not in stop1.line: continue elif stop1.time > stop2_time: continue elif stop1.edge not in first_area_edges: continue elif stop1.vehicle not in stop2_vehicle: continue elif not req.orig_window[0] < (stop1.time - options.minwait): # noqa continue # if pt_line in stop1.line and stop1.edge in # first_area_edges and stop1.vehicle in stop2_vehicle # and req.orig_window[0] < (stop1.time-options.minwait) # if stop is used by the pt line and if the stop is in # the service area of the DRT and if the vehicle is # possible and if the pt line stops at the stop # after the earliest request depart possible = True string_pos = string_pos+1 first_dest_window = [max(req.orig_window[0], (stop1.time - options.maxwait)), # noqa (stop1.time - options.minwait)] first_orig_window = [req.orig_window[0], min(req.orig_window[1], first_dest_window[1])] # noqa req.trips.append(req_trip("%i%s" % (req.ID, chr(string_pos)), # noqa "%i%s" % (req.ID, chr(string_pos)), # noqa req.orig_edge, stop1.edge, req.orig_pos, 10, req.depart, first_orig_window, first_dest_window, first_area, pt_line, stop2_vehicle, stop1.stop, stop2, "first")) if first_dest_window[0] > first_dest_window[1]: print("Bug: Destination window of request ", req.ID, " for Trip ", req.ID, "%i%s" % (req.ID, chr(string_pos)), "not possible. Latest time minor than earlier") # noqa if possible is False: print("Request %s could not be served. No combination between PT and DRT for first mile possible" % # noqa req.ID) req.rejected = True req.rejected_cause = "No DRT-PT combination for first mile" elif last_mile > options.maxwalk: if second_area is None: print("Request %s could not be served. Last mile requires DRT service and there is no service in the area" % # noqa req.ID) req.rejected = True req.rejected_cause = "No DRT service available in last mile area" # noqa continue # Max walking time from PT exceeded: DRT service from PT line to # destination (last leg trip) stop1 = bus_stop_from possible = False # first check which PT vehicles can take the request, considering # walking time to stop: walk_time = travel_time["%s-%s" % (req.ID, stop1)] earliest_PT_arrival = req.orig_window[0] + walk_time try: stop1_vehicles = [stop.vehicle for stop in pt_stops if stop.stop == stop1 and (earliest_PT_arrival + options.minwait) < stop.time < req.dest_window[1]] # noqa except: continue for stop1_vehicle in stop1_vehicles: stop1_times = [stop.time for stop in pt_stops if stop.stop == stop1 and (earliest_PT_arrival + options.minwait) < stop.time < req.dest_window[1]] # noqa for stop1_time in stop1_times: # search all usable PT stops for stop2 in pt_stops: if stop1 == stop2.stop: continue if pt_line not in stop2.line: continue if stop1_time > stop2.time: continue elif stop2.edge not in second_area_edges: continue elif stop2.vehicle not in stop1_vehicle: continue elif not (stop2.time + options.minwait) < req.dest_window[1]: # noqaS continue # if pt_line in stop2.line and stop2.edge in # second_area_edges and stop2.vehicle in stop1_vehicle # and (stop2.time + options.minwait) < req.dest_window[1]: # noqa # if stop is used by the pt line and if the stop is in # the service area of the DRT and if vehicle is # possible and if the pt line stops at the stop before # the latest request drop-off depart = [stop.time for stop in pt_stops if stop.stop == stop1 and stop.vehicle == stop2.vehicle][0] - walk_time - options.minwait # noqa possible = True string_pos = string_pos+1 last_orig_window = [(stop2.time + options.minwait), min(stop2.time + options.maxwait, req.dest_window[1])] # noqa last_dest_window = [max(last_orig_window[0], req.dest_window[0]), # noqa req.dest_window[1]] req.trips.append(req_trip("%i%s" % (req.ID, chr(string_pos)), # noqa "%i%s" % (req.ID, chr(string_pos)), # noqa stop2.edge, req.dest_edge, 10, req.dest_pos, depart, last_orig_window, last_dest_window, second_area, pt_line, stop1_vehicle, stop1, stop2.stop, "last")) if last_orig_window[0] > last_orig_window[1]: print("Bug: Origin window of request ", req.ID, " for Trip ", "%i%s" % (req.ID, chr(string_pos)), req.ID, "not possible. Latest time minor than earlier") # noqa if possible is False: print("Request %s could not be served. No combination between PT and DRT for last mile possible" % # noqa req.ID) req.rejected = True req.rejected_cause = "No DRT-PT combination for last mile" def pair_possible(req1, req2, first_stop, second_stop, travel_time): # check if combination is possible if first_stop.endswith("y"): first_orig_window = [trip.orig_window for trip in req1.trips if str(trip.orig_ID) == first_stop[:-1]] first_orig_window = first_orig_window[0] if first_stop[-2] is str: first_dest_window = [trip.dest_window for trip in req1.trips if str(trip.dest_ID) == first_stop[:-2]] else: first_dest_window = req1.dest_window elif first_stop.endswith("z"): first_dest_window = [trip.dest_window for trip in req1.trips if str(trip.dest_ID) == first_stop[:-1]] first_dest_window = first_dest_window[0] if first_stop[-2] is str: first_orig_window = [trip.orig_window for trip in req1.trips if str(trip.dest_ID) == first_stop[:-2]] else: first_orig_window = req1.orig_window if second_stop.endswith("y"): second_orig_window = [trip.orig_window for trip in req2.trips if str(trip.orig_ID) == second_stop[:-1]] second_orig_window = second_orig_window[0] if second_stop[-2] is str: second_dest_window = [trip.dest_window for trip in req2.trips if str(trip.dest_ID) == second_stop[:-2]] else: second_dest_window = req2.dest_window elif second_stop.endswith("z"): second_dest_window = [trip.dest_window for trip in req2.trips if str(trip.dest_ID) == second_stop[:-1]] second_dest_window = second_dest_window[0] if second_stop[-2] is str: second_orig_window = [trip.orig_window for trip in req2.trips if str(trip.dest_ID) == second_stop[:-2]] else: second_orig_window = req2.orig_window possible_pair = False if first_stop.endswith("y") and second_stop.endswith("y"): if (first_orig_window[0] + travel_time) <= second_orig_window[1] and \ (first_orig_window[0] + travel_time) <= first_dest_window[1]: # if picking up req 1 at earliest time, req 2 can be pick up at # least at latest time and if combining this request, the latest # drop off time of first request is not exceed then pair possible possible_pair = True elif first_stop.endswith("y") and second_stop.endswith("z"): if (first_orig_window[0] + travel_time) <= second_dest_window[1] and \ (first_orig_window[0] + travel_time) <= first_dest_window[1]: # if picking up req 1 at earliest time, req 2 can be drop off at # least at latest time and if combining this requests, the latest # drop off time of first request is not exceed then pair possible possible_pair = True elif first_stop.endswith("z") and second_stop.endswith("y"): if (first_dest_window[0] + travel_time) < second_orig_window[1]: # if droping off req 1 at earliest time, req 2 can be pick up at # least at latest time, then pair possible possible_pair = True elif first_stop.endswith("z") and second_stop.endswith("z"): if (first_dest_window[0] + travel_time) <= second_dest_window[1] and \ second_orig_window[0] <= first_dest_window[1]: # if droping off req 1 at earliest time, req 2 can be drop off at # least at latest time and if req 2 can be picked up before lastest # dropp off of req 1, then pair possible possible_pair = True return possible_pair def get_routes(options, requests, vehicles, RV_dic, RD_dic): # creates input file for duarouter with open("temp_dua/aux_dua_input.xml", "w+") as dua_file: # VR pair: combination between vehicle and request pick-up # RD pair: request to vehicle depot # RR pair: combination between two different requests # TODO this can be improve dua_file.write("<routes>\n") counter = 0 # avoid repeted route IDs for index1, req_t1 in enumerate(requests): # for each request if req_t1.rejected is True: continue for req1 in req_t1.trips: # write SR (direct route) pair dua_file.write("""\t<trip id="SR%s-%sy_%sz" depart="0.0" departPos="%0.1f" from="%s" to="%s" arrivalPos="%0.1f" type="%s"/>\n""" % # noqa (counter, req1.orig_ID, req1.dest_ID, req1.orig_pos, req1.orig_edge, req1.dest_edge, req1.dest_pos, vehicles[0].type)) # write VR (vehicle and request pick-up) and # RD (request to vehicle depot) pairs for vehicle in vehicles: if vehicle.area == req1.service_area: dua_file.write("""\t<trip id="VR%s-%s_%sy" depart="0.0" departPos="%0.1f" from="%s" to="%s" arrivalPos="%0.1f" type="%s"/>\n""" % # noqa (counter, vehicle.ID, req1.orig_ID, vehicle.depot_pos, vehicle.depot, req1.orig_edge, req1.orig_pos, vehicle.type)) dua_file.write("""\t<trip id="RD%s-%sz_%s" depart="0.0" departPos="%0.1f" from="%s" to="%s" arrivalPos="%0.1f" type="%s"/>\n""" % # noqa (counter, req1.dest_ID, vehicle.ID, req1.orig_pos, req1.orig_edge, vehicle.depot, vehicle.depot_pos, vehicle.type)) counter += 1 # avoid repeated route IDs # write RR pairs ("0p1d", pick-up 0 and then deliver 1) for req_t2 in requests[index1 + 1:]: if req_t2.rejected is True: continue for req2 in req_t2.trips: if req1.service_area == req2.service_area: # combination only possible if requests are in the # same area if req1.orig_window[0] <= req2.orig_window[1] and \ req2.orig_window[0] <= req1.dest_window[1]: # if earliest pick up of req 1 before latest # pick up time of req 2 and if earliest pick up # time of req 2 before latest drop off of req1: # combination 1p2p possible dua_file.write("""\t<trip id="RR%s-%sy_%sy" depart="0.0" departPos="%0.1f" from="%s" to="%s" arrivalPos="%0.1f" type="%s"/>\n""" % # noqa (counter, req1.orig_ID, req2.orig_ID, req1.orig_pos, req1.orig_edge, req2.orig_edge, req2.orig_pos, vehicle.type)) if req1.orig_window[0] <= req2.dest_window[1] and \ req2.dest_window[0] <= req1.dest_window[1] and \ req2.orig_window[0] <= req1.orig_window[1]: # if earliest pick up of req 1 before latest # drop off of req 2 and if earliest drop off of # req 2 before latest drop off of req 1 and # if earliest pick up of req 2 before latest # pick up of req 1: combination 1p2d possible dua_file.write("""\t<trip id="RR%s-%sy_%sz" depart="0.0" departPos="%0.1f" from="%s" to="%s" arrivalPos="%0.1f" type="%s"/>\n""" % # noqa (counter, req1.orig_ID, req2.dest_ID, req1.orig_pos, req1.orig_edge, req2.dest_edge, req2.dest_pos, vehicle.type)) if req1.dest_window[0] <= req2.orig_window[1]: # if earliest drop off of req 1 before latest # pick up of req 2: combination 1d2p possible dua_file.write("""\t<trip id="RR%s-%sz_%sy" depart="0.0" departPos="%0.1f" from="%s" to="%s" arrivalPos="%0.1f" type="%s"/>\n""" % # noqa (counter, req1.dest_ID, req2.orig_ID, req1.dest_pos, req1.dest_edge, req2.orig_edge, req2.orig_pos, vehicle.type)) if req1.dest_window[0] <= req2.dest_window[1] and \ req2.orig_window[0] <= req1.dest_window[1]: # if earliest drop off of req 1 before latest # drop off of req 2 and if earliest pick up of # req 2 before latest drop off of req 1: # combination 1d2d possible dua_file.write("""\t<trip id="RR%s-%sz_%sz" depart="0.0" departPos="%0.1f" from="%s" to="%s" arrivalPos="%0.1f" type="%s"/>\n""" % # noqa (counter, req1.dest_ID, req2.dest_ID, req1.dest_pos, req1.dest_edge, req2.dest_edge, req2.dest_pos, vehicle.type)) if req2.orig_window[0] <= req1.orig_window[1] and \ req1.orig_window[0] <= req2.dest_window[1]: # if earliest pick up of req 2 before latest # pick up time of req 1 and if earliest pick up # of req 1 before latest drop off time of req 2 # combination 2p1p possible dua_file.write("""\t<trip id="RR%s-%sy_%sy" depart="0.0" departPos="%0.1f" from="%s" to="%s" arrivalPos="%0.1f" type="%s"/>\n""" % # noqa (counter, req2.orig_ID, req1.orig_ID, req2.orig_pos, req2.orig_edge, req1.orig_edge, req1.orig_pos, vehicle.type)) if req2.orig_window[0] <= req1.dest_window[1] and \ req1.dest_window[0] <= req2.dest_window[1] and \ req1.orig_window[0] <= req2.orig_window[1]: # if earliest pickup of req 2 before latest # drop off of req 1 and if earliest drop off of # req 1 before latest drop off of req 2 and # if earliest pickup of req 1 before latest # pickup of req 2: combination 2p1d possible dua_file.write("""\t<trip id="RR%s-%sy_%sz" depart="0.0" departPos="%0.1f" from="%s" to="%s" arrivalPos="%0.1f" type="%s"/>\n""" % # noqa (counter, req2.orig_ID, req1.dest_ID, req2.orig_pos, req2.orig_edge, req1.dest_edge, req1.dest_pos, vehicle.type)) if req2.dest_window[0] <= req1.orig_window[1]: # if earliest drop off of req 2 before latest # pick up of req 1: combination 2d1p possible dua_file.write("""\t<trip id="RR%s-%sz_%sy" depart="0.0" departPos="%0.1f" from="%s" to="%s" arrivalPos="%0.1f" type="%s"/>\n""" % # noqa (counter, req2.dest_ID, req1.orig_ID, req2.dest_pos, req2.dest_edge, req1.orig_edge, req1.orig_pos, vehicle.type)) if req2.dest_window[0] <= req1.dest_window[1] and \ req1.orig_window[0] <= req2.dest_window[1]: # if earliest drop off of req 2 before latest # drop off of req 1 and if earliest pick up of # req 1 before latest drop off of req 2: # combination 2d1d possible dua_file.write("""\t<trip id="RR%s-%sz_%sz" depart="0.0" departPos="%0.1f" from="%s" to="%s" arrivalPos="%0.1f" type="%s"/>\n""" % # noqa (counter, req2.dest_ID, req1.dest_ID, req2.dest_pos, req2.dest_edge, req1.dest_edge, req1.dest_pos, vehicle.type)) counter = counter + 1 # avoid repeated route IDs dua_file.write("</routes>\n") # runs Duarouter duarouter = sumolib.checkBinary('duarouter') subprocess.call([duarouter, "-n", options.network, "--additional-files", options.additional, "--route-files", "temp_dua/aux_dua_input.xml", "-o", "temp_dua/aux_dua_output.xml", "--no-warnings", "true"]) removed_trips = [] # parse SR solutions: for trip, route in sumolib.xml.parse_fast_nested("temp_dua/aux_dua_output.alt.xml", # noqa "vehicle", ("id"), "route", ("cost", "edges")): # noqa if "SR" not in trip.id: continue route_id = trip.id.split("-")[1] travel_time = int(float(route.cost)) route_edges = route.edges.split(" ") req_id = route_id.split("_")[1] req_id = [s for s in req_id if s.isdigit()] req_id = int(''.join(req_id)) req = [req for req in requests if req.ID == req_id][0] # consider time at stop if len(route_edges) > 1: travel_u_stop_time = travel_time + options.stop_length else: # if stop are the same, consider stop time only once travel_u_stop_time = travel_time # parse SR routes (direct) # check if PT combination founded are possible for trip in req.trips: if (trip.orig_window[0] + travel_u_stop_time) > trip.dest_window[1]: # noqa # trip not possible removed_trips.append(trip.orig_ID) req.trips.remove(trip) if not req.trips: req.rejected = True req.rejected_cause = "No DRT-PT combination possible" else: RV_dic[route_id] = (travel_u_stop_time, -req.pax, -req.pax_wc) # parse rest solutions: for trip, route in sumolib.xml.parse_fast_nested("temp_dua/aux_dua_output.alt.xml", # noqa "vehicle", ("id"), "route", ("cost", "edges")): # noqa if "SR" in trip.id: continue route_id = trip.id.split("-")[1] # check if request rejected in SR parsing if route_id.split("_")[0][:-1] in removed_trips or \ route_id.split("_")[1][:-1] in removed_trips: continue if route_id in RV_dic: # route already parsed continue travel_time = int(float(route.cost)) route_edges = route.edges.split(" ") if "RD" in trip.id: # parse RD routes (request to vehicle depot) # check if request rejected in SR parsing if route_id.split("_")[0][:-1] in removed_trips: continue if route_id not in RD_dic: RD_dic[route_id] = travel_time continue req_id = route_id.split("_")[1] req_id = [s for s in req_id if s.isdigit()] req_id = int(''.join(req_id)) req = [req for req in requests if req.ID == req_id][0] # consider time at stop if len(route_edges) > 1: travel_u_stop_time = travel_time + options.stop_length else: # if stop are the same, consider stop time only once travel_u_stop_time = travel_time if "VR" in trip.id: # parse VR routes (vehicle and request pick-up) vehicle_id = route_id.split("_")[0] vehicle = [vehicle for vehicle in vehicles if vehicle.ID == vehicle_id][0] if vehicle.start_time: # if start time given, check if arrives on time earliest_arrive = vehicle.start_time + travel_u_stop_time if earliest_arrive > req.orig_window[1]: continue RV_dic[route_id] = (travel_u_stop_time, req.pax, req.pax_wc) elif "RR" in trip.id: # parse RR routes (request-request) first_stop, second_stop = route_id.split("_") if first_stop in removed_trips or second_stop in removed_trips: continue first_request = str(re.split('y|z', first_stop)[0]) first_request = [s for s in first_request if s.isdigit()] first_request = int(''.join(first_request)) req1 = [req for req in requests if req.ID == first_request][0] second_request = str(re.split('y|z', second_stop)[0]) second_request = [s for s in second_request if s.isdigit()] second_request = int(''.join(second_request)) req2 = [req for req in requests if req.ID == second_request][0] # check if pair is possible, if not continue if not pair_possible(req1, req2, first_stop, second_stop, travel_time): continue if route_id.endswith("z"): # at delivery passenger get off the car (-) RV_dic[route_id] = (travel_u_stop_time, -req2.pax, -req2.pax_wc) else: # at pick-up passenger get in the car (+) RV_dic[route_id] = (travel_u_stop_time, req2.pax, req2.pax_wc) return RV_dic, RD_dic def RV_offline(options, requests, vehicles, service_areas, pt_stops): # calculates all request-request and request-vehicle combinations # warning object warning_info = [] # dict with possible route pairs and request to depot RV_dic = {} RD_dic = {} try: os.mkdir('temp_dua') except FileExistsError: pass # find direct routes and set time windows get_direct_routes(options, requests) # set trips info for each request according to the DRT service type # define tuple for trip info and service area req_trip = namedtuple('req_trip', ['orig_ID', 'dest_ID', 'orig_edge', 'dest_edge', 'orig_pos', 'dest_pos', 'depart', 'orig_window', 'dest_window', 'service_area', 'pt_line', 'pt_vehicle', 'bus_stop_from', 'bus_stop_to', "leg"]) drt_service = namedtuple('DRT', ['area', 'leg']) if options.pt_stops: # if DRT as feeder system for PT # create dict with stop ids and edges unique_stops = {stop.stop: stop.edge for stop in pt_stops} get_pt_routes(requests, options, unique_stops, service_areas, req_trip, drt_service, pt_stops) elif options.service_area: # if DRT as independent system but working with service areas for req in requests: areas = [area.name for area in service_areas if (req.dest_edge in area.edges) and (req.orig_edge in area.edges)] string_pos = 96 # add letter to id if not areas: # request origin and destination are not in DRT service areas: # trip not possible warning_info.append("Request %s (id %s) could not be served. Origin and destination outside DRT service areas" % # noqa (req.name, req.ID)) print("Request %s could not be served. Origin and destination outside DRT service areas" % # noqa req.ID) req.rejected = True req.rejected_cause = "No DRT service available in trip area" for area in areas: string_pos += 1 req.trips.append(req_trip("%i%s" % (req.ID, chr(string_pos)), "%i%s" % (req.ID, chr(string_pos)), req.orig_edge, req.dest_edge, req.orig_pos, req.dest_pos, req.depart, req.orig_window, req.dest_window, area, None, None, None, None, None)) else: # if DRT as independent system working in all net for req in requests: req.trips = [req_trip(req.ID, req.ID, req.orig_edge, req.dest_edge, req.orig_pos, req.dest_pos, req.depart, req.orig_window, req.dest_window, None, None, None, None, None, None)] # search possible routes for all pair combinations RV_dic, RD_dic = get_routes(options, requests, vehicles, RV_dic, RD_dic) # Return pairwise Graph with travel times and passenger return RV_dic, RD_dic

53.057051

171

0.493528

f797f526dbb1dc66f3acaa9aad6df2c4ff4abe75

203

py

Python

python-tf/sample_counter.py

vfonov/DARQ

4845e416a3939b4e86e1441a4a44f4fea337caf5

[ "MIT" ]

2

2021-08-24T13:13:48.000Z

2021-12-20T14:27:39.000Z

python-tf/sample_counter.py

vfonov/DARQ

4845e416a3939b4e86e1441a4a44f4fea337caf5

[ "MIT" ]

null

python-tf/sample_counter.py

vfonov/DARQ

4845e416a3939b4e86e1441a4a44f4fea337caf5

[ "MIT" ]

null

import tensorflow as tf import sys tf.logging.set_verbosity('WARN') tf.compat.v1.enable_eager_execution() files=sys.argv for f in sys.argv[1:]: print(f, sum(1 for i in tf.data.TFRecordDataset(f)))

20.3

56

0.743842

4b4dd7eb6e0822232a0e1b571b600f28f2e10a02

2,320

py

Python

nesta/core/batchables/general/companies/sql2es/run.py

anniyanvr/nesta

4b3ae79922cebde0ad33e08ac4c40b9a10e8e7c3

[ "MIT" ]

13

2019-06-18T16:53:53.000Z

2021-03-04T10:58:52.000Z

nesta/core/batchables/general/companies/sql2es/run.py

nestauk/old_nesta_daps

4b3ae79922cebde0ad33e08ac4c40b9a10e8e7c3

[ "MIT" ]

208

2018-08-10T13:15:40.000Z

2021-07-21T10:16:07.000Z

nesta/core/batchables/general/companies/sql2es/run.py

nestauk/old_nesta_daps

4b3ae79922cebde0ad33e08ac4c40b9a10e8e7c3

[ "MIT" ]

8

2018-09-20T15:19:23.000Z

2020-12-15T17:41:34.000Z

""" run.py (general.companies.sql2es) ================================== Pipe curated Companies data from MySQL to Elasticsearch. """ from nesta.core.luigihacks.elasticsearchplus import ElasticsearchPlus from nesta.core.orms.orm_utils import db_session, get_mysql_engine from nesta.core.orms.orm_utils import object_to_dict from nesta.core.orms.general_orm import CrunchbaseOrg from ast import literal_eval import boto3 import json import logging import os def run(): test = literal_eval(os.environ["BATCHPAR_test"]) bucket = os.environ['BATCHPAR_bucket'] batch_file = os.environ['BATCHPAR_batch_file'] db_name = os.environ["BATCHPAR_db_name"] es_host = os.environ['BATCHPAR_outinfo'] es_port = int(os.environ['BATCHPAR_out_port']) es_index = os.environ['BATCHPAR_out_index'] es_type = os.environ['BATCHPAR_out_type'] entity_type = os.environ["BATCHPAR_entity_type"] aws_auth_region = os.environ["BATCHPAR_aws_auth_region"] # database setup engine = get_mysql_engine("BATCHPAR_config", "mysqldb", db_name) # es setup es = ElasticsearchPlus(hosts=es_host, port=es_port, aws_auth_region=aws_auth_region, no_commit=("AWSBATCHTEST" in os.environ), entity_type=entity_type, strans_kwargs={'filename': 'companies.json'}) # Collect input file s3 = boto3.resource('s3') obj = s3.Object(bucket, batch_file) org_ids = json.loads(obj.get()['Body']._raw_stream.read()) org_ids = org_ids[:20 if test else None] logging.info(f"{len(org_ids)} organisations retrieved from s3") # Pipe orgs to ES with db_session(engine) as session: query = session.query(CrunchbaseOrg).filter(CrunchbaseOrg.id.in_(org_ids)) for row in query.all(): row = object_to_dict(row) _row = es.index(index=es_index, doc_type=es_type, id=row.pop('id'), body=row) logging.info("Batch job complete.") if __name__ == "__main__": log_stream_handler = logging.StreamHandler() logging.basicConfig(handlers=[log_stream_handler, ], level=logging.INFO, format="%(asctime)s:%(levelname)s:%(message)s") run()

35.151515

82

0.65

ffcd6fc317efb8bbc81e09bdb48854caffcb9129

6,794

py

Python

tests/cli/commands/test_info_command.py

aditishankar/test

dd3c46115ed3d5af7e6a4a6f8745cffb9b762c3a

[ "Apache-2.0", "BSD-2-Clause", "MIT", "ECL-2.0", "BSD-3-Clause" ]

3

2021-01-29T20:33:56.000Z

2021-08-06T17:35:16.000Z

tests/cli/commands/test_info_command.py

aditishankar/test

dd3c46115ed3d5af7e6a4a6f8745cffb9b762c3a

[ "Apache-2.0", "BSD-2-Clause", "MIT", "ECL-2.0", "BSD-3-Clause" ]

210

2021-07-17T00:25:52.000Z

2021-12-29T00:44:48.000Z

tests/cli/commands/test_info_command.py

aditishankar/test

dd3c46115ed3d5af7e6a4a6f8745cffb9b762c3a

[ "Apache-2.0", "BSD-2-Clause", "MIT", "ECL-2.0", "BSD-3-Clause" ]

2

2021-04-14T11:15:17.000Z

2021-12-15T16:58:24.000Z

# Licensed to the Apache Software Foundation (ASF) under one # or more contributor license agreements. See the NOTICE file # distributed with this work for additional information # regarding copyright ownership. The ASF licenses this file # to you under the Apache License, Version 2.0 (the # "License"); you may not use this file except in compliance # with the License. You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, # software distributed under the License is distributed on an # "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY # KIND, either express or implied. See the License for the # specific language governing permissions and limitations # under the License. import contextlib import importlib import io import logging import os import unittest import pytest from parameterized import parameterized from rich.console import Console from airflow.cli import cli_parser from airflow.cli.commands import info_command from airflow.config_templates import airflow_local_settings from airflow.logging_config import configure_logging from airflow.version import version as airflow_version from tests.test_utils.config import conf_vars def capture_show_output(instance): console = Console() with console.capture() as capture: instance.info(console) return capture.get() class TestPiiAnonymizer(unittest.TestCase): def setUp(self) -> None: self.instance = info_command.PiiAnonymizer() def test_should_remove_pii_from_path(self): home_path = os.path.expanduser("~/airflow/config") assert "${HOME}/airflow/config" == self.instance.process_path(home_path) @parameterized.expand( [ ( "postgresql+psycopg2://postgres:airflow@postgres/airflow", "postgresql+psycopg2://p...s:PASSWORD@postgres/airflow", ), ( "postgresql+psycopg2://postgres@postgres/airflow", "postgresql+psycopg2://p...s@postgres/airflow", ), ( "postgresql+psycopg2://:airflow@postgres/airflow", "postgresql+psycopg2://:PASSWORD@postgres/airflow", ), ( "postgresql+psycopg2://postgres/airflow", "postgresql+psycopg2://postgres/airflow", ), ] ) def test_should_remove_pii_from_url(self, before, after): assert after == self.instance.process_url(before) class TestAirflowInfo: @classmethod def setup_class(cls): # pylint: disable=attribute-defined-outside-init cls.parser = cli_parser.get_parser() @classmethod def teardown_class(cls) -> None: for handler_ref in logging._handlerList[:]: logging._removeHandlerRef(handler_ref) importlib.reload(airflow_local_settings) configure_logging() @staticmethod def unique_items(items): return {i[0] for i in items} @conf_vars( { ("core", "executor"): "TEST_EXECUTOR", ("core", "dags_folder"): "TEST_DAGS_FOLDER", ("core", "plugins_folder"): "TEST_PLUGINS_FOLDER", ("logging", "base_log_folder"): "TEST_LOG_FOLDER", ('core', 'sql_alchemy_conn'): 'postgresql+psycopg2://postgres:airflow@postgres/airflow', ('logging', 'remote_logging'): 'True', ('logging', 'remote_base_log_folder'): 's3://logs-name', } ) def test_airflow_info(self): importlib.reload(airflow_local_settings) configure_logging() instance = info_command.AirflowInfo(info_command.NullAnonymizer()) expected = { 'executor', 'version', 'task_logging_handler', 'plugins_folder', 'base_log_folder', 'remote_base_log_folder', 'dags_folder', 'sql_alchemy_conn', } assert self.unique_items(instance._airflow_info) == expected def test_system_info(self): instance = info_command.AirflowInfo(info_command.NullAnonymizer()) expected = {'uname', 'architecture', 'OS', 'python_location', 'locale', 'python_version'} assert self.unique_items(instance._system_info) == expected def test_paths_info(self): instance = info_command.AirflowInfo(info_command.NullAnonymizer()) expected = {'airflow_on_path', 'airflow_home', 'system_path', 'python_path'} assert self.unique_items(instance._paths_info) == expected def test_tools_info(self): instance = info_command.AirflowInfo(info_command.NullAnonymizer()) expected = { 'cloud_sql_proxy', 'gcloud', 'git', 'kubectl', 'mysql', 'psql', 'sqlite3', 'ssh', } assert self.unique_items(instance._tools_info) == expected @conf_vars( { ('core', 'sql_alchemy_conn'): 'postgresql+psycopg2://postgres:airflow@postgres/airflow', } ) def test_show_info(self): with contextlib.redirect_stdout(io.StringIO()) as stdout: info_command.show_info(self.parser.parse_args(["info"])) output = stdout.getvalue() assert airflow_version in output assert "postgresql+psycopg2://postgres:airflow@postgres/airflow" in output @conf_vars( { ('core', 'sql_alchemy_conn'): 'postgresql+psycopg2://postgres:airflow@postgres/airflow', } ) def test_show_info_anonymize(self): with contextlib.redirect_stdout(io.StringIO()) as stdout: info_command.show_info(self.parser.parse_args(["info", "--anonymize"])) output = stdout.getvalue() assert airflow_version in output assert "postgresql+psycopg2://p...s:PASSWORD@postgres/airflow" in output @pytest.fixture() def setup_parser(): yield cli_parser.get_parser() class TestInfoCommandMockHttpx: @conf_vars( { ('core', 'sql_alchemy_conn'): 'postgresql+psycopg2://postgres:airflow@postgres/airflow', } ) def test_show_info_anonymize_fileio(self, httpx_mock, setup_parser): httpx_mock.add_response( url="https://file.io", method="post", json={ "success": True, "key": "f9U3zs3I", "link": "https://file.io/TEST", "expiry": "14 days", }, status_code=200, ) with contextlib.redirect_stdout(io.StringIO()) as stdout: info_command.show_info(setup_parser.parse_args(["info", "--file-io"])) assert "https://file.io/TEST" in stdout.getvalue()

34.313131

100

0.636885

d55f914897d268a4a849334de14037679847b738

1,512

py

Python

process_pipelines/xiaohuangji.py

LaudateCorpus1/chinese_chatbot_corpus

3f1516947753744919611b5dc7f74e513d157036

[ "Apache-2.0" ]

2,321

2019-04-16T06:14:55.000Z

2022-03-31T08:10:34.000Z

process_pipelines/xiaohuangji.py

wysstartgo/chinese_chatbot_corpus

a05452654b8b374eee646dd6bf43e4e9f4e57661

[ "Apache-2.0" ]

9

2019-05-08T02:14:07.000Z

2021-08-04T07:39:33.000Z

process_pipelines/xiaohuangji.py

wysstartgo/chinese_chatbot_corpus

a05452654b8b374eee646dd6bf43e4e9f4e57661

[ "Apache-2.0" ]

506

2019-04-19T09:14:40.000Z

2022-03-28T02:31:45.000Z

import codecs import os from config import Config from util import * def prepocess(raw_corpus_file_name, result_file_name): start_end_symbol = "E" utterance_symbol = "M" raw_corpus_file = codecs.open(raw_corpus_file_name, encoding=Config.encoding, errors="replace") result_file = codecs.open(result_file_name, "w", encoding=Config.encoding) single_session = [] session_lengths = [] for index, line in enumerate(raw_corpus_file): if index % 100000 == 0: print(raw_corpus_file_name, index) if line.startswith(start_end_symbol): if len(single_session) == 2: pairs = generate_single_pairs_from_multi_turn(single_session) for pair in pairs: result_file.write("\t".join(pair) + "\n") session_lengths.append(len(single_session)) single_session = [] elif line.startswith(utterance_symbol): line = line[1:].strip() utterance = line.strip() single_session.append(utterance) print("avg session length", sum(session_lengths) / len(session_lengths)) raw_corpus_file.close() result_file.close() def xiaohuangji_process_pipeline(): print("xiaohuangji_process_pipeline") raw_corpus_file_name = Config.raw_xiaohuangji_corpus_path result_file_name = os.path.join(Config.clean_chat_corpus_root, "xiaohuangji.tsv") prepocess(raw_corpus_file_name, result_file_name) format_refine(result_file_name)

32.869565

99

0.685185

4b747db6febe0ebbd94750f23cec38c3b81673e6

8,097

py

Python

otcextensions/sdk/cce/cce_service.py

zsoltn/python-otcextensions

4c0fa22f095ebd5f9636ae72acbae5048096822c

[ "Apache-2.0" ]

10

2018-03-03T17:59:59.000Z

2020-01-08T10:03:00.000Z

otcextensions/sdk/cce/cce_service.py

zsoltn/python-otcextensions

4c0fa22f095ebd5f9636ae72acbae5048096822c

[ "Apache-2.0" ]

208

2020-02-10T08:27:46.000Z

2022-03-29T15:24:21.000Z

otcextensions/sdk/cce/cce_service.py

zsoltn/python-otcextensions

4c0fa22f095ebd5f9636ae72acbae5048096822c

[ "Apache-2.0" ]

15

2020-04-01T20:45:54.000Z

2022-03-23T12:45:43.000Z

# Licensed under the Apache License, Version 2.0 (the "License"); you may # not use this file except in compliance with the License. You may obtain # a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, WITHOUT # WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the # License for the specific language governing permissions and limitations # under the License. import warnings from openstack import exceptions from openstack import service_description from otcextensions.sdk.cce.v1 import _proxy as _proxy_v1 from otcextensions.sdk.cce.v3 import _proxy as _proxy_v3 class CceService(service_description.ServiceDescription): """The CCE service.""" supported_versions = { '1': _proxy_v1.Proxy, '3': _proxy_v3.Proxy } def _make_proxy(self, instance): """Create a Proxy for the service in question. :param instance: The `openstack.connection.Connection` we're working with. """ config = instance.config # First, check to see if we've got config that matches what we # understand in the SDK. version_string = config.get_api_version('cce') or '3' endpoint_override = config.get_endpoint(self.service_type) ep = config.get_service_catalog().url_for( service_type=self.service_type, region_name=config.region_name) epo = '%(base)s/api/v%(ver)s' % { 'base': ep, 'ver': version_string} if version_string == '3': epo += '/projects/%(project_id)s' if epo and not endpoint_override: endpoint_override = epo # If the user doesn't give a version in config, but we only support # one version, then just use that version. if not version_string and len(self.supported_versions) == 1: version_string = list(self.supported_versions)[0] proxy_obj = None if endpoint_override and version_string and self.supported_versions: # Both endpoint override and version_string are set, we don't # need to do discovery - just trust the user. proxy_class = self.supported_versions.get(version_string[0]) if proxy_class: proxy_obj = config.get_session_client( self.service_type, constructor=proxy_class, ) proxy_obj.endpoint_override = endpoint_override proxy_obj.additional_headers = { 'Content-Type': 'application/json'} else: warnings.warn( "The configured version, {version} for service" " {service_type} is not known or supported by" " openstacksdk. The resulting Proxy object will only" " have direct passthrough REST capabilities.".format( version=version_string, service_type=self.service_type), category=exceptions.UnsupportedServiceVersion) elif endpoint_override and self.supported_versions: temp_adapter = config.get_session_client( self.service_type ) api_version = temp_adapter.get_endpoint_data().api_version proxy_class = self.supported_versions.get(str(api_version[0])) if proxy_class: proxy_obj = config.get_session_client( self.service_type, constructor=proxy_class, ) else: warnings.warn( "Service {service_type} has an endpoint override set" " but the version discovered at that endpoint, {version}" " is not supported by openstacksdk. The resulting Proxy" " object will only have direct passthrough REST" " capabilities.".format( version=api_version, service_type=self.service_type), category=exceptions.UnsupportedServiceVersion) if proxy_obj: if getattr(proxy_obj, 'skip_discovery', False): # Some services, like swift, don't have discovery. While # keystoneauth will behave correctly and handle such # scenarios, it's not super efficient as it involves trying # and falling back a few times. return proxy_obj data = proxy_obj.get_endpoint_data() # If we've gotten here with a proxy object it means we have # an endpoint_override in place. If the catalog_url and # service_url don't match, which can happen if there is a # None plugin and auth.endpoint like with standalone ironic, # we need to be explicit that this service has an endpoint_override # so that subsequent discovery calls don't get made incorrectly. if data.catalog_url != data.service_url: ep_key = '{service_type}_endpoint_override'.format( service_type=self.service_type) config.config[ep_key] = data.service_url proxy_obj = config.get_session_client( self.service_type, constructor=proxy_class, ) return proxy_obj # Make an adapter to let discovery take over version_kwargs = {} if version_string: version_kwargs['version'] = version_string elif self.supported_versions: supported_versions = sorted([ int(f) for f in self.supported_versions]) version_kwargs['min_version'] = str(supported_versions[0]) version_kwargs['max_version'] = '{version}.latest'.format( version=str(supported_versions[-1])) temp_adapter = config.get_session_client( self.service_type, allow_version_hack=True, **version_kwargs ) found_version = temp_adapter.get_api_major_version() if found_version is None: if version_kwargs: raise exceptions.NotSupported( "The {service_type} service for {cloud}:{region_name}" " exists but does not have any supported versions.".format( service_type=self.service_type, cloud=instance.name, region_name=instance.config.region_name)) else: raise exceptions.NotSupported( "The {service_type} service for {cloud}:{region_name}" " exists but no version was discoverable.".format( service_type=self.service_type, cloud=instance.name, region_name=instance.config.region_name)) proxy_class = self.supported_versions.get(str(found_version[0])) if not proxy_class: # Maybe openstacksdk is being used for the passthrough # REST API proxy layer for an unknown service in the # service catalog that also doesn't have any useful # version discovery? warnings.warn( "Service {service_type} has no discoverable version." " The resulting Proxy object will only have direct" " passthrough REST capabilities.".format( service_type=self.service_type), category=exceptions.UnsupportedServiceVersion) return temp_adapter proxy_class = self.supported_versions.get(str(found_version[0])) if proxy_class: version_kwargs['constructor'] = proxy_class return config.get_session_client( self.service_type, allow_version_hack=True, **version_kwargs )

44.489011

79

0.599975

95af28e73996a762ed6bf6bc6be73ab61923539c

26,857

py

Python

python/plano.py

jirkadanek/quiver

49785bbbabdd3b3e2197566cacbbffef55b1272e

[ "Apache-2.0" ]

22

2016-09-16T15:34:17.000Z

2021-08-30T14:14:36.000Z

python/plano.py

jirkadanek/quiver

49785bbbabdd3b3e2197566cacbbffef55b1272e

[ "Apache-2.0" ]

42

2016-09-16T16:31:29.000Z

2021-10-31T15:40:23.000Z

python/plano.py

jirkadanek/quiver

49785bbbabdd3b3e2197566cacbbffef55b1272e

[ "Apache-2.0" ]

23

2016-08-26T15:50:34.000Z

2021-12-09T14:51:13.000Z

# # Licensed to the Apache Software Foundation (ASF) under one # or more contributor license agreements. See the NOTICE file # distributed with this work for additional information # regarding copyright ownership. The ASF licenses this file # to you under the Apache License, Version 2.0 (the # "License"); you may not use this file except in compliance # with the License. You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, # software distributed under the License is distributed on an # "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY # KIND, either express or implied. See the License for the # specific language governing permissions and limitations # under the License. # from __future__ import print_function import atexit as _atexit import binascii as _binascii import codecs as _codecs import collections as _collections import ctypes as _ctypes import fnmatch as _fnmatch import getpass as _getpass import json as _json import os as _os import random as _random import re as _re import shlex as _shlex import shutil as _shutil import signal as _signal import socket as _socket import subprocess as _subprocess import sys as _sys import tarfile as _tarfile import tempfile as _tempfile import time as _time import traceback as _traceback import types as _types import uuid as _uuid from subprocess import CalledProcessError from subprocess import PIPE # See documentation at http://www.ssorj.net/projects/plano.html class PlanoException(Exception): pass LINE_SEP = _os.linesep PATH_SEP = _os.sep PATH_VAR_SEP = _os.pathsep ENV = _os.environ ARGS = _sys.argv STDIN = _sys.stdin STDOUT = _sys.stdout STDERR = _sys.stderr DEVNULL = _os.devnull _message_levels = ( "debug", "notice", "warn", "error", ) _debug = _message_levels.index("debug") _notice = _message_levels.index("notice") _warn = _message_levels.index("warn") _error = _message_levels.index("error") _message_output = STDERR _message_threshold = _notice def set_message_output(writeable): warn("Deprecated! Use enable_logging(output=output) instead") enable_logging(output=writeable) def set_message_threshold(level): warn("Deprecated! Use enable_logging(level=level) instead") enable_logging(level=level) def enable_logging(level=None, output=None): if level is not None: if level == "warning": level = "warn" assert level in _message_levels global _message_threshold _message_threshold = _message_levels.index(level) if output is not None: if _is_string(output): output = open(output, "w") global _message_output _message_output = output def disable_logging(): global _message_threshold _message_threshold = 4 def fail(message, *args): error(message, *args) if isinstance(message, BaseException): raise message raise PlanoException(message.format(*args)) def error(message, *args): _print_message("Error", message, args) def warn(message, *args): if _message_threshold <= _warn: _print_message("Warning", message, args) def notice(message, *args): if _message_threshold <= _notice: _print_message(None, message, args) def debug(message, *args): if _message_threshold <= _debug: _print_message("Debug", message, args) def exit(arg=None, *args): if arg in (0, None): _sys.exit() if _is_string(arg): error(arg, args) _sys.exit(1) if isinstance(arg, int): if arg > 0: error("Exiting with code {0}", arg) else: notice("Exiting with code {0}", arg) _sys.exit(arg) raise Exception() def _print_message(category, message, args): if _message_output is None: return message = _format_message(category, message, args) print(message, file=_message_output) _message_output.flush() def _format_message(category, message, args): if not _is_string(message): message = str(message) if args: message = message.format(*args) if len(message) > 0 and message[0].islower(): message = message[0].upper() + message[1:] if category: message = "{0}: {1}".format(category, message) program = program_name() message = "{0}: {1}".format(program, message) return message def eprint(*args, **kwargs): print(*args, file=_sys.stderr, **kwargs) def flush(): STDOUT.flush() STDERR.flush() absolute_path = _os.path.abspath normalize_path = _os.path.normpath real_path = _os.path.realpath exists = _os.path.lexists is_absolute = _os.path.isabs is_dir = _os.path.isdir is_file = _os.path.isfile is_link = _os.path.islink file_size = _os.path.getsize join = _os.path.join split = _os.path.split split_extension = _os.path.splitext current_dir = _os.getcwd sleep = _time.sleep def home_dir(user=None): return _os.path.expanduser("~{0}".format(user or "")) def parent_dir(path): path = normalize_path(path) parent, child = split(path) return parent def file_name(file): file = normalize_path(file) dir, name = split(file) return name def name_stem(file): name = file_name(file) if name.endswith(".tar.gz"): name = name[:-3] stem, ext = split_extension(name) return stem def name_extension(file): name = file_name(file) stem, ext = split_extension(name) return ext def program_name(command=None): if command is None: args = ARGS else: args = command.split() for arg in args: if "=" not in arg: return file_name(arg) def which(program_name): assert "PATH" in ENV for dir in ENV["PATH"].split(PATH_VAR_SEP): program = join(dir, program_name) if _os.access(program, _os.X_OK): return program def read(file): with _codecs.open(file, encoding="utf-8", mode="r") as f: return f.read() def write(file, string): _make_dir(parent_dir(file)) with _codecs.open(file, encoding="utf-8", mode="w") as f: f.write(string) return file def append(file, string): _make_dir(parent_dir(file)) with _codecs.open(file, encoding="utf-8", mode="a") as f: f.write(string) return file def prepend(file, string): orig = read(file) prepended = string + orig return write(file, prepended) def touch(file): try: _os.utime(file, None) except OSError: append(file, "") return file def tail(file, n): return "".join(tail_lines(file, n)) def read_lines(file): with _codecs.open(file, encoding="utf-8", mode="r") as f: return f.readlines() def write_lines(file, lines): _make_dir(parent_dir(file)) with _codecs.open(file, encoding="utf-8", mode="r") as f: f.writelines(lines) return file def append_lines(file, lines): _make_dir(parent_dir(file)) with _codecs.open(file, encoding="utf-8", mode="a") as f: f.writelines(string) return file def prepend_lines(file, lines): orig_lines = read_lines(file) _make_dir(parent_dir(file)) with _codecs.open(file, encoding="utf-8", mode="w") as f: f.writelines(lines) f.writelines(orig_lines) return file # Derived from http://stackoverflow.com/questions/136168/get-last-n-lines-of-a-file-with-python-similar-to-tail def tail_lines(file, n): assert n >= 0 with _codecs.open(file, encoding="utf-8", mode="r") as f: pos = n + 1 lines = list() while len(lines) <= n: try: f.seek(-pos, 2) except IOError: f.seek(0) break finally: lines = f.readlines() pos *= 2 return lines[-n:] def read_json(file): with _codecs.open(file, encoding="utf-8", mode="r") as f: return _json.load(f) def write_json(file, obj): _make_dir(parent_dir(file)) with _codecs.open(file, encoding="utf-8", mode="w") as f: return _json.dump(obj, f, indent=4, separators=(",", ": "), sort_keys=True) def parse_json(json): return _json.loads(json) def emit_json(obj): return _json.dumps(obj, f, indent=4, separators=(",", ": "), sort_keys=True) def http_get(url, output_file=None, insecure=False): options = [ "-sf", "-H", "'Expect:'", ] if insecure: options.append("--insecure") if output_file is None: return call_for_stdout("curl {0} {1}", " ".join(options), url) call("curl {0} {1} -o {2}", " ".join(options), url, output_file) def http_put(url, input_file, output_file=None, insecure=False): options = [ "-sf", "-X", "PUT", "-H", "'Expect:'", ] if insecure: options.append("--insecure") if output_file is None: return call_for_stdout("curl {0} {1} -d @{2}", " ".join(options), url, input_file) call("curl {0} {1} -d @{2} -o {3}", " ".join(options), url, input_file, output_file) def http_get_json(url, insecure=False): return parse_json(http_get(url, insecure=insecure)) def http_put_json(url, data, insecure=False): with temp_file() as f: write_json(f, data) http_put(url, f, insecure=insecure) def user_temp_dir(): try: return ENV["XDG_RUNTIME_DIR"] except KeyError: return _tempfile.gettempdir() def make_temp_file(suffix="", dir=None): if dir is None: dir = user_temp_dir() return _tempfile.mkstemp(prefix="plano-", suffix=suffix, dir=dir)[1] def make_temp_dir(suffix="", dir=None): if dir is None: dir = user_temp_dir() return _tempfile.mkdtemp(prefix="plano-", suffix=suffix, dir=dir) class temp_file(object): def __init__(self, suffix="", dir=None): self.file = make_temp_file(suffix=suffix, dir=dir) def __enter__(self): return self.file def __exit__(self, exc_type, exc_value, traceback): _remove(self.file) # Length in bytes, renders twice as long in hex def unique_id(length=16): assert length >= 1 assert length <= 16 uuid_bytes = _uuid.uuid4().bytes uuid_bytes = uuid_bytes[:length] return _binascii.hexlify(uuid_bytes).decode("utf-8") def copy(from_path, to_path): notice("Copying '{0}' to '{1}'", from_path, to_path) return _copy(from_path, to_path) def _copy(from_path, to_path): if is_dir(to_path): to_path = join(to_path, file_name(from_path)) else: make_dir(parent_dir(to_path)) if is_dir(from_path): _copytree(from_path, to_path, symlinks=True) else: _shutil.copy(from_path, to_path) return to_path def move(from_path, to_path): notice("Moving '{0}' to '{1}'", from_path, to_path) return _move(from_path, to_path) def _move(from_path, to_path): if is_dir(to_path): to_path = join(to_path, file_name(from_path)) else: parent_path = parent_dir(to_path) if parent_path: _make_dir(parent_path) _shutil.move(from_path, to_path) return to_path def rename(path, expr, replacement): path = normalize_path(path) parent_dir, name = split(path) to_name = string_replace(name, expr, replacement) to_path = join(parent_dir, to_name) notice("Renaming '{0}' to '{1}'", path, to_path) move(path, to_path) return to_path def remove(path): notice("Removing '{0}'", path) return _remove(path) def _remove(path): if not exists(path): return if is_dir(path): _shutil.rmtree(path, ignore_errors=True) else: _os.remove(path) return path def make_link(source_path, link_file): notice("Making link '{0}' to '{1}'", link_file, source_path) if exists(link_file): assert read_link(link_file) == source_path return link_dir = parent_dir(link_file) if link_dir: make_dir(link_dir) _os.symlink(source_path, link_file) return link_file def read_link(file): return _os.readlink(file) def find(dir, *patterns): matched_paths = set() if not patterns: patterns = ("*",) for root, dirs, files in _os.walk(dir): for pattern in patterns: matched_dirs = _fnmatch.filter(dirs, pattern) matched_files = _fnmatch.filter(files, pattern) matched_paths.update([join(root, x) for x in matched_dirs]) matched_paths.update([join(root, x) for x in matched_files]) return sorted(matched_paths) def find_any_one(dir, *patterns): paths = find(dir, *patterns) if len(paths) == 0: return return paths[0] def find_only_one(dir, *patterns): paths = find(dir, *patterns) if len(paths) == 0: return if len(paths) > 1: fail("Found multiple files: {0}", ", ".join(paths)) assert len(paths) == 1 return paths[0] def find_exactly_one(dir, *patterns): path = find_only_one(dir, *patterns) if path is None: fail("Found no matching files") return path def string_replace(string, expr, replacement, count=0): return _re.sub(expr, replacement, string, count) def configure_file(input_file, output_file, **kwargs): notice("Configuring '{0}' for output '{1}'", input_file, output_file) content = read(input_file) for name, value in kwargs.items(): content = content.replace("@{0}@".format(name), value) write(output_file, content) _shutil.copymode(input_file, output_file) def make_dir(dir): notice("Making directory '{0}'", dir) return _make_dir(dir) def _make_dir(dir): if dir == "": return dir if not exists(dir): _os.makedirs(dir) return dir # Returns the current working directory so you can change it back def change_dir(dir): notice("Changing directory to '{0}'", dir) return _change_dir(dir) def _change_dir(dir): try: cwd = current_dir() except FileNotFoundError: cwd = None _os.chdir(dir) return cwd def list_dir(dir, *patterns): assert is_dir(dir) names = _os.listdir(dir) if not patterns: return sorted(names) matched_names = set() for pattern in patterns: matched_names.update(_fnmatch.filter(names, pattern)) return sorted(matched_names) class working_dir(object): def __init__(self, dir): self.dir = dir self.prev_dir = None def __enter__(self): if self.dir is None or self.dir == ".": return if not exists(self.dir): _make_dir(self.dir) notice("Entering working directory '{0}'", absolute_path(self.dir)) self.prev_dir = _change_dir(self.dir) return self.dir def __exit__(self, exc_type, exc_value, traceback): if self.dir is None or self.dir == ".": return notice("Returning to directory '{0}'", absolute_path(self.prev_dir)) _change_dir(self.prev_dir) class temp_working_dir(working_dir): def __init__(self): super(temp_working_dir, self).__init__(make_temp_dir()) def __exit__(self, exc_type, exc_value, traceback): super(temp_working_dir, self).__exit__(exc_type, exc_value, traceback) _remove(self.dir) class working_env(object): def __init__(self, **env_vars): self.env_vars = env_vars self.prev_env_vars = dict() def __enter__(self): for name, value in self.env_vars.items(): if name in ENV: self.prev_env_vars[name] = ENV[name] ENV[name] = str(value) def __exit__(self, exc_type, exc_value, traceback): for name, value in self.env_vars.items(): if name in self.prev_env_vars: ENV[name] = self.prev_env_vars[name] else: del ENV[name] def call(command, *args, **kwargs): proc = start_process(command, *args, **kwargs) check_process(proc) def call_for_exit_code(command, *args, **kwargs): proc = start_process(command, *args, **kwargs) return wait_for_process(proc) def call_for_stdout(command, *args, **kwargs): kwargs["stdout"] = _subprocess.PIPE proc = start_process(command, *args, **kwargs) output = proc.communicate()[0].decode("utf-8") exit_code = proc.poll() if exit_code != 0: error = CalledProcessError(exit_code, proc.command_string) error.output = output raise error return output def call_for_stderr(command, *args, **kwargs): kwargs["stderr"] = _subprocess.PIPE proc = start_process(command, *args, **kwargs) output = proc.communicate()[1].decode("utf-8") exit_code = proc.poll() if exit_code != 0: error = CalledProcessError(exit_code, proc.command_string) error.output = output raise error return output def call_and_print_on_error(command, *args, **kwargs): warn("Deprecated! Use call() with quiet=True instead") kwargs["quiet"] = True call(command, *args, **kwargs) _child_processes = list() class _Process(_subprocess.Popen): def __init__(self, command, options, name, command_string, temp_output_file): super(_Process, self).__init__(command, **options) self.name = name self.command_string = command_string self.temp_output_file = temp_output_file _child_processes.append(self) @property def exit_code(self): return self.returncode def __enter__(self): return self def __exit__(self, exc_type, exc_value, traceback): stop_process(self) def __repr__(self): return "process {0} ({1})".format(self.pid, self.name) def default_sigterm_handler(signum, frame): for proc in _child_processes: if proc.poll() is None: proc.terminate() exit(-(_signal.SIGTERM)) _signal.signal(_signal.SIGTERM, default_sigterm_handler) def _command_string(command, args): elems = ["\"{0}\"".format(x) if " " in x else x for x in command] string = " ".join(elems) string = string.format(*args) return string _libc = None if _sys.platform == "linux2": try: _libc = _ctypes.CDLL(_ctypes.util.find_library("c")) except: _traceback.print_exc() # output - Send stdout and err to a file # quiet - No output unless there is an error def start_process(command, *args, **kwargs): if _is_string(command): command = command.format(*args) command_args = _shlex.split(command) command_string = command elif isinstance(command, _collections.Iterable): assert len(args) == 0, args command_args = command command_string = _command_string(command, []) else: raise Exception() command_string = command_string.replace("\n", "\\n") notice("Calling '{0}'", command_string) name = kwargs.get("name", command_args[0]) kwargs["stdout"] = kwargs.get("stdout", _sys.stdout) kwargs["stderr"] = kwargs.get("stderr", _sys.stderr) if "output" in kwargs: out = kwargs.pop("output") kwargs["stdout"] = out kwargs["stderr"] = out temp_output_file = None if "quiet" in kwargs: if kwargs.pop("quiet") is True: temp_output_file = make_temp_file() temp_output = open(temp_output_file, "w") kwargs["stdout"] = temp_output kwargs["stderr"] = temp_output if "preexec_fn" not in kwargs: if _libc is not None: kwargs["preexec_fn"] = _libc.prctl(1, _signal.SIGKILL) if "shell" in kwargs and kwargs["shell"] is True: proc = _Process(command_string, kwargs, name, command_string, temp_output_file) else: proc = _Process(command_args, kwargs, name, command_string, temp_output_file) debug("{0} started", proc) return proc # Exits without complaint if proc is null def terminate_process(proc): if proc is None: return notice("Terminating {0}", proc) if proc.poll() is None: proc.terminate() else: debug("{0} already exited", proc) def stop_process(proc): notice("Stopping {0}", proc) if proc.poll() is not None: if proc.returncode == 0: debug("{0} already exited normally", proc) elif proc.returncode == -(_signal.SIGTERM): debug("{0} was already terminated", proc) else: debug("{0} already exited with code {1}", proc, proc.returncode) return proc.terminate() return wait_for_process(proc) def wait_for_process(proc): debug("Waiting for {0} to exit", proc) proc.wait() if proc.returncode == 0: debug("{0} exited normally", proc) elif proc.returncode == -(_signal.SIGTERM): debug("{0} exited after termination", proc) else: debug("{0} exited with code {1}", proc, proc.exit_code) if proc.temp_output_file is not None: eprint(read(proc.temp_output_file), end="") if proc.temp_output_file is not None: _remove(proc.temp_output_file) return proc.returncode def check_process(proc): wait_for_process(proc) if proc.returncode != 0: raise CalledProcessError(proc.returncode, proc.command_string) def exec_process(command, *args): if _is_string(command): command = command.format(*args) command_args = _shlex.split(command) command_string = command elif isinstance(command, _collections.Iterable): assert len(args) == 0, args command_args = command command_string = _command_string(command, []) else: raise Exception() notice("Calling '{0}'", command_string) _os.execvp(command_args[0], command_args[1:]) def make_archive(input_dir, output_dir, archive_stem): assert is_dir(input_dir), input_dir assert is_dir(output_dir), output_dir assert _is_string(archive_stem), archive_stem with temp_working_dir() as dir: temp_input_dir = join(dir, archive_stem) copy(input_dir, temp_input_dir) make_dir(output_dir) output_file = "{0}.tar.gz".format(join(output_dir, archive_stem)) output_file = absolute_path(output_file) with working_dir(dir): call("tar -czf {0} {1}", output_file, archive_stem) return output_file def extract_archive(archive_file, output_dir=None): assert is_file(archive_file), archive_file assert output_dir is None or is_dir(output_dir), output_dir archive_file = absolute_path(archive_file) with working_dir(output_dir): call("tar -xf {0}", archive_file) return output_dir def rename_archive(archive_file, new_archive_stem): assert is_file(archive_file), archive_file assert _is_string(new_archive_stem), new_archive_stem if name_stem(archive_file) == new_archive_stem: return archive_file with temp_working_dir() as dir: extract_archive(archive_file, dir) input_name = list_dir(dir)[0] input_dir = join(dir, input_name) output_file = make_archive(input_dir, dir, new_archive_stem) output_name = file_name(output_file) archive_dir = parent_dir(archive_file) new_archive_file = join(archive_dir, output_name) move(output_file, new_archive_file) remove(archive_file) return new_archive_file def random_port(min=49152, max=65535): return _random.randint(min, max) def wait_for_port(port, host="", timeout=30): if _is_string(port): port = int(port) sock = _socket.socket(_socket.AF_INET, _socket.SOCK_STREAM) sock.setsockopt(_socket.SOL_SOCKET, _socket.SO_REUSEADDR, 1) start = _time.time() try: while True: if sock.connect_ex((host, port)) == 0: return sleep(0.1) if _time.time() - start > timeout: fail("Timed out waiting for port {0} to open", port) finally: sock.close() def plural(noun, count=0): if noun is None: return "" if count == 1: return noun if noun.endswith("s"): return "{}ses".format(noun) return "{}s".format(noun) # Modified copytree impl that allows for already existing destination # dirs def _copytree(src, dst, symlinks=False, ignore=None): """Recursively copy a directory tree using copy2(). If exception(s) occur, an Error is raised with a list of reasons. If the optional symlinks flag is true, symbolic links in the source tree result in symbolic links in the destination tree; if it is false, the contents of the files pointed to by symbolic links are copied. The optional ignore argument is a callable. If given, it is called with the `src` parameter, which is the directory being visited by copytree(), and `names` which is the list of `src` contents, as returned by os.listdir(): callable(src, names) -> ignored_names Since copytree() is called recursively, the callable will be called once for each directory that is copied. It returns a list of names relative to the `src` directory that should not be copied. XXX Consider this example code rather than the ultimate tool. """ names = _os.listdir(src) if ignore is not None: ignored_names = ignore(src, names) else: ignored_names = set() if not exists(dst): _os.makedirs(dst) errors = [] for name in names: if name in ignored_names: continue srcname = _os.path.join(src, name) dstname = _os.path.join(dst, name) try: if symlinks and _os.path.islink(srcname): linkto = _os.readlink(srcname) _os.symlink(linkto, dstname) elif _os.path.isdir(srcname): _copytree(srcname, dstname, symlinks, ignore) else: # Will raise a SpecialFileError for unsupported file types _shutil.copy2(srcname, dstname) # catch the Error from the recursive copytree so that we can # continue with other files except _shutil.Error as err: errors.extend(err.args[0]) except EnvironmentError as why: errors.append((srcname, dstname, str(why))) try: _shutil.copystat(src, dst) except OSError as why: if _shutil.WindowsError is not None and isinstance \ (why, _shutil.WindowsError): # Copying file access times may fail on Windows pass else: errors.append((src, dst, str(why))) if errors: raise _shutil.Error(errors) def _is_string(obj): try: return isinstance(obj, basestring) except NameError: return isinstance(obj, str)

25.700478

111

0.646982

ea8e37c93624e24f6f51490b6c62c5a90f3a56b0

4,245

py

Python

APIs/APIs 8 - Hashing/app/main.py

Nikolas010101/Projects

1338e8073dd85b5b9d2b107b51eff966eb4051e9

[ "MIT" ]

null

APIs/APIs 8 - Hashing/app/main.py

Nikolas010101/Projects

1338e8073dd85b5b9d2b107b51eff966eb4051e9

[ "MIT" ]

null

APIs/APIs 8 - Hashing/app/main.py

Nikolas010101/Projects

1338e8073dd85b5b9d2b107b51eff966eb4051e9

[ "MIT" ]

null

from typing import Optional, List import bcrypt from fastapi import Body, FastAPI, Response, status, HTTPException, Depends from fastapi.params import Body from random import randrange import psycopg2 from psycopg2.extras import RealDictCursor import time from . import models, schemas from .database import engine, get_db from sqlalchemy.orm import Session from passlib.context import CryptContext pwd_context = CryptContext(schemas = ["bcrypt"], deprecated = "auto") models.Base.metadata.create_all(bind=engine) app = FastAPI() while True: try: conn = psycopg2.connect(host = 'localhost', database = 'fastapi', user = 'postgres', password = '29480783', cursor_factory=RealDictCursor) cursor = conn.cursor() print('Database connection was succesfull!') break except Exception as error: print("Connecting to database failed") print("Error: ", error) time.sleep(2) #decorator passa a função como parâmetro para o método do objeto @app.get('/') def root(): return {'message':'Hello World'} @app.get('/posts', response_model=List[schemas.Post]) def get_posts(db: Session = Depends(get_db)): # cursor.execute("""SELECT * FROM posts""") # posts = cursor.fetchall() posts = db.query(models.Post).all() return posts @app.post('/posts', status_code=status.HTTP_201_CREATED, response_model = schemas.Post) def create_posts(post: schemas.PostCreate, db: Session = Depends(get_db)): # cursor.execute("""INSERT INTO posts (title, content, published) VALUES (%s, %s, %s) RETURNING *""",(post.title, post.content, post.published)) # #RETORNA O VALOR DA QUERY DO CURSOR # new_post = cursor.fetchone() # #COMITAR AS MUDANÇAS NA BASE DE DADOS # conn.commit() #podemos adicionar cada entrada manualmente, ou podemos dar unpack no modelo do pydantic # new_post = models.Post(title = post.title, content = post.content, published = post.published) new_post = models.Post(**post.dict()) db.add(new_post) db.commit() #refresh age como um RETURNING * db.refresh(new_post) return new_post @app.get('/posts/{id}', response_model = schemas.Post) def get_post(id: int, db: Session = Depends(get_db)): # cursor.execute("""SELECT * FROM posts WHERE id = %s""", (str(id))) # post = cursor.fetchone() post = db.query(models.Post).filter(models.Post.id == id).first() if not post: raise HTTPException(status_code = status.HTTP_404_NOT_FOUND, detail = f'post with id: {id} was not found') return post @app.delete('/posts/{id}', status_code=status.HTTP_204_NO_CONTENT) def delete_post(id: int, db: Session = Depends(get_db)): # cursor.execute("""DELETE FROM posts WHERE id = %s RETURNING *""", (str(id))) # deleted_post = cursor.fetchone() # conn.commit() post = db.query(models.Post).filter(models.Post.id == id) if post.first() == None: raise HTTPException(status_code = status.HTTP_404_NOT_FOUND, detail = f'post with id: {id} was not found') post.delete(synchronize_session=False) db.commit() return Response(status_code=status.HTTP_204_NO_CONTENT) @app.put('/posts/{id}', response_model = schemas.Post) def update_post(id: int, post: schemas.PostCreate, db: Session = Depends(get_db)): # cursor.execute("""UPDATE posts SET title = %s, content = %s, published = %s WHERE id = %s RETURNING *""", (post.title, post.content, post.published, str(id))) # updated_post = cursor.fetchone() # conn.commit() post_query = db.query(models.Post).filter(models.Post.id == id) updated_post = post_query.first() if updated_post == None: raise HTTPException(status_code = status.HTTP_404_NOT_FOUND, detail = f'post with id: {id} was not found') post_query.update(post.dict(), synchronize_session=False) db.commit() return post_query.first() @app.post('/users', status_code=status.HTTP_201_CREATED, response_model=schemas.UserOut) def create_user(user: schemas.UserCreate, db: Session = Depends(get_db)): new_user = models.User(**user.dict()) db.add(new_user) db.commit() #refresh age como um RETURNING * db.refresh(new_user) return new_user

36.594828

164

0.686926

209ab058269786d1bc289dd5ee3e9aba0db6d8a7

2,594

py

Python

objectextensions/extension.py

immijimmi/objectextensions

783d799263e37757116cb7d2785e889e48c77506

[ "MIT" ]

null

objectextensions/extension.py

immijimmi/objectextensions

783d799263e37757116cb7d2785e889e48c77506

[ "MIT" ]

null

objectextensions/extension.py

immijimmi/objectextensions

783d799263e37757116cb7d2785e889e48c77506

[ "MIT" ]

null

from wrapt import decorator from inspect import getfullargspec from copy import deepcopy from typing import Generator, Callable, Any, Union, Type from .constants import ErrorMessages class Extension: @staticmethod def can_extend(target_cls: Type["Extendable"]) -> bool: """ Should return a bool indicating whether this Extension can be applied to the target class """ raise NotImplementedError @staticmethod def extend(target_cls: Type["Extendable"]) -> None: """ Any modification of the target class should take place in this function """ pass @staticmethod def _wrap(target_cls: Type["Extendable"], method_name: str, gen_func: Callable[["Extendable", Any, Any], Generator[None, Any, None]]) -> None: """ Used to wrap an existing method on the target class. Passes copies of the method parameters to the generator function provided. The generator function should yield once, with the yield statement receiving a copy of the result of executing the core method """ method = getattr(target_cls, method_name) method_args = getfullargspec(method).args if len(method_args) == 0 or method_args[0] != "self": ErrorMessages.wrap_static(method_name) @decorator # This will preserve the original method signature when wrapping the method def wrapper(func, self, args, kwargs): gen = gen_func(self, *try_copy(args), **try_copy(kwargs)) next(gen) result = func(*args, **kwargs) try: gen.send(try_copy(result)) except StopIteration: pass return result setattr(target_cls, method_name, wrapper(method)) @staticmethod def _set(target: Union[Type["Extendable"], "Extendable"], attribute_name: str, value: Any) -> None: """ Used to safely add new attributes to an extendable class or instance. In contrast with assigning them directly, this method will raise an error if the attribute already exists (for example, if another extension added it) to ensure compatibility issues are flagged and can be dealt with easily """ if hasattr(target, attribute_name): ErrorMessages.duplicate_attribute(attribute_name) setattr(target, attribute_name, value) def try_copy(item: Any) -> Any: """ A failsafe deepcopy wrapper """ try: return deepcopy(item) except: return item

31.253012

119

0.646106

95f00be37bfc9cafbcbee9651eb5da002664fb14

2,600

py

Python

scripts/plot_training_metrics.py

shahrukhqasim/HGCalML

2808564b31c89d9b7eb882734f6aebc6f35e94f3

[ "BSD-3-Clause" ]

null

scripts/plot_training_metrics.py

shahrukhqasim/HGCalML

2808564b31c89d9b7eb882734f6aebc6f35e94f3

[ "BSD-3-Clause" ]

null

scripts/plot_training_metrics.py

shahrukhqasim/HGCalML

2808564b31c89d9b7eb882734f6aebc6f35e94f3

[ "BSD-3-Clause" ]

null

#!/usr/bin/env python3 import sql_credentials import experiment_database_reading_manager import argparse from training_metrics_plots import TrainingMetricPlots parser = argparse.ArgumentParser( 'Produce running metrics plot (loss, efficiency and more)') parser.add_argument('experiment_name', help='Experiment name on the server (normally exists in model_train_output/unique_id.txt) or database file path (check is_database_file argument)') parser.add_argument('--is_database_file', help='If you want to plot from a database file instead of server \nThe database file is normally located in model_train_output/training_metrics.db', action='store_true') parser.add_argument('--plot_all', help='Plot only a few metrics for faster performance or all of them?',action='store_true') parser.add_argument('--running_average', help='N running average elements, 1 means no running average', default='10') parser.add_argument('output', help='HTML file where to produce output') parser.add_argument('--ignore_cache', help='''Normally this script caches data so it doesn't have to pull everything again and again but this option will ignore the cache''',action='store_true') parser.add_argument('--trackml', help='''For trackml problem, will plot different metrics''',action='store_true') args = parser.parse_args() if not args.is_database_file: print("Gonna get data from the server, using experiment_name %s" % args.experiment_name) manager = experiment_database_reading_manager.ExperimentDatabaseReadingManager(mysql_credentials=sql_credentials.credentials) else: manager = experiment_database_reading_manager.ExperimentDatabaseReadingManager(file=args.experiment_name) if args.trackml: plotter = TrainingMetricPlots(manager, args.experiment_name, ignore_cache=args.ignore_cache, cache_path='training_metrics_plotter_trackml.cache', metrics=['beta_threshold', 'distance_threshold', 'loss', 'trackml_score', 'num_truth_particles', 'num_reco_tracks'], titles=['Beta threshold', 'Distance threshold', 'loss', 'trackml score', 'Num truth particles', 'Num reco tracks'], database_table_name='training_performance_metrics_trackml' ) else: plotter = TrainingMetricPlots(manager, args.experiment_name, ignore_cache=args.ignore_cache) plotter.do_plot_to_html(args.output, average_over=int(args.running_average))

60.465116

211

0.721154

f279b1fbcca1a462e6822d1175a2f0f0c6071c79

1,402

py

Python

app/app/urls.py

anhlt59/Blog-app

f91eeaddcd338b9e8d3cf53b99affea9df923eda

[ "MIT" ]

null

app/app/urls.py

anhlt59/Blog-app

f91eeaddcd338b9e8d3cf53b99affea9df923eda

[ "MIT" ]

null

app/app/urls.py

anhlt59/Blog-app

f91eeaddcd338b9e8d3cf53b99affea9df923eda

[ "MIT" ]

null

"""app URL Configuration The `urlpatterns` list routes URLs to views. For more information please see: https://docs.djangoproject.com/en/2.2/topics/http/urls/ Examples: Function views 1. Add an import: from my_app import views 2. Add a URL to urlpatterns: path('', views.home, name='home') Class-based views 1. Add an import: from other_app.views import Home 2. Add a URL to urlpatterns: path('', Home.as_view(), name='home') Including another URLconf 1. Import the include() function: from django.urls import include, path 2. Add a URL to urlpatterns: path('blog/', include('blog.urls')) """ from django.contrib import admin from django.urls import path, include from rest_framework.documentation import include_docs_urls from django.conf.urls.static import static from django.conf import settings from django.contrib.staticfiles.urls import staticfiles_urlpatterns from django.conf.urls.i18n import i18n_patterns from django.shortcuts import redirect admin.site.site_header = "Blog Admin" admin.site.site_title = "Blog Admin Portal" admin.site.index_title = "Welcome to Blog Researcher Portal" urlpatterns = i18n_patterns( path('admin/', admin.site.urls), path('', include('blog.urls')), prefix_default_language=False, ) + static(settings.MEDIA_URL, document_root=settings.MEDIA_ROOT) #+ staticfiles_urlpatterns()

37.891892

78

0.738944

943d0d0b2b48850762f7eb43a40bde7eafee6e6e

2,565

py

Python

vklad/migrations/0001_initial.py

ghostforpy/bonds-docker

fda77225b85264cb4ba06b15ff63bc807858425a

[ "MIT" ]

2

2020-09-08T12:51:56.000Z

2021-08-18T15:27:52.000Z

vklad/migrations/0001_initial.py

ghostforpy/bonds-docker

fda77225b85264cb4ba06b15ff63bc807858425a

[ "MIT" ]

1

2021-12-13T20:43:35.000Z

vklad/migrations/0001_initial.py

ghostforpy/bonds-docker

fda77225b85264cb4ba06b15ff63bc807858425a

[ "MIT" ]

null

# Generated by Django 3.0.5 on 2020-05-15 08:36 from django.conf import settings from django.db import migrations, models import django.db.models.deletion class Migration(migrations.Migration): initial = True dependencies = [ migrations.swappable_dependency(settings.AUTH_USER_MODEL), ] operations = [ migrations.CreateModel( name='UserVklad', fields=[ ('id', models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')), ('invest_cash', models.DecimalField(decimal_places=2, default=0, max_digits=10)), ('today_cash', models.DecimalField(decimal_places=2, default=0, max_digits=10)), ('ostatok', models.DecimalField(decimal_places=2, default=0, max_digits=10)), ('created', models.DateTimeField(auto_now_add=True, db_index=True)), ('percent_profit', models.DecimalField(decimal_places=2, default=0, max_digits=5)), ('year_percent_profit', models.DecimalField(decimal_places=2, default=0, max_digits=5)), ('owner', models.OneToOneField(on_delete=django.db.models.deletion.CASCADE, to=settings.AUTH_USER_MODEL)), ], ), migrations.CreateModel( name='VkladInvestHistory', fields=[ ('id', models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')), ('date', models.DateField()), ('cash', models.DecimalField(decimal_places=2, default=0, max_digits=10)), ('popolnenie', models.BooleanField(default=True)), ('vklad', models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to='vklad.UserVklad')), ], options={ 'ordering': ['-date', 'cash'], }, ), migrations.CreateModel( name='VkladHistory', fields=[ ('id', models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')), ('date', models.DateField()), ('percent_profit', models.DecimalField(decimal_places=2, default=0, max_digits=5)), ('year_percent_profit', models.DecimalField(decimal_places=2, default=0, max_digits=5)), ('vklad', models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to='vklad.UserVklad')), ], options={ 'ordering': ['-date'], }, ), ]

45

122

0.596881

a34e5952d01cb043976d9ee3e15d1e59fafc07cd

36,823

py

Python

venv/lib/python2.7/site-packages/ansible/modules/web_infrastructure/acme_certificate.py

haind27/test01

7f86c0a33eb0874a6c3f5ff9a923fd0cfc8ef852

[ "MIT" ]

null

venv/lib/python2.7/site-packages/ansible/modules/web_infrastructure/acme_certificate.py

haind27/test01

7f86c0a33eb0874a6c3f5ff9a923fd0cfc8ef852

[ "MIT" ]

null

venv/lib/python2.7/site-packages/ansible/modules/web_infrastructure/acme_certificate.py

haind27/test01

7f86c0a33eb0874a6c3f5ff9a923fd0cfc8ef852

[ "MIT" ]

null

#!/usr/bin/python # -*- coding: utf-8 -*- # (c) 2016 Michael Gruener <michael.gruener@chaosmoon.net> # GNU General Public License v3.0+ (see COPYING or https://www.gnu.org/licenses/gpl-3.0.txt) from __future__ import absolute_import, division, print_function __metaclass__ = type ANSIBLE_METADATA = {'metadata_version': '1.1', 'status': ['preview'], 'supported_by': 'community'} DOCUMENTATION = ''' --- module: acme_certificate author: "Michael Gruener (@mgruener)" version_added: "2.2" short_description: Create SSL certificates with an ACME protocol endpoint description: - "Create and renew SSL certificates with a CA supporting the ACME protocol, such as Let's Encrypt (U(https://letsencrypt.org)). For details see U(https://letsencrypt.org). The current implementation supports the C(http-01) and C(dns-01) challenges." - "To use this module, it has to be executed twice. Either as two different tasks in the same run or during two runs. Note that the output of the first run needs to be recorded and passed to the second run as the module argument C(data)." - "Between these two tasks you have to fulfill the required steps for the chosen challenge by whatever means necessary. For C(http-01) that means creating the necessary challenge file on the destination webserver. For C(dns-01) the necessary dns record has to be created. It is I(not) the responsibility of this module to perform these steps." - "For details on how to fulfill these challenges, you might have to read through U(https://tools.ietf.org/html/draft-ietf-acme-acme-12#section-8). Also, consider the examples provided for this module." - "Although the defaults are chosen so that the module can be used with the Let's Encrypt CA, the module can be used with any service using the ACME v1 or v2 protocol." - "At least one of C(dest) and C(fullchain_dest) must be specified." - "Note: this module was called C(letsencrypt) before Ansible 2.6. The usage did not change." extends_documentation_fragment: - acme options: account_email: description: - "The email address associated with this account." - "It will be used for certificate expiration warnings." agreement: description: - "URI to a terms of service document you agree to when using the ACME v1 service at C(acme_directory)." - Default is latest gathered from C(acme_directory) URL. - This option will only be used when C(acme_version) is 1. terms_agreed: description: - "Boolean indicating whether you agree to the terms of service document." - "ACME servers can require this to be true." - This option will only be used when C(acme_version) is not 1. type: bool default: 'no' version_added: "2.5" modify_account: description: - "Boolean indicating whether the module should create the account if necessary, and update its contact data." - "Set to C(no) if you want to use C(acme_account) to manage your account instead, and to avoid accidental creation of a new account using an old key if you changed the account key with C(acme_account)." - "If set to C(no), C(terms_agreed) and C(account_email) are ignored." type: bool default: 'yes' version_added: "2.6" challenge: description: The challenge to be performed. choices: [ 'http-01', 'dns-01'] default: 'http-01' csr: description: - "File containing the CSR for the new certificate." - "Can be created with C(openssl req ...)." - "The CSR may contain multiple Subject Alternate Names, but each one will lead to an individual challenge that must be fulfilled for the CSR to be signed." - "I(Note): the private key used to create the CSR I(must not) be the the account key. This is a bad idea from a security point of view, and the CA should not accept the CSR. Let's Encrypt will return an error in this case." required: true aliases: ['src'] data: description: - "The data to validate ongoing challenges. This must be specified for the second run of the module only." - "The value that must be used here will be provided by a previous use of this module. See the examples for more details." - "I(Note): the C(data) option was marked as C(no_log) up to Ansible 2.5. From Ansible 2.6 on, it is no longer marked this way as it causes error messages to be come unusable, and C(data) does not contain any information which can be used without having access to the account key or which are not public anyway." dest: description: - "The destination file for the certificate." - "Required if C(fullchain_dest) is not specified." aliases: ['cert'] fullchain_dest: description: - "The destination file for the full chain (i.e. certificate followed by chain of intermediate certificates)." - "Required if C(dest) is not specified." version_added: 2.5 aliases: ['fullchain'] chain_dest: description: - If specified, the intermediate certificate will be written to this file. aliases: ['chain'] version_added: 2.5 remaining_days: description: - "The number of days the certificate must have left being valid. If C(cert_days < remaining_days), then it will be renewed. If the certificate is not renewed, module return values will not include C(challenge_data)." default: 10 deactivate_authzs: description: - "Deactivate authentication objects (authz) after issuing a certificate, or when issuing the certificate failed." - "Authentication objects are bound to an account key and remain valid for a certain amount of time, and can be used to issue certificates without having to re-authenticate the domain. This can be a security concern." type: bool default: 'no' version_added: 2.6 force: description: - Enforces the execution of the challenge and validation, even if an existing certificate is still valid. - This is especially helpful when having an updated CSR e.g. with additional domains for which a new certificate is desired. type: bool default: 'no' version_added: 2.6 ''' EXAMPLES = R''' ### Example with HTTP challenge ### - name: Create a challenge for sample.com using a account key from a variable. acme_certificate: account_key_content: "{{ account_private_key }}" csr: /etc/pki/cert/csr/sample.com.csr dest: /etc/httpd/ssl/sample.com.crt register: sample_com_challenge # Alternative first step: - name: Create a challenge for sample.com using a account key from hashi vault. acme_certificate: account_key_content: "{{ lookup('hashi_vault', 'secret=secret/account_private_key:value') }}" csr: /etc/pki/cert/csr/sample.com.csr fullchain_dest: /etc/httpd/ssl/sample.com-fullchain.crt register: sample_com_challenge # Alternative first step: - name: Create a challenge for sample.com using a account key file. acme_certificate: account_key_src: /etc/pki/cert/private/account.key csr: /etc/pki/cert/csr/sample.com.csr dest: /etc/httpd/ssl/sample.com.crt fullchain_dest: /etc/httpd/ssl/sample.com-fullchain.crt register: sample_com_challenge # perform the necessary steps to fulfill the challenge # for example: # # - copy: # dest: /var/www/html/{{ sample_com_challenge['challenge_data']['sample.com']['http-01']['resource'] }} # content: "{{ sample_com_challenge['challenge_data']['sample.com']['http-01']['resource_value'] }}" # when: sample_com_challenge is changed - name: Let the challenge be validated and retrieve the cert and intermediate certificate acme_certificate: account_key_src: /etc/pki/cert/private/account.key csr: /etc/pki/cert/csr/sample.com.csr dest: /etc/httpd/ssl/sample.com.crt fullchain_dest: /etc/httpd/ssl/sample.com-fullchain.crt chain_dest: /etc/httpd/ssl/sample.com-intermediate.crt data: "{{ sample_com_challenge }}" ### Example with DNS challenge against production ACME server ### - name: Create a challenge for sample.com using a account key file. acme_certificate: account_key_src: /etc/pki/cert/private/account.key account_email: myself@sample.com src: /etc/pki/cert/csr/sample.com.csr cert: /etc/httpd/ssl/sample.com.crt challenge: dns-01 acme_directory: https://acme-v01.api.letsencrypt.org/directory # Renew if the certificate is at least 30 days old remaining_days: 60 register: sample_com_challenge # perform the necessary steps to fulfill the challenge # for example: # # - route53: # zone: sample.com # record: "{{ sample_com_challenge.challenge_data['sample.com']['dns-01'].record }}" # type: TXT # ttl: 60 # # Note: route53 requires TXT entries to be enclosed in quotes # value: "{{ sample_com_challenge.challenge_data['sample.com']['dns-01'].resource_value }}" # when: sample_com_challenge is changed # # Alternative way: # # - route53: # zone: sample.com # record: "{{ item.key }}" # type: TXT # ttl: 60 # # Note: item.value is a list of TXT entries, and route53 # # requires every entry to be enclosed in quotes # value: "{{ item.value | map('regex_replace', '^(.*)$', '\'\\1\'' ) | list }}" # with_dict: sample_com_challenge.challenge_data_dns # when: sample_com_challenge is changed - name: Let the challenge be validated and retrieve the cert and intermediate certificate acme_certificate: account_key_src: /etc/pki/cert/private/account.key account_email: myself@sample.com src: /etc/pki/cert/csr/sample.com.csr cert: /etc/httpd/ssl/sample.com.crt fullchain: /etc/httpd/ssl/sample.com-fullchain.crt chain: /etc/httpd/ssl/sample.com-intermediate.crt challenge: dns-01 acme_directory: https://acme-v01.api.letsencrypt.org/directory remaining_days: 60 data: "{{ sample_com_challenge }}" ''' RETURN = ''' cert_days: description: the number of days the certificate remains valid. returned: success type: int challenge_data: description: per domain / challenge type challenge data returned: changed type: complex contains: resource: description: the challenge resource that must be created for validation returned: changed type: string sample: .well-known/acme-challenge/evaGxfADs6pSRb2LAv9IZf17Dt3juxGJ-PCt92wr-oA resource_value: description: the value the resource has to produce for the validation returned: changed type: string sample: IlirfxKKXA...17Dt3juxGJ-PCt92wr-oA record: description: the full DNS record's name for the challenge returned: changed and challenge is C(dns-01) type: string sample: _acme-challenge.example.com version_added: "2.5" challenge_data_dns: description: list of TXT values per DNS record, in case challenge is C(dns-01) returned: changed type: dict version_added: "2.5" authorizations: description: ACME authorization data. returned: changed type: complex contains: authorization: description: ACME authorization object. See U(https://tools.ietf.org/html/draft-ietf-acme-acme-12#section-7.1.4) returned: success type: dict order_uri: description: ACME order URI. returned: changed type: string version_added: "2.5" finalization_uri: description: ACME finalization URI. returned: changed type: string version_added: "2.5" account_uri: description: ACME account URI. returned: changed type: string version_added: "2.5" ''' from ansible.module_utils.acme import ( ModuleFailException, fetch_url, write_file, nopad_b64, simple_get, ACMEAccount ) import base64 import hashlib import locale import os import re import textwrap import time from datetime import datetime from ansible.module_utils.basic import AnsibleModule from ansible.module_utils._text import to_text, to_bytes def get_cert_days(module, cert_file): ''' Return the days the certificate in cert_file remains valid and -1 if the file was not found. If cert_file contains more than one certificate, only the first one will be considered. ''' if not os.path.exists(cert_file): return -1 openssl_bin = module.get_bin_path('openssl', True) openssl_cert_cmd = [openssl_bin, "x509", "-in", cert_file, "-noout", "-text"] dummy, out, dummy = module.run_command(openssl_cert_cmd, check_rc=True, encoding=None) try: not_after_str = re.search(r"\s+Not After\s*:\s+(.*)", out.decode('utf8')).group(1) not_after = datetime.fromtimestamp(time.mktime(time.strptime(not_after_str, '%b %d %H:%M:%S %Y %Z'))) except AttributeError: raise ModuleFailException("No 'Not after' date found in {0}".format(cert_file)) except ValueError: raise ModuleFailException("Failed to parse 'Not after' date of {0}".format(cert_file)) now = datetime.utcnow() return (not_after - now).days class ACMEClient(object): ''' ACME client class. Uses an ACME account object and a CSR to start and validate ACME challenges and download the respective certificates. ''' def __init__(self, module): self.module = module self.version = module.params['acme_version'] self.challenge = module.params['challenge'] self.csr = module.params['csr'] self.dest = module.params.get('dest') self.fullchain_dest = module.params.get('fullchain_dest') self.chain_dest = module.params.get('chain_dest') self.account = ACMEAccount(module) self.directory = self.account.directory self.data = module.params['data'] self.authorizations = None self.cert_days = -1 self.order_uri = self.data.get('order_uri') if self.data else None self.finalize_uri = self.data.get('finalize_uri') if self.data else None # Make sure account exists modify_account = module.params['modify_account'] if modify_account or self.version > 1: contact = [] if module.params['account_email']: contact.append('mailto:' + module.params['account_email']) self.changed = self.account.init_account( contact, agreement=module.params.get('agreement'), terms_agreed=module.params.get('terms_agreed'), allow_creation=modify_account, update_contact=modify_account ) else: # This happens if modify_account is False and the ACME v1 # protocol is used. In this case, we do not call init_account() # to avoid accidental creation of an account. This is OK # since for ACME v1, the account URI is not needed to send a # signed ACME request. pass # Extract list of domains from CSR if not os.path.exists(self.csr): raise ModuleFailException("CSR %s not found" % (self.csr)) self._openssl_bin = module.get_bin_path('openssl', True) self.domains = self._get_csr_domains() def _get_csr_domains(self): ''' Parse the CSR and return the list of requested domains ''' openssl_csr_cmd = [self._openssl_bin, "req", "-in", self.csr, "-noout", "-text"] dummy, out, dummy = self.module.run_command(openssl_csr_cmd, check_rc=True) domains = set([]) common_name = re.search(r"Subject:.*? CN\s?=\s?([^\s,;/]+)", to_text(out, errors='surrogate_or_strict')) if common_name is not None: domains.add(common_name.group(1)) subject_alt_names = re.search( r"X509v3 Subject Alternative Name: (?:critical)?\n +([^\n]+)\n", to_text(out, errors='surrogate_or_strict'), re.MULTILINE | re.DOTALL) if subject_alt_names is not None: for san in subject_alt_names.group(1).split(", "): if san.startswith("DNS:"): domains.add(san[4:]) return domains def _add_or_update_auth(self, domain, auth): ''' Add or update the given authroization in the global authorizations list. Return True if the auth was updated/added and False if no change was necessary. ''' if self.authorizations.get(domain) == auth: return False self.authorizations[domain] = auth return True def _new_authz_v1(self, domain): ''' Create a new authorization for the given domain. Return the authorization object of the new authorization https://tools.ietf.org/html/draft-ietf-acme-acme-02#section-6.4 ''' if self.account.uri is None: return new_authz = { "resource": "new-authz", "identifier": {"type": "dns", "value": domain}, } result, info = self.account.send_signed_request(self.directory['new-authz'], new_authz) if info['status'] not in [200, 201]: raise ModuleFailException("Error requesting challenges: CODE: {0} RESULT: {1}".format(info['status'], result)) else: result['uri'] = info['location'] return result def _get_challenge_data(self, auth, domain): ''' Returns a dict with the data for all proposed (and supported) challenges of the given authorization. ''' data = {} # no need to choose a specific challenge here as this module # is not responsible for fulfilling the challenges. Calculate # and return the required information for each challenge. for challenge in auth['challenges']: type = challenge['type'] token = re.sub(r"[^A-Za-z0-9_\-]", "_", challenge['token']) keyauthorization = self.account.get_keyauthorization(token) if type == 'http-01': # https://tools.ietf.org/html/draft-ietf-acme-acme-09#section-8.3 resource = '.well-known/acme-challenge/' + token data[type] = {'resource': resource, 'resource_value': keyauthorization} elif type == 'dns-01': # https://tools.ietf.org/html/draft-ietf-acme-acme-09#section-8.5 resource = '_acme-challenge' value = nopad_b64(hashlib.sha256(to_bytes(keyauthorization)).digest()) record = (resource + domain[1:]) if domain.startswith('*.') else (resource + '.' + domain) data[type] = {'resource': resource, 'resource_value': value, 'record': record} else: continue return data def _fail_challenge(self, domain, auth, error): ''' Aborts with a specific error for a challenge. ''' error_details = '' # multiple challenges could have failed at this point, gather error # details for all of them before failing for challenge in auth['challenges']: if challenge['status'] == 'invalid': error_details += ' CHALLENGE: {0}'.format(challenge['type']) if 'error' in challenge: error_details += ' DETAILS: {0};'.format(challenge['error']['detail']) else: error_details += ';' raise ModuleFailException("{0}: {1}".format(error.format(domain), error_details)) def _validate_challenges(self, domain, auth): ''' Validate the authorization provided in the auth dict. Returns True when the validation was successful and False when it was not. ''' for challenge in auth['challenges']: if self.challenge != challenge['type']: continue uri = challenge['uri'] if self.version == 1 else challenge['url'] challenge_response = {} if self.version == 1: token = re.sub(r"[^A-Za-z0-9_\-]", "_", challenge['token']) keyauthorization = self.account.get_keyauthorization(token) challenge_response["resource"] = "challenge" challenge_response["keyAuthorization"] = keyauthorization result, info = self.account.send_signed_request(uri, challenge_response) if info['status'] not in [200, 202]: raise ModuleFailException("Error validating challenge: CODE: {0} RESULT: {1}".format(info['status'], result)) status = '' while status not in ['valid', 'invalid', 'revoked']: result = simple_get(self.module, auth['uri']) result['uri'] = auth['uri'] if self._add_or_update_auth(domain, result): self.changed = True # draft-ietf-acme-acme-02 # "status (required, string): ... # If this field is missing, then the default value is "pending"." if self.version == 1 and 'status' not in result: status = 'pending' else: status = result['status'] time.sleep(2) if status == 'invalid': self._fail_challenge(domain, result, 'Authorization for {0} returned invalid') return status == 'valid' def _finalize_cert(self): ''' Create a new certificate based on the csr. Return the certificate object as dict https://tools.ietf.org/html/draft-ietf-acme-acme-09#section-7.4 ''' openssl_csr_cmd = [self._openssl_bin, "req", "-in", self.csr, "-outform", "DER"] dummy, out, dummy = self.module.run_command(openssl_csr_cmd, check_rc=True) new_cert = { "csr": nopad_b64(to_bytes(out)), } result, info = self.account.send_signed_request(self.finalize_uri, new_cert) if info['status'] not in [200]: raise ModuleFailException("Error new cert: CODE: {0} RESULT: {1}".format(info['status'], result)) order = info['location'] status = result['status'] while status not in ['valid', 'invalid']: time.sleep(2) result = simple_get(self.module, order) status = result['status'] if status != 'valid': raise ModuleFailException("Error new cert: CODE: {0} STATUS: {1} RESULT: {2}".format(info['status'], status, result)) return result['certificate'] def _der_to_pem(self, der_cert): ''' Convert the DER format certificate in der_cert to a PEM format certificate and return it. ''' return """-----BEGIN CERTIFICATE-----\n{0}\n-----END CERTIFICATE-----\n""".format( "\n".join(textwrap.wrap(base64.b64encode(der_cert).decode('utf8'), 64))) def _download_cert(self, url): ''' Download and parse the certificate chain. https://tools.ietf.org/html/draft-ietf-acme-acme-09#section-7.4.2 ''' resp, info = fetch_url(self.module, url, headers={'Accept': 'application/pem-certificate-chain'}) try: content = resp.read() except AttributeError: content = info.get('body') if not content or not info['content-type'].startswith('application/pem-certificate-chain'): raise ModuleFailException("Cannot download certificate chain from {0}: {1} (headers: {2})".format(url, content, info)) cert = None chain = [] # Parse data lines = content.decode('utf-8').splitlines(True) current = [] for line in lines: if line.strip(): current.append(line) if line.startswith('-----END CERTIFICATE-----'): if cert is None: cert = ''.join(current) else: chain.append(''.join(current)) current = [] # Process link-up headers if there was no chain in reply if not chain and 'link' in info: link = info['link'] parsed_link = re.match(r'<(.+)>;rel="(\w+)"', link) if parsed_link and parsed_link.group(2) == "up": chain_link = parsed_link.group(1) chain_result, chain_info = fetch_url(self.module, chain_link, method='GET') if chain_info['status'] in [200, 201]: chain.append(self._der_to_pem(chain_result.read())) if cert is None or current: raise ModuleFailException("Failed to parse certificate chain download from {0}: {1} (headers: {2})".format(url, content, info)) return {'cert': cert, 'chain': chain} def _new_cert_v1(self): ''' Create a new certificate based on the CSR (ACME v1 protocol). Return the certificate object as dict https://tools.ietf.org/html/draft-ietf-acme-acme-02#section-6.5 ''' openssl_csr_cmd = [self._openssl_bin, "req", "-in", self.csr, "-outform", "DER"] dummy, out, dummy = self.module.run_command(openssl_csr_cmd, check_rc=True) new_cert = { "resource": "new-cert", "csr": nopad_b64(to_bytes(out)), } result, info = self.account.send_signed_request(self.directory['new-cert'], new_cert) chain = [] if 'link' in info: link = info['link'] parsed_link = re.match(r'<(.+)>;rel="(\w+)"', link) if parsed_link and parsed_link.group(2) == "up": chain_link = parsed_link.group(1) chain_result, chain_info = fetch_url(self.module, chain_link, method='GET') if chain_info['status'] in [200, 201]: chain = [self._der_to_pem(chain_result.read())] if info['status'] not in [200, 201]: raise ModuleFailException("Error new cert: CODE: {0} RESULT: {1}".format(info['status'], result)) else: return {'cert': self._der_to_pem(result), 'uri': info['location'], 'chain': chain} def _new_order_v2(self): ''' Start a new certificate order (ACME v2 protocol). https://tools.ietf.org/html/draft-ietf-acme-acme-09#section-7.4 ''' identifiers = [] for domain in self.domains: identifiers.append({ 'type': 'dns', 'value': domain, }) new_order = { "identifiers": identifiers } result, info = self.account.send_signed_request(self.directory['newOrder'], new_order) if info['status'] not in [201]: raise ModuleFailException("Error new order: CODE: {0} RESULT: {1}".format(info['status'], result)) for auth_uri in result['authorizations']: auth_data = simple_get(self.module, auth_uri) auth_data['uri'] = auth_uri domain = auth_data['identifier']['value'] if auth_data.get('wildcard', False): domain = '*.{0}'.format(domain) self.authorizations[domain] = auth_data self.order_uri = info['location'] self.finalize_uri = result['finalize'] def is_first_step(self): ''' Return True if this is the first execution of this module, i.e. if a sufficient data object from a first run has not been provided. ''' if (self.data is None) or ('authorizations' not in self.data): return True if self.finalize_uri is None and self.version != 1: return True return False def start_challenges(self): ''' Create new authorizations for all domains of the CSR, respectively start a new order for ACME v2. ''' self.authorizations = {} if self.version == 1: for domain in self.domains: new_auth = self._new_authz_v1(domain) self._add_or_update_auth(domain, new_auth) else: self._new_order_v2() self.changed = True def get_challenges_data(self): ''' Get challenge details for the chosen challenge type. Return a tuple of generic challenge details, and specialized DNS challenge details. ''' # Get general challenge data data = {} for domain, auth in self.authorizations.items(): data[domain] = self._get_challenge_data(self.authorizations[domain], domain) # Get DNS challenge data data_dns = {} if self.challenge == 'dns-01': for domain, challenges in data.items(): if self.challenge in challenges: values = data_dns.get(challenges[self.challenge]['record']) if values is None: values = [] data_dns[challenges[self.challenge]['record']] = values values.append(challenges[self.challenge]['resource_value']) return data, data_dns def finish_challenges(self): ''' Verify challenges for all domains of the CSR. ''' self.authorizations = {} for domain, auth in self.data['authorizations'].items(): self.authorizations[domain] = auth if auth['status'] == 'pending': self._validate_challenges(domain, auth) def get_certificate(self): ''' Request a new certificate and write it to the destination file. First verifies whether all authorizations are valid; if not, aborts with an error. ''' for domain in self.domains: auth = self.authorizations.get(domain) if auth is None: raise ModuleFailException('Found no authorization information for "{0}"!'.format(domain)) if 'status' not in auth: self._fail_challenge(domain, auth, 'Authorization for {0} returned no status') if auth['status'] != 'valid': self._fail_challenge(domain, auth, 'Authorization for {0} returned status ' + str(auth['status'])) if self.version == 1: cert = self._new_cert_v1() else: cert_uri = self._finalize_cert() cert = self._download_cert(cert_uri) if cert['cert'] is not None: pem_cert = cert['cert'] chain = [link for link in cert.get('chain', [])] if self.dest and write_file(self.module, self.dest, pem_cert.encode('utf8')): self.cert_days = get_cert_days(self.module, self.dest) self.changed = True if self.fullchain_dest and write_file(self.module, self.fullchain_dest, (pem_cert + "\n".join(chain)).encode('utf8')): self.cert_days = get_cert_days(self.module, self.fullchain_dest) self.changed = True if self.chain_dest and write_file(self.module, self.chain_dest, ("\n".join(chain)).encode('utf8')): self.changed = True def deactivate_authzs(self): ''' Deactivates all valid authz's. Does not raise exceptions. https://community.letsencrypt.org/t/authorization-deactivation/19860/2 https://tools.ietf.org/html/draft-ietf-acme-acme-09#section-7.5.2 ''' authz_deactivate = { 'status': 'deactivated' } if self.version == 1: authz_deactivate['resource'] = 'authz' if self.authorizations: for domain in self.domains: auth = self.authorizations.get(domain) if auth is None or auth.get('status') != 'valid': continue try: result, info = self.account.send_signed_request(auth['uri'], authz_deactivate) if 200 <= info['status'] < 300 and result.get('status') == 'deactivated': auth['status'] = 'deactivated' except Exception as e: # Ignore errors on deactivating authzs pass if auth.get('status') != 'deactivated': self.module.warn(warning='Could not deactivate authz object {0}.'.format(auth['uri'])) def main(): module = AnsibleModule( argument_spec=dict( account_key_src=dict(type='path', aliases=['account_key']), account_key_content=dict(type='str', no_log=True), modify_account=dict(required=False, type='bool', default=True), acme_directory=dict(required=False, default='https://acme-staging.api.letsencrypt.org/directory', type='str'), acme_version=dict(required=False, default=1, choices=[1, 2], type='int'), validate_certs=dict(required=False, default=True, type='bool'), account_email=dict(required=False, default=None, type='str'), agreement=dict(required=False, type='str'), terms_agreed=dict(required=False, default=False, type='bool'), challenge=dict(required=False, default='http-01', choices=['http-01', 'dns-01'], type='str'), csr=dict(required=True, aliases=['src'], type='path'), data=dict(required=False, default=None, type='dict'), dest=dict(aliases=['cert'], type='path'), fullchain_dest=dict(aliases=['fullchain'], type='path'), chain_dest=dict(required=False, default=None, aliases=['chain'], type='path'), remaining_days=dict(required=False, default=10, type='int'), deactivate_authzs=dict(required=False, default=False, type='bool'), force=dict(required=False, default=False, type='bool'), ), required_one_of=( ['account_key_src', 'account_key_content'], ['dest', 'fullchain_dest'], ), mutually_exclusive=( ['account_key_src', 'account_key_content'], ), supports_check_mode=True, ) if module._name == 'letsencrypt': module.deprecate("The 'letsencrypt' module is being renamed 'acme_certificate'", version='2.10') # AnsibleModule() changes the locale, so change it back to C because we rely on time.strptime() when parsing certificate dates. module.run_command_environ_update = dict(LANG='C', LC_ALL='C', LC_MESSAGES='C', LC_CTYPE='C') locale.setlocale(locale.LC_ALL, 'C') if not module.params.get('validate_certs'): module.warn(warning='Disabling certificate validation for communications with ACME endpoint. ' + 'This should only be done for testing against a local ACME server for ' + 'development purposes, but *never* for production purposes.') try: if module.params.get('dest'): cert_days = get_cert_days(module, module.params['dest']) else: cert_days = get_cert_days(module, module.params['fullchain_dest']) if module.params['force'] or cert_days < module.params['remaining_days']: # If checkmode is active, base the changed state solely on the status # of the certificate file as all other actions (accessing an account, checking # the authorization status...) would lead to potential changes of the current # state if module.check_mode: module.exit_json(changed=True, authorizations={}, challenge_data={}, cert_days=cert_days) else: client = ACMEClient(module) client.cert_days = cert_days if client.is_first_step(): # First run: start challenges / start new order client.start_challenges() else: # Second run: finish challenges, and get certificate try: client.finish_challenges() client.get_certificate() finally: if module.params['deactivate_authzs']: client.deactivate_authzs() data, data_dns = client.get_challenges_data() module.exit_json( changed=client.changed, authorizations=client.authorizations, finalize_uri=client.finalize_uri, order_uri=client.order_uri, account_uri=client.account.uri, challenge_data=data, challenge_data_dns=data_dns, cert_days=client.cert_days ) else: module.exit_json(changed=False, cert_days=cert_days) except ModuleFailException as e: e.do_fail(module) if __name__ == '__main__': main()

41.560948

139

0.621405

aa6dedf3c3e590ed9b920fd1dfe1c8b621be16c3

927

py

Python

BOJwithDongbinNa/1991/1991.py

jiyolla/StudyForCodingTestWithDongbinNa

c070829dd9c7b02b139e56511832c4a3b9f5982f

[ "MIT" ]

null

BOJwithDongbinNa/1991/1991.py

jiyolla/StudyForCodingTestWithDongbinNa

c070829dd9c7b02b139e56511832c4a3b9f5982f

[ "MIT" ]

null

BOJwithDongbinNa/1991/1991.py

jiyolla/StudyForCodingTestWithDongbinNa

c070829dd9c7b02b139e56511832c4a3b9f5982f

[ "MIT" ]

null

def solve(): n = int(input()) child = {} for _ in range(n): node, left, right = input().split() child[node] = (left, right) print_buf = [] def preorder(node): print_buf.append(node) if child[node][0] in child: preorder(child[node][0]) if child[node][1] in child: preorder(child[node][1]) def inorder(node): if child[node][0] in child: inorder(child[node][0]) print_buf.append(node) if child[node][1] in child: inorder(child[node][1]) def postorder(node): if child[node][0] in child: postorder(child[node][0]) if child[node][1] in child: postorder(child[node][1]) print_buf.append(node) preorder('A') print_buf.append('\n') inorder('A') print_buf.append('\n') postorder('A') print(''.join(print_buf)) solve()

23.175

43

0.528587

f8be4548bef7cc6a5e6fde200706178fc2ad8c1c

15,118

py

Python

py_zipkin/logging_helper.py

gugu/py_zipkin

f48ffeb8bb15608209b6eef449dac9a42246fe75

[ "Apache-2.0" ]

null

py_zipkin/logging_helper.py

gugu/py_zipkin

f48ffeb8bb15608209b6eef449dac9a42246fe75

[ "Apache-2.0" ]

null

py_zipkin/logging_helper.py

gugu/py_zipkin

f48ffeb8bb15608209b6eef449dac9a42246fe75

[ "Apache-2.0" ]

null

# -*- coding: utf-8 -*- import logging import time from collections import defaultdict from logging import NullHandler from py_zipkin import _encoding_helpers from py_zipkin import thrift from py_zipkin.exception import ZipkinError from py_zipkin.transport import BaseTransportHandler from py_zipkin.util import generate_random_64bit_string null_handler = NullHandler() zipkin_logger = logging.getLogger('py_zipkin.logger') zipkin_logger.addHandler(null_handler) zipkin_logger.setLevel(logging.DEBUG) LOGGING_END_KEY = 'py_zipkin.logging_end' class ZipkinLoggingContext(object): """A logging context specific to a Zipkin trace. If the trace is sampled, the logging context sends serialized Zipkin spans to a transport_handler. The logging context sends root "server" or "client" span, as well as all local child spans collected within this context. This class should only be used by the main `zipkin_span` entrypoint. """ def __init__( self, zipkin_attrs, endpoint, log_handler, span_name, transport_handler, report_root_timestamp, binary_annotations=None, add_logging_annotation=False, client_context=False, max_span_batch_size=None, firehose_handler=None, ): self.zipkin_attrs = zipkin_attrs self.endpoint = endpoint self.log_handler = log_handler self.span_name = span_name self.transport_handler = transport_handler self.response_status_code = 0 self.report_root_timestamp = report_root_timestamp self.binary_annotations_dict = binary_annotations or {} self.add_logging_annotation = add_logging_annotation self.client_context = client_context self.max_span_batch_size = max_span_batch_size self.firehose_handler = firehose_handler self.sa_endpoint = None def start(self): """Actions to be taken before request is handled. 1) Attach `zipkin_logger` to :class:`ZipkinLoggerHandler` object. 2) Record the start timestamp. """ zipkin_logger.removeHandler(null_handler) zipkin_logger.addHandler(self.log_handler) self.start_timestamp = time.time() return self def stop(self): """Actions to be taken post request handling. 1) Log the service annotations to scribe. 2) Detach `zipkin_logger` handler. """ self.log_spans() zipkin_logger.removeHandler(self.log_handler) zipkin_logger.addHandler(null_handler) def log_spans(self): """Main function to log all the annotations stored during the entire request. This is done if the request is sampled and the response was a success. It also logs the service (`ss` and `sr`) or the client ('cs' and 'cr') annotations. """ # FIXME: Should have a single aggregate handler if self.firehose_handler: # FIXME: We need to allow different batching settings per handler self._log_spans_with_span_sender( ZipkinBatchSender(self.firehose_handler, self.max_span_batch_size) ) if not self.zipkin_attrs.is_sampled: return span_sender = ZipkinBatchSender(self.transport_handler, self.max_span_batch_size) self._log_spans_with_span_sender(span_sender) def _log_spans_with_span_sender(self, span_sender): with span_sender: end_timestamp = time.time() # Collect additional annotations from the logging handler annotations_by_span_id = defaultdict(dict) binary_annotations_by_span_id = defaultdict(dict) for msg in self.log_handler.extra_annotations: span_id = msg['parent_span_id'] or self.zipkin_attrs.span_id # This should check if these are non-None annotations_by_span_id[span_id].update(msg['annotations']) binary_annotations_by_span_id[span_id].update( msg['binary_annotations'] ) # Collect, annotate, and log client spans from the logging handler for span in self.log_handler.client_spans: # The parent_span_id is either the parent ID set in the # logging handler or the current Zipkin context's span ID. parent_span_id = ( span['parent_span_id'] or self.zipkin_attrs.span_id ) # A new client span's span ID can be overridden span_id = span['span_id'] or generate_random_64bit_string() endpoint = _encoding_helpers.copy_endpoint_with_new_service_name( self.endpoint, span['service_name'] ) # Collect annotations both logged with the new spans and # logged in separate log messages. annotations = span['annotations'] annotations.update(annotations_by_span_id[span_id]) binary_annotations = span['binary_annotations'] binary_annotations.update( binary_annotations_by_span_id[span_id]) timestamp, duration = get_local_span_timestamp_and_duration( annotations ) span_sender.add_span( span_id=span_id, parent_span_id=parent_span_id, trace_id=self.zipkin_attrs.trace_id, span_name=span['span_name'], annotations=annotations, binary_annotations=binary_annotations, timestamp_s=timestamp, duration_s=duration, endpoint=endpoint, sa_endpoint=span.get('sa_endpoint'), ) extra_annotations = annotations_by_span_id[ self.zipkin_attrs.span_id] extra_binary_annotations = binary_annotations_by_span_id[ self.zipkin_attrs.span_id ] k1, k2 = ('sr', 'ss') if self.client_context: k1, k2 = ('cs', 'cr') annotations = {k1: self.start_timestamp, k2: end_timestamp} annotations.update(extra_annotations) if self.add_logging_annotation: annotations[LOGGING_END_KEY] = time.time() self.binary_annotations_dict.update(extra_binary_annotations) if self.report_root_timestamp: timestamp = self.start_timestamp duration = end_timestamp - self.start_timestamp else: timestamp = duration = None span_sender.add_span( span_id=self.zipkin_attrs.span_id, parent_span_id=self.zipkin_attrs.parent_span_id, trace_id=self.zipkin_attrs.trace_id, span_name=self.span_name, annotations=annotations, binary_annotations=self.binary_annotations_dict, timestamp_s=timestamp, duration_s=duration, endpoint=self.endpoint, sa_endpoint=self.sa_endpoint, ) def get_local_span_timestamp_and_duration(annotations): if 'cs' in annotations and 'cr' in annotations: return annotations['cs'], annotations['cr'] - annotations['cs'] elif 'sr' in annotations and 'ss' in annotations: return annotations['sr'], annotations['ss'] - annotations['sr'] return None, None class ZipkinLoggerHandler(logging.StreamHandler, object): """Logger Handler to log span annotations or additional client spans to scribe. To connect to the handler, logger name must be 'py_zipkin.logger'. :param zipkin_attrs: ZipkinAttrs namedtuple object """ def __init__(self, zipkin_attrs): super(ZipkinLoggerHandler, self).__init__() # If parent_span_id is set, the application is in a logging context # where each additional client span logged has this span as its parent. # This is to allow logging of hierarchies of spans instead of just # single client spans. See the SpanContext class. self.parent_span_id = None self.zipkin_attrs = zipkin_attrs self.client_spans = [] self.extra_annotations = [] def store_local_span( self, span_name, service_name, annotations, binary_annotations, sa_endpoint, span_id=None, ): """Convenience method for storing a local child span (a zipkin_span inside other zipkin_spans) to be logged when the outermost zipkin_span exits. """ self.client_spans.append({ 'span_name': span_name, 'service_name': service_name, 'parent_span_id': self.parent_span_id, 'span_id': span_id, 'annotations': annotations, 'binary_annotations': binary_annotations, 'sa_endpoint': sa_endpoint, }) def emit(self, record): """Handle each record message. This function is called whenever zipkin_logger.debug() is called. :param record: object containing the `msg` object. Structure of record.msg should be the following: :: { "annotations": { "cs": ts1, "cr": ts2, }, "binary_annotations": { "http.uri": "/foo/bar", }, "name": "foo_span", "service_name": "myService", } Keys: - annotations: str -> timestamp annotations - binary_annotations: str -> str binary annotations (One of either annotations or binary_annotations is required) - name: str of new span name; only used if service-name is also specified. - service_name: str of new client span's service name. If service_name is specified, this log msg is considered to represent a new client span. If service_name is omitted, this is considered additional annotation for the currently active "parent span" (either the server span or the parent client span inside a SpanContext). """ if not self.zipkin_attrs.is_sampled: return span_name = record.msg.get('name', 'span') annotations = record.msg.get('annotations', {}) binary_annotations = record.msg.get('binary_annotations', {}) if not annotations and not binary_annotations: raise ZipkinError( "At least one of annotation/binary annotation has" " to be provided for {0} span".format(span_name) ) service_name = record.msg.get('service_name', None) # Presence of service_name means this is to be a new local span. if service_name is not None: self.store_local_span( span_name=span_name, service_name=service_name, annotations=annotations, binary_annotations=binary_annotations, sa_endpoint=None, ) else: self.extra_annotations.append({ 'annotations': annotations, 'binary_annotations': binary_annotations, 'parent_span_id': self.parent_span_id, }) class ZipkinBatchSender(object): MAX_PORTION_SIZE = 100 def __init__(self, transport_handler, max_portion_size=None): self.transport_handler = transport_handler self.max_portion_size = max_portion_size or self.MAX_PORTION_SIZE if isinstance(self.transport_handler, BaseTransportHandler): self.max_payload_bytes = self.transport_handler.get_max_payload_bytes() else: self.max_payload_bytes = None def __enter__(self): self._reset_queue() return self def __exit__(self, _exc_type, _exc_value, _exc_traceback): if any((_exc_type, _exc_value, _exc_traceback)): error = '{0}: {1}'.format(_exc_type.__name__, _exc_value) raise ZipkinError(error) else: self.flush() def _reset_queue(self): self.queue = [] self.current_size = thrift.LIST_HEADER_SIZE def add_span( self, span_id, parent_span_id, trace_id, span_name, annotations, binary_annotations, timestamp_s, duration_s, endpoint, sa_endpoint, ): thrift_endpoint = thrift.create_endpoint( endpoint.port, endpoint.service_name, endpoint.ipv4, endpoint.ipv6, ) thrift_annotations = thrift.annotation_list_builder( annotations, thrift_endpoint, ) # Binary annotations can be set through debug messages or the # set_extra_binary_annotations registry setting. thrift_binary_annotations = thrift.binary_annotation_list_builder( binary_annotations, thrift_endpoint, ) # Add sa binary annotation if sa_endpoint is not None: thrift_sa_endpoint = thrift.create_endpoint( sa_endpoint.port, sa_endpoint.service_name, sa_endpoint.ipv4, sa_endpoint.ipv6, ) thrift_binary_annotations.append(thrift.create_binary_annotation( key=thrift.zipkin_core.SERVER_ADDR, value=thrift.SERVER_ADDR_VAL, annotation_type=thrift.zipkin_core.AnnotationType.BOOL, host=thrift_sa_endpoint, )) thrift_span = thrift.create_span( span_id, parent_span_id, trace_id, span_name, thrift_annotations, thrift_binary_annotations, timestamp_s, duration_s, ) encoded_span = thrift.span_to_bytes(thrift_span) # If we've already reached the max batch size or the new span doesn't # fit in max_payload_bytes, send what we've collected until now and # start a new batch. is_over_size_limit = ( self.max_payload_bytes is not None and self.current_size + len(encoded_span) > self.max_payload_bytes ) is_over_portion_limit = len(self.queue) >= self.max_portion_size if is_over_size_limit or is_over_portion_limit: self.flush() self.queue.append(encoded_span) self.current_size += len(encoded_span) def flush(self): if self.transport_handler and len(self.queue) > 0: message = thrift.encode_bytes_list(self.queue) self.transport_handler(message) self._reset_queue()

36.783455

83

0.611853

ab05fa79323c7f161ad27b944b78ebb40e546882

4,411

py

Python

circuit-python/code.py

aws-samples/aws-serverless-pyportal-mars-weather-display

156dddc4f971e40368a5e45ba7420b76e6fff276

[ "MIT-0" ]

7

2020-05-17T13:54:58.000Z

2022-03-27T20:57:34.000Z

circuit-python/code.py

aws-samples/aws-serverless-pyportal-mars-weather-display

156dddc4f971e40368a5e45ba7420b76e6fff276

[ "MIT-0" ]

2

2020-08-01T12:56:44.000Z

2021-01-16T21:03:31.000Z

circuit-python/code.py

aws-samples/aws-serverless-pyportal-mars-weather-display

156dddc4f971e40368a5e45ba7420b76e6fff276

[ "MIT-0" ]

1

2021-11-03T01:50:43.000Z

# Copyright 2020 Amazon.com, Inc. or its affiliates. All Rights Reserved. # Permission is hereby granted, free of charge, to any person obtaining a copy of this # software and associated documentation files (the "Software"), to deal in the Software # without restriction, including without limitation the rights to use, copy, modify, # merge, publish, distribute, sublicense, and/or sell copies of the Software, and to # permit persons to whom the Software is furnished to do so. # THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, # INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A # PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT # HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION # OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE # SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE. import time import board import busio from digitalio import DigitalInOut import neopixel from adafruit_esp32spi import adafruit_esp32spi from adafruit_esp32spi import adafruit_esp32spi_wifimanager import adafruit_pyportal import displayio from adafruit_display_text.label import Label from adafruit_bitmap_font import bitmap_font font = bitmap_font.load_font("/fonts/OstrichSans-Heavy-18.bdf") # font terminalio.FONT # import terminalio pyportal = adafruit_pyportal.PyPortal() display = board.DISPLAY splash = displayio.Group(max_size=9) bg_group = displayio.Group(max_size=1) btm_view = displayio.Group(max_size=9, x=20, y=140) top_view = displayio.Group(max_size=9, x=20, y=20) splash.append(bg_group) splash.append(btm_view) splash.append(top_view) ### WiFi ### # Get wifi details and more from a secrets.py file try: from secrets import secrets except ImportError: print("WiFi secrets are kept in secrets.py, please add them there!") raise interval_minutes = secrets['interval_minutes'] wifi = adafruit_esp32spi_wifimanager.ESPSPI_WiFiManager(pyportal._esp, secrets, None) def callAPIEndpoint(mars_api_url): headers = {"x-api-key": secrets['mars_api_key']} response = wifi.get(mars_api_url, headers=headers, timeout=30) data = response.json() print("JSON Response: ", data) response.close() return data def downloadImage(url): max_retries = 5 for i in range(max_retries): try: pyportal.wget(url, '/sd/cache.bmp', chunk_size=4096) except OSError as error: print(error) print("""\n\nNo writable filesystem found. Insert an SD card.""") continue except RuntimeError as error: print(error) print("wget didn't write a complete file") continue break def setText(group, text, value, x, y): text = text + str(value) status_label = Label(font, text=text, color=0xa1251b, max_glyphs=200) status_label.x = x status_label.y = y group.append(status_label) return def clearGroup(group): if group: size = len(group) - 1 for x in range(0, size): group.pop() def setInsight(insight): clearGroup(btm_view) clearGroup(top_view) setText(btm_view, 'Sol: ', insight['sol'], 0, 0) setText(btm_view, 'Avg Air Temp: ', insight['av_at'], 0, 20) setText(btm_view, 'Avg Wind Speed: ', insight['av_HWS'], 0, 40) setText(btm_view, 'Avg Pressure: ', insight['av_PRE'], 0, 60) setText(top_view, 'Last_UTC: ', insight['Last_UTC'], 0,0) setText(top_view, 'Martian Season: ', insight['season'], 0,20) return def showDisplay(insight, displayTime=60.0): print('Setting background') with open("/sd/cache.bmp", "rb") as bitmap_file: bitmap = displayio.OnDiskBitmap(bitmap_file) tile_grid = displayio.TileGrid(bitmap, pixel_shader=displayio.ColorConverter()) if bg_group: bg_group.pop() bg_group.append(tile_grid) setInsight(insight) display.show(splash) start = time.monotonic() while time.monotonic() - start < displayTime: pass while True: data = callAPIEndpoint(secrets['mars_api_url']) downloadImage(data['image_url']) showDisplay(data['insight'], displayTime=60*interval_minutes)

34.732283

88

0.687599

c0bcc4a462cfe4a02bbf8809fa40ecda2481f1cc

3,738

py

Python

tests/devices/test_renpho_rp_ap001s.py

pascaltippelt/tuya-local

03f4a8135e085081b30e6e0abd3ba4d3e4ae491e

[ "MIT" ]

null

tests/devices/test_renpho_rp_ap001s.py

pascaltippelt/tuya-local

03f4a8135e085081b30e6e0abd3ba4d3e4ae491e

[ "MIT" ]

null

tests/devices/test_renpho_rp_ap001s.py

pascaltippelt/tuya-local

03f4a8135e085081b30e6e0abd3ba4d3e4ae491e

[ "MIT" ]

null

from homeassistant.components.fan import SUPPORT_PRESET_MODE from homeassistant.components.light import COLOR_MODE_ONOFF from homeassistant.components.lock import STATE_LOCKED, STATE_UNLOCKED from homeassistant.const import STATE_UNAVAILABLE from ..const import RENPHO_PURIFIER_PAYLOAD from ..helpers import assert_device_properties_set from .base_device_tests import ( BasicLightTests, BasicLockTests, BasicSwitchTests, SwitchableTests, TuyaDeviceTestCase, ) SWITCH_DPS = "1" PRESET_DPS = "4" LOCK_DPS = "7" LIGHT_DPS = "8" TIMER_DPS = "19" QUALITY_DPS = "22" SLEEP_DPS = "101" PREFILTER_DPS = "102" CHARCOAL_DPS = "103" ACTIVATED_DPS = "104" HEPA_DPS = "105" class TestRenphoPurifier( BasicLightTests, BasicLockTests, BasicSwitchTests, SwitchableTests, TuyaDeviceTestCase, ): __test__ = True def setUp(self): self.setUpForConfig("renpho_rp_ap001s.yaml", RENPHO_PURIFIER_PAYLOAD) self.subject = self.entities.get("fan") self.setUpSwitchable(SWITCH_DPS, self.subject) self.setUpBasicLight(LIGHT_DPS, self.entities.get("light_aq_indicator")) self.setUpBasicLock(LOCK_DPS, self.entities.get("lock_child_lock")) self.setUpBasicSwitch(SLEEP_DPS, self.entities.get("switch_sleep")) def test_supported_features(self): self.assertEqual(self.subject.supported_features, SUPPORT_PRESET_MODE) def test_preset_modes(self): self.assertCountEqual( self.subject.preset_modes, ["low", "mid", "high", "auto"], ) def test_preset_mode(self): self.dps[PRESET_DPS] = "low" self.assertEqual(self.subject.preset_mode, "low") self.dps[PRESET_DPS] = "mid" self.assertEqual(self.subject.preset_mode, "mid") self.dps[PRESET_DPS] = "high" self.assertEqual(self.subject.preset_mode, "high") self.dps[PRESET_DPS] = "auto" self.assertEqual(self.subject.preset_mode, "auto") async def test_set_preset_mode_to_low(self): async with assert_device_properties_set( self.subject._device, {PRESET_DPS: "low"}, ): await self.subject.async_set_preset_mode("low") async def test_set_preset_mode_to_mid(self): async with assert_device_properties_set( self.subject._device, {PRESET_DPS: "mid"}, ): await self.subject.async_set_preset_mode("mid") async def test_set_preset_mode_to_high(self): async with assert_device_properties_set( self.subject._device, {PRESET_DPS: "high"}, ): await self.subject.async_set_preset_mode("high") async def test_set_preset_mode_to_auto(self): async with assert_device_properties_set( self.subject._device, {PRESET_DPS: "auto"}, ): await self.subject.async_set_preset_mode("auto") def test_device_state_attributes(self): self.dps[TIMER_DPS] = "19" self.dps[QUALITY_DPS] = "22" self.dps[PREFILTER_DPS] = 102 self.dps[CHARCOAL_DPS] = 103 self.dps[ACTIVATED_DPS] = 104 self.dps[HEPA_DPS] = 105 self.assertDictEqual( self.subject.device_state_attributes, { "timer": "19", "air_quality": "22", "prefilter_life": 102, "charcoal_filter_life": 103, "activated_charcoal_filter_life": 104, "hepa_filter_life": 105, }, ) self.assertEqual(self.basicSwitch.icon, "mdi:power-sleep")

32.789474

81

0.635099

9d1a43588ff6c5f584151404ce877f43b0b65bc2

8,278

py

Python

thread_queue.py

timmartin19/thread-queue

6e69144fe1bc7f4246ff25ea93eeeeaca0c7c268

[ "MIT" ]

null

thread_queue.py

timmartin19/thread-queue

6e69144fe1bc7f4246ff25ea93eeeeaca0c7c268

[ "MIT" ]

null

thread_queue.py

timmartin19/thread-queue

6e69144fe1bc7f4246ff25ea93eeeeaca0c7c268

[ "MIT" ]

null

from __future__ import absolute_import from __future__ import division from __future__ import print_function from __future__ import unicode_literals import logging from threading import Thread try: from queue import Queue, Empty except ImportError: from Queue import Queue, Empty __author__ = 'Tim Martin' __email__ = 'tim@timmartin.me' __version__ = '0.2.2' LOG = logging.getLogger(__name__) t = Thread() class QueueNotEmptyException(Exception): """ Raised when items from the queue have not been processed, likely due to an error in the underlying threads """ def __init__(self, message, items, exceptions): self._unattempted_tasks = items self.thread_exceptions = exceptions super(QueueNotEmptyException, self).__init__(message) @property def all_unprocessed_tasks(self): tasks = list(self.unattempted_tasks) thread_task_excs = [exc.task for exc in self.thread_exceptions if isinstance(exc, ThreadTaskException) and exc.task is not None] return tasks + thread_task_excs @property def unattempted_tasks(self): return [task for task in self._unattempted_tasks if task is not None] class ThreadTaskException(Exception): """ Wrapper for exceptions that occur within the underlying threads """ def __init__(self, message, exc, task=None): self.__cause__ = exc self.task = task super(ThreadTaskException, self).__init__(message) class ThreadQueue(object): """ An object for safely processing a queue using a fixed number of threads Example: ..code-block:: python from thread_queue import ThreadQueue def worker(arg, keyword=5): print('arg = {0}, keyword = {1}'.format(arg, keyword)) with ThreadQueue(worker) as tq: for i in range(10): tq.load(i, i*10) # Would print in no particular order (because it's threaded) # arg = 0, keyword = 0 # arg = 1, keyword = 10 # arg = 2, keyword = 20 # ... # arg = 9, keyword = 90 """ def __init__(self, worker, thread_count=10, initialize_thread=None, initialization_args=None, initialization_kwargs=None, cleanup_thread=None, queue=None, response_queue=None): """ :param function worker: The function to call from the generated threads. This will take the same arguments as are added to the ``ThreadQueue.load`` method. If you call ``ThreadQueue(my_job).load(1, keyword=2)`` this function would be effectively equivalent to calling ``my_job(1, keyword=2)``. The one caveat is if ``initialize_thread`` is set. In that case the return value will be prepended to the arguments. ``ThreadQueue(my_job, initialize_thread=lambda: 'initial').load(1, keyword=2)`` is equivalent to ``my_job('initial', 1, keyword=2) :param int thread_count: The number of threads to instantiate :param function initialize_thread: A function to call immediately after a thread has been initialized. The return value will be prepended to the args sent to worker :param tuple initialization_args: Arguments to pass to the ``initialize_thread`` function :param dict initialization_kwargs: Keyword arguments to pass to ``initialize_thread`` :param function cleanup_thread: Called when the thread is about to finish. It will always be called even in the event of an exception. If ``initialize_thread`` is set, then the return value of that function will be passed to ``cleanup_thread`` :param Queue queue: Defaults to ``queue.Queue()``. An object that implements a ``Queue`` like interface. It must include at least ``get``, ``put``, and ``join`` methods. """ self.thread_count = thread_count self._queue = queue or Queue() self.response_queue = queue or Queue() self._exc_queue = None self.initialize_thread = initialize_thread self.worker = worker self.initialization_args = initialization_args or [] self.initialization_kwargs = initialization_kwargs or {} self.cleanup_thread = cleanup_thread self._threads = [] def __enter__(self): self.start() return self def __exit__(self, exc_type, exc_val, exc_tb): self.close() def start(self): """ Initializes the threads that the queue will be using """ LOG.debug('Starting ThreadQueue threads') self._exc_queue = Queue() for i in range(self.thread_count): worker_args = [self._queue, self.initialize_thread, self.worker, self.initialization_args, self.initialization_kwargs, self.cleanup_thread, self._exc_queue, self.response_queue] thread = Thread(target=_do_work, args=worker_args) thread.start() self._threads.append(thread) def load(self, *args, **kwargs): """ Loads a set of arguments to pass to the threads via the queue. The arguments will be passed to the ``worker`` function exactly as specified here unless ``initiliaze_thread`` is set. In which case, the return value from initialize_thread will be prepended to the arguments :param tuple args: :param dict kwargs: """ self._queue.put(tuple([args, kwargs])) def close(self): """ Waits for the queue to empty and then joins the threads """ for i in range(self.thread_count): self._queue.put(None) for thread in self._threads: thread.join() unfinished_tasks = empty_queue(self._queue) thread_errors = empty_queue(self._exc_queue) if unfinished_tasks or thread_errors: raise QueueNotEmptyException('The ThreadQueue did not finish all tasks', unfinished_tasks, thread_errors) LOG.debug('Closed all ThreadQueue threads') def empty_queue(queue): """ :param Queue queue: :return: :rtype: list """ all_items = [] while True: try: all_items.append(queue.get_nowait()) except Empty: return all_items def _do_work(q, initialize_thread, worker, args, kwargs, cleanup_thread, exc_queue, response_queue): try: extra = None if initialize_thread: LOG.debug('Initializing thread') extra = initialize_thread(*args, **kwargs) else: LOG.debug('Skipping thread initialization') try: _worker_loop(q, worker, response_queue, extra=extra, has_extra=initialize_thread is not None) finally: if cleanup_thread is not None: LOG.debug('Cleaning up thread') if initialize_thread: cleanup_thread(extra) else: cleanup_thread() except Exception as exc: LOG.warning('Exception in ThreadQueue thread', exc_info=True) exc_queue.put(exc) raise def _worker_loop(queue, worker, response_queue, extra=None, has_extra=False): while True: item = queue.get() try: if item is None: LOG.debug('Found break request from parent. Finishing work') break LOG.debug('Beginning task') if has_extra: resp = worker(extra, *item[0], **item[1]) else: resp = worker(*item[0], **item[1]) response_queue.put(resp) LOG.debug('Finished task') queue.task_done() except Exception as exc: raise ThreadTaskException('An exception occurred while processing a task', exc, task=item)

34.635983

100

0.604494

211cc869ce2d1d99371136fa8f6ae9c143f40171

44,705

py

Python

tensorflow/python/ops/summary_ops_v2.py

xykong1958/tensorflow

d8fe10aae9e6be9cd49ab7e68c1ca4989f0be42b

[ "Apache-2.0" ]

3

2016-08-20T04:02:24.000Z

2019-04-21T06:18:41.000Z

tensorflow/python/ops/summary_ops_v2.py

xiyihong/tensorflow

f90532431c3785166cff35ff427b652fe460f60b

[ "Apache-2.0" ]

2

2018-03-23T00:03:36.000Z

2018-03-28T23:50:51.000Z

tensorflow/python/ops/summary_ops_v2.py

xiyihong/tensorflow

f90532431c3785166cff35ff427b652fe460f60b

[ "Apache-2.0" ]

1

2019-10-31T09:22:30.000Z

# Copyright 2017 The TensorFlow Authors. All Rights Reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. # ============================================================================== """Operations to emit summaries.""" from __future__ import absolute_import from __future__ import division from __future__ import print_function import abc import collections import functools import getpass import os import re import threading import time import six from tensorflow.core.framework import graph_pb2 from tensorflow.core.framework import summary_pb2 from tensorflow.core.protobuf import config_pb2 from tensorflow.python.eager import context from tensorflow.python.eager import profiler as _profiler from tensorflow.python.framework import constant_op from tensorflow.python.framework import dtypes from tensorflow.python.framework import ops from tensorflow.python.framework import smart_cond from tensorflow.python.framework import tensor_util from tensorflow.python.ops import array_ops from tensorflow.python.ops import control_flow_ops from tensorflow.python.ops import gen_summary_ops from tensorflow.python.ops import math_ops from tensorflow.python.ops import resource_variable_ops from tensorflow.python.ops import summary_op_util from tensorflow.python.platform import tf_logging as logging from tensorflow.python.training import training_util from tensorflow.python.util import deprecation from tensorflow.python.util import tf_contextlib from tensorflow.python.util.tf_export import tf_export # Name for graph collection of summary writer init ops, which is only exposed # as a legacy API for tf.contrib.summary in TF 1.x. _SUMMARY_WRITER_INIT_COLLECTION_NAME = "_SUMMARY_WRITER_V2" _EXPERIMENT_NAME_PATTERNS = re.compile(r"^[^\x00-\x1F<>]{0,256}$") _RUN_NAME_PATTERNS = re.compile(r"^[^\x00-\x1F<>]{0,512}$") _USER_NAME_PATTERNS = re.compile(r"^[a-z]([-a-z0-9]{0,29}[a-z0-9])?$", re.I) def _should_record_summaries_internal(default_state): """Returns boolean Tensor if summaries should/shouldn't be recorded. Now the summary condition is decided by logical "and" of two conditions: ctx.summary_recording and ctx.summary_recording_distribution_strategy. The former one is usually set by user, and the latter one is controlled by DistributionStrategy (tf.distribute.ReplicaContext). Args: default_state: can be True or False. The default summary behavior when user does not specify ctx.summary_recording and ctx.summary_recording_distribution_strategy is True. """ ctx = context.context() resolve = lambda x: x() if callable(x) else x cond_distributed = resolve(ctx.summary_recording_distribution_strategy) cond = resolve(ctx.summary_recording) if cond is None: cond = default_state return math_ops.logical_and(cond_distributed, cond) def _should_record_summaries_v2(): """Returns boolean Tensor which is true if summaries should be recorded. If no recording status has been set, this defaults to True, unlike the public should_record_summaries(). """ return _should_record_summaries_internal(default_state=True) def should_record_summaries(): """Returns boolean Tensor which is true if summaries should be recorded.""" return _should_record_summaries_internal(default_state=False) @tf_export("summary.record_if", v1=[]) @tf_contextlib.contextmanager def record_if(condition): """Sets summary recording on or off per the provided boolean value. The provided value can be a python boolean, a scalar boolean Tensor, or or a callable providing such a value; if a callable is passed it will be invoked on-demand to determine whether summary writing will occur. Args: condition: can be True, False, a bool Tensor, or a callable providing such. Yields: Returns a context manager that sets this value on enter and restores the previous value on exit. """ old = context.context().summary_recording try: context.context().summary_recording = condition yield finally: context.context().summary_recording = old # TODO(apassos) consider how to handle local step here. def record_summaries_every_n_global_steps(n, global_step=None): """Sets the should_record_summaries Tensor to true if global_step % n == 0.""" if global_step is None: global_step = training_util.get_or_create_global_step() with ops.device("cpu:0"): should = lambda: math_ops.equal(global_step % n, 0) if not context.executing_eagerly(): should = should() return record_if(should) def always_record_summaries(): """Sets the should_record_summaries Tensor to always true.""" return record_if(True) def never_record_summaries(): """Sets the should_record_summaries Tensor to always false.""" return record_if(False) @tf_export("summary.experimental.get_step", v1=[]) def get_step(): """Returns the default summary step for the current thread. Returns: The step set by `tf.summary.experimental.set_step()` if one has been set, otherwise None. """ return context.context().summary_step @tf_export("summary.experimental.set_step", v1=[]) def set_step(step): """Sets the default summary step for the current thread. For convenience, this function sets a default value for the `step` parameter used in summary-writing functions elsewhere in the API so that it need not be explicitly passed in every such invocation. The value can be a constant or a variable, and can be retrieved via `tf.summary.experimental.get_step()`. Note: when using this with @tf.functions, the step value will be captured at the time the function is traced, so changes to the step outside the function will not be reflected inside the function unless using a `tf.Variable` step. Args: step: An `int64`-castable default step value, or None to unset. """ context.context().summary_step = step @tf_export("summary.SummaryWriter", v1=[]) @six.add_metaclass(abc.ABCMeta) class SummaryWriter(object): """Interface representing a stateful summary writer object.""" @abc.abstractmethod def set_as_default(self): """Enables this summary writer for the current thread.""" raise NotImplementedError() @abc.abstractmethod @tf_contextlib.contextmanager def as_default(self): """Returns a context manager that enables summary writing.""" raise NotImplementedError() def init(self): """Initializes the summary writer.""" raise NotImplementedError() def flush(self): """Flushes any buffered data.""" raise NotImplementedError() def close(self): """Flushes and closes the summary writer.""" raise NotImplementedError() class ResourceSummaryWriter(SummaryWriter): """Implementation of SummaryWriter using a SummaryWriterInterface resource.""" def __init__(self, shared_name, init_op_fn, name=None, v2=False): self._resource = gen_summary_ops.summary_writer( shared_name=shared_name, name=name) # TODO(nickfelt): cache other constructed ops in graph mode self._init_op_fn = init_op_fn self._init_op = init_op_fn(self._resource) self._v2 = v2 self._closed = False if context.executing_eagerly(): self._resource_deleter = resource_variable_ops.EagerResourceDeleter( handle=self._resource, handle_device="cpu:0") else: ops.add_to_collection(_SUMMARY_WRITER_INIT_COLLECTION_NAME, self._init_op) def set_as_default(self): """Enables this summary writer for the current thread.""" if self._v2 and context.executing_eagerly() and self._closed: raise RuntimeError("SummaryWriter is already closed") context.context().summary_writer = self @tf_contextlib.contextmanager def as_default(self): """Returns a context manager that enables summary writing.""" if self._v2 and context.executing_eagerly() and self._closed: raise RuntimeError("SummaryWriter is already closed") old = context.context().summary_writer try: context.context().summary_writer = self yield self # Flushes the summary writer in eager mode or in graph functions, but # not in legacy graph mode (you're on your own there). self.flush() finally: context.context().summary_writer = old def init(self): """Initializes the summary writer.""" if self._v2: if context.executing_eagerly() and self._closed: raise RuntimeError("SummaryWriter is already closed") return self._init_op # Legacy behavior allows re-initializing the resource. return self._init_op_fn(self._resource) def flush(self): """Flushes any buffered data.""" if self._v2 and context.executing_eagerly() and self._closed: return return _flush_fn(writer=self) def close(self): """Flushes and closes the summary writer.""" if self._v2 and context.executing_eagerly() and self._closed: return try: with ops.control_dependencies([self.flush()]): with ops.device("cpu:0"): return gen_summary_ops.close_summary_writer(self._resource) finally: if self._v2 and context.executing_eagerly(): self._closed = True class NoopSummaryWriter(SummaryWriter): """A summary writer that does nothing, for create_noop_writer().""" def set_as_default(self): pass @tf_contextlib.contextmanager def as_default(self): yield def init(self): pass def flush(self): pass def close(self): pass @tf_export(v1=["summary.initialize"]) def initialize( graph=None, # pylint: disable=redefined-outer-name session=None): """Initializes summary writing for graph execution mode. This operation is a no-op when executing eagerly. This helper method provides a higher-level alternative to using `tf.contrib.summary.summary_writer_initializer_op` and `tf.contrib.summary.graph`. Most users will also want to call `tf.compat.v1.train.create_global_step` which can happen before or after this function is called. Args: graph: A `tf.Graph` or `tf.compat.v1.GraphDef` to output to the writer. This function will not write the default graph by default. When writing to an event log file, the associated step will be zero. session: So this method can call `tf.Session.run`. This defaults to `tf.compat.v1.get_default_session`. Raises: RuntimeError: If the current thread has no default `tf.contrib.summary.SummaryWriter`. ValueError: If session wasn't passed and no default session. """ if context.executing_eagerly(): return if context.context().summary_writer is None: raise RuntimeError("No default tf.contrib.summary.SummaryWriter found") if session is None: session = ops.get_default_session() if session is None: raise ValueError("session must be passed if no default session exists") session.run(summary_writer_initializer_op()) if graph is not None: data = _serialize_graph(graph) x = array_ops.placeholder(dtypes.string) session.run(_graph(x, 0), feed_dict={x: data}) @tf_export("summary.create_file_writer", v1=[]) def create_file_writer_v2(logdir, max_queue=None, flush_millis=None, filename_suffix=None, name=None): """Creates a summary file writer for the given log directory. Args: logdir: a string specifying the directory in which to write an event file. max_queue: the largest number of summaries to keep in a queue; will flush once the queue gets bigger than this. Defaults to 10. flush_millis: the largest interval between flushes. Defaults to 120,000. filename_suffix: optional suffix for the event file name. Defaults to `.v2`. name: a name for the op that creates the writer. Returns: A SummaryWriter object. """ if logdir is None: raise ValueError("logdir cannot be None") inside_function = ops.inside_function() with ops.name_scope(name, "create_file_writer") as scope, ops.device("cpu:0"): # Run init inside an init_scope() to hoist it out of tf.functions. with ops.init_scope(): if context.executing_eagerly(): _check_create_file_writer_args( inside_function, logdir=logdir, max_queue=max_queue, flush_millis=flush_millis, filename_suffix=filename_suffix) logdir = ops.convert_to_tensor(logdir, dtype=dtypes.string) if max_queue is None: max_queue = constant_op.constant(10) if flush_millis is None: flush_millis = constant_op.constant(2 * 60 * 1000) if filename_suffix is None: filename_suffix = constant_op.constant(".v2") # Prepend the PID and a process-local UID to the filename suffix to avoid # filename collisions within the machine (the filename already contains # the hostname to avoid cross-machine collisions). unique_prefix = constant_op.constant(".%s.%s" % (os.getpid(), ops.uid())) filename_suffix = unique_prefix + filename_suffix # Use a unique shared_name to prevent resource sharing. if context.executing_eagerly(): shared_name = context.shared_name() else: shared_name = ops.name_from_scope_name(scope) # pylint: disable=protected-access return ResourceSummaryWriter( shared_name=shared_name, init_op_fn=functools.partial( gen_summary_ops.create_summary_file_writer, logdir=logdir, max_queue=max_queue, flush_millis=flush_millis, filename_suffix=filename_suffix), name=name, v2=True) def create_file_writer(logdir, max_queue=None, flush_millis=None, filename_suffix=None, name=None): """Creates a summary file writer in the current context under the given name. Args: logdir: a string, or None. If a string, creates a summary file writer which writes to the directory named by the string. If None, returns a mock object which acts like a summary writer but does nothing, useful to use as a context manager. max_queue: the largest number of summaries to keep in a queue; will flush once the queue gets bigger than this. Defaults to 10. flush_millis: the largest interval between flushes. Defaults to 120,000. filename_suffix: optional suffix for the event file name. Defaults to `.v2`. name: Shared name for this SummaryWriter resource stored to default Graph. Defaults to the provided logdir prefixed with `logdir:`. Note: if a summary writer resource with this shared name already exists, the returned SummaryWriter wraps that resource and the other arguments have no effect. Returns: Either a summary writer or an empty object which can be used as a summary writer. """ if logdir is None: return NoopSummaryWriter() logdir = str(logdir) with ops.device("cpu:0"): if max_queue is None: max_queue = constant_op.constant(10) if flush_millis is None: flush_millis = constant_op.constant(2 * 60 * 1000) if filename_suffix is None: filename_suffix = constant_op.constant(".v2") if name is None: name = "logdir:" + logdir return ResourceSummaryWriter( shared_name=name, init_op_fn=functools.partial( gen_summary_ops.create_summary_file_writer, logdir=logdir, max_queue=max_queue, flush_millis=flush_millis, filename_suffix=filename_suffix)) def create_db_writer(db_uri, experiment_name=None, run_name=None, user_name=None, name=None): """Creates a summary database writer in the current context. This can be used to write tensors from the execution graph directly to a database. Only SQLite is supported right now. This function will create the schema if it doesn't exist. Entries in the Users, Experiments, and Runs tables will be created automatically if they don't already exist. Args: db_uri: For example "file:/tmp/foo.sqlite". experiment_name: Defaults to YYYY-MM-DD in local time if None. Empty string means the Run will not be associated with an Experiment. Can't contain ASCII control characters or <>. Case sensitive. run_name: Defaults to HH:MM:SS in local time if None. Empty string means a Tag will not be associated with any Run. Can't contain ASCII control characters or <>. Case sensitive. user_name: Defaults to system username if None. Empty means the Experiment will not be associated with a User. Must be valid as both a DNS label and Linux username. name: Shared name for this SummaryWriter resource stored to default `tf.Graph`. Returns: A `tf.summary.SummaryWriter` instance. """ with ops.device("cpu:0"): if experiment_name is None: experiment_name = time.strftime("%Y-%m-%d", time.localtime(time.time())) if run_name is None: run_name = time.strftime("%H:%M:%S", time.localtime(time.time())) if user_name is None: user_name = getpass.getuser() experiment_name = _cleanse_string( "experiment_name", _EXPERIMENT_NAME_PATTERNS, experiment_name) run_name = _cleanse_string("run_name", _RUN_NAME_PATTERNS, run_name) user_name = _cleanse_string("user_name", _USER_NAME_PATTERNS, user_name) return ResourceSummaryWriter( shared_name=name, init_op_fn=functools.partial( gen_summary_ops.create_summary_db_writer, db_uri=db_uri, experiment_name=experiment_name, run_name=run_name, user_name=user_name)) @tf_export("summary.create_noop_writer", v1=[]) def create_noop_writer(): """Returns a summary writer that does nothing. This is useful as a placeholder in code that expects a context manager. """ return NoopSummaryWriter() def _cleanse_string(name, pattern, value): if isinstance(value, six.string_types) and pattern.search(value) is None: raise ValueError("%s (%s) must match %s" % (name, value, pattern.pattern)) return ops.convert_to_tensor(value, dtypes.string) def _nothing(): """Convenient else branch for when summaries do not record.""" return constant_op.constant(False) def all_summary_ops(): """Graph-mode only. Returns all summary ops. Please note this excludes `tf.summary.graph` ops. Returns: The summary ops. """ if context.executing_eagerly(): return None return ops.get_collection(ops.GraphKeys._SUMMARY_COLLECTION) # pylint: disable=protected-access def summary_writer_initializer_op(): """Graph-mode only. Returns the list of ops to create all summary writers. Returns: The initializer ops. Raises: RuntimeError: If in Eager mode. """ if context.executing_eagerly(): raise RuntimeError( "tf.contrib.summary.summary_writer_initializer_op is only " "supported in graph mode.") return ops.get_collection(_SUMMARY_WRITER_INIT_COLLECTION_NAME) _INVALID_SCOPE_CHARACTERS = re.compile(r"[^-_/.A-Za-z0-9]") @tf_export("summary.experimental.summary_scope", v1=[]) @tf_contextlib.contextmanager def summary_scope(name, default_name="summary", values=None): """Experimental context manager for use when defining a custom summary op. This behaves similarly to `tf.name_scope`, except that it returns a generated summary tag in addition to the scope name. The tag is structurally similar to the scope name - derived from the user-provided name, prefixed with enclosing name scopes if any - but we relax the constraint that it be uniquified, as well as the character set limitation (so the user-provided name can contain characters not legal for scope names; in the scope name these are removed). This makes the summary tag more predictable and consistent for the user. For example, to define a new summary op called `my_op`: ```python def my_op(name, my_value, step): with tf.summary.summary_scope(name, "MyOp", [my_value]) as (tag, scope): my_value = tf.convert_to_tensor(my_value) return tf.summary.write(tag, my_value, step=step) ``` Args: name: string name for the summary. default_name: Optional; if provided, used as default name of the summary. values: Optional; passed as `values` parameter to name_scope. Yields: A tuple `(tag, scope)` as described above. """ name = name or default_name current_scope = ops.get_name_scope() tag = current_scope + "/" + name if current_scope else name # Strip illegal characters from the scope name, and if that leaves nothing, # use None instead so we pick up the default name. name = _INVALID_SCOPE_CHARACTERS.sub("", name) or None with ops.name_scope(name, default_name, values) as scope: yield tag, scope @tf_export("summary.write", v1=[]) def write(tag, tensor, step=None, metadata=None, name=None): """Writes a generic summary to the default SummaryWriter if one exists. This exists primarily to support the definition of type-specific summary ops like scalar() and image(), and is not intended for direct use unless defining a new type-specific summary op. Args: tag: string tag used to identify the summary (e.g. in TensorBoard), usually generated with `tf.summary.summary_scope` tensor: the Tensor holding the summary data to write step: Explicit `int64`-castable monotonic step value for this summary. If omitted, this defaults to `tf.summary.experimental.get_step()`, which must not be None. metadata: Optional SummaryMetadata, as a proto or serialized bytes name: Optional string name for this op. Returns: True on success, or false if no summary was written because no default summary writer was available. Raises: ValueError: if a default writer exists, but no step was provided and `tf.summary.experimental.get_step()` is None. """ with ops.name_scope(name, "write_summary") as scope: if context.context().summary_writer is None: return constant_op.constant(False) if step is None: step = get_step() if step is None: raise ValueError("No step set via 'step' argument or " "tf.summary.experimental.set_step()") if metadata is None: serialized_metadata = b"" elif hasattr(metadata, "SerializeToString"): serialized_metadata = metadata.SerializeToString() else: serialized_metadata = metadata def record(): """Record the actual summary and return True.""" # Note the identity to move the tensor to the CPU. with ops.device("cpu:0"): write_summary_op = gen_summary_ops.write_summary( context.context().summary_writer._resource, # pylint: disable=protected-access step, array_ops.identity(tensor), tag, serialized_metadata, name=scope) with ops.control_dependencies([write_summary_op]): return constant_op.constant(True) return smart_cond.smart_cond( _should_record_summaries_v2(), record, _nothing, name="summary_cond") @tf_export("summary.experimental.write_raw_pb", v1=[]) def write_raw_pb(tensor, step=None, name=None): """Writes a summary using raw `tf.compat.v1.Summary` protocol buffers. Experimental: this exists to support the usage of V1-style manual summary writing (via the construction of a `tf.compat.v1.Summary` protocol buffer) with the V2 summary writing API. Args: tensor: the string Tensor holding one or more serialized `Summary` protobufs step: Explicit `int64`-castable monotonic step value for this summary. If omitted, this defaults to `tf.summary.experimental.get_step()`, which must not be None. name: Optional string name for this op. Returns: True on success, or false if no summary was written because no default summary writer was available. Raises: ValueError: if a default writer exists, but no step was provided and `tf.summary.experimental.get_step()` is None. """ with ops.name_scope(name, "write_raw_pb") as scope: if context.context().summary_writer is None: return constant_op.constant(False) if step is None: step = get_step() if step is None: raise ValueError("No step set via 'step' argument or " "tf.summary.experimental.set_step()") def record(): """Record the actual summary and return True.""" # Note the identity to move the tensor to the CPU. with ops.device("cpu:0"): raw_summary_op = gen_summary_ops.write_raw_proto_summary( context.context().summary_writer._resource, # pylint: disable=protected-access step, array_ops.identity(tensor), name=scope) with ops.control_dependencies([raw_summary_op]): return constant_op.constant(True) return smart_cond.smart_cond( _should_record_summaries_v2(), record, _nothing, name="summary_cond") def summary_writer_function(name, tensor, function, family=None): """Helper function to write summaries. Args: name: name of the summary tensor: main tensor to form the summary function: function taking a tag and a scope which writes the summary family: optional, the summary's family Returns: The result of writing the summary. """ name_scope = ops.get_name_scope() if name_scope: # Add a slash to allow reentering the name scope. name_scope += "/" def record(): with ops.name_scope(name_scope), summary_op_util.summary_scope( name, family, values=[tensor]) as (tag, scope): with ops.control_dependencies([function(tag, scope)]): return constant_op.constant(True) if context.context().summary_writer is None: return control_flow_ops.no_op() with ops.device("cpu:0"): op = smart_cond.smart_cond( should_record_summaries(), record, _nothing, name="") if not context.executing_eagerly(): ops.add_to_collection(ops.GraphKeys._SUMMARY_COLLECTION, op) # pylint: disable=protected-access return op def generic(name, tensor, metadata=None, family=None, step=None): """Writes a tensor summary if possible.""" def function(tag, scope): if metadata is None: serialized_metadata = constant_op.constant("") elif hasattr(metadata, "SerializeToString"): serialized_metadata = constant_op.constant(metadata.SerializeToString()) else: serialized_metadata = metadata # Note the identity to move the tensor to the CPU. return gen_summary_ops.write_summary( context.context().summary_writer._resource, # pylint: disable=protected-access _choose_step(step), array_ops.identity(tensor), tag, serialized_metadata, name=scope) return summary_writer_function(name, tensor, function, family=family) def scalar(name, tensor, family=None, step=None): """Writes a scalar summary if possible. Unlike `tf.contrib.summary.generic` this op may change the dtype depending on the writer, for both practical and efficiency concerns. Args: name: An arbitrary name for this summary. tensor: A `tf.Tensor` Must be one of the following types: `float32`, `float64`, `int32`, `int64`, `uint8`, `int16`, `int8`, `uint16`, `half`, `uint32`, `uint64`. family: Optional, the summary's family. step: The `int64` monotonic step variable, which defaults to `tf.compat.v1.train.get_global_step`. Returns: The created `tf.Operation` or a `tf.no_op` if summary writing has not been enabled for this context. """ def function(tag, scope): # Note the identity to move the tensor to the CPU. return gen_summary_ops.write_scalar_summary( context.context().summary_writer._resource, # pylint: disable=protected-access _choose_step(step), tag, array_ops.identity(tensor), name=scope) return summary_writer_function(name, tensor, function, family=family) def histogram(name, tensor, family=None, step=None): """Writes a histogram summary if possible.""" def function(tag, scope): # Note the identity to move the tensor to the CPU. return gen_summary_ops.write_histogram_summary( context.context().summary_writer._resource, # pylint: disable=protected-access _choose_step(step), tag, array_ops.identity(tensor), name=scope) return summary_writer_function(name, tensor, function, family=family) def image(name, tensor, bad_color=None, max_images=3, family=None, step=None): """Writes an image summary if possible.""" def function(tag, scope): bad_color_ = (constant_op.constant([255, 0, 0, 255], dtype=dtypes.uint8) if bad_color is None else bad_color) # Note the identity to move the tensor to the CPU. return gen_summary_ops.write_image_summary( context.context().summary_writer._resource, # pylint: disable=protected-access _choose_step(step), tag, array_ops.identity(tensor), bad_color_, max_images, name=scope) return summary_writer_function(name, tensor, function, family=family) def audio(name, tensor, sample_rate, max_outputs, family=None, step=None): """Writes an audio summary if possible.""" def function(tag, scope): # Note the identity to move the tensor to the CPU. return gen_summary_ops.write_audio_summary( context.context().summary_writer._resource, # pylint: disable=protected-access _choose_step(step), tag, array_ops.identity(tensor), sample_rate=sample_rate, max_outputs=max_outputs, name=scope) return summary_writer_function(name, tensor, function, family=family) def graph(param, step=None, name=None): """Writes a TensorFlow graph to the summary interface. The graph summary is, strictly speaking, not a summary. Conditions like `tf.summary.should_record_summaries` do not apply. Only a single graph can be associated with a particular run. If multiple graphs are written, then only the last one will be considered by TensorBoard. When not using eager execution mode, the user should consider passing the `graph` parameter to `tf.compat.v1.summary.initialize` instead of calling this function. Otherwise special care needs to be taken when using the graph to record the graph. Args: param: A `tf.Tensor` containing a serialized graph proto. When eager execution is enabled, this function will automatically coerce `tf.Graph`, `tf.compat.v1.GraphDef`, and string types. step: The global step variable. This doesn't have useful semantics for graph summaries, but is used anyway, due to the structure of event log files. This defaults to the global step. name: A name for the operation (optional). Returns: The created `tf.Operation` or a `tf.no_op` if summary writing has not been enabled for this context. Raises: TypeError: If `param` isn't already a `tf.Tensor` in graph mode. """ if not context.executing_eagerly() and not isinstance(param, ops.Tensor): raise TypeError("graph() needs a tf.Tensor (e.g. tf.placeholder) in graph " "mode, but was: %s" % type(param)) writer = context.context().summary_writer if writer is None: return control_flow_ops.no_op() with ops.device("cpu:0"): if isinstance(param, (ops.Graph, graph_pb2.GraphDef)): tensor = ops.convert_to_tensor(_serialize_graph(param), dtypes.string) else: tensor = array_ops.identity(param) return gen_summary_ops.write_graph_summary( writer._resource, _choose_step(step), tensor, name=name) # pylint: disable=protected-access _graph = graph # for functions with a graph parameter def import_event(tensor, name=None): """Writes a `tf.compat.v1.Event` binary proto. This can be used to import existing event logs into a new summary writer sink. Please note that this is lower level than the other summary functions and will ignore the `tf.summary.should_record_summaries` setting. Args: tensor: A `tf.Tensor` of type `string` containing a serialized `tf.compat.v1.Event` proto. name: A name for the operation (optional). Returns: The created `tf.Operation`. """ return gen_summary_ops.import_event( context.context().summary_writer._resource, tensor, name=name) # pylint: disable=protected-access @tf_export("summary.flush", v1=[]) def flush(writer=None, name=None): """Forces summary writer to send any buffered data to storage. This operation blocks until that finishes. Args: writer: The `tf.summary.SummaryWriter` resource to flush. The thread default will be used if this parameter is None. Otherwise a `tf.no_op` is returned. name: A name for the operation (optional). Returns: The created `tf.Operation`. """ if writer is None: writer = context.context().summary_writer if writer is None: return control_flow_ops.no_op() if isinstance(writer, ResourceSummaryWriter): resource = writer._resource # pylint: disable=protected-access else: # Assume we were passed a raw resource tensor. resource = writer with ops.device("cpu:0"): return gen_summary_ops.flush_summary_writer(resource, name=name) _flush_fn = flush # for within SummaryWriter.flush() def eval_dir(model_dir, name=None): """Construct a logdir for an eval summary writer.""" return os.path.join(model_dir, "eval" if not name else "eval_" + name) @deprecation.deprecated(date=None, instructions="Renamed to create_file_writer().") def create_summary_file_writer(*args, **kwargs): """Please use `tf.contrib.summary.create_file_writer`.""" logging.warning("Deprecation Warning: create_summary_file_writer was renamed " "to create_file_writer") return create_file_writer(*args, **kwargs) def _serialize_graph(arbitrary_graph): if isinstance(arbitrary_graph, ops.Graph): return arbitrary_graph.as_graph_def(add_shapes=True).SerializeToString() else: return arbitrary_graph.SerializeToString() def _choose_step(step): if step is None: return training_util.get_or_create_global_step() if not isinstance(step, ops.Tensor): return ops.convert_to_tensor(step, dtypes.int64) return step def _check_create_file_writer_args(inside_function, **kwargs): """Helper to check the validity of arguments to a create_file_writer() call. Args: inside_function: whether the create_file_writer() call is in a tf.function **kwargs: the arguments to check, as kwargs to give them names. Raises: ValueError: if the arguments are graph tensors. """ for arg_name, arg in kwargs.items(): if not isinstance(arg, ops.EagerTensor) and tensor_util.is_tensor(arg): if inside_function: raise ValueError( "Invalid graph Tensor argument \"%s=%s\" to create_file_writer() " "inside an @tf.function. The create call will be lifted into the " "outer eager execution context, so it cannot consume graph tensors " "defined inside the function body." % (arg_name, arg)) else: raise ValueError( "Invalid graph Tensor argument \"%s=%s\" to eagerly executed " "create_file_writer()." % (arg_name, arg)) def run_metadata(name, data, step=None): """Writes entire RunMetadata summary. A RunMetadata can contain DeviceStats, partition graphs, and function graphs. Please refer to the proto for definition of each field. Args: name: A name for this summary. The summary tag used for TensorBoard will be this name prefixed by any active name scopes. data: A RunMetadata proto to write. step: Explicit `int64`-castable monotonic step value for this summary. If omitted, this defaults to `tf.summary.experimental.get_step()`, which must not be None. Returns: True on success, or false if no summary was written because no default summary writer was available. Raises: ValueError: if a default writer exists, but no step was provided and `tf.summary.experimental.get_step()` is None. """ summary_metadata = summary_pb2.SummaryMetadata() # Hard coding a plugin name. Please refer to go/tb-plugin-name-hardcode for # the rationale. summary_metadata.plugin_data.plugin_name = "graph_run_metadata" # version number = 1 summary_metadata.plugin_data.content = b"1" with summary_scope(name, "graph_run_metadata_summary", [data, step]) as (tag, _): return write( tag=tag, tensor=constant_op.constant( data.SerializeToString(), dtype=dtypes.string), step=step, metadata=summary_metadata) def run_metadata_graphs(name, data, step=None): """Writes graphs from a RunMetadata summary. Args: name: A name for this summary. The summary tag used for TensorBoard will be this name prefixed by any active name scopes. data: A RunMetadata proto to write. step: Explicit `int64`-castable monotonic step value for this summary. If omitted, this defaults to `tf.summary.experimental.get_step()`, which must not be None. Returns: True on success, or false if no summary was written because no default summary writer was available. Raises: ValueError: if a default writer exists, but no step was provided and `tf.summary.experimental.get_step()` is None. """ summary_metadata = summary_pb2.SummaryMetadata() # Hard coding a plugin name. Please refer to go/tb-plugin-name-hardcode for # the rationale. summary_metadata.plugin_data.plugin_name = "graph_run_metadata_graph" # version number = 1 summary_metadata.plugin_data.content = b"1" data = config_pb2.RunMetadata( function_graphs=data.function_graphs, partition_graphs=data.partition_graphs) with summary_scope(name, "graph_run_metadata_graph_summary", [data, step]) as (tag, _): return write( tag=tag, tensor=constant_op.constant( data.SerializeToString(), dtype=dtypes.string), step=step, metadata=summary_metadata) def keras_model(name, data, step=None): """Writes a Keras model as JSON to as a Summary. Writing the Keras model configuration allows the TensorBoard graph plugin to render a conceptual graph, as opposed to graph of ops. In case the model fails to serialze as JSON, it ignores and returns False. Args: name: A name for this summary. The summary tag used for TensorBoard will be this name prefixed by any active name scopes. data: A Keras Model to write. step: Explicit `int64`-castable monotonic step value for this summary. If omitted, this defaults to `tf.summary.experimental.get_step()`, which must not be None. Returns: True on success, or False if no summary was written because no default summary writer was available. Raises: ValueError: if a default writer exists, but no step was provided and `tf.summary.experimental.get_step()` is None. """ summary_metadata = summary_pb2.SummaryMetadata() # Hard coding a plugin name. Please refer to go/tb-plugin-name-hardcode for # the rationale. summary_metadata.plugin_data.plugin_name = "graph_keras_model" # version number = 1 summary_metadata.plugin_data.content = b"1" try: json_string = data.to_json() except Exception as exc: # pylint: disable=broad-except # An exception should not break a model code. logging.warn("Model failed to serialize as JSON. Ignoring... %s" % exc) return False with summary_scope(name, "graph_keras_model", [data, step]) as (tag, _): return write( tag=tag, tensor=constant_op.constant(json_string, dtype=dtypes.string), step=step, metadata=summary_metadata) _TraceContext = collections.namedtuple("TraceContext", ("graph", "profiler")) _current_trace_context_lock = threading.Lock() _current_trace_context = None @tf_export("summary.trace_on", v1=[]) def trace_on(graph=True, profiler=False): # pylint: disable=redefined-outer-name """Starts a trace to record computation graphs and profiling information. Must be invoked in eager mode. When enabled, TensorFlow runtime will collection information that can later be exported and consumed by TensorBoard. The trace is activated across the entire TensorFlow runtime and affects all threads of execution. To stop the trace and export the collected information, use `tf.summary.trace_export`. To stop the trace without exporting, use `tf.summary.trace_off`. Args: graph: If True, enables collection of executed graphs. It includes ones from tf.function invocation and ones from the legacy graph mode. The default is True. profiler: If True, enables the advanced profiler. Enabling profiler implicitly enables the graph collection. The profiler may incur a high memory overhead. The default is False. """ if ops.inside_function(): logging.warn("Cannot enable trace inside a tf.function.") return if not context.context().executing_eagerly(): logging.warn("Must enable trace in eager mode.") return global _current_trace_context with _current_trace_context_lock: if _current_trace_context: logging.warn("Trace already enabled") return if graph and not profiler: context.context().enable_graph_collection() if profiler: context.context().enable_run_metadata() _profiler.start() _current_trace_context = _TraceContext(graph=graph, profiler=profiler) @tf_export("summary.trace_export", v1=[]) def trace_export(name, step=None, profiler_outdir=None): """Stops and exports the active trace as a Summary and/or profile file. Stops the trace and exports all metadata collected during the trace to the default SummaryWriter, if one has been set. Args: name: A name for the summary to be written. step: Explicit `int64`-castable monotonic step value for this summary. If omitted, this defaults to `tf.summary.experimental.get_step()`, which must not be None. profiler_outdir: Output directory for profiler. It is required when profiler is enabled when trace was started. Otherwise, it is ignored. Raises: ValueError: if a default writer exists, but no step was provided and `tf.summary.experimental.get_step()` is None. """ # TODO(stephanlee): See if we can remove profiler_outdir and infer it from # the SummaryWriter's logdir. global _current_trace_context if ops.inside_function(): logging.warn("Cannot export trace inside a tf.function.") return if not context.context().executing_eagerly(): logging.warn("Can only export trace while executing eagerly.") return with _current_trace_context_lock: if _current_trace_context is None: raise ValueError("Must enable trace before export.") graph, profiler = _current_trace_context # pylint: disable=redefined-outer-name if profiler and profiler_outdir is None: raise ValueError("Required profiler_outdir is not specified") run_meta = context.context().export_run_metadata() if graph and not profiler: run_metadata_graphs(name, run_meta, step) else: run_metadata(name, run_meta, step) if profiler: _profiler.save(profiler_outdir, _profiler.stop()) trace_off() @tf_export("summary.trace_off", v1=[]) def trace_off(): """Stops the current trace and discards any collected information.""" global _current_trace_context with _current_trace_context_lock: _current_trace_context = None # Disabling run_metadata disables graph collection as well. context.context().disable_run_metadata() # profiler only has start and stop. One needs to stop in order to export # and stopping when it is not running will raise an error. try: _profiler.stop() except _profiler.ProfilerNotRunningError: pass

36.58347

104

0.714394

71d7f95ef7fb17b904525b064c0600174e180e12

22,474

py

Python

examples/full-screen/ansi-art-and-textarea.py

AnthonyDiGirolamo/python-prompt-toolkit

4a66820d464b4f304ca3b647ff86809b20e887a4

[ "BSD-3-Clause" ]

null

examples/full-screen/ansi-art-and-textarea.py

AnthonyDiGirolamo/python-prompt-toolkit

4a66820d464b4f304ca3b647ff86809b20e887a4

[ "BSD-3-Clause" ]

null

examples/full-screen/ansi-art-and-textarea.py

AnthonyDiGirolamo/python-prompt-toolkit

4a66820d464b4f304ca3b647ff86809b20e887a4

[ "BSD-3-Clause" ]

null

#!/usr/bin/env python from __future__ import unicode_literals from prompt_toolkit.application import Application from prompt_toolkit.formatted_text import ANSI, HTML from prompt_toolkit.key_binding import KeyBindings from prompt_toolkit.layout import ( FormattedTextControl, HSplit, Layout, VSplit, Window, WindowAlign, ) from prompt_toolkit.layout.dimension import D from prompt_toolkit.widgets import Dialog, Label, TextArea def main(): # Key bindings. kb = KeyBindings() @kb.add("c-c") def _(event): "Quit when control-c is pressed." event.app.exit() text_area = TextArea(text="You can type here...") dialog_body = HSplit( [ Label( HTML("Press <reverse>control-c</reverse> to quit."), align=WindowAlign.CENTER, ), VSplit( [ Label(PROMPT_TOOLKIT_LOGO, align=WindowAlign.CENTER), text_area, ], ), ] ) application = Application( layout=Layout( container=Dialog( title="ANSI Art demo - Art on the left, text area on the right", body=dialog_body, with_background=True, ), focused_element=text_area, ), full_screen=True, mouse_support=True, key_bindings=kb, ) application.run() PROMPT_TOOLKIT_LOGO = ANSI( """ \x1b[48;2;0;0;0m \x1b[m \x1b[48;2;0;0;0m \x1b[48;2;0;249;0m\x1b[38;2;0;0;0m▀\x1b[48;2;0;209;0m▀\x1b[48;2;0;207;0m\x1b[38;2;6;34;6m▀\x1b[48;2;0;66;0m\x1b[38;2;30;171;30m▀\x1b[48;2;0;169;0m\x1b[38;2;51;35;51m▀\x1b[48;2;0;248;0m\x1b[38;2;49;194;49m▀\x1b[48;2;0;111;0m\x1b[38;2;25;57;25m▀\x1b[48;2;140;195;140m\x1b[38;2;3;17;3m▀\x1b[48;2;30;171;30m\x1b[38;2;0;0;0m▀\x1b[48;2;0;0;0m \x1b[m \x1b[48;2;0;0;0m \x1b[48;2;77;127;78m\x1b[38;2;118;227;108m▀\x1b[48;2;216;1;13m\x1b[38;2;49;221;57m▀\x1b[48;2;26;142;76m\x1b[38;2;108;146;165m▀\x1b[48;2;26;142;90m\x1b[38;2;209;197;114m▀▀\x1b[38;2;209;146;114m▀\x1b[48;2;26;128;90m\x1b[38;2;158;197;114m▀\x1b[48;2;58;210;70m\x1b[38;2;223;152;89m▀\x1b[48;2;232;139;44m\x1b[38;2;97;121;146m▀\x1b[48;2;233;139;45m\x1b[38;2;140;188;183m▀\x1b[48;2;231;139;44m\x1b[38;2;40;168;8m▀\x1b[48;2;228;140;44m\x1b[38;2;37;169;7m▀\x1b[48;2;227;140;44m\x1b[38;2;36;169;7m▀\x1b[48;2;211;142;41m\x1b[38;2;23;171;5m▀\x1b[48;2;86;161;17m\x1b[38;2;2;174;1m▀\x1b[48;2;0;175;0m 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\x1b[48;2;110;161;100m\x1b[38;2;116;0;0m▀\x1b[48;2;9;205;205m\x1b[38;2;192;0;0m▀\x1b[48;2;78;0;0m\x1b[38;2;77;1;0m▀\x1b[48;2;66;3;1m\x1b[38;2;30;11;6m▀\x1b[48;2;42;8;4m\x1b[38;2;9;15;8m▀\x1b[48;2;39;8;4m\x1b[38;2;10;15;8m▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀\x1b[48;2;40;8;4m▀\x1b[48;2;39;8;4m▀▀▀▀▀▀▀\x1b[48;2;40;8;4m▀▀▀\x1b[48;2;39;8;4m▀\x1b[48;2;40;8;4m▀\x1b[48;2;39;8;4m▀\x1b[48;2;41;8;4m\x1b[38;2;9;15;8m▀\x1b[48;2;62;4;2m\x1b[38;2;24;13;7m▀\x1b[48;2;78;0;0m\x1b[38;2;74;1;1m▀\x1b[48;2;221;222;0m\x1b[38;2;59;0;0m▀\x1b[48;2;67;199;133m\x1b[38;2;85;0;0m▀\x1b[m \x1b[48;2;0;0;0m\x1b[38;2;143;233;149m▀\x1b[48;2;108;184;254m\x1b[38;2;213;6;76m▀\x1b[48;2;197;183;82m\x1b[38;2;76;0;0m▀\x1b[48;2;154;157;0m▀\x1b[48;2;96;0;0m▀\x1b[48;2;253;0;0m▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀\x1b[48;2;226;0;0m▀\x1b[48;2;255;127;255m▀\x1b[48;2;84;36;66m\x1b[38;2;64;247;251m▀\x1b[48;2;0;0;0m\x1b[38;2;18;76;210m▀\x1b[m \x1b[48;2;0;0;0m \x1b[m \x1b[48;2;0;0;0m \x1b[m """ ) if __name__ == "__main__": main()

244.282609

1,457

0.6346

1913133823fd64e554b3941719bf51c7f8af7d75

2,441

py

Python

tests/links_tests/update_tests/test_cgcnn_update.py

pfnet/chainerchem

efe323aa21f63a815130d673781e7cca1ccb72d2

[ "MIT" ]

184

2019-11-27T12:59:01.000Z

2022-03-29T19:18:54.000Z

tests/links_tests/update_tests/test_cgcnn_update.py

pfnet/chainerchem

efe323aa21f63a815130d673781e7cca1ccb72d2

[ "MIT" ]

21

2019-12-08T01:53:33.000Z

2020-10-23T01:19:56.000Z

tests/links_tests/update_tests/test_cgcnn_update.py

pfnet/chainerchem

efe323aa21f63a815130d673781e7cca1ccb72d2

[ "MIT" ]

45

2019-11-28T09:59:54.000Z

2022-02-07T02:42:46.000Z

import numpy import pytest from chainer import cuda from chainer_chemistry.links.update.cgcnn_update import CGCNNUpdate # node_size_list means the first moleculae has three nodes, # and the seconde molecule has five nodes node_size_list = [3, 5] max_num_nbr = 6 node_feature_dim = 10 edge_feature_dim = 15 out_dim = node_feature_dim batch_size = 2 @pytest.fixture def update(): return CGCNNUpdate(n_site_features=node_feature_dim) @pytest.fixture def data(): if len(node_size_list) != batch_size: raise ValueError("Invalid fixture data for CGCNN") numpy.random.seed(0) total_node_size = sum(node_size_list) atom_feat = numpy.random.rand(total_node_size, node_feature_dim).astype(numpy.float32) nbr_feat = numpy.random.rand(total_node_size, max_num_nbr, edge_feature_dim).astype(numpy.float32) # nbr_idx curr_idx = 0 nbr_idx = [] for val in node_size_list: for _ in range(val): max_val = curr_idx + val nbr_idx.append(numpy.random.randint(curr_idx, max_val, max_num_nbr)) curr_idx += val nbr_idx = numpy.array(nbr_idx, dtype=numpy.int32) y_grad = numpy.random.uniform(-1, 1, (batch_size, out_dim)).astype(numpy.float32) return atom_feat, nbr_feat, nbr_idx, y_grad def check_forward(update, data): y_actual = cuda.to_cpu(update(*data).data) assert y_actual.shape == (sum(node_size_list), out_dim) def test_forward_cpu(update, data): atom_feat, nbr_feat, nbr_idx = data[:-1] check_forward(update, (atom_feat, nbr_feat, nbr_idx)) @pytest.mark.gpu def test_forward_gpu(update, data): input_data = [cuda.to_gpu(d) for d in data[:-1]] update.to_gpu() check_forward(update, tuple(input_data)) # def test_backward_cpu(update, data): # input_data, y_grad = data[0:-1], data[-1] # gradient_check.check_backward(update, tuple(input_data), y_grad, # atol=5e-1, rtol=1e-1) # @pytest.mark.gpu # def test_backward_gpu(update, data): # atom_data, adj_data, y_grad = [cuda.to_gpu(d) for d in data] # update.to_gpu() # gradient_check.check_backward(update, (atom_data, adj_data), y_grad, # atol=5e-1, rtol=1e-1) if __name__ == '__main__': pytest.main([__file__, '-v'])

29.059524

78

0.649324

8ca5674b7dd82166d8c953e450e3d08f4ccb3297

314

py

Python

kite_runner/signals.py

thinhnguyenuit/kite_runner

17f23f872318a78e573b0ff6bed04f783f082de1

[ "MIT" ]

null

kite_runner/signals.py

thinhnguyenuit/kite_runner

17f23f872318a78e573b0ff6bed04f783f082de1

[ "MIT" ]

1

2021-11-10T16:29:38.000Z

kite_runner/signals.py

thinhnguyenuit/kite_runner

17f23f872318a78e573b0ff6bed04f783f082de1

[ "MIT" ]

null

from django.db.models.signals import post_save from django.dispatch import receiver from kite_runner.models import Profile, User @receiver(post_save, sender=User) def create_user_profile(sender, instance=None, created=False, **kwargs): if instance and created: Profile.objects.create(user=instance)

28.545455

72

0.786624

eac63180cc630987e16fe35de4ac342c044e1679

221

py

Python

contrib/wallettools/walletchangepass.py

siriusnlz/test123

7f579d28094439d9be5d4d23301b21c19e636588

[ "MIT" ]

null

contrib/wallettools/walletchangepass.py

siriusnlz/test123

7f579d28094439d9be5d4d23301b21c19e636588

[ "MIT" ]

null

contrib/wallettools/walletchangepass.py

siriusnlz/test123

7f579d28094439d9be5d4d23301b21c19e636588

[ "MIT" ]

null

from jsonrpc import ServiceProxy access = ServiceProxy("http://127.0.0.1:22057") pwd = raw_input("Enter old wallet passphrase: ") pwd2 = raw_input("Enter new wallet passphrase: ") access.walletpassphrasechange(pwd, pwd2)

36.833333

49

0.769231

4604333b6e8eadfa7c35aec2acacece0f69cefd8

19,105

py

Python

cisco-ios-xr/ydk/models/cisco_ios_xr/_meta/_Cisco_IOS_XR_ncs1k_macsec_ea_oper.py

tkamata-test/ydk-py

b637e7853a8edbbd31fbc05afa3aa4110b31c5f9

[ "ECL-2.0", "Apache-2.0" ]

null

cisco-ios-xr/ydk/models/cisco_ios_xr/_meta/_Cisco_IOS_XR_ncs1k_macsec_ea_oper.py

tkamata-test/ydk-py

b637e7853a8edbbd31fbc05afa3aa4110b31c5f9

[ "ECL-2.0", "Apache-2.0" ]

null

cisco-ios-xr/ydk/models/cisco_ios_xr/_meta/_Cisco_IOS_XR_ncs1k_macsec_ea_oper.py

tkamata-test/ydk-py

b637e7853a8edbbd31fbc05afa3aa4110b31c5f9

[ "ECL-2.0", "Apache-2.0" ]

null

import re import collections from enum import Enum from ydk._core._dm_meta_info import _MetaInfoClassMember, _MetaInfoClass, _MetaInfoEnum from ydk.types import Empty, YList, YLeafList, DELETE, Decimal64, FixedBitsDict from ydk._core._dm_meta_info import ATTRIBUTE, REFERENCE_CLASS, REFERENCE_LIST, REFERENCE_LEAFLIST, REFERENCE_IDENTITY_CLASS, REFERENCE_ENUM_CLASS, REFERENCE_BITS, REFERENCE_UNION from ydk.errors import YPYError, YPYModelError from ydk.providers._importer import _yang_ns _meta_table = { 'Ncs1KCipherSuitEnum' : _MetaInfoEnum('Ncs1KCipherSuitEnum', 'ydk.models.cisco_ios_xr.Cisco_IOS_XR_ncs1k_macsec_ea_oper', { 'gcm-aes-256':'GCM_AES_256', 'gcm-aes-128':'GCM_AES_128', 'gcm-aes-xpn-256':'GCM_AES_XPN_256', }, 'Cisco-IOS-XR-ncs1k-macsec-ea-oper', _yang_ns._namespaces['Cisco-IOS-XR-ncs1k-macsec-ea-oper']), 'Ncs1KMacsecOper.Ncs1KMacsecCtrlrNames.Ncs1KMacsecCtrlrName.Ncs1KStatusInfo.EncryptScStatus.ActiveAssociation' : { 'meta_info' : _MetaInfoClass('Ncs1KMacsecOper.Ncs1KMacsecCtrlrNames.Ncs1KMacsecCtrlrName.Ncs1KStatusInfo.EncryptScStatus.ActiveAssociation', False, [ _MetaInfoClassMember('association-number', ATTRIBUTE, 'int' , None, None, [('0', '255')], [], ''' Assocition Number ''', 'association_number', 'Cisco-IOS-XR-ncs1k-macsec-ea-oper', False), _MetaInfoClassMember('device-association-number', ATTRIBUTE, 'int' , None, None, [('0', '255')], [], ''' Devive Association Number ''', 'device_association_number', 'Cisco-IOS-XR-ncs1k-macsec-ea-oper', False), _MetaInfoClassMember('key-crc', ATTRIBUTE, 'int' , None, None, [('0', '4294967295')], [], ''' 32bit CRC of Programmed Key ''', 'key_crc', 'Cisco-IOS-XR-ncs1k-macsec-ea-oper', False), _MetaInfoClassMember('programmed-time', ATTRIBUTE, 'str' , None, None, [(0, 30)], [], ''' Key Programmed Time ''', 'programmed_time', 'Cisco-IOS-XR-ncs1k-macsec-ea-oper', False), _MetaInfoClassMember('short-secure-channel-id', ATTRIBUTE, 'int' , None, None, [('0', '4294967295')], [], ''' Short Secure Channel Id ''', 'short_secure_channel_id', 'Cisco-IOS-XR-ncs1k-macsec-ea-oper', False), _MetaInfoClassMember('xpn-salt', REFERENCE_LEAFLIST, 'int' , None, None, [('0', '4294967295')], [], ''' XPN Salt ''', 'xpn_salt', 'Cisco-IOS-XR-ncs1k-macsec-ea-oper', False), ], 'Cisco-IOS-XR-ncs1k-macsec-ea-oper', 'active-association', _yang_ns._namespaces['Cisco-IOS-XR-ncs1k-macsec-ea-oper'], 'ydk.models.cisco_ios_xr.Cisco_IOS_XR_ncs1k_macsec_ea_oper' ), }, 'Ncs1KMacsecOper.Ncs1KMacsecCtrlrNames.Ncs1KMacsecCtrlrName.Ncs1KStatusInfo.EncryptScStatus' : { 'meta_info' : _MetaInfoClass('Ncs1KMacsecOper.Ncs1KMacsecCtrlrNames.Ncs1KMacsecCtrlrName.Ncs1KStatusInfo.EncryptScStatus', False, [ _MetaInfoClassMember('active-association', REFERENCE_LIST, 'ActiveAssociation' , 'ydk.models.cisco_ios_xr.Cisco_IOS_XR_ncs1k_macsec_ea_oper', 'Ncs1KMacsecOper.Ncs1KMacsecCtrlrNames.Ncs1KMacsecCtrlrName.Ncs1KStatusInfo.EncryptScStatus.ActiveAssociation', [], [], ''' Active Associations ''', 'active_association', 'Cisco-IOS-XR-ncs1k-macsec-ea-oper', False), _MetaInfoClassMember('cipher-suite', REFERENCE_ENUM_CLASS, 'Ncs1KCipherSuitEnum' , 'ydk.models.cisco_ios_xr.Cisco_IOS_XR_ncs1k_macsec_ea_oper', 'Ncs1KCipherSuitEnum', [], [], ''' Cipher Suite ''', 'cipher_suite', 'Cisco-IOS-XR-ncs1k-macsec-ea-oper', False), _MetaInfoClassMember('confidentiality-offset', ATTRIBUTE, 'int' , None, None, [('0', '4294967295')], [], ''' Confidentiality offset ''', 'confidentiality_offset', 'Cisco-IOS-XR-ncs1k-macsec-ea-oper', False), _MetaInfoClassMember('initial-packet-number', ATTRIBUTE, 'int' , None, None, [('0', '18446744073709551615')], [], ''' Initial Packet Number ''', 'initial_packet_number', 'Cisco-IOS-XR-ncs1k-macsec-ea-oper', False), _MetaInfoClassMember('max-packet-number', ATTRIBUTE, 'int' , None, None, [('0', '18446744073709551615')], [], ''' Maximum Packet Number ''', 'max_packet_number', 'Cisco-IOS-XR-ncs1k-macsec-ea-oper', False), _MetaInfoClassMember('protection-enabled', ATTRIBUTE, 'bool' , None, None, [], [], ''' Protection Enabled ''', 'protection_enabled', 'Cisco-IOS-XR-ncs1k-macsec-ea-oper', False), _MetaInfoClassMember('recent-packet-number', ATTRIBUTE, 'int' , None, None, [('0', '18446744073709551615')], [], ''' Recent Packet Number ''', 'recent_packet_number', 'Cisco-IOS-XR-ncs1k-macsec-ea-oper', False), _MetaInfoClassMember('secure-channel-id', ATTRIBUTE, 'int' , None, None, [('0', '18446744073709551615')], [], ''' Secure Channel Id ''', 'secure_channel_id', 'Cisco-IOS-XR-ncs1k-macsec-ea-oper', False), _MetaInfoClassMember('secure-tag-length', ATTRIBUTE, 'int' , None, None, [('0', '4294967295')], [], ''' Secure Tag Length ''', 'secure_tag_length', 'Cisco-IOS-XR-ncs1k-macsec-ea-oper', False), ], 'Cisco-IOS-XR-ncs1k-macsec-ea-oper', 'encrypt-sc-status', _yang_ns._namespaces['Cisco-IOS-XR-ncs1k-macsec-ea-oper'], 'ydk.models.cisco_ios_xr.Cisco_IOS_XR_ncs1k_macsec_ea_oper' ), }, 'Ncs1KMacsecOper.Ncs1KMacsecCtrlrNames.Ncs1KMacsecCtrlrName.Ncs1KStatusInfo.DecryptScStatus.ActiveAssociation' : { 'meta_info' : _MetaInfoClass('Ncs1KMacsecOper.Ncs1KMacsecCtrlrNames.Ncs1KMacsecCtrlrName.Ncs1KStatusInfo.DecryptScStatus.ActiveAssociation', False, [ _MetaInfoClassMember('association-number', ATTRIBUTE, 'int' , None, None, [('0', '255')], [], ''' Assocition Number ''', 'association_number', 'Cisco-IOS-XR-ncs1k-macsec-ea-oper', False), _MetaInfoClassMember('device-association-number', ATTRIBUTE, 'int' , None, None, [('0', '255')], [], ''' Devive Association Number ''', 'device_association_number', 'Cisco-IOS-XR-ncs1k-macsec-ea-oper', False), _MetaInfoClassMember('key-crc', ATTRIBUTE, 'int' , None, None, [('0', '4294967295')], [], ''' 32bit CRC of Programmed Key ''', 'key_crc', 'Cisco-IOS-XR-ncs1k-macsec-ea-oper', False), _MetaInfoClassMember('programmed-time', ATTRIBUTE, 'str' , None, None, [(0, 30)], [], ''' Key Programmed Time ''', 'programmed_time', 'Cisco-IOS-XR-ncs1k-macsec-ea-oper', False), _MetaInfoClassMember('short-secure-channel-id', ATTRIBUTE, 'int' , None, None, [('0', '4294967295')], [], ''' Short Secure Channel Id ''', 'short_secure_channel_id', 'Cisco-IOS-XR-ncs1k-macsec-ea-oper', False), _MetaInfoClassMember('xpn-salt', REFERENCE_LEAFLIST, 'int' , None, None, [('0', '4294967295')], [], ''' XPN Salt ''', 'xpn_salt', 'Cisco-IOS-XR-ncs1k-macsec-ea-oper', False), ], 'Cisco-IOS-XR-ncs1k-macsec-ea-oper', 'active-association', _yang_ns._namespaces['Cisco-IOS-XR-ncs1k-macsec-ea-oper'], 'ydk.models.cisco_ios_xr.Cisco_IOS_XR_ncs1k_macsec_ea_oper' ), }, 'Ncs1KMacsecOper.Ncs1KMacsecCtrlrNames.Ncs1KMacsecCtrlrName.Ncs1KStatusInfo.DecryptScStatus' : { 'meta_info' : _MetaInfoClass('Ncs1KMacsecOper.Ncs1KMacsecCtrlrNames.Ncs1KMacsecCtrlrName.Ncs1KStatusInfo.DecryptScStatus', False, [ _MetaInfoClassMember('active-association', REFERENCE_LIST, 'ActiveAssociation' , 'ydk.models.cisco_ios_xr.Cisco_IOS_XR_ncs1k_macsec_ea_oper', 'Ncs1KMacsecOper.Ncs1KMacsecCtrlrNames.Ncs1KMacsecCtrlrName.Ncs1KStatusInfo.DecryptScStatus.ActiveAssociation', [], [], ''' Active Associations ''', 'active_association', 'Cisco-IOS-XR-ncs1k-macsec-ea-oper', False), _MetaInfoClassMember('cipher-suite', REFERENCE_ENUM_CLASS, 'Ncs1KCipherSuitEnum' , 'ydk.models.cisco_ios_xr.Cisco_IOS_XR_ncs1k_macsec_ea_oper', 'Ncs1KCipherSuitEnum', [], [], ''' Cipher Suite ''', 'cipher_suite', 'Cisco-IOS-XR-ncs1k-macsec-ea-oper', False), _MetaInfoClassMember('confidentiality-offset', ATTRIBUTE, 'int' , None, None, [('0', '4294967295')], [], ''' Confidentiality offset ''', 'confidentiality_offset', 'Cisco-IOS-XR-ncs1k-macsec-ea-oper', False), _MetaInfoClassMember('initial-packet-number', ATTRIBUTE, 'int' , None, None, [('0', '18446744073709551615')], [], ''' Initial Packet Number ''', 'initial_packet_number', 'Cisco-IOS-XR-ncs1k-macsec-ea-oper', False), _MetaInfoClassMember('max-packet-number', ATTRIBUTE, 'int' , None, None, [('0', '18446744073709551615')], [], ''' Maximum Packet Number ''', 'max_packet_number', 'Cisco-IOS-XR-ncs1k-macsec-ea-oper', False), _MetaInfoClassMember('protection-enabled', ATTRIBUTE, 'bool' , None, None, [], [], ''' Protection Enabled ''', 'protection_enabled', 'Cisco-IOS-XR-ncs1k-macsec-ea-oper', False), _MetaInfoClassMember('recent-packet-number', ATTRIBUTE, 'int' , None, None, [('0', '18446744073709551615')], [], ''' Recent Packet Number ''', 'recent_packet_number', 'Cisco-IOS-XR-ncs1k-macsec-ea-oper', False), _MetaInfoClassMember('secure-channel-id', ATTRIBUTE, 'int' , None, None, [('0', '18446744073709551615')], [], ''' Secure Channel Id ''', 'secure_channel_id', 'Cisco-IOS-XR-ncs1k-macsec-ea-oper', False), _MetaInfoClassMember('secure-tag-length', ATTRIBUTE, 'int' , None, None, [('0', '4294967295')], [], ''' Secure Tag Length ''', 'secure_tag_length', 'Cisco-IOS-XR-ncs1k-macsec-ea-oper', False), ], 'Cisco-IOS-XR-ncs1k-macsec-ea-oper', 'decrypt-sc-status', _yang_ns._namespaces['Cisco-IOS-XR-ncs1k-macsec-ea-oper'], 'ydk.models.cisco_ios_xr.Cisco_IOS_XR_ncs1k_macsec_ea_oper' ), }, 'Ncs1KMacsecOper.Ncs1KMacsecCtrlrNames.Ncs1KMacsecCtrlrName.Ncs1KStatusInfo' : { 'meta_info' : _MetaInfoClass('Ncs1KMacsecOper.Ncs1KMacsecCtrlrNames.Ncs1KMacsecCtrlrName.Ncs1KStatusInfo', False, [ _MetaInfoClassMember('decrypt-sc-status', REFERENCE_CLASS, 'DecryptScStatus' , 'ydk.models.cisco_ios_xr.Cisco_IOS_XR_ncs1k_macsec_ea_oper', 'Ncs1KMacsecOper.Ncs1KMacsecCtrlrNames.Ncs1KMacsecCtrlrName.Ncs1KStatusInfo.DecryptScStatus', [], [], ''' Decrypt Secure Channel Status ''', 'decrypt_sc_status', 'Cisco-IOS-XR-ncs1k-macsec-ea-oper', False), _MetaInfoClassMember('encrypt-sc-status', REFERENCE_CLASS, 'EncryptScStatus' , 'ydk.models.cisco_ios_xr.Cisco_IOS_XR_ncs1k_macsec_ea_oper', 'Ncs1KMacsecOper.Ncs1KMacsecCtrlrNames.Ncs1KMacsecCtrlrName.Ncs1KStatusInfo.EncryptScStatus', [], [], ''' Encrypt Secure Channel Status ''', 'encrypt_sc_status', 'Cisco-IOS-XR-ncs1k-macsec-ea-oper', False), _MetaInfoClassMember('must-secure', ATTRIBUTE, 'bool' , None, None, [], [], ''' Must Secure ''', 'must_secure', 'Cisco-IOS-XR-ncs1k-macsec-ea-oper', False), _MetaInfoClassMember('replay-window-size', ATTRIBUTE, 'int' , None, None, [('0', '4294967295')], [], ''' Replay Window Size ''', 'replay_window_size', 'Cisco-IOS-XR-ncs1k-macsec-ea-oper', False), ], 'Cisco-IOS-XR-ncs1k-macsec-ea-oper', 'ncs1k-status-info', _yang_ns._namespaces['Cisco-IOS-XR-ncs1k-macsec-ea-oper'], 'ydk.models.cisco_ios_xr.Cisco_IOS_XR_ncs1k_macsec_ea_oper' ), }, 'Ncs1KMacsecOper.Ncs1KMacsecCtrlrNames.Ncs1KMacsecCtrlrName' : { 'meta_info' : _MetaInfoClass('Ncs1KMacsecOper.Ncs1KMacsecCtrlrNames.Ncs1KMacsecCtrlrName', False, [ _MetaInfoClassMember('name', ATTRIBUTE, 'str' , None, None, [], ['(([a-zA-Z0-9_]*\\d+/){3,4}\\d+)|(([a-zA-Z0-9_]*\\d+/){3,4}\\d+\\.\\d+)|(([a-zA-Z0-9_]*\\d+/){2}([a-zA-Z0-9_]*\\d+))|(([a-zA-Z0-9_]*\\d+/){2}([a-zA-Z0-9_]+))|([a-zA-Z0-9_-]*\\d+)|([a-zA-Z0-9_-]*\\d+\\.\\d+)|(mpls)|(dwdm)'], ''' Port name ''', 'name', 'Cisco-IOS-XR-ncs1k-macsec-ea-oper', True), _MetaInfoClassMember('ncs1k-status-info', REFERENCE_CLASS, 'Ncs1KStatusInfo' , 'ydk.models.cisco_ios_xr.Cisco_IOS_XR_ncs1k_macsec_ea_oper', 'Ncs1KMacsecOper.Ncs1KMacsecCtrlrNames.Ncs1KMacsecCtrlrName.Ncs1KStatusInfo', [], [], ''' controller data ''', 'ncs1k_status_info', 'Cisco-IOS-XR-ncs1k-macsec-ea-oper', False), ], 'Cisco-IOS-XR-ncs1k-macsec-ea-oper', 'ncs1k-macsec-ctrlr-name', _yang_ns._namespaces['Cisco-IOS-XR-ncs1k-macsec-ea-oper'], 'ydk.models.cisco_ios_xr.Cisco_IOS_XR_ncs1k_macsec_ea_oper' ), }, 'Ncs1KMacsecOper.Ncs1KMacsecCtrlrNames' : { 'meta_info' : _MetaInfoClass('Ncs1KMacsecOper.Ncs1KMacsecCtrlrNames', False, [ _MetaInfoClassMember('ncs1k-macsec-ctrlr-name', REFERENCE_LIST, 'Ncs1KMacsecCtrlrName' , 'ydk.models.cisco_ios_xr.Cisco_IOS_XR_ncs1k_macsec_ea_oper', 'Ncs1KMacsecOper.Ncs1KMacsecCtrlrNames.Ncs1KMacsecCtrlrName', [], [], ''' Interface name ''', 'ncs1k_macsec_ctrlr_name', 'Cisco-IOS-XR-ncs1k-macsec-ea-oper', False), ], 'Cisco-IOS-XR-ncs1k-macsec-ea-oper', 'ncs1k-macsec-ctrlr-names', _yang_ns._namespaces['Cisco-IOS-XR-ncs1k-macsec-ea-oper'], 'ydk.models.cisco_ios_xr.Cisco_IOS_XR_ncs1k_macsec_ea_oper' ), }, 'Ncs1KMacsecOper' : { 'meta_info' : _MetaInfoClass('Ncs1KMacsecOper', False, [ _MetaInfoClassMember('ncs1k-macsec-ctrlr-names', REFERENCE_CLASS, 'Ncs1KMacsecCtrlrNames' , 'ydk.models.cisco_ios_xr.Cisco_IOS_XR_ncs1k_macsec_ea_oper', 'Ncs1KMacsecOper.Ncs1KMacsecCtrlrNames', [], [], ''' All Macsec operational data ''', 'ncs1k_macsec_ctrlr_names', 'Cisco-IOS-XR-ncs1k-macsec-ea-oper', False), ], 'Cisco-IOS-XR-ncs1k-macsec-ea-oper', 'ncs1k-macsec-oper', _yang_ns._namespaces['Cisco-IOS-XR-ncs1k-macsec-ea-oper'], 'ydk.models.cisco_ios_xr.Cisco_IOS_XR_ncs1k_macsec_ea_oper' ), }, } _meta_table['Ncs1KMacsecOper.Ncs1KMacsecCtrlrNames.Ncs1KMacsecCtrlrName.Ncs1KStatusInfo.EncryptScStatus.ActiveAssociation']['meta_info'].parent =_meta_table['Ncs1KMacsecOper.Ncs1KMacsecCtrlrNames.Ncs1KMacsecCtrlrName.Ncs1KStatusInfo.EncryptScStatus']['meta_info'] _meta_table['Ncs1KMacsecOper.Ncs1KMacsecCtrlrNames.Ncs1KMacsecCtrlrName.Ncs1KStatusInfo.DecryptScStatus.ActiveAssociation']['meta_info'].parent =_meta_table['Ncs1KMacsecOper.Ncs1KMacsecCtrlrNames.Ncs1KMacsecCtrlrName.Ncs1KStatusInfo.DecryptScStatus']['meta_info'] _meta_table['Ncs1KMacsecOper.Ncs1KMacsecCtrlrNames.Ncs1KMacsecCtrlrName.Ncs1KStatusInfo.EncryptScStatus']['meta_info'].parent =_meta_table['Ncs1KMacsecOper.Ncs1KMacsecCtrlrNames.Ncs1KMacsecCtrlrName.Ncs1KStatusInfo']['meta_info'] _meta_table['Ncs1KMacsecOper.Ncs1KMacsecCtrlrNames.Ncs1KMacsecCtrlrName.Ncs1KStatusInfo.DecryptScStatus']['meta_info'].parent =_meta_table['Ncs1KMacsecOper.Ncs1KMacsecCtrlrNames.Ncs1KMacsecCtrlrName.Ncs1KStatusInfo']['meta_info'] _meta_table['Ncs1KMacsecOper.Ncs1KMacsecCtrlrNames.Ncs1KMacsecCtrlrName.Ncs1KStatusInfo']['meta_info'].parent =_meta_table['Ncs1KMacsecOper.Ncs1KMacsecCtrlrNames.Ncs1KMacsecCtrlrName']['meta_info'] _meta_table['Ncs1KMacsecOper.Ncs1KMacsecCtrlrNames.Ncs1KMacsecCtrlrName']['meta_info'].parent =_meta_table['Ncs1KMacsecOper.Ncs1KMacsecCtrlrNames']['meta_info'] _meta_table['Ncs1KMacsecOper.Ncs1KMacsecCtrlrNames']['meta_info'].parent =_meta_table['Ncs1KMacsecOper']['meta_info']

55.057637

266

0.55865

9371a20331f510d162e06e85427e248c67874d46

12,937

py

Python

mmseg/models/backbones/stdcnet.py

evgeniya-egupova/mmsegmentation

3857f19321ad6af41c8a6af364898ee050225f4c

[ "Apache-2.0" ]

null

mmseg/models/backbones/stdcnet.py

evgeniya-egupova/mmsegmentation

3857f19321ad6af41c8a6af364898ee050225f4c

[ "Apache-2.0" ]

null

mmseg/models/backbones/stdcnet.py

evgeniya-egupova/mmsegmentation

3857f19321ad6af41c8a6af364898ee050225f4c

[ "Apache-2.0" ]

null

import math import torch import torch.nn as nn import torch.nn.functional as F from mmcv.runner import load_checkpoint from mmcv.utils.parrots_wrapper import _BatchNorm from mmseg.utils import get_root_logger from ..builder import BACKBONES class ConvX(nn.Module): def __init__(self, in_planes, out_planes, kernel=3, stride=1): super(ConvX, self).__init__() self.conv = nn.Conv2d(in_planes, out_planes, kernel_size=kernel, stride=stride, padding=kernel // 2, bias=False) self.bn = nn.BatchNorm2d(out_planes) self.relu = nn.ReLU(inplace=True) def forward(self, x): out = self.relu(self.bn(self.conv(x))) return out class CatBottleneck(nn.Module): def __init__(self, in_planes, out_planes, block_num=3, stride=1): super().__init__() assert block_num > 1, print("block number should be larger than 1.") self.conv_list = nn.ModuleList() self.stride = stride if stride == 2: self.avd_layer = nn.Sequential( nn.Conv2d(out_planes // 2, out_planes // 2, kernel_size=3, stride=2, padding=1, groups=out_planes // 2, bias=False), nn.BatchNorm2d(out_planes // 2), ) self.skip = nn.AvgPool2d(kernel_size=3, stride=2, padding=1) stride = 1 for idx in range(block_num): if idx == 0: self.conv_list.append(ConvX(in_planes, out_planes // 2, kernel=1)) elif idx == 1 and block_num == 2: self.conv_list.append(ConvX(out_planes // 2, out_planes // 2, stride=stride)) elif idx == 1 and block_num > 2: self.conv_list.append(ConvX(out_planes // 2, out_planes // 4, stride=stride)) elif idx < block_num - 1: self.conv_list.append( ConvX(out_planes // int(math.pow(2, idx)), out_planes // int(math.pow(2, idx + 1)))) else: self.conv_list.append(ConvX(out_planes // int(math.pow(2, idx)), out_planes // int(math.pow(2, idx)))) def forward(self, x): out_list = [] out1 = self.conv_list[0](x) for idx, conv in enumerate(self.conv_list[1:]): if idx == 0: if self.stride == 2: out = conv(self.avd_layer(out1)) else: out = conv(out1) else: out = conv(out) out_list.append(out) if self.stride == 2: out1 = self.skip(out1) out_list.insert(0, out1) out = torch.cat(out_list, dim=1) return out # STDC2Net class STDCNet1446(nn.Module): def __init__(self, base=64, layers=(4, 5, 3), block_num=4): super().__init__() self.features = self._make_layers(base, layers, block_num, CatBottleneck) self.gap = nn.AdaptiveAvgPool2d(1) self.fc = nn.Linear(max(1024, base * 16), max(1024, base * 16), bias=False) self.bn = nn.BatchNorm1d(max(1024, base * 16)) self.relu = nn.ReLU(inplace=True) self.x2 = nn.Sequential(self.features[:1]) self.x4 = nn.Sequential(self.features[1:2]) self.x8 = nn.Sequential(self.features[2:6]) self.x16 = nn.Sequential(self.features[6:11]) self.x32 = nn.Sequential(self.features[11:]) @staticmethod def _make_layers(base, layers, block_num, block): features = [] features += [ConvX(3, base // 2, 3, 2)] features += [ConvX(base // 2, base, 3, 2)] for i, layer in enumerate(layers): for j in range(layer): if i == 0 and j == 0: features.append(block(base, base * 4, block_num, 2)) elif j == 0: features.append(block(base * int(math.pow(2, i + 1)), base * int(math.pow(2, i + 2)), block_num, 2)) else: features.append(block(base * int(math.pow(2, i + 2)), base * int(math.pow(2, i + 2)), block_num, 1)) return nn.Sequential(*features) def forward(self, x): feat2 = self.x2(x) feat4 = self.x4(feat2) feat8 = self.x8(feat4) feat16 = self.x16(feat8) feat32 = self.x32(feat16) return feat2, feat4, feat8, feat16, feat32 # STDC1Net class STDCNet813(nn.Module): def __init__(self, base=64, layers=(2, 2, 2), block_num=4): super().__init__() self.features = self._make_layers(base, layers, block_num, CatBottleneck) self.gap = nn.AdaptiveAvgPool2d(1) self.fc = nn.Linear(max(1024, base * 16), max(1024, base * 16), bias=False) self.bn = nn.BatchNorm1d(max(1024, base * 16)) self.relu = nn.ReLU(inplace=True) self.x2 = nn.Sequential(self.features[:1]) self.x4 = nn.Sequential(self.features[1:2]) self.x8 = nn.Sequential(self.features[2:4]) self.x16 = nn.Sequential(self.features[4:6]) self.x32 = nn.Sequential(self.features[6:]) @staticmethod def _make_layers(base, layers, block_num, block): features = [] features += [ConvX(3, base // 2, 3, 2)] features += [ConvX(base // 2, base, 3, 2)] for i, layer in enumerate(layers): for j in range(layer): if i == 0 and j == 0: features.append(block(base, base * 4, block_num, 2)) elif j == 0: features.append(block(base * int(math.pow(2, i + 1)), base * int(math.pow(2, i + 2)), block_num, 2)) else: features.append(block(base * int(math.pow(2, i + 2)), base * int(math.pow(2, i + 2)), block_num, 1)) return nn.Sequential(*features) def forward(self, x): feat2 = self.x2(x) feat4 = self.x4(feat2) feat8 = self.x8(feat4) feat16 = self.x16(feat8) feat32 = self.x32(feat16) return feat2, feat4, feat8, feat16, feat32 class ConvBNReLU(nn.Module): def __init__(self, in_chan, out_chan, ks=3, stride=1, padding=1): super().__init__() self.conv = nn.Conv2d( in_chan, out_chan, kernel_size=ks, stride=stride, padding=padding, bias=False ) self.bn = nn.BatchNorm2d(out_chan) self.relu = nn.ReLU() self.init_weight() def forward(self, x): x = self.conv(x) x = self.bn(x) x = self.relu(x) return x def init_weight(self): for ly in self.children(): if isinstance(ly, nn.Conv2d): nn.init.kaiming_normal_(ly.weight, a=1) if ly.bias is not None: nn.init.constant_(ly.bias, 0) class AttentionRefinementModule(nn.Module): def __init__(self, in_chan, out_chan): super().__init__() self.conv = ConvBNReLU(in_chan, out_chan, ks=3, stride=1, padding=1) self.conv_atten = nn.Conv2d(out_chan, out_chan, kernel_size=1, bias=False) self.bn_atten = nn.BatchNorm2d(out_chan) self.sigmoid_atten = nn.Sigmoid() self.init_weight() def forward(self, x): feat = self.conv(x) attention = F.avg_pool2d(feat, feat.size()[2:]) attention = self.conv_atten(attention) attention = self.bn_atten(attention) attention = self.sigmoid_atten(attention) out = torch.mul(feat, attention) return out def init_weight(self): for ly in self.children(): if isinstance(ly, nn.Conv2d): nn.init.kaiming_normal_(ly.weight, a=1) if ly.bias is not None: nn.init.constant_(ly.bias, 0) class ContextPath(nn.Module): def __init__(self, backbone='CatNetSmall'): super().__init__() self.backbone_name = backbone if backbone == 'STDCNet1446': self.backbone = STDCNet1446() self.arm16 = AttentionRefinementModule(512, 128) inplanes = 1024 self.arm32 = AttentionRefinementModule(inplanes, 128) self.conv_head32 = ConvBNReLU(128, 128, ks=3, stride=1, padding=1) self.conv_head16 = ConvBNReLU(128, 128, ks=3, stride=1, padding=1) self.conv_avg = ConvBNReLU(inplanes, 128, ks=1, stride=1, padding=0) elif backbone == 'STDCNet813': self.backbone = STDCNet813() self.arm16 = AttentionRefinementModule(512, 128) inplanes = 1024 self.arm32 = AttentionRefinementModule(inplanes, 128) self.conv_head32 = ConvBNReLU(128, 128, ks=3, stride=1, padding=1) self.conv_head16 = ConvBNReLU(128, 128, ks=3, stride=1, padding=1) self.conv_avg = ConvBNReLU(inplanes, 128, ks=1, stride=1, padding=0) else: raise ValueError(f'backbone \'{backbone}\' is not in backbone list') def forward(self, x): feat2, feat4, feat8, feat16, feat32 = self.backbone(x) H8, W8 = feat8.size()[2:] H16, W16 = feat16.size()[2:] H32, W32 = feat32.size()[2:] avg = F.avg_pool2d(feat32, feat32.size()[2:]) avg = self.conv_avg(avg) avg_up = F.interpolate(avg, (H32, W32), mode='nearest') feat32_arm = self.arm32(feat32) feat32_sum = feat32_arm + avg_up feat32_up = F.interpolate(feat32_sum, (H16, W16), mode='nearest') feat32_up = self.conv_head32(feat32_up) feat16_arm = self.arm16(feat16) feat16_sum = feat16_arm + feat32_up feat16_up = F.interpolate(feat16_sum, (H8, W8), mode='nearest') feat16_up = self.conv_head16(feat16_up) return feat2, feat4, feat8, feat16, feat16_up, feat32_up # x8, x16 class FeatureFusionModule(nn.Module): def __init__(self, in_chan, out_chan): super().__init__() self.convblk = ConvBNReLU(in_chan, out_chan, ks=1, stride=1, padding=0) self.conv1 = nn.Conv2d( out_chan, out_chan // 4, kernel_size=1, stride=1, padding=0, bias=False ) self.conv2 = nn.Conv2d( out_chan // 4, out_chan, kernel_size=1, stride=1, padding=0, bias=False ) self.relu = nn.ReLU(inplace=True) self.sigmoid = nn.Sigmoid() def forward(self, fsp, fcp): fcat = torch.cat([fsp, fcp], dim=1) feat = self.convblk(fcat) attention = F.avg_pool2d(feat, feat.size()[2:]) attention = self.conv1(attention) attention = self.relu(attention) attention = self.conv2(attention) attention = self.sigmoid(attention) feat_atten = torch.mul(feat, attention) feat_out = feat_atten + feat return feat_out @BACKBONES.register_module() class STDCNet(nn.Module): def __init__(self, extra, conv_cfg=None, norm_cfg=dict(type='BN'), norm_eval=False): super().__init__() self.extra = extra self.conv_cfg = conv_cfg self.norm_cfg = norm_cfg self.norm_eval = norm_eval self.cp = ContextPath(self.extra['backbone']) fuse_in_channels = 256 + 128 self.ffm = FeatureFusionModule(fuse_in_channels, 256) def init_weights(self, pretrained=None): """Initialize the weights in backbone. Args: pretrained (str, optional): Path to pre-trained weights. Defaults to None. """ if isinstance(pretrained, str): logger = get_root_logger() load_checkpoint(self, pretrained, strict=False, logger=logger) elif pretrained is None: for m in self.modules(): if isinstance(m, nn.Conv2d): nn.init.kaiming_normal_(m.weight, mode='fan_out') if m.bias is not None: nn.init.constant_(m.bias, 0) elif isinstance(m, nn.BatchNorm2d): nn.init.constant_(m.weight, 1) nn.init.constant_(m.bias, 0) elif isinstance(m, nn.Linear): nn.init.normal_(m.weight, std=0.001) if m.bias is not None: nn.init.constant_(m.bias, 0) else: raise TypeError('pretrained must be a str or None') def forward(self, x): _, _, feat_res8, _, feat_cp8, feat_cp16 = self.cp(x) feat_fuse = self.ffm(feat_res8, feat_cp8) y_list = [feat_cp16, feat_cp8, feat_fuse] return y_list def train(self, mode=True): """Convert the model into training mode.""" super().train(mode) if mode and self.norm_eval: for m in self.modules(): if isinstance(m, _BatchNorm): m.eval()

34.134565

120

0.562263

3b12ec8b7aa4c7692628b379b3500204ebad21cc

186

py

Python

MascotasPasto/views.py

Esteban-Rosas/Frameworks-7a-2020B

768d354ee8d966c93465ff9bb2d7da27ad3e1baa

[ "MIT" ]

null

MascotasPasto/views.py

Esteban-Rosas/Frameworks-7a-2020B

768d354ee8d966c93465ff9bb2d7da27ad3e1baa

[ "MIT" ]

null

MascotasPasto/views.py

Esteban-Rosas/Frameworks-7a-2020B

768d354ee8d966c93465ff9bb2d7da27ad3e1baa

[ "MIT" ]

null

from django.http import HttpResponse def MascotasPasto(request): return HttpResponse("MascotasPasto") def salida(request): return HttpResponse("Hasta Luego de Mascotas Pasto")

23.25

56

0.77957