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# Copyright (C) 2020-2021 Dany Cajas DESCRIPTION = "Portfolio Optimization and Quantitative Strategic Asset Allocation in Python" with open("README.md", encoding='UTF-8') as fh: LONG_DESCRIPTION = fh.read() DISTNAME = 'Riskfolio-Lib' MAINTAINER = 'Dany Cajas' MAINTAINER_EMAIL = 'dany.cajas.n@uni.pe' URL = 'https://github.com/dcajasn/Riskfolio-Lib' LICENSE = 'BSD (3-clause)' KEYWORDS = 'finance, portfolio, optimization, quant, asset, allocation, investing' DOWNLOAD_URL = 'https://github.com/dcajasn/Riskfolio-Lib.git' VERSION = '0.2.0.1' PYTHON_REQUIRES = ">=3.7" INSTALL_REQUIRES = [ 'numpy>=1.17.0', 'scipy>=1.0.1', 'pandas>=1.0.0', 'matplotlib>=3.3.0', 'cvxpy>=1.0.25', 'scikit-learn>=0.22.0', 'statsmodels>=0.10.1', 'arch>=4.15', 'xlsxwriter>=1.3.7', ] PACKAGES = [ 'riskfolio', ] CLASSIFIERS = [ 'Intended Audience :: Financial and Insurance Industry', 'Intended Audience :: Science/Research', 'Programming Language :: Python :: 3.7', 'Programming Language :: Python :: 3.8', 'Programming Language :: Python :: 3.9', 'License :: OSI Approved :: BSD License', 'Topic :: Office/Business :: Financial :: Investment', 'Topic :: Office/Business :: Financial', 'Topic :: Scientific/Engineering :: Mathematics', 'Operating System :: Microsoft', 'Operating System :: Unix', 'Operating System :: MacOS' ] if __name__ == "__main__": from setuptools import setup import sys if sys.version_info[:2] < (3, int(PYTHON_REQUIRES[-1])): raise RuntimeError("Riskfolio-Lib requires python " + PYTHON_REQUIRES) setup( name=DISTNAME, author=MAINTAINER, author_email=MAINTAINER_EMAIL, maintainer=MAINTAINER, maintainer_email=MAINTAINER_EMAIL, description=DESCRIPTION, long_description=LONG_DESCRIPTION, long_description_content_type='text/markdown; charset=UTF-8; variant=GFM', license=LICENSE, keywords=KEYWORDS, url=URL, version=VERSION, download_url=DOWNLOAD_URL, python_requires=PYTHON_REQUIRES, install_requires=INSTALL_REQUIRES, packages=PACKAGES, classifiers=CLASSIFIERS, project_urls={"Documentation": "https://riskfolio-lib.readthedocs.io/en/latest/", "Issues": "https://github.com/dcajasn/Riskfolio-Lib/issues", "Personal website": "http://financioneroncios.wordpress.com", }, )
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#!/usr/bin/python import sys from os import path #function definition of cat_fun def cat_fun(f_name): if path.exists(f_name): if path.isfile(f_name): f = open(f_name,'r') #opening file in read mode print f.read() #will read file and print all data f.close() else : print "\n\tcatpy:"+f_name+":***Is a Directory***" else : print "\n\tcatpy:"+f_name+":***No such file or Directory***" #taking input as command line- file_name = sys.argv[1:] for f in file_name: cat_fun(f)
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# Copyright 2017 Google Inc. 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. """List keyrings within a location.""" from apitools.base.py import list_pager from googlecloudsdk.api_lib.cloudkms import base as cloudkms_base from googlecloudsdk.calliope import base from googlecloudsdk.command_lib.kms import flags from googlecloudsdk.core import properties from googlecloudsdk.core import resources class List(base.ListCommand): """List keyrings within a location. Lists all keyrings within the given location. ## EXAMPLES The following command lists a maximum of five keyrings in the location `global`: $ {command} --location global --limit=5 """ @staticmethod def Args(parser): parser.display_info.AddFormat('table(name)') def Run(self, args): client = cloudkms_base.GetClientInstance() messages = cloudkms_base.GetMessagesModule() location_ref = resources.REGISTRY.Create( flags.LOCATION_COLLECTION, projectsId=properties.VALUES.core.project.GetOrFail) request = messages.CloudkmsProjectsLocationsKeyRingsListRequest( parent=location_ref.RelativeName()) return list_pager.YieldFromList( client.projects_locations_keyRings, request, field='keyRings', limit=args.limit, batch_size_attribute='pageSize')
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#! /usr/bin/env python # -*- coding: utf-8 -*- # vim:fenc=utf-8 # # Copyright (C) 2021 Freie Universität Berlin # # Distributed under terms of the MIT license. import os from setuptools import setup, find_packages PACKAGE = "aiodnsprox" DESCRIPTION = "A Python-based DNS-over-X proxy based on aiocoap " AUTHOR = "Martine S. Lenders" AUTHOR_EMAIL = "m.lenders@fu-berlin.de" URL = "https://github.com/anr-bmbf-pivot/aiodnsprox" def get_requirements(): with open("requirements.txt") as req_file: for line in req_file: yield line.strip() def get_version(package): """ Extract package version without importing file Importing cause issues with coverage, (modules can be removed from sys.modules to prevent this) Importing __init__.py triggers importing rest and then requests too Inspired from pep8 setup.py """ with open(os.path.join(package, '__init__.py')) as init_fd: for line in init_fd: if line.startswith('__version__'): return eval(line.split('=')[-1]) # pylint:disable=eval-used return None setup( name=PACKAGE, version=get_version(PACKAGE), description=DESCRIPTION, long_description=open('README.rst').read(), long_description_content_type="text/x-rst", author=AUTHOR, author_email=AUTHOR_EMAIL, url=URL, license='MIT', download_url=URL, packages=find_packages(), classifiers=['Development Status :: 2 - Pre-Alpha', 'Programming Language :: Python', 'Programming Language :: Python :: 3', 'Programming Language :: Python :: 3.9', 'Intended Audience :: End Users/Desktop', 'Environment :: Console', 'Topic :: Utilities', ], install_requires=list(get_requirements()), entry_points= { 'console_scripts': [ 'aiodns-proxy = aiodnsprox.cli.proxy:sync_main', ], }, python_requires='>=3.7', )
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# Generated by Django 3.2.5 on 2021-07-19 17:48 import django.core.validators from django.db import migrations, models import django.db.models.deletion class Migration(migrations.Migration): dependencies = [ ('details', '0004_auto_20210719_2313'), ] operations = [ migrations.RemoveField( model_name='personaldetails', name='aadhar_number', ), migrations.RemoveField( model_name='personaldetails', name='address', ), migrations.RemoveField( model_name='personaldetails', name='country', ), migrations.RemoveField( model_name='personaldetails', name='mailing_address', ), migrations.RemoveField( model_name='personaldetails', name='marital_status', ), migrations.RemoveField( model_name='personaldetails', name='pan_number', ), migrations.RemoveField( model_name='personaldetails', name='pin_code', ), migrations.RemoveField( model_name='personaldetails', name='state', ), migrations.CreateModel( name='MoreDetails', fields=[ ('id', models.BigAutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')), ('marital_status', models.CharField(choices=[('Married', 'married'), ('Unmarried', 'unmarried'), ('Separated', 'separated')], max_length=10, null=True)), ('address', models.CharField(max_length=150, null=True)), ('state', models.CharField(choices=[('Karnataka', 'karnataka'), ('Maharashtra', 'maharashtra'), ('New York', 'new york'), ('Texas', 'texas'), ('Melbourne', 'melbourne')], max_length=30, null=True)), ('pin_code', models.CharField(blank=True, max_length=6, null=True, validators=[django.core.validators.RegexValidator(message="Pin number must be entered in the format: '99999'. Up to 6 digits allowed.", regex='^\\d{6,6}$')])), ('country', models.CharField(choices=[('India', 'India'), ('USA', 'USA'), ('Australia', 'Australia')], max_length=30, null=True)), ('mailing_address', models.BooleanField(null=True)), ('aadhar_number', models.CharField(blank=True, max_length=12, null=True, validators=[django.core.validators.RegexValidator(message="Aadhar number must be entered in the format: '1111 1111 1111 1111'. Up to 12 digits allowed.", regex='^\\d{12,12}$')])), ('pan_number', models.CharField(blank=True, max_length=10, null=True, validators=[django.core.validators.RegexValidator(message="Pan number must be entered in the format: 'AhsGr2783d'. Up to 10 digits allowed.", regex='^[A-Za-z]{5}\\d{4}[A-Za-z]{1}$')])), ('name', models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to='details.personaldetails')), ], ), ]
[ "anishr62gmail.comgit config --global user.name Anish06-crypto/git config --global user.email anishr62gmail.com" ]
anishr62gmail.comgit config --global user.name Anish06-crypto/git config --global user.email anishr62gmail.com
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import sympy as sym from sympy.abc import x, y func = sym.diff(sym.poly(x**2 + 2*x + 3), x) print(func) print(func.subs(x, 2)) print(sym.diff(sym.poly(x**2 + 2*x*y + 3) + sym.cos(x + 2*y), x)) print(sym.diff(sym.poly(x**2 + 2*x*y + 3) + sym.cos(x + 2*y), y))
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# -*- coding: utf-8 -*- """ Profile: http://hl7.org/fhir/StructureDefinition/DocumentManifest Release: STU3 Version: 3.0.2 Revision: 11917 Last updated: 2019-10-24T11:53:00+11:00 """ from typing import Any, Dict from typing import List as ListType from pydantic import Field, root_validator from . import backboneelement, domainresource, fhirtypes class DocumentManifest(domainresource.DomainResource): """Disclaimer: Any field name ends with ``__ext`` does't part of Resource StructureDefinition, instead used to enable Extensibility feature for FHIR Primitive Data Types. A list that defines a set of documents. A collection of documents compiled for a purpose together with metadata that applies to the collection. """ resource_type = Field("DocumentManifest", const=True) author: ListType[fhirtypes.ReferenceType] = Field( None, alias="author", title="Who and/or what authored the manifest", description=( "Identifies who is responsible for creating the manifest, and adding " "documents to it." ), # if property is element of this resource. element_property=True, # note: Listed Resource Type(s) should be allowed as Reference. enum_reference_types=[ "Practitioner", "Organization", "Device", "Patient", "RelatedPerson", ], ) content: ListType[fhirtypes.DocumentManifestContentType] = Field( ..., alias="content", title="The items included", description="The list of Documents included in the manifest.", # if property is element of this resource. element_property=True, ) created: fhirtypes.DateTime = Field( None, alias="created", title="When this document manifest created", description=( "When the document manifest was created for submission to the server " "(not necessarily the same thing as the actual resource last modified " "time, since it may be modified, replicated, etc.)." ), # if property is element of this resource. element_property=True, ) created__ext: fhirtypes.FHIRPrimitiveExtensionType = Field( None, alias="_created", title="Extension field for ``created``." ) description: fhirtypes.String = Field( None, alias="description", title="Human-readable description (title)", description=( "Human-readable description of the source document. This is sometimes " 'known as the "title".' ), # if property is element of this resource. element_property=True, ) description__ext: fhirtypes.FHIRPrimitiveExtensionType = Field( None, alias="_description", title="Extension field for ``description``." ) identifier: ListType[fhirtypes.IdentifierType] = Field( None, alias="identifier", title="Other identifiers for the manifest", description=( "Other identifiers associated with the document manifest, including " "version independent identifiers." ), # if property is element of this resource. element_property=True, ) masterIdentifier: fhirtypes.IdentifierType = Field( None, alias="masterIdentifier", title="Unique Identifier for the set of documents", description=( "A single identifier that uniquely identifies this manifest. " "Principally used to refer to the manifest in non-FHIR contexts." ), # if property is element of this resource. element_property=True, ) recipient: ListType[fhirtypes.ReferenceType] = Field( None, alias="recipient", title="Intended to get notified about this set of documents", description=( "A patient, practitioner, or organization for which this set of " "documents is intended." ), # if property is element of this resource. element_property=True, # note: Listed Resource Type(s) should be allowed as Reference. enum_reference_types=[ "Patient", "Practitioner", "RelatedPerson", "Organization", ], ) related: ListType[fhirtypes.DocumentManifestRelatedType] = Field( None, alias="related", title="Related things", description="Related identifiers or resources associated with the DocumentManifest.", # if property is element of this resource. element_property=True, ) source: fhirtypes.Uri = Field( None, alias="source", title="The source system/application/software", description=( "Identifies the source system, application, or software that produced " "the document manifest." ), # if property is element of this resource. element_property=True, ) source__ext: fhirtypes.FHIRPrimitiveExtensionType = Field( None, alias="_source", title="Extension field for ``source``." ) status: fhirtypes.Code = Field( ..., alias="status", title="current | superseded | entered-in-error", description="The status of this document manifest.", # if property is element of this resource. element_property=True, # note: Enum values can be used in validation, # but use in your own responsibilities, read official FHIR documentation. enum_values=["current", "superseded", "entered-in-error"], ) status__ext: fhirtypes.FHIRPrimitiveExtensionType = Field( None, alias="_status", title="Extension field for ``status``." ) subject: fhirtypes.ReferenceType = Field( None, alias="subject", title="The subject of the set of documents", description=( "Who or what the set of documents is about. The documents can be about " "a person, (patient or healthcare practitioner), a device (i.e. " "machine) or even a group of subjects (such as a document about a herd " "of farm animals, or a set of patients that share a common exposure). " "If the documents cross more than one subject, then more than one " "subject is allowed here (unusual use case)." ), # if property is element of this resource. element_property=True, # note: Listed Resource Type(s) should be allowed as Reference. enum_reference_types=["Patient", "Practitioner", "Group", "Device"], ) type: fhirtypes.CodeableConceptType = Field( None, alias="type", title="Kind of document set", description=( "Specifies the kind of this set of documents (e.g. Patient Summary, " "Discharge Summary, Prescription, etc.). The type of a set of documents" " may be the same as one of the documents in it - especially if there " "is only one - but it may be wider." ), # if property is element of this resource. element_property=True, ) class DocumentManifestContent(backboneelement.BackboneElement): """Disclaimer: Any field name ends with ``__ext`` does't part of Resource StructureDefinition, instead used to enable Extensibility feature for FHIR Primitive Data Types. The items included. The list of Documents included in the manifest. """ resource_type = Field("DocumentManifestContent", const=True) pAttachment: fhirtypes.AttachmentType = Field( None, alias="pAttachment", title="Contents of this set of documents", description=( "The list of references to document content, or Attachment that consist" " of the parts of this document manifest. Usually, these would be " "document references, but direct references to Media or Attachments are" " also allowed." ), # if property is element of this resource. element_property=True, # Choice of Data Types. i.e p[x] one_of_many="p", one_of_many_required=True, ) pReference: fhirtypes.ReferenceType = Field( None, alias="pReference", title="Contents of this set of documents", description=( "The list of references to document content, or Attachment that consist" " of the parts of this document manifest. Usually, these would be " "document references, but direct references to Media or Attachments are" " also allowed." ), # if property is element of this resource. element_property=True, # Choice of Data Types. i.e p[x] one_of_many="p", one_of_many_required=True, # note: Listed Resource Type(s) should be allowed as Reference. enum_reference_types=["Resource"], ) @root_validator(pre=True) def validate_one_of_many(cls, values: Dict[str, Any]) -> Dict[str, Any]: """https://www.hl7.org/fhir/formats.html#choice A few elements have a choice of more than one data type for their content. All such elements have a name that takes the form nnn[x]. The "nnn" part of the name is constant, and the "[x]" is replaced with the title-cased name of the type that is actually used. The table view shows each of these names explicitly. Elements that have a choice of data type cannot repeat - they must have a maximum cardinality of 1. When constructing an instance of an element with a choice of types, the authoring system must create a single element with a data type chosen from among the list of permitted data types. """ one_of_many_fields = {"p": ["pAttachment", "pReference"]} for prefix, fields in one_of_many_fields.items(): assert cls.__fields__[fields[0]].field_info.extra["one_of_many"] == prefix required = ( cls.__fields__[fields[0]].field_info.extra["one_of_many_required"] is True ) found = False for field in fields: if field in values and values[field] is not None: if found is True: raise ValueError( "Any of one field value is expected from " f"this list {fields}, but got multiple!" ) else: found = True if required is True and found is False: raise ValueError(f"Expect any of field value from this list {fields}.") return values class DocumentManifestRelated(backboneelement.BackboneElement): """Disclaimer: Any field name ends with ``__ext`` does't part of Resource StructureDefinition, instead used to enable Extensibility feature for FHIR Primitive Data Types. Related things. Related identifiers or resources associated with the DocumentManifest. """ resource_type = Field("DocumentManifestRelated", const=True) identifier: fhirtypes.IdentifierType = Field( None, alias="identifier", title="Identifiers of things that are related", description=( "Related identifier to this DocumentManifest. For example, Order " "numbers, accession numbers, XDW workflow numbers." ), # if property is element of this resource. element_property=True, ) ref: fhirtypes.ReferenceType = Field( None, alias="ref", title="Related Resource", description=( "Related Resource to this DocumentManifest. For example, Order, " "ProcedureRequest, Procedure, EligibilityRequest, etc." ), # if property is element of this resource. element_property=True, # note: Listed Resource Type(s) should be allowed as Reference. enum_reference_types=["Resource"], )
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import os from flask import Flask from flask_restful import Api from flask_jwt import JWT from security import authenticate, identity from resources.user import UserRegister from resources.item import Item, ItemList from db import db from resources.store import Store, StoreList db.init_app(app) app = Flask(__name__) app.config["SQLAlchemy_DATABASE_URI"] = os.environ.get("DATABASE_URL","sqlite:///data.db") app.config["SQLAlchemy_TRACK_MODIFICATIONS"] = False app.config['PROPAGATE_EXCEPTIONS'] = True app.secret_key = 'jose' api = Api(app) @app.before_first_request def create_tables(): db.create_all() jwt = JWT(app, authenticate, identity) api.add_resource(Store, "/store/<string:name>") api.add_resource(StoreList, "/stores") api.add_resource(Item, '/item/<string:name>') api.add_resource(ItemList, '/items') api.add_resource(UserRegister, '/register') if __name__ == '__main__': app.run(debug=True) # important to mention debug=True
[ "timshik@users.noreply.github.com" ]
timshik@users.noreply.github.com
ed2954bdd2ec5424da580a3dbdf86056e9c9e612
dd1e2ed53fec3dca0fa60042c04ad8cf6019ed89
/python/functions/arguments_passed_as_dictionary/arguments_passed_as_dictionary.py
bd77e7ed569887e6547b03ab831fdd645d5f53b0
[]
no_license
cloudavail/snippets
9be4ee285789ff3cff1a3a71e1f505a1b1697500
340f5c2735d6ec88b793f1eea91f2b026c24586e
refs/heads/main
2023-08-03T10:30:13.976947
2023-05-15T04:46:32
2023-05-15T04:46:32
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2023-09-07T03:33:17
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py
#!/usr/bin/env python # objective: pass arguments as dictionary # creates the function "argument_catcher" and accepts the following keywords def argument_catcher(city, population, size, state): print 'city: {!s}'.format(city) print 'state: {!s}'.format(state) print 'population: {!s}'.format(population) print 'size: {!s} miles'.format(size) # creates the dictionary to be passed to the "argument_catcher" function arguments_dict = {'city': 'San Francisco', 'population': 800000, 'size': 49, 'state': 'California'} # calls the function "argument_catcher" with the previously created dictionary argument_catcher(**arguments_dict)
[ "colinbjohnson@gmail.com" ]
colinbjohnson@gmail.com
c78ac5f125525e45499d74f4a07081a1f77f4fad
fc91ba7357f75c3dca5e85a74c58f49948585b94
/views.py
bd6cc9216f74755eb3d5a72a4a05508f9b117984
[]
no_license
acrawford13/local-library
0e1f3f0c237d97e97cf0ba383cdda47b54e46797
69bec622b30f695099fdb61e8cf390f321c761b8
refs/heads/master
2021-07-13T08:36:35.912494
2017-10-06T01:00:30
2017-10-06T01:00:30
105,849,820
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py
from flask import Flask, render_template, flash, url_for from flask import redirect, request, jsonify, make_response from flask import session as login_session from sqlalchemy import create_engine, and_ from sqlalchemy.orm import sessionmaker from sqlalchemy.exc import IntegrityError from models import Base, Book, User import json from datetime import datetime from math import sqrt import httplib2 # for saving user images: from werkzeug.utils import secure_filename import os # to generate state token: import random import string # to access google maps api: import googlemaps # to 'slugify' username: import re # for google authentication: import requests from oauth2client.client import flow_from_clientsecrets, FlowExchangeError UPLOAD_FOLDER = 'static/images/' ALLOWED_EXTENSIONS = set(['png', 'jpg', 'jpeg', 'gif']) app = Flask(__name__) app.config['UPLOAD_FOLDER'] = UPLOAD_FOLDER engine = create_engine('sqlite:///catalog.db') Base.metadata.bind = engine DBSession = sessionmaker(bind=engine) session = DBSession() GOOGLE_API_KEY = json.load(open('google_api_key.json'))['key'] gmaps = googlemaps.Client(key=GOOGLE_API_KEY) FACEBOOK_APP_ID = (json.loads(open('fb_client_secret.json', 'r').read()) ['web']['app_id']) FACEBOOK_APP_SECRET = (json.loads(open('fb_client_secret.json', 'r').read()) ['web']['app_secret']) GOOGLE_CLIENT_SECRET_FILE = 'google_client_secret.json' # csrf protection snippet from http://flask.pocoo.org/snippets/3/ # check state token matches on post requests @app.before_request def csrf_protect(): if request.method == 'POST': token = login_session.get('csrf_token', None) if not token or (token != request.form.get('csrf_token') and token != request.args.get('csrf_token')): response = make_response(json.dumps('Invalid state'), 401) response.headers['Content-Type'] = 'application/json' return response # generate a random state token if none exists def generate_csrf_token(): if 'csrf_token' not in login_session: login_session['csrf_token'] = (''.join(random.choice( string.ascii_uppercase + string.digits) for x in xrange(32))) return login_session['csrf_token'] # make csrf token function available to template files app.jinja_env.globals['csrf_token'] = generate_csrf_token # check that uploaded files match the allowed extensions def allowed_file(filename): return '.' in filename and \ filename.rsplit('.', 1)[1].lower() in ALLOWED_EXTENSIONS # remove spaces and replace non-letters/numbers with hyphens in a given string def slugify(name): string = re.sub(r'\s{2,}', '', name) string = re.sub(r'[^\w\d\s]', '', string) string = re.sub(r'[^\w\d]', '-', string) return string.lower() # create/fetch user, and add username to login session def loginUser(name, email, picture): user = session.query(User).filter_by(email=email).one_or_none() if user: if user.location_lat: login_session['location_lat'] = user.location_lat login_session['location_lng'] = user.location_lng else: user = User( username=slugify(name), name=name, email=email, picture=picture ) session.add(user) # if the username is not unique add a number to the end for attempt in range(1, 20): try: session.commit() break except IntegrityError: session.rollback() user.username = slugify(name) + "-" + str(attempt) session.add(user) login_session['username'] = user.username return user @app.route('/') def home(): if 'location_lat' in login_session: location = {'lat': login_session['location_lat'], 'lng': login_session['location_lng']} search_radius = 20 search_radius_deg = (search_radius/111.0)**2 # get all books within the search radius books = (session.query(Book).join(User) .filter(and_( User.distance(location) <= search_radius_deg, User.username != login_session['username'])) .order_by(User.distance(location), Book.name).all()) return render_template('home-logged-in.html', books=books, search_radius=search_radius, location=location, api_key=GOOGLE_API_KEY) else: books = session.query(Book).order_by('date_added').limit(5) return render_template('home-logged-out.html', books=books, api_key=GOOGLE_API_KEY) @app.route('/login/') def showLogin(): if 'username' in login_session: return redirect(url_for('home')) return render_template('login.html') @app.route('/fbconnect', methods=['POST']) def fbconnect(): access_token = request.data url = ('https://graph.facebook.com/oauth/access_token?grant_type=fb_exchange_token&client_id=%s&client_secret=%s&fb_exchange_token=%s' % (FACEBOOK_APP_ID, FACEBOOK_APP_SECRET, access_token)) h = httplib2.Http() response = h.request(url, 'GET')[1] login_session['app_access_token'] = json.loads(response)['access_token'] url = ('https://graph.facebook.com/me?fields=name,id,email&access_token=%s' % login_session['app_access_token']) h = httplib2.Http() result = h.request(url, 'GET')[1] user_data = json.loads(result) if 'email' not in user_data: response = make_response( json.dumps("Sorry, email address is required for login"), 400) response.headers['Content-Type'] = 'application/json' return response login_session['facebook_id'] = user_data['id'] login_session['provider'] = "facebook" url = ('https://graph.facebook.com/me/picture?redirect=0&height=80&width=80&access_token=%s' % login_session['app_access_token']) h = httplib2.Http() result = h.request(url, 'GET')[1] user_picture = json.loads(result)['data'] user = loginUser(name=user_data['name'], email=user_data['email'], picture=user_picture['url']) return url_for('home') @app.route('/gconnect', methods=['POST']) def gconnect(): code = request.data client_id = (json.loads(open(GOOGLE_CLIENT_SECRET_FILE, 'r').read()) ['web']['client_id']) try: oauth_flow = flow_from_clientsecrets(GOOGLE_CLIENT_SECRET_FILE, scope='') oauth_flow.redirect_uri = 'postmessage' credentials = oauth_flow.step2_exchange(code) except FlowExchangeError: response = make_response(json.dumps( 'Failed to upgrade the authorisation code.'), 401) response.headers['Content-Type'] = 'application/json' return response access_token = credentials.access_token url = ('https://www.googleapis.com/oauth2/v1/tokeninfo?access_token=%s' % access_token) h = httplib2.Http() result = json.loads(h.request(url, 'GET')[1]) if result.get('error') is not None: response = make_response(json.dumps(result.get('error')), 500) response.headers['Content-Type'] = 'application/json' return response gplus_id = credentials.id_token['sub'] if result['user_id'] != gplus_id: response = make_response(json.dumps( "Token's user ID doesn't match given user ID"), 401) response.headers['Content-Type'] = 'application/json' return response if result['issued_to'] != client_id: response = make_response(json.dumps( "Token's client ID doesn't match application's ID"), 401) response.headers['Content-Type'] = 'application/json' return response stored_credentials = login_session.get('credentials') stored_gplus_id = login_session.get('gplus_id') if stored_credentials is not None and gplus_id == stored_gplus_id: response = make_response(json.dumps("User is already connected"), 200) response.headers['Content-Type'] = 'application/json' return response login_session['access_token'] = credentials.access_token login_session['gplus_id'] = gplus_id login_session['provider'] = "google" # get user info userinfo_url = 'https://www.googleapis.com/oauth2/v2/userinfo' params = {'access_token': credentials.access_token, 'alt': 'json'} answer = requests.get(userinfo_url, params=params) data = json.loads(answer.text) user = loginUser(name=data['name'], email=data['email'], picture=data['picture']) return redirect(url_for('home')) @app.route('/logout/') def logout(): if login_session['provider'] == 'facebook': fbdisconnect() elif login_session['provider'] == 'google': gdisconnect() del login_session['username'] if 'location_lat' in login_session: del login_session['location_lat'] del login_session['location_lng'] del login_session['provider'] return redirect(url_for('home')) @app.route('/fbdisconnect/') def fbdisconnect(): facebook_id = login_session['facebook_id'] access_token = login_session['app_access_token'] h = httplib2.Http() url = ("https://graph.facebook.com/%s/permissions?access_token=%s" % (facebook_id, access_token)) result = json.loads(h.request(url, 'DELETE')[1]) del login_session['facebook_id'] del login_session['app_access_token'] if 'success' in result: return "you have been logged out" return "you were not able to be logged out" @app.route('/gdisconnect/') def gdisconnect(): access_token = login_session.get('access_token') if access_token is None: response = make_response(json.dumps('User not connected'), 401) response.headers['Content-Type'] = 'application/json' return response url = 'http://accounts.google.com/o/oauth2/revoke?token=%s' % access_token h = httplib2.Http() result = h.request(url, 'GET')[0] if result['status'] == '200': del login_session['access_token'] del login_session['gplus_id'] response = make_response(json.dumps('Successfully disconnected.'), 200) response.headers['Content-Type'] = 'application/json' return response else: response = make_response(json.dumps('Failed to revoke token'), 400) response.headers['Content-Type'] = 'application/json' return response @app.route('/search/') def search(): location = {} if "search" in request.args: try: location = (gmaps.geocode(request.args.get('search')) [0]['geometry']['location']) except googlemaps.exceptions.TransportError: response = make_response( json.dumps('Request to Google Maps API was unsuccessful'), 408) response.headers['Content-Type'] = 'application/json' return response search_radius = float(request.args.get('radius', 10)) elif "radius" in request.args and login_session['location_lat']: search_radius = float(request.args.get('radius')) location['lat'] = login_session['location_lat'] location['lng'] = login_session['location_lng'] # convert search radius km to degrees (approx.) # then square the value to compare with the User.distance(location) result # because sqlite doesn't natively support sqrt search_radius_deg = (search_radius/111.0)**2 if 'username' in login_session: # get all books within the search radius books = (session .query(Book) .join(User) .filter(and_(User.distance(location) <= search_radius_deg, User.username != login_session['username'])) .order_by(User.distance(location), Book.name).all()) else: # get all books within the search radius books = (session.query(Book).join(User) .filter(User.distance(location) <= search_radius_deg) .order_by(User.distance(location), Book.name).all()) if books: return make_response(render_template('_search-list.html', books=books, location=location), 200) else: return ('No results within %skm of %s' % (request.args.get('radius'), request.args.get('search', 'your location'))) @app.route('/api/search/') def showJson(): # search radius in km location = {} search_radius = float(request.args.get('radius', 10)) location['lat'] = request.args.get('lat') location['lng'] = request.args.get('lng') search_term = request.args.get('search') if search_term: location = (gmaps.geocode(request.args.get('search')) [0]['geometry']['location']) search_radius_deg = (search_radius/111.0)**2 books = (session.query(Book).join(User) .filter(User.distance(location) <= search_radius_deg) .order_by(User.distance(location), Book.name).all()) return jsonify(books=[book.serialize_detailed(location=location) for book in books]) @app.route('/api/user/<string:username>/') def userJSON(username): user = session.query(User).filter_by(username=username).one_or_none() if not user: return "No user by this name" books = session.query(Book).filter_by(owner_username=username).all() return jsonify(name=user.name, city=user.city, country=user.country, picture=user.picture, books=[book.serialize_simple for book in books]) @app.route('/api/book/<string:username>/<string:bookslug>') def bookJSON(username, bookslug): book = (session.query(Book).filter_by(owner_username=username) .filter_by(slug=bookslug).one_or_none()) if not book: return "No book by this name" return jsonify(book.serialize_detailed()) @app.route('/<string:username>/editprofile/', methods=['GET', 'POST']) def editProfile(username): # check if a user is logged in if 'username' not in login_session: flash("Please log in to edit your profile") return redirect(url_for('showLogin')) # check if logged in user matches the username in the URL # if not, redirect to the correct username if login_session['username'] != username: return redirect(url_for('editProfile', username=login_session['username'])) user = session.query(User).filter_by(username=username).one() # get request: render form to edit user profile if request.method == 'GET': return render_template('edit-profile.html', user=user, api_key=GOOGLE_API_KEY) # post request: update user info in database if request.method == 'POST': # upload profile picture to upload folder if 'profilepic' in request.files: file = request.files['profilepic'] if file and allowed_file(file.filename): filename = secure_filename(file.filename) file.save(os.path.join(app.config['UPLOAD_FOLDER'], filename)) user.picture = filename # store the data from the form form = request.form user.name = form['name'] user.city = form['city'] user.country = form['country'] user.location_lat = float(form['location_lat']) user.location_lng = float(form['location_lng']) login_session['location_lat'] = float(form['location_lat']) login_session['location_lng'] = float(form['location_lng']) session.commit() return redirect(url_for('showUser', username=username)) @app.route('/<string:username>/') def showUser(username): location = {} if 'location_lat' in login_session: location = {'lat': login_session['location_lat'], 'lng': login_session['location_lng']} books = session.query(Book).filter_by(owner_username=username).all() user = session.query(User).filter_by(username=username).one_or_none() if not user: flash("The user <strong>%s</strong> does not exist" % username) return redirect(url_for('home')) return render_template('user-profile.html', user=user, books=books, location=location) @app.route('/<string:username>/<string:bookslug>') def showBook(username, bookslug): book = (session.query(Book).filter_by(owner_username=username) .filter_by(slug=bookslug).one_or_none()) # check if book exists if book: return render_template('book.html', book=book) else: flash("This book does not exist") return redirect(url_for('home')) @app.route('/<string:username>/new', methods=['GET', 'POST']) def newBook(username): # check if a user is logged in if 'username' not in login_session: flash("Please log in to add a book") return redirect(url_for('showLogin')) # check if logged in user matches the username in the URL # if not, redirect to the correct username if login_session['username'] != username: return redirect(url_for('newBook', username=login_session['username'])) # get request: render a form to add a new book if request.method == 'GET': return render_template('new-book.html') # post request: add new book to the database elif request.method == 'POST': # store the data from the form form = request.form # create new book object book = Book(name=form['name'], slug=slugify(form['name']), author=form['author'], description=form['description'], date_added=datetime.now(), owner_username=username) session.add(book) # if the book slug + username unique constraint fails, # add a number to the end of the book slug for attempt in range(1, 20): try: session.commit() break except IntegrityError: session.rollback() book.slug = slugify(form['name']) + "-" + str(attempt) session.add(book) return redirect(url_for('showBook', username=username, bookslug=book.slug)) @app.route('/<string:username>/<string:bookslug>/edit', methods=['GET', 'POST']) def editBook(username, bookslug): # check if a user is logged in if 'username' not in login_session: flash("Please <a href='%s'>log in</a> to edit this book" % url_for('showLogin')) return redirect(url_for('showBook', username=username, bookslug=bookslug)) # check if logged in user owns the book if login_session['username'] != username: flash("This is not your book") return redirect(url_for('showBook', username=username, bookslug=bookslug)) # get the book object that matches username & slug book = (session.query(Book).filter_by(owner_username=username) .filter_by(slug=bookslug).one_or_none()) # check if the book exists if not book: flash("This book does not exist") return redirect(url_for('home')) # get request: render a form to edit the book's details if request.method == 'GET': return render_template('edit-book.html', book=book) # post request: update the book's details in the database elif request.method == 'POST': # store the data from the form form = request.form # if the name has changed, generate a new slug if book.name != form['name']: book.slug = slugify(form['name']) book.name = form['name'] book.author = form['author'] book.description = form['description'] # if the book slug + username unique constraint fails, # add a number to the end of the book slug for attempt in range(1, 20): try: session.commit() break except IntegrityError: session.rollback() book.name = form['name'] book.author = form['author'] book.description = form['description'] book.slug = slugify(form['name']) + "-" + str(attempt) return redirect(url_for('showBook', username=username, bookslug=book.slug)) @app.route('/<string:username>/<string:bookslug>/delete', methods=['GET', 'POST']) def deleteBook(username, bookslug): # check if a user is logged in if 'username' not in login_session: flash("Please <a href='%s'>log in</a> to delete this book" % url_for('showLogin')) return redirect(url_for('showBook', username=username, bookslug=bookslug)) # check if logged in user owns the book if login_session['username'] != username: flash("This is not your book") return redirect(url_for('showBook', username=username, bookslug=bookslug)) # get the book object that matches username & slug book = (session.query(Book).filter_by(owner_username=username) .filter_by(slug=bookslug).one_or_none()) # check if the book exists if not book: flash("This book does not exist") return redirect(url_for('home')) # get request: render a confirmation page if request.method == 'GET': return render_template('delete-book.html', book=book) # post request: delete the book and redirect to the user's profile elif request.method == 'POST': session.delete(book) session.commit() flash("<strong>%s</strong> has been deleted" % book.name) return redirect(url_for('showUser', username=username)) if __name__ == '__main__': app.debug = True app.secret_key = 'make_this_better' app.run(host='0.0.0.0', port=5000)
[ "andrea.crawford13@gmail.com" ]
andrea.crawford13@gmail.com
58feb52c37f7bcf23a6be186845452d2879973a3
0ce487a00f82c262e8624fc5094e0d4b2b6556d6
/testdir/test.py
22ce659815e5774c69a8bbddfe41ec475a3feee6
[]
no_license
netpan/netpan
a56ca88d82a44e759fe6deff81e58f77ab192c61
3d2ed9921c06026fc3484c3e8261e3519f21dfc5
refs/heads/master
2020-05-02T18:05:22.139693
2019-03-29T08:09:00
2019-03-29T08:09:00
178,118,032
2
0
null
null
null
null
UTF-8
Python
false
false
312
py
a=int(input("请输入你家狗儿的年龄:")) if a<0: print("你是来搞笑的吧!") elif a==1: print("相当于人类14岁的年龄!") elif a==2: print("相当于人类22岁的年龄!") else: b=22+(a-2)*5 print("相当于人类 %d 岁的年龄" %(b)) input("press enter to exit!")
[ "pjzjxpf@163.com" ]
pjzjxpf@163.com
bf74ca17e3732d2678260260cb83b4e680409be7
239c573e6d5c478bfd848f813f9d3760db2a6ac4
/applyuni/Portal/views/universityportal.py
8807ec819c995213404da803604d9e29dbf6d642
[]
no_license
Harsha2001-creater/project_2020
8b0acf11d02e825cf0b07afedd2b1e06021f855f
a784e620e208c112df2477ac20e955aa45d819fc
refs/heads/main
2023-03-05T05:40:03.807723
2021-02-19T10:20:20
2021-02-19T10:20:20
326,559,622
0
0
null
null
null
null
UTF-8
Python
false
false
1,720
py
from django.shortcuts import render from django.shortcuts import render,redirect,HttpResponseRedirect from django.http import HttpResponse from django.views import View from Portal.models.newcourse import Newcourse class Universityportal(View): def get(self,request): return render(request,'University_portal/newcourse.html') def post(self,request): Coursename=request.POST.get('coursename') Coursetype=request.POST.get('coursetype') Facultyname=request.POST.get('facultyname') Courseapproval=request.POST.get('courseapproval') Approvalauthority=request.POST.get('approval') Tutionfee=request.POST.get('fee') Amount1=request.POST.get('amount1') Sem1=request.POST.get('sem1') Sem2=request.POST.get('sem2') Sem3=request.POST.get('sem3') Sem4=request.POST.get('sem4') Sem5=request.POST.get('sem5') Sem6=request.POST.get('sem6') Duration1=request.POST.get('duration1') Noofsems=request.POST.get('noofsems') Criteria1=request.POST.get('criteria1') Criteria2=request.POST.get('criteria2') Criteria3=request.POST.get('criteria3') Universitymail=request.session['university_Email'] newcourse=Newcourse(Coursename=Coursename,Coursetype=Coursetype,Facultyname=Facultyname,Courseapproval=Courseapproval, Approvalauthority=Approvalauthority,Tutionfee=Tutionfee,Amount1=Amount1,Sem1=Sem1,Sem2=Sem2,Sem3=Sem3,Sem4=Sem4, Sem5=Sem5,Sem6=Sem6,Duration1=Duration1,Noofsems=Noofsems,Criteria1=Criteria1,Criteria2=Criteria2,Criteria3=Criteria3,Universitymail=Universitymail) newcourse.register() return redirect('Unisettings')
[ "niharikareddy561@gmail.com" ]
niharikareddy561@gmail.com
539846eac1b2f133d9cd8effb4190a5c233a6adb
1a5d7882b9e89b821851be328256211c65f9c1a2
/simple_settings/strategies/__init__.py
7d95f88acb1141987187d45f54d012d3e2e30de8
[ "MIT" ]
permissive
matthewh/simple-settings
2644f3032e5fc7ffa50dc8fa164bf79f640e5641
dbddf8d5be7096ee7c4c3cc6d82824befa9b714f
refs/heads/master
2022-11-04T22:25:55.398073
2020-06-22T19:25:03
2020-06-22T19:25:03
274,223,776
0
0
MIT
2020-06-22T19:21:30
2020-06-22T19:21:29
null
UTF-8
Python
false
false
805
py
# -*- coding: utf-8 -*- from .cfg import SettingsLoadStrategyCfg from .environ import SettingsLoadStrategyEnviron from .json_file import SettingsLoadStrategyJson from .python import SettingsLoadStrategyPython yaml_strategy = None try: from .yaml_file import SettingsLoadStrategyYaml yaml_strategy = SettingsLoadStrategyYaml except ImportError: # pragma: no cover pass toml_strategy = None try: from .toml_file import SettingsLoadStrategyToml toml_strategy = SettingsLoadStrategyToml except ImportError: # pragma: no cover pass strategies = ( SettingsLoadStrategyPython, SettingsLoadStrategyCfg, SettingsLoadStrategyJson, SettingsLoadStrategyEnviron ) if yaml_strategy: strategies += (yaml_strategy,) if toml_strategy: strategies += (toml_strategy,)
[ "drgarcia1986@gmail.com" ]
drgarcia1986@gmail.com
7f097c9f8210d4dbb9dbbe2375d00e98ab669c30
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2023-04-01T08:24:52.394182
2021-04-11T18:40:23
2021-04-11T18:40:23
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masterList = [['Cauliflower and Mushroom Curry', 'https://olivesfordinner.com/2020/05/cauliflower-and-mushroom-curry.html', 'https://olivesfordinner.com/wp-content/uploads/2020/05/Cauliflower-and-Mushroom-Curry-cover-320x320.jpg'], ['Easy Homemade Pizza Dough', 'https://olivesfordinner.com/2020/04/easy-homemade-pizza-dough.html', 'https://olivesfordinner.com/wp-content/uploads/2020/04/2-ingredient-pizza-dough-320x320.jpg'], ['Social Distancing Soup', 'https://olivesfordinner.com/2020/04/social-distancing-soup.html', 'https://olivesfordinner.com/wp-content/uploads/2020/04/social-distancing-soup-cover-320x320.jpg'], ['The Best Buffalo Cauliflower | Crispy + Spicy + Air Fried!', 'https://olivesfordinner.com/2019/11/the-best-buffalo-cauliflower-crispy-spicy-air-fried.html', 'https://olivesfordinner.com/wp-content/uploads/2019/11/Olives-for-Dinner-The-Best-Buffalo-Cauliflower-cover-320x320.jpg'], ['Oyster Mushroom Tacos with Chipotle + Lime Sauce', 'https://olivesfordinner.com/2019/08/oyster-mushroom-tacos-with-chipotle-lime-sauce.html', 'https://olivesfordinner.com/wp-content/uploads/2019/08/Oyster-Mushroom-Tacos-cover-320x320.jpg'], ['Vegan Lox', 'https://olivesfordinner.com/2019/08/vegan-lox.html', 'https://olivesfordinner.com/wp-content/uploads/2019/08/Carrot-Lox-cover-320x320.jpg'], ['Red Lentil Fritters with Mint-Garlic Yogurt Sauce', 'https://olivesfordinner.com/2019/07/red-lentil-fritters-with-mint-garlic-yogurt-sauce.html', 'https://olivesfordinner.com/wp-content/uploads/2019/07/Olives-for-Dinner-Red-Lentil-Fritters-cover-320x320.jpg'], ['Tofu Satay with Spicy Peanut Sauce', 'https://olivesfordinner.com/2019/07/tofu-satay-with-spicy-peanut-sauce.html', 'https://olivesfordinner.com/wp-content/uploads/2019/07/Grilled-Tofu-with-Peanut-Sauce-cover-320x320.jpg'], ['Vegan Reuben with Mandolined Portobello', 'https://olivesfordinner.com/2019/04/vegan-reuben-with-mandolined-portobello.html', 'https://olivesfordinner.com/wp-content/uploads/2019/04/Vegan-Reuben-cover-320x320.jpg'], ['Deep-fried Jackfruit with Garlicky-Dill Mayo', 'https://olivesfordinner.com/2019/04/deep-fried-jackfruit-with-garlicky-dill-mayo.html', 'https://olivesfordinner.com/wp-content/uploads/2019/04/Deep-fried-Jackfruit-cover-320x320.jpg'], ['Cauliflower Puree with Roasted Mushrooms and Caramelized Onions', 'https://olivesfordinner.com/2019/03/cauliflower-puree-with-roasted-mushrooms-and-caramelized-onions.html', 'https://olivesfordinner.com/wp-content/uploads/2019/03/Olives-for-Dinner-Cauliflower-Puree-with-Roasted-Mushrooms-and-Caramelized-Onions-320x320.jpg'], ['Bang Bang Tofu Taco Bowl', 'https://olivesfordinner.com/2019/02/bang-bang-tofu-taco-bowl.html', 'https://olivesfordinner.com/wp-content/uploads/2019/02/Bang-Bang-Tofu-Taco-Bowl-cover-320x320.jpg'], ['Pasta with Roasted Red Pepper Sauce and Caramelized Shallots', 'https://olivesfordinner.com/2012/08/pasta-with-roasted-red-pepper-sauce-and.html', 'https://olivesfordinner.com/wp-content/uploads/2012/08/7762912426_494a4743ce_z-320x320.jpg'], ['Toasted Farro with Roasted Shiitake, Shallots and Pine Nuts', 'https://olivesfordinner.com/2018/11/toasted-farro-with-roasted-shiitake-shallots-and-pine-nuts.html', 'https://olivesfordinner.com/wp-content/uploads/2018/11/Toasted-Farro-with-Roasted-Shiitake-Shallots-and-Pine-Nuts-cover-320x320.jpg'], ['Sambal + Ginger Tofu with Air-Fried Bok Choy', 'https://olivesfordinner.com/2018/10/sambal-ginger-tofu-with-air-fried-bok-choy.html', 'https://olivesfordinner.com/wp-content/uploads/2018/10/Sambal-Ginger-Tofu-with-Air-Fried-Bok-Choy-_-cover-320x320.jpg'], ['Roasted Parsnip, Cauliflower + Garlic Soup', 'https://olivesfordinner.com/2018/10/roasted-parsnip-cauliflower-garlic-soup.html', 'https://olivesfordinner.com/wp-content/uploads/2018/10/Roasted-Parsnip-Cauliflower-Garlic-Soup-cover-320x320.jpg'], ['Riced Cauliflower + Pressed Portos', 'https://olivesfordinner.com/2018/09/riced-cauliflower-pressed-portos.html', 'https://olivesfordinner.com/wp-content/uploads/2018/09/Riced-Cauliflower-Pressed-Porto-cover-320x320.jpg'], ['Farro + Beet Burgers with Kimchi Mayo', 'https://olivesfordinner.com/2018/09/farro-beet-burgers-with-kimchi-mayo.html', 'https://olivesfordinner.com/wp-content/uploads/2018/09/Farro-Beet-Burgers-13236-320x320.jpg'], ['Firecracker Cauliflower', 'https://olivesfordinner.com/2018/08/firecracker-cauliflower.html', 'https://olivesfordinner.com/wp-content/uploads/2018/08/Firecracker-Cauliflower-cover-320x320.jpg'], ['Vegan Egg Drop Soup', 'https://olivesfordinner.com/2018/08/vegan-egg-drop-soup.html', 'https://olivesfordinner.com/wp-content/uploads/2018/08/Vegan-Eggdrop-cover-320x320.jpg'], ['Seitan Bourguignon', 'https://olivesfordinner.com/2018/01/seitan-bourguignon.html', 'https://olivesfordinner.com/wp-content/uploads/2018/01/Seitan-Bourginon-cover1-320x320.jpg'], ['Quick + Easy Focaccia Pizza', 'https://olivesfordinner.com/2018/01/quick-easy-focaccia-pizza.html', 'https://olivesfordinner.com/wp-content/uploads/2018/01/Focaccia-cover-320x320.jpg'], ['New England Vegan Chowder', 'https://olivesfordinner.com/2017/12/new-england-vegan-chowder.html', 'https://olivesfordinner.com/wp-content/uploads/2017/12/New-England-Vegan-Chowder-cover-320x320.jpg'], ['Coconut-Chickpea Crepes with Smoky Herbed Mushrooms', 'https://olivesfordinner.com/2013/02/coconut-chickpea-crepes-with-smoky.html', 'https://olivesfordinner.com/wp-content/uploads/2013/02/8455834235_7bfba45015_z-320x320.jpg'], ['Vegan Scallops in a Bacon-Cashew Cream Sauce', 'https://olivesfordinner.com/2017/11/vegan-scallops-in-a-bacon-cashew-cream-sauce.html', 'https://olivesfordinner.com/wp-content/uploads/2017/10/King-Oyster-Mushroom-Scallops-in-a-Bacon-Cashew-Cream-Sauce-cover-320x320.jpg'], ['Grilled Bok Choy with Salty + Spicy Oyster Mushrooms', 'https://olivesfordinner.com/2017/10/grilled-bok-choy-with-salty-spicy-oyster-mushrooms.html', 'https://olivesfordinner.com/wp-content/uploads/2017/10/Grilled-Bok-Choy-with-Salty-Spicy-Oyster-Mushrooms-cover-320x320.jpg'], ['Air-Fried Buffalo Cauliflower Steaks', 'https://olivesfordinner.com/2017/10/air-fried-buffalo-cauliflower-steaks.html', 'https://olivesfordinner.com/wp-content/uploads/2017/10/Air-Fried-Buffalo-Cauliflower-Steaks-cover-320x320.jpg'], ['Pasta with Roasted Tomatoes + Chickpeas', 'https://olivesfordinner.com/2017/10/pasta-with-roasted-tomatoes-chickpeas.html', 'https://olivesfordinner.com/wp-content/uploads/2017/09/Pasta-with-Roasted-Tomatoes-and-Chickpeas-cover-320x320.jpg'], ['Shroom Stroganoff', 'https://olivesfordinner.com/2017/09/shroom-stroganoff.html', 'https://olivesfordinner.com/wp-content/uploads/2017/08/Shroom-Stroganoff-cover-320x320.jpg'], ['Gobi Manchurian', 'https://olivesfordinner.com/2017/09/gobi-manchurian.html', 'https://olivesfordinner.com/wp-content/uploads/2017/09/Gobi-Manchurian-cover1-320x320.jpg'], ['Silky Bell Pepper Sushi', 'https://olivesfordinner.com/2017/08/silky-bell-pepper-sushi.html', 'https://olivesfordinner.com/wp-content/uploads/2017/08/Bell-Pepper-Sushi-cover-320x320.jpg'], ['Sweet Potato Tempura and Avocado Rolls with Teriyaki Glaze', 'https://olivesfordinner.com/2017/05/sweet-potato-tempura-and-avocado-rolls-with-teriyaki-glaze.html', 'https://olivesfordinner.com/wp-content/uploads/2017/05/Sweet-Potato-Tempura-and-Avocado-Rolls-with-Teriyaki-Glaze-cover-320x320.jpg'], ['Vegan Lobster Roll', 'https://olivesfordinner.com/2017/05/vegan-lobster-roll.html', 'https://olivesfordinner.com/wp-content/uploads/2017/05/Vegan-Lobster-Roll-cover-320x320.jpg'], ['Vegan Shrimp', 'https://olivesfordinner.com/2017/05/vegan-shrimp.html', 'https://olivesfordinner.com/wp-content/uploads/2017/04/Vegan-Shrimp-cover-320x320.jpg'], ['Korean-Style Tacos, made with Sweet Earth Brand Traditional Seitan (+bonus news!)', 'https://olivesfordinner.com/2017/04/korean-style-tacos-made-with-sweet-earth-brand-traditional-seitan-bonus-news.html', 'https://olivesfordinner.com/wp-content/uploads/2017/04/Korean-Style-Tacos-cover-320x320.jpg'], ['Maitake + Oyster Mushroom Wontons in a Roasted Ginger Broth', 'https://olivesfordinner.com/2017/03/maitake-oyster-mushroom-wontons-in-a-roasted-ginger-broth.html', 'https://olivesfordinner.com/wp-content/uploads/2017/03/Maitake-Oyster-Mushroom-Wontons-cover-320x320.jpg'], ['Mock Eel with a Sticky+Sweet Ginger Sauce', 'https://olivesfordinner.com/2017/03/mock-eel-with-a-stickysweet-ginger-sauce.html', 'https://olivesfordinner.com/wp-content/uploads/2017/02/Mock-Eel-cover-320x320.jpg'], ['Vegan Po Boy', 'https://olivesfordinner.com/2017/03/vegan-po-boy.html', 'https://olivesfordinner.com/wp-content/uploads/2017/03/Vegan-Po-Boy-cover-320x320.jpg'], ['Carrot Lox Stuffed + Fried Ravioli', 'https://olivesfordinner.com/2017/03/carrot-lox-stuffed-fried-ravioli.html', 'https://olivesfordinner.com/wp-content/uploads/2017/02/Carrot-Lox-Stuffed-Fried-Ravioli-cover-320x320.jpg'], ['Japanese-Style Breakfast Bowl', 'https://olivesfordinner.com/2017/02/japanese-style-breakfast-bowl.html', 'https://olivesfordinner.com/wp-content/uploads/2017/02/Japanese-Style-Breakfast-Bowl-cover-320x320.jpg'], ['Buttermilk-Battered + Air-Fried Tofu', 'https://olivesfordinner.com/2017/02/buttermilk-battered-air-fried-tofu.html', 'https://olivesfordinner.com/wp-content/uploads/2017/01/Buttermilk-Battered-and-Air-Fried-Tofu_cover-1-320x320.jpg'], ['Veggie Grill Copycat Recipe | Koreatown Tacos', 'https://olivesfordinner.com/2017/01/veggie-grill-copycat-recipe-koreatown-tacos.html', 'https://olivesfordinner.com/wp-content/uploads/2017/01/Veggie-Grill-Copycat-Recipe-Koreatown-Tacos-320x320.png'], ['Roasted Balsamic Beets + Rutabaga', 'https://olivesfordinner.com/2017/01/roasted-balsamic-beets-rutabaga.html', 'https://olivesfordinner.com/wp-content/uploads/2017/01/Roasted-Balsamic-Beets-and-Rutabaga-cover-320x320.jpg'], ['Vegan Ramen', 'https://olivesfordinner.com/2017/01/vegan-ramen.html', 'https://olivesfordinner.com/wp-content/uploads/2017/01/Vegan-Ramen-cover-320x320.jpg'], ['Roasted Ginger and Coconut Soup', 'https://olivesfordinner.com/2016/11/roasted-ginger-and-coconut-soup.html', 'https://olivesfordinner.com/wp-content/uploads/2016/11/Roasted-Ginger-320x320.jpg'], ['Farro Sausages', 'https://olivesfordinner.com/2016/11/farro-sausages.html', 'https://olivesfordinner.com/wp-content/uploads/2016/11/Farro-Sausage-320x320.jpg'], ['Savory + Crispy Vietnamese Crepes', 'https://olivesfordinner.com/2016/10/savory-crispy-vietnamese-crepes.html', 'https://olivesfordinner.com/wp-content/uploads/2016/10/Banh-Xeo-cover-320x320.jpg'], ['Savory + Crispy Vietnamese Crepes', 'https://olivesfordinner.com/2016/10/savory-crispy-vietnamese-crepes.html', 'https://olivesfordinner.com/wp-content/uploads/2016/10/Banh-Xeo-cover-320x320.jpg'], ['Buffalo Cauliflower Pizza', 'https://olivesfordinner.com/2016/10/buffalo-cauliflower-pizza.html', 'https://olivesfordinner.com/wp-content/uploads/2016/10/Buffalo-Cauliflower-Pizza-320x320.jpg'], ['Seared King Oyster Mushrooms + a Homemade Teriyaki Glaze', 'https://olivesfordinner.com/2016/10/seared-king-oyster-mushrooms-a-homemade-teriyaki-glaze.html', 'https://olivesfordinner.com/wp-content/uploads/2016/09/Seared-King-Oyster-Mushrooms-320x320.jpg'], ['Crispy Kung Pao Brussels Sprouts', 'https://olivesfordinner.com/2016/09/crispy-kung-pao-brussels-sprouts.html', 'https://olivesfordinner.com/wp-content/uploads/2016/09/kung-pao-cover-320x320.jpg'], ['Pressed Maitake Buns with Gochujang-Hoisin Glaze', 'https://olivesfordinner.com/2016/09/pressed-maitake-buns-with-gochujang-hoisin-glaze.html', 'https://olivesfordinner.com/wp-content/uploads/2016/08/Pressed-Maitake-Buns-320x320.jpg'], ['Tofu Banh Mi', 'https://olivesfordinner.com/2016/08/tofu-banh-mi.html', 'https://olivesfordinner.com/wp-content/uploads/2016/08/tofu-banh-mi-cover-320x320.jpg'], ['Crispy Buffalo Cauliflower Salad', 'https://olivesfordinner.com/2016/08/crispy-buffalo-cauliflower-salad.html', 'https://olivesfordinner.com/wp-content/uploads/2016/08/coverphoto-320x320.jpg'], ['Crispy + Spicy Enoki Mushroom Roll', 'https://olivesfordinner.com/2016/07/crispy-spicy-enoki-mushroom-roll.html', 'https://olivesfordinner.com/wp-content/uploads/2016/07/28327021802_8fcd205138_z-320x320.jpg'], ['Mâche and Mint Salad with Buttermilk-Ponzu Dressing', 'https://olivesfordinner.com/2016/06/mache-and-mint-salad-with-buttermilk-ponzu-dressing.html', 'https://olivesfordinner.com/wp-content/uploads/2016/05/mache-cover-320x320.jpg'], ['Crispy Vegan Shrimp Toast', 'https://olivesfordinner.com/2016/06/crispy-vegan-shrimp-toast.html', 'https://olivesfordinner.com/wp-content/uploads/2016/06/shrimptoastcover-320x320.jpg'], ['Savory + Seared Watermelon', 'https://olivesfordinner.com/2016/06/savoryseared-watermelon.html', 'https://olivesfordinner.com/wp-content/uploads/2016/05/watermelon-cover-320x320.jpg'], ['Cauliflower and Cashew Cream Soup', 'https://olivesfordinner.com/2013/12/cauliflower-and-cashew-cream-soup.html', 'https://olivesfordinner.com/wp-content/uploads/2013/12/AA4A6617-320x320.jpg'], ['Bang Bang Cauliflower', 'https://olivesfordinner.com/2016/05/bang-bang-cauliflower.html', 'https://olivesfordinner.com/wp-content/uploads/2016/05/Bang-Bang-Cauliflower-320x320.jpg'], ['Crispy Hearts of Palm Tacos', 'https://olivesfordinner.com/2016/05/crispy-hearts-of-palm-tacos.html', 'https://olivesfordinner.com/wp-content/uploads/2016/05/tacocover-320x320.jpg'], ['Watermelon Tuna Poke Bowl', 'https://olivesfordinner.com/2016/04/watermelon-tuna-poke-bowl.html', 'https://olivesfordinner.com/wp-content/uploads/2016/04/26505343176_1dc831866c_z-320x320.jpg'], ['Spaghetti with Vegan Scallops, Toasted Walnuts and Plum Tomatoes', 'https://olivesfordinner.com/2016/04/spaghetti-with-scallops-toasted-walnuts.html', 'https://olivesfordinner.com/wp-content/uploads/2016/04/Spaghetti-with-vegan-scallops-toasted-walnuts-and-plum-tomatoes-320x320.jpg'], ['Pasta with Seaweed-Matcha Butter and Vegan Scallops', 'https://olivesfordinner.com/2016/04/pasta-with-seaweed-matcha-butter-and-vegan-scallops.html', 'https://olivesfordinner.com/wp-content/uploads/2016/04/Pasta-with-Seaweed-Matcha-Butter-320x320.jpg'], ['Creamy + Chunky Pasta Sauce', 'https://olivesfordinner.com/2016/04/creamy-chunky-pasta-sauce.html', 'https://olivesfordinner.com/wp-content/uploads/2016/04/pastamisecover-320x320.jpg'], ['Vegan Tom Kha Gai made with Fysh™ Sauce + an Interview with product founder Zach Grossman [closed]', 'https://olivesfordinner.com/2016/03/vegan-tom-kha-gai-made-with-fysh-sauce-an-interview-with-product-founder-zach-grossman.html', 'https://olivesfordinner.com/wp-content/uploads/2016/03/TGKcover-320x320.jpg'], ['Spicy Vegan Shrimp Cakes', 'https://olivesfordinner.com/2016/03/spicy-vegan-shrimp-cakes.html', 'https://olivesfordinner.com/wp-content/uploads/2016/03/Shrimp-Cake-Cover-320x320.jpg'], ['Spicy Carrot Lox and Avocado Sushi', 'https://olivesfordinner.com/2016/03/spicy-carrot-lox-and-avocado-sushi.html', 'https://olivesfordinner.com/wp-content/uploads/2016/03/Spicy-Carrot-Lox-Sushi-320x320.jpg'], ['Mongolian Soy Curls', 'https://olivesfordinner.com/2016/03/mongolian-soy-curls.html', 'https://olivesfordinner.com/wp-content/uploads/2016/03/MongolianSoyCurls-320x320.jpg'], ['Super-Versatile Crispy Tofu Cutlets', 'https://olivesfordinner.com/2016/01/super-versatile-crispy-tofu-cutlets.html', 'https://olivesfordinner.com/wp-content/uploads/2016/01/tofucutlets_0011-Copy-320x320.jpg'], ['Vegan Dynamite Rolls', 'https://olivesfordinner.com/2016/01/vegan-dynamite-rolls.html', 'https://olivesfordinner.com/wp-content/uploads/2016/01/vegandynamiterollscover_0044-320x320.jpg'], ['Split Pea Soup with Toasted Sesame Oil', 'https://olivesfordinner.com/2011/01/split-pea-soup-with-toasted-sesame-oi.html', 'https://olivesfordinner.com/wp-content/uploads/2011/01/5352648559_44f01a7575-320x320.jpg'], ['Vegan Pork Buns with Oyster Mushroom Bacon', 'https://olivesfordinner.com/2015/11/vegan-pork-buns-with-oyster-mushroo.html', 'https://olivesfordinner.com/wp-content/uploads/2015/11/22575913837_9fea97e04f_o-320x320.jpg'], ['Spicy Thai-Style Pizza with Peanut Sauce', 'https://olivesfordinner.com/2015/11/spicy-thai-style-pizza-with-peanut-sauce.html', 'https://olivesfordinner.com/wp-content/uploads/2015/11/22663496301_2f58089eb9_c-320x320.jpg'], ['Vegan Sausage-Stuffed Homemade Ravioli', 'https://olivesfordinner.com/2015/10/vegan-sausage-stuffed-homemade-ravioli.html', 'https://olivesfordinner.com/wp-content/uploads/2015/10/21948265815_36b2850a74_b-320x320.jpg'], ['Beet Tartare with Mango Yolk', 'https://olivesfordinner.com/2015/10/beet-tartare-with-mango-yolk.html', 'https://olivesfordinner.com/wp-content/uploads/2015/10/tartarecover2-320x320.jpg'], ['Pulled Jackfruit Sandwiches with Red Cabbage Slaw', 'https://olivesfordinner.com/2015/08/pulled-jackfruit-sandwiches-with-red.html', 'https://olivesfordinner.com/wp-content/uploads/2015/08/19558130643_8a4333c2bd_c-320x320.jpg'], ['The Abundance Diet | Review + Recipe!', 'https://olivesfordinner.com/2015/07/the-abundance-diet-review-recipe.html', 'https://olivesfordinner.com/wp-content/uploads/2015/07/19685670870_0e2090a8ce_c-320x320.jpg'], ['Easy Miso Soup', 'https://olivesfordinner.com/2015/04/easy-miso-soup.html', 'https://olivesfordinner.com/wp-content/uploads/2015/04/easycover-320x320.jpg'], ['Fire Noodles with Crispy Tofu', 'https://olivesfordinner.com/2015/04/fire-noodles-with-crispy-tofu.html', 'https://olivesfordinner.com/wp-content/uploads/2015/04/FN-final2-320x320.jpg'], ['Carrot Lox', 'https://olivesfordinner.com/2015/03/carrot-lox.html', 'https://olivesfordinner.com/wp-content/uploads/2015/03/16549307059_ba959fc04a_z-320x320.jpg'], ['Salt-Roasted Golden Beets with Teriyaki Sauce and Nori Dust', 'https://olivesfordinner.com/2015/02/salt-roasted-golden-beets-with-teriyaki.html', 'https://olivesfordinner.com/wp-content/uploads/2015/02/goldenbeetcover2-320x320.jpg'], ['Roasted Garlic and Sriracha Hummus', 'https://olivesfordinner.com/2011/09/roasted-garlic-and-sriracha-hummus.html', 'https://olivesfordinner.com/wp-content/uploads/2011/09/6116553668_6f1645590d-320x320.jpg'], ['Beer-Battered Hearts of Palm with Dill Slaw and Quick Pickles', 'https://olivesfordinner.com/2015/02/beer-battered-hearts-of-palm-with-di.html', 'https://olivesfordinner.com/wp-content/uploads/2015/02/HOPcover-320x320.jpg'], ['Purple Cauliflower Crust Pizza with Garlic Oil', 'https://olivesfordinner.com/2015/02/purple-cauliflower-crust-pizza-wi.html', 'https://olivesfordinner.com/wp-content/uploads/2015/02/16288187119_b3f3aea0fe_z-320x320.jpg'], ['Sambal and Peanut Butter Ramen Noodles with Tofu', 'https://olivesfordinner.com/2014/07/sambal-and-peanut-butter-ramen-noodles.html', 'https://olivesfordinner.com/wp-content/uploads/2014/07/14580181994_358e518082_z-320x320.jpg'], ['Faux Pork Wonton Soup with Bok Choy', 'https://olivesfordinner.com/2014/06/faux-pork-wonton-soup-with-bok-choy.html', 'https://olivesfordinner.com/wp-content/uploads/2014/06/fauxporkwithscript-320x320.jpg'], ['Roasted Thai Eggplant with Cherry Tomatoes and Basil', 'https://olivesfordinner.com/2014/06/roasted-thai-eggplant-with-cherry.html', 'https://olivesfordinner.com/wp-content/uploads/2014/06/12893805454_064acd1b54_z-320x320.jpg'], ['Caramelized Vegan Scallops in Pasta with a Minted Pea Puree', 'https://olivesfordinner.com/2014/05/caramelized-vegan-scallops-in-pasta.html', 'https://olivesfordinner.com/wp-content/uploads/2014/05/14220916831_b3cf856bd6_z-320x320.jpg'], ['General Tso’s Cauliflower', 'https://olivesfordinner.com/2014/05/general-tsos-cauliflower.html', 'https://olivesfordinner.com/wp-content/uploads/2014/05/14030895357_a5df788e37_z-320x320.jpg'], ['Focaccia Topped with Mâche and Fresh Tomatoes + Some News!', 'https://olivesfordinner.com/2014/04/focaccia-topped-with-mache-and-fres.html', 'https://olivesfordinner.com/wp-content/uploads/2014/04/AA4A4808-320x320.jpg'], ['Miso-Scented Portobello with Garlic Cauliflower Mash', 'https://olivesfordinner.com/2014/04/miso-scented-portobello-with-garlic.html', 'https://olivesfordinner.com/wp-content/uploads/2014/04/AA4A8890-320x320.jpg'], ['Springtime Green Tea Noodle Salad', 'https://olivesfordinner.com/2014/03/springtime-green-tea-noodle-salad.html', 'https://olivesfordinner.com/wp-content/uploads/2014/03/13312619903_1c48fff9b1_c-320x320.jpg'], ['Sesame Crusted Fu with Soy-Agave Sauce', 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'https://olivesfordinner.com/wp-content/uploads/2012/06/7426883562_bff8f197b4-320x320.jpg'], ['Oyster Mushroom Wonton and Lemongrass Soup', 'https://olivesfordinner.com/2012/06/oyster-mushroom-wonton-and-lemongrass.html', 'https://olivesfordinner.com/wp-content/uploads/2012/06/7382263230_d73039a21b-320x320.jpg'], ['Black Lentil, Pistachio and Shiitake Mushroom Burger', 'https://olivesfordinner.com/2012/05/black-lentil-pistachio-and-shiitake.html', 'https://olivesfordinner.com/wp-content/uploads/2012/05/7289963524_945a2a56b9-320x320.jpg'], ['Black Pepper and Thyme Crusted Tofu', 'https://olivesfordinner.com/2012/05/black-pepper-and-thyme-crusted-tofu.html', 'https://olivesfordinner.com/wp-content/uploads/2012/05/7237306376_63d9934023-320x320.jpg'], ['Spicy Jackfruit Salad', 'https://olivesfordinner.com/2012/05/spicy-jackfruit-salad.html', 'https://olivesfordinner.com/wp-content/uploads/2012/05/7183288902_62c2826f8d-320x320.jpg'], ['Vegan Sushi: Faux-Roe Gunkanmaki with Pickled Daikon', 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'https://olivesfordinner.com/wp-content/uploads/2012/03/6847432936_61d6d916a1_z-320x320.jpg'], ['Garlic-Sriracha Vegan Buffalo Wings', 'https://olivesfordinner.com/2012/03/garlic-sriracha-vegan-buffalo-wings.html', 'https://olivesfordinner.com/wp-content/uploads/2012/03/6973941693_4db60198cb_z-320x320.jpg'], ['Molecular Vegan: Scallops with Carrot-Ginger Caviar', 'https://olivesfordinner.com/2012/02/molecular-vegan-scallops-with-carro.html', 'https://olivesfordinner.com/wp-content/uploads/2012/02/6786920836_eb7688d3fd_z-320x320.jpg'], ['Galangal Tofu with Lemongrass-Scented Broth', 'https://olivesfordinner.com/2012/02/galangal-tofu-with-lemongrass-scented.html', 'https://olivesfordinner.com/wp-content/uploads/2012/02/6866617493_299419355a_z-320x320.jpg'], ['Vegan Macaroni and Cheese', 'https://olivesfordinner.com/2012/02/vegan-macaroni-and-cheese.html', 'https://olivesfordinner.com/wp-content/uploads/2012/02/6864169847_3f2925df44_z-320x320.jpg'], ['Portabello and Shallot Ravioli with Toasted Walnuts', 'https://olivesfordinner.com/2012/01/portabello-and-shallot-ravioli-wi.html', 'https://olivesfordinner.com/wp-content/uploads/2012/01/6784743515_db35f73545_z-320x320.jpg'], ['Ginger-Garlic Tofu with Fiery Chili Oil', 'https://olivesfordinner.com/2012/01/ginger-garlic-tofu-with-fiery-chili-oi.html', 'https://olivesfordinner.com/wp-content/uploads/2012/01/6745971851_5d4457be90_z-320x320.jpg'], ['Spicy Shiitake Mushroom Roll', 'https://olivesfordinner.com/2011/12/spicy-shiitake-mushroom-ro.html', 'https://olivesfordinner.com/wp-content/uploads/2011/12/6489807867_ce5d312d01_z-320x320.jpg'], ['Black Bean and Corn Quesadillas with Smoked Paprika', 'https://olivesfordinner.com/2011/12/black-bean-and-corn-quesadillas-wi.html', 'https://olivesfordinner.com/wp-content/uploads/2011/12/6405288727_73a635e8d3_z-320x320.jpg'], ['Spicy Pumpkin Soup with Lemongrass and Coconut Milk', 'https://olivesfordinner.com/2011/11/spicy-pumpkin-soup-with-lemongrass-and.html', 'https://olivesfordinner.com/wp-content/uploads/2011/11/6370959129_cc4e826b6e_z-320x320.jpg'], ['Seitan Roulade with Sage and Sweet Onion Stuffing', 'https://olivesfordinner.com/2011/11/seitan-roulade-with-sage-and-swee.html', 'https://olivesfordinner.com/wp-content/uploads/2011/11/6338385248_d552579dd6_z-320x320.jpg'], ['Grilled Tofu with Lemongrass and Cilantro Stuffing', 'https://olivesfordinner.com/2011/10/grilled-tofu-with-lemongrass-and.html', 'https://olivesfordinner.com/wp-content/uploads/2011/10/6251395078_631e498749-320x320.jpg'], ['Sriracha-Habanero Vegan Buffalo Wings', 'https://olivesfordinner.com/2013/01/sriracha-habanero-vegan-buffalo-wings.html', 'https://olivesfordinner.com/wp-content/uploads/2013/01/8335188506_7e166e2f61_z-1-320x320.jpg'], ['Faux Fish and Real Chips', 'https://olivesfordinner.com/2011/10/faux-fish-and-real-chips.html', 'https://olivesfordinner.com/wp-content/uploads/2011/10/6205471514_3aebc3ce03-320x320.jpg'], ['Sriracha and Peanut Butter Tofu', 'https://olivesfordinner.com/2011/09/sriracha-and-peanut-butter-tofu.html', 'https://olivesfordinner.com/wp-content/uploads/2011/09/6177319593_1790a4c72a-320x320.jpg'], ['Spicy Fava Bean Falafel', 'https://olivesfordinner.com/2011/09/spicy-fava-bean-falafe.html', 'https://olivesfordinner.com/wp-content/uploads/2011/09/6116560812_4e068eeb74-320x320.jpg'], ['Lemongrass and Garlic Stuffed Tofu', 'https://olivesfordinner.com/2011/08/lemongrass-and-garlic-stuffed-tofu.html', 'https://olivesfordinner.com/wp-content/uploads/2011/08/5995896848_e75fd561f1-320x320.jpg'], ['Minted Pea Soup with Cashew Cream and Basil Oil', 'https://olivesfordinner.com/2011/07/minted-pea-soup-with-cashew-cream-and.html', 'https://olivesfordinner.com/wp-content/uploads/2011/07/5901979517_8694056f1a_z-320x320.jpg'], ['Vegan Crab Cakes with Sriracha-Vegenaise Dressing', 'https://olivesfordinner.com/2011/06/vegan-crab-cakes-with-sriracha.html', 'https://olivesfordinner.com/wp-content/uploads/2011/06/5874981554_d77f709a58_z-320x320.jpg'], ['Simple Sauteed Tofu with Crispy Sesame Kale', 'https://olivesfordinner.com/2011/05/simple-sauteed-tofu-with-crispy-sesame.html', 'https://olivesfordinner.com/wp-content/uploads/2011/05/5773981218_9c803c3c7e_z-320x320.jpg'], ['Vegan French Onion Soup', 'https://olivesfordinner.com/2011/05/vegan-french-onion-soup.html', 'https://olivesfordinner.com/wp-content/uploads/2011/05/5750417424_685a60cc8c_z-320x320.jpg'], ['Lemongrass Tofu with Satay Sauce', 'https://olivesfordinner.com/2011/05/lemongrass-tofu-with-satay-sauce.html', 'https://olivesfordinner.com/wp-content/uploads/2011/05/5772886868_33b2b5f461_z-320x320.jpg'], ['Tempeh Reuben with Sriracha-Vegenaise Dressing', 'https://olivesfordinner.com/2011/04/tempeh-reuben-with-sriracha-vegenaise.html', 'https://olivesfordinner.com/wp-content/uploads/2011/04/5631338611_eb6d6dc5d0-320x320.jpg'], ['Vegan Clam Chowder', 'https://olivesfordinner.com/2011/04/vegan-clam-chowder.html', 'https://olivesfordinner.com/wp-content/uploads/2011/04/5610900417_d191a862c1-320x320.jpg'], ['Spinach, Mushroom and Soysage Tart', 'https://olivesfordinner.com/2011/04/spinach-mushroom-and-soysage-tar.html', 'https://olivesfordinner.com/wp-content/uploads/2011/04/5586726243_1c4cf386f6-320x320.jpg'], ['Raw Kale with Tofu Croutons and Pomegranate-Sesame Dressing', 'https://olivesfordinner.com/2011/03/raw-kale-with-tofu-croutons-and.html', 'https://olivesfordinner.com/wp-content/uploads/2011/03/8196256924_5a9c7eeaf4_z-320x320.jpg'], ['Chickpea Salad Sandwich', 'https://olivesfordinner.com/2011/04/chickpea-salad-sandwic.html', 'https://olivesfordinner.com/wp-content/uploads/2011/04/5587319628_af0b053223-320x320.jpg'], ['Raw Kale with Tofu Croutons and Pomegranate-Sesame Dressing', 'https://olivesfordinner.com/2011/03/raw-kale-with-tofu-croutons-and.html', 'https://olivesfordinner.com/wp-content/uploads/2011/03/8196256924_5a9c7eeaf4_z-320x320.jpg'], ['Minted Quinoa Spring Rolls with Toasted Cashews and Tahini', 'https://olivesfordinner.com/2011/03/minted-quinoa-spring-rolls-with-toasted.html', 'https://olivesfordinner.com/wp-content/uploads/2011/03/5507119039_254cb9c4dc-320x320.jpg'], ['Roasted Garlic Soup with Carmelized Shallots and Sage Croutons', 'https://olivesfordinner.com/2011/02/roasted-garlic-soup-with-carmelized.html', 'https://olivesfordinner.com/wp-content/uploads/2011/02/5480624870_19cda005b7-320x320.jpg'], ['Rosemary Soysage, Spinach and Mushroom with Farfalle', 'https://olivesfordinner.com/2011/02/rosemary-soysage-spinach-and-mushroo.html', 'https://olivesfordinner.com/wp-content/uploads/2011/02/5462958033_6aae203183-320x320.jpg'], ['Vegan Tom Kha Gai', 'https://olivesfordinner.com/2011/02/vegan-tom-kha-gai.html', 'https://olivesfordinner.com/wp-content/uploads/2011/02/5439733635_127c9ba730-320x320.jpg'], ['Field Roast, Oyster Mushrooms and Tiny Potatoes Over Polenta', 'https://olivesfordinner.com/2011/02/field-roast-oyster-mushrooms-and-tiny.html', 'https://olivesfordinner.com/wp-content/uploads/2011/02/5403091742_e1b485701c_z-320x320.jpg'], ['Balsamic-Agave Tofu with Beet Infused Couscous', 'https://olivesfordinner.com/2011/01/balsamic-agave-tofu-with-beet-infused.html', 'https://olivesfordinner.com/wp-content/uploads/2011/01/5399578900_9e450f412b-320x320.jpg'], ['Vcon Chickpea Noodle Soup', 'https://olivesfordinner.com/2011/01/vcon-chickpea-noodle-soup.html', 'https://olivesfordinner.com/wp-content/uploads/2011/01/5383052832_f75d36fd4f-320x320.jpg'], ['Vcon Chickpea Cutlets with Mustard Roasted Potatoes', 'https://olivesfordinner.com/2011/01/vcon-chickpea-cutlets-with-mustard.html', 'https://olivesfordinner.com/wp-content/uploads/2011/01/5380883994_541579e3b8-320x320.jpg'], ['Falafel with Vegenaise Tahini', 'https://olivesfordinner.com/2011/01/falafe.html', 'https://olivesfordinner.com/wp-content/uploads/2011/01/5371628748_227f845e97-320x320.jpg'], ['General Tso’s Tofu', 'https://olivesfordinner.com/2011/01/general-tsos-tofu.html', 'https://olivesfordinner.com/wp-content/uploads/2011/01/5362522702_3323f1f486-320x320.jpg'], ['Buttermilk-Battered + Air-Fried Tofu', 'https://olivesfordinner.com/2017/02/buttermilk-battered-air-fried-tofu.html', 'https://olivesfordinner.com/wp-content/uploads/2017/01/Buttermilk-Battered-and-Air-Fried-Tofu_cover-1-320x320.jpg'], ['Pasta with a Garlic, Butter and White Wine Sauce', 'https://olivesfordinner.com/2021/02/pasta-with-a-garlic-butter-and-white-wine-sauce.html', 'https://olivesfordinner.com/wp-content/uploads/2021/02/pasta-in-garlic-butter-white-wine-sauce-320x320.jpg'], ['Viral Tortilla Wrap Hack!', 'https://olivesfordinner.com/2021/01/viral-tortilla-wrap-hack.html', 'https://olivesfordinner.com/wp-content/uploads/2021/01/viral-wrap-hack-cover-320x320.jpg'], ['Vegan Mapo Tofu (Braised Tofu in a Spicy+Savory Sauce)', 'https://olivesfordinner.com/2021/01/vegan-mapo-tofu-braised-tofu-in-a-spicysavory-sauce.html', 'https://olivesfordinner.com/wp-content/uploads/2021/01/Vegan-Mapo-Tofu-cover-320x320.jpg'], ['Thai-Style Coconut + Crabless Soup', 'https://olivesfordinner.com/2021/01/thai-style-coconut-crabless-soup.html', 'https://olivesfordinner.com/wp-content/uploads/2021/01/Thai-Style-Coconut-Crabless-Soup-cover-320x320.jpg'], ['French Onion and Seitan Ramen', 'https://olivesfordinner.com/2021/01/french-onion-and-seitan-ramen.html', 'https://olivesfordinner.com/wp-content/uploads/2021/01/vegan-ramen-cover-shot-320x320.jpg'], ['Lobster Mushroom Tempura, Avocado and Kimchi+Mayo Sushi Rolls', 'https://olivesfordinner.com/2020/12/lobster-mushroom-tempura-avocado-and-kimchimayo-sushi-rolls.html', 'https://olivesfordinner.com/wp-content/uploads/2020/12/Lobster-Mushroom-Tempura-Sushi-Rolls-cover-dec-320x320.jpg'], ['Easy Focaccia', 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'https://olivesfordinner.com/wp-content/uploads/2020/06/Filet-No-Fish-cover-2-320x320.jpg'], ['Sweet Potato and Kidney Bean Smothered Burritos', 'https://olivesfordinner.com/2020/05/sweet-potato-and-kidney-bean-smothered-burritos.html', 'https://olivesfordinner.com/wp-content/uploads/2020/05/Smothered-Burrito-cover-320x320.jpg'], ['Spicy Garlic Tofu, https://www.pickuplimes.com/recipe/spicy-garlic-tofu-3, https://cdn.pickuplimes.com/cache/9c/9f/9c9f13ad4a9ef78bd0f2a9eae20547e3.jpg'], ['Buffalo Style Tofu Strips, https://www.pickuplimes.com/recipe/buffalo-style-tofu-strips-4, https://cdn.pickuplimes.com/cache/a1/30/a1307710aaf6c5babcb4a306339fa499.jpg'], ['Oven Roasted Sweet Potato & Tofu Veggie Skewers, https://www.pickuplimes.com/recipe/oven-roasted-sweet-potato-tofu-veggie-skewers-1, https://cdn.pickuplimes.com/cache/64/e7/64e73b49fe995bffa331e62f55c939bc.jpg'], ['Homemade Vegan Kimchi, https://www.pickuplimes.com/recipe/homemade-vegan-kimchi-9, https://cdn.pickuplimes.com/cache/cf/62/cf621ccd83ef84a81356d3c8860a6e81.jpg'], ['Herb & Garlic Homemade Vegan Naan, https://www.pickuplimes.com/recipe/herb-garlic-homemade-vegan-naan-64, https://cdn.pickuplimes.com/cache/ab/b4/abb4898bbd62c92714b560dad2dff577.jpg'], ['Baked Zucchini Fries with Two Dips, https://www.pickuplimes.com/recipe/baked-zucchini-fries-with-two-dips-70, https://cdn.pickuplimes.com/cache/64/1c/641cf5625fcaa58d861cbe7fffc868c3.jpg'], ['Sweet & Spicy Miso Roasted Sweet Potatoes with Sambal Tahini Mayo, https://www.pickuplimes.com/recipe/sweet-spicy-miso-roasted-sweet-potatoes-with-sambal-tahini-mayo-68, https://cdn.pickuplimes.com/cache/0a/1e/0a1e1b756c5256e0abb6675e90539e5d.jpg'], ['Seaweed Baked Fries with Hoisin Mayo & Sriracha Mayo, https://www.pickuplimes.com/recipe/seaweed-baked-fries-with-hoisin-mayo-sriracha-mayo-66, https://cdn.pickuplimes.com/cache/15/f0/15f001c3b4c39c530786256eb3126e9d.jpg'], ['Loaded Chili Sweet Potato Fries, https://www.pickuplimes.com/recipe/loaded-chili-sweet-potato-fries-65, https://cdn.pickuplimes.com/cache/92/b3/92b3936f77ff25b46e427245e15ecf04.jpg'], ['Crispy Oven-Roasted Sweet Potato Fries, https://www.pickuplimes.com/recipe/crispy-oven-roasted-sweet-potato-fries-78, https://cdn.pickuplimes.com/cache/13/0c/130c1e0c73485016f13837568eb33eaf.jpg'], ['Ranch Roasted Potato Wedges, https://www.pickuplimes.com/recipe/ranch-roasted-potato-wedges-142, https://cdn.pickuplimes.com/cache/82/9c/829c7334b8631856007d1f05d658129e.jpg'], ['Roasted Potatoes, https://www.pickuplimes.com/recipe/roasted-potatoes-144, https://cdn.pickuplimes.com/cache/ed/2c/ed2c6b4e244c276620f85f326eb6433a.jpg'], ['Sushi Rice, https://www.pickuplimes.com/recipe/sushi-rice-168, https://cdn.pickuplimes.com/cache/68/8b/688badd22d3b4ac1a057b9512e266a15.jpg'], ['Zucchini Rolls with Vegan Ricotta Cheese, https://www.pickuplimes.com/recipe/zucchini-rolls-with-vegan-ricotta-cheese-181, https://cdn.pickuplimes.com/cache/17/8a/178a338a01abec07f8107eb0a5d8f11b.jpg'], ['Vegan Tofu Chorizo, https://www.pickuplimes.com/recipe/vegan-tofu-chorizo-205, https://cdn.pickuplimes.com/cache/e7/c2/e7c2a733c0d8aaa269500ec71c3af072.jpg'], ['Protein-Packed Lentil & Quinoa Salad, https://www.pickuplimes.com/recipe/protein-packed-lentil-quinoa-salad-208, https://cdn.pickuplimes.com/cache/15/04/1504d4ea2b07ba79258a82cc030ddbc3.jpg'], ['Quinoa & Red Lentil Stuffed Sweet Potatoes, https://www.pickuplimes.com/recipe/quinoa-red-lentil-stuffed-sweet-potatoes-243, https://cdn.pickuplimes.com/cache/aa/c4/aac41bf2fb65d098acd6c69289030af6.jpg'], ['Brown Rice Miso Salad, https://www.pickuplimes.com/recipe/brown-rice-miso-salad-218, https://cdn.pickuplimes.com/cache/53/37/53377f3955ff8accf7363016ae77b34d.jpg'], ['Baked Dill Falafels, https://www.pickuplimes.com/recipe/baked-dill-falafels-225, https://cdn.pickuplimes.com/cache/6f/b0/6fb0b1590a306754de5c341f60e5f3dd.jpg'], ['Dill Pasta Salad with a 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https://www.pickuplimes.com/recipe/coconut-thai-green-curry-noodle-soup-377, https://cdn.pickuplimes.com/cache/53/e8/53e89e4f540d2b815e2c661693ee3085.jpg'], ['One-Pot Golden Red Lentil and Mushroom Curry Soup, https://www.pickuplimes.com/recipe/one-pot-golden-red-lentil-and-mushroom-curry-soup-375, https://cdn.pickuplimes.com/cache/23/38/2338263f32972e4df27253106a3c0e50.jpg'], ['Peanut Butter Curry Soup, https://www.pickuplimes.com/recipe/peanut-butter-curry-soup-97, https://cdn.pickuplimes.com/cache/d7/89/d789fef1057ff95baf9973dc21f551db.jpg'], ['Crispy Croutons, https://www.pickuplimes.com/recipe/crispy-croutons-96, https://cdn.pickuplimes.com/cache/55/d0/55d0c851ede5e28e2fd461c0015cbae3.jpg'], ['Roasted Vegetable Harvest Soup, https://www.pickuplimes.com/recipe/roasted-vegetable-harvest-soup-95, https://cdn.pickuplimes.com/cache/7e/e0/7ee0e714e3f739b264d2861d99438059.jpg'], ['One-Pot Veggie Lentil Soup, https://www.pickuplimes.com/recipe/one-pot-veggie-lentil-soup-94, https://cdn.pickuplimes.com/cache/f5/82/f582268ae361a5b375c35cdf084fbe9f.jpg'], ['Borscht Soup, https://www.pickuplimes.com/recipe/borscht-soup-93, https://cdn.pickuplimes.com/cache/aa/c4/aac446ea0f7ee2f512b2c7e851591993.jpg'], ['Green Pea Soup, https://www.pickuplimes.com/recipe/green-pea-soup-92, https://cdn.pickuplimes.com/cache/ee/9d/ee9dc2a116fa7f9b5a4f774239d09d20.jpg'], ['White Asparagus & Potato Soup, https://www.pickuplimes.com/recipe/white-asparagus-potato-soup-149, https://cdn.pickuplimes.com/cache/83/f0/83f008c20089b9454f96850e0b3d39d3.jpg'], ['To-Go Miso Noodle Soup, https://www.pickuplimes.com/recipe/to-go-miso-noodle-soup-171, https://cdn.pickuplimes.com/cache/13/d4/13d4d28182a330de98d8671bcb3ca12d.jpg'], ['Thai Red Curry Noodle Soup with Crispy Tofu, https://www.pickuplimes.com/recipe/thai-red-curry-noodle-soup-with-crispy-tofu-175, https://cdn.pickuplimes.com/cache/83/8a/838a9bb7db57ae234505816bc06db22f.jpg'], ['One-Pot Lasagna Soup, https://www.pickuplimes.com/recipe/one-pot-lasagna-soup-184, https://cdn.pickuplimes.com/cache/e1/1d/e11da20477208c0f830f6d35944c704a.jpg'], ['Creamy Coconut Paprika Zucchini Soup, https://www.pickuplimes.com/recipe/creamy-coconut-paprika-zucchini-soup-191, https://cdn.pickuplimes.com/cache/83/03/83032368b6546a850bcbe5bf47b1a2c6.jpg'], ['Curry Lentil Soup, https://www.pickuplimes.com/recipe/curry-lentil-soup-241, https://cdn.pickuplimes.com/cache/6b/d9/6bd9891c6fa47cc12c9d87b3272c8cc9.jpg'], ['Vegan Pho - Vietnamese Noodle Soup, https://www.pickuplimes.com/recipe/vegan-pho-vietnamese-noodle-soup-258, https://cdn.pickuplimes.com/cache/90/3c/903c1ef58713599a7a3ed6c14c256e69.jpg'], ['Creamy Beetroot & Sweet Potato Soup, https://www.pickuplimes.com/recipe/creamy-beetroot-sweet-potato-soup-260, https://cdn.pickuplimes.com/cache/1b/d5/1bd565ec88ba59ec5c7ad74c7cbe4f7e.jpg'], ['Curried Carrot & Potato Soup, https://www.pickuplimes.com/recipe/curried-carrot-potato-soup-266, https://cdn.pickuplimes.com/cache/fc/b0/fcb0666a4071a8f90b9b2334b81c8789.jpg'], ['Coconut Curry Roasted Squash Soup, https://www.pickuplimes.com/recipe/coconut-curry-roasted-squash-soup-271, https://cdn.pickuplimes.com/cache/d0/7d/d07d61c7085554ca3724e6fe54d041c1.jpg'], ['Cream of Mushroom & Potato Soup, https://www.pickuplimes.com/recipe/cream-of-mushroom-potato-soup-283, https://cdn.pickuplimes.com/cache/e5/54/e554acb3a706b014f6ecc582193621c2.jpg'], ['Sweet Potato & Zucchini Soup, https://www.pickuplimes.com/recipe/sweet-potato-zucchini-soup-285, https://cdn.pickuplimes.com/cache/69/63/6963b656badb6a1fe77efbe778895963.jpg'], ['Turkish Red Lentil Soup, https://www.pickuplimes.com/recipe/turkish-red-lentil-soup-26, https://cdn.pickuplimes.com/cache/09/f9/09f97c231822621adeb89792c99e094e.jpg'], ['Easy Bulgur Salad in a Jar, https://www.pickuplimes.com/recipe/easy-bulgur-salad-in-a-jar-10, https://cdn.pickuplimes.com/cache/8f/dc/8fdcd4ee953efb0468319a0c7ead9e2a.jpg'], ['Spiced Black Bean & Rice Salad in a Jar, https://www.pickuplimes.com/recipe/spiced-black-bean-rice-salad-in-a-jar-11, https://cdn.pickuplimes.com/cache/fd/60/fd606e0af7c1aff85d27e893ec9637f7.jpg'], ['Quinoa Salad with Roasted Garlic Dressing, https://www.pickuplimes.com/recipe/quinoa-salad-with-roasted-garlic-dressing-129, https://cdn.pickuplimes.com/cache/ee/95/ee95277ccaf3ee618ae427dd1ac84eea.jpg'], ['Bold & Filling Lentil Taco Salad, https://www.pickuplimes.com/recipe/bold-filling-lentil-taco-salad-135, https://cdn.pickuplimes.com/cache/d6/72/d672bf6f158d745737f4f81bca1785c3.jpg'], ['Chorizo Taco Salad Bowl, https://www.pickuplimes.com/recipe/chorizo-taco-salad-bowl-204, https://cdn.pickuplimes.com/cache/72/27/72278a91ccb69cd17084d4882eccc8bb.jpg'], ['Protein-Packed Lentil & Quinoa Salad, https://www.pickuplimes.com/recipe/protein-packed-lentil-quinoa-salad-208, https://cdn.pickuplimes.com/cache/15/04/1504d4ea2b07ba79258a82cc030ddbc3.jpg'], ['Massaged Umami Kale Salad, https://www.pickuplimes.com/recipe/massaged-umami-kale-salad-237, https://cdn.pickuplimes.com/cache/dc/2d/dc2dee08b92225470022f90ffea682fd.jpg'], ['Sweet Lime Summer Fruit Salad, https://www.pickuplimes.com/recipe/sweet-lime-summer-fruit-salad-216, https://cdn.pickuplimes.com/cache/55/4f/554fcf65fb4a9fd85aecf1bce6540d65.jpg'], ['Brown Rice Miso Salad, https://www.pickuplimes.com/recipe/brown-rice-miso-salad-218, https://cdn.pickuplimes.com/cache/53/37/53377f3955ff8accf7363016ae77b34d.jpg'], ['Dill Pasta Salad with a Tahini Dressing, https://www.pickuplimes.com/recipe/dill-pasta-salad-with-a-tahini-dressing-267, https://cdn.pickuplimes.com/cache/17/fb/17fbfa1b010ba0135be4c8cff6188358.jpg'], ['Beetroot Quinoa Salad with an Orange Ginger Dressing, https://www.pickuplimes.com/recipe/beetroot-quinoa-salad-with-an-orange-ginger-dressing-278, https://cdn.pickuplimes.com/cache/ad/ab/adabb18ab0ed27ae84c6f441f22b226a.jpg'], ['Creamy Coleslaw with Tahini Dijon Dressing, https://www.pickuplimes.com/recipe/creamy-coleslaw-with-tahini-dijon-dressing-280, https://cdn.pickuplimes.com/cache/8c/99/8c998c4727043752bd1a1ba298b5000b.jpg'], ['Cauliflower and Mushroom Curry', 'https://olivesfordinner.com/2020/05/cauliflower-and-mushroom-curry.html', 'https://olivesfordinner.com/wp-content/uploads/2020/05/Cauliflower-and-Mushroom-Curry-cover-320x320.jpg'], ['Easy Homemade Pizza Dough', 'https://olivesfordinner.com/2020/04/easy-homemade-pizza-dough.html', 'https://olivesfordinner.com/wp-content/uploads/2020/04/2-ingredient-pizza-dough-320x320.jpg'], ['Social Distancing Soup', 'https://olivesfordinner.com/2020/04/social-distancing-soup.html', 'https://olivesfordinner.com/wp-content/uploads/2020/04/social-distancing-soup-cover-320x320.jpg'], ['The Best Buffalo Cauliflower | Crispy + Spicy + Air Fried!', 'https://olivesfordinner.com/2019/11/the-best-buffalo-cauliflower-crispy-spicy-air-fried.html', 'https://olivesfordinner.com/wp-content/uploads/2019/11/Olives-for-Dinner-The-Best-Buffalo-Cauliflower-cover-320x320.jpg'], ['Oyster Mushroom Tacos with Chipotle + Lime Sauce', 'https://olivesfordinner.com/2019/08/oyster-mushroom-tacos-with-chipotle-lime-sauce.html', 'https://olivesfordinner.com/wp-content/uploads/2019/08/Oyster-Mushroom-Tacos-cover-320x320.jpg'], ['Vegan Lox', 'https://olivesfordinner.com/2019/08/vegan-lox.html', 'https://olivesfordinner.com/wp-content/uploads/2019/08/Carrot-Lox-cover-320x320.jpg'], ['Red Lentil Fritters with Mint-Garlic Yogurt Sauce', 'https://olivesfordinner.com/2019/07/red-lentil-fritters-with-mint-garlic-yogurt-sauce.html', 'https://olivesfordinner.com/wp-content/uploads/2019/07/Olives-for-Dinner-Red-Lentil-Fritters-cover-320x320.jpg'], ['Tofu Satay with Spicy Peanut Sauce', 'https://olivesfordinner.com/2019/07/tofu-satay-with-spicy-peanut-sauce.html', 'https://olivesfordinner.com/wp-content/uploads/2019/07/Grilled-Tofu-with-Peanut-Sauce-cover-320x320.jpg'], ['Vegan Reuben with Mandolined Portobello', 'https://olivesfordinner.com/2019/04/vegan-reuben-with-mandolined-portobello.html', 'https://olivesfordinner.com/wp-content/uploads/2019/04/Vegan-Reuben-cover-320x320.jpg'], ['Deep-fried Jackfruit with Garlicky-Dill Mayo', 'https://olivesfordinner.com/2019/04/deep-fried-jackfruit-with-garlicky-dill-mayo.html', 'https://olivesfordinner.com/wp-content/uploads/2019/04/Deep-fried-Jackfruit-cover-320x320.jpg'], ['Cauliflower Puree with Roasted Mushrooms and Caramelized Onions', 'https://olivesfordinner.com/2019/03/cauliflower-puree-with-roasted-mushrooms-and-caramelized-onions.html', 'https://olivesfordinner.com/wp-content/uploads/2019/03/Olives-for-Dinner-Cauliflower-Puree-with-Roasted-Mushrooms-and-Caramelized-Onions-320x320.jpg'], ['Bang Bang Tofu Taco Bowl', 'https://olivesfordinner.com/2019/02/bang-bang-tofu-taco-bowl.html', 'https://olivesfordinner.com/wp-content/uploads/2019/02/Bang-Bang-Tofu-Taco-Bowl-cover-320x320.jpg'], ['Pasta with Roasted Red Pepper Sauce and Caramelized Shallots', 'https://olivesfordinner.com/2012/08/pasta-with-roasted-red-pepper-sauce-and.html', 'https://olivesfordinner.com/wp-content/uploads/2012/08/7762912426_494a4743ce_z-320x320.jpg'], ['Toasted Farro with Roasted Shiitake, Shallots and Pine Nuts', 'https://olivesfordinner.com/2018/11/toasted-farro-with-roasted-shiitake-shallots-and-pine-nuts.html', 'https://olivesfordinner.com/wp-content/uploads/2018/11/Toasted-Farro-with-Roasted-Shiitake-Shallots-and-Pine-Nuts-cover-320x320.jpg'], ['Sambal + Ginger Tofu with Air-Fried Bok Choy', 'https://olivesfordinner.com/2018/10/sambal-ginger-tofu-with-air-fried-bok-choy.html', 'https://olivesfordinner.com/wp-content/uploads/2018/10/Sambal-Ginger-Tofu-with-Air-Fried-Bok-Choy-_-cover-320x320.jpg'], ['Roasted Parsnip, Cauliflower + Garlic Soup', 'https://olivesfordinner.com/2018/10/roasted-parsnip-cauliflower-garlic-soup.html', 'https://olivesfordinner.com/wp-content/uploads/2018/10/Roasted-Parsnip-Cauliflower-Garlic-Soup-cover-320x320.jpg'], ['Riced Cauliflower + Pressed Portos', 'https://olivesfordinner.com/2018/09/riced-cauliflower-pressed-portos.html', 'https://olivesfordinner.com/wp-content/uploads/2018/09/Riced-Cauliflower-Pressed-Porto-cover-320x320.jpg'], ['Farro + Beet Burgers with Kimchi Mayo', 'https://olivesfordinner.com/2018/09/farro-beet-burgers-with-kimchi-mayo.html', 'https://olivesfordinner.com/wp-content/uploads/2018/09/Farro-Beet-Burgers-13236-320x320.jpg'], ['Firecracker Cauliflower', 'https://olivesfordinner.com/2018/08/firecracker-cauliflower.html', 'https://olivesfordinner.com/wp-content/uploads/2018/08/Firecracker-Cauliflower-cover-320x320.jpg'], ['Vegan Egg Drop Soup', 'https://olivesfordinner.com/2018/08/vegan-egg-drop-soup.html', 'https://olivesfordinner.com/wp-content/uploads/2018/08/Vegan-Eggdrop-cover-320x320.jpg'], ['Seitan Bourguignon', 'https://olivesfordinner.com/2018/01/seitan-bourguignon.html', 'https://olivesfordinner.com/wp-content/uploads/2018/01/Seitan-Bourginon-cover1-320x320.jpg'], ['Quick + Easy Focaccia Pizza', 'https://olivesfordinner.com/2018/01/quick-easy-focaccia-pizza.html', 'https://olivesfordinner.com/wp-content/uploads/2018/01/Focaccia-cover-320x320.jpg'], ['New England Vegan Chowder', 'https://olivesfordinner.com/2017/12/new-england-vegan-chowder.html', 'https://olivesfordinner.com/wp-content/uploads/2017/12/New-England-Vegan-Chowder-cover-320x320.jpg'], ['Coconut-Chickpea Crepes with Smoky Herbed Mushrooms', 'https://olivesfordinner.com/2013/02/coconut-chickpea-crepes-with-smoky.html', 'https://olivesfordinner.com/wp-content/uploads/2013/02/8455834235_7bfba45015_z-320x320.jpg'], ['Vegan Scallops in a Bacon-Cashew Cream Sauce', 'https://olivesfordinner.com/2017/11/vegan-scallops-in-a-bacon-cashew-cream-sauce.html', 'https://olivesfordinner.com/wp-content/uploads/2017/10/King-Oyster-Mushroom-Scallops-in-a-Bacon-Cashew-Cream-Sauce-cover-320x320.jpg'], ['Grilled Bok Choy with Salty + Spicy Oyster Mushrooms', 'https://olivesfordinner.com/2017/10/grilled-bok-choy-with-salty-spicy-oyster-mushrooms.html', 'https://olivesfordinner.com/wp-content/uploads/2017/10/Grilled-Bok-Choy-with-Salty-Spicy-Oyster-Mushrooms-cover-320x320.jpg'], ['Air-Fried Buffalo Cauliflower Steaks', 'https://olivesfordinner.com/2017/10/air-fried-buffalo-cauliflower-steaks.html', 'https://olivesfordinner.com/wp-content/uploads/2017/10/Air-Fried-Buffalo-Cauliflower-Steaks-cover-320x320.jpg'], ['Pasta with Roasted Tomatoes + Chickpeas', 'https://olivesfordinner.com/2017/10/pasta-with-roasted-tomatoes-chickpeas.html', 'https://olivesfordinner.com/wp-content/uploads/2017/09/Pasta-with-Roasted-Tomatoes-and-Chickpeas-cover-320x320.jpg'], ['Shroom Stroganoff', 'https://olivesfordinner.com/2017/09/shroom-stroganoff.html', 'https://olivesfordinner.com/wp-content/uploads/2017/08/Shroom-Stroganoff-cover-320x320.jpg'], ['Gobi Manchurian', 'https://olivesfordinner.com/2017/09/gobi-manchurian.html', 'https://olivesfordinner.com/wp-content/uploads/2017/09/Gobi-Manchurian-cover1-320x320.jpg'], ['Silky Bell Pepper Sushi', 'https://olivesfordinner.com/2017/08/silky-bell-pepper-sushi.html', 'https://olivesfordinner.com/wp-content/uploads/2017/08/Bell-Pepper-Sushi-cover-320x320.jpg'], ['Sweet Potato Tempura and Avocado Rolls with Teriyaki Glaze', 'https://olivesfordinner.com/2017/05/sweet-potato-tempura-and-avocado-rolls-with-teriyaki-glaze.html', 'https://olivesfordinner.com/wp-content/uploads/2017/05/Sweet-Potato-Tempura-and-Avocado-Rolls-with-Teriyaki-Glaze-cover-320x320.jpg'], ['Vegan Lobster Roll', 'https://olivesfordinner.com/2017/05/vegan-lobster-roll.html', 'https://olivesfordinner.com/wp-content/uploads/2017/05/Vegan-Lobster-Roll-cover-320x320.jpg'], ['Vegan Shrimp', 'https://olivesfordinner.com/2017/05/vegan-shrimp.html', 'https://olivesfordinner.com/wp-content/uploads/2017/04/Vegan-Shrimp-cover-320x320.jpg'], ['Korean-Style Tacos, made with Sweet Earth Brand Traditional Seitan (+bonus news!)', 'https://olivesfordinner.com/2017/04/korean-style-tacos-made-with-sweet-earth-brand-traditional-seitan-bonus-news.html', 'https://olivesfordinner.com/wp-content/uploads/2017/04/Korean-Style-Tacos-cover-320x320.jpg'], ['Maitake + Oyster Mushroom Wontons in a Roasted Ginger Broth', 'https://olivesfordinner.com/2017/03/maitake-oyster-mushroom-wontons-in-a-roasted-ginger-broth.html', 'https://olivesfordinner.com/wp-content/uploads/2017/03/Maitake-Oyster-Mushroom-Wontons-cover-320x320.jpg'], ['Mock Eel with a Sticky+Sweet Ginger Sauce', 'https://olivesfordinner.com/2017/03/mock-eel-with-a-stickysweet-ginger-sauce.html', 'https://olivesfordinner.com/wp-content/uploads/2017/02/Mock-Eel-cover-320x320.jpg'], ['Vegan Po Boy', 'https://olivesfordinner.com/2017/03/vegan-po-boy.html', 'https://olivesfordinner.com/wp-content/uploads/2017/03/Vegan-Po-Boy-cover-320x320.jpg'], ['Carrot Lox Stuffed + Fried Ravioli', 'https://olivesfordinner.com/2017/03/carrot-lox-stuffed-fried-ravioli.html', 'https://olivesfordinner.com/wp-content/uploads/2017/02/Carrot-Lox-Stuffed-Fried-Ravioli-cover-320x320.jpg'], ['Japanese-Style Breakfast Bowl', 'https://olivesfordinner.com/2017/02/japanese-style-breakfast-bowl.html', 'https://olivesfordinner.com/wp-content/uploads/2017/02/Japanese-Style-Breakfast-Bowl-cover-320x320.jpg'], ['Buttermilk-Battered + Air-Fried Tofu', 'https://olivesfordinner.com/2017/02/buttermilk-battered-air-fried-tofu.html', 'https://olivesfordinner.com/wp-content/uploads/2017/01/Buttermilk-Battered-and-Air-Fried-Tofu_cover-1-320x320.jpg'], ['Veggie Grill Copycat Recipe | Koreatown Tacos', 'https://olivesfordinner.com/2017/01/veggie-grill-copycat-recipe-koreatown-tacos.html', 'https://olivesfordinner.com/wp-content/uploads/2017/01/Veggie-Grill-Copycat-Recipe-Koreatown-Tacos-320x320.png'], ['Roasted Balsamic Beets + Rutabaga', 'https://olivesfordinner.com/2017/01/roasted-balsamic-beets-rutabaga.html', 'https://olivesfordinner.com/wp-content/uploads/2017/01/Roasted-Balsamic-Beets-and-Rutabaga-cover-320x320.jpg'], ['Vegan Ramen', 'https://olivesfordinner.com/2017/01/vegan-ramen.html', 'https://olivesfordinner.com/wp-content/uploads/2017/01/Vegan-Ramen-cover-320x320.jpg'], ['Roasted Ginger and Coconut Soup', 'https://olivesfordinner.com/2016/11/roasted-ginger-and-coconut-soup.html', 'https://olivesfordinner.com/wp-content/uploads/2016/11/Roasted-Ginger-320x320.jpg'], ['Farro Sausages', 'https://olivesfordinner.com/2016/11/farro-sausages.html', 'https://olivesfordinner.com/wp-content/uploads/2016/11/Farro-Sausage-320x320.jpg'], ['Savory + Crispy Vietnamese Crepes', 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'https://olivesfordinner.com/wp-content/uploads/2016/09/kung-pao-cover-320x320.jpg'], ['Pressed Maitake Buns with Gochujang-Hoisin Glaze', 'https://olivesfordinner.com/2016/09/pressed-maitake-buns-with-gochujang-hoisin-glaze.html', 'https://olivesfordinner.com/wp-content/uploads/2016/08/Pressed-Maitake-Buns-320x320.jpg'], ['Tofu Banh Mi', 'https://olivesfordinner.com/2016/08/tofu-banh-mi.html', 'https://olivesfordinner.com/wp-content/uploads/2016/08/tofu-banh-mi-cover-320x320.jpg'], ['Crispy Buffalo Cauliflower Salad', 'https://olivesfordinner.com/2016/08/crispy-buffalo-cauliflower-salad.html', 'https://olivesfordinner.com/wp-content/uploads/2016/08/coverphoto-320x320.jpg'], ['Crispy + Spicy Enoki Mushroom Roll', 'https://olivesfordinner.com/2016/07/crispy-spicy-enoki-mushroom-roll.html', 'https://olivesfordinner.com/wp-content/uploads/2016/07/28327021802_8fcd205138_z-320x320.jpg'], ['Mâche and Mint Salad with Buttermilk-Ponzu Dressing', 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'https://olivesfordinner.com/wp-content/uploads/2012/10/8110173470_6644257513_z-320x320.jpg'], ['Vegan Scallops in a White Wine Cream Sauce over Pasta', 'https://olivesfordinner.com/2012/10/vegan-scallops-in-wine-wine-cream-sauce.html', 'https://olivesfordinner.com/wp-content/uploads/2012/10/8106318112_c63658492a_z-320x320.jpg'], ['PPK Chocolate Chip Cookies', 'https://olivesfordinner.com/2011/04/ppk-chocolate-chip-cookies.html', 'https://olivesfordinner.com/wp-content/uploads/2011/04/5639003638_504f52bbf9-320x320.jpg'], ['White Bean and Mushroom Soup with Dill-Pepper Dumplings', 'https://olivesfordinner.com/2012/10/white-bean-and-mushroom-soup-with-di.html', 'https://olivesfordinner.com/wp-content/uploads/2012/10/8087081755_464006e571_z-320x320.jpg'], ['Roasted Red Pepper Mac and Cheese', 'https://olivesfordinner.com/2012/10/roasted-red-pepper-mac-and-cheese.html', 'https://olivesfordinner.com/wp-content/uploads/2012/10/8060234137_cfb80515f8_z-320x320.jpg'], ['Sesame-Ginger Soba Noodles', 'https://olivesfordinner.com/2012/10/sesame-ginger-soba-noodles.html', 'https://olivesfordinner.com/wp-content/uploads/2012/10/8064732272_38b0391bfa_z-320x320.jpg'], ['Homemade Thai Sweet Chili Sauce with Fried Tofu', 'https://olivesfordinner.com/2012/10/homemade-thai-sweet-chili-sauce-wi.html', 'https://olivesfordinner.com/wp-content/uploads/2012/10/8017588970_dd4a45740c-320x320.jpg'], ['Vegan Bacon-Wrapped Scallops with Paprika Cream Sauce', 'https://olivesfordinner.com/2012/10/vegan-bacon-wrapped-scallops-wi.html', 'https://olivesfordinner.com/wp-content/uploads/2012/10/8044749163_c4e55e1c58_z-320x320.jpg'], ['Raw Tahini and Cashew Dressing', 'https://olivesfordinner.com/2012/09/raw-tahini-and-cashew-dressing.html', 'https://olivesfordinner.com/wp-content/uploads/2012/09/IMG_1464-320x320.jpg'], ['Vegan Grilled Cheese with Smoky Tomato Soup', 'https://olivesfordinner.com/2012/09/vegan-grilled-cheese-with-smoky-tomato.html', 'https://olivesfordinner.com/wp-content/uploads/2012/09/7993534714_73858b07d3-320x320.jpg'], ['Ratatouille (Confit Byaldi)', 'https://olivesfordinner.com/2012/09/ratatouille-confit-byaldi.html', 'https://olivesfordinner.com/wp-content/uploads/2012/09/12193750456_691804522f_c-320x320.jpg'], ['Cheese-Stuffed Homemade Ravioli with White Wine Sauce', 'https://olivesfordinner.com/2012/09/cheese-stuffed-homemade-ravioli-wi.html', 'https://olivesfordinner.com/wp-content/uploads/2012/09/7906875742_ab4cd8a52a-320x320.jpg'], ['Kale, Tofu and Cashew Stir-Fry with Cold Soba Noodles', 'https://olivesfordinner.com/2012/08/kale-tofu-and-cashew-stir-fry-with-cold.html', 'https://olivesfordinner.com/wp-content/uploads/2012/08/7883972382_e7373658bb-320x320.jpg'], ['Za’atar Tofu', 'https://olivesfordinner.com/2012/08/zaatar-tofu.html', 'https://olivesfordinner.com/wp-content/uploads/2012/08/7866869068_5cef523a33_z-320x320.jpg'], ['Savory Corn Pancakes with IKEA Vegan Caviar', 'https://olivesfordinner.com/2012/08/savory-corn-pancakes-with-ikea-vegan.html', 'https://olivesfordinner.com/wp-content/uploads/2012/08/7808905436_5fb2b5f1a8_z-320x320.jpg'], ['Savory + Seared Watermelon', 'https://olivesfordinner.com/2016/06/savoryseared-watermelon.html', 'https://olivesfordinner.com/wp-content/uploads/2016/05/watermelon-cover-320x320.jpg'], ['Grilled Sambal Oelek Tofu with Peanut Butter Sauce', 'https://olivesfordinner.com/2012/08/grilled-sambal-oelek-tofu-with-peanu.html', 'https://olivesfordinner.com/wp-content/uploads/2012/08/7768265260_78510a0aea_z-320x320.jpg'], ['Pasta with Roasted Red Pepper Sauce and Caramelized Shallots', 'https://olivesfordinner.com/2012/08/pasta-with-roasted-red-pepper-sauce-and.html', 'https://olivesfordinner.com/wp-content/uploads/2012/08/7762912426_494a4743ce_z-320x320.jpg'], ['Deep-Fried Vegan Mac and Cheese', 'https://olivesfordinner.com/2012/07/deep-fried-vegan-mac-and-cheese.html', 'https://olivesfordinner.com/wp-content/uploads/2012/07/7665545816_98fb6efe94-320x320.jpg'], ['Minted Red Quinoa, Fava Bean and Cashew Salad', 'https://olivesfordinner.com/2012/07/minted-red-quinoa-fava-bean-and-cashew.html', 'https://olivesfordinner.com/wp-content/uploads/2012/07/7622670174_b39801759b-320x320.jpg'], ['Gingerade Kombucha Caviar', 'https://olivesfordinner.com/2012/06/gingerade-kombucha-caviar.html', 'https://olivesfordinner.com/wp-content/uploads/2012/06/7426883562_bff8f197b4-320x320.jpg'], ['Oyster Mushroom Wonton and Lemongrass Soup', 'https://olivesfordinner.com/2012/06/oyster-mushroom-wonton-and-lemongrass.html', 'https://olivesfordinner.com/wp-content/uploads/2012/06/7382263230_d73039a21b-320x320.jpg'], ['Black Lentil, Pistachio and Shiitake Mushroom Burger', 'https://olivesfordinner.com/2012/05/black-lentil-pistachio-and-shiitake.html', 'https://olivesfordinner.com/wp-content/uploads/2012/05/7289963524_945a2a56b9-320x320.jpg'], ['Black Pepper and Thyme Crusted 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'https://olivesfordinner.com/wp-content/uploads/2012/03/7012328143_2537723fed_z-320x320.jpg'], ['Peppery Tofu with Chinese 5-Spice Powder and Black Bean Sauce', 'https://olivesfordinner.com/2014/01/peppery-tofu-with-chinese-5-spice.html', 'https://olivesfordinner.com/wp-content/uploads/2014/01/11609819593_f650d4e6b1_c-320x320.jpg'], ['Roasted Eggplant and Hummus Sandwich', 'https://olivesfordinner.com/2012/03/roasted-egglant-and-hummus-sandwic.html', 'https://olivesfordinner.com/wp-content/uploads/2012/03/6847432936_61d6d916a1_z-320x320.jpg'], ['Garlic-Sriracha Vegan Buffalo Wings', 'https://olivesfordinner.com/2012/03/garlic-sriracha-vegan-buffalo-wings.html', 'https://olivesfordinner.com/wp-content/uploads/2012/03/6973941693_4db60198cb_z-320x320.jpg'], ['Molecular Vegan: Scallops with Carrot-Ginger Caviar', 'https://olivesfordinner.com/2012/02/molecular-vegan-scallops-with-carro.html', 'https://olivesfordinner.com/wp-content/uploads/2012/02/6786920836_eb7688d3fd_z-320x320.jpg'], ['Galangal Tofu with Lemongrass-Scented Broth', 'https://olivesfordinner.com/2012/02/galangal-tofu-with-lemongrass-scented.html', 'https://olivesfordinner.com/wp-content/uploads/2012/02/6866617493_299419355a_z-320x320.jpg'], ['Vegan Macaroni and Cheese', 'https://olivesfordinner.com/2012/02/vegan-macaroni-and-cheese.html', 'https://olivesfordinner.com/wp-content/uploads/2012/02/6864169847_3f2925df44_z-320x320.jpg'], ['Portabello and Shallot Ravioli with Toasted Walnuts', 'https://olivesfordinner.com/2012/01/portabello-and-shallot-ravioli-wi.html', 'https://olivesfordinner.com/wp-content/uploads/2012/01/6784743515_db35f73545_z-320x320.jpg'], ['Ginger-Garlic Tofu with Fiery Chili Oil', 'https://olivesfordinner.com/2012/01/ginger-garlic-tofu-with-fiery-chili-oi.html', 'https://olivesfordinner.com/wp-content/uploads/2012/01/6745971851_5d4457be90_z-320x320.jpg'], ['Spicy Shiitake Mushroom Roll', 'https://olivesfordinner.com/2011/12/spicy-shiitake-mushroom-ro.html', 'https://olivesfordinner.com/wp-content/uploads/2011/12/6489807867_ce5d312d01_z-320x320.jpg'], ['Black Bean and Corn Quesadillas with Smoked Paprika', 'https://olivesfordinner.com/2011/12/black-bean-and-corn-quesadillas-wi.html', 'https://olivesfordinner.com/wp-content/uploads/2011/12/6405288727_73a635e8d3_z-320x320.jpg'], ['Spicy Pumpkin Soup with Lemongrass and Coconut Milk', 'https://olivesfordinner.com/2011/11/spicy-pumpkin-soup-with-lemongrass-and.html', 'https://olivesfordinner.com/wp-content/uploads/2011/11/6370959129_cc4e826b6e_z-320x320.jpg'], ['Seitan Roulade with Sage and Sweet Onion Stuffing', 'https://olivesfordinner.com/2011/11/seitan-roulade-with-sage-and-swee.html', 'https://olivesfordinner.com/wp-content/uploads/2011/11/6338385248_d552579dd6_z-320x320.jpg'], ['Grilled Tofu with Lemongrass and Cilantro Stuffing', 'https://olivesfordinner.com/2011/10/grilled-tofu-with-lemongrass-and.html', 'https://olivesfordinner.com/wp-content/uploads/2011/10/6251395078_631e498749-320x320.jpg'], ['Sriracha-Habanero Vegan Buffalo Wings', 'https://olivesfordinner.com/2013/01/sriracha-habanero-vegan-buffalo-wings.html', 'https://olivesfordinner.com/wp-content/uploads/2013/01/8335188506_7e166e2f61_z-1-320x320.jpg'], ['Faux Fish and Real Chips', 'https://olivesfordinner.com/2011/10/faux-fish-and-real-chips.html', 'https://olivesfordinner.com/wp-content/uploads/2011/10/6205471514_3aebc3ce03-320x320.jpg'], ['Sriracha and Peanut Butter Tofu', 'https://olivesfordinner.com/2011/09/sriracha-and-peanut-butter-tofu.html', 'https://olivesfordinner.com/wp-content/uploads/2011/09/6177319593_1790a4c72a-320x320.jpg'], ['Spicy Fava Bean Falafel', 'https://olivesfordinner.com/2011/09/spicy-fava-bean-falafe.html', 'https://olivesfordinner.com/wp-content/uploads/2011/09/6116560812_4e068eeb74-320x320.jpg'], ['Lemongrass and Garlic Stuffed Tofu', 'https://olivesfordinner.com/2011/08/lemongrass-and-garlic-stuffed-tofu.html', 'https://olivesfordinner.com/wp-content/uploads/2011/08/5995896848_e75fd561f1-320x320.jpg'], ['Minted Pea Soup with Cashew Cream and Basil Oil', 'https://olivesfordinner.com/2011/07/minted-pea-soup-with-cashew-cream-and.html', 'https://olivesfordinner.com/wp-content/uploads/2011/07/5901979517_8694056f1a_z-320x320.jpg'], ['Vegan Crab Cakes with Sriracha-Vegenaise Dressing', 'https://olivesfordinner.com/2011/06/vegan-crab-cakes-with-sriracha.html', 'https://olivesfordinner.com/wp-content/uploads/2011/06/5874981554_d77f709a58_z-320x320.jpg'], ['Simple Sauteed Tofu with Crispy Sesame Kale', 'https://olivesfordinner.com/2011/05/simple-sauteed-tofu-with-crispy-sesame.html', 'https://olivesfordinner.com/wp-content/uploads/2011/05/5773981218_9c803c3c7e_z-320x320.jpg'], ['Vegan French Onion Soup', 'https://olivesfordinner.com/2011/05/vegan-french-onion-soup.html', 'https://olivesfordinner.com/wp-content/uploads/2011/05/5750417424_685a60cc8c_z-320x320.jpg'], ['Lemongrass Tofu with Satay Sauce', 'https://olivesfordinner.com/2011/05/lemongrass-tofu-with-satay-sauce.html', 'https://olivesfordinner.com/wp-content/uploads/2011/05/5772886868_33b2b5f461_z-320x320.jpg'], ['Tempeh Reuben with Sriracha-Vegenaise Dressing', 'https://olivesfordinner.com/2011/04/tempeh-reuben-with-sriracha-vegenaise.html', 'https://olivesfordinner.com/wp-content/uploads/2011/04/5631338611_eb6d6dc5d0-320x320.jpg'], ['Vegan Clam Chowder', 'https://olivesfordinner.com/2011/04/vegan-clam-chowder.html', 'https://olivesfordinner.com/wp-content/uploads/2011/04/5610900417_d191a862c1-320x320.jpg'], ['Spinach, Mushroom and Soysage Tart', 'https://olivesfordinner.com/2011/04/spinach-mushroom-and-soysage-tar.html', 'https://olivesfordinner.com/wp-content/uploads/2011/04/5586726243_1c4cf386f6-320x320.jpg'], ['Raw Kale with Tofu Croutons and Pomegranate-Sesame Dressing', 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'https://olivesfordinner.com/wp-content/uploads/2011/02/5480624870_19cda005b7-320x320.jpg'], ['Rosemary Soysage, Spinach and Mushroom with Farfalle', 'https://olivesfordinner.com/2011/02/rosemary-soysage-spinach-and-mushroo.html', 'https://olivesfordinner.com/wp-content/uploads/2011/02/5462958033_6aae203183-320x320.jpg'], ['Vegan Tom Kha Gai', 'https://olivesfordinner.com/2011/02/vegan-tom-kha-gai.html', 'https://olivesfordinner.com/wp-content/uploads/2011/02/5439733635_127c9ba730-320x320.jpg'], ['Field Roast, Oyster Mushrooms and Tiny Potatoes Over Polenta', 'https://olivesfordinner.com/2011/02/field-roast-oyster-mushrooms-and-tiny.html', 'https://olivesfordinner.com/wp-content/uploads/2011/02/5403091742_e1b485701c_z-320x320.jpg'], ['Balsamic-Agave Tofu with Beet Infused Couscous', 'https://olivesfordinner.com/2011/01/balsamic-agave-tofu-with-beet-infused.html', 'https://olivesfordinner.com/wp-content/uploads/2011/01/5399578900_9e450f412b-320x320.jpg'], ['Vcon Chickpea Noodle Soup', 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'https://olivesfordinner.com/wp-content/uploads/2020/08/Bang-Bang-Taco-cover-320x320.jpg'], ['Sweet Potato, Barley + Bean Burgers with Sloppy Sauce', 'https://olivesfordinner.com/2020/07/sweet-potato-barley-bean-burgers-with-sloppy-sauce.html', 'https://olivesfordinner.com/wp-content/uploads/2020/07/Sweet-Potato-Barley-Bean-Burgers-with-sloppy-Sauce-cover-320x320.jpg'], ['Crispy Filet No Fish', 'https://olivesfordinner.com/2020/06/crispy-filet-no-fish.html', 'https://olivesfordinner.com/wp-content/uploads/2020/06/Filet-No-Fish-cover-2-320x320.jpg'], ['Sweet Potato and Kidney Bean Smothered Burritos', 'https://olivesfordinner.com/2020/05/sweet-potato-and-kidney-bean-smothered-burritos.html', 'https://olivesfordinner.com/wp-content/uploads/2020/05/Smothered-Burrito-cover-320x320.jpg'], ['Vegan Gingerbread Latte, https://www.pickuplimes.com/recipe/vegan-gingerbread-latte-42, https://cdn.pickuplimes.com/cache/cd/1b/cd1b630dfbd8c70547f1703f094aa5e5.jpg'], ['Cinnamon Coconut Cream Latte, https://www.pickuplimes.com/recipe/cinnamon-coconut-cream-latte-40, https://cdn.pickuplimes.com/cache/f3/61/f36125862947d51c7fda813b838ac905.jpg'], ['Refreshing Melon Cucumber Soda, https://www.pickuplimes.com/recipe/refreshing-melon-cucumber-soda-21, https://cdn.pickuplimes.com/cache/90/7b/907b86bf8924151801e4eba06ce4d002.jpg'], ['Peach Thyme Iced Tea, https://www.pickuplimes.com/recipe/peach-thyme-iced-tea-13, https://cdn.pickuplimes.com/cache/99/86/9986da7cbe0970cfbb7d6f4f989138fd.jpg'], ['Pink Lemonade, https://www.pickuplimes.com/recipe/pink-lemonade-24, https://cdn.pickuplimes.com/cache/93/2c/932c518862f8d5081db87bd4af27296a.jpg'], ['Grapefruit Rosemary Spritzer, https://www.pickuplimes.com/recipe/grapefruit-rosemary-spritzer-12, https://cdn.pickuplimes.com/cache/59/29/5929176f62ba9c11c9535ec41451d032.jpg'], ['Beetroot Latte, https://www.pickuplimes.com/recipe/beetroot-latte-105, https://cdn.pickuplimes.com/cache/e0/43/e0438bfc0583e1f307cc526942bd35a7.jpg'], ['Golden Milk, https://www.pickuplimes.com/recipe/golden-milk-104, https://cdn.pickuplimes.com/cache/2c/23/2c2366af7169773c9f1f11a1349b003c.jpg'], ['Peanut Butter Caramel Latte, https://www.pickuplimes.com/recipe/peanut-butter-caramel-latte-103, https://cdn.pickuplimes.com/cache/13/06/1306afd34ab76f363db8ea3e68df9814.jpg'], ['Mulled Spiced Apple Cider, https://www.pickuplimes.com/recipe/mulled-spiced-apple-cider-102, https://cdn.pickuplimes.com/cache/2d/7c/2d7c6dcc13a4b6c17b4713863b17e376.jpg'], ['Chai Hot Chocolate, https://www.pickuplimes.com/recipe/chai-hot-chocolate-101, https://cdn.pickuplimes.com/cache/3d/9c/3d9cae8cd5c4662bdca50f3c5717b76e.jpg'], ['Refreshing Ginger Mint Lemonade, https://www.pickuplimes.com/recipe/refreshing-ginger-mint-lemonade-151, https://cdn.pickuplimes.com/cache/47/2f/472f5af93bb847ab97af82741692f102.jpg'], ['Golden Vegan Hot Chocolate, https://www.pickuplimes.com/recipe/golden-vegan-hot-chocolate-179, https://cdn.pickuplimes.com/cache/a3/b0/a3b01ee32454747585a45a30d2dac952.jpg'], ['Creamy & Rich London Fog, https://www.pickuplimes.com/recipe/creamy-rich-london-fog-183, https://cdn.pickuplimes.com/cache/6f/54/6f54574bbaa67f93ae89aa8ac5c5b905.jpg'], ['Coconut Matcha Latte, https://www.pickuplimes.com/recipe/coconut-matcha-latte-235, https://cdn.pickuplimes.com/cache/bd/7e/bd7e40e9f2a6ceb48bb31cec03873c0c.jpg'], ['Tropical Pineapple Green Juice, https://www.pickuplimes.com/recipe/tropical-pineapple-green-juice-253, https://cdn.pickuplimes.com/cache/e2/ff/e2ffe8d6959dde160cd3259e908849fd.jpg'], ['Glowing Green Juice, https://www.pickuplimes.com/recipe/glowing-green-juice-256, https://cdn.pickuplimes.com/cache/2c/bb/2cbbd3c93e53fd756e7d576c7bd55a9d.jpg'], ['Blood Red Green Juice, https://www.pickuplimes.com/recipe/blood-red-green-juice-287, https://cdn.pickuplimes.com/cache/6b/1c/6b1c46977e8bf4890f9d946c74de361e.jpg'], ['Carrot Cantaloupe Juice, https://www.pickuplimes.com/recipe/carrot-cantaloupe-juice-27, https://cdn.pickuplimes.com/cache/6e/ea/6eea8b49a7294cb6bcf6b6ef774ac7ae.jpg'], ['Homemade Kombucha: Continuous Brew, https://www.pickuplimes.com/recipe/homemade-kombucha-continuous-brew-29, https://cdn.pickuplimes.com/cache/2f/a9/2fa9e5d7ad0aa24076bbc2d30392ea2a.jpg'], ['Raw Berry Tarts for Valentine’s Day', 'https://olivesfordinner.com/2014/02/raw-berry-tarts-for-valentines-day.html', 'https://olivesfordinner.com/wp-content/uploads/2014/02/12162219205_39e8e1cc35_c-320x320.jpg'], ['Warmed Turmeric-Ginger Cashew Milk', 'https://olivesfordinner.com/2014/01/warmed-turmeric-ginger-cashew-milk.html', 'https://olivesfordinner.com/wp-content/uploads/2014/01/AA4A8035-320x320.jpg'], ['Cherry and Blackberry Skillet Cobbler', 'https://olivesfordinner.com/2013/12/cherry-and-blackberry-skillet-cobbler.html', 'https://olivesfordinner.com/wp-content/uploads/2013/12/AA4A7024-320x320.jpg'], ['Whisky-Sriracha Caramel Corn', 'https://olivesfordinner.com/2013/12/whisky-sriracha-caramel-corn.html', 'https://olivesfordinner.com/wp-content/uploads/2013/12/AA4A6710-320x320.jpg'], ['Vegan Halloween: Eyeball Ravioli', 'https://olivesfordinner.com/2013/10/vegan-halloween-eyeball-ravioli.html', 'https://olivesfordinner.com/wp-content/uploads/2013/10/10106060445_9cd0c74bac_o-320x320.jpg'], ['Basic Cashew Cream', 'https://olivesfordinner.com/2013/09/basic-cashew-crea.html', 'https://olivesfordinner.com/wp-content/uploads/2013/09/cashew-straighter-320x320.jpg'], ['German Chocolate Cake Frosting Truffles', 'https://olivesfordinner.com/2013/06/german-chocolate-cake-frosting-truffles.html', 'https://olivesfordinner.com/wp-content/uploads/2013/06/9118577981_4121eab42b_z-320x320.jpg'], ['Practically Raw Desserts: Review and Sample Recipe', 'https://olivesfordinner.com/2013/06/practically-raw-desserts-review-and.html', 'https://olivesfordinner.com/wp-content/uploads/2013/06/8915055884_18c9684789_z-320x320.jpg'], ['Raw Chocolate Cups with Blueberries and Cashews', 'https://olivesfordinner.com/2013/02/raw-chocolate-cups-with-blueberries-and.html', 'https://olivesfordinner.com/wp-content/uploads/2013/02/8510146072_0698990f0c_z-320x320.jpg'], ['Sesame Roasted Cauliflower with Sriracha-Vegenaise Dressing', 'https://olivesfordinner.com/2013/05/sesame-roasted-cauliflower-wi.html', 'https://olivesfordinner.com/wp-content/uploads/2013/05/8732183749_75abe9d9d4_z-320x320.jpg'], ['Whisky-Sriracha Candy', 'https://olivesfordinner.com/2013/02/whisky-sriracha-candy.html', 'https://olivesfordinner.com/wp-content/uploads/2013/02/8442805202_95912e4193_z-320x320.jpg'], ['Chocolate-Covered Peanut Brittle with Habanero', 'https://olivesfordinner.com/2012/12/chocolate-covered-peanut-brittle-wi.html', 'https://olivesfordinner.com/wp-content/uploads/2012/12/8275644135_100da263b7_z-320x320.jpg'], ['Coconut, Pomegranate and Lime Kanten', 'https://olivesfordinner.com/2012/12/coconut-pomegranate-and-lime-kanten.html', 'https://olivesfordinner.com/wp-content/uploads/2012/12/8238121569_601c854c11_z-320x320.jpg'], ['Leftover Pumpkin Pie Ravioli Spheres', 'https://olivesfordinner.com/2012/11/leftover-pumpkin-pie-ravioli-spheres.html', 'https://olivesfordinner.com/wp-content/uploads/2012/11/8216881065_d9eecd1a36_z-320x320.jpg'], ['Peanut Butter and Sambal Wontons with Chocolate Sauce', 'https://olivesfordinner.com/2012/10/peanut-butter-and-sambal-wontons-wi.html', 'https://olivesfordinner.com/wp-content/uploads/2012/10/8131856981_67fc7216e9_z-320x320.jpg'], ['Raw Tahini Butter Chocolate Cups', 'https://olivesfordinner.com/2012/10/raw-tahini-butter-chocolate-cups.html', 'https://olivesfordinner.com/wp-content/uploads/2012/10/8108454922_98596c23bf_z-320x320.jpg'], ['Clementine, Basil and Lime Sorbet', 'https://olivesfordinner.com/2012/09/clementine-basil-and-lime-sorbe.html', 'https://olivesfordinner.com/wp-content/uploads/2012/09/7975866571_2279b2ae96-320x320.jpg'], ['Lychee-Vanilla Coconut Cooler', 'https://olivesfordinner.com/2012/08/lychee-vanilla-coconut-cooler.html', 'https://olivesfordinner.com/wp-content/uploads/2012/08/7817622504_37ce8b9b6d_z-320x320.jpg'], ['Deconstructed Taro Root Bubble Tea', 'https://olivesfordinner.com/2012/08/deconstructed-taro-root-bubble-tea.html', 'https://olivesfordinner.com/wp-content/uploads/2012/08/7761936724_2427ff3c14_z-320x320.jpg'], ['Product Review: The Vegg (and a Vegan Creme Brulee)', 'https://olivesfordinner.com/2012/07/product-review-vegg-and-vegan-creme.html', 'https://olivesfordinner.com/wp-content/uploads/2012/07/IMG_8781orig-320x320.jpg'], ['Spiced Taro Root Wontons with Salted Coconut Cream', 'https://olivesfordinner.com/2012/06/spiced-taro-root-wontons-with-salted.html', 'https://olivesfordinner.com/wp-content/uploads/2012/06/7434752192_9ecca0e475-320x320.jpg'], ['Chocolate-Cardamom Chia Pudding', 'https://olivesfordinner.com/2012/06/chocolate-cardamom-chia-pudding.html', 'https://olivesfordinner.com/wp-content/uploads/2012/06/7328945478_941bde9d08-320x320.jpg'], ['Farro + Beet Burgers with Kimchi Mayo', 'https://olivesfordinner.com/2018/09/farro-beet-burgers-with-kimchi-mayo.html', 'https://olivesfordinner.com/wp-content/uploads/2018/09/Farro-Beet-Burgers-13236-320x320.jpg'], ['Vegan Panna Cotta with Brown Sugar Sauce', 'https://olivesfordinner.com/2012/06/vegan-panna-cotta-with-brown-sugar.html', 'https://olivesfordinner.com/wp-content/uploads/2012/06/7368386934_1a206dee6c-320x320.jpg'], ['Tea-Smoked Lychees from Herbivoracious', 'https://olivesfordinner.com/2012/06/tea-smoked-lychees-from-herbivoracious.html', 'https://olivesfordinner.com/wp-content/uploads/2012/06/7159216503_47fac83987-320x320.jpg'], ['Sweet Basil and Lemongrass Tea', 'https://olivesfordinner.com/2012/04/sweet-basil-and-lemongrass-tea.html', 'https://olivesfordinner.com/wp-content/uploads/2012/04/7103669783_d7a0ac9aea-315x320.jpg'], ['Cardamom-Pistachio Coconut Macaroons', 'https://olivesfordinner.com/2012/03/cardamom-pistachio-coconut-macaroons.html', 'https://olivesfordinner.com/wp-content/uploads/2012/03/6869304208_fd4f13b25e_z-320x320.jpg'], ['Basil, Kumquat and Blueberry Canapés', 'https://olivesfordinner.com/2012/01/basil-kumquat-and-blueberry-canapes.html', 'https://olivesfordinner.com/wp-content/uploads/2012/01/6743821965_44199385a0_z-320x320.jpg'], ['Chocolate-Sriracha Shortbread Cookies', 'https://olivesfordinner.com/2012/01/chocolate-sriracha-shortbread-cookies.html', 'https://olivesfordinner.com/wp-content/uploads/2012/01/6662090307_3009516266_z-320x320.jpg'], ['Chia Chai Tea', 'https://olivesfordinner.com/2011/12/chia-chai-tea.html', 'https://olivesfordinner.com/wp-content/uploads/2011/12/6504614837_fa0eab46da_z-320x320.jpg'], ['Spiced and Sugared Cranberries', 'https://olivesfordinner.com/2011/11/spiced-and-sugared-cranberries.html', 'https://olivesfordinner.com/wp-content/uploads/2011/11/6411419331_630f217898_z-320x320.jpg'], ['Fresh Sage Tea', 'https://olivesfordinner.com/2011/11/fresh-sage-tea.html', 'https://olivesfordinner.com/wp-content/uploads/2011/11/6349316090_2411a5c48d_z-320x320.jpg'], ['Vegan Doughnuts with Cardamom-Pistachio Glaze', 'https://olivesfordinner.com/2011/10/vegan-doughnuts-with-cardamom-pistachio.html', 'https://olivesfordinner.com/wp-content/uploads/2011/10/6292640811_47701a0972-320x320.jpg'], ['Star Anise and Cinnamon Tea', 'https://olivesfordinner.com/2011/10/star-anise-and-cinnamontea.html', 'https://olivesfordinner.com/wp-content/uploads/2011/10/6251510748_e2f58dbd22-320x320.jpg'], ['Whisky Butterscotch Pudding', 'https://olivesfordinner.com/2011/10/whisky-butterscotch-pudding.html', 'https://olivesfordinner.com/wp-content/uploads/2011/10/6247118308_588fb781a1-320x320.jpg'], ['Vegan Blizzard with Salted Cashew-Caramel Sauce', 'https://olivesfordinner.com/2020/07/vegan-blizzard-with-salted-cashew-caramel-sauce.html', 'https://olivesfordinner.com/wp-content/uploads/2020/03/Vegan-Blizzard-cover-1-320x320.jpg'], ['Homegrown Organic Farms Freeze-Dried Fruit', 'https://olivesfordinner.com/2017/10/homegrown-organic-farms-freeze-dried-fruit.html', 'https://olivesfordinner.com/wp-content/uploads/2017/09/Homegrown-Organic-Farms-Freeze-Dried-Fruit-320x320.jpg'], ['Mixed Berry Compote + Creamy Chia Pudding', 'https://olivesfordinner.com/2017/07/mixed-berry-compote-creamy-chia-pudding.html', 'https://olivesfordinner.com/wp-content/uploads/2017/07/Mixed-Berry-and-Chia-Pudding-cover-320x320.jpg'], ['Lemon-Saffron Custard Tarts', 'https://olivesfordinner.com/2017/02/lemon-saffron-custard-tarts.html', 'https://olivesfordinner.com/wp-content/uploads/2017/02/Lemon-Saffron-Custard-Tart-cover-320x320.jpg'], ['Vegan Macarons', 'https://olivesfordinner.com/2015/09/vegan-macarons.html', 'https://olivesfordinner.com/wp-content/uploads/2015/09/21228263699_ea188c43aa_z-320x320.jpg'], ['Vegan S’mores', 'https://olivesfordinner.com/2015/05/vegan-smores.html', 'https://olivesfordinner.com/wp-content/uploads/2015/05/18010657515_6426d8ef34_z-320x320.jpg'], ['Easy Whiskey-Sriracha Caramel Sauce', 'https://olivesfordinner.com/2014/06/easy-whiskey-sriracha-caramel-sauce.html', 'https://olivesfordinner.com/wp-content/uploads/2014/06/wssauce-320x320.jpg'], ['Lotus Root Tempura', 'https://olivesfordinner.com/2012/05/lotus-root-tempura.html', 'https://olivesfordinner.com/wp-content/uploads/2012/05/7190707114_e694432351-320x320.jpg'], ['Vegan Chick’n and Waffles with Sriracha-Maple Syrup', 'https://olivesfordinner.com/2015/06/vegan-chickn-and-waffles-with-sriracha.html', 'https://olivesfordinner.com/wp-content/uploads/2015/06/AA4A0618-320x320.jpg'], ['Carrot Lox', 'https://olivesfordinner.com/2015/03/carrot-lox.html', 'https://olivesfordinner.com/wp-content/uploads/2015/03/16549307059_ba959fc04a_z-320x320.jpg'], ['Vegan Brunch\xa0: Chocolate Beer Waffles', 'https://olivesfordinner.com/2014/09/vegan-brunch-chocolate-beer-waffles.html', 'https://olivesfordinner.com/wp-content/uploads/2014/09/15192832479_563b57fc3f_c-320x320.jpg'], ['Vegan Finger Foods\xa0: Kimchi-Stuffed Sausages', 'https://olivesfordinner.com/2014/09/vegan-finger-foods-kimchi-stuffed.html', 'https://olivesfordinner.com/wp-content/uploads/2014/09/15166329550_2500c99f85_c-320x320.jpg'], ['Rosewater Pistachio Quinoa + 10 reasons I love Redondo Beach', 'https://olivesfordinner.com/2014/07/rosewater-pistachio-quinoa-10-reasons-i.html', 'https://olivesfordinner.com/wp-content/uploads/2014/07/14711296855_ce1d55979d_z-320x320.jpg'], ['Sweet Potato and Rosemary Beignets', 'https://olivesfordinner.com/2014/04/sweet-potato-and-rosemary-beignets.html', 'https://olivesfordinner.com/wp-content/uploads/2014/04/12071009784_527d4b2407_c-320x320.jpg'], ['Thyme-Scented Pearled Barley with Brown Beech Mushrooms', 'https://olivesfordinner.com/2014/03/thyme-scented-pearled-barley-with-brown.html', 'https://olivesfordinner.com/wp-content/uploads/2014/03/10910925933_247240e78f_c-320x320.jpg'], ['Perfect Hash Browns', 'https://olivesfordinner.com/2013/09/perfect-hash-browns.html', 'https://olivesfordinner.com/wp-content/uploads/2013/09/9578876774_e0382952ee_z-320x320.jpg'], ['Hearts of Palm Crab Cakes', 'https://olivesfordinner.com/2013/09/hearts-of-palm-crab-cakes.html', 'https://olivesfordinner.com/wp-content/uploads/2013/09/9489200230_b25a587ca4_z-320x320.jpg'], ['Farro Crab Cakes', 'https://olivesfordinner.com/2013/08/farro-crab-cakes.html', 'https://olivesfordinner.com/wp-content/uploads/2013/08/9480782318_360b947023_z-320x320.jpg'], ['Shiitake Bacon', 'https://olivesfordinner.com/2013/03/shiitake-bacon.html', 'https://olivesfordinner.com/wp-content/uploads/2013/03/8563120276_d9c5551aa3_z-320x320.jpg'], ['Raw Almond Milk', 'https://olivesfordinner.com/2011/05/raw-almond-milk.html', 'https://olivesfordinner.com/wp-content/uploads/2011/05/5673752446_806eca0da3-320x320.jpg'], ['Vegan Sawmill Gravy and Biscuits with TVP-Shiitake Hash', 'https://olivesfordinner.com/2013/02/vegan-sawmill-gravy-and-biscuits-wi.html', 'https://olivesfordinner.com/wp-content/uploads/2013/02/8458736025_2192b22a4b_z-320x320.jpg'], ['Coconut-Chickpea Crepes with Smoky Herbed Mushrooms', 'https://olivesfordinner.com/2013/02/coconut-chickpea-crepes-with-smoky.html', 'https://olivesfordinner.com/wp-content/uploads/2013/02/8455834235_7bfba45015_z-320x320.jpg'], ['Horseradish Potato Pancakes with Raw Apple Salad', 'https://olivesfordinner.com/2012/12/horseradish-potato-pancakes-with-raw.html', 'https://olivesfordinner.com/wp-content/uploads/2012/12/8297466105_76cfa32ffe_z-320x320.jpg'], ['Balsamic Roasted Figs and Shallots with Herbed Socca', 'https://olivesfordinner.com/2012/10/balsamic-roasted-figs-and-shallots-wi.html', 'https://olivesfordinner.com/wp-content/uploads/2012/10/8060623919_9efa9ea90f_z-320x320.jpg'], ['Zucchini and Lemongrass Fritters', 'https://olivesfordinner.com/2012/09/zucchini-and-lemongrass-fritters.html', 'https://olivesfordinner.com/wp-content/uploads/2012/09/7992669464_39f87b7c9e_z-320x320.jpg'], ['Savory Corn Pancakes with IKEA Vegan Caviar', 'https://olivesfordinner.com/2012/08/savory-corn-pancakes-with-ikea-vegan.html', 'https://olivesfordinner.com/wp-content/uploads/2012/08/7808905436_5fb2b5f1a8_z-320x320.jpg'], ['Vegan Sausages with Sriracha and Five-Spice Powder', 'https://olivesfordinner.com/2012/08/vegan-sausages-with-sriracha-and-five.html', 'https://olivesfordinner.com/wp-content/uploads/2012/08/7719591422_63c5625fdf_z-320x320.jpg'], ['Creme Brulee French Toast', 'https://olivesfordinner.com/2012/07/creme-brulee-french-toas.html', 'https://olivesfordinner.com/wp-content/uploads/2012/07/7615392824_c211a3028a-320x320.jpg'], ['Chocolate-Cardamom Chia Pudding', 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'https://olivesfordinner.com/wp-content/uploads/2011/02/5403091742_e1b485701c_z-320x320.jpg'], ['Celery Root Hashbrowns with Basil Cream', 'https://olivesfordinner.com/2012/01/celery-root-hashbrowns-with-basil-crea.html', 'https://olivesfordinner.com/wp-content/uploads/2012/01/6608971293_f8f9c59ed7_z-320x320.jpg'], ['Easy Overnight Crockpot Oatmeal', 'https://olivesfordinner.com/2011/12/easy-overnight-crockpot-oatmea.html', 'https://olivesfordinner.com/wp-content/uploads/2011/12/6454925599_1a5f5946fa_z-320x320.jpg'], ['Tofu Scramble with Seared Shiitake and Caramelized Shallots', 'https://olivesfordinner.com/2011/11/tofu-scramble-with-seared-shiitake-and.html', 'https://olivesfordinner.com/wp-content/uploads/2011/11/6318603030_17d169c762_z-320x320.jpg'], ['Homemade Bagels with Tofutti, Capers and Caramelized Shallots', 'https://olivesfordinner.com/2011/10/homemade-bagels-with-toffuti-capers-and.html', 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['Spring Onion and Chili Pepper Sauce', 'https://olivesfordinner.com/2012/08/spring-onion-and-chili-pepper-sauce.html', 'https://olivesfordinner.com/wp-content/uploads/2012/08/7676246688_9bfa403c7d_z-320x320.jpg'], ['Deep-Fried Vegan Mac and Cheese', 'https://olivesfordinner.com/2012/07/deep-fried-vegan-mac-and-cheese.html', 'https://olivesfordinner.com/wp-content/uploads/2012/07/7665545816_98fb6efe94-320x320.jpg'], ['Flowering Chive and Garlic Dumplings', 'https://olivesfordinner.com/2012/07/flowering-chive-and-garlic-dumplings.html', 'https://olivesfordinner.com/wp-content/uploads/2012/07/7582186006_74a1e56585-320x320.jpg'], ['Muhammara', 'https://olivesfordinner.com/2012/07/muhammara.html', 'https://olivesfordinner.com/wp-content/uploads/2012/07/7576216232_2cce8c7f20-320x320.jpg'], ['Dried and Fried Sriracha Chickpeas', 'https://olivesfordinner.com/2012/07/dried-and-fried-sriracha-chickpeas.html', 'https://olivesfordinner.com/wp-content/uploads/2012/07/7528146660_0b8fd339ef-320x320.jpg'], ['Vegan Mozzarella, Cherry Tomato and Basil Skewers', 'https://olivesfordinner.com/2012/07/vegan-mozzarella-cherry-tomato-and.html', 'https://olivesfordinner.com/wp-content/uploads/2012/07/7502952152_a665bf8a95-320x320.jpg'], ['Easy Refrigerator Pickles with Flowering Chives', 'https://olivesfordinner.com/2012/07/easy-refrigerator-pickles-wi.html', 'https://olivesfordinner.com/wp-content/uploads/2012/07/7480723494_e1118328c9-320x320.jpg'], ['Gingerade Kombucha Caviar', 'https://olivesfordinner.com/2012/06/gingerade-kombucha-caviar.html', 'https://olivesfordinner.com/wp-content/uploads/2012/06/7426883562_bff8f197b4-320x320.jpg'], ['Homemade Basil and Garlic Oil', 'https://olivesfordinner.com/2012/06/homemade-basil-and-garlic-oi.html', 'https://olivesfordinner.com/wp-content/uploads/2012/06/7388511020_7acacbaca4-320x296.jpg'], ['How to Fold a Wonton Dumpling', 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# coding: utf-8 # # Optimization Methods # # Until now, you've always used Gradient Descent to update the parameters and minimize the cost. In this notebook, you will learn more advanced optimization methods that can speed up learning and perhaps even get you to a better final value for the cost function. Having a good optimization algorithm can be the difference between waiting days vs. just a few hours to get a good result. # # Gradient descent goes "downhill" on a cost function $J$. Think of it as trying to do this: # <img src="images/cost.jpg" style="width:650px;height:300px;"> # <caption><center> <u> **Figure 1** </u>: **Minimizing the cost is like finding the lowest point in a hilly landscape**<br> At each step of the training, you update your parameters following a certain direction to try to get to the lowest possible point. </center></caption> # # **Notations**: As usual, $\frac{\partial J}{\partial a } = $ `da` for any variable `a`. # # To get started, run the following code to import the libraries you will need. # In[3]: import numpy as np import matplotlib.pyplot as plt import scipy.io import math import sklearn import sklearn.datasets from opt_utils import load_params_and_grads, initialize_parameters, forward_propagation, backward_propagation from opt_utils import compute_cost, predict, predict_dec, plot_decision_boundary, load_dataset from testCases import * get_ipython().magic('matplotlib inline') plt.rcParams['figure.figsize'] = (7.0, 4.0) # set default size of plots plt.rcParams['image.interpolation'] = 'nearest' plt.rcParams['image.cmap'] = 'gray' # ## 1 - Gradient Descent # # A simple optimization method in machine learning is gradient descent (GD). When you take gradient steps with respect to all $m$ examples on each step, it is also called Batch Gradient Descent. # # **Warm-up exercise**: Implement the gradient descent update rule. The gradient descent rule is, for $l = 1, ..., L$: # $$ W^{[l]} = W^{[l]} - \alpha \text{ } dW^{[l]} \tag{1}$$ # $$ b^{[l]} = b^{[l]} - \alpha \text{ } db^{[l]} \tag{2}$$ # # where L is the number of layers and $\alpha$ is the learning rate. All parameters should be stored in the `parameters` dictionary. Note that the iterator `l` starts at 0 in the `for` loop while the first parameters are $W^{[1]}$ and $b^{[1]}$. You need to shift `l` to `l+1` when coding. # In[4]: # GRADED FUNCTION: update_parameters_with_gd def update_parameters_with_gd(parameters, grads, learning_rate): """ Update parameters using one step of gradient descent Arguments: parameters -- python dictionary containing your parameters to be updated: parameters['W' + str(l)] = Wl parameters['b' + str(l)] = bl grads -- python dictionary containing your gradients to update each parameters: grads['dW' + str(l)] = dWl grads['db' + str(l)] = dbl learning_rate -- the learning rate, scalar. Returns: parameters -- python dictionary containing your updated parameters """ L = len(parameters) // 2 # number of layers in the neural networks # Update rule for each parameter for l in range(L): ### START CODE HERE ### (approx. 2 lines) parameters["W" + str(l+1)] = parameters["W" + str(l+1)] - learning_rate * grads["dW" + str(l+1)] parameters["b" + str(l+1)] = parameters["b" + str(l+1)] - learning_rate * grads["db" + str(l+1)] ### END CODE HERE ### return parameters # In[5]: parameters, grads, learning_rate = update_parameters_with_gd_test_case() parameters = update_parameters_with_gd(parameters, grads, learning_rate) print("W1 = " + str(parameters["W1"])) print("b1 = " + str(parameters["b1"])) print("W2 = " + str(parameters["W2"])) print("b2 = " + str(parameters["b2"])) # **Expected Output**: # # <table> # <tr> # <td > **W1** </td> # <td > [[ 1.63535156 -0.62320365 -0.53718766] # [-1.07799357 0.85639907 -2.29470142]] </td> # </tr> # # <tr> # <td > **b1** </td> # <td > [[ 1.74604067] # [-0.75184921]] </td> # </tr> # # <tr> # <td > **W2** </td> # <td > [[ 0.32171798 -0.25467393 1.46902454] # [-2.05617317 -0.31554548 -0.3756023 ] # [ 1.1404819 -1.09976462 -0.1612551 ]] </td> # </tr> # # <tr> # <td > **b2** </td> # <td > [[-0.88020257] # [ 0.02561572] # [ 0.57539477]] </td> # </tr> # </table> # # A variant of this is Stochastic Gradient Descent (SGD), which is equivalent to mini-batch gradient descent where each mini-batch has just 1 example. The update rule that you have just implemented does not change. What changes is that you would be computing gradients on just one training example at a time, rather than on the whole training set. The code examples below illustrate the difference between stochastic gradient descent and (batch) gradient descent. # # - **(Batch) Gradient Descent**: # # ``` python # X = data_input # Y = labels # parameters = initialize_parameters(layers_dims) # for i in range(0, num_iterations): # # Forward propagation # a, caches = forward_propagation(X, parameters) # # Compute cost. # cost = compute_cost(a, Y) # # Backward propagation. # grads = backward_propagation(a, caches, parameters) # # Update parameters. # parameters = update_parameters(parameters, grads) # # ``` # # - **Stochastic Gradient Descent**: # # ```python # X = data_input # Y = labels # parameters = initialize_parameters(layers_dims) # for i in range(0, num_iterations): # for j in range(0, m): # # Forward propagation # a, caches = forward_propagation(X[:,j], parameters) # # Compute cost # cost = compute_cost(a, Y[:,j]) # # Backward propagation # grads = backward_propagation(a, caches, parameters) # # Update parameters. # parameters = update_parameters(parameters, grads) # ``` # # In Stochastic Gradient Descent, you use only 1 training example before updating the gradients. When the training set is large, SGD can be faster. But the parameters will "oscillate" toward the minimum rather than converge smoothly. Here is an illustration of this: # # <img src="images/kiank_sgd.png" style="width:750px;height:250px;"> # <caption><center> <u> <font color='purple'> **Figure 1** </u><font color='purple'> : **SGD vs GD**<br> "+" denotes a minimum of the cost. SGD leads to many oscillations to reach convergence. But each step is a lot faster to compute for SGD than for GD, as it uses only one training example (vs. the whole batch for GD). </center></caption> # # **Note** also that implementing SGD requires 3 for-loops in total: # 1. Over the number of iterations # 2. Over the $m$ training examples # 3. Over the layers (to update all parameters, from $(W^{[1]},b^{[1]})$ to $(W^{[L]},b^{[L]})$) # # In practice, you'll often get faster results if you do not use neither the whole training set, nor only one training example, to perform each update. Mini-batch gradient descent uses an intermediate number of examples for each step. With mini-batch gradient descent, you loop over the mini-batches instead of looping over individual training examples. # # <img src="images/kiank_minibatch.png" style="width:750px;height:250px;"> # <caption><center> <u> <font color='purple'> **Figure 2** </u>: <font color='purple'> **SGD vs Mini-Batch GD**<br> "+" denotes a minimum of the cost. Using mini-batches in your optimization algorithm often leads to faster optimization. </center></caption> # # <font color='blue'> # **What you should remember**: # - The difference between gradient descent, mini-batch gradient descent and stochastic gradient descent is the number of examples you use to perform one update step. # - You have to tune a learning rate hyperparameter $\alpha$. # - With a well-turned mini-batch size, usually it outperforms either gradient descent or stochastic gradient descent (particularly when the training set is large). # ## 2 - Mini-Batch Gradient descent # # Let's learn how to build mini-batches from the training set (X, Y). # # There are two steps: # - **Shuffle**: Create a shuffled version of the training set (X, Y) as shown below. Each column of X and Y represents a training example. Note that the random shuffling is done synchronously between X and Y. Such that after the shuffling the $i^{th}$ column of X is the example corresponding to the $i^{th}$ label in Y. The shuffling step ensures that examples will be split randomly into different mini-batches. # # <img src="images/kiank_shuffle.png" style="width:550px;height:300px;"> # # - **Partition**: Partition the shuffled (X, Y) into mini-batches of size `mini_batch_size` (here 64). Note that the number of training examples is not always divisible by `mini_batch_size`. The last mini batch might be smaller, but you don't need to worry about this. When the final mini-batch is smaller than the full `mini_batch_size`, it will look like this: # # <img src="images/kiank_partition.png" style="width:550px;height:300px;"> # # **Exercise**: Implement `random_mini_batches`. We coded the shuffling part for you. To help you with the partitioning step, we give you the following code that selects the indexes for the $1^{st}$ and $2^{nd}$ mini-batches: # ```python # first_mini_batch_X = shuffled_X[:, 0 : mini_batch_size] # second_mini_batch_X = shuffled_X[:, mini_batch_size : 2 * mini_batch_size] # ... # ``` # # Note that the last mini-batch might end up smaller than `mini_batch_size=64`. Let $\lfloor s \rfloor$ represents $s$ rounded down to the nearest integer (this is `math.floor(s)` in Python). If the total number of examples is not a multiple of `mini_batch_size=64` then there will be $\lfloor \frac{m}{mini\_batch\_size}\rfloor$ mini-batches with a full 64 examples, and the number of examples in the final mini-batch will be ($m-mini_\_batch_\_size \times \lfloor \frac{m}{mini\_batch\_size}\rfloor$). # In[6]: # GRADED FUNCTION: random_mini_batches def random_mini_batches(X, Y, mini_batch_size = 64, seed = 0): """ Creates a list of random minibatches from (X, Y) Arguments: X -- input data, of shape (input size, number of examples) Y -- true "label" vector (1 for blue dot / 0 for red dot), of shape (1, number of examples) mini_batch_size -- size of the mini-batches, integer Returns: mini_batches -- list of synchronous (mini_batch_X, mini_batch_Y) """ np.random.seed(seed) # To make your "random" minibatches the same as ours m = X.shape[1] # number of training examples mini_batches = [] # Step 1: Shuffle (X, Y) permutation = list(np.random.permutation(m)) shuffled_X = X[:, permutation] shuffled_Y = Y[:, permutation].reshape((1,m)) # Step 2: Partition (shuffled_X, shuffled_Y). Minus the end case. num_complete_minibatches = math.floor(m/mini_batch_size) # number of mini batches of size mini_batch_size in your partitionning for k in range(0, num_complete_minibatches): ### START CODE HERE ### (approx. 2 lines) mini_batch_X = shuffled_X[:,k*mini_batch_size:(k+1)*mini_batch_size] mini_batch_Y = shuffled_Y[:,k*mini_batch_size:(k+1)*mini_batch_size] ### END CODE HERE ### mini_batch = (mini_batch_X, mini_batch_Y) mini_batches.append(mini_batch) # Handling the end case (last mini-batch < mini_batch_size) if m % mini_batch_size != 0: ### START CODE HERE ### (approx. 2 lines) mini_batch_X = shuffled_X[:,num_complete_minibatches*mini_batch_size:] mini_batch_Y = shuffled_Y[:,num_complete_minibatches*mini_batch_size:] ### END CODE HERE ### mini_batch = (mini_batch_X, mini_batch_Y) mini_batches.append(mini_batch) return mini_batches # In[7]: X_assess, Y_assess, mini_batch_size = random_mini_batches_test_case() mini_batches = random_mini_batches(X_assess, Y_assess, mini_batch_size) print ("shape of the 1st mini_batch_X: " + str(mini_batches[0][0].shape)) print ("shape of the 2nd mini_batch_X: " + str(mini_batches[1][0].shape)) print ("shape of the 3rd mini_batch_X: " + str(mini_batches[2][0].shape)) print ("shape of the 1st mini_batch_Y: " + str(mini_batches[0][1].shape)) print ("shape of the 2nd mini_batch_Y: " + str(mini_batches[1][1].shape)) print ("shape of the 3rd mini_batch_Y: " + str(mini_batches[2][1].shape)) print ("mini batch sanity check: " + str(mini_batches[0][0][0][0:3])) # **Expected Output**: # # <table style="width:50%"> # <tr> # <td > **shape of the 1st mini_batch_X** </td> # <td > (12288, 64) </td> # </tr> # # <tr> # <td > **shape of the 2nd mini_batch_X** </td> # <td > (12288, 64) </td> # </tr> # # <tr> # <td > **shape of the 3rd mini_batch_X** </td> # <td > (12288, 20) </td> # </tr> # <tr> # <td > **shape of the 1st mini_batch_Y** </td> # <td > (1, 64) </td> # </tr> # <tr> # <td > **shape of the 2nd mini_batch_Y** </td> # <td > (1, 64) </td> # </tr> # <tr> # <td > **shape of the 3rd mini_batch_Y** </td> # <td > (1, 20) </td> # </tr> # <tr> # <td > **mini batch sanity check** </td> # <td > [ 0.90085595 -0.7612069 0.2344157 ] </td> # </tr> # # </table> # <font color='blue'> # **What you should remember**: # - Shuffling and Partitioning are the two steps required to build mini-batches # - Powers of two are often chosen to be the mini-batch size, e.g., 16, 32, 64, 128. # ## 3 - Momentum # # Because mini-batch gradient descent makes a parameter update after seeing just a subset of examples, the direction of the update has some variance, and so the path taken by mini-batch gradient descent will "oscillate" toward convergence. Using momentum can reduce these oscillations. # # Momentum takes into account the past gradients to smooth out the update. We will store the 'direction' of the previous gradients in the variable $v$. Formally, this will be the exponentially weighted average of the gradient on previous steps. You can also think of $v$ as the "velocity" of a ball rolling downhill, building up speed (and momentum) according to the direction of the gradient/slope of the hill. # # <img src="images/opt_momentum.png" style="width:400px;height:250px;"> # <caption><center> <u><font color='purple'>**Figure 3**</u><font color='purple'>: The red arrows shows the direction taken by one step of mini-batch gradient descent with momentum. The blue points show the direction of the gradient (with respect to the current mini-batch) on each step. Rather than just following the gradient, we let the gradient influence $v$ and then take a step in the direction of $v$.<br> <font color='black'> </center> # # # **Exercise**: Initialize the velocity. The velocity, $v$, is a python dictionary that needs to be initialized with arrays of zeros. Its keys are the same as those in the `grads` dictionary, that is: # for $l =1,...,L$: # ```python # v["dW" + str(l+1)] = ... #(numpy array of zeros with the same shape as parameters["W" + str(l+1)]) # v["db" + str(l+1)] = ... #(numpy array of zeros with the same shape as parameters["b" + str(l+1)]) # ``` # **Note** that the iterator l starts at 0 in the for loop while the first parameters are v["dW1"] and v["db1"] (that's a "one" on the superscript). This is why we are shifting l to l+1 in the `for` loop. # In[8]: # GRADED FUNCTION: initialize_velocity def initialize_velocity(parameters): """ Initializes the velocity as a python dictionary with: - keys: "dW1", "db1", ..., "dWL", "dbL" - values: numpy arrays of zeros of the same shape as the corresponding gradients/parameters. Arguments: parameters -- python dictionary containing your parameters. parameters['W' + str(l)] = Wl parameters['b' + str(l)] = bl Returns: v -- python dictionary containing the current velocity. v['dW' + str(l)] = velocity of dWl v['db' + str(l)] = velocity of dbl """ L = len(parameters) // 2 # number of layers in the neural networks v = {} # Initialize velocity for l in range(L): ### START CODE HERE ### (approx. 2 lines) v["dW" + str(l+1)] = np.zeros(parameters["W" + str(l+1)].shape) v["db" + str(l+1)] = np.zeros(parameters["b" + str(l+1)].shape) ### END CODE HERE ### return v # In[9]: parameters = initialize_velocity_test_case() v = initialize_velocity(parameters) print("v[\"dW1\"] = " + str(v["dW1"])) print("v[\"db1\"] = " + str(v["db1"])) print("v[\"dW2\"] = " + str(v["dW2"])) print("v[\"db2\"] = " + str(v["db2"])) # **Expected Output**: # # <table style="width:40%"> # <tr> # <td > **v["dW1"]** </td> # <td > [[ 0. 0. 0.] # [ 0. 0. 0.]] </td> # </tr> # # <tr> # <td > **v["db1"]** </td> # <td > [[ 0.] # [ 0.]] </td> # </tr> # # <tr> # <td > **v["dW2"]** </td> # <td > [[ 0. 0. 0.] # [ 0. 0. 0.] # [ 0. 0. 0.]] </td> # </tr> # # <tr> # <td > **v["db2"]** </td> # <td > [[ 0.] # [ 0.] # [ 0.]] </td> # </tr> # </table> # # **Exercise**: Now, implement the parameters update with momentum. The momentum update rule is, for $l = 1, ..., L$: # # $$ \begin{cases} # v_{dW^{[l]}} = \beta v_{dW^{[l]}} + (1 - \beta) dW^{[l]} \\ # W^{[l]} = W^{[l]} - \alpha v_{dW^{[l]}} # \end{cases}\tag{3}$$ # # $$\begin{cases} # v_{db^{[l]}} = \beta v_{db^{[l]}} + (1 - \beta) db^{[l]} \\ # b^{[l]} = b^{[l]} - \alpha v_{db^{[l]}} # \end{cases}\tag{4}$$ # # where L is the number of layers, $\beta$ is the momentum and $\alpha$ is the learning rate. All parameters should be stored in the `parameters` dictionary. Note that the iterator `l` starts at 0 in the `for` loop while the first parameters are $W^{[1]}$ and $b^{[1]}$ (that's a "one" on the superscript). So you will need to shift `l` to `l+1` when coding. # In[10]: # GRADED FUNCTION: update_parameters_with_momentum def update_parameters_with_momentum(parameters, grads, v, beta, learning_rate): """ Update parameters using Momentum Arguments: parameters -- python dictionary containing your parameters: parameters['W' + str(l)] = Wl parameters['b' + str(l)] = bl grads -- python dictionary containing your gradients for each parameters: grads['dW' + str(l)] = dWl grads['db' + str(l)] = dbl v -- python dictionary containing the current velocity: v['dW' + str(l)] = ... v['db' + str(l)] = ... beta -- the momentum hyperparameter, scalar learning_rate -- the learning rate, scalar Returns: parameters -- python dictionary containing your updated parameters v -- python dictionary containing your updated velocities """ L = len(parameters) // 2 # number of layers in the neural networks # Momentum update for each parameter for l in range(L): ### START CODE HERE ### (approx. 4 lines) # compute velocities v["dW" + str(l+1)] = beta * v["dW" + str(l+1)] + (1-beta) * grads["dW" + str(l+1)] v["db" + str(l+1)] = beta * v["db" + str(l+1)] + (1-beta) * grads["db" + str(l+1)] # update parameters parameters["W" + str(l+1)] = parameters["W" + str(l+1)] - learning_rate * v["dW" + str(l+1)] parameters["b" + str(l+1)] = parameters["b" + str(l+1)] - learning_rate * v["db" + str(l+1)] ### END CODE HERE ### return parameters, v # In[11]: parameters, grads, v = update_parameters_with_momentum_test_case() parameters, v = update_parameters_with_momentum(parameters, grads, v, beta = 0.9, learning_rate = 0.01) print("W1 = " + str(parameters["W1"])) print("b1 = " + str(parameters["b1"])) print("W2 = " + str(parameters["W2"])) print("b2 = " + str(parameters["b2"])) print("v[\"dW1\"] = " + str(v["dW1"])) print("v[\"db1\"] = " + str(v["db1"])) print("v[\"dW2\"] = " + str(v["dW2"])) print("v[\"db2\"] = " + str(v["db2"])) # **Expected Output**: # # <table style="width:90%"> # <tr> # <td > **W1** </td> # <td > [[ 1.62544598 -0.61290114 -0.52907334] # [-1.07347112 0.86450677 -2.30085497]] </td> # </tr> # # <tr> # <td > **b1** </td> # <td > [[ 1.74493465] # [-0.76027113]] </td> # </tr> # # <tr> # <td > **W2** </td> # <td > [[ 0.31930698 -0.24990073 1.4627996 ] # [-2.05974396 -0.32173003 -0.38320915] # [ 1.13444069 -1.0998786 -0.1713109 ]] </td> # </tr> # # <tr> # <td > **b2** </td> # <td > [[-0.87809283] # [ 0.04055394] # [ 0.58207317]] </td> # </tr> # # <tr> # <td > **v["dW1"]** </td> # <td > [[-0.11006192 0.11447237 0.09015907] # [ 0.05024943 0.09008559 -0.06837279]] </td> # </tr> # # <tr> # <td > **v["db1"]** </td> # <td > [[-0.01228902] # [-0.09357694]] </td> # </tr> # # <tr> # <td > **v["dW2"]** </td> # <td > [[-0.02678881 0.05303555 -0.06916608] # [-0.03967535 -0.06871727 -0.08452056] # [-0.06712461 -0.00126646 -0.11173103]] </td> # </tr> # # <tr> # <td > **v["db2"]** </td> # <td > [[ 0.02344157] # [ 0.16598022] # [ 0.07420442]]</td> # </tr> # </table> # # # **Note** that: # - The velocity is initialized with zeros. So the algorithm will take a few iterations to "build up" velocity and start to take bigger steps. # - If $\beta = 0$, then this just becomes standard gradient descent without momentum. # # **How do you choose $\beta$?** # # - The larger the momentum $\beta$ is, the smoother the update because the more we take the past gradients into account. But if $\beta$ is too big, it could also smooth out the updates too much. # - Common values for $\beta$ range from 0.8 to 0.999. If you don't feel inclined to tune this, $\beta = 0.9$ is often a reasonable default. # - Tuning the optimal $\beta$ for your model might need trying several values to see what works best in term of reducing the value of the cost function $J$. # <font color='blue'> # **What you should remember**: # - Momentum takes past gradients into account to smooth out the steps of gradient descent. It can be applied with batch gradient descent, mini-batch gradient descent or stochastic gradient descent. # - You have to tune a momentum hyperparameter $\beta$ and a learning rate $\alpha$. # ## 4 - Adam # # Adam is one of the most effective optimization algorithms for training neural networks. It combines ideas from RMSProp (described in lecture) and Momentum. # # **How does Adam work?** # 1. It calculates an exponentially weighted average of past gradients, and stores it in variables $v$ (before bias correction) and $v^{corrected}$ (with bias correction). # 2. It calculates an exponentially weighted average of the squares of the past gradients, and stores it in variables $s$ (before bias correction) and $s^{corrected}$ (with bias correction). # 3. It updates parameters in a direction based on combining information from "1" and "2". # # The update rule is, for $l = 1, ..., L$: # # $$\begin{cases} # v_{dW^{[l]}} = \beta_1 v_{dW^{[l]}} + (1 - \beta_1) \frac{\partial \mathcal{J} }{ \partial W^{[l]} } \\ # v^{corrected}_{dW^{[l]}} = \frac{v_{dW^{[l]}}}{1 - (\beta_1)^t} \\ # s_{dW^{[l]}} = \beta_2 s_{dW^{[l]}} + (1 - \beta_2) (\frac{\partial \mathcal{J} }{\partial W^{[l]} })^2 \\ # s^{corrected}_{dW^{[l]}} = \frac{s_{dW^{[l]}}}{1 - (\beta_1)^t} \\ # W^{[l]} = W^{[l]} - \alpha \frac{v^{corrected}_{dW^{[l]}}}{\sqrt{s^{corrected}_{dW^{[l]}}} + \varepsilon} # \end{cases}$$ # where: # - t counts the number of steps taken of Adam # - L is the number of layers # - $\beta_1$ and $\beta_2$ are hyperparameters that control the two exponentially weighted averages. # - $\alpha$ is the learning rate # - $\varepsilon$ is a very small number to avoid dividing by zero # # As usual, we will store all parameters in the `parameters` dictionary # **Exercise**: Initialize the Adam variables $v, s$ which keep track of the past information. # # **Instruction**: The variables $v, s$ are python dictionaries that need to be initialized with arrays of zeros. Their keys are the same as for `grads`, that is: # for $l = 1, ..., L$: # ```python # v["dW" + str(l+1)] = ... #(numpy array of zeros with the same shape as parameters["W" + str(l+1)]) # v["db" + str(l+1)] = ... #(numpy array of zeros with the same shape as parameters["b" + str(l+1)]) # s["dW" + str(l+1)] = ... #(numpy array of zeros with the same shape as parameters["W" + str(l+1)]) # s["db" + str(l+1)] = ... #(numpy array of zeros with the same shape as parameters["b" + str(l+1)]) # # ``` # In[14]: # GRADED FUNCTION: initialize_adam def initialize_adam(parameters) : """ Initializes v and s as two python dictionaries with: - keys: "dW1", "db1", ..., "dWL", "dbL" - values: numpy arrays of zeros of the same shape as the corresponding gradients/parameters. Arguments: parameters -- python dictionary containing your parameters. parameters["W" + str(l)] = Wl parameters["b" + str(l)] = bl Returns: v -- python dictionary that will contain the exponentially weighted average of the gradient. v["dW" + str(l)] = ... v["db" + str(l)] = ... s -- python dictionary that will contain the exponentially weighted average of the squared gradient. s["dW" + str(l)] = ... s["db" + str(l)] = ... """ L = len(parameters) // 2 # number of layers in the neural networks v = {} s = {} # Initialize v, s. Input: "parameters". Outputs: "v, s". for l in range(L): ### START CODE HERE ### (approx. 4 lines) v["dW" + str(l+1)] = np.zeros(parameters["W" + str(l+1)].shape) v["db" + str(l+1)] = np.zeros(parameters["b" + str(l+1)].shape) s["dW" + str(l+1)] = np.zeros(parameters["W" + str(l+1)].shape) s["db" + str(l+1)] = np.zeros(parameters["b" + str(l+1)].shape) ### END CODE HERE ### return v, s # In[15]: parameters = initialize_adam_test_case() v, s = initialize_adam(parameters) print("v[\"dW1\"] = " + str(v["dW1"])) print("v[\"db1\"] = " + str(v["db1"])) print("v[\"dW2\"] = " + str(v["dW2"])) print("v[\"db2\"] = " + str(v["db2"])) print("s[\"dW1\"] = " + str(s["dW1"])) print("s[\"db1\"] = " + str(s["db1"])) print("s[\"dW2\"] = " + str(s["dW2"])) print("s[\"db2\"] = " + str(s["db2"])) # **Expected Output**: # # <table style="width:40%"> # <tr> # <td > **v["dW1"]** </td> # <td > [[ 0. 0. 0.] # [ 0. 0. 0.]] </td> # </tr> # # <tr> # <td > **v["db1"]** </td> # <td > [[ 0.] # [ 0.]] </td> # </tr> # # <tr> # <td > **v["dW2"]** </td> # <td > [[ 0. 0. 0.] # [ 0. 0. 0.] # [ 0. 0. 0.]] </td> # </tr> # # <tr> # <td > **v["db2"]** </td> # <td > [[ 0.] # [ 0.] # [ 0.]] </td> # </tr> # <tr> # <td > **s["dW1"]** </td> # <td > [[ 0. 0. 0.] # [ 0. 0. 0.]] </td> # </tr> # # <tr> # <td > **s["db1"]** </td> # <td > [[ 0.] # [ 0.]] </td> # </tr> # # <tr> # <td > **s["dW2"]** </td> # <td > [[ 0. 0. 0.] # [ 0. 0. 0.] # [ 0. 0. 0.]] </td> # </tr> # # <tr> # <td > **s["db2"]** </td> # <td > [[ 0.] # [ 0.] # [ 0.]] </td> # </tr> # # </table> # # **Exercise**: Now, implement the parameters update with Adam. Recall the general update rule is, for $l = 1, ..., L$: # # $$\begin{cases} # v_{W^{[l]}} = \beta_1 v_{W^{[l]}} + (1 - \beta_1) \frac{\partial J }{ \partial W^{[l]} } \\ # v^{corrected}_{W^{[l]}} = \frac{v_{W^{[l]}}}{1 - (\beta_1)^t} \\ # s_{W^{[l]}} = \beta_2 s_{W^{[l]}} + (1 - \beta_2) (\frac{\partial J }{\partial W^{[l]} })^2 \\ # s^{corrected}_{W^{[l]}} = \frac{s_{W^{[l]}}}{1 - (\beta_2)^t} \\ # W^{[l]} = W^{[l]} - \alpha \frac{v^{corrected}_{W^{[l]}}}{\sqrt{s^{corrected}_{W^{[l]}}}+\varepsilon} # \end{cases}$$ # # # **Note** that the iterator `l` starts at 0 in the `for` loop while the first parameters are $W^{[1]}$ and $b^{[1]}$. You need to shift `l` to `l+1` when coding. # In[16]: # GRADED FUNCTION: update_parameters_with_adam def update_parameters_with_adam(parameters, grads, v, s, t, learning_rate = 0.01, beta1 = 0.9, beta2 = 0.999, epsilon = 1e-8): """ Update parameters using Adam Arguments: parameters -- python dictionary containing your parameters: parameters['W' + str(l)] = Wl parameters['b' + str(l)] = bl grads -- python dictionary containing your gradients for each parameters: grads['dW' + str(l)] = dWl grads['db' + str(l)] = dbl v -- Adam variable, moving average of the first gradient, python dictionary s -- Adam variable, moving average of the squared gradient, python dictionary learning_rate -- the learning rate, scalar. beta1 -- Exponential decay hyperparameter for the first moment estimates beta2 -- Exponential decay hyperparameter for the second moment estimates epsilon -- hyperparameter preventing division by zero in Adam updates Returns: parameters -- python dictionary containing your updated parameters v -- Adam variable, moving average of the first gradient, python dictionary s -- Adam variable, moving average of the squared gradient, python dictionary """ L = len(parameters) // 2 # number of layers in the neural networks v_corrected = {} # Initializing first moment estimate, python dictionary s_corrected = {} # Initializing second moment estimate, python dictionary # Perform Adam update on all parameters for l in range(L): # Moving average of the gradients. Inputs: "v, grads, beta1". Output: "v". ### START CODE HERE ### (approx. 2 lines) v["dW" + str(l+1)] = beta1 * v["dW" + str(l+1)] + (1-beta1) * grads["dW" + str(l+1)] v["db" + str(l+1)] = beta1 * v["db" + str(l+1)] + (1-beta1) * grads["db" + str(l+1)] ### END CODE HERE ### # Compute bias-corrected first moment estimate. Inputs: "v, beta1, t". Output: "v_corrected". ### START CODE HERE ### (approx. 2 lines) v_corrected["dW" + str(l+1)] = v["dW" + str(l+1)] / (1 - beta1 ** t) v_corrected["db" + str(l+1)] = v["db" + str(l+1)] / (1 - beta1 ** t) ### END CODE HERE ### # Moving average of the squared gradients. Inputs: "s, grads, beta2". Output: "s". ### START CODE HERE ### (approx. 2 lines) s["dW" + str(l+1)] = beta2 * s["dW" + str(l+1)] + (1-beta2) * (grads["dW" + str(l+1)]**2) s["db" + str(l+1)] = beta2 * s["db" + str(l+1)] + (1-beta2) * (grads["db" + str(l+1)]**2) ### END CODE HERE ### # Compute bias-corrected second raw moment estimate. Inputs: "s, beta2, t". Output: "s_corrected". ### START CODE HERE ### (approx. 2 lines) s_corrected["dW" + str(l+1)] = s["dW" + str(l+1)] / (1 - beta2 ** t) s_corrected["db" + str(l+1)] = s["db" + str(l+1)] / (1 - beta2 ** t) ### END CODE HERE ### # Update parameters. Inputs: "parameters, learning_rate, v_corrected, s_corrected, epsilon". Output: "parameters". ### START CODE HERE ### (approx. 2 lines) parameters["W" + str(l+1)] = parameters["W" + str(l+1)] - learning_rate * v_corrected["dW" + str(l+1)] /(s_corrected["dW" + str(l+1)]**0.5 + epsilon ) parameters["b" + str(l+1)] = parameters["b" + str(l+1)] - learning_rate * v_corrected["db" + str(l+1)] /(s_corrected["db" + str(l+1)]**0.5 + epsilon ) ### END CODE HERE ### return parameters, v, s # In[17]: parameters, grads, v, s = update_parameters_with_adam_test_case() parameters, v, s = update_parameters_with_adam(parameters, grads, v, s, t = 2) print("W1 = " + str(parameters["W1"])) print("b1 = " + str(parameters["b1"])) print("W2 = " + str(parameters["W2"])) print("b2 = " + str(parameters["b2"])) print("v[\"dW1\"] = " + str(v["dW1"])) print("v[\"db1\"] = " + str(v["db1"])) print("v[\"dW2\"] = " + str(v["dW2"])) print("v[\"db2\"] = " + str(v["db2"])) print("s[\"dW1\"] = " + str(s["dW1"])) print("s[\"db1\"] = " + str(s["db1"])) print("s[\"dW2\"] = " + str(s["dW2"])) print("s[\"db2\"] = " + str(s["db2"])) # **Expected Output**: # # <table> # <tr> # <td > **W1** </td> # <td > [[ 1.63178673 -0.61919778 -0.53561312] # [-1.08040999 0.85796626 -2.29409733]] </td> # </tr> # # <tr> # <td > **b1** </td> # <td > [[ 1.75225313] # [-0.75376553]] </td> # </tr> # # <tr> # <td > **W2** </td> # <td > [[ 0.32648046 -0.25681174 1.46954931] # [-2.05269934 -0.31497584 -0.37661299] # [ 1.14121081 -1.09245036 -0.16498684]] </td> # </tr> # # <tr> # <td > **b2** </td> # <td > [[-0.88529978] # [ 0.03477238] # [ 0.57537385]] </td> # </tr> # <tr> # <td > **v["dW1"]** </td> # <td > [[-0.11006192 0.11447237 0.09015907] # [ 0.05024943 0.09008559 -0.06837279]] </td> # </tr> # # <tr> # <td > **v["db1"]** </td> # <td > [[-0.01228902] # [-0.09357694]] </td> # </tr> # # <tr> # <td > **v["dW2"]** </td> # <td > [[-0.02678881 0.05303555 -0.06916608] # [-0.03967535 -0.06871727 -0.08452056] # [-0.06712461 -0.00126646 -0.11173103]] </td> # </tr> # # <tr> # <td > **v["db2"]** </td> # <td > [[ 0.02344157] # [ 0.16598022] # [ 0.07420442]] </td> # </tr> # <tr> # <td > **s["dW1"]** </td> # <td > [[ 0.00121136 0.00131039 0.00081287] # [ 0.0002525 0.00081154 0.00046748]] </td> # </tr> # # <tr> # <td > **s["db1"]** </td> # <td > [[ 1.51020075e-05] # [ 8.75664434e-04]] </td> # </tr> # # <tr> # <td > **s["dW2"]** </td> # <td > [[ 7.17640232e-05 2.81276921e-04 4.78394595e-04] # [ 1.57413361e-04 4.72206320e-04 7.14372576e-04] # [ 4.50571368e-04 1.60392066e-07 1.24838242e-03]] </td> # </tr> # # <tr> # <td > **s["db2"]** </td> # <td > [[ 5.49507194e-05] # [ 2.75494327e-03] # [ 5.50629536e-04]] </td> # </tr> # </table> # # You now have three working optimization algorithms (mini-batch gradient descent, Momentum, Adam). Let's implement a model with each of these optimizers and observe the difference. # ## 5 - Model with different optimization algorithms # # Lets use the following "moons" dataset to test the different optimization methods. (The dataset is named "moons" because the data from each of the two classes looks a bit like a crescent-shaped moon.) # In[18]: train_X, train_Y = load_dataset() # We have already implemented a 3-layer neural network. You will train it with: # - Mini-batch **Gradient Descent**: it will call your function: # - `update_parameters_with_gd()` # - Mini-batch **Momentum**: it will call your functions: # - `initialize_velocity()` and `update_parameters_with_momentum()` # - Mini-batch **Adam**: it will call your functions: # - `initialize_adam()` and `update_parameters_with_adam()` # In[19]: def model(X, Y, layers_dims, optimizer, learning_rate = 0.0007, mini_batch_size = 64, beta = 0.9, beta1 = 0.9, beta2 = 0.999, epsilon = 1e-8, num_epochs = 10000, print_cost = True): """ 3-layer neural network model which can be run in different optimizer modes. Arguments: X -- input data, of shape (2, number of examples) Y -- true "label" vector (1 for blue dot / 0 for red dot), of shape (1, number of examples) layers_dims -- python list, containing the size of each layer learning_rate -- the learning rate, scalar. mini_batch_size -- the size of a mini batch beta -- Momentum hyperparameter beta1 -- Exponential decay hyperparameter for the past gradients estimates beta2 -- Exponential decay hyperparameter for the past squared gradients estimates epsilon -- hyperparameter preventing division by zero in Adam updates num_epochs -- number of epochs print_cost -- True to print the cost every 1000 epochs Returns: parameters -- python dictionary containing your updated parameters """ L = len(layers_dims) # number of layers in the neural networks costs = [] # to keep track of the cost t = 0 # initializing the counter required for Adam update seed = 10 # For grading purposes, so that your "random" minibatches are the same as ours # Initialize parameters parameters = initialize_parameters(layers_dims) # Initialize the optimizer if optimizer == "gd": pass # no initialization required for gradient descent elif optimizer == "momentum": v = initialize_velocity(parameters) elif optimizer == "adam": v, s = initialize_adam(parameters) # Optimization loop for i in range(num_epochs): # Define the random minibatches. We increment the seed to reshuffle differently the dataset after each epoch seed = seed + 1 minibatches = random_mini_batches(X, Y, mini_batch_size, seed) for minibatch in minibatches: # Select a minibatch (minibatch_X, minibatch_Y) = minibatch # Forward propagation a3, caches = forward_propagation(minibatch_X, parameters) # Compute cost cost = compute_cost(a3, minibatch_Y) # Backward propagation grads = backward_propagation(minibatch_X, minibatch_Y, caches) # Update parameters if optimizer == "gd": parameters = update_parameters_with_gd(parameters, grads, learning_rate) elif optimizer == "momentum": parameters, v = update_parameters_with_momentum(parameters, grads, v, beta, learning_rate) elif optimizer == "adam": t = t + 1 # Adam counter parameters, v, s = update_parameters_with_adam(parameters, grads, v, s, t, learning_rate, beta1, beta2, epsilon) # Print the cost every 1000 epoch if print_cost and i % 1000 == 0: print ("Cost after epoch %i: %f" %(i, cost)) if print_cost and i % 100 == 0: costs.append(cost) # plot the cost plt.plot(costs) plt.ylabel('cost') plt.xlabel('epochs (per 100)') plt.title("Learning rate = " + str(learning_rate)) plt.show() return parameters # You will now run this 3 layer neural network with each of the 3 optimization methods. # # ### 5.1 - Mini-batch Gradient descent # # Run the following code to see how the model does with mini-batch gradient descent. # In[20]: # train 3-layer model layers_dims = [train_X.shape[0], 5, 2, 1] parameters = model(train_X, train_Y, layers_dims, optimizer = "gd") # Predict predictions = predict(train_X, train_Y, parameters) # Plot decision boundary plt.title("Model with Gradient Descent optimization") axes = plt.gca() axes.set_xlim([-1.5,2.5]) axes.set_ylim([-1,1.5]) plot_decision_boundary(lambda x: predict_dec(parameters, x.T), train_X, train_Y) # ### 5.2 - Mini-batch gradient descent with momentum # # Run the following code to see how the model does with momentum. Because this example is relatively simple, the gains from using momemtum are small; but for more complex problems you might see bigger gains. # In[21]: # train 3-layer model layers_dims = [train_X.shape[0], 5, 2, 1] parameters = model(train_X, train_Y, layers_dims, beta = 0.9, optimizer = "momentum") # Predict predictions = predict(train_X, train_Y, parameters) # Plot decision boundary plt.title("Model with Momentum optimization") axes = plt.gca() axes.set_xlim([-1.5,2.5]) axes.set_ylim([-1,1.5]) plot_decision_boundary(lambda x: predict_dec(parameters, x.T), train_X, train_Y) # ### 5.3 - Mini-batch with Adam mode # # Run the following code to see how the model does with Adam. # In[22]: # train 3-layer model layers_dims = [train_X.shape[0], 5, 2, 1] parameters = model(train_X, train_Y, layers_dims, optimizer = "adam") # Predict predictions = predict(train_X, train_Y, parameters) # Plot decision boundary plt.title("Model with Adam optimization") axes = plt.gca() axes.set_xlim([-1.5,2.5]) axes.set_ylim([-1,1.5]) plot_decision_boundary(lambda x: predict_dec(parameters, x.T), train_X, train_Y) # ### 5.4 - Summary # # <table> # <tr> # <td> # **optimization method** # </td> # <td> # **accuracy** # </td> # <td> # **cost shape** # </td> # # </tr> # <td> # Gradient descent # </td> # <td> # 79.7% # </td> # <td> # oscillations # </td> # <tr> # <td> # Momentum # </td> # <td> # 79.7% # </td> # <td> # oscillations # </td> # </tr> # <tr> # <td> # Adam # </td> # <td> # 94% # </td> # <td> # smoother # </td> # </tr> # </table> # # Momentum usually helps, but given the small learning rate and the simplistic dataset, its impact is almost negligeable. Also, the huge oscillations you see in the cost come from the fact that some minibatches are more difficult thans others for the optimization algorithm. # # Adam on the other hand, clearly outperforms mini-batch gradient descent and Momentum. If you run the model for more epochs on this simple dataset, all three methods will lead to very good results. However, you've seen that Adam converges a lot faster. # # Some advantages of Adam include: # - Relatively low memory requirements (though higher than gradient descent and gradient descent with momentum) # - Usually works well even with little tuning of hyperparameters (except $\alpha$) # **References**: # # - Adam paper: https://arxiv.org/pdf/1412.6980.pdf
[ "zhuzhenwei95@gmail.com" ]
zhuzhenwei95@gmail.com
94c209d3d25c989f349ccd38025fa4dd3e3dbd18
7f35d7d1b8f203217f47a615ca8efdb5e17976db
/algo/second/p693_binary_number_with_alternating_bits.py
1c70b23a02fcb9375c33a53430168b55fc331bdc
[]
no_license
thinkreed/lc.py
767dd61f4c9454f09e66e48b2974b8d049d6e448
ba6b2500b86489cc34852ff73ba0915e57aa0275
refs/heads/master
2020-05-16T14:49:18.261246
2019-07-16T23:42:12
2019-07-16T23:42:12
183,113,318
3
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py
class Solution(object): def hasAlternatingBits(self, n): """ :type n: int :rtype: bool """ a = n ^ (n / 2) b = a + 1 return not (a & b)
[ "thinkreed2017@outlook.com" ]
thinkreed2017@outlook.com
af504185ba8ca0856e0f15dcd57e1301d574f6b8
5a0bc261e7ed7418a1237c01ba25155c519e5909
/Chapter7/Chapter7part23.py
05c0d9dfe38692f6b9c422f5e843cbef73ccd55f
[]
no_license
jsigner/ESC411
b4af0e3ee09e75c1df5b2879d1a792b1cb8ab029
4481449c649e755264605ba619f5a8b9a47894bc
refs/heads/master
2020-12-20T15:02:59.783210
2020-01-29T11:19:28
2020-01-29T11:19:28
236,115,351
0
0
null
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null
UTF-8
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688
py
import numpy as np def diff2(u): N = len(u) d2u = [0]*N d2u[0] = u[1]-u[0] d2u[N-1] = u[N-2]-u[N-1] for n in range(1,N-1): d2u[n] = u[n+1] + u[n-1]-2*u[n] return(np.array(d2u)) def RHS(u,dx): N=len(u) d2=diff2(u) r=np.array([0.0 for n in range(N)]) for n in range(0,N): r[n]=u[n]*(1-u[n])+d2[n]/dx**2 return(r) def numsolFK(u0,dx,dt,N): n=len(u0) u=[np.array([0.0]*n) for i in range(N)] u[0]=u0 for t in range(1,N): u[t]=u[t-1]+dt*RHS(u[t-1]+(dt/2)*RHS(u[t-1],dx),dx) #print(dt*RHS(u[t] + (dt / 2) * RHS(u[t], dx), dx)) return(u) print(numsolFK(np.array([0,0,0,2.5,1,0,0]),0.1,0.1,100))
[ "jens.signer@uzh.ch" ]
jens.signer@uzh.ch
05dec73c900f0b0c9e402c0259bf21ec5f4c80fb
91f5e289978190e5ae673aeef64da6d2eea003b7
/Python/run_manual_prcrawler.py
eec0b1162c7d0cd14b14743dd25802c1477c1031
[]
no_license
sdownin/mmc-pharma
59699e715a7d09057b520d98747523ab7e15c0fa
2605a749a697b62cd1f5402f6566296fd6c83113
refs/heads/master
2020-04-19T01:04:15.674176
2019-06-07T06:58:46
2019-06-07T06:58:46
167,863,040
0
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# -*- coding: utf-8 -*- """ Created on Mon Apr 15 12:34:08 2019 @author: T430 """ import os import pandas as pd from argparse import ArgumentParser from manual_prcrawler import ManualPRCrawler def run(): """ Main web crawler run function """ work_dir = 'C:\\Users\\T430\\Google Drive\\PhD\\Research\\MMC\\pharma_encounters\\mmc-pharma' data_dir = os.path.join(work_dir, 'analysis_data') # ## add logs directory # log_dir = os.path.join(work_dir,'logs') # if not os.path.exists(log_dir): # os.makedirs(log_dir) # ## logging # configure_logging(install_root_handler=False) # logging.basicConfig( # filename=os.path.join(log_dir,'log_%s.txt' % round(timestamp())), # format='%(levelname)s: %(message)s', # level=logging.INFO # ) ## parse arguments par = ArgumentParser(description="Run Manual Industry Press Release Crawler") par.add_argument('-f','--files', type=str, help="The data files to process (comma separated)") par.add_argument('-n','--names', type=str, help="The firm names to crawl (comma separated)") args = par.parse_args() files = args.files.split(',') if args.files is not None else [] names = args.names.split(',') if args.names is not None else [] ## if no files specified, run all files in data dir if not files: files = os.listdir(data_dir) print('files to crawl:') print(files) ## run crawlers for each data file for file in files: ## check data file if file not in os.listdir(data_dir): print('skipping missing file %s' % file) next else: print('processing file: %s' % file) ## load data df = pd.read_csv(os.path.join(data_dir, file), na_values=[""]) ## run web crawlers per domain in data file for index, row in df.iterrows(): ## check firm name if names and row.name not in names: next ## dynamic content: temporarily skip if int(row.pdf): print(' skipping %s for dynamic pdf content' % row.name) next ## runner crawl spider print(' running firm %s' % row.name) clr = ManualPRCrawler(row.to_dict(), data_dir) clr.fetch_article_urls() clr.fetch_articles() print(clr.article_urls) if __name__ == '__main__': run()
[ "stephendowning2008@gmail.com" ]
stephendowning2008@gmail.com
78fce8646714678588c09f4232057ee8abcbf17f
075e491540481578d68665bc7679c68a0281e6e2
/finance/stock.py
00575fbd38c0bd30e6404c3483f99c259ca44e8d
[]
no_license
ChenChihChiang/Hahow-Python-Web
4a4505d37fa49721b1528c7f726cf0b38a40d2da
3b5feeb65d88090d8f663f8ba7e84e024d26c1aa
refs/heads/master
2021-06-14T22:19:57.938509
2017-04-18T03:53:22
2017-04-18T03:53:22
null
0
0
null
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null
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UTF-8
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import requests from bs4 import BeautifulSoup import pandas as pd import time url = 'http://www.twse.com.tw/ch/trading/exchange/BWIBBU/BWIBBU.php' def parserTSE(year, month, no): year = str(year) month = str(month) no = str(no) payload = { 'query_year': year, 'query_month': month, 'CO_ID': no, 'query-button':'%E6%9F%A5%E8%A9%A2' } headers = { 'User-Agent':'Mozilla/5.0 (Macintosh; Intel Mac OS X 10_10_5) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/57.0.2987.133 Safari/537.36' } res = requests.post(url, headers=headers, data=payload) #data = res.text.encode('latin1').decode('big5') #print (res.text) soup = BeautifulSoup(res.text, 'html.parser') #cpntent = soup.select('.board') content = soup.find_all('table')[0] with open ('./' + year + month + '_tst_' + no + '.html', 'w') as f: f.write(str(content)) table = pd.read_html('./' + year + month + '_tst_' + no + '.html')[0] print (table.to_csv(header=False, index=False)) with open('./' + year + '_tse_' + no + '.csv', 'a') as f: f.write(str(table.to_csv(header=False, index=False))) for m in range(1, 13): time.sleep(5) parserTSE(2015, m, 2317)
[ "chihchinag@gmail.com" ]
chihchinag@gmail.com
ec282d154faabb3d27915f38c3c13d823ae008c8
39de3097fb024c67a00c8d0e57c937d91f8b2cc9
/Graphs/first_depth_first_search.py
d08ac89c8316ae345b61554a0dbaf65cbb800397
[]
no_license
srajsonu/InterviewBit-Solution-Python
4f41da54c18b47db19c3c0ad0e5efa165bfd0cd0
6099a7b02ad0d71e08f936b7ac35fe035738c26f
refs/heads/master
2023-03-07T05:49:15.597928
2021-02-24T18:20:07
2021-02-24T18:20:07
249,359,666
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2020-10-06T10:54:07
2020-03-23T07:09:53
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Python
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from _collections import defaultdict class Solution: def __init__(self): self.graph = defaultdict(list) def Solve(self,A,B,C): n=len(A) for i in range(n): self.graph[A[i]].append(i+1) vis=[0]*(n+1) q=[] q.append(C) vis[C]=1 while q: a=q.pop(0) for i in self.graph[a]: if not vis[i]: q.append(i) vis[i]=1 return vis[B] A=[1,1,1,3,3,2,2,7,6] B=9 C=1 D=Solution() print(D.Solve(A,B,C))
[ "srajsonu02@gmail.com" ]
srajsonu02@gmail.com
75cc35602ae659ea024b658db136fe838acb3ec8
dae4ab4882080344e5f505def7e2e59e0ed888b4
/polyaxon/libs/unique_urls.py
9a1268f47539af0e3fffc4d92358250465c22ab1
[ "MPL-2.0" ]
permissive
vfdev-5/polyaxon
8c3945604e8eaa25ba8b3a39ed0838d0b9f39a28
3e1511a993dc1a03e0a0827de0357f4adcc0015f
refs/heads/master
2021-07-09T22:27:23.272591
2018-11-01T23:44:44
2018-11-01T23:44:44
154,320,634
0
0
MIT
2018-10-23T12:01:34
2018-10-23T12:01:33
null
UTF-8
Python
false
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py
def get_user_url(username): return '/{}'.format(username) def get_project_url(unique_name): values = unique_name.split('.') return '{}/{}'.format(get_user_url(values[0]), values[1]) def get_user_project_url(username, project_name): return '{}/{}'.format(get_user_url(username), project_name) def get_experiment_url(unique_name): values = unique_name.split('.') project_url = get_user_project_url(username=values[0], project_name=values[1]) return '{}/experiments/{}'.format(project_url, values[-1]) def get_experiment_health_url(unique_name): experiment_url = get_experiment_url(unique_name=unique_name) return '{}/_heartbeat'.format(experiment_url) def get_experiment_group_url(unique_name): values = unique_name.split('.') project_url = get_user_project_url(username=values[0], project_name=values[1]) return '{}/groups/{}'.format(project_url, values[-1]) def get_job_url(unique_name): values = unique_name.split('.') project_url = get_user_project_url(username=values[0], project_name=values[1]) return '{}/jobs/{}'.format(project_url, values[-1]) def get_job_health_url(unique_name): job_url = get_job_url(unique_name=unique_name) return '{}/_heartbeat'.format(job_url) def get_build_url(unique_name): values = unique_name.split('.') project_url = get_user_project_url(username=values[0], project_name=values[1]) return '{}/builds/{}'.format(project_url, values[-1])
[ "mouradmourafiq@gmail.com" ]
mouradmourafiq@gmail.com
327b9720cf90db9b40e56d118b4b15e2dd54d0ca
4668d0c19f483cf40d37c0d3b3b22ec4a273eb3c
/intercept/plain_tcp_bridge.py
93d518a7187ec58284a1d8991a4415fff18a18f7
[]
no_license
jevinskie/proxytap
ee423996c5bd8a516312d0a20a3ee4656f7e2067
1f4dadf68247959fbc56f5e49b7f5d6a836ad7a9
refs/heads/master
2016-09-05T19:20:07.796643
2012-01-19T21:24:14
2012-01-19T21:24:14
2,572,088
4
1
null
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UTF-8
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false
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py
from scapy.all import Ether,TCP import socket from tcp_state import * class PlainTcpBridge(object): def __init__(self): self.sockets = {} def set_tcp_interceptor(self, tcp_int): self.tcp_int = tcp_int def connect(self, sock): try: print "start con" brsock = socket.create_connection(sock[2:4]) print "finished con" if self.tcp_int.finish_connect(sock): self.sockets[sock] = {'state': tcp_states.ESTABLISHED} except Exception, e: print e
[ "jevinsweval@gmail.com" ]
jevinsweval@gmail.com
8a3336a7bcdd604e74b83c6d88392be64fce7e97
daa727ab2f9415e345c19dd722e6de82945281b5
/app.py
4a8641ba0bb7a05df8464ac7694ac0679330054f
[]
no_license
Zeeshan75/docker_demo_71
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from flask import Flask import os app = Flask(__name__) @app.route("/") def hello(): return "getting started docker new change the file ........................!!" if __name__ == "__main__": app.run(host='0.0.0.0',debug=True, port=4000)
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from django import template register = template.Library() @register.filter def sum(a, b): return a + b
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class Solution: def convert(self, s: str, numRows: int) -> str: if numRows == 0 or numRows == 1: return s ret_ = [] n = len(s) cycle_len = 2 * numRows - 2 for i in range(numRows): for j in range(i, n, cycle_len): ret_.append(s[j]) if i != numRows-1 and i != 0 and j + cycle_len - 2*i < n: ret_.append(s[j+cycle_len-2*i]) ret_ = "".join(ret_) return ret_
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#! /usr/bin/env python # -*- coding: utf-8 -*- """ The controller bot for maintainer.py Exactly one instance should be running of it. To check, use /whois maintcont on irc.freenode.net This script requires the Python IRC library http://python-irclib.sourceforge.net/ Warning: experimental software, use at your own risk """ __version__ = '$Id$' # Author: Balasyum # http://hu.wikipedia.org/wiki/User:Balasyum from ircbot import SingleServerIRCBot from irclib import nm_to_n import threading import time import math tasks = 'rciw|censure' projtasks = {} mainters = [] activity = {} class MaintcontBot(SingleServerIRCBot): def __init__(self, nickname, server, port=6667): SingleServerIRCBot.__init__(self, [(server, port)], nickname, nickname) def on_nicknameinuse(self, c, e): c.nick(c.get_nickname() + "_") def on_welcome(self, c, e): t = threading.Thread(target=self.lister) t.setDaemon(True) t.start() def on_privmsg(self, c, e): nick = nm_to_n(e.source()) c = self.connection cmd = e.arguments()[0] do = cmd.split() if do[0] == "workerjoin": c.privmsg(nick, "accepted") mainters.append([nick, do[1]]) activity[nick] = time.time() print "worker got, name:", nick, "job:", do[1] self.retasker(do[1]) elif do[0] == "active": activity[nick] = time.time() def on_dccmsg(self, c, e): pass def on_dccchat(self, c, e): pass def lister(self): while True: print print "worker list:" for mainter in mainters: if time.time() - activity[mainter[0]] > 30: print "*", mainter[0], "has been removed" mainters.remove(mainter) del activity[mainter[0]] self.retasker(mainter[1]) continue print "mainter name:", mainter[0], "job:", mainter[1] print "--------------------" print time.sleep(1*60) def retasker(self, group, optask = ''): ingroup = 0 for mainter in mainters: if mainter[1] == group: ingroup += 1 if ingroup == 0: return if projtasks.has_key(group): grt = projtasks[group] else: grt = tasks tpc = grt.split('|') tpcn = round(len(tpc) / ingroup) i = 0 for mainter in mainters: if mainter[1] != group: continue tts = '|'.join(tpc[int(round(i * tpcn)):int(round((i + 1) * tpcn))]) if tts != False: self.connection.privmsg(mainter[0], "tasklist " + tts) i += 1 def main(): bot = MaintcontBot("maintcont", "irc.freenode.net") bot.start() if __name__ == "__main__": main()
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''' Simple "Blank" PlanetWars controller bot. The Bot does nothing, but shows the minimum a bot needs to have. See the `update` method which is where your code goes. The `PlanetWars` `Player` object (see players.py), will contain your bot controller instance. The Player will provide a current `GameInfo` instance to your bot `update` method each time it is called. The `gameinfo` instance is a facade of the state of the game for the `Player`, and includes all planets and fleets that currently exist. Note that the details are limited by "fog of war" vision and only match what you can see. If you want to know more you'll need to scout! A gameinfo instance has various (possibly useful) dict's for you to use: # all planet and fleets (that you own or can see): planets. fleets. # dict's of just your planets/fleets: my_planets. my_fleets. # dict's of both neutral and enemy planets/fleets: not_my_planets. not_my_fleets. # dict's of just the enemy planet/fleets (fog limited): enemy_planets. enemy_fleets. You issue orders from your bot using the methods of the gameinfo instance. gameinfo.planet_order(src, dest, ships) gameinfo.fleet_order(src, dest, ships) For example, to send 10 ships from planet src to planet dest, you would say `gameinfo.planet_order(src, dest, 10)`. There is also a player specific log if you want to leave a message. gameinfo.log("Here's a message from the bot") ''' class Blanko(object): def update(self, gameinfo): pass
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from django.shortcuts import render from django.core.urlresolvers import reverse from django.http import HttpResponse, HttpResponseRedirect from .models import * def home(request): return HttpResponseRedirect(reverse('browse')) def clear(request): cart = Cart.objects.all() for c in cart: c.delete() return HttpResponseRedirect(reverse('browse')) def browse(request): genre = request.GET.get('genre', '') performer = request.GET.get('performer', '') cd = request.GET.get('cd','') if request.method == 'POST': songs = request.POST.getlist('songs') for song in songs: song = Song.objects.get(pk=song) i = Cart(song=song) i.save() genre_list = Genre.objects.all() performer_list = [] cd_list = [] songs_list = [] if not genre == '': performer_list = Performer.objects.all().filter(genre=genre) if not genre == '' and not performer == '': cd_list = CD.objects.all().filter(performer=performer) if not genre == '' and not performer == '' and not cd == '': songs_list = Song.objects.all().filter(cd=cd) cart = Cart.objects.all() return render(request, 'browse/browse.html', { 'genre_list': genre_list, 'performer_list' : performer_list, 'cd_list': cd_list, 'songs_list': songs_list, 'genre' : genre, 'performer' : performer, 'cd': cd, 'cart': cart, })
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import csv import os import datetime date = datetime.date.today() nama_file = "data servis Virtual Komputer.csv" def blank_screen(): os.system('cls' if os.name == 'nt' else 'clear') barang = [] with open('data servis Virtual Komputer.csv', 'w', newline='') as csv_file: barang = ["Tanggal","Nama Barang","Jumlah","Estimasi","Biaya Total"] tulis = csv.writer(csv_file, delimiter=';') tulis.writerow(barang) tulis = csv.writer(csv_file) #1 : Menambah atau menulis file data baru def tambahkan(): blank_screen() with open(nama_file, 'a', newline='') as csv_file: print("TAMBAHKAN BARANG".center(90)) print("SERVIS ELEKTRONIK DAN KOMPUTER".center(90)) print("="*90) date = datetime.date.today() tanggal = date.strftime('%d-%m-%Y') nama = input('Nama Barang : ') jumlah = int(input('Jumlah : ')) biaya = int(input('Estimasi : Rp.')) biaya_sementara = jumlah*biaya print("Estimasi Biaya Servis Anda : Rp.", biaya_sementara) data = [tanggal,nama,jumlah,biaya,biaya_sementara] tulis = csv.writer(csv_file, delimiter=';') tulis.writerow(data) print("Data sukses ditambahkan..") kembali() #2 : Menampilkan data dari file sebelumnya def tampil_data(): blank_screen() barang = [] with open(nama_file) as csv_file: read_data = csv.reader(csv_file, delimiter=";") for row in read_data: barang.append(row) print("TAMPILKAN BARANG".center(90)) print("SERVIS ELEKTRONIK DAN KOMPUTER".center(90)) print("_"*90) if len(barang) > 1: number = -1 for dt in barang: number += 1 print (f"{str(number)} \t {dt[0]:<15} {dt[1]:<18} {dt[2]:^17} {dt[3]:<19} {dt[4]:<18}") print ("="*85) kembali() elif len(barang) <=1 : print("TIDAK ADA BARANG".center(90)) kembali() #3 : Menghapus data yang ingin dihapus def hapus(): blank_screen() barang = [] with open(nama_file) as csv_file: read_data = csv.reader(csv_file, delimiter=";") for row in read_data: barang.append(row) print("HAPUS DATA BARANG".center(90)) print("SERVIS ELEKTRONIK DAN KOMPUTER".center(90)) print("="*90) if len(barang)>1: number = 0 for dt in barang: print (f"{str(number)} \t {dt[0]:<15} {dt[1]:<18} {dt[2]:^17} {dt[3]:<19} {dt[4]:<18}") number += 1 print ("_"*90) elif len(barang) <= 1: print("TIDAK ADA BARANG".center(90)) kembali() number = int(input('Pilih nomer : ')) del barang[number] with open(nama_file, 'w', newline='') as csv_file: tulis = csv.writer(csv_file, delimiter=';') for dt in barang: data = [dt[0],dt[1],dt[2],dt[3],dt[4]] tulis.writerow(data) print("Data sukses dihapus..") kembali() #4 mengedit data def edit_data(): blank_screen() barang = [] with open(nama_file, mode="r") as csv_file: read_data = csv.reader(csv_file, delimiter=";") for row in read_data: barang.append(row) print("UBAH DATA BARANG".center(90)) print("SERVIS ELEKTRONIK DAN KOMPUTER".center(90)) print("="*90) if len(barang) > 1: number = 0 for dt in barang: print (f"{str(number)} \t {dt[0]:<15} {dt[1]:<18} {dt[2]:^17} {dt[3]:<19} {dt[4]:<18}") number += 1 print ("_"*90) number = int(input('Pilih nomer : ')) date = datetime.date.today() tanggal = date.strftime('%d-%m-%Y') nama = input('Nama Barang : ') jumlah = int(input('Jumlah : ')) biaya = int(input('Estimasi : Rp.')) biaya_sementara = jumlah*biaya barang[number][0] = tanggal barang[number][1] = nama barang[number][2] = jumlah barang[number][3] = biaya barang[number][4] = biaya_sementara with open(nama_file, 'w', newline='') as csv_file: tulis = csv.writer(csv_file, delimiter=';') for dt in barang: data = [dt[0],dt[1],dt[2],dt[3],dt[4]] tulis.writerow(data) print("Data sukses diubah..") kembali() elif len(barang) <= 1: print("TIDAK ADA BARANG".center(90)) kembali() def beranda(): blank_screen() print("="*72) print("SELAMAT DATANG".center(72)) print('APLIKASI PENCATATAN SERVIS ELEKTRONIK DAN KOMPUTER'.center(72)) print("="*72) print(''' |99| Keluar |1| Tambah data Servis |2| Lihat data Servis |3| Hapus data Servis (Jika sudah) |4| Edit data Servis''') print("="*72) pilihan_menu = input(" Pilih tindakan : ") if(pilihan_menu == "1"): tambahkan() elif(pilihan_menu == "2"): tampil_data() elif(pilihan_menu == "3"): hapus() elif(pilihan_menu == "4"): edit_data() elif(pilihan_menu == "99"): exit() else: kembali() def kembali(): input("\n Tekan enter untuk kembali ke beranda..") beranda() if __name__== "__main__": while True: beranda()
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import numpy as np from math import pi, exp sqrt_pi = (2 * pi) ** 0.5 class NBFunctions: @staticmethod def gaussian(x, mu, sigma): return exp(-(x - mu) ** 2 / (2 * sigma ** 2)) / (sqrt_pi * sigma) @staticmethod def gaussian_maximum_likelihood(labelled_x, n_category, dim): mu = [np.sum( labelled_x[c][dim]) / len(labelled_x[c][dim]) for c in range(n_category)] sigma = [np.sum( (labelled_x[c][dim] - mu[c]) ** 2) / len(labelled_x[c][dim]) for c in range(n_category)] def func(_c): def sub(_x): return NBFunctions.gaussian(_x, mu[_c], sigma[_c]) return sub return [func(_c=c) for c in range(n_category)] class NaiveBayes: def __init__(self): self._x = self._y = None self._data = self._func = None self._n_possibilities = None self._labelled_x = self._label_zip = None self._cat_counter = self._con_counter = None self.label_dic = self._feat_dics = None def __getitem__(self, item): if isinstance(item, str): return getattr(self, "_" + item) def feed_data(self, x, y, sample_weights=None): pass def feed_sample_weights(self, sample_weights=None): pass def get_prior_probability(self, lb=1): return [(_c_num + lb) / (len(self._y) + lb * len(self._cat_counter)) for _c_num in self._cat_counter] def fit(self, x=None, y=None, sample_weights=None, lb=1): if x is not None and y is not None: self.feed_data(x, y, sample_weights) self._func = self._fit(lb) def _fit(self, lb): pass def predict_one(self, x, get_raw_result=False): if isinstance(x, np.ndarray): x = x.tolist() else: x = x[:] x = self._transfer_x(x) m_arg, m_probability = 0, 0 for i in range(len(self._cat_counter)): p = self._func(x, i) if p > m_probability: m_arg, m_probability = i, p if not get_raw_result: return self.label_dic[m_arg] return m_probability def predict(self, x, get_raw_result=False): return np.array([self.predict_one(xx, get_raw_result) for xx in x]) def estimate(self, x, y): y_pred = self.predict(x) print("Acc: {:12.6} %".format(100 * np.sum(y_pred == y) / len(y))) def _transfer_x(self, x): return x
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from functools import wraps from typing import List, Callable from pyjackson.utils import get_function_fields, turn_args_to_kwargs def validate_kwargs(f=None, *, allowed: List[str] = None, allowed_funcs: List[Callable] = None): def inner(func): all_fields = allowed or [] if allowed_funcs is not None: all_fields += [field.name for func in allowed_funcs for field in get_function_fields(func, False)] all_fields = set(all_fields) fields = get_function_fields(func, False) all_fields.update(field.name for field in fields) @wraps(func) def inner_inner(self, *args, **kwargs): if len(args) > len(fields): raise TypeError( f'{func.__name__}() takes {len(fields)} positional arguments but {len(args)} were given') kwargs = turn_args_to_kwargs(func, args, kwargs, False) extra_kwargs = set(kwargs.keys()).difference(all_fields) if len(extra_kwargs) > 0: raise TypeError(f'{extra_kwargs} are an invalid keyword arguments for this function') return func(self, **kwargs) return inner_inner if f is None: return inner return inner(f)
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!_TAG_FILE_FORMAT 2 /extended format; --format=1 will not append ;" to lines/ !_TAG_FILE_SORTED 1 /0=unsorted, 1=sorted, 2=foldcase/ !_TAG_PROGRAM_AUTHOR Darren Hiebert /dhiebert@users.sourceforge.net/ !_TAG_PROGRAM_NAME Exuberant Ctags // !_TAG_PROGRAM_URL http://ctags.sourceforge.net /official site/ !_TAG_PROGRAM_VERSION 5.9~svn20110310 // BaseDetailView /home/abel/.virtualenvs/django/lib/python2.7/site-packages/django/views/generic/detail.py /^class BaseDetailView(SingleObjectMixin, View):$/;" c DetailView /home/abel/.virtualenvs/django/lib/python2.7/site-packages/django/views/generic/detail.py /^class DetailView(SingleObjectTemplateResponseMixin, BaseDetailView):$/;" c SingleObjectMixin /home/abel/.virtualenvs/django/lib/python2.7/site-packages/django/views/generic/detail.py /^class SingleObjectMixin(ContextMixin):$/;" c SingleObjectTemplateResponseMixin /home/abel/.virtualenvs/django/lib/python2.7/site-packages/django/views/generic/detail.py /^class SingleObjectTemplateResponseMixin(TemplateResponseMixin):$/;" c context_object_name /home/abel/.virtualenvs/django/lib/python2.7/site-packages/django/views/generic/detail.py /^ context_object_name = None$/;" v class:SingleObjectMixin get /home/abel/.virtualenvs/django/lib/python2.7/site-packages/django/views/generic/detail.py /^ def get(self, request, *args, **kwargs):$/;" m class:BaseDetailView get_context_data /home/abel/.virtualenvs/django/lib/python2.7/site-packages/django/views/generic/detail.py /^ def get_context_data(self, **kwargs):$/;" m class:SingleObjectMixin get_context_object_name /home/abel/.virtualenvs/django/lib/python2.7/site-packages/django/views/generic/detail.py /^ def get_context_object_name(self, obj):$/;" m class:SingleObjectMixin get_object /home/abel/.virtualenvs/django/lib/python2.7/site-packages/django/views/generic/detail.py /^ def get_object(self, queryset=None):$/;" m class:SingleObjectMixin get_queryset /home/abel/.virtualenvs/django/lib/python2.7/site-packages/django/views/generic/detail.py /^ def get_queryset(self):$/;" m class:SingleObjectMixin get_slug_field /home/abel/.virtualenvs/django/lib/python2.7/site-packages/django/views/generic/detail.py /^ def get_slug_field(self):$/;" m class:SingleObjectMixin get_template_names /home/abel/.virtualenvs/django/lib/python2.7/site-packages/django/views/generic/detail.py /^ def get_template_names(self):$/;" m class:SingleObjectTemplateResponseMixin model /home/abel/.virtualenvs/django/lib/python2.7/site-packages/django/views/generic/detail.py /^ model = None$/;" v class:SingleObjectMixin pk_url_kwarg /home/abel/.virtualenvs/django/lib/python2.7/site-packages/django/views/generic/detail.py /^ pk_url_kwarg = 'pk'$/;" v class:SingleObjectMixin queryset /home/abel/.virtualenvs/django/lib/python2.7/site-packages/django/views/generic/detail.py /^ queryset = None$/;" v class:SingleObjectMixin slug_field /home/abel/.virtualenvs/django/lib/python2.7/site-packages/django/views/generic/detail.py /^ slug_field = 'slug'$/;" v class:SingleObjectMixin slug_url_kwarg /home/abel/.virtualenvs/django/lib/python2.7/site-packages/django/views/generic/detail.py /^ slug_url_kwarg = 'slug'$/;" v class:SingleObjectMixin template_name_field /home/abel/.virtualenvs/django/lib/python2.7/site-packages/django/views/generic/detail.py /^ template_name_field = None$/;" v class:SingleObjectTemplateResponseMixin template_name_suffix /home/abel/.virtualenvs/django/lib/python2.7/site-packages/django/views/generic/detail.py /^ template_name_suffix = '_detail'$/;" v class:SingleObjectTemplateResponseMixin
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from pytorch_lightning.metrics.classification import F1 class F1Meter: def __init__(self, tasks, average='micro'): self.metrics = self._create_metrics(tasks, average) def _create_metrics(self, tasks, avg): """Create F1 metrics for each of the tasks Args: tasks: dictionary of tasks and their respective number of classes avg: either 'micro' or 'macro' """ return {t: F1(c, average=avg) for t, c in tasks.items()} def f1(self, y_hat, y): """Get the batch F1 score""" scores = {} for task, pred in y_hat.items(): scores[task] = self.metrics[task](pred, y[task]) return scores def compute(self): """Compute the F1 score over all batches""" return {t: f1.compute().item() for t, f1 in self.metrics.items()}
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from tkinter import * from tkinter import messagebox import random as rd def random_value(): messagebox.showinfo("Message", "Value random=%f"%rd.random()) master = Tk() master.title("Title") lableframe = LabelFrame(master, fg="red", font=14, text="Random value") lableframe.place(relwidth = '1.0', relheight = '0.3') btn = Button(lableframe, text = "Click here", fg = "blue", command=random_value) btn.pack(side=BOTTOM) lbl = Label(lableframe, text="Lable Test LableFrame", font=30) lbl.pack(side=BOTTOM) master.mainloop()
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#!/home/gabrielcoder/Documents/portfolio/virtual/bin/python3.6 # -*- coding: utf-8 -*- import re import sys from setuptools.command.easy_install import main if __name__ == '__main__': sys.argv[0] = re.sub(r'(-script\.pyw|\.exe)?$', '', sys.argv[0]) sys.exit(main())
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""" .. todo:: WRITEME """ __authors__ = "Ian Goodfellow" __copyright__ = "Copyright 2010-2012, Universite de Montreal" __credits__ = ["Ian Goodfellow"] __license__ = "3-clause BSD" __maintainer__ = "Ian Goodfellow" __email__ = "goodfeli@iro" class LinearTransform(object): """ A generic class describing a LinearTransform. Derived classes may implement linear transformation as a dense matrix multiply, a convolution, etc. Classes inheriting from this should also inherit from TheanoLinear's LinearTransform This class does not directly inherit from TheanoLinear's LinearTransform because most LinearTransform classes in pylearn2 will inherit from a TheanoLinear derived class and don't want to end up inheriting from TheanoLinear by two paths This class is basically just here as a placeholder to show you what extra methods you need to add to make a TheanoLinear LinearTransform work with pylearn2 """ def get_params(self): """ Return a list of parameters that govern the linear transformation """ raise NotImplementedError() def get_weights_topo(self): """ Return a batch of filters, formatted topologically. This only really makes sense if you are working with a topological space, such as for a convolution operator. If your transformation is defined on a VectorSpace then some other class like a ViewConverter will need to transform your vector into a topological space; you are not responsible for doing so here. """ raise NotImplementedError() def set_batch_size(self, batch_size): """ Some transformers such as Conv2D have a fixed batch size. Use this method to change the batch size. """ pass
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log_level = 'INFO' load_from = None resume_from = None dist_params = dict(backend='nccl') workflow = [('train', 1)] checkpoint_config = dict(interval=10) evaluation = dict(interval=10, metric='PCKh', key_indicator='PCKh') optimizer = dict( type='Adam', lr=5e-4, ) optimizer_config = dict(grad_clip=None) # learning policy lr_config = dict( policy='step', warmup='linear', warmup_iters=500, warmup_ratio=0.001, step=[170, 200]) total_epochs = 210 log_config = dict( interval=50, hooks=[ dict(type='TextLoggerHook'), ]) channel_cfg = dict( num_output_channels=16, dataset_joints=16, dataset_channel=list(range(16)), inference_channel=list(range(16))) # model settings model = dict( type='TopDown', pretrained='torchvision://resnet50', backbone=dict(type='ResNet', depth=50), keypoint_head=dict( type='TopDownSimpleHead', in_channels=2048, out_channels=channel_cfg['num_output_channels'], ), train_cfg=dict(), test_cfg=dict( flip_test=True, post_process=True, shift_heatmap=True, unbiased_decoding=False, modulate_kernel=11), loss_pose=dict(type='JointsMSELoss', use_target_weight=True)) data_cfg = dict( image_size=[256, 256], heatmap_size=[64, 64], num_output_channels=channel_cfg['num_output_channels'], num_joints=channel_cfg['dataset_joints'], dataset_channel=channel_cfg['dataset_channel'], inference_channel=channel_cfg['inference_channel'], use_gt_bbox=True, bbox_file=None, ) train_pipeline = [ dict(type='LoadImageFromFile'), dict(type='TopDownRandomFlip', flip_prob=0.5), dict( type='TopDownGetRandomScaleRotation', rot_factor=40, scale_factor=0.5), dict(type='TopDownAffine'), dict(type='ToTensor'), dict( type='NormalizeTensor', mean=[0.485, 0.456, 0.406], std=[0.229, 0.224, 0.225]), dict(type='TopDownGenerateTarget', sigma=2), dict( type='Collect', keys=['img', 'target', 'target_weight'], meta_keys=[ 'image_file', 'joints_3d', 'joints_3d_visible', 'center', 'scale', 'rotation', 'flip_pairs' ]), ] val_pipeline = [ dict(type='LoadImageFromFile'), dict(type='TopDownAffine'), dict(type='ToTensor'), dict( type='NormalizeTensor', mean=[0.485, 0.456, 0.406], std=[0.229, 0.224, 0.225]), dict( type='Collect', keys=['img'], meta_keys=['image_file', 'center', 'scale', 'rotation', 'flip_pairs']), ] test_pipeline = val_pipeline data_root = 'data/mpii' data = dict( samples_per_gpu=64, workers_per_gpu=2, train=dict( type='TopDownMpiiDataset', ann_file=f'{data_root}/annotations/mpii_train.json', img_prefix=f'{data_root}/images/', data_cfg=data_cfg, pipeline=train_pipeline), val=dict( type='TopDownMpiiDataset', ann_file=f'{data_root}/annotations/mpii_val.json', img_prefix=f'{data_root}/images/', data_cfg=data_cfg, pipeline=val_pipeline), test=dict( type='TopDownMpiiDataset', ann_file=f'{data_root}/annotations/mpii_val.json', img_prefix=f'{data_root}/images/', data_cfg=data_cfg, pipeline=test_pipeline), )
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import pytest import binary_search_tree # setup def init_bst(): bst = binary_search_tree.BinarySearchTree(25) bst.insert(bst.root, 10) bst.insert(bst.root, 15) bst.insert(bst.root, 500) bst.insert(bst.root, 1000) bst.insert(bst.root, 4) return bst def test_bst_init(): bst = init_bst() assert bst.root.value == 25 def test_add_node_bst(): bst = init_bst() bst.insert(bst.root, 10) print(bst.root.left) assert bst.root.left.value == 10 def test_bst_contains(): bst = init_bst() assert bst.contains(bst.root, 500) def test_bst_contains_false(): bst = init_bst() print(bst.contains(bst.root, 12512)) assert bst.contains(bst.root, 12512) == False def test_bst_get_parent(): bst = init_bst() assert bst.find_parent(bst.root, 1000).value == 500
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# 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.util import CLIError from azext_iot.assets.user_messages import ERROR_PARAM_TOP_OUT_OF_BOUNDS def _execute_query(query, query_method, top=None): payload = [] headers = {} if top: headers['x-ms-max-item-count'] = str(top) result, token = query_method(query, headers) payload.extend(result) while token: # In case requested count is > service max page size if top: pl = len(payload) if pl < top: page = top - pl headers['x-ms-max-item-count'] = str(page) else: break headers['x-ms-continuation'] = token result, token = query_method(query, headers) payload.extend(result) return payload[:top] if top else payload def _process_top(top, upper_limit=None): # Consider top == 0 if not top and top != 0: return None if top == -1 and not upper_limit: return None if top <= 0 or (upper_limit and top > upper_limit): raise CLIError(ERROR_PARAM_TOP_OUT_OF_BOUNDS(upper_limit)) return int(top)
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# Copyright (c) Facebook, Inc. and its affiliates. All Rights Reserved. import logging import os import torch from maskrcnn_benchmark.utils.model_serialization import load_state_dict from maskrcnn_benchmark.utils.c2_model_loading import load_c2_format from maskrcnn_benchmark.utils.imports import import_file from maskrcnn_benchmark.utils.model_zoo import cache_url class Checkpointer(object): def __init__( self, model, optimizer=None, scheduler=None, save_dir="", save_to_disk=None, logger=None, ): self.model = model self.optimizer = optimizer self.scheduler = scheduler self.save_dir = save_dir self.save_to_disk = save_to_disk if logger is None: logger = logging.getLogger(__name__) self.logger = logger def save(self, name, **kwargs): if not self.save_dir: return if not self.save_to_disk: return data = {} data["model"] = self.model.state_dict() if self.optimizer is not None: data["optimizer"] = self.optimizer.state_dict() if self.scheduler is not None: data["scheduler"] = self.scheduler.state_dict() data.update(kwargs) save_file = os.path.join(self.save_dir, "{}.pth".format(name)) self.logger.info("Saving checkpoint to {}".format(save_file)) torch.save(data, save_file) self.tag_last_checkpoint(save_file) def load(self, f=None): # if self.has_checkpoint(): # # override argument with existing checkpoint # f = self.get_checkpoint_file() if not f: # no checkpoint could be found self.logger.info("No checkpoint found. Initializing model from scratch") return {} self.logger.info("Loading checkpoint from {}".format(f)) checkpoint = self._load_file(f) self._load_model(checkpoint) if "optimizer" in checkpoint and self.optimizer: self.logger.info("Loading optimizer from {}".format(f)) self.optimizer.load_state_dict(checkpoint.pop("optimizer")) if "scheduler" in checkpoint and self.scheduler: self.logger.info("Loading scheduler from {}".format(f)) self.scheduler.load_state_dict(checkpoint.pop("scheduler")) # return any further checkpoint data return checkpoint def has_checkpoint(self): save_file = os.path.join(self.save_dir, "last_checkpoint") return os.path.exists(save_file) def get_checkpoint_file(self): save_file = os.path.join(self.save_dir, "last_checkpoint") try: with open(save_file, "r") as f: last_saved = f.read() last_saved = last_saved.strip() except IOError: # if file doesn't exist, maybe because it has just been # deleted by a separate process last_saved = "" return last_saved def tag_last_checkpoint(self, last_filename): save_file = os.path.join(self.save_dir, "last_checkpoint") with open(save_file, "w") as f: f.write(last_filename) def _load_file(self, f): return torch.load(f, map_location=torch.device("cpu")) def _load_model(self, checkpoint): load_state_dict(self.model, checkpoint.pop("model")) class DetectronCheckpointer(Checkpointer): def __init__( self, cfg, model, optimizer=None, scheduler=None, save_dir="", save_to_disk=None, logger=None, ): super(DetectronCheckpointer, self).__init__( model, optimizer, scheduler, save_dir, save_to_disk, logger ) self.cfg = cfg.clone() def _load_file(self, f): # catalog lookup if f.startswith("catalog://"): paths_catalog = import_file( "maskrcnn_benchmark.config.paths_catalog", self.cfg.PATHS_CATALOG, True ) catalog_f = paths_catalog.ModelCatalog.get(f[len("catalog://") :]) self.logger.info("{} points to {}".format(f, catalog_f)) f = catalog_f # download url files if f.startswith("http"): # if the file is a url path, download it and cache it cached_f = cache_url(f) self.logger.info("url {} cached in {}".format(f, cached_f)) f = cached_f # convert Caffe2 checkpoint from pkl if f.endswith(".pkl"): return load_c2_format(self.cfg, f) # load native detectron.pytorch checkpoint loaded = super(DetectronCheckpointer, self)._load_file(f) if "model" not in loaded: loaded = dict(model=loaded) return loaded
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from random import randint from BaseAI import BaseAI import time import Grid_3 import math def terminal(state): return not state.canMove() def getChild(state, dir): t = state.clone() moved = t.move(dir) return (t, moved) def children(state): c = [] for dir in state.getAvailableMoves(): (child, moved) = getChild(state, dir) if moved: c.append((child,dir)) return c class PlayerAI(BaseAI): def __init__(self): self.previous_max_score = 0 self.previous_min_score = float('inf') self.available_cells = 14 def getMove(self, state): start = time.process_time() limit = 4 (dir, utility) = self.maximize(state, float('-inf'), float('inf'), limit, start) return dir def emptyness(self, state): return (len(state.getAvailableCells())/16.0)* 100 def smoothness(self, state): u2 = 0 for i in range(state.size): for j in range(state.size - 1): if state.map[i][j] == state.map[i][j+1]: u2 += 1 for j in range(state.size): for i in range(state.size - 1): if state.map[i][j] == state.map[i+1][j]: u2 += 1 return (u2/16.0)*100.0 def edge_bonus(self, state): e = 0 m = max(max(state.map[1][1], state.map[1][2]), max(state.map[2][1], state.map[2][2])) for x,y in [(0,0), (0,1), (0,2), (0,3), (1,0), (1,3), (2,0), (2,3), (3,0), (3,1), (3,2), (3,3)]: for v in range(1,13,1): if state.map[x][y] > (2**v)*m: e += v break return e def monotonicity(self, state): m = 0 a1 = True a2 = True for i in range(state.size): a1 = a1 and (state.map[i][0] <= state.map[i][1] <= state.map[i][2] <= state.map[i][3]) a2 = a2 and (state.map[i][0] >= state.map[i][1] >= state.map[i][2] >= state.map[i][3]) if a1 or a2: m += 10 a3 = True a4 = True for j in range(state.size): a3 = a4 and (state.map[0][j] <= state.map[1][j] <= state.map[2][j] <= state.map[j][3]) a4 = a4 and (state.map[0][j] >= state.map[1][j] >= state.map[2][j] >= state.map[j][3]) if a3 or a4: m += 10 if (a1 and a4) or (a1 and a3) or (a2 and a4) or (a2 and a3): m += 10 return (m/40.0)*100 def max_weight(self, state): return (state.getMaxTile()/32768)*100.0 def eval(self, state): h1 = self.emptyness(state) h2 = self.smoothness(state) h3 = self.edge_bonus(state) h4 = self.monotonicity(state) h5 = math.log(self.max_weight(state),2) return (0, 3*h1 + h2 + h4 + h5) # 1024, 512, 256, 128 def maximize(self, state, alpha, beta, depth, start): if terminal(state) or depth == 0 or (time.process_time() - start > 0.195): return self.eval(state) (maxDir, maxUtility) = (None, float('-inf')) for (child,dir) in children(state): (_,utility) = self.minimize(child, alpha, beta, depth-1, start) if utility > maxUtility: (maxDir, maxUtility) = (dir, utility) if maxUtility >= beta: break if maxUtility > alpha: alpha = maxUtility return (maxDir, maxUtility) def minimize(self, state, alpha, beta, depth, start): if terminal(state) or depth == 0 or (time.process_time() - start > 0.195): return self.eval(state) (minDir, minUtility) = (None, float('inf')) L = state.getAvailableCells() children = [] for pos in L: grid2 = state.clone() grid4 = state.clone() grid2.insertTile(pos,2) grid4.insertTile(pos,2) children.append(grid2) children.append(grid4) for child in children: (_, utility) = self.maximize(child, alpha, beta, depth-1, start) if utility < minUtility: minUtility = utility if minUtility <= alpha: break if minUtility < beta: beta = minUtility return (0, minUtility)
[ "sharma@Sharmas-MacBook-Pro.local" ]
sharma@Sharmas-MacBook-Pro.local
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/opencv/camera/cvimport.py
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[]
no_license
Miragecore/python_study
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2023-01-18T14:56:00.233073
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2023-01-09T01:46:52
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import site site.addsitedir("/usr/local/lib/python2.7/site-packages") import cv2 import numpy as np
[ "MirageKimYs@Gmail.com" ]
MirageKimYs@Gmail.com
70a8dd326fb2ca09e7b9dafc697a919fc5f4956e
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/test/test_hcl_firmware.py
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[ "Apache-2.0" ]
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CiscoUcs/intersight-python
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# coding: utf-8 """ Cisco Intersight Cisco Intersight is a management platform delivered as a service with embedded analytics for your Cisco and 3rd party IT infrastructure. This platform offers an intelligent level of management that enables IT organizations to analyze, simplify, and automate their environments in more advanced ways than the prior generations of tools. Cisco Intersight provides an integrated and intuitive management experience for resources in the traditional data center as well as at the edge. With flexible deployment options to address complex security needs, getting started with Intersight is quick and easy. Cisco Intersight has deep integration with Cisco UCS and HyperFlex systems allowing for remote deployment, configuration, and ongoing maintenance. The model-based deployment works for a single system in a remote location or hundreds of systems in a data center and enables rapid, standardized configuration and deployment. It also streamlines maintaining those systems whether you are working with small or very large configurations. # noqa: E501 The version of the OpenAPI document: 1.0.9-1295 Contact: intersight@cisco.com Generated by: https://openapi-generator.tech """ from __future__ import absolute_import import unittest import intersight from intersight.models.hcl_firmware import HclFirmware # noqa: E501 from intersight.rest import ApiException class TestHclFirmware(unittest.TestCase): """HclFirmware unit test stubs""" def setUp(self): pass def tearDown(self): pass def testHclFirmware(self): """Test HclFirmware""" # FIXME: construct object with mandatory attributes with example values # model = intersight.models.hcl_firmware.HclFirmware() # noqa: E501 pass if __name__ == '__main__': unittest.main()
[ "ucs-build@github.com" ]
ucs-build@github.com
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/aliyun-python-sdk-petadata/aliyunsdkpetadata/request/v20160101/DescribeInstanceInfoRequest.py
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[ "Apache-2.0" ]
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liumihust/aliyun-openapi-python-sdk
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refs/heads/master
2020-09-25T12:10:14.245354
2019-12-04T14:43:27
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226,002,339
1
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NOASSERTION
2019-12-05T02:50:35
2019-12-05T02:50:34
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# 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 aliyunsdkcore.request import RpcRequest class DescribeInstanceInfoRequest(RpcRequest): def __init__(self): RpcRequest.__init__(self, 'PetaData', '2016-01-01', 'DescribeInstanceInfo','petadata') def get_ResourceOwnerId(self): return self.get_query_params().get('ResourceOwnerId') def set_ResourceOwnerId(self,ResourceOwnerId): self.add_query_param('ResourceOwnerId',ResourceOwnerId) def get_InstanceId(self): return self.get_query_params().get('InstanceId') def set_InstanceId(self,InstanceId): self.add_query_param('InstanceId',InstanceId) def get_SecurityToken(self): return self.get_query_params().get('SecurityToken') def set_SecurityToken(self,SecurityToken): self.add_query_param('SecurityToken',SecurityToken) def get_ResourceOwnerAccount(self): return self.get_query_params().get('ResourceOwnerAccount') def set_ResourceOwnerAccount(self,ResourceOwnerAccount): self.add_query_param('ResourceOwnerAccount',ResourceOwnerAccount) def get_OwnerAccount(self): return self.get_query_params().get('OwnerAccount') def set_OwnerAccount(self,OwnerAccount): self.add_query_param('OwnerAccount',OwnerAccount) def get_OwnerId(self): return self.get_query_params().get('OwnerId') def set_OwnerId(self,OwnerId): self.add_query_param('OwnerId',OwnerId)
[ "yixiong.jxy@alibaba-inc.com" ]
yixiong.jxy@alibaba-inc.com
042f26bfe56643c6652b56921c76c835ae78b86e
fcf99db2d9f58da7065369c70f81e3e7cb53356b
/extra/dynamic1.py
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[]
no_license
manankshastri/self-d
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refs/heads/master
2020-04-24T00:38:53.226656
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import time def fib(x): if x ==0: return 0 elif x == 1: return 1 else: return fib(x-1) + fib(x-2) startTime = time.time() print("%-14s:%d" % ("Result:" , fib(32))) print("%-14s:%.4f seconds" % ("Elapsed time: ", time.time() - startTime))
[ "manank.shastri@gmail.com" ]
manank.shastri@gmail.com
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/yawast/commands/ssl.py
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[ "MIT" ]
permissive
Prodject/yawast
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2020-01-21T18:13:19
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Ruby
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# Copyright (c) 2013 - 2019 Adam Caudill and Contributors. # This file is part of YAWAST which is released under the MIT license. # See the LICENSE file or go to https://yawast.org/license/ for full license details. import socket from yawast.commands import utils as cutils from yawast.scanner.cli import ssl_internal, ssl_sweet32, ssl_labs from yawast.scanner.session import Session from yawast.shared import utils, output def start(session: Session): print(f"Scanning: {session.url}") # make sure it resolves try: socket.gethostbyname(session.domain) except socket.gaierror as error: output.debug_exception() output.error(f"Fatal Error: Unable to resolve {session.domain} ({str(error)})") return try: cutils.check_redirect(session) except Exception as error: output.debug_exception() output.error(f"Unable to continue: {str(error)}") return # check to see if we are looking at an HTTPS server if session.url_parsed.scheme == "https": if ( session.args.internalssl or utils.is_ip(session.domain) or utils.get_port(session.url) != 443 ): # use SSLyze try: ssl_internal.scan(session) except Exception as error: output.error(f"Error running scan with SSLyze: {str(error)}") else: try: ssl_labs.scan(session) except Exception as error: output.debug_exception() output.error(f"Error running scan with SSL Labs: {str(error)}") output.norm("Switching to internal SSL scanner...") try: ssl_internal.scan(session) except Exception as error: output.error(f"Error running scan with SSLyze: {str(error)}") if session.args.tdessessioncount: ssl_sweet32.scan(session)
[ "adam@adamcaudill.com" ]
adam@adamcaudill.com
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/plataforma/sujetos/migrations/0020_auto__add_field_persona_telefono.py
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[]
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saraif/plataforma
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# -*- coding: utf-8 -*- import datetime from south.db import db from south.v2 import SchemaMigration from django.db import models class Migration(SchemaMigration): def forwards(self, orm): # Adding field 'Persona.telefono' db.add_column(u'sujetos_persona', 'telefono', self.gf('django.db.models.fields.IntegerField')(default=0), keep_default=False) def backwards(self, orm): # Deleting field 'Persona.telefono' db.delete_column(u'sujetos_persona', 'telefono') models = { u'sujetos.persona': { 'Meta': {'object_name': 'Persona'}, 'apellidos': ('django.db.models.fields.CharField', [], {'max_length': '60'}), 'cedula': ('django.db.models.fields.IntegerField', [], {'primary_key': 'True'}), 'edad': ('django.db.models.fields.IntegerField', [], {}), 'fecha_nacimiento': ('django.db.models.fields.DateField', [], {}), 'nombres': ('django.db.models.fields.CharField', [], {'max_length': '60'}), 'proyecto': ('django.db.models.fields.related.ManyToManyField', [], {'to': u"orm['sujetos.Proyecto']", 'symmetrical': 'False'}), 'sexo': ('django.db.models.fields.CharField', [], {'default': "'F'", 'max_length': '1'}), 'telefono': ('django.db.models.fields.IntegerField', [], {}) }, u'sujetos.proyecto': { 'Meta': {'object_name': 'Proyecto'}, u'id': ('django.db.models.fields.AutoField', [], {'primary_key': 'True'}), 'nombre': ('django.db.models.fields.CharField', [], {'max_length': '60'}) } } complete_apps = ['sujetos']
[ "salacuatro@salacuatro.(none)" ]
salacuatro@salacuatro.(none)
344a82674f33771880a5b0e100072e35f8462279
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/gestionadmin/shops/urls.py
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from django.urls import path from gestionadmin.shops import views app_name = 'shops' urlpatterns = [ path('ajoutproduit', views.ajoutproduit, name='ajoutproduit'), path('ajoutcategorie', views.ajoutcategorie, name='ajoutcategorie'), path('ajouttag', views.ajouttag, name='ajouttag'), path('listeproduit', views.listeproduit, name='listeproduit'), path('listecategorie', views.listecategorie, name='listecategorie'), path('listetag', views.listetag, name='listetag'), ]
[ "gnogan.paul@gmail.com" ]
gnogan.paul@gmail.com
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/python3course/finalcapstone/euler_path/graph.py
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[]
no_license
GeorgeKeith/udemy_py
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refs/heads/master
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from node import Node from link import Link class Graph: def __init__(self): self.nodes = {} def __len__(self): return len(self.nodes) def add_node(self, name): node = Node(name) self.nodes[name] = node def add_nodes(self, names): name_list = names.split(",") for name in name_list: self.add_node(name) def add_link(self, name_a, name_b, cost=1): node_a = self.nodes[name_a] node_b = self.nodes[name_b] link = Link(node_a, node_b, cost) def node(self, name): return self.nodes[name] def link_set(self): result = set() for node in self.nodes.values(): for link in node.links.values(): result.add(link) return result
[ "george@techfeathers.com" ]
george@techfeathers.com
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dd638b83d7f1b351affa17bee0300b825ec7f833
/serious_pysam/game/game.py
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[ "MIT" ]
permissive
notrurs/Serious_PySam
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refs/heads/master
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import pygame import sys from collections import defaultdict from pygame_menu.locals import ALIGN_CENTER from serious_pysam import config as c from serious_pysam.menu.menu import MainMenu class Game: """Main super class for Game object.""" def __init__(self, caption, width, height, back_image_filename, frame_rate): """Game has own vars: background_image - picture for background on the screen frame_rate - pfs of the game game_over - current state of game over is_boss_spawn - current state boss spawn objects - contains all game objects enemies - contains only enemies objects bullets - contains only bullets objects enemy_bullets - contains only enemy_bullets objects hud_objects - contains only hud_objects objects hero_objects - contains only hero_objects objects channel_hero_fire - sound channel for hero shooting channel_hero_dialog - sound channel for hero dialog channel_enemy_sound - sound channel for enemy sound surface - screen object keydown_handlers - dict with all button down handlers for keyboard buttons keyup_handlers - dict with all button up handlers for keyboard buttons mouse_handlers - dict with all handlers for mouse buttons """ self.background_image = pygame.image.load(back_image_filename) self.frame_rate = frame_rate self.game_over = False self.is_boss_spawn = False self.objects = [] self.enemies = [] self.bullets = [] self.enemy_bullets = [] self.hud_objects = [] self.hero_objects = [] pygame.mixer.init(44100, 16, 2, 4096) pygame.init() self.channel_hero_fire = pygame.mixer.Channel(0) self.channel_hero_fire.set_volume(c.HERO_FIRE_VOLUME) self.channel_hero_dialog = pygame.mixer.Channel(1) self.channel_hero_dialog.set_volume(c.HERO_DIALOG_VOLUME) self.channel_enemy_sound = pygame.mixer.Channel(2) self.channel_enemy_sound.set_volume(c.ENEMY_SOUND_VOLUME) self.surface = pygame.display.set_mode((width, height)) pygame.display.set_caption(caption) self.clock = pygame.time.Clock() self.keydown_handlers = defaultdict(list) self.keyup_handlers = defaultdict(list) self.mouse_handlers = defaultdict(list) def reinitializied_game(self): """Sets params below to start values.""" self.is_boss_spawn = False self.objects = [] self.enemies = [] self.bullets = [] self.enemy_bullets = [] self.hud_objects = [] self.hero_objects = [] self.channel_hero_fire = pygame.mixer.Channel(0) self.channel_hero_dialog = pygame.mixer.Channel(1) self.channel_enemy_sound = pygame.mixer.Channel(2) self.channels_set_volume() self.keydown_handlers = defaultdict(list) self.keyup_handlers = defaultdict(list) self.mouse_handlers = defaultdict(list) def channels_set_volume(self, volume='default'): """Sets game volume. :param volume: volume level :type volume: str """ if volume == 'default': self.channel_hero_fire.set_volume(c.HERO_FIRE_VOLUME) self.channel_hero_dialog.set_volume(c.HERO_DIALOG_VOLUME) self.channel_enemy_sound.set_volume(c.ENEMY_SOUND_VOLUME) elif volume == 'mute': self.channel_hero_fire.set_volume(0) self.channel_hero_dialog.set_volume(0) self.channel_enemy_sound.set_volume(0) def update(self): """Updates all objects on the screen.""" for o in self.objects: o.update() def blit(self, surface): """Blits all objects on the screen.""" for o in self.objects: o.blit(surface) def handle_events(self): """Handler for game events.""" for event in pygame.event.get(): if event.type == pygame.QUIT: pygame.quit() sys.exit() elif event.type == pygame.KEYDOWN: for handler in self.keydown_handlers[event.key]: handler(event.key) elif event.type == pygame.KEYUP: for handler in self.keyup_handlers[event.key]: handler(event.key) elif event.type in (pygame.MOUSEBUTTONDOWN, pygame.MOUSEBUTTONUP, pygame.MOUSEMOTION): for handler in self.mouse_handlers[event.type]: handler(event.type, event.pos) def start_game(self): """Starts game. Turn ob music, blits and updates all objects, set fps and checks handlers.""" pygame.mixer.music.load(c.MUSIC_FIGHT) pygame.mixer.music.set_volume(c.MUSIC_VOLUME) pygame.mixer.music.play(-1) hero_start_sound = pygame.mixer.Sound(c.hero_start_level_random_dialog()) self.channel_hero_dialog.play(hero_start_sound) while not self.game_over: self.surface.blit(self.background_image, (0, 0)) self.objects = [*self.enemies, *self.bullets, *self.enemy_bullets, *self.hero_objects, *self.hud_objects] self.handle_events() self.update() self.blit(self.surface) pygame.display.update() self.clock.tick(self.frame_rate) def create_main_menu(self): """Starts main menu and turn on menu music.""" pygame.mixer.music.load(c.MENU_MUSIC) pygame.mixer.music.set_volume(c.MENU_MUSIC_VOLUME) pygame.mixer.music.play(-1) menu_control = MainMenu() menu_control.add_label(c.MENU_CONTROL_LABEL, align=ALIGN_CENTER, font_size=30, margin=(0, 100)) menu_control.add_button('Назад', menu_control.event_back) menu = MainMenu() menu.add_button('Новая игра', self.start_game) menu.add_button('Управление', menu_control) menu.add_button('Выход', menu.event_quit) menu.mainloop(self.surface) def background_function(self): """Blits background for menu.""" bg_img = pygame.image.load(c.MENU_BACKGROUND_IMAGE) self.surface.blit(bg_img, (0, 0)) def run(self): """Runs game.""" self.create_main_menu()
[ "fursik111@gmail.com" ]
fursik111@gmail.com
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/utilities/clubUserPurchases.py
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[]
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akshitar/TargetChallenge
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import csv import marshal as pickle fileUserPurchase = open('assets/userPurchaseChronology', 'r+') userPurchases = {} prevUID = '' with open('data/transactionLog.csv', 'rb') as transactionLog: count = -1 reader = csv.reader(transactionLog) purchaseLog = [] for userData in reader: count = count + 1 if (count == 0): continue if count % 10000000 == 0: print(count) uID = str(userData[0]) skuID = str(userData[1]) if prevUID != '' and uID != prevUID: if prevUID in userPurchases: userPurchases[prevUID].append(purchaseLog) else: userPurchases[prevUID] = [purchaseLog] prevUID = uID purchaseLog = [skuID] else: prevUID = uID purchaseLog.append(skuID) pickle.dump(userPurchases, fileUserPurchase)
[ "akshitar@usc.edu" ]
akshitar@usc.edu
4efa1687dadd46892464c946083720005116424d
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/venv/bin/mako-render
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chunharrison/NBA-Predictor
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refs/heads/master
2022-05-04T22:02:03.374496
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#!/Users/harrison/Documents/NBA-Predictor/venv/bin/python3.7 # -*- coding: utf-8 -*- import re import sys from mako.cmd import cmdline if __name__ == '__main__': sys.argv[0] = re.sub(r'(-script\.pyw?|\.exe)?$', '', sys.argv[0]) sys.exit(cmdline())
[ "wjsdntjr@hotmail.com" ]
wjsdntjr@hotmail.com
b3ed8beabe64300b4c689147e18f17f5b1453e18
7565e9fb464e12d950a8e0dc4195c6b60035559b
/hw5/save_original_info.py
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[]
no_license
proevgenii/EPAM-HW-2020-
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""" Написать декоратор который позволит сохранять информацию из исходной функции (__name__ and __doc__), а так же сохранит саму исходную функцию в атрибуте __original_func print_result изменять нельзя, за исключением добавления вашего декоратора на строку отведенную под него - замените комментарий До применения вашего декоратор будет вызываться AttributeError при custom_sum.__original_func Это корректное поведение После применения там должна быть исходная функция Ожидаемый результат: print(custom_sum.__doc__) # 'This function can sum any objects which have __add___' print(custom_sum.__name__) # 'custom_sum' print(custom_sum.__original_func) # <function custom_sum at <some_id>> """ import functools def print_result(func): # Возможно ли это сделать, если позволено добавлять строки только в этом месте ??? def wrapper(*args, **kwargs): """Function-wrapper which print result of an original function""" result = func(*args, **kwargs) print(result) return result wrapper.__original_func = func.__call__ wrapper.__name__ = func.__name__ wrapper.__doc__ = func.__doc__ return wrapper @print_result def custom_sum(*args): """This function can sum any objects which have __add___""" return functools.reduce(lambda x, y: x + y, args) if __name__ == "__main__": custom_sum([1, 2, 3], [4, 5]) custom_sum(1, 2, 3, 4) print(custom_sum.__doc__) print(custom_sum.__name__) without_print = custom_sum.__original_func # the result returns without printing without_print(1, 2, 3, 4) print(custom_sum.__original_func)
[ "proevgenii19@gmail.com" ]
proevgenii19@gmail.com
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/pyspark_model/online_pred.py
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refs/heads/master
2020-03-30T01:40:45.220258
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import flask from flask import Flask, request, url_for, Response from sklearn.externals import joblib from pyspark.mllib.tree import GradientBoostedTreesModel from pyspark.mllib.linalg import SparseVector from pyspark import SparkContext,SparkConf import json app = Flask(__name__) # 加载模型 conf = SparkConf().setMaster("local").setAppName("My App") sc = SparkContext(conf = conf) model =GradientBoostedTreesModel.load(sc,'./sellModel') @app.route("/", methods=["GET"]) def index(): with app.test_request_context(): # 生成每个函数监听的url以及该url的参数 result = {"gbdt": {"url": url_for("gbdt"), "params": ["vector"]}} result_body = flask.json.dumps(result) return Response(result_body, mimetype="application/json") @app.route("/ml/gbdt", methods=["GET"]) def gbdt(): request_args = request.args # 如果没有传入参数,返回提示信息 if not request_args: result = { "message": "请输入参数:vector" } result_body = flask.json.dumps(result, ensure_ascii=False) return Response(result_body, mimetype="application/json") # 获取请求参数 vector = request_args.get("vector", "{vector=[[0,0,0,0,0,0,0]]}") print(vector) jsob = json.loads(vector) vector = [[float(j) for j in i] for i in jsob["vector"]] ret = [model.predict(arr) for arr in vector] print("predict result :" + str(ret)) # 构造返回数据 result = { "features": { "vector":vector }, "result": ret } result_body = flask.json.dumps(result, ensure_ascii=False) return Response(result_body, mimetype="application/json") if __name__ == "__main__": app.run(port=8000) #http://127.0.0.1:8000/ml/gbdt?sepal_length=10&sepal_width=1&petal_length=3&petal_width=2
[ "360789029@qq.com" ]
360789029@qq.com
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import urllib2 from BeautifulSoup import BeautifulSoup def try_it(someURL): # Get the web page at that URL response = urllib2.urlopen(someURL) # Read the page data as one big string page_data = response.read() # Print out the URL print "URL is: " + response.geturl() # Print out the number of characters print "# of characters: " + str(len(page_data)) + "\n" # Print out some extra information print "--- info ---" print response.info() def soupIt(someURL): # note, the next line won't work until you have installed # BeautifulSoup. See s11.py or the slides for instructions htmlstring = urllib2.urlopen(someURL).read() soup = BeautifulSoup(htmlstring) # now do something interesting here # to figure out what to do, maybe view the source # of the URL to learn the structure of the page ### Main block if __name__ == '__main__': print "\n----- PART 1 -----" # The URL I want to use myURL = "http://hcde.washington.edu" # Call try_it with myURL try_it(myURL) print "\n----- PART 2 -----" # Uncomment the next two lines and set the URL to "http://www.google.com" #myURL = "WHAT GOES HERE" #try_it(myURL) print "\n----- PART 3 -----" # This time, replace PICKSOMETHING with an address of your choice. # Remember to include the "http://" #myURL = "PICKSOMETHING" #try_it(myURL) print "\n----- Let's make this more interesting? -----" # (1) Uncomment the next code, pick a URL # (2) fill in the function soupIt(myURL)to do something interesting #myURL = "PICKSOMETHING" soupIt(myURL)
[ "smunson@gmail.com" ]
smunson@gmail.com
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/meaniceinbox_old.py
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[]
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NOAA-Strausz/EcoFOCI_ssmi_ice
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2021-12-09T11:51:57.638964
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#!/usr/bin/env python3 # -*- coding: utf-8 -*- """ Created on Fri Dec 20 13:15:11 2019 @author: strausz """ import argparse import glob import numpy as np import datetime as dt import pandas as pd import math import sys from haversine import haversine parser = argparse.ArgumentParser(description='Get ice concentration around a point') parser.add_argument('-latlon', '--latlon', nargs=2, help='latitude and longitude of desired point, W lon must be negative', type=float) parser.add_argument('-y', '--years', nargs=2, help='year range ie "2015 2019"', type=int) parser.add_argument('-a', '--name', help='optional name of point', type=str) parser.add_argument('-d', '--distance', help='size of box around point', type=float) parser.add_argument('-n', '--nm', help='use nautical miles instead of km', action="store_true") parser.add_argument('-r', '--radius', help='use distance as radius around point instead of box', action="store_true") parser.add_argument('-m', '--mooring', help='Mooring name, choose from ck1-9, or bs2-8') parser.add_argument('-v', '--verbose', help='Print some details while processing files', action="store_true") args=parser.parse_args() latfile='/home/makushin/strausz/ecofoci_github/EcoFOCI_ssmi_ice/psn25lats_v3.dat' lonfile='/home/makushin/strausz/ecofoci_github/EcoFOCI_ssmi_ice/psn25lons_v3.dat' #locations of ice files bootstrap = '/home/akutan/strausz/ssmi_ice/data/bootstrap/' nrt = '/home/akutan/strausz/ssmi_ice/data/nrt/' #latest available bootstrap year boot_year = 2020 #mooring locaitons taken from 'https://www.pmel.noaa.gov/foci/foci_moorings/mooring_info/mooring_location_info.html' moorings = {'bs2':[56.869,-164.050], 'bs4':[57.895,-168.878], 'bs5':[59.911,-171.73], 'bs8':[62.194,-174.688], 'bs14':[64.00,-167.933], 'ck1':[70.838,-163.125], 'ck2':[71.231,-164.223], 'ck3':[71.828,-166.070], 'ck4':[71.038,-160.514], 'ck5':[71.203,-158.011], 'ck9':[72.464,-156.548], 'ck10':[70.211,-167.787], 'ck11':[70.013,-166.855], 'ck12':[67.911,-168.195]} if args.mooring: if args.mooring in moorings: inlat = moorings[args.mooring][0] inlon = moorings[args.mooring][1] else: sys.exit("Mooring not listed") mooring = args.mooring + "_" else: inlat = args.latlon[0] inlon = args.latlon[1] mooring = '' if args.nm: units = 'nm' else: units = 'km' if args.name: pointname = args.name + "_" else: pointname = '' def decode_datafile(filename): #determine if it's nrt or bootstrap from filename prefix #note that we remove path first if it exists prefix = filename.split('/')[-1:][0][:2] icefile = open(filename, 'rb') if prefix == 'nt': #remove the header icefile.seek(300) ice = np.fromfile(icefile,dtype=np.uint8) ice[ice >= 253] = 0 ice = ice/2.5 elif prefix == 'bt': ice = np.fromfile(icefile,dtype=np.uint16) ice = ice/10. ice[ice == 110] = 100 #110 is polar hole ice[ice == 120] = np.nan #120 is land else: ice=np.nan icefile.close() return ice; def get_date(filename): #gets date from filename #first remove path from filename if it is there filename = filename.split('/')[-1:][0] date = filename[3:11] date = dt.datetime.strptime(date,"%Y%m%d") return date; def decode_latlon(filename): latlon_file = open(filename, 'rb') output = np.fromfile(latlon_file,dtype='<i4') output = output/100000.0 #output = int(output * 1000)/1000 #sets decimal place at 3 without rounding latlon_file.close() return output; def find_box(lat1, lon1, dist, nm): #formula pulled from this website: #http://www.movable-type.co.uk/scripts/latlong.html if nm: r=3440 else: r=6371 dist = dist/2 wlon = math.radians(lon1) + math.atan2(math.sin(math.radians(270)) * math.sin(dist/r) * math.cos(math.radians(lat1)), math.cos(dist/r) - math.sin(math.radians(lat1)) * math.sin(math.radians(lat1))) elon = math.radians(lon1) + math.atan2(math.sin(math.radians(90)) * math.sin(dist/r) * math.cos(math.radians(lat1)), math.cos(dist/r) - math.sin(math.radians(lat1)) * math.sin(math.radians(lat1))) nlat = math.asin(math.sin(math.radians(lat1)) * math.cos(dist/r) + math.cos(math.radians(lat1)) * math.sin(dist/r) * math.cos(math.radians(0))) slat = math.asin(math.sin(math.radians(lat1)) * math.cos(dist/r) + math.cos(math.radians(lat1)) * math.sin(dist/r) * math.cos(math.radians(180))) wlon = round(math.degrees(wlon), 4) elon = round(math.degrees(elon), 4) nlat = round(math.degrees(nlat), 4) slat = round(math.degrees(slat), 4) return([nlat,slat,wlon,elon]) if args.radius: nlat, slat, wlon, elon = find_box(inlat, inlon, 2*args.distance, nm=args.nm) dist_type = 'Radius' else: nlat, slat, wlon, elon = find_box(inlat, inlon, args.distance, nm=args.nm) dist_type = 'Box' #put desired years in list years = list(range(args.years[0],args.years[1]+1)) files = [] for i in years: year = str(i) if i <= boot_year: path = bootstrap + year + '/' files = files + glob.glob(path + '*.bin') else: path = nrt files = files + glob.glob(path + '*' + year + '*.bin') output_date = [] output_ice = [] for i in files: #print('decoding filename: ' + i) data_ice={'latitude':decode_latlon(latfile), 'longitude':decode_latlon(lonfile), 'ice_conc':decode_datafile(i)} df_ice=pd.DataFrame(data_ice) df_ice_chopped = df_ice[(df_ice.latitude <= nlat) & (df_ice.latitude >= slat) & (df_ice.longitude >= wlon) & (df_ice.longitude <= elon)] date = get_date(i) if args.radius: fn = lambda x: haversine((inlat, inlon),(x.latitude,x.longitude)) distance = df_ice_chopped.apply(fn, axis=1) df_ice_chopped = df_ice_chopped.assign(dist=distance.values) df_ice_chopped = df_ice_chopped.loc[df_ice_chopped.dist < args.distance] #date_string = date.strftime("%Y,%j") ice = df_ice_chopped.ice_conc.mean().round(decimals=1) #print(date_string+','+str(ice)) if args.verbose: print("Working on File: " + i) print("For " + date.strftime("%Y-%m-%d") + " ice concentration was " + str(ice) + "%") output_date.append(date) output_ice.append(ice) data = {'date':output_date, 'ice_concentration': output_ice} df = pd.DataFrame(data) df.set_index(['date'], inplace=True) years_grouped = df.groupby(df.index.year) dummy_list = [] output={'DOY':range(1,367)} for name, group in years_grouped: year = str(name) if name <= 1988: group = group.resample('d').mean() if name == 1978: dummy_list = [np.nan]*304 elif name in [1979, 1982, 1984, 1985, 1987]: dummy_list = [np.nan] elif name == 1988: dummy_list = [np.nan]*13 else: dummy_list = [] output[year] = dummy_list + list(group.ice_concentration) else: output[year] = list(group.ice_concentration) df_out = pd.DataFrame.from_dict(output, orient='index').transpose() df_out['DOY']=df_out.DOY.astype(int) #get longiude suffix, assum lat is north lat_suffix = 'N' if inlon < 0: lon_suffix = 'W' else: lon_suffix = 'E' filename = ("meaniceinbox_" + mooring + pointname + str(inlat) + lat_suffix + "_" + str(abs(inlon)) + lon_suffix + "_" + str(args.distance) + units + "_" + dist_type + "_" + str(args.years[0]) + "-" + str(args.years[1]) + ".csv") df_out.to_csv(filename, index=False)
[ "david.strausz@noaa.gov" ]
david.strausz@noaa.gov
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echeverria-oscar/oscar_belts
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refs/heads/master
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from __future__ import unicode_literals from datetime import datetime, date from django.db import models import bcrypt from django.db import models # Create your models here. class UserManager(models.Manager): def login(self, post): user_list = User.objects.filter(username = post['username']) if user_list: user = user_list[0] if bcrypt.hashpw(post['password'].encode(), user.password.encode()) == user.password: return user return None def register(self, post): encrypted_password = bcrypt.hashpw(post['password'].encode(), bcrypt.gensalt()) User.objects.create(name = post['name'], username = post['username'],date_hired = post['date_hired'], password = encrypted_password ) def validate(self, post): errors = [] today = date.today() print today if len(post['name']) == 0: errors.append("Name is required") elif len(post['name']) < 3: errors.append("Name is too short") if len(post['username']) == 0: errors.append("username is required") elif len(post['username']) < 3: errors.append("Username is too short") if len(post['password']) == 0: errors.append("must enter a password") elif len(post['password']) < 8: errors.append("password must have at least 8 characters") elif post['password'] != post['confirm_pass']: errors.append("password and confirmation must match") if not post['date_hired']: errors.append("Date Hired Field cannot be empty") try: date_hired = datetime.strptime(post['date_hired'], '%Y-%m-%d') if date_hired.date() > today: errors.append("Date cannot from the future") except: errors.append("Please enter a valid date for the From Date") return errors class WishManager(models.Manager): def v_wish(self,post): errors = [] if len(post['wish']) == 0: errors.append("Wish is required") elif len(post['wish']) < 3: errors.append("Wish is too short") return errors class User(models.Model): name = models.CharField(max_length = 45) username = models.CharField(max_length = 45) date_hired = models.DateField() password = models.CharField(max_length = 100) created_at = models.DateTimeField(auto_now_add= True) updated_at = models.DateTimeField(auto_now=True) objects = UserManager() class Wish(models.Model): user = models.ForeignKey(User) wish = models.TextField(max_length = 1000) wisher = models.ManyToManyField(User, related_name= "other_wish") created_at = models.DateTimeField(auto_now_add= True) updated_at = models.DateTimeField(auto_now=True) objects = WishManager()
[ "oscar@oscars-MacBook-Pro.local" ]
oscar@oscars-MacBook-Pro.local
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anselmobd/fo2
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from django.apps import AppConfig class ComercialConfig(AppConfig): name = 'comercial'
[ "anselmo.blanco.dominguez+github@gmail.com" ]
anselmo.blanco.dominguez+github@gmail.com
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from ..utils import Object class SearchMessagesFilterAnimation(Object): """ Returns only animation messages Attributes: ID (:obj:`str`): ``SearchMessagesFilterAnimation`` No parameters required. Returns: SearchMessagesFilter Raises: :class:`telegram.Error` """ ID = "searchMessagesFilterAnimation" def __init__(self, **kwargs): pass @staticmethod def read(q: dict, *args) -> "SearchMessagesFilterAnimation": return SearchMessagesFilterAnimation()
[ "me@amirh.co" ]
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[]
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smudugal/ValidPhoneNumber
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import re def telephone_check(num): pattern = '^1?\s?[(]?[0-9]{3}[-,)]?\s?[0-9]{3}[-,\s]?[0-9]{4}$' if re.match(pattern,num): return True return False if __name__ == "__main__": print 'Enter a telephone number to check: ' num = raw_input() valid = telephone_check(num) pass
[ "samyukta.11@gmail.com" ]
samyukta.11@gmail.com
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/clock.py
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greeedyboy/HttpServer
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2020-05-17T21:51:20.957123
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#!/usr/bin/env python # -*- coding:utf-8 -*- """info """ from gking.plugin.creatart import git_post from apscheduler.schedulers.blocking import BlockingScheduler import subprocess sched = BlockingScheduler() @sched.scheduled_job('interval', minutes=120) def timed_job(): print('This job is run every five minutes.') print('begin to scrapy crawl gking') # # bellow is ok rs=subprocess.check_output(['python','runspider.py','gking']) print(rs) print('begin to gking post') res=git_post() data={"postnum":str(res)} print(data) @sched.scheduled_job('cron', day_of_week='mon-fri', hour=17) def scheduled_job(): print('This job is run every weekday at 5pm.') sched.start()
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first = input() second = input() if first == 'h' and second == 'h': print('go') elif len(first) >= len(second): print('go') else: print('no')
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# -*- coding: utf-8 -*- # 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 proto # type: ignore __protobuf__ = proto.module( package='google.cloud.securitycenter.v1p1beta1', manifest={ 'OrganizationSettings', }, ) class OrganizationSettings(proto.Message): r"""User specified settings that are attached to the Security Command Center organization. Attributes: name (str): The relative resource name of the settings. See: https://cloud.google.com/apis/design/resource_names#relative_resource_name Example: "organizations/{organization_id}/organizationSettings". enable_asset_discovery (bool): A flag that indicates if Asset Discovery should be enabled. If the flag is set to ``true``, then discovery of assets will occur. If it is set to \`false, all historical assets will remain, but discovery of future assets will not occur. asset_discovery_config (google.cloud.securitycenter_v1p1beta1.types.OrganizationSettings.AssetDiscoveryConfig): The configuration used for Asset Discovery runs. """ class AssetDiscoveryConfig(proto.Message): r"""The configuration used for Asset Discovery runs. Attributes: project_ids (Sequence[str]): The project ids to use for filtering asset discovery. inclusion_mode (google.cloud.securitycenter_v1p1beta1.types.OrganizationSettings.AssetDiscoveryConfig.InclusionMode): The mode to use for filtering asset discovery. """ class InclusionMode(proto.Enum): r"""The mode of inclusion when running Asset Discovery. Asset discovery can be limited by explicitly identifying projects to be included or excluded. If INCLUDE_ONLY is set, then only those projects within the organization and their children are discovered during asset discovery. If EXCLUDE is set, then projects that don't match those projects are discovered during asset discovery. If neither are set, then all projects within the organization are discovered during asset discovery. """ INCLUSION_MODE_UNSPECIFIED = 0 INCLUDE_ONLY = 1 EXCLUDE = 2 project_ids = proto.RepeatedField(proto.STRING, number=1) inclusion_mode = proto.Field(proto.ENUM, number=2, enum='OrganizationSettings.AssetDiscoveryConfig.InclusionMode', ) name = proto.Field(proto.STRING, number=1) enable_asset_discovery = proto.Field(proto.BOOL, number=2) asset_discovery_config = proto.Field(proto.MESSAGE, number=3, message=AssetDiscoveryConfig, ) __all__ = tuple(sorted(__protobuf__.manifest))
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import gym from scipy.integrate import ode import numpy as np import json from .models import dcmotor_model, converter_models, load_models from ..dashboard import MotorDashboard from ..utils import EulerSolver class _DCMBaseEnv(gym.Env): """ **Description:** An abstract environment for common functions of the DC motors **Observation:** Specified by the concrete motor. It is always a concatenation of the state variables, voltages, torque and next reference values. **Actions:** Depending on the converter type the action space may be discrete or continuous Type: Discrete(2 / 3 / 4) Num Action: Depend on the converter 1Q Converter: (only positive voltage and positive current) - 0: transistor block - 1: positive DC-link voltage applied 2Q Converter: (only positive voltage and both current directions) - 0: both transistors blocking - 1: positive DC-link voltage applied - 2: 0V applied 4Q Converter (both voltage and current directions) - 0: short circuit with upper transistors, 0V applied - 1: positive DC-link voltage - 2: negative DC-link voltage - 3: short circuit with lower transistors, 0V applied Type: Box() Defines the duty cycle for the transistors.\n [0, 1]: 1Q and 2Q\n [-1, 1]: 4Q For an externally excited motor it is a two dimensional box from [-1, 1] or [0, 1] **Reward:** The reward is the cumulative squared error (se) or the cumulative absolute error (ae) between the current value and the current reference of the state variables. Both are also available in a shifted form with an added on such that the reward is positive. More details are given below. The variables are normalised by their maximal values and weighted by the reward_weights. **Starting State:** All observations are assigned a random value. **Episode Termination**: An episode terminates, when all the steps in the reference have been simulated or a limit has been violated. **Attributes:** +----------------------------+----------------------------------------------------------+ | **Name** | **Description** | +============================+==========================================================+ | **state_vars** | Names of all the quantities that can be observed | +----------------------------+----------------------------------------------------------+ | **state_var_positions** | Inverse dict of the state vars. Mapping of key to index. | +----------------------------+----------------------------------------------------------+ | **limits** | Maximum allowed values of the state variables | +----------------------------+----------------------------------------------------------+ | **reward_weights** | Ratio of the weight of the state variable for the reward | +----------------------------+----------------------------------------------------------+ | **on_dashboard** | Flag indicating if the state var is shown on dashboard | +----------------------------+----------------------------------------------------------+ | **noise_levels** | Percentage of the noise power to the signal power | +----------------------------+----------------------------------------------------------+ | **zero_refs** | State variables that get a fixed zero reference | +----------------------------+----------------------------------------------------------+ """ OMEGA_IDX = 0 MOTOR_IDX = None # region Properties @property def tau(self): """ Returns: the step size of the environment Default: 1e-5 for discrete / 1e-4 for continuous action space """ return self._tau @property def episode_length(self): """ Returns: The length of the current episode """ return self._episode_length @episode_length.setter def episode_length(self, episode_length): """ Set the length of the episode in the environment. Must be larger than the prediction horizon. """ self._episode_length = max(self._prediction_horizon + 1, episode_length) @property def k(self): """ Returns: The current step in the running episode """ return self._k @property def limit_observer(self): return self._limit_observer @property def safety_margin(self): return self._safety_margin @property def prediction_horizon(self): return self._prediction_horizon @property def motor_parameter(self): """ Returns: motor parameter with calculated limits """ params = self.motor_model.motor_parameter params['safety_margin'] = self.safety_margin params['episode_length'] = self._episode_length params['prediction_horizon'] = self._prediction_horizon params['tau'] = self._tau params['limits'] = self._limits.tolist() return params @property def _reward(self): return self._reward_function # endregion def __init__(self, motor_type, state_vars, zero_refs, converter_type, tau, episode_length=10000, load_parameter=None, motor_parameter=None, reward_weight=(('omega', 1.0),), on_dashboard=('omega',), integrator='euler', nsteps=1, prediction_horizon=0, interlocking_time=0.0, noise_levels=0.0, reward_fct='swsae', limit_observer='off', safety_margin=1.3, gamma=0.9, dead_time=True): """ Basic setting of all the common motor parameters. Args: motor_type: Can be 'dc-series', 'dc-shunt', 'dc-extex' or 'dc-permex'. Set by the child classes. state_vars: State variables of the DC motor. Set by the child classes. zero_refs: State variables that get zero references. (E.g. to punish high control power) motor_parameter: A dict of motor parameters that differ from the default ones. \n For details look into the dc_motor model. load_parameter: A dict of load parameters that differ from the default ones. \n For details look into the load model. converter_type: The specific converter type.'{disc/cont}-{1Q/2Q/4Q}'. For details look into converter tau: The step size or sampling time of the environment. episode_length: The episode length of the environment reward_weight: Iterable of key/value pairs that specifies how the rewards in the environment are weighted. E.g. :: (('omega', 0.9),('u', 0.1)) on_dashboard: Iterable that specifies the variables on the dashboard. E.g.:: ['omega','u'] integrator: Select which integrator to choose from 'euler', 'dopri5' nsteps: Maximum allowed number of steps for the integrator. prediction_horizon: The length of future reference points that are shown to the agents interlocking_time: interlocking time of the converter noise_levels: Noise levels of the state variables in percentage of the signal power. reward_fct: Select the reward function between: (Each one normalised to [0,1] or [-1,0]) \n 'swae': Absolute Error between references and state variables [-1,0] \n 'swse': Squared Error between references and state variables [-1,0]\n 'swsae': Shifted absolute error / 1 + swae [0,1] \n 'swsse': Shifted squared error / 1 + swse [0,1] \n limit_observer: Select the limit observing function. \n 'off': No limits are observed. Episode goes on. \n 'no_punish': Limits are observed, no punishment term for violation. This function should be used with shifted reward functions. \n 'const_punish': Limits are observed. Punishment in the form of -1 / (1-gamma) to punish the agent with the maximum negative reward for the further steps. This function should be used with non shifted reward functions. safety_margin: Ratio between maximal and nominal power of the motor parameters. gamma: Parameter for the punishment of a limit violation. Should equal agents gamma parameter. """ self._gamma = gamma self._safety_margin = safety_margin self._reward_function, self.reward_range = self._reward_functions(reward_fct) self._limit_observer = self._limit_observers(limit_observer) self._tau = tau self._episode_length = episode_length self.state_vars = np.array(state_vars) #: dict(int): Inverse state vars. Dictionary to map state names to positions in the state arrays self._state_var_positions = {} for ind, val in enumerate(state_vars): self._state_var_positions[val] = ind self._prediction_horizon = max(0, prediction_horizon) self._zero_refs = zero_refs #: array(bool): True, if the state variable on the index is a zero_reference. For fast access self._zero_ref_flags = np.isin(self.state_vars, self._zero_refs) self.load_model = load_models.Load(load_parameter) self.motor_model = dcmotor_model.make(motor_type, self.load_model.load, motor_parameter) self.converter_model = converter_models.Converter.make(converter_type, self._tau, interlocking_time, dead_time) self._k = 0 self._dashboard = None self._state = np.zeros(len(state_vars)) self._reference = np.zeros((len(self.state_vars), episode_length + prediction_horizon)) self._reward_weights = np.zeros(len(self._state)) self.reference_vars = np.zeros_like(self.state_vars, dtype=bool) self._on_dashboard = np.ones_like(self.state_vars, dtype=bool) if on_dashboard[0] == 'True': self._on_dashboard *= True elif on_dashboard[0] == 'False': self._on_dashboard *= False else: self._on_dashboard *= False for key in on_dashboard: self._on_dashboard[self._state_var_positions[key]] = True for key, val in reward_weight: self._reward_weights[self._state_var_positions[key]] = val for i in range(len(state_vars)): if self._reward_weights[i] > 0 and self.state_vars[i] not in self._zero_refs: self.reference_vars[i] = True integrators = ['euler', 'dopri5'] assert integrator in integrators, f'Integrator was {integrator}, but has to be in {integrators}' if integrator == 'euler': self.system = EulerSolver(self._system_eq, nsteps) else: self.system = ode(self._system_eq, self._system_jac).set_integrator(integrator, nsteps=nsteps) self.integrate = self.system.integrate self.action_space = self.converter_model.action_space self._limits = np.zeros(len(self.state_vars)) self._set_limits() self._set_observation_space() self._noise_levels = np.zeros(len(state_vars)) if type(noise_levels) is tuple: for state_var, noise_level in noise_levels: self._noise_levels[self._state_var_positions[state_var]] = noise_level else: self._noise_levels = np.ones(len(self.state_vars)) * noise_levels self._noise = None self._resetDashboard = True def seed(self, seed=None): """ Seed the random generators in the environment Args: seed: The value to seed the random number generator with """ np.random.seed(seed) def _set_observation_space(self): """ Child classes need to write their concrete observation space into self.observation_space here """ raise NotImplementedError def _set_limits(self): """ Child classes need to write their concrete limits of the state variables into self._limits here """ raise NotImplementedError def _step_integrate(self, action): """ The integration is done for one time period. The converter considers the dead time and interlocking time. Args: action: switching state of the converter that should be applied """ raise NotImplementedError def step(self, action): """ Clips the action to its limits and performs one step of the environment. Args: action: The action from the action space that will be performed on the motor Returns: Tuple(array(float), float, bool, dict): **observation:** The observation from the environment \n **reward:** The reward for the taken action \n **bool:** Flag if the episode has ended \n **info:** An always empty dictionary \n """ last_state = np.array(self._state, copy=True) self._step_integrate(action) rew = self._reward(self._state/self._limits, self._reference[:, self._k].T) done, punish = self.limit_observer(self._state) observation_references = self._reference[self.reference_vars, self._k:self._k + self._prediction_horizon + 1] # normalize the observation observation = np.concatenate(( self._state/self._limits + self._noise[:, self._k], observation_references.flatten() )) self._k += 1 if done == 0: # Check if period is finished done = self._k == self._episode_length else: rew = punish return observation, rew, done, {} def _set_initial_value(self): """ call self.system.set_initial_value(initial_state, 0.0) to reset the state to initial. """ self.system.set_initial_value(self._state[self.MOTOR_IDX], 0.0) def reset(self): """ Resets the environment. All state variables will be set to a random value in [-nominal value, nominal value]. New references will be generated. Returns: The initial observation for the episode """ self._k = 0 # Set new state self._set_initial_state() # New References self._generate_references() # Reset Integrator self._set_initial_value() # Reset Dashboard Flag self._resetDashboard = True # Generate new gaussian noise for the state variables self._noise = ( np.sqrt(self._noise_levels/6) / self._safety_margin * np.random.randn(self._episode_length+1, len(self.state_vars)) ).T # Calculate initial observation observation_references = self._reference[self.reference_vars, self._k:self._k + self._prediction_horizon+1] observation = np.concatenate((self._state/self._limits, observation_references.flatten())) return observation def render(self, mode='human'): """ Call this function once a cycle to update the visualization with the current values. """ if not self._on_dashboard.any(): return if self._dashboard is None: # First Call: No dashboard was initialised before self._dashboard = MotorDashboard(self.state_vars[self._on_dashboard], self._tau, self.observation_space.low[:len(self.state_vars)][self._on_dashboard] * self._limits[self._on_dashboard], self.observation_space.high[:len(self.state_vars)][self._on_dashboard] * self._limits[self._on_dashboard], self._episode_length, self._safety_margin, self._reward_weights[self._on_dashboard] > 0) if self._resetDashboard: self._resetDashboard = False self._dashboard.reset((self._reference[self._on_dashboard].T * self._limits[self._on_dashboard]).T) self._dashboard.step(self._state[self._on_dashboard], self._k) # Update the plot in the dashboard def close(self): """ When the environment is closed the dashboard will also be closed. This function does not need to be called explicitly. """ if self._dashboard is not None: self._dashboard.close() def _system_eq(self, t, state, u_in, noise): """ The differential equation of the whole system consisting of the converter, load and motor. This function is called by the integrator. Args: t: Current time of the system state: The current state as a numpy array. u_in: Applied input voltage Returns: The solution of the system. The first derivatives of all the state variables of the system. """ t_load = self.load_model.load(state[self.OMEGA_IDX]) return self.motor_model.model(state, t_load, u_in + noise) def _system_jac(self, t, state): """ The Jacobian matrix of the systems equation. Args: t: Current time of the system. state: Current state Returns: The solution of the Jacobian matrix for the current state """ load_jac = self.load_model.jac(state) return self.motor_model.jac(state, load_jac) # region Reference Generation def _reference_sin(self, bandwidth=20): """ Set sinus references for the state variables with a random amplitude, offset and phase shift Args: bandwidth: bandwidth of the system """ x = np.arange(0, (self._episode_length + self._prediction_horizon)) if self.observation_space.low[0] == 0.0: amplitude = np.random.rand() / 2 offset = np.random.rand() * (1 - 2*amplitude) + amplitude else: amplitude = np.random.rand() offset = (2 * np.random.rand() - 1) * (1 - amplitude) t_min, t_max = self._set_time_interval_reference('sin', bandwidth) # specify range for period time t_s = np.random.rand() * (t_max - t_min) + t_min phase_shift = 2 * np.pi * np.random.rand() self._reference = amplitude * np.sin(2 * np.pi / t_s * x * self.tau + phase_shift) + offset self._reference = self._reference*np.ones((len(self.state_vars), 1))/self._safety_margin def _reference_rect(self, bandwidth=20): """ Set rect references for the state variables with a random amplitude, offset and phase shift Args: bandwidth: bandwidth of the system """ x = np.arange(0, (self._episode_length + self._prediction_horizon)) if self.observation_space.low[self.OMEGA_IDX] == 0.0: amplitude = np.random.rand() offset = np.random.rand() * (1 - amplitude) else: amplitude = 2 * np.random.rand() - 1 offset = (-1 + np.random.rand() * (2 - np.abs(amplitude))) * np.sign(amplitude) t_min, t_max = self._set_time_interval_reference('rect', bandwidth) # specify range for period time t_s = np.random.rand() * (t_max - t_min) + t_min # time period on amplitude + offset value t_on = np.random.rand() * t_s # time period on offset value t_off = t_s - t_on reference = np.zeros(self._episode_length + self._prediction_horizon) reference[x * self.tau % (t_on + t_off) > t_off] = amplitude reference += offset self._reference = reference * np.ones((len(self.state_vars), 1)) / self._safety_margin def _reference_tri(self, bandwidth=20): """ Set triangular reference with random amplitude, offset, times for rise and fall for all state variables Args: bandwidth: bandwidth of the system """ t_min, t_max = self._set_time_interval_reference('tri', bandwidth) # specify range for period time t_s = np.random.rand() * (t_max-t_min) + t_min t_rise = np.random.rand() * t_s t_fall = t_s - t_rise if self.observation_space.low[self.OMEGA_IDX] == 0.0: amplitude = np.random.rand() offset = np.random.rand() * (1 - amplitude) else: amplitude = 2 * np.random.rand() - 1 offset = (-1 + np.random.rand() * (2 - np.abs(amplitude))) * np.sign(amplitude) reference = np.ones(self._episode_length + self._prediction_horizon) for t in range(0, (self._episode_length + self._prediction_horizon)): # use a triangular function if (t*self.tau) % t_s <= t_rise: reference[t] = ((t * self.tau) % t_s) / t_rise * amplitude + offset else: reference[t] = -((t * self.tau) % t_s - t_s) / t_fall * amplitude + offset self._reference = reference*np.ones((len(self.state_vars), 1))/self._safety_margin def _reference_sawtooth(self, bandwidth=20): """ Sawtooth signal generator with random time period and amplitude Args: bandwidth: bandwidth of the system """ t_min, t_max = self._set_time_interval_reference('sawtooth', bandwidth) # specify range for period time t_s = np.random.rand() * (t_max - t_min) + t_min if self.observation_space.low[self.OMEGA_IDX] == 0.0: amplitude = np.random.rand() else: amplitude = 2 * np.random.rand() - 1 x = np.arange(self.episode_length + self._prediction_horizon, dtype=float) self._reference = np.ones_like(x, dtype=float) self._reference *= (x * self.tau) % t_s * amplitude / t_s self._reference = self._reference * np.ones((len(self.state_vars), 1)) / self._safety_margin def _generate_references(self, bandwidth=20): """ Select which reference to generate. The shaped references (rect, sin, triangular, sawtooth) are equally probable with 12,5% and a random reference is generated with a probability of 50% Args: bandwidth: bandwidth of the system """ val = np.random.rand() if val < 0.125: self._reference_rect(bandwidth) elif val < 0.25: self._reference_sin(bandwidth) elif val < 0.375: self._reference_tri(bandwidth) elif val < 0.5: self._reference_sawtooth(bandwidth) else: self._generate_random_references() # Set the supply voltage. # In this step an additive noise to the supply voltage can be implemented in the future. u_sup = np.ones(self.episode_length + self._prediction_horizon) * self.motor_model.u_sup \ / self._limits[self._state_var_positions['u_sup']] self._reference[self._state_var_positions['u_sup']] = u_sup # Reset all zero references to zero. self._reference[self._zero_ref_flags] = np.zeros((len(self._zero_refs), self.episode_length + self._prediction_horizon)) def _generate_random_references(self): """ Each subclass needs to define its own random reference generation here. """ raise NotImplementedError() def _generate_random_control_sequence(self, bw, maximum): """ Function that is called by the random reference generation in the motors to generate a random control sequence. A random control sequence is applied onto the system and generates the reference trajectories. Args: bw: Bandwidth for the control sequence maximum: Maximum value for the control sequence Returns: A random control sequence that is following the bandwidth and power constraints at most. """ ref_len = self.episode_length + self._prediction_horizon rands = np.random.randn(2, ref_len // 2) u = rands[0] + 1j * rands[1] bw_noise = np.random.rand() * 0.5 bw *= bw_noise delta_w = 2 * np.pi / ref_len / self._tau u[int(bw / delta_w) + 1:] = 0.0 sigma = np.linspace(1, 0, int(bw / delta_w) + 1) if len(sigma) < len(u): u[:len(sigma)] *= sigma else: u *= sigma[:len(u)] fourier = np.concatenate((np.random.randn(1), u, np.flip(np.conjugate(u)))) u = np.fft.ifft(fourier).real power_noise = np.random.rand() + 0.5 u = u * maximum / np.sqrt((u ** 2).sum() / ref_len) * power_noise leakage = np.random.rand(1) * 0.1 voltage_offset = maximum * ((self.converter_model.voltages[1] - self.converter_model.voltages[0]) * np.random.rand() + self.converter_model.voltages[0]) u += voltage_offset u = np.clip(u, (self.converter_model.voltages[0] - leakage) * maximum, (self.converter_model.voltages[1] + leakage) * maximum) return u[:ref_len] def _set_time_interval_reference(self, shape=None, bandwidth=20): """ This function returns the minimum and maximum time period specified by the bandwidth of the motor, episode length and individual modifications for each shape At least on time period of a shape should fit in an episode, but not to fast that the motor can not follow the reference properly. Args: shape: shape of the reference Returns: Minimal and maximal time period """ bw = self._maximal_bandwidth(bandwidth) # Bandwidth of reference limited t_episode = (self.episode_length+self._prediction_horizon)*self.tau t_min = min(1 / bw, t_episode) t_max = max(1 / bw, t_episode) # In this part individual modifications can be made for each shape # Modify the values to get useful references. Some testing necessary to find practical values. if shape == 'sin': t_min = t_min t_max = t_max / 3 elif shape == 'rect': t_min = t_min t_max = t_max / 3 elif shape == 'tri': t_min = t_min t_max = t_max / 5 elif shape == 'sawtooth': t_min = t_min t_max = t_max / 5 else: t_min = t_min t_max = t_max/5 return min(t_min, t_max), max(t_min, t_max) # make sure that the order is correct def _maximal_bandwidth(self, bandwidth=20): """ Computes the maximal allowed bandwidth, considering a user defined limit and the technical limit. Args: bandwidth: Maximal user defined value for the bandwidth Returns: Maximal bandwidth for the reference """ return min(self.motor_model.bandwidth(), bandwidth) # endregion def _set_initial_state(self): """ Defined in each motor itself. Sets the initial environment state. """ raise NotImplementedError # region Reward Functions def _reward_functions(self, key): """ Selector for the concrete reward function selected by the key string Returns: The selected reward function. """ return { # (Reward Function, Reward Range) 'swae': (self._absolute_error, (-1, 0)), 'swse': (self._squared_error, (-1, 0)), 'swsae': (self._shifted_absolute_error, (0, 1)), 'swsse': (self._shifted_squared_error, (0, 1)), }[key] def _absolute_error(self, state, reference): """ The weighted, absolute error between the reference and state variables normalised to [-1,0] Args: state: the current state of the environment reference: the current reference values of the observation variables Returns: The reward value """ return -(self._reward_weights * np.abs(state - reference) / (self.observation_space.high[:len(self.state_vars)] - self.observation_space.low[:len(self.state_vars)]) ).sum() def _squared_error(self, state, reference): """ The weighted, squared absolute error between the reference and state variables normalised to [-1,0] Args: state: the current state of the environment reference: the current reference values of the observation variables Returns: The reward value """ return -(self._reward_weights * ((state - reference) / (self.observation_space.high[:len(self.state_vars)] - self.observation_space.low[:len(self.state_vars)]) )**2 ).sum() def _shifted_squared_error(self, state, reference): """ The weighted, squared error between the reference and state variables normalised to [0,1] Args: state: the current state of the environment reference: the current reference values of the observation variables Returns: The reward value """ return 1 + self._squared_error(state, reference) def _shifted_absolute_error(self, state, reference): """ The weighted, absolute error between the reference and state variables normalised to [0,1] Args: state: the current state of the environment reference: the current reference values of the observation variables Returns: The reward value """ return 1 + self._absolute_error(state, reference) # endregion # region Limit Observers def _limit_observers(self, key): """ Selector for the concrete limit observer by the key string. Returns: The selected limit observer function. """ return { 'off': self._no_observation, 'no_punish': self._no_punish, 'const_punish': self._const_punish, }[key] def _no_punish(self, state): """ No reward punishment, only break the episode when limits are violated. Recommended for positive rewards. Args: state: Current state of the environment Returns: Tuple of a flag if the episode should be terminated and the punishment for the reward """ if self._limits_violated(state): return False, 0.0 else: return True, 0.0 def _const_punish(self, state): """ Punishment, if constraints are violated and termination of the episode. The punishment equals -1 / (1 - self.gamma), which is equivalent to the by gamma discounted reward a learner would receive, if it receives always the minimum reward after the limit violation. This punishment is recommended, when taking a negative reward function. Args: state: Current state of the environment Returns: Tuple of a flag if the episode should be terminated and the punishment for the reward """ if self._limits_violated(state): return False, 0.0 else: # Terminate the episode if constraints are violated return True, -1 * 1 / (1 - self._gamma) def _limits_violated(self, state): """ Check, if any limit is violated. Args: state: Current state of the environment Returns: True, if any limit is violated, false otherwise. """ return (np.abs(state) <= self.observation_space.high[:len(self.state_vars)] * self._limits).all() def _no_observation(self, *_): """ No limit violations are observed. No punishment and the episode continues even after limit violations. Args: state: Current state of the motor Returns: Tuple of a flag if the episode should be terminated (here always false) and the punishment for the reward (here always 0) """ return False, 0.0 # endregion def get_motor_param(self): """ Returns: This function returns all motor parameters, sampling time, safety margin and converter limits """ params = self.motor_parameter params['converter_voltage'] = self.converter_model.voltages params['converter_current'] = self.converter_model.currents return params
[ "wilhelmk@campus.uni-paderborn.de" ]
wilhelmk@campus.uni-paderborn.de
5a45bf84ab969517a17806532492d907662c8f93
844e0cd4ffbe1ead05b844508276f66cc20953d5
/test/testseqdiagbuilder.py
111bfcc7200d6457de50b6bc106cb2bee15747bd
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Archanciel/cryptopricer
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refs/heads/master
2022-06-29T13:13:22.435670
2022-05-11T20:37:43
2022-05-11T20:37:43
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import unittest import os, sys, inspect currentdir = os.path.dirname(os.path.abspath(inspect.getfile(inspect.currentframe()))) parentdir = os.path.dirname(currentdir) sys.path.insert(0, parentdir) sys.path.insert(0,currentdir) # this instruction is necessary for successful importation of utilityfortest module when # the test is executed standalone from testclasses.isolatedclass import IsolatedClass from testclasses.subtestpackage.isolatedclasssub import IsolatedClassSub from testclasses.isolatedclasswithinstancevariables import IsolatedClassWithInstanceVariables from testclasses.foobarclasses import * from testclasses.subtestpackage.dsub import DSub from testclasses.subtestpackage.caller import Caller class Client: def do(self): c1 = ChildOne() c1.getCoordinate() def make(self): c1 = ChildOne() c1.compute() def perform(self): c1 = ChildOne() c1.computeTwo() def doCall(self): c1 = ChildOne() c1.computeThree() def doProcess(self): c1 = ChildOfChildTwo() c1.computeFour() class Parent: def getCoordinate(self, location=''): ''' :param location: :seqdiag_return Coord :return: ''' SeqDiagBuilder.recordFlow() def getCoordinateNoneSelected(self, location=''): ''' :param location: :seqdiag_return Coord :return: ''' SeqDiagBuilder.recordFlow() def compute(self, size = 0): ''' This a dummy merhod. :seqdiag_return Analysis :return: ''' pass def computeTwo(self, size = 0): ''' This a dummy merhod. :seqdiag_select_method :seqdiag_return Analysis :return: ''' pass def computeThree(self, size = 0): ''' This a dummy merhod. :seqdiag_select_method :seqdiag_return Analysis :return: ''' iso = IsolatedClass() iso.analyse() def computeFour(self, size = 0): ''' This a dummy merhod. :seqdiag_return Analysis :return: ''' pass def inheritedMethod(self, inhArg): ''' This a dummy merhod. :seqdiag_return inhMethResult :return: ''' SeqDiagBuilder.recordFlow() class ChildOne(Parent): def getCoordinate(self, location=''): iso = IsolatedClass() iso.analyse() def getCoordinateNoneSelected(self, location=''): iso = IsolatedClass() iso.analyse() def m(self): pass def compute(self, size = 0): ''' This a dummy merhod. :seqdiag_select_method :seqdiag_return Analysis :return: ''' super().compute(size) iso = IsolatedClass() iso.analyse() def computeTwo(self, size = 0): ''' This a dummy merhod. :seqdiag_select_method :seqdiag_return Analysis :return: ''' super().compute(size) iso = IsolatedClass() iso.analyse() class ChildTwo(Parent): def l(self): pass def computeFour(self, size = 0): ''' This a dummy merhod. :seqdiag_select_method :seqdiag_return Analysis :return: ''' iso = IsolatedClass() iso.analyse() def getCoordinateNoneSelected(self, location=''): SeqDiagBuilder.recordFlow() class ChildThree(Parent): def getCoordinate(self, location=''): ''' :param location: :seqdiag_return CoordSel :seqdiag_select_method :return: ''' SeqDiagBuilder.recordFlow() class ChildOfChildTwo(Parent): def l(self): pass def computeFour(self, size = 0): ''' This a dummy merhod. :seqdiag_return Analysis :return: ''' iso = IsolatedClass() iso.analyse() class ClassA: def doWork(self): ''' :seqdiag_return ClassAdoWorkRes :return: ''' self.internalCall() def internalCall(self): ''' :seqdiag_return ResultPrice :return: ''' pr = self.internalInnerCall() b = ClassB() res = b.createRequest(1, 2) def internalInnerCall(self): ''' :seqdiag_return ResultPrice :return: ''' b = ClassB() res = b.createInnerRequest(1) def aMethod(self, aMarg): ''' :seqdiag_return ResultAmeth :return: ''' child = ChildTwo() child.inheritedMethod(aMarg) class ClassB: def createInnerRequest(self, parm1): ''' :seqdiag_return Bool :param parm1: :return: ''' SeqDiagBuilder.recordFlow() def createRequest(self, parm1, parm2): ''' :seqdiag_return Bool :param parm1: :return: ''' SeqDiagBuilder.recordFlow() class C: def c1(self, c1_p1): ''' :param c1_p1: :seqdiag_return Cc1Return :return: ''' SeqDiagBuilder.recordFlow() def c2(self, c2_p1): ''' :param c2_p1: :seqdiag_return Cc2Return :return: ''' d = DSub() d.d1(1) def c3(self, c3_p1): ''' :param c3_p1: :seqdiag_return Cc3Return :return: ''' d = DSub() d.d2(1) SeqDiagBuilder.recordFlow() self.c4(1) def c4(self, c4_p1): ''' :param c4_p1: :seqdiag_return Cc4Return :return: ''' d = DSub() d.d2(1) SeqDiagBuilder.recordFlow() def c5(self, c5_p1): ''' :param c5_p1: :seqdiag_return Cc5Return :return: ''' d = DSub() d.d3(1) def fibonaci(self, number): ''' :param number: :seqdiag_return CfibonaciReturn :return: ''' if number == 1: SeqDiagBuilder.recordFlow() return 1 else: return number + self.fibonaci(number - 1) class B: ''' :seqdiag_note Test class note for class B ''' def b0(self, b1_p1): ''' :param b1_p1: :seqdiag_return Bb1Return :return: ''' pass def b1(self, b1_p1): ''' :param b1_p1: :seqdiag_return Bb1Return :return: ''' SeqDiagBuilder.recordFlow() def b2(self, b2_p1): ''' :param b2_p1: :seqdiag_return Bb2Return :return: ''' c = C() c.c1(1) def b3(self, b3_p1): ''' :param b3_p1: :seqdiag_return Bb3Return :return: ''' c = C() c.c1(1) c.c1(1) def b4(self, b4_p1): ''' :param b4_p1: :seqdiag_return Bb4Return :return: ''' SeqDiagBuilder.recordFlow() def b5(self, b5_p1): ''' :param b5_p1: :seqdiag_return Bb5Return :return: ''' SeqDiagBuilder.recordFlow() def b6(self, b6_p1): ''' :param b6_p1: :seqdiag_return Bb6Return :return: ''' c = C() c.c2(1) def b7(self, b7_p1): ''' :param b7_p1: :seqdiag_return Bb7Return :return: ''' c = C() c.c3(1) SeqDiagBuilder.recordFlow() d = DSub() d.d2(1) def b8(self, b8_p1): ''' :param b8_p1: :seqdiag_return Bb8Return :return: ''' c = C() c.c5(1) d = DSub() d.d2(1) class A: ''' :seqdiag_note Test class note for class A ''' def a0(self, a1_p1, a1_p2): ''' :param a1_p1: :param a1_p2: :seqdiag_return Aa1Return :return: ''' pass def a1(self, a1_p1, a1_p2): ''' :param a1_p1: :param a1_p2: :seqdiag_return Aa1Return :return: ''' SeqDiagBuilder.recordFlow() def a2(self, a2_p1): ''' :param a2_p1: :seqdiag_return Aa2Return :return: ''' b = B() b.b1(1) def a3(self, a3_p1): ''' :param a3_p1: :seqdiag_return Aa3Return :return: ''' b = B() b.b2(1) def a4(self, a4_p1): ''' :param a4_p1: :seqdiag_return Aa4Return :return: ''' b = B() b.b1(1) b.b1(1) def a5(self, a5_p1): ''' :param a5_p1: :seqdiag_return Aa5Return :return: ''' b = B() b.b1(1) b.b1(1) b.b1(1) def a6(self, a6_p1): ''' :param a6_p1: :seqdiag_return Aa6Return :return: ''' b = B() b.b2(1) b.b2(1) def a7(self, a7_p1): ''' :param a7_p1: :seqdiag_return Aa6Return :return: ''' b = B() b.b3(1) def a8(self, a8_p1, a8_p2): ''' :param a8_p1: :param a8_p2: :seqdiag_return Aa8Return :return: ''' SeqDiagBuilder.recordFlow() def a9(self, a9_p1): ''' :param a9_p1: :seqdiag_return Aa9Return :return: ''' SeqDiagBuilder.recordFlow() def a10(self, a10_p1): ''' :param a10_p1: :seqdiag_return Aa10Return :return: ''' b = B() b.b4(1) b.b5(1) def a11(self, a11_p1): ''' :param a11_p1: :seqdiag_return Aa11Return :return: ''' b = B() b.b6(1) b.b6(1) def a12(self, a12_p1): ''' :param a12_p1: :seqdiag_return Aa12Return :return: ''' b = B() b.b7(1) b.b7(1) SeqDiagBuilder.recordFlow() def a13(self, a13_p1): ''' :param a13_p1: :seqdiag_return Aa13Return :return: ''' b = B() b.b8(1) b.b8(1) class TestSeqDiagBuilder(unittest.TestCase): def setUp(self): SeqDiagBuilder.deactivate() def testCreateSeqDiagCommandsOnSimplestCallWithoutRecordFlowCallInLeafMethod(self): entryPoint = A() SeqDiagBuilder.activate(parentdir, 'A', 'a0') # activate sequence diagram building entryPoint.a0(1, 2) commands = SeqDiagBuilder.createSeqDiaqCommands('USER') with open("c:\\temp\\ess.txt", "w") as f: f.write(commands) self.assertEqual(len(SeqDiagBuilder.getWarningList()), 1) self.assertEqual( '''@startuml center header <b><font color=red size=20> Warnings</font></b> <b><font color=red size=14> No control flow recorded.</font></b> <b><font color=red size=14> Method activate() called with arguments projectPath=<{}>, entryClass=<A>, entryMethod=<a0>, classArgDic=<None>: True.</font></b> <b><font color=red size=14> Method recordFlow() called: False.</font></b> <b><font color=red size=14> Specified entry point: A.a0 reached: False.</font></b> endheader actor USER @enduml'''.format(parentdir), commands) # using format() instead og replace fails ! SeqDiagBuilder.deactivate() # deactivate sequence diagram building def testCreateSeqDiagCommandsOnSimplestCall(self): entryPoint = A() SeqDiagBuilder.activate(parentdir, 'A', 'a1') # activate sequence diagram building entryPoint.a1(1, 2) commands = SeqDiagBuilder.createSeqDiaqCommands('USER') with open("c:\\temp\\ess.txt", "w") as f: f.write(commands) self.assertEqual(len(SeqDiagBuilder.getWarningList()), 0) self.assertEqual( '''@startuml actor USER participant TestSeqDiagBuilder participant A /note over of A Test class note for class A end note USER -> A: a1(a1_p1, a1_p2) activate A USER <-- A: return Aa1Return deactivate A @enduml''', commands) SeqDiagBuilder.deactivate() # deactivate sequence diagram building def testCreateSeqDiagCommandsOnSimplestCallNotPassingProjectDir(self): entryPoint = A() SeqDiagBuilder.activate(None, 'A', 'a1') # activate sequence diagram building entryPoint.a1(1, 2) commands = SeqDiagBuilder.createSeqDiaqCommands('USER') with open("c:\\temp\\ess.txt", "w") as f: f.write(commands) self.assertEqual(len(SeqDiagBuilder.getWarningList()), 1) self.assertEqual( '''@startuml center header <b><font color=red size=20> Warnings</font></b> <b><font color=red size=14> No control flow recorded.</font></b> <b><font color=red size=14> Method activate() called with arguments projectPath=<None>, entryClass=<A>, entryMethod=<a1>, classArgDic=<None>: True.</font></b> <b><font color=red size=14> Method recordFlow() called: True.</font></b> <b><font color=red size=14> Specified entry point: A.a1 reached: False.</font></b> endheader actor USER @enduml''', commands) SeqDiagBuilder.deactivate() # deactivate sequence diagram building def testCreateSeqDiagCommandsOnSimplestCallPassingEmptyProjectDir(self): entryPoint = A() SeqDiagBuilder.activate('', 'A', 'a1') # activate sequence diagram building entryPoint.a1(1, 2) commands = SeqDiagBuilder.createSeqDiaqCommands('USER') with open("c:\\temp\\ess.txt", "w") as f: f.write(commands) self.assertEqual(len(SeqDiagBuilder.getWarningList()), 1) self.assertEqual( '''@startuml center header <b><font color=red size=20> Warnings</font></b> <b><font color=red size=14> No control flow recorded.</font></b> <b><font color=red size=14> Method activate() called with arguments projectPath=<>, entryClass=<A>, entryMethod=<a1>, classArgDic=<None>: True.</font></b> <b><font color=red size=14> Method recordFlow() called: True.</font></b> <b><font color=red size=14> Specified entry point: A.a1 reached: False.</font></b> endheader actor USER @enduml''', commands) SeqDiagBuilder.deactivate() # deactivate sequence diagram building def testCreateSeqDiagCommandsTwoLevelCallTwoDiffMethods(self): entryPoint = A() SeqDiagBuilder.activate(parentdir, 'A', 'a10') # activate sequence diagram building entryPoint.a10(1) commands = SeqDiagBuilder.createSeqDiaqCommands('USER') with open("c:\\temp\\ess.txt", "w") as f: f.write(commands) self.assertEqual(len(SeqDiagBuilder.getWarningList()), 0) self.assertEqual( '''@startuml actor USER participant TestSeqDiagBuilder participant A /note over of A Test class note for class A end note participant B /note over of B Test class note for class B end note USER -> A: a10(a10_p1) activate A A -> B: b4(b4_p1) activate B A <-- B: return Bb4Return deactivate B A -> B: b5(b5_p1) activate B A <-- B: return Bb5Return deactivate B USER <-- A: return Aa10Return deactivate A @enduml''', commands) SeqDiagBuilder.deactivate() # deactivate sequence diagram building def testCreateSeqDiagCommandsOnTwoLevelCall(self): entryPoint = A() SeqDiagBuilder.activate(parentdir, 'A', 'a2') # activate sequence diagram building entryPoint.a2(1) commands = SeqDiagBuilder.createSeqDiaqCommands('USER') self.assertEqual(len(SeqDiagBuilder.getWarningList()), 0) with open("c:\\temp\\ess.txt", "w") as f: f.write(commands) self.assertEqual( '''@startuml actor USER participant TestSeqDiagBuilder participant A /note over of A Test class note for class A end note participant B /note over of B Test class note for class B end note USER -> A: a2(a2_p1) activate A A -> B: b1(b1_p1) activate B A <-- B: return Bb1Return deactivate B USER <-- A: return Aa2Return deactivate A @enduml''', commands) SeqDiagBuilder.deactivate() # deactivate sequence diagram building def testCreateSeqDiagCommandsOnThreeLevelCallingMidLevelMethodTwice(self): entryPoint = A() SeqDiagBuilder.activate(parentdir, 'A', 'a6') # activate sequence diagram building entryPoint.a6(1) commands = SeqDiagBuilder.createSeqDiaqCommands('USER') self.assertEqual(len(SeqDiagBuilder.getWarningList()), 0) with open("c:\\temp\\ess.txt", "w") as f: f.write(commands) self.assertEqual( '''@startuml actor USER participant TestSeqDiagBuilder participant A /note over of A Test class note for class A end note participant B /note over of B Test class note for class B end note participant C USER -> A: a6(a6_p1) activate A A -> B: b2(b2_p1) activate B B -> C: c1(c1_p1) activate C B <-- C: return Cc1Return deactivate C A <-- B: return Bb2Return deactivate B A -> B: b2(b2_p1) activate B B -> C: c1(c1_p1) activate C B <-- C: return Cc1Return deactivate C A <-- B: return Bb2Return deactivate B USER <-- A: return Aa6Return deactivate A @enduml''', commands) SeqDiagBuilder.deactivate() # deactivate sequence diagram building def testCreateSeqDiagCommandsOnFiveLevelCallingSecondLevelMethodTwice(self): entryPoint = A() SeqDiagBuilder.activate(parentdir, 'A', 'a11') # activate sequence diagram building entryPoint.a11(1) commands = SeqDiagBuilder.createSeqDiaqCommands(actorName='USER', title='Sequence diagram title') self.assertEqual(len(SeqDiagBuilder.getWarningList()), 0) with open("c:\\temp\\ess.txt", "w") as f: f.write(commands) self.assertEqual( '''@startuml title Sequence diagram title actor USER participant TestSeqDiagBuilder participant A /note over of A Test class note for class A end note participant B /note over of B Test class note for class B end note participant C participant DSub /note over of DSub Short note DSub end note USER -> A: a11(a11_p1) activate A A -> B: b6(b6_p1) activate B B -> C: c2(c2_p1) activate C C -> DSub: d1(d1_p1) activate DSub C <-- DSub: return Dd1Return deactivate DSub B <-- C: return Cc2Return deactivate C A <-- B: return Bb6Return deactivate B A -> B: b6(b6_p1) activate B B -> C: c2(c2_p1) activate C C -> DSub: d1(d1_p1) activate DSub C <-- DSub: return Dd1Return deactivate DSub B <-- C: return Cc2Return deactivate C A <-- B: return Bb6Return deactivate B USER <-- A: return Aa11Return deactivate A @enduml''', commands) SeqDiagBuilder.deactivate() # deactivate sequence diagram building def testCreateSeqDiagCommandsOnFiveLevelCallingSecondLevelMethodTwiceProjectPathUnixLike(self): entryPoint = A() SeqDiagBuilder.activate(parentdir.replace('\\','/'), 'A', 'a11') # activate sequence diagram building entryPoint.a11(1) commands = SeqDiagBuilder.createSeqDiaqCommands('USER') self.assertEqual(len(SeqDiagBuilder.getWarningList()), 0) with open("c:\\temp\\ess.txt", "w") as f: f.write(commands) self.assertEqual( '''@startuml actor USER participant TestSeqDiagBuilder participant A /note over of A Test class note for class A end note participant B /note over of B Test class note for class B end note participant C participant DSub /note over of DSub Short note DSub end note USER -> A: a11(a11_p1) activate A A -> B: b6(b6_p1) activate B B -> C: c2(c2_p1) activate C C -> DSub: d1(d1_p1) activate DSub C <-- DSub: return Dd1Return deactivate DSub B <-- C: return Cc2Return deactivate C A <-- B: return Bb6Return deactivate B A -> B: b6(b6_p1) activate B B -> C: c2(c2_p1) activate C C -> DSub: d1(d1_p1) activate DSub C <-- DSub: return Dd1Return deactivate DSub B <-- C: return Cc2Return deactivate C A <-- B: return Bb6Return deactivate B USER <-- A: return Aa11Return deactivate A @enduml''', commands) SeqDiagBuilder.deactivate() # deactivate sequence diagram building def testCreateSeqDiagCommandsOnFiveLevelCallingSecondLevelMethodTwiceWithRecordFlowInEveryMethod(self): entryPoint = A() SeqDiagBuilder.activate(parentdir, 'A', 'a12') # activate sequence diagram building entryPoint.a12(1) commands = SeqDiagBuilder.createSeqDiaqCommands('USER') self.assertEqual(len(SeqDiagBuilder.getWarningList()), 0) with open("c:\\temp\\ess.txt", "w") as f: f.write(commands) self.assertEqual( '''@startuml actor USER participant TestSeqDiagBuilder participant A /note over of A Test class note for class A end note participant B /note over of B Test class note for class B end note participant C participant DSub /note over of DSub Short note DSub end note USER -> A: a12(a12_p1) activate A A -> B: b7(b7_p1) activate B B -> C: c3(c3_p1) activate C C -> DSub: d2(d2_p1) activate DSub C <-- DSub: return Dd2Return deactivate DSub C -> C: c4(c4_p1) activate C C -> DSub: d2(d2_p1) activate DSub C <-- DSub: return Dd2Return deactivate DSub C <-- C: return Cc4Return deactivate C B <-- C: return Cc3Return deactivate C B -> DSub: d2(d2_p1) activate DSub B <-- DSub: return Dd2Return deactivate DSub A <-- B: return Bb7Return deactivate B A -> B: b7(b7_p1) activate B B -> C: c3(c3_p1) activate C C -> DSub: d2(d2_p1) activate DSub C <-- DSub: return Dd2Return deactivate DSub C -> C: c4(c4_p1) activate C C -> DSub: d2(d2_p1) activate DSub C <-- DSub: return Dd2Return deactivate DSub C <-- C: return Cc4Return deactivate C B <-- C: return Cc3Return deactivate C B -> DSub: d2(d2_p1) activate DSub B <-- DSub: return Dd2Return deactivate DSub A <-- B: return Bb7Return deactivate B USER <-- A: return Aa12Return deactivate A @enduml''', commands) SeqDiagBuilder.deactivate() # deactivate sequence diagram building def testCreateSeqDiagCommandsOnFiveLevelCallingSecondLevelMethodTwiceWithRecordFlowInOnePlaceOnlySpecifyingNoteLengthLimit(self): entryPoint = A() SeqDiagBuilder.activate(parentdir, 'A', 'a13') # activate sequence diagram building entryPoint.a13(1) commands = SeqDiagBuilder.createSeqDiaqCommands(actorName='USER', title=None, maxSigArgNum=None, maxSigCharLen=200, maxNoteCharLen=15) self.assertEqual(len(SeqDiagBuilder.getWarningList()), 0) with open("c:\\temp\\ess.txt", "w") as f: f.write(commands) self.assertEqual( '''@startuml actor USER participant TestSeqDiagBuilder participant A /note over of A Test class note for class A end note participant B /note over of B Test class note for class B end note participant DSub /note over of DSub Short note DSub end note USER -> A: a13(a13_p1) activate A A -> B: b8(b8_p1) activate B B -> DSub: d2(d2_p1) activate DSub B <-- DSub: return Dd2Return deactivate DSub A <-- B: return Bb8Return deactivate B A -> B: b8(b8_p1) activate B B -> DSub: d2(d2_p1) activate DSub B <-- DSub: return Dd2Return deactivate DSub A <-- B: return Bb8Return deactivate B USER <-- A: return Aa13Return deactivate A @enduml''', commands) SeqDiagBuilder.deactivate() # deactivate sequence diagram building def testCreateSeqDiagCommandsOnThreeLevelCallingLastLevelMethodTwice(self): ''' Calling two level deep method which calls last Level method twice :return: ''' entryPoint = A() SeqDiagBuilder.activate(parentdir, 'A', 'a7') # activate sequence diagram building entryPoint.a7(1) commands = SeqDiagBuilder.createSeqDiaqCommands('USER') self.assertEqual(len(SeqDiagBuilder.getWarningList()), 0) with open("c:\\temp\\ess.txt", "w") as f: f.write(commands) self.assertEqual( '''@startuml actor USER participant TestSeqDiagBuilder participant A /note over of A Test class note for class A end note participant B /note over of B Test class note for class B end note participant C USER -> A: a7(a7_p1) activate A A -> B: b3(b3_p1) activate B B -> C: c1(c1_p1) activate C B <-- C: return Cc1Return deactivate C B -> C: c1(c1_p1) activate C B <-- C: return Cc1Return deactivate C A <-- B: return Bb3Return deactivate B USER <-- A: return Aa6Return deactivate A @enduml''', commands) SeqDiagBuilder.deactivate() # deactivate sequence diagram building def testCreateSeqDiagCommandsOnTwoLevelCallCallingMethodTwice(self): entryPoint = A() SeqDiagBuilder.activate(parentdir, 'A', 'a4') # activate sequence diagram building entryPoint.a4(1) commands = SeqDiagBuilder.createSeqDiaqCommands('USER') self.assertEqual(len(SeqDiagBuilder.getWarningList()), 0) with open("c:\\temp\\ess.txt", "w") as f: f.write(commands) self.assertEqual( '''@startuml actor USER participant TestSeqDiagBuilder participant A /note over of A Test class note for class A end note participant B /note over of B Test class note for class B end note USER -> A: a4(a4_p1) activate A A -> B: b1(b1_p1) activate B A <-- B: return Bb1Return deactivate B A -> B: b1(b1_p1) activate B A <-- B: return Bb1Return deactivate B USER <-- A: return Aa4Return deactivate A @enduml''', commands) SeqDiagBuilder.deactivate() # deactivate sequence diagram building def testCreateSeqDiagCommandsOnTwoLevelCallCallingMethodThreeTimes(self): entryPoint = A() SeqDiagBuilder.activate(parentdir, 'A', 'a5') # activate sequence diagram building entryPoint.a5(1) commands = SeqDiagBuilder.createSeqDiaqCommands('USER') self.assertEqual(len(SeqDiagBuilder.getWarningList()), 0) with open("c:\\temp\\ess.txt", "w") as f: f.write(commands) self.assertEqual( '''@startuml actor USER participant TestSeqDiagBuilder participant A /note over of A Test class note for class A end note participant B /note over of B Test class note for class B end note USER -> A: a5(a5_p1) activate A A -> B: b1(b1_p1) activate B A <-- B: return Bb1Return deactivate B A -> B: b1(b1_p1) activate B A <-- B: return Bb1Return deactivate B A -> B: b1(b1_p1) activate B A <-- B: return Bb1Return deactivate B USER <-- A: return Aa5Return deactivate A @enduml''', commands) SeqDiagBuilder.deactivate() # deactivate sequence diagram building def testCreateSeqDiagCommandsOnThreeLevelCall(self): entryPoint = A() SeqDiagBuilder.activate(parentdir, 'A', 'a3') # activate sequence diagram building entryPoint.a3(1) commands = SeqDiagBuilder.createSeqDiaqCommands('USER') with open("c:\\temp\\ess.txt", "w") as f: f.write(commands) self.assertEqual(len(SeqDiagBuilder.getWarningList()), 0) self.assertEqual( '''@startuml actor USER participant TestSeqDiagBuilder participant A /note over of A Test class note for class A end note participant B /note over of B Test class note for class B end note participant C USER -> A: a3(a3_p1) activate A A -> B: b2(b2_p1) activate B B -> C: c1(c1_p1) activate C B <-- C: return Cc1Return deactivate C A <-- B: return Bb2Return deactivate B USER <-- A: return Aa3Return deactivate A @enduml''', commands) SeqDiagBuilder.deactivate() # deactivate sequence diagram building def test_instanciateClassInitTwoArgs(self): className = 'IsolatedClassWithInstanceVariables' packageSpec = 'testclasses.' moduleName = 'isolatedclasswithinstancevariables' instance = SeqDiagBuilder._instanciateClass(className, packageSpec, moduleName) self.assertIsInstance(instance, IsolatedClassWithInstanceVariables) def test_instanciateClassInitNoArgs(self): className = 'IsolatedClass' packageSpec = 'testclasses.' moduleName = 'isolatedclass' instance = SeqDiagBuilder._instanciateClass(className, packageSpec, moduleName) self.assertIsInstance(instance, IsolatedClass) def test_instanciateClassInitNoArgsSubPackageSpec(self): className = 'IsolatedClassSub' packageSpec = 'testclasses.subtestpackage.' moduleName = 'isolatedclasssub' instance = SeqDiagBuilder._instanciateClass(className, packageSpec, moduleName) self.assertIsInstance(instance, IsolatedClassSub) def test_instanciateClassInitNoArgsEmptyPackageSpec(self): className = 'Client' packageSpec = '' moduleName = 'testseqdiagbuilder' instance = SeqDiagBuilder._instanciateClass(className, packageSpec, moduleName) self.assertIsInstance(instance, Client) def test_instanciateClassInitNoArgsEmptyPackageSpecClassInProjectRoot(self): className = 'SeqDiagBuilder' packageSpec = '' moduleName = 'seqdiagbuilder' instance = SeqDiagBuilder._instanciateClass(className, packageSpec, moduleName) self.assertIsInstance(instance, SeqDiagBuilder) def testRecordFlowWhereMulitpleClassesSupportSameMethodAndOneIsSelected(self): entryPoint = ChildThree() SeqDiagBuilder.activate(parentdir, 'ChildThree', 'getCoordinate') # activate sequence diagram building entryPoint.getCoordinate() commands = SeqDiagBuilder.createSeqDiaqCommands('USER') with open("c:\\temp\\ess.txt", "w") as f: f.write(commands) self.assertEqual( '''@startuml actor USER participant TestSeqDiagBuilder participant ChildThree USER -> ChildThree: getCoordinate(location='') activate ChildThree USER <-- ChildThree: return CoordSel deactivate ChildThree @enduml''', commands) SeqDiagBuilder.deactivate() def testRecordFlowWhereMulitpleClassesSupportSameMethodAndOneIsSelectedInOtherClass(self): entryPoint = ChildTwo() SeqDiagBuilder.activate(parentdir, 'ChildTwo', 'getCoordinate') # activate sequence diagram building entryPoint.getCoordinate() commands = SeqDiagBuilder.createSeqDiaqCommands('USER') with open("c:\\temp\\ess.txt", "w") as f: f.write(commands) self.assertEqual( '''@startuml center header <b><font color=red size=20> Warnings</font></b> <b><font color=red size=14> No control flow recorded.</font></b> <b><font color=red size=14> Method activate() called with arguments projectPath=<{}>, entryClass=<ChildTwo>, entryMethod=<getCoordinate>, classArgDic=<None>: True.</font></b> <b><font color=red size=14> Method recordFlow() called: True.</font></b> <b><font color=red size=14> Specified entry point: ChildTwo.getCoordinate reached: False.</font></b> endheader actor USER @enduml'''.format(parentdir), commands) # using format() instead og replace fails ! SeqDiagBuilder.deactivate() def testRecordFlowWhereMulitpleClassesSupportSameMethodAndNoneIsSelected(self): entryPoint = ChildTwo() SeqDiagBuilder.activate(parentdir, 'ChildTwo', 'getCoordinateNoneSelected') # activate sequence diagram building entryPoint.getCoordinateNoneSelected() commands = SeqDiagBuilder.createSeqDiaqCommands('USER') with open("c:\\temp\\ess.txt", "w") as f: f.write(commands) self.assertEqual( '''@startuml center header <b><font color=red size=20> Warnings</font></b> <b><font color=red size=20> 1</font></b> <b><font color=red size=14> More than one class ['Parent', 'ChildOne', 'ChildTwo', 'ChildThree', 'ChildOfChildTwo'] found in module testseqdiagbuilder do support method getCoordinateNoneSelected(location='').</font></b> <b><font color=red size=14> Since Python provides no way to determine the exact target class, class Parent was chosen by default for building the sequence diagram.</font></b> <b><font color=red size=14> To override this selection, put tag :seqdiag_select_method somewhere in the target method documentation or define every class of the hierarchy in its own file.</font></b> <b><font color=red size=14> See help for more information.</font></b> <b><font color=red size=20> 2</font></b> <b><font color=red size=14> No control flow recorded.</font></b> <b><font color=red size=14> Method activate() called with arguments projectPath=<{}>, entryClass=<ChildTwo>, entryMethod=<getCoordinateNoneSelected>, classArgDic=<None>: True.</font></b> <b><font color=red size=14> Method recordFlow() called: True.</font></b> <b><font color=red size=14> Specified entry point: ChildTwo.getCoordinateNoneSelected reached: False.</font></b> endheader actor USER @enduml'''.format(parentdir), commands) # using format() instead og replace fails ! SeqDiagBuilder.deactivate() def testRecordFlowWhereMulitpleClassesSupportInheritedMethodAndNoneIsSelected(self): entryPoint = ClassA() SeqDiagBuilder.activate(parentdir, 'ClassA', 'aMethod') # activate sequence diagram building entryPoint.aMethod(1) commands = SeqDiagBuilder.createSeqDiaqCommands('USER') with open("c:\\temp\\ess.txt", "w") as f: f.write(commands) self.assertEqual( '''@startuml center header <b><font color=red size=20> Warnings</font></b> <b><font color=red size=14> More than one class ['Parent', 'ChildOne', 'ChildTwo', 'ChildThree', 'ChildOfChildTwo'] found in module testseqdiagbuilder do support method inheritedMethod(inhArg).</font></b> <b><font color=red size=14> Since Python provides no way to determine the exact target class, class Parent was chosen by default for building the sequence diagram.</font></b> <b><font color=red size=14> To override this selection, put tag :seqdiag_select_method somewhere in the target method documentation or define every class of the hierarchy in its own file.</font></b> <b><font color=red size=14> See help for more information.</font></b> endheader actor USER participant TestSeqDiagBuilder participant ClassA participant Parent USER -> ClassA: aMethod(aMarg) activate ClassA ClassA -> Parent: inheritedMethod(inhArg) activate Parent ClassA <-- Parent: return inhMethResult deactivate Parent USER <-- ClassA: return ResultAmeth deactivate ClassA @enduml''', commands) SeqDiagBuilder.deactivate() def testCreateSeqDiagCommandsOnFullRequestHistoDayPrice(self): ''' Generates a sequence diagram on a typical CryptoPricer request. :return: ''' if not 'CryptoPricer' in parentdir: return from datetimeutil import DateTimeUtil from utilityfortest import UtilityForTest from pricerequester import PriceRequester from configurationmanager import ConfigurationManager from gui.guioutputformatter import GuiOutputFormatter from controller import Controller SeqDiagBuilder.activate(parentdir, 'Controller', 'getPrintableResultForInput') # activate sequence diagram building if os.name == 'posix': FILE_PATH = '/sdcard/cryptopricer.ini' else: FILE_PATH = 'c:\\temp\\cryptopricer.ini' configMgr = ConfigurationManager(FILE_PATH) self.controller = Controller(GuiOutputFormatter(configMgr), configMgr, PriceRequester()) timezoneStr = 'Europe/Zurich' now = DateTimeUtil.localNow(timezoneStr) eightDaysBeforeArrowDate = now.shift(days=-8) if eightDaysBeforeArrowDate.year < now.year: print('{} skipped due to current date {}'.format('testControllerRTThenHistoMinuteThenRThenNewUnit()', now)) SeqDiagBuilder.deactivate() return eightDaysBeforeYearStr, eightDaysBeforeMonthStr, eightDaysBeforeDayStr, eightDaysBeforeHourStr, eightDaysBeforeMinuteStr = UtilityForTest.getFormattedDateTimeComponentsForArrowDateTimeObj(eightDaysBeforeArrowDate) requestYearStr = eightDaysBeforeYearStr requestDayStr = eightDaysBeforeDayStr requestMonthStr = eightDaysBeforeMonthStr inputStr = 'eth btc {}/{} all'.format(requestDayStr, requestMonthStr) printResult, fullCommandStr, fullCommandStrWithOptions, fullCommandStrWithSaveModeOptions, fullCommandStrForStatusBar = self.controller.getPrintableResultForInput( inputStr) if DateTimeUtil.isDateOlderThan(eightDaysBeforeArrowDate, 7): hourStr = '00' minuteStr = '00' priceType = 'C' else: hourStr = eightDaysBeforeHourStr minuteStr = eightDaysBeforeMinuteStr priceType = 'M' self.assertEqual( 'ETH/BTC on AVG: ' + '{}/{}/{} {}:{}{}'.format(requestDayStr, requestMonthStr, requestYearStr, hourStr, minuteStr, priceType), UtilityForTest.removeOneEndPriceFromResult(printResult)) self.assertEqual('eth btc {}/{}/{} {}:{} all'.format(requestDayStr, requestMonthStr, requestYearStr, hourStr, minuteStr), fullCommandStr) self.assertEqual(None, fullCommandStrWithSaveModeOptions) self.assertEqual(len(SeqDiagBuilder.getWarningList()), 0) commands = SeqDiagBuilder.createSeqDiaqCommands('GUI') with open("c:\\temp\\sqCryptoPricerFullSig.txt","w") as f: f.write(commands) SeqDiagBuilder.deactivate() self.assertEqual( '''@startuml actor GUI participant Controller /note over of Controller Client in the GOF Command pattern. Entry point of the business layer. Instanciates the business layer classes. end note participant Requester /note over of Requester Parses the user requests, storing the request parms into the the appropriate Command. end note participant CommandPrice /note over of CommandPrice Command in the GOF Command pattern. Stores all the request parms parsed by the Requester. Stores aswell the currently active request parms which will be used in case of partial request. Validates part of the request elements and computes the int request date/time components. Calls the receiver, i.e. the Processor, passing to it the required request parms. end note participant Processor /note over of Processor Receiver in the GOF Command pattern. Validates and obtains real exchange name for crypto/unit and unit/fiat pairs. Determines if RT or historical price must be asked to the PriceRequester. After getting the price, computes the fiat (-f) and value (-v) option values and add them to the returned ResultData. In case a crypto/unit or a fiat/unit pair is not supported by the pair exchange, try to obtain a unit/crypto, respectively a unit/fiat pair price. end note participant PriceRequester /note over of PriceRequester Obtains the RT or historical rates from the cryptocompare.com web site. For historical rates, determines if a minute or close rate is to be obtained. end note participant GuiOutputFormatter /note over of GuiOutputFormatter Formats the result data printed to the output zone of the application and to the status bar. end note GUI -> Controller: getPrintableResultForInput(inputStr) activate Controller Controller -> Requester: getCommand(inputStr) activate Requester Requester -> Requester: _parseAndFillCommandPrice(inputStr) activate Requester Requester -> Requester: _buildFullCommandPriceOrderFreeParmsDic(orderFreeParmList) activate Requester Requester <-- Requester: return optionalParsedParmDataDic deactivate Requester Requester <-- Requester: return CommandPrice or CommandError deactivate Requester Controller <-- Requester: return AbstractCommand deactivate Requester note right May return a CommandError in case of parsing problem. end note Controller -> CommandPrice: execute() activate CommandPrice CommandPrice -> Processor: getCryptoPrice(crypto, unit, exchange, day, month, year, hour, minute, optionValueSymbol=None, ...) activate Processor Processor -> Processor: _getPrice(currency, targetCurrency, exchange, year, month, day, hour, minute, dateTimeFormat, localTz, ...) activate Processor Processor -> PriceRequester: getHistoricalPriceAtUTCTimeStamp(crypto, unit, timeStampLocalForHistoMinute, localTz, timeStampUTCNoHHMMForHistoDay, exchange) activate PriceRequester note right Obtainins a minute price if request date < 7 days from now, else a day close price. end note PriceRequester -> PriceRequester: _getHistoDayPriceAtUTCTimeStamp(crypto, unit, timeStampUTC, exchange, resultData) activate PriceRequester PriceRequester <-- PriceRequester: return ResultData deactivate PriceRequester Processor <-- PriceRequester: return ResultData deactivate PriceRequester Processor <-- Processor: return ResultData deactivate Processor CommandPrice <-- Processor: return ResultData deactivate Processor Controller <-- CommandPrice: return ResultData or False deactivate CommandPrice Controller -> GuiOutputFormatter: getFullCommandString(resultData) activate GuiOutputFormatter GuiOutputFormatter -> GuiOutputFormatter: _buildFullDateAndTimeStrings(commandDic, timezoneStr) activate GuiOutputFormatter GuiOutputFormatter <-- GuiOutputFormatter: return requestDateDMY, requestDateHM deactivate GuiOutputFormatter Controller <-- GuiOutputFormatter: return printResult, fullCommandStrNoOptions, fullCommandStrWithNoSaveOptions, ... deactivate GuiOutputFormatter GUI <-- Controller: return printResult, fullCommandStrNoOptions, fullCommandStrWithNoSaveOptions, ... deactivate Controller @enduml''', commands) def testCreateSeqDiagCommandsOnFullRequestHistoDayPriceWithSignatureLimitation(self): ''' Generates a sequence diagram on a typical CryptoPricer request with specifying a maximum size for the method signatures. :return: ''' if not 'CryptoPricer' in parentdir: return from datetimeutil import DateTimeUtil from utilityfortest import UtilityForTest from pricerequester import PriceRequester from configurationmanager import ConfigurationManager from gui.guioutputformatter import GuiOutputFormatter from controller import Controller SeqDiagBuilder.activate(parentdir, 'Controller', 'getPrintableResultForInput') # activate sequence diagram building if os.name == 'posix': FILE_PATH = '/sdcard/cryptopricer.ini' else: FILE_PATH = 'c:\\temp\\cryptopricer.ini' configMgr = ConfigurationManager(FILE_PATH) self.controller = Controller(GuiOutputFormatter(configMgr), configMgr, PriceRequester()) timezoneStr = 'Europe/Zurich' now = DateTimeUtil.localNow(timezoneStr) eightDaysBeforeArrowDate = now.shift(days=-8) eightDaysBeforeYearStr, eightDaysBeforeMonthStr, eightDaysBeforeDayStr, eightDaysBeforeHourStr, eightDaysBeforeMinuteStr = UtilityForTest.getFormattedDateTimeComponentsForArrowDateTimeObj( eightDaysBeforeArrowDate) requestYearStr = eightDaysBeforeYearStr requestDayStr = eightDaysBeforeDayStr requestMonthStr = eightDaysBeforeMonthStr inputStr = 'btc usd {}/{} all'.format(requestDayStr, requestMonthStr) printResult, fullCommandStr, fullCommandStrWithOptions, fullCommandStrWithSaveModeOptions, fullCommandStrForStatusBar = self.controller.getPrintableResultForInput( inputStr) commands = SeqDiagBuilder.createSeqDiaqCommands(actorName='GUI', title='CryptoPricer sequence diagram', maxSigArgNum=None, maxSigCharLen=20, maxNoteCharLen=20) plantUmlOutputDir = "c:\\temp\\" plantUmlOutputFileName = 'sqCryptoPricerShortSig.txt' plantUmlOutputFilePathName = plantUmlOutputDir + plantUmlOutputFileName with open(plantUmlOutputFilePathName, "w") as f: f.write(commands) try: self.assertEqual( '''@startuml title CryptoPricer sequence diagram actor GUI participant Controller /note over of Controller Client in the GOF Command pattern. Entry point of the business layer. Instanciates the business layer classes. end note participant Requester /note over of Requester Parses the user requests, storing the request parms into the the appropriate Command. end note participant CommandPrice /note over of CommandPrice Command in the GOF Command pattern. Stores all the request parms parsed by the Requester. Stores aswell the currently active request parms which will be used in case of partial request. Validates part of the request elements and computes the int request date/time components. Calls the receiver, i.e. the Processor, passing to it the required request parms. end note participant Processor /note over of Processor Receiver in the GOF Command pattern. Validates and obtains real exchange name for crypto/unit and unit/fiat pairs. Determines if RT or historical price must be asked to the PriceRequester. After getting the price, computes the fiat (-f) and value (-v) option values and add them to the returned ResultData. In case a crypto/unit or a fiat/unit pair is not supported by the pair exchange, try to obtain a unit/crypto, respectively a unit/fiat pair price. end note participant PriceRequester /note over of PriceRequester Obtains the RT or historical rates from the cryptocompare.com web site. For historical rates, determines if a minute or close rate is to be obtained. end note participant GuiOutputFormatter /note over of GuiOutputFormatter Formats the result data printed to the output zone of the application and to the status bar. end note GUI -> Controller: getPrintableResultForInput(inputStr) activate Controller Controller -> Requester: getCommand(inputStr) activate Requester Requester -> Requester: _parseAndFillCommandPrice(inputStr) activate Requester Requester -> Requester: _buildFullCommandPriceOrderFreeParmsDic(orderFreeParmList) activate Requester Requester <-- Requester: return ... deactivate Requester Requester <-- Requester: return ... deactivate Requester Controller <-- Requester: return AbstractCommand deactivate Requester note right May return a CommandError in case of parsing problem. end note Controller -> CommandPrice: execute() activate CommandPrice CommandPrice -> Processor: getCryptoPrice(crypto, unit, ...) activate Processor Processor -> Processor: _getPrice(currency, ...) activate Processor Processor -> PriceRequester: getHistoricalPriceAtUTCTimeStamp(crypto, unit, ...) activate PriceRequester note right Obtainins a minute price if request date < 7 days from now, else a day close price. end note PriceRequester -> PriceRequester: _getHistoDayPriceAtUTCTimeStamp(crypto, unit, ...) activate PriceRequester PriceRequester <-- PriceRequester: return ResultData deactivate PriceRequester Processor <-- PriceRequester: return ResultData deactivate PriceRequester Processor <-- Processor: return ResultData deactivate Processor CommandPrice <-- Processor: return ResultData deactivate Processor Controller <-- CommandPrice: return ResultData or False deactivate CommandPrice Controller -> GuiOutputFormatter: getFullCommandString(resultData) activate GuiOutputFormatter GuiOutputFormatter -> GuiOutputFormatter: _buildFullDateAndTimeStrings(commandDic, ...) activate GuiOutputFormatter GuiOutputFormatter <-- GuiOutputFormatter: return requestDateDMY, ... deactivate GuiOutputFormatter Controller <-- GuiOutputFormatter: return printResult, ... deactivate GuiOutputFormatter GUI <-- Controller: return printResult, ... deactivate Controller @enduml''' \ , commands) except TypeError as e: print(e) pass SeqDiagBuilder.deactivate() print('In order to generate the sequence diagram image file, open a command window on {}\nand execute the command java -jar plantuml.jar -tsvg {}\n'.format(plantUmlOutputDir, plantUmlOutputFileName)) def testCreateSeqDiagCommandsOnClassesWithEmbededSelfCalls(self): entryPoint = ClassA() SeqDiagBuilder.activate(parentdir,'ClassA', 'doWork') # activate sequence diagram building entryPoint.doWork() commands = SeqDiagBuilder.createSeqDiaqCommands('USER') with open("c:\\temp\\ess.txt","w") as f: f.write(commands) self.assertEqual( '''@startuml actor USER participant TestSeqDiagBuilder participant ClassA participant ClassB USER -> ClassA: doWork() activate ClassA ClassA -> ClassA: internalCall() activate ClassA ClassA -> ClassA: internalInnerCall() activate ClassA ClassA -> ClassB: createInnerRequest(parm1) activate ClassB ClassA <-- ClassB: return Bool deactivate ClassB ClassA <-- ClassA: return ResultPrice deactivate ClassA ClassA -> ClassB: createRequest(parm1, parm2) activate ClassB ClassA <-- ClassB: return Bool deactivate ClassB ClassA <-- ClassA: return ResultPrice deactivate ClassA USER <-- ClassA: return ClassAdoWorkRes deactivate ClassA @enduml''', commands) self.assertEqual(len(SeqDiagBuilder.getWarningList()), 0) SeqDiagBuilder.deactivate() # deactivate sequence diagram building def testCreateSeqDiagCommandsWithoutActivatingSeqDiagBuilder(self): entryPoint = ClassA() SeqDiagBuilder.deactivate() # deactivate sequence diagram building entryPoint.doWork() SeqDiagBuilder.createSeqDiaqCommands('USER') warningList = SeqDiagBuilder.getWarningList() self.assertEqual(len(warningList), 1) self.assertEqual('No control flow recorded.\nMethod activate() called: False.\nMethod recordFlow() called: True.\nSpecified entry point: None.None reached: False.', warningList[0]) def testCreateSeqDiagCommandsOnClassLocatedInPackage(self): entryPoint = IsolatedClass() SeqDiagBuilder.activate(parentdir, 'IsolatedClass', 'analyse') # activate sequence diagram building entryPoint.analyse() commands = SeqDiagBuilder.createSeqDiaqCommands('USER') with open("c:\\temp\\ess.txt", "w") as f: f.write(commands) self.assertEqual(len(SeqDiagBuilder.getWarningList()), 0) self.assertEqual( '''@startuml actor USER participant IsolatedClass USER -> IsolatedClass: analyse() activate IsolatedClass USER <-- IsolatedClass: return Analysis deactivate IsolatedClass @enduml''', commands) SeqDiagBuilder.deactivate() # deactivate sequence diagram building def testCreateSeqDiagCommandsOnClassLocatedInSubPackage(self): entryPoint = IsolatedClassSub() SeqDiagBuilder.activate(parentdir, 'IsolatedClassSub', 'analyse') # activate sequence diagram building entryPoint.analyse() commands = SeqDiagBuilder.createSeqDiaqCommands('USER') with open("c:\\temp\\ess.txt", "w") as f: f.write(commands) self.assertEqual(len(SeqDiagBuilder.getWarningList()), 0) self.assertEqual( '''@startuml actor USER participant IsolatedClassSub USER -> IsolatedClassSub: analyse() activate IsolatedClassSub USER <-- IsolatedClassSub: return Analysis deactivate IsolatedClassSub @enduml''', commands) SeqDiagBuilder.deactivate() # deactivate sequence diagram building def testCallingMethodOnClassRequiringNonNoneConstructorParmWithoutPassingClassArgsDic(self): entryPoint = Caller() SeqDiagBuilder.activate(parentdir, 'Caller', 'call') # activate sequence diagram building entryPoint.call() commands = SeqDiagBuilder.createSeqDiaqCommands('USER') with open("c:\\temp\\ess.txt", "w") as f: f.write(commands) self.assertEqual(len(SeqDiagBuilder.getWarningList()), 1) self.assertEqual( '''@startuml center header <b><font color=red size=20> Warnings</font></b> <b><font color=red size=14> ERROR - constructor for class FileReader in module testclasses.subtestpackage.filereader failed due to invalid argument(s).</font></b> <b><font color=red size=14> To solve the problem, pass a class argument dictionary with an entry for FileReader to the SeqDiagBuilder.activate() method.</font></b> endheader actor USER participant Caller USER -> Caller: call() activate Caller USER <-- Caller: deactivate Caller @enduml''', commands) SeqDiagBuilder.deactivate() # deactivate sequence diagram building def testCallingMethodOnClassRequiringNonNoneConstructotParmWithPassingClassArgsDic(self): entryPoint = Caller() classArgDic = {'FileReader': ['testfile.txt']} SeqDiagBuilder.activate(parentdir, 'Caller', 'call', classArgDic) # activate sequence diagram building entryPoint.call() commands = SeqDiagBuilder.createSeqDiaqCommands('USER') with open("c:\\temp\\ess.txt", "w") as f: f.write(commands) self.assertEqual(len(SeqDiagBuilder.getWarningList()), 0) self.assertEqual( '''@startuml actor USER participant Caller participant FileReader USER -> Caller: call() activate Caller Caller -> FileReader: getContentAsList() activate FileReader Caller <-- FileReader: deactivate FileReader USER <-- Caller: deactivate Caller @enduml''', commands) SeqDiagBuilder.deactivate() # deactivate sequence diagram building def testCallingMethodOnClassRequiringNonNoneConstructotParmWithPassingClassArgsDicWithTwoEntries(self): ''' Test case where the flow requires to instanciate the same class (FileReader) twice with different values passed to the ctor at each instanciation. ''' entryPoint = Caller() classArgDic = {'FileReader_1': ['testfile.txt'], 'FileReader_2': ['testfile2.txt']} SeqDiagBuilder.activate(parentdir, 'Caller', 'callUsingTwoFileReaders', classArgDic) # activate sequence diagram building entryPoint.callUsingTwoFileReaders() commands = SeqDiagBuilder.createSeqDiaqCommands('USER') with open("c:\\temp\\ess.txt", "w") as f: f.write(commands) self.assertEqual(len(SeqDiagBuilder.getWarningList()), 0) self.assertEqual( '''@startuml actor USER participant Caller participant FileReader USER -> Caller: callUsingTwoFileReaders() activate Caller Caller -> FileReader: getContentAsList() activate FileReader Caller <-- FileReader: deactivate FileReader Caller -> FileReader: getContentAsList() activate FileReader Caller <-- FileReader: deactivate FileReader USER <-- Caller: deactivate Caller @enduml''', commands) SeqDiagBuilder.deactivate() # deactivate sequence diagram building def testCallingMethodOnClassRequiringNonNoneConstructotParmWithPassingClassArgsDicWithOneEntry(self): ''' Test case where the flow requires to instanciate the same class (FileReader) twice with the same value passed to the ctor at each instanciation. ''' entryPoint = Caller() classArgDic = {'FileReader': ['testfile.txt']} SeqDiagBuilder.activate(parentdir, 'Caller', 'callUsingTwoFileReaders', classArgDic) # activate sequence diagram building entryPoint.callUsingTwoFileReaders() commands = SeqDiagBuilder.createSeqDiaqCommands('USER') with open("c:\\temp\\ess.txt", "w") as f: f.write(commands) self.assertEqual(len(SeqDiagBuilder.getWarningList()), 0) self.assertEqual( '''@startuml actor USER participant Caller participant FileReader USER -> Caller: callUsingTwoFileReaders() activate Caller Caller -> FileReader: getContentAsList() activate FileReader Caller <-- FileReader: deactivate FileReader Caller -> FileReader: getContentAsList() activate FileReader Caller <-- FileReader: deactivate FileReader USER <-- Caller: deactivate Caller @enduml''', commands) SeqDiagBuilder.deactivate() # deactivate sequence diagram building def testCallingMethodOnClassRequiringNonNoneConstructotParmWithPassingClassArgsDicWithOneEntryOneBooleanArg(self): ''' Test case where the flow requires to instanciate a class (FileReaderSupportingVerboseMode) whose ctor requires a string and a boolean value. To handle this situation, a class ctor arg dictionary must be passed to the SeqDiagBuilder.activate() method. ''' entryPoint = Caller() classArgDic = {'FileReaderSupportingVerboseMode': ['testfile.txt', False]} SeqDiagBuilder.activate(parentdir, 'Caller', 'callUsingVerboseFileReader', classArgDic) # activate sequence diagram building entryPoint.callUsingVerboseFileReader() commands = SeqDiagBuilder.createSeqDiaqCommands('USER') with open("c:\\temp\\ess.txt", "w") as f: f.write(commands) self.assertEqual(len(SeqDiagBuilder.getWarningList()), 0) self.assertEqual( '''@startuml actor USER participant Caller participant FileReaderSupportingVerboseMode USER -> Caller: callUsingVerboseFileReader() activate Caller Caller -> FileReaderSupportingVerboseMode: getContentAsList() activate FileReaderSupportingVerboseMode Caller <-- FileReaderSupportingVerboseMode: deactivate FileReaderSupportingVerboseMode USER <-- Caller: deactivate Caller @enduml''', commands) SeqDiagBuilder.deactivate() # deactivate sequence diagram building def testCallingMethodOnClassRequiringNonNoneConstructorParmWithPassingClassArgsDicWithOneEntryOneBooleanArgCallSuperClassMethod(self): ''' Test case where the flow requires to instanciate a class (FileReaderSupportingVerboseMode) whose ctor requires a string and a boolean value. To handle this situation, a class ctor arg dictionary must be passed to the SeqDiagBuilder.activate() method. But here, since the method FileReaderSupportingVerboseMode.getContentAsListFromSuper() calls a method of its parent class, the class ctor arg dictionary must also contain an entry for the parent class (FileReader) since its ctor __init__ method also requires an argument (a file name) ! ''' entryPoint = Caller() # this is the argument dictionary which should be defined for successful sequence # diagram generation: #classArgDic = {'FileReaderSupportingVerboseMode': ['testfile.txt', False], # 'FileReader': ['testfile.txt']} # but we forget to add an entry for the FileReader base class ctor in order # to ensure a correct warning will be added to the generated sequence diagram classArgDic = {'FileReaderSupportingVerboseMode': ['testfile.txt', False]} SeqDiagBuilder.activate(parentdir, 'Caller', 'callUsingVerboseFileReaderWithCallToSuper', classArgDic) # activate sequence diagram building entryPoint.callUsingVerboseFileReaderWithCallToSuper() commands = SeqDiagBuilder.createSeqDiaqCommands('USER') with open("c:\\temp\\ess.txt", "w") as f: f.write(commands) self.assertEqual(len(SeqDiagBuilder.getWarningList()), 1) self.assertEqual( '''@startuml center header <b><font color=red size=20> Warnings</font></b> <b><font color=red size=14> ERROR - constructor for class FileReader in module testclasses.subtestpackage.filereader failed due to invalid argument(s).</font></b> <b><font color=red size=14> To solve the problem, pass a class argument dictionary with an entry for FileReader to the SeqDiagBuilder.activate() method.</font></b> endheader actor USER participant Caller participant FileReaderSupportingVerboseMode USER -> Caller: callUsingVerboseFileReaderWithCallToSuper() activate Caller Caller -> FileReaderSupportingVerboseMode: getContentAsListFromSuper() activate FileReaderSupportingVerboseMode Caller <-- FileReaderSupportingVerboseMode: deactivate FileReaderSupportingVerboseMode USER <-- Caller: deactivate Caller @enduml''', commands) SeqDiagBuilder.deactivate() # deactivate sequence diagram building def testCallingMethodOnClassRequiringNonNoneConstructotParmWithPassingClassArgsDicWithOneEntryOneBooleanArgCallSuperClassMethodEntryAddedForParentClass( self): ''' Test case where the flow requires to instanciate a class (FileReaderSupportingVerboseMode) whose ctor requires a string and a boolean value. To handle this situation, a class ctor arg dictionary must be passed to the SeqDiagBuilder.activate() method. But here, since the method FileReaderSupportingVerboseMode.getContentAsListFromSuper() calls a method of its parent class, the class ctor arg dictionary must also contain an entry for the parent class since its ctor __init__ method also requires arguments. In this tst case, this requirement has been satisfied ! ''' entryPoint = Caller() classArgDic = {'FileReaderSupportingVerboseMode': ['testfile.txt', False], 'FileReader': ['testfile.txt']} SeqDiagBuilder.activate(parentdir, 'Caller', 'callUsingVerboseFileReaderWithCallToSuper', classArgDic) # activate sequence diagram building entryPoint.callUsingVerboseFileReaderWithCallToSuper() commands = SeqDiagBuilder.createSeqDiaqCommands('USER') with open("c:\\temp\\ess.txt", "w") as f: f.write(commands) self.assertEqual(len(SeqDiagBuilder.getWarningList()), 0) self.assertEqual( '''@startuml actor USER participant Caller participant FileReaderSupportingVerboseMode participant FileReader USER -> Caller: callUsingVerboseFileReaderWithCallToSuper() activate Caller Caller -> FileReaderSupportingVerboseMode: getContentAsListFromSuper() activate FileReaderSupportingVerboseMode FileReaderSupportingVerboseMode -> FileReader: getContentAsList() activate FileReader FileReaderSupportingVerboseMode <-- FileReader: deactivate FileReader Caller <-- FileReaderSupportingVerboseMode: deactivate FileReaderSupportingVerboseMode USER <-- Caller: deactivate Caller @enduml''', commands) SeqDiagBuilder.deactivate() # deactivate sequence diagram building def testCallingMethodOnClassRequiringNonNoneConstructotParmWithPassingClassArgsDicWithTwoEntriesSpecifyingWrongMethodName(self): ''' Test case where the flow requires to instanciate the same class (FileReader) twice with different values passed to the ctor at each instanciation. But here, we do not specify the right method for the SeqDiagBuilder.activate() method: 'callUsingTwoFileReaders' should be specified, not 'call' ! :return: ''' entryPoint = Caller() classArgDic = {'FileReader_1': ['testfile.txt'], 'FileReader_2': ['testfile2.txt']} SeqDiagBuilder.activate(parentdir, 'Caller', 'call', classArgDic) # activate sequence diagram building entryPoint.callUsingTwoFileReaders() commands = SeqDiagBuilder.createSeqDiaqCommands('USER') with open("c:\\temp\\ess.txt", "w") as f: f.write(commands) self.assertEqual(len(SeqDiagBuilder.getWarningList()), 1) self.assertEqual( """@startuml center header <b><font color=red size=20> Warnings</font></b> <b><font color=red size=14> No control flow recorded.</font></b> <b><font color=red size=14> Method activate() called with arguments projectPath=<{}>, entryClass=<Caller>, entryMethod=<call>, classArgDic=<{{'FileReader_1': ['testfile.txt'], 'FileReader_2': ['testfile2.txt']}}>: True.</font></b> <b><font color=red size=14> Method recordFlow() called: True.</font></b> <b><font color=red size=14> Specified entry point: Caller.call reached: False.</font></b> endheader actor USER @enduml""".format(parentdir), commands) # using format() instead og replace fails ! SeqDiagBuilder.deactivate() # deactivate sequence diagram building def testCallingMethodOnClassRequiringNonNoneConstructotParmWithPassingInvalidClassArgsDic(self): entryPoint = Caller() classArgDic = {'FileReader': ['testfile.txt', 'inval arg']} SeqDiagBuilder.activate(parentdir, 'Caller', 'call', classArgDic) # activate sequence diagram building entryPoint.call() commands = SeqDiagBuilder.createSeqDiaqCommands('USER') with open("c:\\temp\\ess.txt", "w") as f: f.write(commands) self.assertEqual(len(SeqDiagBuilder.getWarningList()), 1) self.assertEqual( '''@startuml center header <b><font color=red size=20> Warnings</font></b> <b><font color=red size=14> ERROR - constructor for class FileReader in module testclasses.subtestpackage.filereader failed due to invalid argument(s) (['testfile.txt', 'inval arg']) defined in the class argument dictionary passed to the SeqDiagBuilder.activate() method.</font></b> endheader actor USER participant Caller USER -> Caller: call() activate Caller USER <-- Caller: deactivate Caller @enduml''', commands) SeqDiagBuilder.deactivate() # deactivate sequence diagram building if __name__ == '__main__': unittest.main()
[ "jp.schnyder@gmail.com" ]
jp.schnyder@gmail.com
8fa26a7fc731cf1959afc22db8fe82bb1fe9ed7b
f37a5d7d252e014a0664cccac5a567fd94ba76eb
/api/src/entities/recommendation.py
cd1800336b7ed64a62b3ddb3117dc82300bd47b5
[]
no_license
GabrielVanLoon/Projeto_Teach.me
3e795b04815716d9644bc06145e3d3c9caf8032f
43188ebb27142904b1b2c8a620898971733ce298
refs/heads/master
2022-12-25T19:00:09.536937
2020-10-03T21:50:26
2020-10-03T21:50:26
null
0
0
null
null
null
null
UTF-8
Python
false
false
328
py
class Recommendation: def __init__(self, student=None, instructor=None, text=None): self.student = student self.instructor = instructor self.text = text def __iter__(self): yield 'student', self.student yield 'instructor', self.instructor yield 'text', self.text
[ "gabriel.vl.rojas@gmail.com" ]
gabriel.vl.rojas@gmail.com
56dce1c7a2e622474cab828faaa1e75698d9e760
4ac11b3ac16e8ede6075b7da7008b6c63aab2788
/app.py
bc0e5c2f2298f73a2bca6dddd8593aeb75e34064
[ "MIT" ]
permissive
DrFirestream/Tabaqui
59faa185db7fc030dcb9e8278441e3a9bf9413af
dad4fe2b3dcf01195bac330de509663ea2bd6e54
refs/heads/master
2022-12-24T15:20:27.472475
2020-09-19T21:22:22
2020-09-19T21:22:22
296,133,707
0
0
null
null
null
null
UTF-8
Python
false
false
4,254
py
import flask import boto3 import botocore import json import datetime from flask_sqlalchemy import SQLAlchemy from sqlalchemy.sql.functions import func import sys import os import random MAX_REQUESTS_TO_AWS = 20 MAX_PROMPT_LENGTH = 200 class Config(object): DEBUG = False TESTING = False CSRF_ENABLED = True SECRET_KEY = os.environ['DB_SECRET_KEY'] SQLALCHEMY_DATABASE_URI = os.environ['DATABASE_URL'] app = flask.Flask(__name__, template_folder='templates') aws_key = os.environ['AWS_ACCESS_KEY_ID'] aws_secret_key = os.environ['AWS_SECRET_ACCESS_KEY'] app.config.from_object('app.Config') app.config['SQLALCHEMY_TRACK_MODIFICATIONS'] = False db = SQLAlchemy(app) names = ['Саша', 'Игорек', 'Люда', 'Илья', 'Миша', 'Дима', 'Вова', 'Миклуха', 'Артем']; from models import Journal def get_count(q): count_q = q.statement.with_only_columns([func.count()]).order_by(None) count = q.session.execute(count_q).scalar() return count @app.route('/', methods=['GET', 'POST']) def main(): if flask.request.method == 'GET': return flask.render_template('main.html') try: prompt = flask.request.form['message'][-MAX_PROMPT_LENGTH:] #cfg = botocore.config.Config(retries={'max_attempts': 0}, read_timeout=360, connect_timeout=360, region_name="eu-central-1" ) if flask.request.form['requestid']: submitted = flask.request.form['submitted'] requestid = flask.request.form['requestid'] sqs = boto3.resource('sqs', region_name='eu-central-1', aws_access_key_id=aws_key, aws_secret_access_key=aws_secret_key) queue = sqs.get_queue_by_name(QueueName = 'TabaquiQueue') for message in queue.receive_messages(MessageAttributeNames=['RequestId']): if message.message_attributes is not None: mrequestid = message.message_attributes.get('RequestId').get('StringValue') print(mrequestid + " " + requestid) if mrequestid == requestid: res = message.body message.delete() return flask.render_template('main.html', result = submitted + message.body) return flask.render_template('main.html', result = prompt + '... ', submitted = submitted, requestid = requestid) db.session.query(Journal).filter(func.date(Journal.request) <= datetime.date.today() - datetime.timedelta(days=1)).delete(synchronize_session='fetch') db.session.commit() q = db.session.query(Journal.id)#.filter(...).order_by(...) if get_count(q) > MAX_REQUESTS_TO_AWS: return flask.render_template('main.html', result = 'Please try tomorrow') journal = Journal() db.session.add(journal) db.session.commit() db.session.refresh(journal) requestid = str(journal.id) print('Request id: ' + requestid) #boto3.setup_default_session(region_name='us-east-1') client = boto3.client('lambda', region_name='eu-central-1', aws_access_key_id=aws_key, aws_secret_access_key=aws_secret_key) #config = cfg prompt = ''.join([(s.strip() if s.find(':') > 0 and s.find('"') > 0 else names[random.randrange(0, len(names))] + ': "' + s.strip() + ' "') + '\n' for s in prompt.split('\n') if s.strip()]) if prompt.endswith(': "\n'): prompt = prompt[:-1] else: prompt = prompt + names[random.randrange(0, len(names))] + ': "' payload={"RequestId": requestid, "Prompt": prompt, "Temperature": 0.9}#, "NQuotes": 1} response = client.invoke(FunctionName = 'tabaqui_response', InvocationType = 'Event', LogType = 'Tail', Payload = json.dumps(payload)) #dictj = json.loads(response['Payload'].read().decode()) return flask.render_template('main.html', result = prompt + "\n" + str(response['StatusCode']) + "\nHave to wait for request " + requestid, submitted = prompt, requestid = requestid) except: return flask.render_template('main.html', result = str(sys.exc_info()))#[0] if __name__ == '__main__': app.run()#(host='0.0.0.0', port = os.environ['PORT'])
[ "dr.firestream@gmail.com" ]
dr.firestream@gmail.com
a381417460e3b250868a66c482b42631651416ad
52e5cd27efb30cd3466e3937fe57ce560f5d56b6
/5/5-6/main.py
e76c228d88609be9d06a8a0debd4d00027f75c5d
[]
no_license
justice3120/opencv_sample
25afc2b0877775793f2ae91199f7a642491f28d6
7720bd6331758a66d91e46c62cd2114cf194a9f8
refs/heads/master
2021-01-18T19:30:26.145170
2016-11-24T04:16:04
2016-11-24T04:16:04
72,085,288
0
0
null
null
null
null
UTF-8
Python
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2,791
py
from PIL import Image import sys from graph import build_graph, segment_graph from smooth_filter import gaussian_grid, filter_image from random import random from numpy import sqrt import numpy as np import cv2 def diff_rgb(img, x1, y1, x2, y2): r = (img[0][x1, y1] - img[0][x2, y2]) ** 2 g = (img[1][x1, y1] - img[1][x2, y2]) ** 2 b = (img[2][x1, y1] - img[2][x2, y2]) ** 2 return sqrt(r + g + b) def diff_grey(img, x1, y1, x2, y2): v = (img[x1, y1] - img[x2, y2]) ** 2 return sqrt(v) def threshold(size, const): return (const / size) def generate_image(forest, width, height): random_color = lambda: (int(random()*255), int(random()*255), int(random()*255)) colors = [random_color() for i in xrange(width*height)] img = Image.new('RGB', (width, height)) im = img.load() for y in xrange(height): for x in xrange(width): comp = forest.find(y * width + x) im[x, y] = colors[comp] return img.transpose(Image.ROTATE_270).transpose(Image.FLIP_LEFT_RIGHT) if __name__ == '__main__': if len(sys.argv) != 6: print 'Invalid number of arguments passed.' print 'Correct usage: python main.py sigma neighborhood K min_comp_size input_file' else: neighbor = int(sys.argv[2]) if neighbor != 4 and neighbor!= 8: print 'Invalid neighborhood choosed. The acceptable values are 4 or 8.' print 'Segmenting with 4-neighborhood...' tmp_img = cv2.imread(sys.argv[5]) h, w = tmp_img.shape[:2] tmp_img = cv2.resize(tmp_img, (int(w / 4), int(h / 4))) image_file = Image.fromarray(tmp_img, "RGB") sigma = float(sys.argv[1]) K = float(sys.argv[3]) min_size = int(sys.argv[4]) size = image_file.size print 'Image info: ', image_file.format, size, image_file.mode grid = gaussian_grid(sigma) if image_file.mode == 'RGB': image_file.load() r, g, b = image_file.split() r = filter_image(r, grid) g = filter_image(g, grid) b = filter_image(b, grid) smooth = (r, g, b) diff = diff_rgb else: smooth = filter_image(image_file, grid) diff = diff_grey graph = build_graph(smooth, size[1], size[0], diff, neighbor == 8) forest = segment_graph(graph, size[0]*size[1], K, min_size, threshold) image = generate_image(forest, size[1], size[0]) print 'Number of components: %d' % forest.num_sets cv2.namedWindow('Result') cv2.imshow('Result', np.array(image)) cv2.namedWindow('Canny') cv2.imshow('Canny', cv2.Canny(np.array(image), 100, 10)) cv2.waitKey(0) cv2.destroyAllWindows()
[ "masayoshi.sakamoto@dena.com" ]
masayoshi.sakamoto@dena.com
0d9dec6db8744147c3f50fe1865d02563d2fcd29
9db53eb9e79f120084461b1ddf4d8df1d16277f4
/lab1.py
112d1659cb0fd6c62d79c3d9548925f0cb2458ae
[]
no_license
petersterling1/cmput404lab1
c8c409ca3f98c7aecaba4e0d734f5234f7a35f62
54ba07aed422c3a551e76188f500697ee151bde4
refs/heads/master
2020-12-07T19:27:53.045658
2016-09-07T21:16:09
2016-09-07T21:16:09
67,643,210
0
0
null
null
null
null
UTF-8
Python
false
false
130
py
import requests response = requests.get('https://github.com/petersterling1/cmput404lab1/raw/master/lab1.py') print response.text
[ "psterlin@ualberta.ca" ]
psterlin@ualberta.ca
2f61e1a2a9ae30f8aa6baa190d2c72e14392c2d1
99958f3786f4ec372f4f5f5752ed5040dbda4ac3
/GAE_install/RPG/werkzeug/testsuite/wrappers.py
6c1d39d1092ce583d371594f8b2f70e2339558ff
[]
no_license
armadillu/LocalProjectsRPG
01f03eadcfd2f8c7e6bfdc20e149047d3c7f24a4
4b974d9de06f85b7d4f807e44c7f836d0b195220
refs/heads/master
2021-01-22T12:02:10.023666
2013-05-24T20:48:03
2013-05-24T20:48:03
null
0
0
null
null
null
null
UTF-8
Python
false
false
27,912
py
# -*- coding: utf-8 -*- """ werkzeug.testsuite.wrappers ~~~~~~~~~~~~~~~~~~~~~~~~~~~ Tests for the response and request objects. :copyright: (c) 2011 by Armin Ronacher. :license: BSD, see LICENSE for more details. """ import unittest import pickle from StringIO import StringIO from datetime import datetime from werkzeug.testsuite import WerkzeugTestCase from werkzeug import wrappers from werkzeug.exceptions import SecurityError from werkzeug.datastructures import MultiDict, ImmutableOrderedMultiDict, \ ImmutableList, ImmutableTypeConversionDict, CharsetAccept, \ CombinedMultiDict from werkzeug.test import Client, create_environ, run_wsgi_app class RequestTestResponse(wrappers.BaseResponse): """Subclass of the normal response class we use to test response and base classes. Has some methods to test if things in the response match. """ def __init__(self, response, status, headers): wrappers.BaseResponse.__init__(self, response, status, headers) self.body_data = pickle.loads(self.data) def __getitem__(self, key): return self.body_data[key] def request_demo_app(environ, start_response): request = wrappers.BaseRequest(environ) assert 'werkzeug.request' in environ start_response('200 OK', [('Content-Type', 'text/plain')]) return [pickle.dumps({ 'args': request.args, 'args_as_list': request.args.lists(), 'form': request.form, 'form_as_list': request.form.lists(), 'environ': prepare_environ_pickle(request.environ), 'data': request.data })] def prepare_environ_pickle(environ): result = {} for key, value in environ.iteritems(): try: pickle.dumps((key, value)) except Exception: continue result[key] = value return result class WrappersTestCase(WerkzeugTestCase): def assert_environ(self, environ, method): assert environ['REQUEST_METHOD'] == method assert environ['PATH_INFO'] == '/' assert environ['SCRIPT_NAME'] == '' assert environ['SERVER_NAME'] == 'localhost' assert environ['wsgi.version'] == (1, 0) assert environ['wsgi.url_scheme'] == 'http' def test_base_request(self): client = Client(request_demo_app, RequestTestResponse) # get requests response = client.get('/?foo=bar&foo=hehe') assert response['args'] == MultiDict([('foo', 'bar'), ('foo', 'hehe')]) assert response['args_as_list'] == [('foo', ['bar', 'hehe'])] assert response['form'] == MultiDict() assert response['form_as_list'] == [] assert response['data'] == '' self.assert_environ(response['environ'], 'GET') # post requests with form data response = client.post('/?blub=blah', data='foo=blub+hehe&blah=42', content_type='application/x-www-form-urlencoded') assert response['args'] == MultiDict([('blub', 'blah')]) assert response['args_as_list'] == [('blub', ['blah'])] assert response['form'] == MultiDict([('foo', 'blub hehe'), ('blah', '42')]) assert response['data'] == '' # currently we do not guarantee that the values are ordered correctly # for post data. ## assert response['form_as_list'] == [('foo', ['blub hehe']), ('blah', ['42'])] self.assert_environ(response['environ'], 'POST') # patch requests with form data response = client.patch('/?blub=blah', data='foo=blub+hehe&blah=42', content_type='application/x-www-form-urlencoded') assert response['args'] == MultiDict([('blub', 'blah')]) assert response['args_as_list'] == [('blub', ['blah'])] assert response['form'] == MultiDict([('foo', 'blub hehe'), ('blah', '42')]) assert response['data'] == '' self.assert_environ(response['environ'], 'PATCH') # post requests with json data json = '{"foo": "bar", "blub": "blah"}' response = client.post('/?a=b', data=json, content_type='application/json') assert response['data'] == json assert response['args'] == MultiDict([('a', 'b')]) assert response['form'] == MultiDict() def test_access_route(self): req = wrappers.Request.from_values(headers={ 'X-Forwarded-For': '192.168.1.2, 192.168.1.1' }) req.environ['REMOTE_ADDR'] = '192.168.1.3' assert req.access_route == ['192.168.1.2', '192.168.1.1'] assert req.remote_addr == '192.168.1.3' req = wrappers.Request.from_values() req.environ['REMOTE_ADDR'] = '192.168.1.3' assert req.access_route == ['192.168.1.3'] def test_url_request_descriptors(self): req = wrappers.Request.from_values('/bar?foo=baz', 'http://example.com/test') assert req.path == u'/bar' assert req.full_path == u'/bar?foo=baz' assert req.script_root == u'/test' assert req.url == 'http://example.com/test/bar?foo=baz' assert req.base_url == 'http://example.com/test/bar' assert req.url_root == 'http://example.com/test/' assert req.host_url == 'http://example.com/' assert req.host == 'example.com' assert req.scheme == 'http' req = wrappers.Request.from_values('/bar?foo=baz', 'https://example.com/test') assert req.scheme == 'https' def test_url_request_descriptors_hosts(self): req = wrappers.Request.from_values('/bar?foo=baz', 'http://example.com/test') req.trusted_hosts = ['example.com'] assert req.path == u'/bar' assert req.full_path == u'/bar?foo=baz' assert req.script_root == u'/test' assert req.url == 'http://example.com/test/bar?foo=baz' assert req.base_url == 'http://example.com/test/bar' assert req.url_root == 'http://example.com/test/' assert req.host_url == 'http://example.com/' assert req.host == 'example.com' assert req.scheme == 'http' req = wrappers.Request.from_values('/bar?foo=baz', 'https://example.com/test') assert req.scheme == 'https' req = wrappers.Request.from_values('/bar?foo=baz', 'http://example.com/test') req.trusted_hosts = ['example.org'] self.assert_raises(SecurityError, lambda: req.url) self.assert_raises(SecurityError, lambda: req.base_url) self.assert_raises(SecurityError, lambda: req.url_root) self.assert_raises(SecurityError, lambda: req.host_url) self.assert_raises(SecurityError, lambda: req.host) def test_authorization_mixin(self): request = wrappers.Request.from_values(headers={ 'Authorization': 'Basic QWxhZGRpbjpvcGVuIHNlc2FtZQ==' }) a = request.authorization assert a.type == 'basic' assert a.username == 'Aladdin' assert a.password == 'open sesame' def test_base_response(self): # unicode response = wrappers.BaseResponse(u'öäü') assert response.data == 'öäü' # writing response = wrappers.Response('foo') response.stream.write('bar') assert response.data == 'foobar' # set cookie response = wrappers.BaseResponse() response.set_cookie('foo', 'bar', 60, 0, '/blub', 'example.org', False) assert response.headers.to_list() == [ ('Content-Type', 'text/plain; charset=utf-8'), ('Set-Cookie', 'foo=bar; Domain=example.org; expires=Thu, ' '01-Jan-1970 00:00:00 GMT; Max-Age=60; Path=/blub') ] # delete cookie response = wrappers.BaseResponse() response.delete_cookie('foo') assert response.headers.to_list() == [ ('Content-Type', 'text/plain; charset=utf-8'), ('Set-Cookie', 'foo=; expires=Thu, 01-Jan-1970 00:00:00 GMT; Max-Age=0; Path=/') ] # close call forwarding closed = [] class Iterable(object): def next(self): raise StopIteration() def __iter__(self): return self def close(self): closed.append(True) response = wrappers.BaseResponse(Iterable()) response.call_on_close(lambda: closed.append(True)) app_iter, status, headers = run_wsgi_app(response, create_environ(), buffered=True) assert status == '200 OK' assert ''.join(app_iter) == '' assert len(closed) == 2 def test_response_status_codes(self): response = wrappers.BaseResponse() response.status_code = 404 assert response.status == '404 NOT FOUND' response.status = '200 OK' assert response.status_code == 200 response.status = '999 WTF' assert response.status_code == 999 response.status_code = 588 assert response.status_code == 588 assert response.status == '588 UNKNOWN' response.status = 'wtf' assert response.status_code == 0 def test_type_forcing(self): def wsgi_application(environ, start_response): start_response('200 OK', [('Content-Type', 'text/html')]) return ['Hello World!'] base_response = wrappers.BaseResponse('Hello World!', content_type='text/html') class SpecialResponse(wrappers.Response): def foo(self): return 42 # good enough for this simple application, but don't ever use that in # real world examples! fake_env = {} for orig_resp in wsgi_application, base_response: response = SpecialResponse.force_type(orig_resp, fake_env) assert response.__class__ is SpecialResponse assert response.foo() == 42 assert response.data == 'Hello World!' assert response.content_type == 'text/html' # without env, no arbitrary conversion self.assert_raises(TypeError, SpecialResponse.force_type, wsgi_application) def test_accept_mixin(self): request = wrappers.Request({ 'HTTP_ACCEPT': 'text/xml,application/xml,application/xhtml+xml,' 'text/html;q=0.9,text/plain;q=0.8,image/png,*/*;q=0.5', 'HTTP_ACCEPT_CHARSET': 'ISO-8859-1,utf-8;q=0.7,*;q=0.7', 'HTTP_ACCEPT_ENCODING': 'gzip,deflate', 'HTTP_ACCEPT_LANGUAGE': 'en-us,en;q=0.5' }) assert request.accept_mimetypes == CharsetAccept([ ('text/xml', 1), ('image/png', 1), ('application/xml', 1), ('application/xhtml+xml', 1), ('text/html', 0.9), ('text/plain', 0.8), ('*/*', 0.5) ]) assert request.accept_charsets == CharsetAccept([ ('ISO-8859-1', 1), ('utf-8', 0.7), ('*', 0.7) ]) assert request.accept_encodings == CharsetAccept([('gzip', 1), ('deflate', 1)]) assert request.accept_languages == CharsetAccept([('en-us', 1), ('en', 0.5)]) request = wrappers.Request({'HTTP_ACCEPT': ''}) assert request.accept_mimetypes == CharsetAccept() def test_etag_request_mixin(self): request = wrappers.Request({ 'HTTP_CACHE_CONTROL': 'no-store, no-cache', 'HTTP_IF_MATCH': 'w/"foo", bar, "baz"', 'HTTP_IF_NONE_MATCH': 'w/"foo", bar, "baz"', 'HTTP_IF_MODIFIED_SINCE': 'Tue, 22 Jan 2008 11:18:44 GMT', 'HTTP_IF_UNMODIFIED_SINCE': 'Tue, 22 Jan 2008 11:18:44 GMT' }) assert request.cache_control.no_store assert request.cache_control.no_cache for etags in request.if_match, request.if_none_match: assert etags('bar') assert etags.contains_raw('w/"foo"') assert etags.contains_weak('foo') assert not etags.contains('foo') assert request.if_modified_since == datetime(2008, 1, 22, 11, 18, 44) assert request.if_unmodified_since == datetime(2008, 1, 22, 11, 18, 44) def test_user_agent_mixin(self): user_agents = [ ('Mozilla/5.0 (Macintosh; U; Intel Mac OS X; en-US; rv:1.8.1.11) ' 'Gecko/20071127 Firefox/2.0.0.11', 'firefox', 'macos', '2.0.0.11', 'en-US'), ('Mozilla/4.0 (compatible; MSIE 6.0; Windows NT 5.1; de-DE) Opera 8.54', 'opera', 'windows', '8.54', 'de-DE'), ('Mozilla/5.0 (iPhone; U; CPU like Mac OS X; en) AppleWebKit/420 ' '(KHTML, like Gecko) Version/3.0 Mobile/1A543a Safari/419.3', 'safari', 'iphone', '419.3', 'en'), ('Bot Googlebot/2.1 ( http://www.googlebot.com/bot.html)', 'google', None, '2.1', None) ] for ua, browser, platform, version, lang in user_agents: request = wrappers.Request({'HTTP_USER_AGENT': ua}) assert request.user_agent.browser == browser assert request.user_agent.platform == platform assert request.user_agent.version == version assert request.user_agent.language == lang assert bool(request.user_agent) assert request.user_agent.to_header() == ua assert str(request.user_agent) == ua request = wrappers.Request({'HTTP_USER_AGENT': 'foo'}) assert not request.user_agent def test_etag_response_mixin(self): response = wrappers.Response('Hello World') assert response.get_etag() == (None, None) response.add_etag() assert response.get_etag() == ('b10a8db164e0754105b7a99be72e3fe5', False) assert not response.cache_control response.cache_control.must_revalidate = True response.cache_control.max_age = 60 response.headers['Content-Length'] = len(response.data) assert response.headers['Cache-Control'] in ('must-revalidate, max-age=60', 'max-age=60, must-revalidate') assert 'date' not in response.headers env = create_environ() env.update({ 'REQUEST_METHOD': 'GET', 'HTTP_IF_NONE_MATCH': response.get_etag()[0] }) response.make_conditional(env) assert 'date' in response.headers # after the thing is invoked by the server as wsgi application # (we're emulating this here), there must not be any entity # headers left and the status code would have to be 304 resp = wrappers.Response.from_app(response, env) assert resp.status_code == 304 assert not 'content-length' in resp.headers # make sure date is not overriden response = wrappers.Response('Hello World') response.date = 1337 d = response.date response.make_conditional(env) assert response.date == d # make sure content length is only set if missing response = wrappers.Response('Hello World') response.content_length = 999 response.make_conditional(env) self.assert_equal(response.content_length, 999) def test_etag_response_mixin_freezing(self): class WithFreeze(wrappers.ETagResponseMixin, wrappers.BaseResponse): pass class WithoutFreeze(wrappers.BaseResponse, wrappers.ETagResponseMixin): pass response = WithFreeze('Hello World') response.freeze() assert response.get_etag() == (wrappers.generate_etag('Hello World'), False) response = WithoutFreeze('Hello World') response.freeze() assert response.get_etag() == (None, None) response = wrappers.Response('Hello World') response.freeze() assert response.get_etag() == (None, None) def test_authenticate_mixin(self): resp = wrappers.Response() resp.www_authenticate.type = 'basic' resp.www_authenticate.realm = 'Testing' assert resp.headers['WWW-Authenticate'] == 'Basic realm="Testing"' resp.www_authenticate.realm = None resp.www_authenticate.type = None assert 'WWW-Authenticate' not in resp.headers def test_response_stream_mixin(self): response = wrappers.Response() response.stream.write('Hello ') response.stream.write('World!') assert response.response == ['Hello ', 'World!'] assert response.data == 'Hello World!' def test_common_response_descriptors_mixin(self): response = wrappers.Response() response.mimetype = 'text/html' assert response.mimetype == 'text/html' assert response.content_type == 'text/html; charset=utf-8' assert response.mimetype_params == {'charset': 'utf-8'} response.mimetype_params['x-foo'] = 'yep' del response.mimetype_params['charset'] assert response.content_type == 'text/html; x-foo=yep' now = datetime.utcnow().replace(microsecond=0) assert response.content_length is None response.content_length = '42' assert response.content_length == 42 for attr in 'date', 'age', 'expires': assert getattr(response, attr) is None setattr(response, attr, now) assert getattr(response, attr) == now assert response.retry_after is None response.retry_after = now assert response.retry_after == now assert not response.vary response.vary.add('Cookie') response.vary.add('Content-Language') assert 'cookie' in response.vary assert response.vary.to_header() == 'Cookie, Content-Language' response.headers['Vary'] = 'Content-Encoding' assert response.vary.as_set() == set(['content-encoding']) response.allow.update(['GET', 'POST']) assert response.headers['Allow'] == 'GET, POST' response.content_language.add('en-US') response.content_language.add('fr') assert response.headers['Content-Language'] == 'en-US, fr' def test_common_request_descriptors_mixin(self): request = wrappers.Request.from_values(content_type='text/html; charset=utf-8', content_length='23', headers={ 'Referer': 'http://www.example.com/', 'Date': 'Sat, 28 Feb 2009 19:04:35 GMT', 'Max-Forwards': '10', 'Pragma': 'no-cache' }) assert request.content_type == 'text/html; charset=utf-8' assert request.mimetype == 'text/html' assert request.mimetype_params == {'charset': 'utf-8'} assert request.content_length == 23 assert request.referrer == 'http://www.example.com/' assert request.date == datetime(2009, 2, 28, 19, 4, 35) assert request.max_forwards == 10 assert 'no-cache' in request.pragma def test_shallow_mode(self): request = wrappers.Request({'QUERY_STRING': 'foo=bar'}, shallow=True) assert request.args['foo'] == 'bar' self.assert_raises(RuntimeError, lambda: request.form['foo']) def test_form_parsing_failed(self): data = ( '--blah\r\n' ) data = wrappers.Request.from_values(input_stream=StringIO(data), content_length=len(data), content_type='multipart/form-data; boundary=foo', method='POST') assert not data.files assert not data.form def test_url_charset_reflection(self): req = wrappers.Request.from_values() req.charset = 'utf-7' assert req.url_charset == 'utf-7' def test_response_streamed(self): r = wrappers.Response() assert not r.is_streamed r = wrappers.Response("Hello World") assert not r.is_streamed r = wrappers.Response(["foo", "bar"]) assert not r.is_streamed def gen(): if 0: yield None r = wrappers.Response(gen()) assert r.is_streamed def test_response_freeze(self): def generate(): yield "foo" yield "bar" resp = wrappers.Response(generate()) resp.freeze() assert resp.response == ['foo', 'bar'] assert resp.headers['content-length'] == '6' def test_other_method_payload(self): data = 'Hello World' req = wrappers.Request.from_values(input_stream=StringIO(data), content_length=len(data), content_type='text/plain', method='WHAT_THE_FUCK') assert req.data == data assert isinstance(req.stream, wrappers.LimitedStream) def test_urlfication(self): resp = wrappers.Response() resp.headers['Location'] = u'http://üser:pässword@☃.net/påth' resp.headers['Content-Location'] = u'http://☃.net/' headers = resp.get_wsgi_headers(create_environ()) assert headers['location'] == \ 'http://%C3%BCser:p%C3%A4ssword@xn--n3h.net/p%C3%A5th' assert headers['content-location'] == 'http://xn--n3h.net/' def test_new_response_iterator_behavior(self): req = wrappers.Request.from_values() resp = wrappers.Response(u'Hello Wörld!') def get_content_length(resp): headers = wrappers.Headers.linked(resp.get_wsgi_headers(req.environ)) return headers.get('content-length', type=int) def generate_items(): yield "Hello " yield u"Wörld!" # werkzeug encodes when set to `data` now, which happens # if a string is passed to the response object. assert resp.response == [u'Hello Wörld!'.encode('utf-8')] assert resp.data == u'Hello Wörld!'.encode('utf-8') assert get_content_length(resp) == 13 assert not resp.is_streamed assert resp.is_sequence # try the same for manual assignment resp.data = u'Wörd' assert resp.response == [u'Wörd'.encode('utf-8')] assert resp.data == u'Wörd'.encode('utf-8') assert get_content_length(resp) == 5 assert not resp.is_streamed assert resp.is_sequence # automatic generator sequence conversion resp.response = generate_items() assert resp.is_streamed assert not resp.is_sequence assert resp.data == u'Hello Wörld!'.encode('utf-8') assert resp.response == ['Hello ', u'Wörld!'.encode('utf-8')] assert not resp.is_streamed assert resp.is_sequence # automatic generator sequence conversion resp.response = generate_items() resp.implicit_sequence_conversion = False assert resp.is_streamed assert not resp.is_sequence self.assert_raises(RuntimeError, lambda: resp.data) resp.make_sequence() assert resp.data == u'Hello Wörld!'.encode('utf-8') assert resp.response == ['Hello ', u'Wörld!'.encode('utf-8')] assert not resp.is_streamed assert resp.is_sequence # stream makes it a list no matter how the conversion is set for val in True, False: resp.implicit_sequence_conversion = val resp.response = ("foo", "bar") assert resp.is_sequence resp.stream.write('baz') assert resp.response == ['foo', 'bar', 'baz'] def test_form_data_ordering(self): class MyRequest(wrappers.Request): parameter_storage_class = ImmutableOrderedMultiDict req = MyRequest.from_values('/?foo=1&bar=0&foo=3') assert list(req.args) == ['foo', 'bar'] assert req.args.items(multi=True) == [ ('foo', '1'), ('bar', '0'), ('foo', '3') ] assert isinstance(req.args, ImmutableOrderedMultiDict) assert isinstance(req.values, CombinedMultiDict) assert req.values['foo'] == '1' assert req.values.getlist('foo') == ['1', '3'] def test_storage_classes(self): class MyRequest(wrappers.Request): dict_storage_class = dict list_storage_class = list parameter_storage_class = dict req = MyRequest.from_values('/?foo=baz', headers={ 'Cookie': 'foo=bar' }) assert type(req.cookies) is dict assert req.cookies == {'foo': 'bar'} assert type(req.access_route) is list assert type(req.args) is dict assert type(req.values) is CombinedMultiDict assert req.values['foo'] == 'baz' req = wrappers.Request.from_values(headers={ 'Cookie': 'foo=bar' }) assert type(req.cookies) is ImmutableTypeConversionDict assert req.cookies == {'foo': 'bar'} assert type(req.access_route) is ImmutableList MyRequest.list_storage_class = tuple req = MyRequest.from_values() assert type(req.access_route) is tuple def test_response_headers_passthrough(self): headers = wrappers.Headers() resp = wrappers.Response(headers=headers) assert resp.headers is headers def test_response_304_no_content_length(self): resp = wrappers.Response('Test', status=304) env = create_environ() assert 'content-length' not in resp.get_wsgi_headers(env) def test_ranges(self): # basic range stuff req = wrappers.Request.from_values() assert req.range is None req = wrappers.Request.from_values(headers={'Range': 'bytes=0-499'}) assert req.range.ranges == [(0, 500)] resp = wrappers.Response() resp.content_range = req.range.make_content_range(1000) assert resp.content_range.units == 'bytes' assert resp.content_range.start == 0 assert resp.content_range.stop == 500 assert resp.content_range.length == 1000 assert resp.headers['Content-Range'] == 'bytes 0-499/1000' resp.content_range.unset() assert 'Content-Range' not in resp.headers resp.headers['Content-Range'] = 'bytes 0-499/1000' assert resp.content_range.units == 'bytes' assert resp.content_range.start == 0 assert resp.content_range.stop == 500 assert resp.content_range.length == 1000 def test_auto_content_length(self): resp = wrappers.Response('Hello World!') assert resp.content_length == 12 resp = wrappers.Response(['Hello World!']) assert resp.content_length is None assert resp.get_wsgi_headers({})['Content-Length'] == '12' def test_disabled_auto_content_length(self): class MyResponse(wrappers.Response): automatically_set_content_length = False resp = MyResponse('Hello World!') self.assert_(resp.content_length is None) resp = MyResponse(['Hello World!']) self.assert_(resp.content_length is None) self.assert_('Content-Length' not in resp.get_wsgi_headers({})) def test_location_header_autocorrect(self): env = create_environ() class MyResponse(wrappers.Response): autocorrect_location_header = False resp = MyResponse('Hello World!') resp.headers['Location'] = '/test' self.assert_equal(resp.get_wsgi_headers(env)['Location'], '/test') resp = wrappers.Response('Hello World!') resp.headers['Location'] = '/test' self.assert_equal(resp.get_wsgi_headers(env)['Location'], 'http://localhost/test') def suite(): suite = unittest.TestSuite() suite.addTest(unittest.makeSuite(WrappersTestCase)) return suite
[ "oriol@uri.cat" ]
oriol@uri.cat
90eeb932286f2b70f61e93c7696e6754db0c0289
82cdfdc0cc3a3de9d2b3f3ef9e51f25f0f3a11ad
/SAMP/people/migrations/0005_auto_20190711_2032.py
ef10a25d1fcf4accfb4b3d364670cc2a114f4337
[]
no_license
akitsuryoko/StudentAssosiationManagementPlatform
8a6a6ad41ee8b1a187aa7a3b6dcfb29247aab58e
02db11de01275606b3d05119284362cb55e1bc63
refs/heads/master
2020-06-19T05:07:30.159642
2019-07-12T12:12:30
2019-07-12T12:12:30
195,827,677
0
0
null
2019-07-08T14:20:50
2019-07-08T14:20:50
null
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Python
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py
# Generated by Django 2.2.1 on 2019-07-11 12:32 from django.db import migrations, models class Migration(migrations.Migration): dependencies = [ ('people', '0004_auto_20190710_1516'), ] operations = [ migrations.AlterField( model_name='person', name='cookie_id', field=models.CharField(max_length=256, null=True), ), ]
[ "1138164561@qq.com" ]
1138164561@qq.com
42af71a8602e0cdea4da087e51fed92e10e0e222
e2311b68b22d9bfeae2de1e159b9d36ae677fff9
/Day 10/days_in_month.py
1236731bc894a4d8ef4e1506b2160e3a70e82ecf
[]
no_license
Omisw/Python_100_days
80be2886fae8e67cdcc35956fbceab91d9cd5b4d
8699e6a34938f4a370fc03e1fded53923625aa1d
refs/heads/main
2023-03-10T06:38:45.858562
2021-02-24T22:23:11
2021-02-24T22:23:11
330,755,226
1
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null
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# Day 10 - First exercise. # Days in Month # Instructions # In the starting code, you'll find the solution from the Leap Year challenge. First, convert this function is_leap() so that instead of printing "Leap year." or "Not leap year." # it should return True if it is a leap year and return False if it is not a leap year. # You are then going to create a function called days_in_month() which will take a year and a month as inputs, e.g. # days_in_month(year=2022, month=2) # And it will use this information to work out the number of days in the month, then return that as the output, e.g.: # 28 # The List month_days contains the number of days in a month from January to December for a non-leap year. A leap year has 29 days in February. def is_leap(year): if year % 4 == 0: if year % 100 == 0: if year % 400 == 0: return True else: return False else: return True else: return False def days_in_month(year, month): if month > 12 or month < 1: return f"The month {month}, is a invalid month." month_days = [31, 28, 31, 30, 31, 30, 31, 31, 30, 31, 30, 31] if is_leap(year) and month == 2: return 29 return month_days[month -1] #🚨 Do NOT change any of the code below year = int(input("Enter a year: ")) month = int(input("Enter a month: ")) days = days_in_month(year, month) print(days)
[ "o_mis_6@hotmail.com" ]
o_mis_6@hotmail.com
548aa10877c45afcb7de075e147edf9994827bd2
bdd8ea8cad219d0fbe7d1151ba566e852dd9b640
/analyze_job_output.py
bc9943b2c9972c1721c2a26ac8c7d9dd9bb86398
[]
no_license
edquist/vm-test-runs
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#!/usr/bin/python import glob import os import re import socket import subprocess import sys from datetime import datetime, date import yaml def run_command(command, shell=False): # Preprocess command if shell: if not isinstance(command, str): command = ' '.join(command) elif not (isinstance(command, list) or isinstance(command, tuple)): raise TypeError, 'Need list or tuple, got %s' % (repr(command)) # Run and return command p = subprocess.Popen(command, stdout=subprocess.PIPE, stderr=subprocess.STDOUT, shell=shell) (stdout, stderr) = p.communicate() return (p.returncode, stdout, stderr) def read_file(path): data_file = open(path, 'r') data = data_file.read() data_file.close() return data def load_yaml(filename): yaml_file = read_file(filename) return yaml.load(yaml_file) def re_extract(regexp, data, flags=0, default=None, group=None): m = re.search(regexp, data, flags) if m is None: return default elif group is None: return m.groups() else: return m.group(group) def extract_inet_address(run_job_log): eth0_block = re_extract(r'^\d:\s*eth0:(.*?)(?:^\d)', run_job_log, re.MULTILINE | re.DOTALL, group=1) ens3_block = re_extract(r'^\d:\s*ens3:(.*?)(?:^\d)', run_job_log, re.MULTILINE | re.DOTALL, group=1) if eth0_block: return re_extract(r'^\s+inet\s+(.*?)\/', eth0_block, re.MULTILINE, group=1) elif ens3_block: return re_extract(r'^\s+inet\s+(.*?)\/', ens3_block, re.MULTILINE, group=1) else: return None def extract_last(run_job_log, regexp): all_installs = re.findall(regexp, run_job_log, re.MULTILINE) if len(all_installs) == 0: return None return all_installs[-1] def write_yaml_value(value): if value is None: result = '~' elif isinstance(value, str): if re.search(r"['\"\n|>,#\[\]]", value): result = "'%s'" % value.replace("'", "''").replace('\n', '\\n') else: result = value elif isinstance(value, list): result = '' if len(value) > 0: for element in value: result += '\n -%s' % write_yaml_value(element) else: result = str(value) if '\n' in result: return result return ' ' + result def write_yaml_mapping(data, key): if key in data: if key == 'job_serial': print ' %s: \'%s\'' % (key, data[key]) else: value = data[key] print ' %s:%s' % (key, write_yaml_value(value)) def write_yaml(data): print '-' for key in sorted(data.keys()): write_yaml_mapping(data, key) def write_failure_and_exit(data, status, message, extra=None): data['run_status'] = status data['run_summary'] = message if extra is not None: data['run_details'] = extra write_yaml(data) sys.exit(0) def parse_log(osg_test_log, test_exceptions, components): # Extract problems today = date.today() run_status = '' problems = [] ignored_failures = 0 cleanup_failures = 0 for m in re.finditer(r'^(ERROR|FAIL): (\w+) \(osgtest\.tests\.(\w+)\.(\w+)\)', osg_test_log, re.MULTILINE): status, function, module, module_name = m.groups() if module == 'special_cleanup': cleanup_failures += 1 if test_exceptions: for exception in test_exceptions: ex_function, ex_module, ex_start, ex_finish = exception if status == 'FAIL' and ex_function == function and ex_module == module and \ today >= ex_start and today <= ex_finish: ignored_failures += 1 problems.append('|'.join((module, function, module_name, status, '-'))) if ignored_failures and ignored_failures == len(problems) - cleanup_failures: # Runs consisting only of 'ignored' and 'cleanup' failures should be marked # as 'ignored' since 'cleanup' failures are mostly due to errors in the # test framework and are thus less interesting. Checking that ignored_ # failures is non-zero ensures that we don't capture cleanup-only failures. run_status = 'ignore' elif all('special_cleanup' in problem for problem in problems) and problems: # all() returns true for empty lists! run_status = 'cleanup' elif any('_update_' in problem for problem in problems): run_status = 'update' elif any('install_packages' in problem for problem in problems): run_status = 'install' m = re.search(r'^=+\nBAD SKIPS:\n-+\n(.*?)\n\n', osg_test_log, re.MULTILINE | re.DOTALL) if m is not None: for n in re.finditer(r'^(\w+) \(osgtest\.tests\.(\w+)\.(\w+)\) (.*)$', m.group(1), re.MULTILINE): function, module, module_name, comment = n.groups() problems.append('|'.join((module, function, module_name, 'SKIP', comment))) if not problems: run_status = 'pass' elif not run_status: # catch missed failures run_status = 'fail' okskips = {} m = re.finditer(r'\S+ \(osgtest\.tests\.([^\.]+).*okskip$', osg_test_log, re.MULTILINE) if m is not None: for module in m: try: tags = components[module.group(1)] except KeyError: continue try: for tag in tags: okskips[tag] += 1 except KeyError: okskips[tag] = 1 if re.search('AssertionError: Retries terminated after timeout period', osg_test_log, re.MULTILINE): run_status += ' yum_timeout' return run_status, problems, okskips # ====================================================================================================================== if __name__ == '__main__': # Process command-line arguments if len(sys.argv) != 3: print 'usage: %s SERIAL JOBID' % os.path.basename(sys.argv[0]) sys.exit(1) job_serial = sys.argv[1] job_id = sys.argv[2] # Start hash data = { 'job_serial': job_serial, 'job_id': job_id, 'run_directory': os.getcwd() } # Construct expected directory name test_run_dir = 'output-' + job_serial # Read condor_history output for transfer-in time (in seconds) (rc, stdout, _) = run_command(('condor_history', '-format', '%d\\n ', 'JobCurrentStartExecutingDate - JobCurrentStartDate', job_id, '-match', '1')) if rc == 0: data['transfer_in'] = re_extract(r'^(\S+)$', stdout, group=1) # Separate query for hostname in case the JobAd's missing attributes (rc, stdout, _) = run_command(('condor_history', '-format', '%s\\n', 'LastRemoteHost', job_id, '-match', '1')) if rc ==0: data['host_name'] = re_extract(r'^\S+@(\S+)$', stdout, group=1) try: data['host_address'] = socket.gethostbyname(data['host_name']) except TypeError: # Missing hostname from condor_history data['host_name'] = 'unavailable' data['host_address'] = 'unavailable' except socket.gaierror: # When gethostbyname can't find address by hostname1 data['host_address'] = 'unavailable' # Read osg-test.conf conf_file_name = os.path.join(test_run_dir, 'input', 'osg-test.conf') conf_file = read_file(conf_file_name) data['param_sources'] = re_extract(r'^sources\s*=\s*(.*)$', conf_file, re.MULTILINE, group=1) data['param_packages'] = re_extract(r'^packages\s*=\s*(.*)$', conf_file, re.MULTILINE, group=1) # Read free size left in the IO image io_free_size_file = os.path.join(test_run_dir, 'io_free_size') data['io_free_size'] = read_file(io_free_size_file) # Read run-job.log run_job_logfile = os.path.join(test_run_dir, 'run-job.log') run_job_log = read_file(run_job_logfile) # Get VM creation date data['vm_creation_date'] = re_extract(r'cat /etc/creation_date\n(.*?)\n==> OK', run_job_log, group=1) # Get and simplify OS release string os_long_string = re_extract(r'cat /etc/redhat-release\n(.*?)\n==> OK', run_job_log, group=1) os_string = re.sub(r'release\s+', '', os_long_string) os_string = re.sub(r'\s*\(.*\)$', '', os_string) data['os_release'] = os_string # Look for whole-run failures inet_address = extract_inet_address(run_job_log) if inet_address is None: write_failure_and_exit(data, 1, 'No apparent IP address') data['guest_address'] = inet_address # See if the rpm install of epel-release failed failed_epel_install = re.search(r'Could not install EPEL repository', run_job_log) if failed_epel_install: write_failure_and_exit(data, 1, 'rpm install of epel-release failed') # See if the final yum install of osg-test failed final_osgtest_install = extract_last(run_job_log, r'^.*install osg-test(?:.*\n)*?^==>.*$') if final_osgtest_install is not None: install_result = re_extract(r'^==> (\w+)', final_osgtest_install, re.MULTILINE, group=1) if install_result != 'OK': write_failure_and_exit(data, 1, 'yum install of osg-test failed', final_osgtest_install) # Extract osg-test source string for package in ['osg-test', 'osg-ca-generator']: source_re = r'^%s source: (.*)$' % package data[package.replace('-', '_') + '_version'] = re_extract(source_re, run_job_log, re.MULTILINE, default='(unknown)', group=1) # Read osg-test output osg_test_logfile_list = glob.glob(os.path.join(test_run_dir, 'output', 'osg-test-*.log')) if len(osg_test_logfile_list) == 0: write_failure_and_exit(data, 1, 'No osg-test-DATE.log file found') osg_test_logfile = osg_test_logfile_list[0] osg_test_log = read_file(osg_test_logfile) data['run_status'] = 0 data['osg_test_logfile'] = osg_test_logfile data['osg_test_status'], data['tests_messages'], data['ok_skips'] = parse_log(osg_test_log, load_yaml('test-exceptions.yaml'), load_yaml('component-tags.yaml')) # Extract start time data['start_time'] = re_extract(r'^Start time: (.*)$', osg_test_log, re.MULTILINE, group=1) # Determine if the run timed out which can be found at the end of the log timeout_re = re.compile('Caught alarm:\n.*message: (.*):') reversed_osg_test_log = '\n'.join(reversed(osg_test_log.split('\n'))) timeout_match = timeout_re.search(reversed_osg_test_log, re.MULTILINE) if timeout_match: data['osg_test_status'] = 'timeout' end_time = datetime.strptime(timeout_match.group(1), '%Y-%m-%d %H:%M:%S') start_time = datetime.strptime(data['start_time'], '%Y-%m-%d %H:%M:%S') data['run_time'] = end_time - start_time last_test_re = re.compile(r'File .*osgtest\/tests\/(.*)\".*in (.*)') last_test = last_test_re.search(reversed_osg_test_log) failed_module, failed_test = last_test.groups() data['timeout_test'] = failed_test + ' (' + failed_module + ')' # Extract summary statistics summary_re = re.compile(r'(Ran \d+ tests in .*)\s+((?:OK|FAILED)\s*\([^)]+\))\n(?!STDOUT)') summary_lines = re_extract(summary_re, osg_test_log) data['tests_total'] = data['tests_failed'] = data['tests_error'] = data['tests_bad_skip'] = data['tests_ok_skip'] = 0 if summary_lines is None: data['run_time'] = 0.0 else: tests_total, run_time = re_extract(r'Ran (\d+) tests in ([\d.]+)s', summary_lines[0]) data['tests_total'] = int(tests_total) data['run_time'] = float(run_time) summary = summary_lines[1] overall, details = re_extract(r'(OK|FAILED)\s*\(([^)]+)\)', summary_lines[1]) for detailed_count in re.split(r'\s*,\s*', details): label, value = detailed_count.split('=') if label == 'failures': data['tests_failed'] = int(value) elif label == 'errors': data['tests_error'] = int(value) elif label == 'badSkips': data['tests_bad_skip'] = int(value) elif label == 'okSkips': data['tests_ok_skip'] = int(value) else: raise ValueError() data['tests_ok'] = data['tests_total'] - \ (data['tests_failed'] + data['tests_error'] + data['tests_bad_skip'] + data['tests_ok_skip']) write_yaml(data)
[ "blin@cs.wisc.edu" ]
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DATE = "dateRep" CASES = "cases" DEATHS = "deaths" ISO2 = "geoId" COUNTRY_TEXT = "countriesAndTerritories"
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[]
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import discord import os from discord.ext import commands intents = discord.Intents(messages=True, guilds=True, reactions=True, members=True, presences=True) client = commands.Bot(command_prefix="!", intents=intents, help_command=None) TOKEN = '' @client.command() async def load(ctx, extension): client.load_extension(f"cogs.{extension}") @client.command() async def unload(ctx, extension): client.unload_extension(f"cogs.{extension}") for filename in os.listdir("./cogs"): if filename.endswith(".py"): client.load_extension(f"cogs.{filename[:-3]}") client.run(TOKEN)
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libras_para_kg=float(input("Quantas Quilogramas: ") print("libras:libras_para_kg*0,453592")
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#!/usr/bin/env python # -*- coding: utf-8 -*- from bottle import route, request, run, response from bitcoinrpc.authproxy import AuthServiceProxy, JSONRPCException from datetime import datetime import urllib,json import pprint import decimal, simplejson #fix json type class DecimalJSONEncoder(simplejson.JSONEncoder): def default(self, o): if isinstance(o, decimal.Decimal): return str(o) return super(DecimalJSONEncoder, self).default(o) #./gcoin/gcoin.conf type rpcuser; rpcpassword; rpcport RPC_USER = 'bitcoinrpc' RPC_PASSWORD = '6SWniYid45ph9VFhVPepSzin2oJSsyepWiZKnJitZELD' rpc_connection = AuthServiceProxy("http://%s:%s@localhost:58345"%(RPC_USER, RPC_PASSWORD)) LENGTH_CHECK = 64 #gcoin-cli listwalletaddress @route('/listwalletaddress', method='GET') def listwalletaddress(): listwalletaddress = rpc_connection.listwalletaddress() response.add_header("Access-Control-Allow-Origin", "*") return json.dumps(listwalletaddress) #gcoin-cli getrawtransaction @route('/tx/<tx_id>', method='GET') def tx(tx_id=''): if len(tx_id) != LENGTH_CHECK: return "no tx_id " raw_tx = rpc_connection.getrawtransaction(tx_id,1) response.add_header("Access-Control-Allow-Origin", "*") return raw_tx #gcoin-cli sendrawtransaction @route('/sendrawtransaction/<sendrawtransaction_data>', methon='GET') def sendrawtransaction(sendrawtransaction_data=''): sendrawtransaction = rpc_connection.sendrawtransaction(sendrawtransaction_data) response.add_header("Access-Control-Allow-Origin", "*") return { "tx_id": sendrawtransaction } #gcoin-cli signrawtransaction @route('/signrawtransaction/<signrawtransaction_data>', methon='GET') def signrawtransaction(signrawtransaction_data=''): signrawtransaction = rpc_connection.signrawtransaction(signrawtransaction_data) response.add_header("Access-Control-Allow-Origin", "*") return signrawtransaction #gcoin-cli getblock @route('/block/<block_hash>', method='GET') def block(block_hash=''): if len(block_hash) != LENGTH_CHECK: return "no block_hash " block_hash = rpc_connection.getblock(block_hash) block_hash = simplejson.dumps(block_hash,cls=DecimalJSONEncoder) response.add_header("Access-Control-Allow-Origin", "*") return block_hash #gcoin-cli getblockhash @route('/blockindex/<block_hash_index>', method='GET') def blockindex(block_hash_index=''): block_hash = rpc_connection.getblockhash(int(block_hash_index)) block_hash = {'blockhash ' + str(block_hash_index) : block_hash} response.add_header("Access-Control-Allow-Origin", "*") return json.dumps(block_hash) #gcoin-cli getfixedaddress @route('/getfixedaddress', method='GET') def getfixedaddressr(): getfixedaddress = rpc_connection.getfixedaddress() response.add_header("Access-Control-Allow-Origin", "*") return { "gcoin-cli getfixedaddress": getfixedaddress } # return json.dumps(getfixedaddress) #gcoin-cli getmemberlist @route('/getmemberlist', method='GET') def getmemberlist(): getmemberlist = rpc_connection.getmemberlist() response.add_header("Access-Control-Allow-Origin", "*") return getmemberlist #gcoin-cli getinfo @route('/getinfo', method='GET') def getinfo(): getinfo = rpc_connection.getinfo() response.add_header("Access-Control-Allow-Origin", "*") return getinfo #gcoin-cli getpeerinfo @route('/getpeerinfo', method='GET') def getpeerinfo(): getpeerinfo = rpc_connection.getpeerinfo() response.add_header("Access-Control-Allow-Origin", "*") return { "gcoin-cli getpeerinfo": getpeerinfo } #gcoin-cli getnetworkinfo @route('/getnetworkinfo', method='GET') def getnetworkinfo(): getnetworkinfo = rpc_connection.getnetworkinfo() response.add_header("Access-Control-Allow-Origin", "*") return getnetworkinfo #gcoin-cli getgenerate @route('/getgenerate', method='GET') def getgenerate(): getgenerate = rpc_connection.getgenerate() response.add_header("Access-Control-Allow-Origin", "*") return { "getgenerate": getgenerate} #gcoin-cli setgenerate #bug, unimplement # @route('/setgenerate/<setgenerate_id>', method='GET') # def setgenerate(setgenerate_id=''): # setgenerate_id = setgenerate_id.lower() # setgenerate = rpc_connection.setgenerate(setgenerate_id) # response.add_header("Access-Control-Allow-Origin", "*") # return { "setgenerate": setgenerate } #gcoin-cli getminerlist @route('/getminerlist', methos='GET') def getminerlist(): getminerlist = rpc_connection.getminerlist() response.add_header("Access-Control-Allow-Origin", "*") return getminerlist #gcoin-cli getmininginfo @route('/getmininginfo', method='GET') def getmininginfo(): getmininginfo = rpc_connection.getmininginfo() response.add_header("Access-Control-Allow-Origin", "*") return getmininginfo #gcoin-cli getblockcount @route('/getblockcount', method='GET') def getblockcount(): getblockcount = rpc_connection.getblockcount() getblockcount = {'blockcount':getblockcount} response.add_header("Access-Control-Allow-Origin", "*") return json.dumps(getblockcount) #gcoin-cli mint @route('/mint/<mint_amount>/<mint_color>', method='GET') def mint(mint_amount='',mint_color=''): mint = rpc_connection.mint(int(mint_amount),int(mint_color)) response.add_header("Access-Control-Allow-Origin", "*") return { "tx_id": mint } #gcoin-cli mintforminer @route('/mintforminer', method='GET') def mintforminer(): mintforminer = rpc_connection.mintforminer() response.add_header("Access-Control-Allow-Origin", "*") return { "tx_id": mintforminer } #gcoin-cli mintforlicense @route('/mintforlicense', method='GET') def mintforlicense(): mintforlicense = rpc_connection.mintforlicense() response.add_header("Access-Control-Allow-Origin", "*") return { "tx_id": mintforlicense } #gcoin-cli getbalance @route('/getbalance', method='GET') def getbalance(): getbalance = rpc_connection.getbalance() response.add_header("Access-Control-Allow-Origin", "*") return getbalance #gcoin-cli getlicenseinfo @route('/getlicenseinfo/<getlicenseinfo_index>', method='GET') def getlicenseinfo(getlicenseinfo_index=''): getlicenseinfo = rpc_connection.getlicenseinfo(int(getlicenseinfo_index)) # getlicenseinfo = {'getlicenseinfo ' + str(getlicenseinfo_index) : getlicenseinfo} response.add_header("Access-Control-Allow-Origin", "*") return getlicenseinfo # return { "gcoin-cli getlicenseinfo": getlicenseinfo } #gcoin-cli getlicenselist @route('/getlicenselist', method='GET') def getlicenselist(): getlicenselist = rpc_connection.getlicenselist() response.add_header("Access-Control-Allow-Origin", "*") return getlicenselist #gcoin-cli sendlicensetoaddress #license_comment decode tool https://hanky312.github.io/gcoin-encoder/ license_comment = "721101000547636f696e0547636f696e22314e39534650686f6d63794e466352526e5347746335654433354c445741515671560100000000000000000000000022314e39534650686f6d63794e466352526e5347746335654433354c44574151567156000000000000000000000000000a472d636f696e2e6f72670000000000000000000000000000000000000000000000000000000000000000" @route('/sendlicensetoaddress/<sendlicensetoaddress_addr>/<sendlicensetoaddress_color>', method='GET') def sendlicensetoaddress(sendlicensetoaddress_addr='',sendlicensetoaddress_color=''): sendlicensetoaddress = rpc_connection.sendlicensetoaddress(str(sendlicensetoaddress_addr),int(sendlicensetoaddress_color),license_comment) response.add_header("Access-Control-Allow-Origin", "*") return { "tx_id": sendlicensetoaddress } #gcoin-cli sendtoaddress @route('/sendtoaddress/<address>/<amount>/<color>', method='GET') def sendtoaddress(address='',amount='',color=''): sendtoaddress = rpc_connection.sendtoaddress(str(address),int(amount),int(color)) response.add_header("Access-Control-Allow-Origin", "*") return { "tx_id": sendtoaddress } #gcoin-cli sendfrom @route('/sendfrom/<from_address>/<to_adddress>/<amount>/<color>', methos='GET') def sendfrom(from_address='',to_adddress='',amount='',color=''): sendfrom = rpc_connection.sendfrom(str(from_address),str(to_adddress),int(amount),int(color)) response.add_header("Access-Control-Allow-Origin", "*") return { "tx_id": sendfrom } #gcoin-cli getaddressbalance @route('/getaddressbalance/<address>', method='GET') def getaddressbalance(address=''): getaddressbalance = rpc_connection.getaddressbalance(str(address)) response.add_header("Access-Control-Allow-Origin", "*") return getaddressbalance #gcoin-cli importaddress @route('/importaddress/<address>', method='GET') def importaddress(address=''): importaddress = rpc_connection.importaddress(str(address)) response.add_header("Access-Control-Allow-Origin", "*") return { "importaddress": address } #gcoin-cli importprivkey @route('/importprivkey/<privkey>', methon='GET') def importprivkey(privkey=''): importprivkey = rpc_connection.importprivkey(str(privkey)) response.add_header("Access-Control-Allow-Origin", "*") return { "importprivkey": privkey } #gcoin-cli dumpprivkey @route('/dumpprivkey/<address>', methon='GET') def dumpprivkey(address=''): dumpprivkey = rpc_connection.dumpprivkey(str(address)) response.add_header("Access-Control-Allow-Origin", "*") return { "privkey": dumpprivkey } #gcoin-cli gettxoutaddress @route('/gettxoutaddress/<gettxoutaddress_address>', method='GET') def gettxoutaddress(gettxoutaddress_address=''): gettxoutaddress = rpc_connection.gettxoutaddress(str(gettxoutaddress_address)) response.add_header("Access-Control-Allow-Origin", "*") return { "gettxoutaddress": gettxoutaddress } #gcoin-cli validateaddress @route('/validateaddress/<validateaddress_address>', method='GET') def validateaddress(validateaddress_address=''): validateaddress = rpc_connection.validateaddress(str(validateaddress_address)) response.add_header("Access-Control-Allow-Origin", "*") return validateaddress #callback_url & save to .txt @route ('/testcallback', method='POST') def testcallback(UpdatedData=None): Data = request.body.read() fileDT = datetime.now().strftime('%Y%m%d_%H%M%S') with open(fileDT+'.txt', 'a') as f: f.write(Data) print Data return Data # @route ('/notify/<tx_id>', method='POST') def tagTweets(tx_id=None,UpdatedData=None): response.content_type = 'application/json' Data = json.load(request.body) id = request.json['id'] tx_hash = request.json['tx_hash'] confirmation_count = request.json['confirmation_count'] callback_url = request.json['callback_url'] created_time = request.json['created_time'] return Data run(host='0.0.0.0',port=8091,debug='true')
[ "hsnu109128@gmail.com" ]
hsnu109128@gmail.com
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/jasmin/vendor/smpp/pdu/error.py
5f207ed06eb0aea08a81843b05b50b28ea23e6a2
[ "LicenseRef-scancode-unknown-license-reference", "Apache-2.0" ]
permissive
DomAmato/jasmin
a7d437632127d67b33dd3c980b548b7639b871fa
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2021-05-24T12:16:32.070490
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2020-04-28T20:23:33
2020-04-06T16:34:50
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""" Copyright 2009-2010 Mozes, Inc. 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 expressed or implied. See the License for the specific language governing permissions and limitations under the License. """ from jasmin.vendor.smpp.pdu import constants class SMPPError(Exception): """Base class for SMPP errors """ class SMPPClientError(SMPPError): """Raised for client-side errors """ class SMPPClientConnectionCorruptedError(SMPPClientError): """Raised when operations are attempted after the client has received corrupt data """ class SMPPClientSessionStateError(SMPPClientError): """Raised when illegal operations are attempted for the client's session state """ class SMPPTransactionError(SMPPError): """Raised for transaction errors """ def __init__(self, response, request=None): self.response = response self.request = request SMPPError.__init__(self, self.getErrorStr()) def getErrorStr(self): errCodeName = str(self.response.status) errCodeVal = constants.command_status_name_map[errCodeName] errCodeDesc = constants.command_status_value_map[errCodeVal] return '%s (%s)' % (errCodeName, errCodeDesc) class SMPPGenericNackTransactionError(SMPPTransactionError): """Raised for transaction errors that return generic_nack """ class SMPPRequestTimoutError(SMPPError): """Raised for timeout waiting waiting for response """ class SMPPSessionInitTimoutError(SMPPRequestTimoutError): """Raised for timeout waiting waiting for response """ class SMPPProtocolError(SMPPError): """Raised for SMPP protocol errors """ def __init__(self, errStr, commandStatus): self.status = commandStatus SMPPError.__init__(self, "%s: %s" % (self.getStatusDescription(), errStr)) def getStatusDescription(self): intVal = constants.command_status_name_map[str(self.status)] return constants.command_status_value_map[intVal]['description'] class SessionStateError(SMPPProtocolError): """Raise when illegal operations are received for the given session state """ class PDUParseError(SMPPProtocolError): """Parent class for PDU parsing errors """ class PDUCorruptError(PDUParseError): """Raised when a complete PDU cannot be read from the network """
[ "tritux.com" ]
tritux.com
8c82f3f4edeb1917ad66c06c4ad474a27f497bc4
58cb93acfdb489dc5b7b75773a4f554e3da554ee
/waifuforsale/settings.py
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[]
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Rlexsu/waifusite
7c3949267e1be8c612abccffbbc4a7b136346581
1fe3f8a0df926b1fa7d3180205734e47a885f5ce
refs/heads/master
2021-01-20T14:28:35.661253
2017-05-09T04:36:22
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""" Django settings for waifuforsale project. Generated by 'django-admin startproject' using Django 1.11. For more information on this file, see https://docs.djangoproject.com/en/1.11/topics/settings/ For the full list of settings and their values, see https://docs.djangoproject.com/en/1.11/ref/settings/ """ import os # Build paths inside the project like this: os.path.join(BASE_DIR, ...) BASE_DIR = os.path.dirname(os.path.dirname(os.path.abspath(__file__))) # Quick-start development settings - unsuitable for production # See https://docs.djangoproject.com/en/1.11/howto/deployment/checklist/ # SECURITY WARNING: keep the secret key used in production secret! SECRET_KEY = 'ra7yo28k77uwzy8p^wfty=z^t2_jnvqx3t8$@8#azi&u=mqe@a' # SECURITY WARNING: don't run with debug turned on in production! DEBUG = True ALLOWED_HOSTS = ['*'] # Application definition INSTALLED_APPS = [ 'django.contrib.admin', 'django.contrib.auth', 'django.contrib.contenttypes', 'django.contrib.sessions', 'django.contrib.messages', 'django.contrib.staticfiles', 'waifusite', ] MIDDLEWARE = [ 'django.middleware.security.SecurityMiddleware', 'django.contrib.sessions.middleware.SessionMiddleware', 'django.middleware.common.CommonMiddleware', 'django.middleware.csrf.CsrfViewMiddleware', 'django.contrib.auth.middleware.AuthenticationMiddleware', 'django.contrib.messages.middleware.MessageMiddleware', 'django.middleware.clickjacking.XFrameOptionsMiddleware', ] ROOT_URLCONF = 'waifuforsale.urls' TEMPLATES = [ { 'BACKEND': 'django.template.backends.django.DjangoTemplates', 'DIRS': [os.path.join(BASE_DIR,'templates')], 'APP_DIRS': True, 'OPTIONS': { 'context_processors': [ 'django.template.context_processors.debug', 'django.template.context_processors.request', 'django.contrib.auth.context_processors.auth', 'django.contrib.messages.context_processors.messages', ], }, }, ] WSGI_APPLICATION = 'waifuforsale.wsgi.application' # Database # https://docs.djangoproject.com/en/1.11/ref/settings/#databases DATABASES = { 'default': { 'ENGINE': 'django.db.backends.mysql', 'NAME': 'mydb', 'USER': 'osboxes', 'PASSWORD': '911009', 'HOST': 'localhost', 'PORT': '69834', } } # Password validation # https://docs.djangoproject.com/en/1.11/ref/settings/#auth-password-validators AUTH_PASSWORD_VALIDATORS = [ { 'NAME': 'django.contrib.auth.password_validation.UserAttributeSimilarityValidator', }, { 'NAME': 'django.contrib.auth.password_validation.MinimumLengthValidator', }, { 'NAME': 'django.contrib.auth.password_validation.CommonPasswordValidator', }, { 'NAME': 'django.contrib.auth.password_validation.NumericPasswordValidator', }, ] # Internationalization # https://docs.djangoproject.com/en/1.11/topics/i18n/ LANGUAGE_CODE = 'en-us' TIME_ZONE = 'Asia/Kuala_Lumpur' USE_I18N = True USE_L10N = True USE_TZ = True # Static files (CSS, JavaScript, Images) # https://docs.djangoproject.com/en/1.11/howto/static-files/ STATIC_URL = '/static/' STATICFILES_DIRS = [ os.path.join(BASE_DIR, 'static'), ]
[ "alex.teoh.91@gmail.com" ]
alex.teoh.91@gmail.com
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/pycorrector/bert/predict_mask.py
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JohnParken/pycorrector
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fed285600996510e073cdf71f3ba57e68116acf7
refs/heads/master
2021-02-04T10:04:53.982845
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# -*- coding: utf-8 -*- """ @author:XuMing(xuming624@qq.com) @description: Run BERT on Masked LM. """ from __future__ import absolute_import from __future__ import division from __future__ import print_function import sys sys.path.append('../..') import argparse import os import random import re import numpy as np import torch from pytorch_pretrained_bert import BertForMaskedLM from pytorch_pretrained_bert.tokenization import BertTokenizer from pycorrector.utils.logger import logger MASK_TOKEN = "[MASK]" class InputExample(object): """A single training/test example for simple sequence classification.""" def __init__(self, guid, text_a, text_b=None, label=None): """Constructs a InputExample. Args: guid: Unique id for the example. text_a: string. The untokenized text of the first sequence. For single sequence tasks, only this sequence must be specified. text_b: (Optional) string. The untokenized text of the second sequence. Only must be specified for sequence pair tasks. label: (Optional) string. The label of the example. This should be specified for train and dev examples, but not for test examples. """ self.guid = guid self.text_a = text_a self.text_b = text_b self.label = label class InputFeatures(object): """A single set of features of data.""" def __init__(self, input_ids, input_mask, segment_ids, mask_ids=None, mask_positions=None, input_tokens=None): self.input_ids = input_ids self.input_mask = input_mask self.input_tokens = input_tokens self.segment_ids = segment_ids self.mask_ids = mask_ids self.mask_positions = mask_positions def read_lm_examples(input_file): """Read a list of `InputExample`s from an input file.""" examples = [] unique_id = 0 with open(input_file, "r", encoding='utf-8') as reader: while True: line = reader.readline() if not line: break line = line.strip() text_a = None text_b = None m = re.match(r"^(.*) \|\|\| (.*)$", line) if m is None: text_a = line else: text_a = m.group(1) text_b = m.group(2) examples.append( InputExample(guid=unique_id, text_a=text_a, text_b=text_b)) unique_id += 1 return examples def read_lm_sentence(sentence): """Read a list of `InputExample`s from an input line.""" examples = [] unique_id = 0 line = sentence.strip() if line: text_a = None text_b = None m = re.match(r"^(.*) \|\|\| (.*)$", line) if m is None: text_a = line else: text_a = m.group(1) text_b = m.group(2) examples.append( InputExample(guid=unique_id, text_a=text_a, text_b=text_b)) unique_id += 1 return examples def _truncate_seq_pair(tokens_a, tokens_b, max_length): """Truncates a sequence pair in place to the maximum length.""" # This is a simple heuristic which will always truncate the longer sequence # one token at a time. This makes more sense than truncating an equal percent # of tokens from each, since if one sequence is very short then each token # that's truncated likely contains more information than a longer sequence. while True: total_length = len(tokens_a) + len(tokens_b) if total_length <= max_length: break if len(tokens_a) > len(tokens_b): tokens_a.pop() else: tokens_b.pop() def is_subtoken(x): return x.startswith("##") def create_masked_lm_prediction(input_ids, mask_position, mask_count=1, mask_id=103): new_input_ids = list(input_ids) masked_lm_labels = [] masked_lm_positions = list(range(mask_position, mask_position + mask_count)) for i in masked_lm_positions: new_input_ids[i] = mask_id masked_lm_labels.append(input_ids[i]) return new_input_ids, masked_lm_positions, masked_lm_labels def create_sequential_mask(input_tokens, input_ids, input_mask, segment_ids, mask_id=103, tokenizer=None): """Mask each token/word sequentially""" features = [] i = 1 while i < len(input_tokens) - 1: mask_count = 1 while is_subtoken(input_tokens[i + mask_count]): mask_count += 1 input_ids_new, masked_lm_positions, masked_lm_labels = create_masked_lm_prediction(input_ids, i, mask_count, mask_id) feature = InputFeatures( input_ids=input_ids_new, input_mask=input_mask, segment_ids=segment_ids, mask_ids=masked_lm_labels, mask_positions=masked_lm_positions, input_tokens=tokenizer.convert_ids_to_tokens(input_ids_new)) features.append(feature) i += mask_count return features def convert_examples_to_features(examples, tokenizer, max_seq_length, mask_token='[MASK]', mask_id=103): """Loads a data file into a list of `InputBatch`s.""" features = [] all_features = [] all_tokens = [] for (example_index, example) in enumerate(examples): tokens_a = tokenizer.tokenize(example.text_a) tokens_b = None if example.text_b: tokens_b = tokenizer.tokenize(example.text_b) # The -3 accounts for [CLS], [SEP] and [SEP] _truncate_seq_pair(tokens_a, tokens_b, max_seq_length - 3) else: # "-2" is [CLS] and [SEP] if len(tokens_a) > max_seq_length - 2: tokens_a = tokens_a[:(max_seq_length - 2)] # The convention in BERT is: # (a) For sequence pairs: # tokens: [CLS] is this jack ##son ##ville ? [SEP] no it is not . [SEP] # type_ids: 0 0 0 0 0 0 0 0 1 1 1 1 1 1 # (b) For single sequences: # tokens: [CLS] the dog is hairy . [SEP] # type_ids: 0 0 0 0 0 0 0 # # Where "type_ids" are used to indicate whether this is the first # sequence or the second sequence. The embedding vectors for `type=0` and # `type=1` were learned during pre-training and are added to the wordpiece # embedding vector (and position vector). This is not *strictly* necessary # since the [SEP] token unambigiously separates the sequences, but it makes # it easier for the model to learn the concept of sequences. # # For classification tasks, the first vector (corresponding to [CLS]) is # used as as the "sentence vector". Note that this only makes sense because # the entire model is fine-tuned. tokens_a = [i.replace('*', mask_token) for i in tokens_a] tokens = ["[CLS]"] + tokens_a + ["[SEP]"] segment_ids = [0] * len(tokens) if tokens_b: tokens_b = [i.replace('*', '[MASK]') for i in tokens_b] tokens += tokens_b + ["[SEP]"] segment_ids += [1] * (len(tokens_b) + 1) input_ids = tokenizer.convert_tokens_to_ids(tokens) mask_positions = [i for i, v in enumerate(input_ids) if v == mask_id] # The mask has 1 for real tokens and 0 for padding tokens. Only real # tokens are attended to. input_mask = [1] * len(input_ids) # Zero-pad up to the sequence length. padding = [0] * (max_seq_length - len(input_ids)) input_ids += padding input_mask += padding segment_ids += padding assert len(input_ids) == max_seq_length assert len(input_mask) == max_seq_length assert len(segment_ids) == max_seq_length if example_index < 5: logger.info("*** Example ***") logger.info("example_index: %s" % (example_index)) logger.info("guid: %s" % (example.guid)) logger.info("tokens: %s" % " ".join( [str(x) for x in tokens])) logger.info("input_ids: %s" % " ".join([str(x) for x in input_ids])) logger.info("input_mask: %s" % " ".join([str(x) for x in input_mask])) logger.info("segment_ids: %s" % " ".join([str(x) for x in segment_ids])) features.append( InputFeatures(input_ids=input_ids, input_mask=input_mask, mask_positions=mask_positions, segment_ids=segment_ids, input_tokens=tokens)) # Mask each word # features = create_sequential_mask(tokens, input_ids, input_mask, segment_ids, mask_id, tokenizer) # all_features.extend(features) # all_tokens.extend(tokens) # return all_features, all_tokens return features def main(): parser = argparse.ArgumentParser() # Required parameters parser.add_argument("--bert_model_dir", default='../data/bert_models/chinese_finetuned_lm/', type=str, help="Bert pre-trained model config dir") parser.add_argument("--bert_model_vocab", default='../data/bert_models/chinese_finetuned_lm/vocab.txt', type=str, help="Bert pre-trained model vocab path") parser.add_argument("--output_dir", default="./output", type=str, help="The output directory where the model checkpoints and predictions will be written.") # Other parameters parser.add_argument("--predict_file", default='../data/cn/lm_test_zh.txt', type=str, help="for predictions.") parser.add_argument("--max_seq_length", default=128, type=int, help="The maximum total input sequence length after WordPiece tokenization. Sequences " "longer than this will be truncated, and sequences shorter than this will be padded.") parser.add_argument("--doc_stride", default=64, type=int, help="When splitting up a long document into chunks, how much stride to take between chunks.") parser.add_argument("--learning_rate", default=5e-5, type=float, help="The initial learning rate for Adam.") parser.add_argument("--verbose_logging", default=False, action='store_true', help="If true, all of the warnings related to data processing will be printed. " "A number of warnings are expected for a normal SQuAD evaluation.") parser.add_argument('--seed', type=int, default=42, help="random seed for initialization") args = parser.parse_args() device = torch.device("cpu") random.seed(args.seed) np.random.seed(args.seed) torch.manual_seed(args.seed) if not os.path.exists(args.output_dir): os.makedirs(args.output_dir) tokenizer = BertTokenizer(args.bert_model_vocab) MASK_ID = tokenizer.convert_tokens_to_ids([MASK_TOKEN])[0] print('MASK_ID,', MASK_ID) # Prepare model model = BertForMaskedLM.from_pretrained(args.bert_model_dir) # Save a trained model model_to_save = model.module if hasattr(model, 'module') else model # Only save the model it-self output_model_file = os.path.join(args.output_dir, "pytorch_model.bin") if not os.path.exists(output_model_file): torch.save(model_to_save.state_dict(), output_model_file) # Load a trained model that you have fine-tuned model_state_dict = torch.load(output_model_file) model.to(device) # Tokenized input text = "吸烟的人容易得癌症" tokenized_text = tokenizer.tokenize(text) print(text, '=>', tokenized_text) # Mask a token that we will try to predict back with `BertForMaskedLM` masked_index = 8 tokenized_text[masked_index] = '[MASK]' # Convert token to vocabulary indices indexed_tokens = tokenizer.convert_tokens_to_ids(tokenized_text) # Define sentence A and B indices associated to 1st and 2nd sentences (see paper) segments_ids = [0, 0, 0, 0, 0, 0, 0, 0, 0] # Convert inputs to PyTorch tensors print('tokens, segments_ids:', indexed_tokens, segments_ids) tokens_tensor = torch.tensor([indexed_tokens]) segments_tensors = torch.tensor([segments_ids]) # Load pre-trained model (weights) model.eval() # Predict all tokens predictions = model(tokens_tensor, segments_tensors) predicted_index = torch.argmax(predictions[0, masked_index]).item() print(predicted_index) predicted_token = tokenizer.convert_ids_to_tokens([predicted_index])[0] print(predicted_token) # infer one line end # predict ppl and prob of each word text = "吸烟的人容易得癌症" tokenized_text = tokenizer.tokenize(text) indexed_tokens = tokenizer.convert_tokens_to_ids(tokenized_text) # Define sentence A and B indices associated to 1st and 2nd sentences (see paper) segments_ids = [0, 0, 0, 0, 0, 0, 0, 0, 0] tokens_tensor = torch.tensor([indexed_tokens]) segments_tensors = torch.tensor([segments_ids]) sentence_loss = 0.0 sentence_count = 0 for idx, label in enumerate(text): print(label) label_id = tokenizer.convert_tokens_to_ids([label])[0] lm_labels = [-1, -1, -1, -1, -1, -1, -1, -1, -1] if idx != 0: lm_labels[idx] = label_id if idx == 1: lm_labels = indexed_tokens print(lm_labels) masked_lm_labels = torch.tensor([lm_labels]) # Predict all tokens loss = model(tokens_tensor, segments_tensors, masked_lm_labels=masked_lm_labels) print('loss:', loss) prob = float(np.exp(-loss.item())) print('prob:', prob) sentence_loss += prob sentence_count += 1 ppl = float(np.exp(sentence_loss / sentence_count)) print('ppl:', ppl) # confirm we were able to predict 'henson' # infer each word with mask one text = "吸烟的人容易得癌症" for masked_index, label in enumerate(text): tokenized_text = tokenizer.tokenize(text) print(text, '=>', tokenized_text) tokenized_text[masked_index] = '[MASK]' print(tokenized_text) # Convert token to vocabulary indices indexed_tokens = tokenizer.convert_tokens_to_ids(tokenized_text) tokens_tensor = torch.tensor([indexed_tokens]) segments_tensors = torch.tensor([segments_ids]) predictions = model(tokens_tensor, segments_tensors) print('expected label:', label) predicted_index = torch.argmax(predictions[0, masked_index]).item() predicted_token = tokenizer.convert_ids_to_tokens([predicted_index])[0] print('predict label:', predicted_token) scores = predictions[0, masked_index] # predicted_index = torch.argmax(scores).item() top_scores = torch.sort(scores, 0, True) top_score_val = top_scores[0][:5] top_score_idx = top_scores[1][:5] for j in range(len(top_score_idx)): print('Mask predict is:', tokenizer.convert_ids_to_tokens([top_score_idx[j].item()])[0], ' prob:', top_score_val[j].item()) print() if args.predict_file: eval_examples = read_lm_examples(input_file=args.predict_file) eval_features = convert_examples_to_features( examples=eval_examples, tokenizer=tokenizer, max_seq_length=args.max_seq_length, mask_token=MASK_TOKEN, mask_id=MASK_ID) logger.info("***** Running predictions *****") logger.info(" Num orig examples = %d", len(eval_examples)) logger.info(" Num split examples = %d", len(eval_features)) logger.info("Start predict ...") for f in eval_features: input_ids = torch.tensor([f.input_ids]) segment_ids = torch.tensor([f.segment_ids]) predictions = model(input_ids, segment_ids) # confirm we were able to predict 'henson' mask_positions = f.mask_positions if mask_positions: for idx, i in enumerate(mask_positions): if not i: continue scores = predictions[0, i] # predicted_index = torch.argmax(scores).item() top_scores = torch.sort(scores, 0, True) top_score_val = top_scores[0][:5] top_score_idx = top_scores[1][:5] # predicted_prob = predictions[0, i][predicted_index].item() # predicted_token = tokenizer.convert_ids_to_tokens([predicted_index])[0] print('original text is:', f.input_tokens) # print('Mask predict is:', predicted_token, ' prob:', predicted_prob) for j in range(len(top_score_idx)): print('Mask predict is:', tokenizer.convert_ids_to_tokens([top_score_idx[j].item()])[0], ' prob:', top_score_val[j].item()) if __name__ == "__main__": main()
[ "507153809@qq.com" ]
507153809@qq.com
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fikocavit/e-commerce
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refs/heads/master
2023-05-02T18:53:45.995674
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# Generated by Django 3.1 on 2021-05-21 09:02 from django.db import migrations, models class Migration(migrations.Migration): dependencies = [ ('product', '0004_auto_20210521_0843'), ] operations = [ migrations.CreateModel( name='VariationManager', fields=[ ('id', models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')), ], ), ]
[ "firat.cavit@hotmail.com" ]
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/pysimt/metrics/cer.py
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"""Character error rate (CER).""" from typing import Iterable, Union, Optional import editdistance from .metric import Metric class CERScorer: """Computes the character error rate (CER) metric and returns a `Metric` object. Args: refs: List of reference text files. Only the first one will be used hyps: Either a string denoting the hypotheses' filename, or a list that contains the hypotheses strings themselves language: unused lowercase: unused """ def compute(self, refs: Iterable[str], hyps: Union[str, Iterable[str]], language: Optional[str] = None, lowercase: bool = False) -> Metric: if isinstance(hyps, str): # hyps is a file hyp_sents = open(hyps).read().strip().split('\n') elif isinstance(hyps, list): hyp_sents = hyps # refs is a list, take its first item with open(refs[0]) as f: ref_sents = f.read().strip().split('\n') assert len(hyp_sents) == len(ref_sents), "CER: # of sentences does not match." n_ref_chars = 0 n_ref_tokens = 0 dist_chars = 0 dist_tokens = 0 for hyp, ref in zip(hyp_sents, ref_sents): hyp_chars = hyp.split(' ') ref_chars = ref.split(' ') n_ref_chars += len(ref_chars) dist_chars += editdistance.eval(hyp_chars, ref_chars) # Convert char-based sentences to token-based ones hyp_tokens = hyp.replace(' ', '').replace('<s>', ' ').strip().split(' ') ref_tokens = ref.replace(' ', '').replace('<s>', ' ').strip().split(' ') n_ref_tokens += len(ref_tokens) dist_tokens += editdistance.eval(hyp_tokens, ref_tokens) cer = (100 * dist_chars) / n_ref_chars wer = (100 * dist_tokens) / n_ref_tokens verbose_score = "{:.3f}% (n_errors = {}, n_ref_chars = {}, WER = {:.3f}%)".format( cer, dist_chars, n_ref_chars, wer) return Metric('CER', cer, verbose_score, higher_better=False)
[ "ozancag@gmail.com" ]
ozancag@gmail.com
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/competitions/migrations/0001_initial.py
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[]
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frmblanco/my-project
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refs/heads/master
2021-07-20T08:43:31.759548
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# -*- coding: utf-8 -*- # Generated by Django 1.11.6 on 2017-10-19 08:38 from __future__ import unicode_literals from django.db import migrations, models class Migration(migrations.Migration): initial = True dependencies = [ ] operations = [ migrations.CreateModel( name='Competition', fields=[ ('id', models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')), ('title', models.CharField(max_length=200)), ('text', models.TextField()), ('pub_date', models.DateTimeField(blank=True, null=True)), ], ), ]
[ "francisco.blanco@opinno.com" ]
francisco.blanco@opinno.com
f763e33920d9e9ed6b6427fa7aa3b468468add6b
ea8860ef1bde80ea7a9f087f67709918626c3220
/scrapyprojects/motube/motube/spiders/recursivetube.py
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[]
no_license
yorin/scripts
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100b18ec11861e42fcf8de2762d2f7ebe4d74e50
refs/heads/master
2020-06-04T00:36:18.592100
2019-05-15T13:16:22
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# -*- coding: utf-8 -*- from scrapy.http import Request from motube.items import MotubeItem import scrapy class RecursivetubeSpider(scrapy.Spider): name = "recursivetube" allowed_domains = ["youtube.com"] start_urls = ( # 'http://www.youtube.com/', 'https://www.youtube.com/results?search_query=rush', ) def start_requests(self): for i in range(1,5): yield Request('https://www.youtube.com/results?search_query=rush&page=' + str(i), self.parse_items) print i def parse_items(self, response): sels = [] for sel in response.xpath('//div[@class="yt-lockup-content"]/h3[@class="yt-lockup-title"]'): datafiles = MotubeItem() datafiles["title"] = sel.xpath('a/@title').extract() datafiles["url"] = sel.xpath('a/@href').extract() sels.append(datafiles) return sels
[ "werbyvillarino@gmail.com" ]
werbyvillarino@gmail.com
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/main/migrations/0002_auto_20201128_0813.py
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# Generated by Django 2.0 on 2020-11-28 08:13 from django.db import migrations, models class Migration(migrations.Migration): dependencies = [ ('main', '0001_initial'), ] operations = [ migrations.AlterField( model_name='doctor', name='blood_group', field=models.CharField(blank=True, choices=[('A+', 'A+ Type'), ('A-', 'A- Type'), ('B+', 'B+ Type'), ('B-', 'B- Type'), ('AB+', 'AB+ Type'), ('AB+', 'AB- Type'), ('O+', 'O+ Type'), ('O-', 'O- Type')], max_length=3, null=True), ), migrations.AlterField( model_name='doctor', name='is_working', field=models.NullBooleanField(), ), migrations.AlterField( model_name='patient', name='blood_group', field=models.CharField(blank=True, choices=[('A+', 'A+ Type'), ('A-', 'A- Type'), ('B+', 'B+ Type'), ('B-', 'B- Type'), ('AB+', 'AB+ Type'), ('AB+', 'AB- Type'), ('O+', 'O+ Type'), ('O-', 'O- Type')], max_length=4, null=True), ), ]
[ "jhabarsinghbhati23@gmail.com" ]
jhabarsinghbhati23@gmail.com
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/moodledata/vpl_data/467/usersdata/282/111931/submittedfiles/Av2_Parte2.py
f4d68cd5e055d09012f4f459c82a6e8816d004ca
[]
no_license
rafaelperazzo/programacao-web
95643423a35c44613b0f64bed05bd34780fe2436
170dd5440afb9ee68a973f3de13a99aa4c735d79
refs/heads/master
2021-01-12T14:06:25.773146
2017-12-22T16:05:45
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# -*- coding: utf-8 -*- a=[] qa=int(input('Digite o numero de elementos de a: ')) b=[] qb=int(input('Digite o numero de elementos de b: '))
[ "rafael.mota@ufca.edu.br" ]
rafael.mota@ufca.edu.br
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ac5e52a3fc52dde58d208746cddabef2e378119e
/exps-gsn-edf/gsn-edf_ut=2.0_rd=0.5_rw=0.04_rn=4_u=0.075-0.35_p=harmonic-2/sched=RUN_trial=43/params.py
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ricardobtxr/experiment-scripts
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refs/heads/master
2023-04-09T02:37:41.466794
2021-04-25T03:27:16
2021-04-25T03:27:16
358,926,457
0
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{'cpus': 4, 'duration': 30, 'final_util': '2.017881', 'max_util': '2.0', 'periods': 'harmonic-2', 'release_master': False, 'res_distr': '0.5', 'res_nmb': '4', 'res_weight': '0.04', 'scheduler': 'GSN-EDF', 'trial': 43, 'utils': 'uni-medium-3'}
[ "ricardo.btxr@gmail.com" ]
ricardo.btxr@gmail.com
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/django_leve_five/settings.py
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sabrina0331/django-deployment-ex
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refs/heads/master
2020-09-14T22:16:43.413517
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""" Django settings for django_leve_five project. Generated by 'django-admin startproject' using Django 1.10. For more information on this file, see https://docs.djangoproject.com/en/1.10/topics/settings/ For the full list of settings and their values, see https://docs.djangoproject.com/en/1.10/ref/settings/ """ import os # Build paths inside the project like this: os.path.join(BASE_DIR, ...) BASE_DIR = os.path.dirname(os.path.dirname(os.path.abspath(__file__))) TEMPLATE_DIR = os.path.join(BASE_DIR,'templates') STATIC_DIR = os.path.join(BASE_DIR,'static') MEDIA_DIR = os.path.join(BASE_DIR,'media') # Quick-start development settings - unsuitable for production # See https://docs.djangoproject.com/en/1.10/howto/deployment/checklist/ # SECURITY WARNING: keep the secret key used in production secret! SECRET_KEY = '7jr*wvw*=jex8gd2cr16^-w#*#2+o(k8$rk36-!y(f1^i_*q_p' # SECURITY WARNING: don't run with debug turned on in production! DEBUG = True ALLOWED_HOSTS = [] # Application definition INSTALLED_APPS = [ 'basic_app', 'django.contrib.admin', 'django.contrib.auth', 'django.contrib.contenttypes', 'django.contrib.sessions', 'django.contrib.messages', 'django.contrib.staticfiles', ] MIDDLEWARE = [ 'django.middleware.security.SecurityMiddleware', 'django.contrib.sessions.middleware.SessionMiddleware', 'django.middleware.common.CommonMiddleware', 'django.middleware.csrf.CsrfViewMiddleware', 'django.contrib.auth.middleware.AuthenticationMiddleware', 'django.contrib.messages.middleware.MessageMiddleware', 'django.middleware.clickjacking.XFrameOptionsMiddleware', ] ROOT_URLCONF = 'django_leve_five.urls' TEMPLATES = [ { 'BACKEND': 'django.template.backends.django.DjangoTemplates', 'DIRS': [TEMPLATE_DIR,], 'APP_DIRS': True, 'OPTIONS': { 'context_processors': [ 'django.template.context_processors.debug', 'django.template.context_processors.request', 'django.contrib.auth.context_processors.auth', 'django.contrib.messages.context_processors.messages', ], }, }, ] WSGI_APPLICATION = 'django_leve_five.wsgi.application' # Database # https://docs.djangoproject.com/en/1.10/ref/settings/#databases DATABASES = { 'default': { 'ENGINE': 'django.db.backends.sqlite3', 'NAME': os.path.join(BASE_DIR, 'db.sqlite3'), } } # Password validation # https://docs.djangoproject.com/en/1.10/ref/settings/#auth-password-validators PASSWORD_HASHERS = [ 'django.contrib.auth.hashers.PBKDF2PasswordHasher', 'django.contrib.auth.hashers.PBKDF2SHA1PasswordHasher', 'django.contrib.auth.hashers.Argon2PasswordHasher', 'django.contrib.auth.hashers.BCryptSHA256PasswordHasher', 'django.contrib.auth.hashers.BCryptPasswordHasher', ] AUTH_PASSWORD_VALIDATORS = [ { 'NAME': 'django.contrib.auth.password_validation.UserAttributeSimilarityValidator', }, { 'NAME': 'django.contrib.auth.password_validation.MinimumLengthValidator', 'OPTIONS':{'min_length':9} }, { 'NAME': 'django.contrib.auth.password_validation.CommonPasswordValidator', }, { 'NAME': 'django.contrib.auth.password_validation.NumericPasswordValidator', }, ] # Internationalization # https://docs.djangoproject.com/en/1.10/topics/i18n/ LANGUAGE_CODE = 'en-us' TIME_ZONE = 'UTC' USE_I18N = True USE_L10N = True USE_TZ = True # Static files (CSS, JavaScript, Images) # https://docs.djangoproject.com/en/1.10/howto/static-files/ STATIC_URL = '/static/' STATICFILES_DIRS = [STATIC_DIR,] #media MEDIA_ROOT = MEDIA_DIR MEDIA_URL = '/media/' #login LOGIN_URL = '/basic_app/user_login'
[ "sabrina20520@gmail.com" ]
sabrina20520@gmail.com
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ViVaHa/Leetcode
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class Solution: def increasingTriplet(self, nums): """ :type nums: List[int] :rtype: bool """ if len(nums)==0: return False m1=sys.maxsize m2=sys.maxsize for num in nums: if num<=m1: m1=num elif num<=m2: m2=num else: return True return False
[ "varshath@Vishnus-MBP.fios-router.home" ]
varshath@Vishnus-MBP.fios-router.home
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xiawei918/driplet
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refs/heads/master
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/Users/weixia/anaconda/lib/python2.7/abc.py
[ "weixia@WEIs-MacBook-Pro.local" ]
weixia@WEIs-MacBook-Pro.local
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/Messenger/Developers/venv/bin/django-admin
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no_license
alexkim1218/CSE442-Developers
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#!/Users/HuangweiDing/PycharmProjects/Developers/venv/bin/python # -*- coding: utf-8 -*- import re import sys from django.core.management import execute_from_command_line if __name__ == '__main__': sys.argv[0] = re.sub(r'(-script\.pyw?|\.exe)?$', '', sys.argv[0]) sys.exit(execute_from_command_line())
[ "seyaduab@buffalo.edu" ]
seyaduab@buffalo.edu
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/functional-programming/map.py
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flashjaysan/python-projects
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refs/heads/main
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import collections Scientist = collections.namedtuple('Scientist', ['name', 'field', 'born', 'nobel']) scientists = ( Scientist(name='Ada Lovelace', field='math', born=1815, nobel=False), Scientist(name='Emmy Noether', field='math', born=1882, nobel=False), Scientist(name='Marie Curie', field='physics', born=1867, nobel=True), Scientist(name='Tu Youyou', field='chemistry', born=1930, nobel=True), Scientist(name='Ada Yonath', field='chemistry', born=1939, nobel=True), Scientist(name='Vera Rubin', field='astronomy', born=1928, nobel=False), Scientist(name='Sally Ride', field='physics', born=1951, nobel=False), ) # crée un iterator qui applique la fonction à chaque élément de l'iterable scientists_name_and_age = map(lambda scientist: (scientist.name, 2021 - scientist.born), scientists) # utilise l'iterator pour afficher chaque nouvel élément généré for scientist in scientists_name_and_age: print(scientist) print(next(scientists_name_and_age)) # provoque une exception StopITeration
[ "jaysan@wanadoo.fr" ]
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from kivy.app import App from kivy.uix.widget import Widget from kivy.clock import Clock from kivy.core.audio import SoundLoader import time class Object(Widget): """Class which represent the object on the screen """ def on_touch_move(self, touch): """Function called when the object is moved :param touch: finger on the screen """ if touch.grab_current is self: self.center_x = touch.x self.center_y = touch.y def on_touch_down(self, touch): """Function called when the object is pressed :param touch: finger on the screen """ if self.collide_point(*touch.pos): if touch.is_double_tap: sound = SoundLoader.load(self.text) sound.play() return; self.opacity = 0.2 touch.grab(self) return True def on_touch_up(self, touch): """Function called when the object is released :param touch: finger on the screen """ if touch.grab_current is self: self.center_x = touch.x self.center_y = touch.y self.opacity = 1 touch.ungrab(self) return True class Game1(Widget): """Class to manage the game itself """ def update(self, dt): """Game loop :param dt: time between two calls """ pass def on_winning(self, touch): pass class Game1App(App): """Class to launch the game 1 """ def build(self): """Function which constructs the game """ game = Game1() Clock.schedule_interval(game.update, 1.0 / 60.0) return game if __name__ == '__main__': Game1App().run()
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import torch import torch.nn as nn import torch.optim as optim from torchtext.datasets import Multi30k from torchtext.data import Field, BucketIterator import numpy as np import spacy import random from torch.utils.tensorboard import SummaryWriter # to print to tensorboard from utils import translate_sentence, bleu, save_checkpoint, load_checkpoint spacy_ger = spacy.load("de") spacy_eng = spacy.load("en") def tokenize_ger(text): return [tok.text for tok in spacy_ger.tokenizer(text)] def tokenize_eng(text): return [tok.text for tok in spacy_eng.tokenizer(text)] german = Field(tokenize=tokenize_ger, lower=True, init_token="<sos>", eos_token="<eos>") english = Field( tokenize=tokenize_eng, lower=True, init_token="<sos>", eos_token="<eos>" ) train_data, valid_data, test_data = Multi30k.splits( exts=(".de", ".en"), fields=(german, english) ) german.build_vocab(train_data, max_size=10000, min_freq=2) english.build_vocab(train_data, max_size=10000, min_freq=2) class Encoder(nn.Module): def __init__(self, input_size, embedding_size, hidden_size, num_layers, p): super(Encoder, self).__init__() self.dropout = nn.Dropout(p) self.hidden_size = hidden_size self.num_layers = num_layers self.embedding = nn.Embedding(input_size, embedding_size) self.rnn = nn.LSTM(embedding_size, hidden_size, num_layers, dropout=p) def forward(self, x): # x shape: (seq_length, N) where N is batch size embedding = self.dropout(self.embedding(x)) # embedding shape: (seq_length, N, embedding_size) outputs, (hidden, cell) = self.rnn(embedding) # outputs shape: (seq_length, N, hidden_size) return hidden, cell class Decoder(nn.Module): def __init__( self, input_size, embedding_size, hidden_size, output_size, num_layers, p ): super(Decoder, self).__init__() self.dropout = nn.Dropout(p) self.hidden_size = hidden_size self.num_layers = num_layers self.embedding = nn.Embedding(input_size, embedding_size) self.rnn = nn.LSTM(embedding_size, hidden_size, num_layers, dropout=p) self.fc = nn.Linear(hidden_size, output_size) def forward(self, x, hidden, cell): # x shape: (N) where N is for batch size, we want it to be (1, N), seq_length # is 1 here because we are sending in a single word and not a sentence x = x.unsqueeze(0) embedding = self.dropout(self.embedding(x)) # embedding shape: (1, N, embedding_size) outputs, (hidden, cell) = self.rnn(embedding, (hidden, cell)) # outputs shape: (1, N, hidden_size) predictions = self.fc(outputs) # predictions shape: (1, N, length_target_vocabulary) to send it to # loss function we want it to be (N, length_target_vocabulary) so we're # just gonna remove the first dim predictions = predictions.squeeze(0) return predictions, hidden, cell class Seq2Seq(nn.Module): def __init__(self, encoder, decoder): super(Seq2Seq, self).__init__() self.encoder = encoder self.decoder = decoder def forward(self, source, target, teacher_force_ratio=0.5): batch_size = source.shape[1] target_len = target.shape[0] target_vocab_size = len(english.vocab) outputs = torch.zeros(target_len, batch_size, target_vocab_size).to(device) hidden, cell = self.encoder(source) # Grab the first input to the Decoder which will be <SOS> token x = target[0] for t in range(1, target_len): # Use previous hidden, cell as context from encoder at start output, hidden, cell = self.decoder(x, hidden, cell) # Store next output prediction outputs[t] = output # Get the best word the Decoder predicted (index in the vocabulary) best_guess = output.argmax(1) # With probability of teacher_force_ratio we take the actual next word # otherwise we take the word that the Decoder predicted it to be. # Teacher Forcing is used so that the model gets used to seeing # similar inputs at training and testing time, if teacher forcing is 1 # then inputs at test time might be completely different than what the # network is used to. This was a long comment. x = target[t] if random.random() < teacher_force_ratio else best_guess return outputs ### We're ready to define everything we need for training our Seq2Seq model ### # Training hyperparameters num_epochs = 100 learning_rate = 0.001 batch_size = 64 # Model hyperparameters load_model = False device = torch.device("cuda" if torch.cuda.is_available() else "cpu") input_size_encoder = len(german.vocab) input_size_decoder = len(english.vocab) output_size = len(english.vocab) encoder_embedding_size = 300 decoder_embedding_size = 300 hidden_size = 1024 # Needs to be the same for both RNN's num_layers = 2 enc_dropout = 0.5 dec_dropout = 0.5 # Tensorboard to get nice loss plot writer = SummaryWriter(f"runs/loss_plot") step = 0 train_iterator, valid_iterator, test_iterator = BucketIterator.splits( (train_data, valid_data, test_data), batch_size=batch_size, sort_within_batch=True, sort_key=lambda x: len(x.src), device=device, ) encoder_net = Encoder( input_size_encoder, encoder_embedding_size, hidden_size, num_layers, enc_dropout ).to(device) decoder_net = Decoder( input_size_decoder, decoder_embedding_size, hidden_size, output_size, num_layers, dec_dropout, ).to(device) model = Seq2Seq(encoder_net, decoder_net).to(device) optimizer = optim.Adam(model.parameters(), lr=learning_rate) pad_idx = english.vocab.stoi["<pad>"] criterion = nn.CrossEntropyLoss(ignore_index=pad_idx) if load_model: load_checkpoint(torch.load("my_checkpoint.pth.tar"), model, optimizer) sentence = "ein boot mit mehreren männern darauf wird von einem großen pferdegespann ans ufer gezogen." for epoch in range(num_epochs): print(f"[Epoch {epoch} / {num_epochs}]") checkpoint = {"state_dict": model.state_dict(), "optimizer": optimizer.state_dict()} save_checkpoint(checkpoint, filename="alad_my_checkpoint.pth.tar") model.eval() translated_sentence = translate_sentence( model, sentence, german, english, device, max_length=50 ) print(f"Translated example sentence: \n {translated_sentence}") model.train() for batch_idx, batch in enumerate(train_iterator): # Get input and targets and get to cuda inp_data = batch.src.to(device) target = batch.trg.to(device) # Forward prop output = model(inp_data, target) # Output is of shape (trg_len, batch_size, output_dim) but Cross Entropy Loss # doesn't take input in that form. For example if we have MNIST we want to have # output to be: (N, 10) and targets just (N). Here we can view it in a similar # way that we have output_words * batch_size that we want to send in into # our cost function, so we need to do some reshapin. While we're at it # Let's also remove the start token while we're at it output = output[1:].reshape(-1, output.shape[2]) target = target[1:].reshape(-1) optimizer.zero_grad() loss = criterion(output, target) # Back prop loss.backward() # Clip to avoid exploding gradient issues, makes sure grads are # within a healthy range torch.nn.utils.clip_grad_norm_(model.parameters(), max_norm=1) # Gradient descent step optimizer.step() # Plot to tensorboard writer.add_scalar("Training loss", loss, global_step=step) step += 1 score = bleu(test_data[1:100], model, german, english, device) print(f"Bleu score {score*100:.2f}")
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# This class manages mobility and list of moves for a piece class MoveStrategy: def __init__(self,piece,color,directionsList,board): self.piece = piece self.color = color self.directionsList = directionsList self.board = board def getMobility(self,position): return len(generateAllMoves(position)) def generateAllMoves(self): possibleMovesToSquaresList = [] if self.color == self.board.currentTurnColor: for direction in self.directionsList: possibleMovesToSquaresList.extend(self.generateMove(self.piece.position,direction)) return possibleMovesToSquaresList
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val = input("enter your name:") print(val)
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#!/usr/bin/env python3 # Copyright (c) 2015-2018 The Bitcoin Core developers # Distributed under the MIT software license, see the accompanying # file COPYING or http://www.opensource.org/licenses/mit-license.php. """Test a node with the -disablewallet option. - Test that validateaddress RPC works when running with -disablewallet - Test that it is not possible to mine to an invalid address. """ from test_framework.test_framework import Bitcoin3TestFramework from test_framework.util import assert_raises_rpc_error class DisableWalletTest (Bitcoin3TestFramework): def set_test_params(self): self.setup_clean_chain = True self.num_nodes = 1 self.extra_args = [["-disablewallet"]] def run_test (self): # Make sure wallet is really disabled assert_raises_rpc_error(-32601, 'Method not found', self.nodes[0].getwalletinfo) x = self.nodes[0].validateaddress('3J98t1WpEZ73CNmQviecrnyiWrnqRhWNLy') assert(x['isvalid'] == False) x = self.nodes[0].validateaddress('mneYUmWYsuk7kySiURxCi3AGxrAqZxLgPZ') assert(x['isvalid'] == True) # Checking mining to an address without a wallet. Generating to a valid address should succeed # but generating to an invalid address will fail. self.nodes[0].generatetoaddress(1, 'mneYUmWYsuk7kySiURxCi3AGxrAqZxLgPZ') assert_raises_rpc_error(-5, "Invalid address", self.nodes[0].generatetoaddress, 1, '3J98t1WpEZ73CNmQviecrnyiWrnqRhWNLy') if __name__ == '__main__': DisableWalletTest ().main ()
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# automatically generated by the FlatBuffers compiler, do not modify # namespace: tflite class CustomOptionsFormat(object): FLEXBUFFERS = 0
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from capture import capture_image print(capture_image())
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