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#!/usr/bin/env python2.7 # mq2rest.py import os import json import random #from tornado import websocket, web, ioloop import datetime from time import time import logging import logging.config import pika from requests import put, get, post, delete, request cl = [] # Random number generator r = lambda: random.randint(0,255) # Boilerplate WebSocket code class Mq2rest(object):#websocket.WebSocketHandler): # Our function to get new data for charts def wait_for_data(self): logging.info('wait_for_data') url1 = os.environ['MR_RABITMQ'] connection = pika.BlockingConnection(pika.URLParameters(url1)) channel = connection.channel() q1 = 'GBP/USD/EUR' channel.exchange_declare(exchange=q1, type='fanout') result = channel.queue_declare(exclusive=True) queue_name = result.method.queue channel.queue_bind(exchange=q1, queue=queue_name) channel.basic_consume(self.callback_gbp_usd_eur, queue=queue_name, no_ack=True) channel2 = connection.channel() q2 = 'GBP/USD' channel2.exchange_declare(exchange=q2, type='fanout') result2 = channel2.queue_declare(exclusive=True) queue_name2 = result2.method.queue channel2.queue_bind(exchange=q2, queue=queue_name2) channel2.basic_consume(self.callback_gbp_usd, queue=queue_name2, no_ack=True) channel3 = connection.channel() q3 = 'USD/EUR' channel3.exchange_declare(exchange=q3, type='fanout') result3 = channel3.queue_declare(exclusive=True) queue_name3 = result3.method.queue channel3.queue_bind(exchange=q3, queue=queue_name3) channel3.basic_consume(self.callback_usd_eur, queue=queue_name3, no_ack=True) channel4 = connection.channel() q4 = 'EUR/GBP' channel4.exchange_declare(exchange=q4, type='fanout') result4 = channel4.queue_declare(exclusive=True) queue_name4 = result4.method.queue channel4.queue_bind(exchange=q4, queue=queue_name4) channel4.basic_consume(self.callback_eur_gbp, queue=queue_name4, no_ack=True) logger.info('Waiting for messages. GBP/USD/EUR') #print(' [*] To exit press CTRL+C') channel.start_consuming() # Call this again within the next 0-25 seconds timeout = r() / 50 #for c in cl: #for c in cl: ioloop.IOLaoop.instance().add_timeout(datetime.timedelta(seconds=timeout), self.wait_for_data) def callback_gbp_usd_eur(self,ch, method, properties, body): # send data logging.info('callback_gbp_usd_eur (s) %s' %body) try: t, v = str(body).split(',') except: v = body t = datetime.datetime.now() if v in ('e','?'): return if isinstance(v,str): v = v.strip("'") try: y = float(v) except: return # not ideal way to handle it y = round(y,4) #y = self.x.get_value('GBP/USD/EUR') #logger.info('send y') logging.info(('t',t)) #msg = 'write %s' %point_data #logging.info(msg) payload = {'name':'GBP/USD/EUR','id':4,'value':y, 'trade_time':str(t)} #print put('http://127.0.0.1:5000/todo/api/v1.0/tasks/1', json=payload ) print ('post http://0.0.0.0:8888/api', payload ) post ('http://0.0.0.0:8888/api', payload ) def callback_gbp_usd(self,ch, method, properties, body): logging.info('callback_gbp_usd %s' %body) print('callback_gbp_usd %s' %body) t, v = str(body).split(',') if v in ('e','?'): return if isinstance(v,str): v = v.strip("'") y = float(v) #y = float(v[0:-1]) #y = float(body) #y = self.x.get_value('GBP/USD/EUR') #logger.info('send y') # odd but true, container needs this if len(t) == 28: t = t[2:] payload = {'name':'GBP/USD','id':1,'value':y, 'trade_time':t} logging.info('post...') logging.info(payload) #print put('http://127.0.0.1:5000/todo/api/v1.0/tasks/1', json=payload ) #print ('post http://0.0.0.0:8888/api', payload ) #post ('http://0.0.0.0:8888/api', json=payload ) url = "http://0.0.0.0:8888/api" response = request("POST", url, params=payload) logging.info(response.text) def callback_usd_eur(self,ch, method, properties, body): logging.info('callback_usd_eur %s' %body) t, v = str(body).split(',') #y = float(v[:-1]) if v in ('e','?'): return if isinstance(v,str): v = v.strip("'") y = float(v) #y = float(body) #y = self.x.get_value('GBP/USD/EUR') #logger.info('send y') # odd but true container needs this if len(t) == 28: t = t[2:] payload = {'name':'USD/EUR','id':2,'value':y, 'trade_time':t} #print ('post http://0.0.0.0:8888/api', payload ) url = "http://0.0.0.0:8888/api" response = request("POST", url, params=payload) logging.info(response.text) #self.write_message(json.dumps(point_data)) def callback_eur_gbp(self,ch, method, properties, body): logging.info('callback_eur_gbp %s' %body) t, v = str(body).split(',') #y = float(v[:-1]) if v in ('e','?'): return if isinstance(v,str): v = v.strip("'") y = float(v) #y = float(body) #y = self.x.get_value('GBP/USD/EUR') #logger.info('send y') # odd but true, container needs this if len(t) == 28: t = t[2:] logging.info(t) payload = {'name':'EUR/GBP','id':3,'value':y, 'trade_time':t} url = "http://0.0.0.0:8888/api" response = request("POST", url, params=payload) logging.info(response.text) if __name__ == "__main__": LOG = os.environ.get('LOG','/mr/log') INI = os.environ.get('INI','/mr/ini') print ('LOG', LOG) print ('INI', INI) log_ini = os.path.join(INI,'logging_config_mq2rest.ini') if not os.path.isfile(log_ini): print (log_ini) print ("ini file missing") else: print (log_ini) print ("ini files exists") logging.config.fileConfig(log_ini) logger = logging.getLogger()#.addHandler(logging.StreamHandler()) logger.info('Start') mq2rest = Mq2rest() mq2rest.wait_for_data() #try: #except Exception, e: # print 'ss' # logger.exception("Fatal error in get_prices") #application.listen(8002) #ioloop.IOLoop.instance().start() #logger.info('End')
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from turtle import * import turtle as t import math t.setup(800,800) ''' You are to use functions and turtle graphics to draw the colored house shown in the lab3 document. Choice of colors is up to you. Have fun. ''' def drawoutline(t): ''' This function draws the outline of a house using turtle t. ''' ### Draw the rectangluar face of the house t.fillcolor('pink') t.begin_fill() t.forward(200) ### <---- Your code goes there t.left(90) t.forward(150) t.left(90) t.forward(400) t.left(90) t.forward(150) t.left(90) t.forward(200) t.end_fill() ### Draw the roof t.penup() ### <---- Your code goes there t.goto(200,150) t.left(120) t.pendown() t.fillcolor('brown') t.begin_fill() t.forward(150) t.left(60) t.forward(250) t.left(60) t.forward(150) t.end_fill() def drawwindow(x, y, side,t,color): ''' Draws a square window of length side with upper-left corner at the point (x, y) using turtle t. ''' t.penup() ### these lines move the turtle to the t.goto(x, y) ### point (x, y) and orient the turtle t.setheading(0) t.fillcolor('white') ## to face East t.pendown() t.begin_fill() ### Enter code to draw the sides of a window using a for-loop for count in range(4): t.forward(side) t.right(90) t.end_fill() def drawdoor(x,y,side,t,color): t.penup() ### these lines move the turtle to the t.goto(x, y) ### point (x, y) and orient the turtle t.setheading(0) t.fillcolor('grey') ## to face East t.pendown() t.begin_fill() for count in range(4): t.forward(side) t.right(90) t.end_fill() def drawchimney(x,y,side,t,color): t.penup() t.goto(x,y) t.setheading(0) t.pendown() t.fillcolor('darkgrey') t.begin_fill() for count in range(4): t.forward(side) t.right(90) t.end_fill() def drawdoorknob(x, y, radius, t,color): ''' Draws a circular doorknob of radius r using turtle t. ''' t.penup() ### these lines move the turtle to the t.goto(x, y - radius) ### point (x, y) and orient the turtle t.setheading(0) ### to face East t.pendown() t.fillcolor('black') t.begin_fill() t.circle(radius) t.end_fill() ### Enter code to draw a circle for the doorknob def drawmoon(x,y,radius,t,color): t.penup() t.goto(x,y-radius) t.setheading(0) t.pendown() t.fillcolor('darkgrey') ### <---- Your code goes there t.begin_fill() t.circle(radius) t.end_fill() def drawcrater(x,y,radius,t,color): t.penup() t.goto(x,y-radius) t.setheading(0) t.pendown() t.fillcolor('white') ### <---- Your code goes there t.begin_fill() t.circle(radius) t.end_fill() def drawwalk(t): ''' This function draws the walkway with turtle t. ''' ### Draw three lines to produce the walk. t.penup() t.goto(-55,0) t.pendown() t.goto(-95,-250) t.goto(95,-250) t.goto(55,0) def drawhouse(t): ''' Draws a detailed house and moon using turtle t. ''' drawoutline(t) ### draw the house's outline drawwindow(110, 130, 50,t,color) ### draw right window - each of these is a call to drawwindow() drawwindow(-160,130,50,t,color) ### draw left window drawdoor(-50,105,100,t,color) ### draw door drawchimney(70,320,40,t,color) ### draw chimney drawdoorknob(40,55,5,t,color) ### draw the doorknob - each of these is a call to drawdoorknob() drawmoon(-300,350,70,t,color) ### draw the moon drawcrater(-270,320,10,t,color) ### draw crater 1 drawcrater(-290,300,5,t,color) ### draw crater 2 drawcrater(-310,330,7,t,color) ### draw crater 3 drawcrater(-350,320,8,t,color) ### draw crater 4 drawwalk(t)### draw the walkway ### main() starter code wn = Screen() alex = Turtle() drawhouse(alex) ### draw it alex.penup() alex.goto(-300, -300) ### move turtle off to the side t.done() input()
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#!/usr/bin/env python3 from threading import current_thread, Thread class MyThread(Thread): def run(self): i = 0 print(current_thread().getName()) while i < 11: print (f"{i}", end = ' ') i += 1 print(current_thread().getName()) t = MyThread() t.start()
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#!/usr/bin/env python3 # -*- coding: utf-8 -*- """ Created on Sat Nov 24 21:17:56 2018 @author: gabriel """ import numpy as np import math from itertools import product from functiiUtile import (genereazaBlocuri, calculeazaDistantaSuprapunere, gasesteDrumMinim, floodFillIterativ) def realizeazaSintezaTexturii(parametri): dimBloc = parametri.dimensiuneBloc nrBlocuri = parametri.nrBlocuri HT = parametri.dimensiuneTexturaSintetizata[0] WT = parametri.dimensiuneTexturaSintetizata[1] eroareTolerata = parametri.eroareTolerata + 1 dimSuprapunere = math.floor(parametri.portiuneSuprapunere * dimBloc) blocuri = genereazaBlocuri(parametri.textura, nrBlocuri, dimBloc) # aflam numarul de blocuri pentru imaginea mare nrBlocuriY = math.ceil(HT / dimBloc) nrBlocuriX = math.ceil(WT / dimBloc) if parametri.metodaSinteza == 'blocuriAleatoare': # completeaza imaginea de obtinut cu blocuri aleatoare texturaSintetizata = np.empty((HT, WT, 3), np.uint8) texturaSintetizataMaiMare = np.empty( (nrBlocuriY * dimBloc, nrBlocuriX * dimBloc, 3), np.uint8) for y, x in product(range(nrBlocuriY), range(nrBlocuriX)): # se alege un bloc aleator indice = np.random.randint(nrBlocuri) # adaugam acel bloc in imagine texturaSintetizataMaiMare[ y * dimBloc : (y+1) * dimBloc, x * dimBloc : (x+1) * dimBloc, :] = blocuri[:, :, :, indice] # cropam imaginea mare la dimensiunea dorita texturaSintetizata = texturaSintetizataMaiMare[:HT, :WT, :] else: # completeaza imaginea de obtinut cu blocuri ales # in functie de eroare de suprapunere # calculam dimensiunile imaginii tinand cont de suprapunere dimY = nrBlocuriY * (dimBloc - dimSuprapunere) + dimSuprapunere dimX = nrBlocuriX * (dimBloc - dimSuprapunere) + dimSuprapunere texturaSintetizata = np.zeros((dimY, dimX, 3), np.uint8) for y, x in product(range(nrBlocuriY), range(nrBlocuriX)): # calculam indicii plasarii blocului suprapus startY = y * (dimBloc - dimSuprapunere) startX = x * (dimBloc - dimSuprapunere) endY = startY + dimBloc endX = startX + dimBloc if y == 0 and x == 0: # daca e primul bloc, il alegem aleator indice = np.random.randint(nrBlocuri) texturaSintetizata[ startY : endY, startX : endX, :] = blocuri[:, :, :, indice] continue if y: # calculam suprapunerea orizontala suprapunereImagineY = texturaSintetizata[ startY : startY + dimSuprapunere, startX : endX, :] # aflam distanta pentru portiunea suprapusa orizontal dintre # imaginea sintetizata pana acum si toate celelalte blocuri distanteY = calculeazaDistantaSuprapunere( blocuri, suprapunereImagineY, dimSuprapunere, 'Y') if x: # calculam suprapunerea verticala suprapunereImagineX = texturaSintetizata[ startY : endY, startX : startX + dimSuprapunere, :] # aflam distanta pentru portiunea suprapusa vertical dintre # imaginea sintetizata pana acum si toate celelalte blocuri distanteX = calculeazaDistantaSuprapunere( blocuri, suprapunereImagineX, dimSuprapunere, 'X') if y and x: # calculam suprapunerea comuna suprapunereImagineXY = texturaSintetizata[ startY : startY + dimSuprapunere, startX : startX + dimSuprapunere, :] # aflam distanta pentru portiunea suprapusa diagonal dintre # imaginea sintetizata pana acum si toate celelalte blocuri distanteXY = calculeazaDistantaSuprapunere( blocuri, suprapunereImagineXY, dimSuprapunere, 'XY') # distanta totala de suprapunere pentru fiecare bloc distante = np.zeros((nrBlocuri,)) if y: # adaugam suprapunerea orizontala distante += distanteY if x: # adaugam suprapunerea verticala distante += distanteX if y and x: # scadem suprapunerea comuna, ca sa nu fie calculata de 2 ori distante -= distanteXY # aflam distanta minima dintre toate distantele bestMatch = distante.min() # aflam o multime de indici cu o distanta aproapiata de cea minima # cu scopul de a varia blocurile folosite indici = np.flatnonzero(distante <= eroareTolerata * bestMatch) # alegem aleator un indice din acea multime indice = np.random.choice(indici) if parametri.metodaSinteza == 'eroareSuprapunere': # suprapunem blocurile in totalitate texturaSintetizata[ startY : endY, startX : endX, :] = blocuri[:, :, :, indice] elif parametri.metodaSinteza == 'frontieraMinima': # suprapunem blocurile la o frontiera de cost minim mascaSuprapunere = np.zeros((dimBloc, dimBloc), np.uint8) if y: # partea orizontala de suprapus a imaginii oldY = texturaSintetizata[ startY : startY + dimSuprapunere, startX : endX, :] # partea verticala a blocului care urmeaza sa suprapuna newY = blocuri[:dimSuprapunere, :, :, indice] # matricea de cost al fiecarei suprapuneri EY = np.power((oldY - newY), 2) EY = EY[:, :, 0] + EY[:, :, 1] + EY[:, :, 2] # frontiera de cost minim drumMinimY = gasesteDrumMinim(EY) for i in range(dimBloc): mascaSuprapunere[drumMinimY[i], i] += 1 if x: # partea orizontala de suprapus a imaginii oldX = texturaSintetizata[ startY : endY, startX : startX + dimSuprapunere, :] # partea verticala a blocului care urmeaza sa suprapuna newX = blocuri[:, :dimSuprapunere, :, indice] # matricea de cost al fiecarei suprapuneri EX = np.power((oldX - newX), 2) EX = EX[:, :, 0] + EX[:, :, 1] + EX[:, :, 2] # frontiera de cost minim drumMinimX = gasesteDrumMinim(EX) for i in range(dimBloc): mascaSuprapunere[i, drumMinimX[i]] += 1 if x and y: # adaugam 2 si in zona in care drumurile se # intersecteaza pe diagonala for i, j in product( range(dimSuprapunere-1), range(dimSuprapunere-1)): if (mascaSuprapunere[i][j] and mascaSuprapunere[i+1][j] and mascaSuprapunere[i][j+1] and mascaSuprapunere[i+1][j+1]): mascaSuprapunere[i][j] = 2 mascaSuprapunere[i+1][j] = 2 mascaSuprapunere[i][j+1] = 2 mascaSuprapunere[i+1][j+1] = 2 # stergem drumul y pana la intersectia cu x for i in range(dimBloc): j = drumMinimY[i] if mascaSuprapunere[j, i] == 2: indY = i break else: mascaSuprapunere[j, i] = 0 # stergem drumul x pana la intersectia cu y for i in range(dimBloc): j = drumMinimX[i] if mascaSuprapunere[i, j] == 2: indX = i break else: mascaSuprapunere[i, j] = 0 # inlocuim 2 urile cu 1 for i in range(indY, dimBloc): j = drumMinimY[i] if mascaSuprapunere[j, i] == 2: mascaSuprapunere[j, i] = 1 for i in range(indX, dimBloc): j = drumMinimX[i] if mascaSuprapunere[i, j] == 2: mascaSuprapunere[i, j] = 1 # Umple cu 1 partea care urmeaza sa fie scrisa floodFillIterativ(mascaSuprapunere, dimBloc-1, dimBloc-1) # partea de suprapus a imaginii sintetizate pana acum old = texturaSintetizata[startY:endY, startX:endX, :] # blocul care urmeaza sa suprapuna imaginea new = blocuri[:, :, :, indice] mascaNegata = np.logical_not(mascaSuprapunere) # transformam mastile la dimensiunea unei imagini mascaSuprapunere = np.repeat( mascaSuprapunere[:, :, np.newaxis], 3, axis=2) mascaNegata = np.repeat( mascaNegata[:, :, np.newaxis], 3, axis=2) # partea imaginii sintetizate care nu va fi suprapusa old = old * mascaNegata # partea blocului care suprapune imaginea new = new * mascaSuprapunere rezultat = old + new texturaSintetizata[ startY : endY, startX : endX, :] = rezultat return texturaSintetizata
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#!/usr/bin/env python3 """ A simple webapp that works with the elm-generative webpage EXTREMELY EXPERIMENTAL Author: Xavier Ho <xavier@jtg.design> ## To start axidraw-server on port 6743, listening from all hosts python axidraw_server.py ## REST API usage: * Content-Type is always `application/json` * Success is 200 OK (or any of the 2xx family) * Failure is 4xx or 5xx - Failure response structure: { "reason": "..." } """ # For as long as axidraw-standalone is in private beta, we need to copy the # module side by side with this module, and import it here import os import sys import subprocess import json import time import tempfile import traceback from flask import Flask from flask_restful import Resource, Api, reqparse, abort from flask_cors import CORS app = Flask(__name__) api = Api(app) cors = CORS(app, resources={r"/*": {"origins": "*"}}) class Print(Resource): """ Manages plotter operations. """ def get(self): """### GET /print Inquires the current plotter version """ result = subprocess.run(["axicli", "--mode", "manual"], capture_output=True) return json.dumps({"version": str(result.stderr)}) def post(self): """### POST /print Sends a SVG document to the printer, and immediately starts printing. Response body: (see GET /print) """ try: parser = reqparse.RequestParser() parser.add_argument("svg") args = parser.parse_args() data = args["svg"] subprocess.run(["axicli", "--mode", "manual", "-M", "enable_xy"]) subprocess.run(["axicli", "--mode", "manual", "-M", "raise_pen"]) with tempfile.NamedTemporaryFile(dir="C:\\crap", delete=False) as fp: fp.write(data.encode()) fp.seek(0) print(fp.name) time.sleep(1) subprocess.run(["axicli", fp.name]) return self.get() except: abort(500, reason=traceback.format_exc()) def put(self): """### PUT /print Toggle between raising or lowering the pen Request body: (empty) Response body: (see GET /print) """ subprocess.run(["axicli", "--mode", "manual", "-M", "enable_xy"]) subprocess.run(["axicli", "--mode", "toggle"]) return self.get() def delete(self): """### DELETE /print Turns the motor off. Request body: (empty) Response body: (see GET /print) """ subprocess.run(["axicli", "--mode", "manual", "-M", "enable_xy"]) subprocess.run(["axicli", "--mode", "manual", "-M", "raise_pen"]) subprocess.run(["axicli", "--mode", "manual", "-M", "disable_xy"]) return self.get() api.add_resource(Print, "/print") if __name__ == "__main__": app.run(debug=True, port=6743, host="0.0.0.0")
[ "xavier.ho@monash.edu" ]
xavier.ho@monash.edu
3ba82926b8b04c2a02d0f4ae63e753a070f95e62
cc9efde4edbf4739b8f2fd628e35ebc254866341
/Classifiers/CNN/ker_cnn_2.py
6d2dad2ef367fb672da23c1cb639851ed747acb4
[]
no_license
thomaspage/MNIST
47b99c3896f5afe6d22eb40f52b1a93fd423ceee
b16760dc3c765b77b6a4e8934bd40956a92f634c
refs/heads/master
2021-08-11T20:54:05.467475
2017-11-14T04:31:39
2017-11-14T04:31:39
108,304,951
1
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null
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UTF-8
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py
from __future__ import print_function import csv import keras import struct import numpy as np from keras.datasets import mnist from keras.models import Sequential from keras.layers import Dense, Dropout, Flatten from keras.layers import Conv2D, MaxPooling2D from keras import backend as K from keras.preprocessing.image import ImageDataGenerator as gen batch_size = 64 num_classes = 82 epochs = 25 zca = False data_aug = False def load_files(): train_x = './train_x.csv' train_y = './train_y.csv' test_x = './test_x.csv' print('Loading Training') train_x = np.loadtxt(train_x, delimiter=",") # load from text train_y = np.loadtxt(train_y, delimiter=",") print('Loading Kaggle') test_x = np.loadtxt(test_x, delimiter=",") return train_x, train_y, test_x def write_csv(output): with open('predictions_cnn.csv', 'w') as csvoutput: writer = csv.writer(csvoutput) writer.writerow(['Id'] + ['Label']) for i in range(len(output)): writer.writerow([str(i + 1)] + [output[i]]) # input image dimensions img_rows, img_cols = 64, 64 # the data, shuffled and split between train and test sets # (x_train, y_train), (x_test, y_test) = mnist.load_data() print('Loading Files...\n') train_x, train_y, kaggle = load_files() kaggle = kaggle.reshape(-1, 64, 64, 1) x_train = train_x.reshape(-1, 64, 64, 1) x_test = x_train[40000:] x_train = x_train[:40000] y_train = train_y y_test = y_train[40000:] y_train = y_train[:40000] if K.image_data_format() == 'channels_first': x_train = x_train.reshape(x_train.shape[0], 1, img_rows, img_cols) x_test = x_test.reshape(x_test.shape[0], 1, img_rows, img_cols) kaggle = kaggle.reshape(kaggle.shape[0], 1, img_rows, img_cols) input_shape = (1, img_rows, img_cols) else: x_train = x_train.reshape(x_train.shape[0], img_rows, img_cols, 1) x_test = x_test.reshape(x_test.shape[0], img_rows, img_cols, 1) kaggle = kaggle.reshape(kaggle.shape[0], img_rows, img_cols, 1) input_shape = (img_rows, img_cols, 1) x_train = x_train.astype('float32') x_test = x_test.astype('float32') kaggle = kaggle.astype('float32') # x_train /= 255 # x_test /= 255 kaggle /= 255 print('x_train shape:', x_train.shape) print(x_train.shape[0], 'train samples') print(x_test.shape[0], 'test samples') print(kaggle.shape[0], 'kaggle samples') # convert class vectors to binary class matrices y_train = keras.utils.to_categorical(y_train, num_classes) y_test = keras.utils.to_categorical(y_test, num_classes) train_preproc = gen( rescale=1./255, vertical_flip=data_aug, horizontal_flip=data_aug, zca_whitening=zca ) valid_preproc = gen( rescale=1./255 ) if zca: train_preproc.fit(x_train) train_preproc.fit(x_test) train_generator = train_preproc.flow(x_train, y_train, batch_size=batch_size) validation_generator = valid_preproc.flow(x_test, y_test, batch_size=batch_size) model = Sequential() model.add(Conv2D(32, kernel_size=(3, 3), activation='relu', input_shape=input_shape)) model.add(Conv2D(64, (3, 3), activation='relu')) model.add(MaxPooling2D(pool_size=(2, 2))) model.add(Conv2D(64, (3, 3), activation='relu')) model.add(Conv2D(128, (3,3), activation='relu')) model.add(MaxPooling2D(pool_size=(2, 2))) model.add(Conv2D(256, (3,3), activation='relu')) model.add(Conv2D(256, (3,3), activation='relu')) model.add(MaxPooling2D(pool_size=(2,2))) # model.add(Dropout(0.25)) model.add(Dense(512, activation='relu')) # model.add(Dropout(0.25)) model.add(Dense(512, activation='relu')) model.add(Dropout(0.25)) model.add(Dense(512, activation='relu')) # model.add(Dropout(0.25)) model.add(Dense(512, activation='relu')) model.add(Dropout(0.25)) model.add(Dense(512, activation='relu')) model.add(Dropout(0.25)) model.add(Dense(512, activation='relu')) model.add(Dropout(0.25)) model.add(Dense(256, activation='relu')) model.add(Dropout(0.25)) model.add(Dense(128, activation='relu')) model.add(Flatten()) model.add(Dropout(0.2)) model.add(Dense(num_classes, activation='softmax')) model.compile(loss=keras.losses.categorical_crossentropy, optimizer=keras.optimizers.Adadelta(), metrics=['accuracy']) model.fit_generator(train_generator, steps_per_epoch=800, epochs=epochs, verbose=1, validation_data=validation_generator, validation_steps=625, ) x_train /= 255 x_test /= 255 score = model.evaluate(x_test, y_test, verbose=0) print('Test loss:', score[0]) print('Test accuracy:', score[1]) predictions = model.predict(kaggle, verbose=1) # print(predictions[:100]) output = predictions.argmax(axis=1) # print(output[:100]) print('\nWriting CSV File...\n') write_csv(output)
[ "matthew.chan2@mail.mcgill.ca" ]
matthew.chan2@mail.mcgill.ca
ac216aebef88aa0f448d29380e7acea53e4a96c6
8979ad5a2073bf8715019d54983d30dcfe3b45f5
/ImageFormatter.py
ae5d149d641c7d0986db6e4528d608c2fe87a086
[]
no_license
jambobjambo/LUXCNN
014564b7c3c019d2e1ad3d92ad4ce3efec1df999
259721ced5946ef3277331a9cf5a89182bcef77c
refs/heads/master
2021-01-01T05:57:41.373922
2017-07-23T11:27:38
2017-07-23T11:27:38
97,319,071
0
0
null
null
null
null
UTF-8
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935
py
from PIL import Image from resizeimage import resizeimage import os ImageDirectoryIn = "../RNNImages/" ImageDirectoryOut = "../TrainingData/Mask/" def ReFormat(ImageDir, Name): Filename = ImageDirectoryIn + ImageDir + '/' + Name with open(Filename, 'r+b') as f: with Image.open(f) as image: cover = resizeimage.resize_contain(image, [300, 300]) if not os.path.exists(ImageDirectoryOut + ImageDir + '/'): os.makedirs(ImageDirectoryOut + ImageDir + '/') cover.save(ImageDirectoryOut + ImageDir + '/' + Name, image.format) DirectoryComplete = 0 for Directory in os.listdir(ImageDirectoryIn): print("Directory " + str(DirectoryComplete) + " out of: " + str(len(os.listdir(ImageDirectoryIn)))) DirectoryComplete += 1 if Directory != ".DS_Store": for ImageFile in os.listdir(ImageDirectoryIn + Directory): ReFormat(Directory, ImageFile)
[ "jamie.a.mcinally@gmail.com" ]
jamie.a.mcinally@gmail.com
de5732d2e5a0bc8f26e9b137e0fd51ba4282fdf3
ffdd1a9fb403d5cbea79c3e30b19502150b7f07b
/algorithms/morse_code.py
a357576d70f471df63496e452e6e97f70998519d
[]
no_license
yanik-ai/multy_crypter
ed86638d58fec0d2368f15474dcc76175b92013b
c6edc63a5b4fc26d95946ef79ad24804395960e3
refs/heads/master
2021-05-30T17:24:55.356946
2016-03-09T23:10:46
2016-03-09T23:10:46
null
0
0
null
null
null
null
UTF-8
Python
false
false
1,961
py
# -*- coding: utf-8 -* from __future__ import unicode_literals class MorseCode(object): def __init__(self): # International Morse Code Alphabet # http://morsecode.scphillips.com/morse2.html self.alphabet = {'A': '.-', 'B': '-...', 'C': '-.-.', 'D': '-..', 'E': '.', 'F': '..-.', 'G': '--.', 'H': '....', 'I': '..', 'J': '.---', 'K': '-.-', 'L': '.-..', 'M': '--', 'N': '-.', 'O': '---', 'P': '.--.', 'Q': '--.-', 'R': '.-.', 'S': '...', 'T': '-', 'U': '..-', 'V': '...-', 'W': '.--', 'X': '-..-', 'Y': '-.--', 'Z': '--..', '0': '-----', '1': '.----', '2': '..---', '3': '...--', '4': '....-', '5': '.....', '6': '-....', '7': '--...', '8': '---..', '9': '----.', ',': '--..--', ' ': '/'} self.inveresed_alphabet = dict((v, k) for (k, v) in self.alphabet.items()) # we will encode only allowed characters self.allowed_characters = ''.join(ch for ch in self.alphabet.keys()) def encode(self, msg): result = [] words = msg.upper().split() for word in words: # jar for collecting morse characters morse_ch = [] for ch in word: # check if we know about this character if ch in self.allowed_characters: morse_ch.append(self.alphabet[ch]) # skip unknown characters if len(morse_ch) > 0: result.append(' '.join(morse_ch)) return ' / '.join(result) def decode(self, msg): result = [] words = msg.split('/') for word in words: morse_letters = word.split() letter = ''.join([self.inveresed_alphabet[l] for l in morse_letters]) result.append(letter) return ' '.join(result)
[ "yanikkoval@devrecords.com" ]
yanikkoval@devrecords.com
a3432d391d2a981b089d443addec2146a9aa8e71
cf07288b1d6a9d352ca35414ad44ad1b4bbb557c
/stepik4_4.py
948fdd8d3cc6a678e92b67e5f49619eb4ba81815
[]
no_license
VetaGryff21/algorithms
2ba7c9b43f2ae87f87f5375051af67305604d2cb
c1b9ced159928c374b0712bc27f47a3ae7f74513
refs/heads/master
2020-12-07T07:34:03.721603
2020-01-08T23:16:25
2020-01-08T23:16:25
232,672,839
0
0
null
null
null
null
UTF-8
Python
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false
521
py
count = 0 list = [] with open('dataset_3363_4.txt') as file: for string in file: string = string.strip().split(';') print(string) for i in string[1::]: count += int(i) print(count / 3) string.append(count / 3) print(string) list.append(string) print(list) count = 0 math = 0 phys = 0 rus = 0 for i in list: math += int(i[1]) phys += int(i[2]) rus += int(i[3]) print(math / len(list), phys / len(list), rus / len(list))
[ "vetagryff21@gmail.com" ]
vetagryff21@gmail.com
6dc0a0220f04043e1874f030691529d0afc76d63
aa1fb9dfa629fb760b99c6de56685084256389f9
/Mission_to_Mars_Challenge.py
89f467d7c1ac84927b999974e381c629dc6d7079
[]
no_license
roxhensa02/Mission_To_Mars
b166cf160114d3dff22c16987c8ac54ef23538be
2655457412e282980ecc83c82ef59ee3bc78a3a2
refs/heads/main
2023-09-02T23:07:28.865954
2021-11-16T20:55:13
2021-11-16T20:55:13
428,810,327
0
0
null
null
null
null
UTF-8
Python
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3,109
py
#!/usr/bin/env python # coding: utf-8 # In[1]: # Import Splinter, BeautifulSoup, and Pandas get_ipython().system('pip install webdriver_manager') from splinter import Browser from bs4 import BeautifulSoup as soup import pandas as pd from webdriver_manager.chrome import ChromeDriverManager # In[2]: # Set the executable path and initialize Splinter executable_path = {'executable_path': ChromeDriverManager().install()} browser = Browser('chrome', **executable_path, headless=False) # ### Visit the NASA Mars News Site # In[3]: # Visit the mars nasa news site url = 'https://redplanetscience.com/' browser.visit(url) # Optional delay for loading the page browser.is_element_present_by_css('div.list_text', wait_time=1) # In[4]: # Convert the browser html to a soup object and then quit the browser html = browser.html news_soup = soup(html, 'html.parser') slide_elem = news_soup.select_one('div.list_text') # In[5]: slide_elem.find('div', class_='content_title') # In[6]: # Use the parent element to find the first a tag and save it as `news_title` news_title = slide_elem.find('div', class_='content_title').get_text() news_title # In[7]: # Use the parent element to find the paragraph text news_p = slide_elem.find('div', class_='article_teaser_body').get_text() news_p # ### JPL Space Images Featured Image # In[8]: # Visit URL url = 'https://spaceimages-mars.com' browser.visit(url) # In[9]: # Find and click the full image button full_image_elem = browser.find_by_tag('button')[1] full_image_elem.click() # In[10]: # Parse the resulting html with soup html = browser.html img_soup = soup(html, 'html.parser') img_soup # In[11]: # find the relative image url img_url_rel = img_soup.find('img', class_='fancybox-image').get('src') img_url_rel # In[12]: # Use the base url to create an absolute url img_url = f'https://spaceimages-mars.com/{img_url_rel}' img_url # ### Mars Facts # In[13]: df = pd.read_html('https://galaxyfacts-mars.com')[0] df.head() # In[14]: df.columns=['Description', 'Mars', 'Earth'] df.set_index('Description', inplace=True) df # In[15]: df.to_html() # # D1: Scrape High-Resolution Mars’ Hemisphere Images and Titles # ### Hemispheres # In[16]: # 1. Use browser to visit the URL url ='https://astrogeology.usgs.gov/search/results?q=hemisphere+enhanced&k1=target&v1=Mars' browser.visit(url) # In[17]: # 2. Create a list to hold the images and titles. hemisphere_image_urls = [] # 3. Write code to retrieve the image urls and titles for each hemisphere. for i in range(4): hemispheres = {} browser.find_by_css('a.itemLink.product-item h3')[i].click() element = browser.find_link_by_text('Sample').first img_url = element['href'] title = browser.find_by_css("h2.title").text hemispheres["img_url"] = img_url hemispheres["title"] = title hemisphere_image_urls.append(hemispheres) browser.back() # In[18]: # 4. Print the list that holds the dictionary of each image url and title. hemisphere_image_urls # In[19]: # 5. Quit the browser browser.quit() # In[ ]:
[ "noreply@github.com" ]
roxhensa02.noreply@github.com
549d8f7ade40cfa0e6ba5544d528f1d7c8bcdccd
4b44a299bafbd4ca408ce1c89c9fe4a449632783
/python3/10_Modules/14_turtle_module/18_USA_flag.py
98d05fb7b9f945b3411273edc11fe92f22cc5bfa
[]
no_license
umunusb1/PythonMaterial
ecd33d32b2de664eaaae5192be7c3f6d6bef1d67
1e0785c55ccb8f5b9df1978e1773365a29479ce0
refs/heads/master
2023-01-23T23:39:35.797800
2020-12-02T19:29:00
2020-12-02T19:29:00
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#!/usr/bin/python """ Purpose: To create USA flag using turtle. """ import turtle import time # create a screen screen = turtle.getscreen() # set background color of screen screen.bgcolor('white') # set tile of screen screen.title('USA Flag') oogway = turtle.Turtle() # set the cursor/turtle speed. Higher value, faster is the turtle oogway.speed(100) oogway.penup() # decide the shape of cursor/turtle oogway.shape('turtle') # flag height to width ratio is 1:1.9 flag_height = 250 flag_width = 475 # starting points # start from the first quardant, half of flag width and half of flag height start_x = -237 start_y = 125 # For red and white stripes (total 13 stripes in flag), each strip width will be flag_height/13 = 19.2 approx stripe_height = flag_height/13 stripe_width = flag_width # length of one arm of star star_size = 10 def draw_fill_rectangle(x, y, height, width, color): oogway.goto(x,y) oogway.pendown() oogway.color(color) oogway.begin_fill() oogway.forward(width) oogway.right(90) oogway.forward(height) oogway.right(90) oogway.forward(width) oogway.right(90) oogway.forward(height) oogway.right(90) oogway.end_fill() oogway.penup() def draw_star(x,y,color,length) : oogway.goto(x,y) oogway.setheading(0) oogway.pendown() oogway.begin_fill() oogway.color(color) for turn in range(0,5) : oogway.forward(length) oogway.right(144) oogway.forward(length) oogway.right(144) oogway.end_fill() oogway.penup() # this function is used to create 13 red and white stripes of flag def draw_stripes(): x = start_x y = start_y # we need to draw total 13 stripes, 7 red and 6 white # so we first create, 6 red and 6 white stripes alternatively for stripe in range(0,6): for color in ['red', 'white']: draw_fill_rectangle(x, y, stripe_height, stripe_width, color) # decrease value of y by stripe_height y = y - stripe_height # create last red stripe draw_fill_rectangle(x, y, stripe_height, stripe_width, 'red') y = y - stripe_height # this function create navy color square # height = 7/13 of flag_height # width = 0.76 * flag_height # check references section for these values def draw_square(): square_height = (7/13) * flag_height square_width = (0.76) * flag_height draw_fill_rectangle(start_x, start_y, square_height, square_width, 'navy') def draw_six_stars_rows(): gap_between_stars = 30 gap_between_lines = stripe_height + 6 y = 112 # create 5 rows of stars for row in range(0,5) : x = -222 # create 6 stars in each row for star in range (0,6) : draw_star(x, y, 'white', star_size) x = x + gap_between_stars y = y - gap_between_lines def draw_five_stars_rows(): gap_between_stars = 30 gap_between_lines = stripe_height + 6 y = 100 # create 4 rows of stars for row in range(0,4) : x = -206 # create 5 stars in each row for star in range (0,5) : draw_star(x, y, 'white', star_size) x = x + gap_between_stars y = y - gap_between_lines # start after 5 seconds. time.sleep(5) # draw 13 stripes draw_stripes() # draw squares to hold stars draw_square() # draw 30 stars, 6 * 5 draw_six_stars_rows() # draw 20 stars, 5 * 4. total 50 stars representing 50 states of USA draw_five_stars_rows() # hide the cursor/turtle oogway.hideturtle() # keep holding the screen until closed manually screen.mainloop() # ref: https://www.codesters.com/preview/6fe8df0ccc45b1460ab24e5553497c5684987fb5/
[ "uday3prakash@gmail.com" ]
uday3prakash@gmail.com
5c4046060f4537dc3aded470b9e0e04c2eddeb3b
3c7c8cd58ba38e222d459c202de5bc36213b8a51
/gunting_batu_kertas.py
c9b639eb41f2adb9b3cbf3ef1e9fb4846a4a6a71
[]
no_license
Guruh15/Projek_ku
b130ed8d0f63e485859ca089f79c310c7cea174a
c58c3aa4c68bc0dce61d23fce61244ce736ac7a1
refs/heads/main
2023-08-23T11:24:27.959062
2021-10-13T04:02:39
2021-10-13T04:02:39
416,572,205
0
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null
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py
from random import randint pilihan = ["Gunting", "Batu", "Kertas"] komputer = pilihan[randint(0,2)] player = False while player == False: #Set pemain ke True print("Masukkan pilihan anda") player = input("Gunting, Batu, Kertas : ") if player == komputer: print("Imbang") elif player == "Batu": if komputer == "Kertas": print("Anda Kalah", komputer, "mengalahkan", player) else: print("Anda Menang!", player, "mengalahkan", komputer) elif player == "Kertas": if komputer == "Gunting": print("Anda Kalah", komputer, "mengalahkan", player) else: print("Anda Menang", player, "mengalahkan", komputer) elif player == "Gunting": if komputer == "Batu": print("Anda Kalah", komputer, "mengalahkan", player) else: print("Anda Menang", player, "mengalahkan", komputer) else: print("Pilihan yang kamu masukan salah...") player = False komputer = pilihan[randint(0,2)]
[ "noreply@github.com" ]
Guruh15.noreply@github.com
b6a0047b357526884a40eaaa9456bbe0df2c1d73
f71ee969fa331560b6a30538d66a5de207e03364
/scripts/client/messenger/formatters/service_channel.py
1f37d8492abec598dcbad8d94a60152f7567d5d8
[]
no_license
webiumsk/WOT-0.9.8-CT
31356ed01cb110e052ba568e18cb2145d4594c34
aa8426af68d01ee7a66c030172bd12d8ca4d7d96
refs/heads/master
2016-08-03T17:54:51.752169
2015-05-12T14:26:00
2015-05-12T14:26:00
null
0
0
null
null
null
null
UTF-8
Python
false
false
90,507
py
# Embedded file name: scripts/client/messenger/formatters/service_channel.py import types from FortifiedRegionBase import FORT_ATTACK_RESULT, NOT_ACTIVATED from adisp import async, process from chat_shared import decompressSysMessage from club_shared import ladderRating import constants from debug_utils import LOG_ERROR, LOG_WARNING, LOG_CURRENT_EXCEPTION, LOG_DEBUG import account_helpers import ArenaType import BigWorld from gui.goodies.GoodiesCache import g_goodiesCache import potapov_quests from gui import GUI_SETTINGS from gui.LobbyContext import g_lobbyContext from gui.clubs.formatters import getLeagueString, getDivisionString from gui.clubs.settings import getLeagueByDivision from gui.Scaleform.framework import AppRef from gui.Scaleform.locale.MESSENGER import MESSENGER from gui.shared.utils import BoundMethodWeakref from gui.shared import formatters as shared_fmts from gui.shared.fortifications import formatters as fort_fmts from gui.shared.fortifications.FortBuilding import FortBuilding from gui.shared.gui_items.Tankman import Tankman, calculateRoleLevel from gui.shared.gui_items.dossier.factories import getAchievementFactory from gui.shared.notifications import NotificationPriorityLevel, NotificationGuiSettings, MsgCustomEvents from gui.shared.utils.transport import z_loads from messenger.m_constants import MESSENGER_I18N_FILE from messenger.proto.bw.wrappers import ServiceChannelMessage import offers from gui.prb_control.formatters import getPrebattleFullDescription from gui.shared.utils.gui_items import formatPrice from helpers import i18n, html, getClientLanguage, getLocalizedData from helpers import time_utils from items import getTypeInfoByIndex, getTypeInfoByName from items import vehicles as vehicles_core from account_helpers import rare_achievements from dossiers2.custom.records import DB_ID_TO_RECORD from dossiers2.ui.achievements import ACHIEVEMENT_BLOCK from dossiers2.ui.layouts import IGNORED_BY_BATTLE_RESULTS from messenger import g_settings from predefined_hosts import g_preDefinedHosts from constants import INVOICE_ASSET, AUTO_MAINTENANCE_TYPE, PREBATTLE_INVITE_STATE, AUTO_MAINTENANCE_RESULT, PREBATTLE_TYPE, FINISH_REASON, KICK_REASON_NAMES, KICK_REASON, NC_MESSAGE_TYPE, NC_MESSAGE_PRIORITY, SYS_MESSAGE_CLAN_EVENT, SYS_MESSAGE_CLAN_EVENT_NAMES, SYS_MESSAGE_FORT_EVENT, SYS_MESSAGE_FORT_EVENT_NAMES, FORT_BUILDING_TYPE, FORT_ORDER_TYPE, FORT_BUILDING_TYPE_NAMES, ARENA_GUI_TYPE from messenger.formatters import TimeFormatter, NCContextItemFormatter def _getTimeStamp(message): import time if message.createdAt is not None: result = time.mktime(message.createdAt.timetuple()) else: LOG_WARNING('Invalid value of created_at = None') result = time.time() return result def _extendCustomizationData(newData, extendable): if extendable is None: return else: customizations = newData.get('customizations', []) for customizationItem in customizations: custType = customizationItem['custType'] custValue = customizationItem['value'] custIsPermanent = customizationItem['isPermanent'] if custValue < 0: extendable.append(i18n.makeString('#system_messages:customization/removed/%s' % custType)) elif custIsPermanent and custValue > 1: extendable.append(i18n.makeString('#system_messages:customization/added/%sValue' % custType, custValue)) else: extendable.append(i18n.makeString('#system_messages:customization/added/%s' % custType)) return class ServiceChannelFormatter(object): def format(self, data, *args): return (None, None) def isNotify(self): return True def isAsync(self): return False def _getGuiSettings(self, data, key = None, priorityLevel = None): if isinstance(data, ServiceChannelMessage): isAlert = data.isHighImportance and data.active else: isAlert = False if priorityLevel is None: priorityLevel = g_settings.msgTemplates.priority(key) return NotificationGuiSettings(self.isNotify(), priorityLevel, isAlert) class ServerRebootFormatter(ServiceChannelFormatter): def format(self, message, *args): if message.data: local_dt = time_utils.utcToLocalDatetime(message.data) formatted = g_settings.msgTemplates.format('serverReboot', ctx={'date': local_dt.strftime('%c')}) return (formatted, self._getGuiSettings(message, 'serverReboot')) else: return (None, None) return None class ServerRebootCancelledFormatter(ServiceChannelFormatter): def format(self, message, *args): if message.data: local_dt = time_utils.utcToLocalDatetime(message.data) formatted = g_settings.msgTemplates.format('serverRebootCancelled', ctx={'date': local_dt.strftime('%c')}) return (formatted, self._getGuiSettings(message, 'serverRebootCancelled')) else: return (None, None) return None class BattleResultsFormatter(ServiceChannelFormatter): __battleResultKeys = {-1: 'battleDefeatResult', 0: 'battleDrawGameResult', 1: 'battleVictoryResult'} __goldTemplateKey = 'battleResultGold' __questsTemplateKey = 'battleQuests' __i18n_penalty = i18n.makeString('#%s:serviceChannelMessages/battleResults/penaltyForDamageAllies' % MESSENGER_I18N_FILE) __i18n_contribution = i18n.makeString('#%s:serviceChannelMessages/battleResults/contributionForDamageAllies' % MESSENGER_I18N_FILE) def isNotify(self): return True def format(self, message, *args): battleResults = message.data commonBattleResult = next(message.data.itervalues()) arenaTypeID = commonBattleResult.get('arenaTypeID', 0) arenaType = ArenaType.g_cache[arenaTypeID] if arenaTypeID > 0 else None arenaCreateTime = commonBattleResult.get('arenaCreateTime', None) if arenaCreateTime and arenaType: vehicleNames = {} ctx = {'arenaName': i18n.makeString(arenaType.name), 'vehicleNames': 'N/A', 'xp': '0', 'credits': '0'} battleResKey = commonBattleResult.get('isWinner', 0) team = commonBattleResult.get('team', 0) guiType = commonBattleResult.get('guiType', 0) arenaUniqueID = commonBattleResult.get('arenaUniqueID', 0) xp = 0 xpPenalty = 0 gold = 0 credits = 0 creditsToDraw = 0 creditsPenalty = 0 creditsContributionIn = 0 creditsContributionOut = 0 popUpRecords = [] marksOfMastery = [] vehicleNameParts = [] for vehIntCD, battleResult in battleResults.iteritems(): vt = vehicles_core.getVehicleType(vehIntCD) vehicleNameParts.append(vt.userString) vehicleNames[vehIntCD] = vt.userString xp += battleResult.get('xp', 0) xpPenalty += battleResult.get('xpPenalty', 0) gold += battleResult.get('gold', 0) credits += battleResult.get('credits', 0) creditsToDraw += battleResult.get('creditsToDraw', 0) creditsPenalty += battleResult.get('creditsPenalty', 0) creditsContributionIn += battleResult.get('creditsContributionIn', 0) creditsContributionOut += battleResult.get('creditsContributionOut', 0) popUpRecords.extend(popUpRecords) if 'markOfMastery' in battleResult and battleResult['markOfMastery'] > 0: marksOfMastery.append(battleResult['markOfMastery']) ctx['vehicleNames'] = ', '.join(vehicleNameParts) if xp: ctx['xp'] = BigWorld.wg_getIntegralFormat(xp) ctx['xpEx'] = self.__makeXpExString(xp, battleResKey, xpPenalty, battleResults) ctx['gold'] = self.__makeGoldString(gold) accCredits = credits - creditsToDraw if accCredits: ctx['credits'] = BigWorld.wg_getIntegralFormat(accCredits) ctx['creditsEx'] = self.__makeCreditsExString(accCredits, creditsPenalty, creditsContributionIn, creditsContributionOut) ctx['fortResource'] = self.__makeFortResourceString(commonBattleResult) ctx['achieves'] = self.__makeAchievementsString(popUpRecords, marksOfMastery) ctx['lock'] = self.__makeVehicleLockString(vehicleNames, battleResults) ctx['quests'] = self.__makeQuestsAchieve(message) ctx['fortBuilding'] = '' fortBuilding = commonBattleResult.get('fortBuilding') if fortBuilding is not None: buildTypeID, buildTeam = fortBuilding.get('buildTypeID'), fortBuilding.get('buildTeam') if buildTypeID: ctx['fortBuilding'] = g_settings.htmlTemplates.format('battleResultFortBuilding', ctx={'fortBuilding': FortBuilding(typeID=buildTypeID).userName, 'clanAbbrev': ''}) if battleResKey == 0: battleResKey = 1 if buildTeam == team else -1 ctx['club'] = self.__makeClubString(commonBattleResult) templateName = self.__battleResultKeys[battleResKey] bgIconSource = None if guiType == ARENA_GUI_TYPE.FORT_BATTLE: bgIconSource = 'FORT_BATTLE' formatted = g_settings.msgTemplates.format(templateName, ctx=ctx, data={'timestamp': arenaCreateTime, 'savedData': arenaUniqueID}, bgIconSource=bgIconSource) settings = self._getGuiSettings(message, templateName) return (formatted, settings) else: return (None, None) return def __makeFortResourceString(self, battleResult): fortResource = battleResult.get('fortResource', None) if fortResource is None: return '' else: fortResourceStr = BigWorld.wg_getIntegralFormat(fortResource) if not battleResult['isLegionary'] else '-' return g_settings.htmlTemplates.format('battleResultFortResource', ctx={'fortResource': fortResourceStr}) def __makeQuestsAchieve(self, message): fmtMsg = TokenQuestsFormatter(asBattleFormatter=True)._formatQuestAchieves(message) if fmtMsg is not None: return g_settings.htmlTemplates.format('battleQuests', {'achieves': fmtMsg}) else: return '' def __makeClubString(self, battleResult): result = [] club = battleResult.get('club') if club: curDiv, prevDiv = club.get('divisions', (0, 0)) curLeague, prevLeague = getLeagueByDivision(curDiv), getLeagueByDivision(prevDiv) curRating, prevRating = map(ladderRating, club.get('ratings', ((0, 0), (0, 0)))) if curRating != prevRating: if curRating > prevRating: tplKey = 'battleResultClubRatingUp' else: tplKey = 'battleResultClubRatingDown' result.append(g_settings.htmlTemplates.format(tplKey, ctx={'rating': abs(curRating - prevRating)})) if curDiv != prevDiv: result.append(g_settings.htmlTemplates.format('battleResultClubNewDivision', ctx={'division': getDivisionString(curDiv)})) if curLeague != prevLeague: result.append(g_settings.htmlTemplates.format('battleResultClubNewLeague', ctx={'league': getLeagueString(curLeague)})) return ''.join(result) def __makeVehicleLockString(self, vehicleNames, battleResults): locks = [] for vehIntCD, battleResult in battleResults.iteritems(): expireTime = battleResult.get('vehTypeUnlockTime', 0) if not expireTime: continue vehicleName = vehicleNames.get(vehIntCD) if vehicleName is None: continue locks.append(g_settings.htmlTemplates.format('battleResultLocks', ctx={'vehicleName': vehicleName, 'expireTime': TimeFormatter.getLongDatetimeFormat(expireTime)})) return ', '.join(locks) def __makeXpExString(self, xp, battleResKey, xpPenalty, battleResults): if not xp: return '' exStrings = [] if xpPenalty > 0: exStrings.append(self.__i18n_penalty % BigWorld.wg_getIntegralFormat(xpPenalty)) if battleResKey == 1: xpFactorStrings = [] for battleResult in battleResults.itervalues(): xpFactor = battleResult.get('dailyXPFactor', 1) if xpFactor > 1: xpFactorStrings.append(i18n.makeString('#%s:serviceChannelMessages/battleResults/doubleXpFactor' % MESSENGER_I18N_FILE) % xpFactor) if xpFactorStrings: exStrings.append(', '.join(xpFactorStrings)) if len(exStrings): return ' ({0:>s})'.format('; '.join(exStrings)) return '' def __makeCreditsExString(self, accCredits, creditsPenalty, creditsContributionIn, creditsContributionOut): if not accCredits: return '' exStrings = [] penalty = sum([creditsPenalty, creditsContributionOut]) if penalty > 0: exStrings.append(self.__i18n_penalty % BigWorld.wg_getIntegralFormat(penalty)) if creditsContributionIn > 0: exStrings.append(self.__i18n_contribution % BigWorld.wg_getIntegralFormat(creditsContributionIn)) if len(exStrings): return ' ({0:>s})'.format('; '.join(exStrings)) return '' def __makeGoldString(self, gold): if not gold: return '' return g_settings.htmlTemplates.format(self.__goldTemplateKey, {'gold': BigWorld.wg_getGoldFormat(gold)}) @classmethod def __makeAchievementsString(cls, popUpRecords, marksOfMastery): result = [] for recordIdx, value in popUpRecords: recordName = DB_ID_TO_RECORD[recordIdx] if recordName in IGNORED_BY_BATTLE_RESULTS: continue achieve = getAchievementFactory(recordName).create(value=value) if achieve is not None and not achieve.isApproachable(): result.append(achieve) for markOfMastery in marksOfMastery: achieve = getAchievementFactory((ACHIEVEMENT_BLOCK.TOTAL, 'markOfMastery')).create(value=markOfMastery) if achieve is not None: result.append(achieve) res = '' if len(result): res = g_settings.htmlTemplates.format('battleResultAchieves', {'achieves': ', '.join(map(lambda a: a.getUserName(), sorted(result)))}) return res class AutoMaintenanceFormatter(ServiceChannelFormatter): __messages = {AUTO_MAINTENANCE_RESULT.NOT_ENOUGH_ASSETS: {AUTO_MAINTENANCE_TYPE.REPAIR: '#messenger:serviceChannelMessages/autoRepairError', AUTO_MAINTENANCE_TYPE.LOAD_AMMO: '#messenger:serviceChannelMessages/autoLoadError', AUTO_MAINTENANCE_TYPE.EQUIP: '#messenger:serviceChannelMessages/autoEquipError'}, AUTO_MAINTENANCE_RESULT.OK: {AUTO_MAINTENANCE_TYPE.REPAIR: '#messenger:serviceChannelMessages/autoRepairSuccess', AUTO_MAINTENANCE_TYPE.LOAD_AMMO: '#messenger:serviceChannelMessages/autoLoadSuccess', AUTO_MAINTENANCE_TYPE.EQUIP: '#messenger:serviceChannelMessages/autoEquipSuccess'}, AUTO_MAINTENANCE_RESULT.NOT_PERFORMED: {AUTO_MAINTENANCE_TYPE.REPAIR: '#messenger:serviceChannelMessages/autoRepairSkipped', AUTO_MAINTENANCE_TYPE.LOAD_AMMO: '#messenger:serviceChannelMessages/autoLoadSkipped', AUTO_MAINTENANCE_TYPE.EQUIP: '#messenger:serviceChannelMessages/autoEquipSkipped'}, AUTO_MAINTENANCE_RESULT.DISABLED_OPTION: {AUTO_MAINTENANCE_TYPE.REPAIR: '#messenger:serviceChannelMessages/autoRepairDisabledOption', AUTO_MAINTENANCE_TYPE.LOAD_AMMO: '#messenger:serviceChannelMessages/autoLoadDisabledOption', AUTO_MAINTENANCE_TYPE.EQUIP: '#messenger:serviceChannelMessages/autoEquipDisabledOption'}, AUTO_MAINTENANCE_RESULT.NO_WALLET_SESSION: {AUTO_MAINTENANCE_TYPE.REPAIR: '#messenger:serviceChannelMessages/autoRepairErrorNoWallet', AUTO_MAINTENANCE_TYPE.LOAD_AMMO: '#messenger:serviceChannelMessages/autoLoadErrorNoWallet', AUTO_MAINTENANCE_TYPE.EQUIP: '#messenger:serviceChannelMessages/autoEquipErrorNoWallet'}} def isNotify(self): return True def format(self, message, *args): vehicleCompDescr = message.data.get('vehTypeCD', None) result = message.data.get('result', None) typeID = message.data.get('typeID', None) cost = message.data.get('cost', (0, 0)) if vehicleCompDescr is not None and result is not None and typeID is not None: vt = vehicles_core.getVehicleType(vehicleCompDescr) if typeID == AUTO_MAINTENANCE_TYPE.REPAIR: formatMsgType = 'RepairSysMessage' else: formatMsgType = 'PurchaseForCreditsSysMessage' if cost[1] == 0 else 'PurchaseForGoldSysMessage' msg = i18n.makeString(self.__messages[result][typeID]) % vt.userString priorityLevel = NotificationPriorityLevel.MEDIUM if result == AUTO_MAINTENANCE_RESULT.OK: priorityLevel = NotificationPriorityLevel.LOW templateName = formatMsgType elif result == AUTO_MAINTENANCE_RESULT.NOT_ENOUGH_ASSETS: templateName = 'ErrorSysMessage' else: templateName = 'WarningSysMessage' if result == AUTO_MAINTENANCE_RESULT.OK: msg += formatPrice((abs(cost[0]), abs(cost[1]))) formatted = g_settings.msgTemplates.format(templateName, {'text': msg}) return (formatted, self._getGuiSettings(message, priorityLevel=priorityLevel)) else: return (None, None) return class AchievementFormatter(ServiceChannelFormatter): @async def __getRareTitle(self, rareID, callback): rare_achievements.getRareAchievementText(getClientLanguage(), rareID, lambda rID, text: callback(text.get('title'))) def isNotify(self): return True def isAsync(self): return True @async @process def format(self, message, callback): yield lambda callback: callback(True) achievesList = list() achieves = message.data.get('popUpRecords') if achieves is not None: achievesList.extend([ i18n.makeString('#achievements:{0[1]:>s}'.format(name)) for name in achieves ]) rares = message.data.get('rareAchievements') if rares is not None: unknownAchieves = 0 for rareID in rares: if rareID > 0: title = yield self.__getRareTitle(rareID) if title is None: unknownAchieves += 1 else: achievesList.append(title) if unknownAchieves: achievesList.append(i18n.makeString('#system_messages:%s/title' % ('actionAchievements' if unknownAchieves > 1 else 'actionAchievement'))) if not len(achievesList): callback((None, None)) return else: formatted = g_settings.msgTemplates.format('achievementReceived', {'achieves': ', '.join(achievesList)}) callback((formatted, self._getGuiSettings(message, 'achievementReceived'))) return class GoldReceivedFormatter(ServiceChannelFormatter): def format(self, message, *args): data = message.data gold = data.get('gold', None) transactionTime = data.get('date', None) if gold and transactionTime: formatted = g_settings.msgTemplates.format('goldReceived', {'date': TimeFormatter.getLongDatetimeFormat(transactionTime), 'gold': BigWorld.wg_getGoldFormat(account_helpers.convertGold(gold))}) return (formatted, self._getGuiSettings(message, 'goldReceived')) else: return (None, None) return class GiftReceivedFormatter(ServiceChannelFormatter): __handlers = {'money': ('_GiftReceivedFormatter__formatMoneyGiftMsg', {1: 'creditsReceivedAsGift', 2: 'goldReceivedAsGift', 3: 'creditsAndGoldReceivedAsGift'}), 'xp': ('_GiftReceivedFormatter__formatXPGiftMsg', 'xpReceivedAsGift'), 'premium': ('_GiftReceivedFormatter__formatPremiumGiftMsg', 'premiumReceivedAsGift'), 'item': ('_GiftReceivedFormatter__formatItemGiftMsg', 'itemReceivedAsGift'), 'vehicle': ('_GiftReceivedFormatter__formatVehicleGiftMsg', 'vehicleReceivedAsGift')} def format(self, message, *args): data = message.data giftType = data.get('type') if giftType is not None: handlerName, templateKey = self.__handlers.get(giftType, (None, None)) if handlerName is not None: formatted, templateKey = getattr(self, handlerName)(templateKey, data) return (formatted, self._getGuiSettings(message, templateKey)) return (None, None) def __formatMoneyGiftMsg(self, keys, data): accCredits = data.get('credits', 0) gold = data.get('gold', 0) result = (None, '') ctx = {} idx = 0 if accCredits > 0: idx |= 1 ctx['credits'] = BigWorld.wg_getIntegralFormat(accCredits) if gold > 0: idx |= 2 ctx['gold'] = BigWorld.wg_getGoldFormat(gold) if idx in keys: key = keys[idx] result = (g_settings.msgTemplates.format(keys[idx], ctx), key) return result def __formatXPGiftMsg(self, key, data): xp = data.get('amount', 0) result = None if xp > 0: result = g_settings.msgTemplates.format(key, ctx={'freeXP': BigWorld.wg_getIntegralFormat(xp)}) return (result, key) def __formatPremiumGiftMsg(self, key, data): days = data.get('amount', 0) result = None if days > 0: result = g_settings.msgTemplates.format(key, ctx={'days': days}) return (result, key) def __formatItemGiftMsg(self, key, data): amount = data.get('amount', 0) result = None itemTypeIdx = data.get('itemTypeIdx') itemCompactDesc = data.get('itemCD') if amount > 0 and itemTypeIdx is not None and itemCompactDesc is not None: result = g_settings.msgTemplates.format(key, ctx={'typeName': getTypeInfoByIndex(itemTypeIdx)['userString'], 'itemName': vehicles_core.getDictDescr(itemCompactDesc)['userString'], 'amount': amount}) return (result, key) def __formatVehicleGiftMsg(self, key, data): vCompDesc = data.get('typeCD', None) result = None if vCompDesc is not None: result = g_settings.msgTemplates.format(key, ctx={'vehicleName': vehicles_core.getVehicleType(vCompDesc).userString}) return (result, key) class InvoiceReceivedFormatter(ServiceChannelFormatter): __assetHandlers = {INVOICE_ASSET.GOLD: '_InvoiceReceivedFormatter__formatAmount', INVOICE_ASSET.CREDITS: '_InvoiceReceivedFormatter__formatAmount', INVOICE_ASSET.PREMIUM: '_InvoiceReceivedFormatter__formatAmount', INVOICE_ASSET.FREE_XP: '_InvoiceReceivedFormatter__formatAmount', INVOICE_ASSET.DATA: '_InvoiceReceivedFormatter__formatData'} __operationTemplateKeys = {INVOICE_ASSET.GOLD: 'goldAccruedInvoiceReceived', INVOICE_ASSET.CREDITS: 'creditsAccruedInvoiceReceived', INVOICE_ASSET.PREMIUM: 'premiumAccruedInvoiceReceived', INVOICE_ASSET.FREE_XP: 'freeXpAccruedInvoiceReceived', INVOICE_ASSET.GOLD | 16: 'goldDebitedInvoiceReceived', INVOICE_ASSET.CREDITS | 16: 'creditsDebitedInvoiceReceived', INVOICE_ASSET.PREMIUM | 16: 'premiumDebitedInvoiceReceived', INVOICE_ASSET.FREE_XP | 16: 'freeXpDebitedInvoiceReceived'} __messageTemplateKeys = {INVOICE_ASSET.GOLD: 'goldInvoiceReceived', INVOICE_ASSET.CREDITS: 'creditsInvoiceReceived', INVOICE_ASSET.PREMIUM: 'premiumInvoiceReceived', INVOICE_ASSET.FREE_XP: 'freeXpInvoiceReceived', INVOICE_ASSET.DATA: 'dataInvoiceReceived'} __i18nPiecesString = i18n.makeString('#{0:>s}:serviceChannelMessages/invoiceReceived/pieces'.format(MESSENGER_I18N_FILE)) __i18nCrewLvlString = i18n.makeString('#{0:>s}:serviceChannelMessages/invoiceReceived/crewLvl'.format(MESSENGER_I18N_FILE)) __i18nCrewDroppedString = i18n.makeString('#{0:>s}:serviceChannelMessages/invoiceReceived/droppedCrewsToBarracks'.format(MESSENGER_I18N_FILE)) def __getOperationTimeString(self, data): operationTime = data.get('at', None) if operationTime: fDatetime = TimeFormatter.getLongDatetimeFormat(time_utils.makeLocalServerTime(operationTime)) else: fDatetime = 'N/A' return fDatetime def __getFinOperationString(self, assetType, amount): templateKey = 0 if amount > 0 else 16 templateKey |= assetType ctx = {} if assetType == INVOICE_ASSET.GOLD: ctx['amount'] = BigWorld.wg_getGoldFormat(abs(amount)) else: ctx['amount'] = BigWorld.wg_getIntegralFormat(abs(amount)) return g_settings.htmlTemplates.format(self.__operationTemplateKeys[templateKey], ctx=ctx) def __getItemsString(self, items): accrued = [] debited = [] for itemCompactDescr, count in items.iteritems(): if count: try: item = vehicles_core.getDictDescr(itemCompactDescr) itemString = '{0:>s} "{1:>s}" - {2:d} {3:>s}'.format(getTypeInfoByName(item['itemTypeName'])['userString'], item['userString'], abs(count), self.__i18nPiecesString) if count > 0: accrued.append(itemString) else: debited.append(itemString) except: LOG_ERROR('itemCompactDescr can not parse ', itemCompactDescr) LOG_CURRENT_EXCEPTION() result = '' if len(accrued): result = g_settings.htmlTemplates.format('itemsAccruedInvoiceReceived', ctx={'items': ', '.join(accrued)}) if len(debited): if len(result): result += '<br/>' result += g_settings.htmlTemplates.format('itemsDebitedInvoiceReceived', ctx={'items': ', '.join(debited)}) return result @classmethod def __getVehicleName(cls, vehCompDescr, vehData, showCrewLvl = True, showRent = True): crewLvl = 50 vInfo = [] if showRent and 'rent' in vehData: rentDays = vehData.get('rent', {}).get('expires', {}).get('after', None) if rentDays: rentDaysStr = g_settings.htmlTemplates.format('rentDays', {'value': str(rentDays)}) vInfo.append(rentDaysStr) if showCrewLvl: crewLvl = calculateRoleLevel(vehData.get('crewLvl', 50), vehData.get('crewFreeXP', 0)) vehUserString = None try: vehUserString = vehicles_core.getVehicleType(vehCompDescr).userString if crewLvl > 50: crewLvl = cls.__i18nCrewLvlString % crewLvl if 'crewInBarracks' in vehData: if 'crewFreeXP' in vehData or 'crewLvl' in vehData or 'tankmen' in vehData: crewLvl = '%s %s' % (crewLvl, cls.__i18nCrewDroppedString) vInfo.append(crewLvl) if len(vInfo): vInfoStr = '; '.join(vInfo) vehUserString = '{0:>s} ({1:>s})'.format(vehUserString, vInfoStr) except: LOG_ERROR('Wrong vehicle compact descriptor', vehCompDescr) LOG_CURRENT_EXCEPTION() return vehUserString @classmethod def _getVehicleNames(cls, vehicles): addVehNames = [] removeVehNames = [] rentedVehNames = [] for vehCompDescr, vehData in vehicles.iteritems(): if 'customCompensation' in vehData: continue isNegative = False if type(vehCompDescr) is types.IntType: isNegative = vehCompDescr < 0 vehCompDescr = abs(vehCompDescr) isRented = 'rent' in vehData vehUserString = cls.__getVehicleName(vehCompDescr, vehData) if vehUserString is None: continue if isNegative: removeVehNames.append(vehUserString) elif isRented: rentedVehNames.append(vehUserString) else: addVehNames.append(vehUserString) return (addVehNames, removeVehNames, rentedVehNames) @classmethod def _getVehiclesString(cls, vehicles, htmlTplPostfix = 'InvoiceReceived'): addVehNames, removeVehNames, rentedVehNames = cls._getVehicleNames(vehicles) result = [] if len(addVehNames): result.append(g_settings.htmlTemplates.format('vehiclesAccrued' + htmlTplPostfix, ctx={'vehicles': ', '.join(addVehNames)})) if len(removeVehNames): result.append(g_settings.htmlTemplates.format('vehiclesDebited' + htmlTplPostfix, ctx={'vehicles': ', '.join(removeVehNames)})) if len(rentedVehNames): result.append(g_settings.htmlTemplates.format('vehiclesRented' + htmlTplPostfix, ctx={'vehicles': ', '.join(rentedVehNames)})) return '<br/>'.join(result) @classmethod def _getComptnString(cls, vehicles, htmlTplPostfix = 'InvoiceReceived'): html = g_settings.htmlTemplates result = [] for vehCompDescr, vehData in vehicles.iteritems(): vehUserString = cls.__getVehicleName(vehCompDescr, vehData, showCrewLvl=False, showRent=False) if vehUserString is None: continue if 'rentCompensation' in vehData: credits, gold = vehData['rentCompensation'] if gold > 0: key = 'goldRentCompensationReceived' formattedGold = BigWorld.wg_getGoldFormat(account_helpers.convertGold(gold)) ctx = {'gold': formattedGold, 'vehicleName': vehUserString} else: key = 'creditsRentCompensationReceived' formattedCredits = BigWorld.wg_getIntegralFormat(credits) ctx = {'credits': formattedCredits, 'vehicleName': vehUserString} result.append(html.format(key, ctx=ctx)) if 'customCompensation' in vehData: itemNames = [vehUserString] credits, gold = vehData['customCompensation'] values = [] if gold > 0: values.append(html.format('goldCompensation' + htmlTplPostfix, ctx={'amount': BigWorld.wg_getGoldFormat(gold)})) if credits > 0: values.append(html.format('creditsCompensation' + htmlTplPostfix, ctx={'amount': BigWorld.wg_getIntegralFormat(credits)})) if len(values): result.append(html.format('compensationFor' + htmlTplPostfix, ctx={'items': ', '.join(itemNames), 'compensation': ', '.join(values)})) return '<br/>'.join(result) @classmethod def _getTankmenString(cls, tmen): tmanUserStrings = [] for tmanData in tmen: try: if isinstance(tmanData, dict): tankman = Tankman(tmanData['tmanCompDescr']) else: tankman = Tankman(tmanData) tmanUserStrings.append('{0:>s} {1:>s} ({2:>s}, {3:>s}, {4:d}%)'.format(tankman.rankUserName, tankman.lastUserName, tankman.roleUserName, tankman.vehicleNativeDescr.type.userString, tankman.roleLevel)) except: LOG_ERROR('Wrong tankman data', tmanData) LOG_CURRENT_EXCEPTION() result = '' if len(tmanUserStrings): result = g_settings.htmlTemplates.format('tankmenInvoiceReceived', ctx={'tankman': ', '.join(tmanUserStrings)}) return result @classmethod def _getGoodiesString(cls, goodies): boostersStrings = [] for goodieID, ginfo in goodies.iteritems(): booster = g_goodiesCache.getBooster(goodieID) if booster is not None: boostersStrings.append(booster.userName) result = '' if len(boostersStrings): result = g_settings.htmlTemplates.format('boostersInvoiceReceived', ctx={'boosters': ', '.join(boostersStrings)}) return result def __getSlotsString(self, slots): if slots > 0: template = 'slotsAccruedInvoiceReceived' else: template = 'slotsDebitedInvoiceReceived' return g_settings.htmlTemplates.format(template, {'amount': BigWorld.wg_getIntegralFormat(abs(slots))}) @classmethod def __getBerthsString(cls, berths): if berths > 0: template = 'berthsAccruedInvoiceReceived' else: template = 'berthsDebitedInvoiceReceived' return g_settings.htmlTemplates.format(template, {'amount': BigWorld.wg_getIntegralFormat(abs(berths))}) def __getL10nDescription(self, data): descr = '' lData = getLocalizedData(data.get('data', {}), 'localized_description', defVal=None) if lData: descr = i18n.encodeUtf8(html.escape(lData.get('description', u''))) if len(descr): descr = '<br/>' + descr return descr @classmethod def _processCompensations(cls, data): vehicles = data.get('vehicles') credits = 0 gold = 0 if vehicles is not None: for value in vehicles.itervalues(): if 'rentCompensation' in value: credits += value['rentCompensation'][0] gold += value['rentCompensation'][1] if 'customCompensation' in value: credits += value['customCompensation'][0] gold += value['customCompensation'][1] if 'gold' in data: data['gold'] -= gold if data['gold'] == 0: del data['gold'] if 'credits' in data: data['credits'] -= credits if data['credits'] == 0: del data['credits'] return def __formatAmount(self, assetType, data): amount = data.get('amount', None) if amount is None: return else: return g_settings.msgTemplates.format(self.__messageTemplateKeys[assetType], ctx={'at': self.__getOperationTimeString(data), 'desc': self.__getL10nDescription(data), 'op': self.__getFinOperationString(assetType, amount)}) def __formatData(self, assetType, data): dataEx = data.get('data', {}) if dataEx is None or not len(dataEx): return operations = [] self._processCompensations(dataEx) gold = dataEx.get('gold') if gold is not None: operations.append(self.__getFinOperationString(INVOICE_ASSET.GOLD, gold)) accCredtis = dataEx.get('credits') if accCredtis is not None: operations.append(self.__getFinOperationString(INVOICE_ASSET.CREDITS, accCredtis)) freeXp = dataEx.get('freeXP') if freeXp is not None: operations.append(self.__getFinOperationString(INVOICE_ASSET.FREE_XP, freeXp)) premium = dataEx.get('premium') if premium is not None: operations.append(self.__getFinOperationString(INVOICE_ASSET.PREMIUM, premium)) items = dataEx.get('items', {}) if items is not None and len(items) > 0: operations.append(self.__getItemsString(items)) tmen = dataEx.get('tankmen', []) vehicles = dataEx.get('vehicles', {}) if vehicles is not None and len(vehicles) > 0: result = self._getVehiclesString(vehicles) if len(result): operations.append(result) comptnStr = self._getComptnString(vehicles) if len(comptnStr): operations.append(comptnStr) for v in vehicles.itervalues(): tmen.extend(v.get('tankmen', [])) if tmen is not None and len(tmen) > 0: operations.append(self._getTankmenString(tmen)) slots = dataEx.get('slots') if slots: operations.append(self.__getSlotsString(slots)) berths = dataEx.get('berths') if berths: operations.append(self.__getBerthsString(berths)) goodies = data.get('goodies', {}) if goodies is not None and len(goodies) > 0: operations.append(self._getGoodiesString(goodies)) _extendCustomizationData(dataEx, operations) if not operations: return else: return g_settings.msgTemplates.format(self.__messageTemplateKeys[assetType], ctx={'at': self.__getOperationTimeString(data), 'desc': self.__getL10nDescription(data), 'op': '<br/>'.join(operations)}) def format(self, message, *args): LOG_DEBUG('invoiceReceived', message) data = message.data assetType = data.get('assetType', -1) handler = self.__assetHandlers.get(assetType) if handler is not None: formatted = getattr(self, handler)(assetType, data) if formatted is not None: return (formatted, self._getGuiSettings(message, self.__messageTemplateKeys[assetType])) else: return (None, None) class AdminMessageFormatter(ServiceChannelFormatter): def format(self, message, *args): data = decompressSysMessage(message.data) if data: dataType = type(data) text = '' if dataType in types.StringTypes: text = data elif dataType is types.DictType: text = getLocalizedData({'value': data}, 'value') if not text: LOG_ERROR('Text of message not found', message) return (None, None) formatted = g_settings.msgTemplates.format('adminMessage', {'text': text}) return (formatted, self._getGuiSettings(message, 'adminMessage')) else: return (None, None) return None class AccountTypeChangedFormatter(ServiceChannelFormatter): def format(self, message, *args): data = message.data isPremium = data.get('isPremium', None) expiryTime = data.get('expiryTime', None) result = (None, None) if isPremium is not None: accountTypeName = i18n.makeString('#menu:accountTypes/premium') if isPremium else i18n.makeString('#menu:accountTypes/base') expiryDatetime = TimeFormatter.getLongDatetimeFormat(expiryTime) if expiryTime else None if expiryDatetime: templateKey = 'accountTypeChangedWithExpiration' ctx = {'accType': accountTypeName, 'expiryTime': expiryDatetime} else: templateKey = 'accountTypeChanged' ctx = {'accType': accountTypeName} formatted = g_settings.msgTemplates.format(templateKey, ctx=ctx) result = (formatted, self._getGuiSettings(message, templateKey)) return result class PremiumActionFormatter(ServiceChannelFormatter): _templateKey = None def _getMessage(self, isPremium, expiryTime): return None def format(self, message, *args): data = message.data isPremium = data.get('isPremium', None) expiryTime = data.get('expiryTime', None) if isPremium is not None: return (self._getMessage(isPremium, expiryTime), self._getGuiSettings(message, self._templateKey)) else: return (None, None) class PremiumBoughtFormatter(PremiumActionFormatter): _templateKey = 'premiumBought' def _getMessage(self, isPremium, expiryTime): result = None if isPremium is True and expiryTime > 0: result = g_settings.msgTemplates.format(self._templateKey, ctx={'expiryTime': TimeFormatter.getLongDatetimeFormat(expiryTime)}) return result class PremiumExtendedFormatter(PremiumBoughtFormatter): _templateKey = 'premiumExtended' class PremiumExpiredFormatter(PremiumActionFormatter): _templateKey = 'premiumExpired' def _getMessage(self, isPremium, expiryTime): result = None if isPremium is False: result = g_settings.msgTemplates.format(self._templateKey) return result class WaresSoldFormatter(ServiceChannelFormatter): def isNotify(self): return True def format(self, message, *args): result = (None, None) if message.data: offer = offers._makeOutOffer(message.data) formatted = g_settings.msgTemplates.format('waresSoldAsGold', ctx={'srcWares': BigWorld.wg_getGoldFormat(offer.srcWares), 'dstName': offer.dstName, 'fee': offer.fee}) result = (formatted, self._getGuiSettings(message, 'waresSoldAsGold')) return result class WaresBoughtFormatter(ServiceChannelFormatter): def isNotify(self): return True def format(self, message, *args): result = (None, None) if message.data: offer = offers._makeInOffer(message.data) formatted = g_settings.msgTemplates.format('waresBoughtAsGold', ctx={'srcName': offer.srcName, 'srcWares': BigWorld.wg_getGoldFormat(offer.srcWares)}) result = (formatted, self._getGuiSettings(message, 'waresBoughtAsGold')) return result class PrebattleFormatter(ServiceChannelFormatter): __battleTypeByPrebattleType = {PREBATTLE_TYPE.TOURNAMENT: 'tournament', PREBATTLE_TYPE.CLAN: 'clan'} _battleFinishReasonKeys = {} _defaultBattleFinishReasonKey = ('base', True) def isNotify(self): return True def _getIconId(self, prbType): iconId = 'BattleResultIcon' if prbType == PREBATTLE_TYPE.CLAN: iconId = 'ClanBattleResultIcon' elif prbType == PREBATTLE_TYPE.TOURNAMENT: iconId = 'TournamentBattleResultIcon' return iconId def _makeBattleTypeString(self, prbType): typeString = self.__battleTypeByPrebattleType.get(prbType, 'prebattle') key = '#{0:>s}:serviceChannelMessages/prebattle/battleType/{1:>s}'.format(MESSENGER_I18N_FILE, typeString) return i18n.makeString(key) def _makeDescriptionString(self, data, showBattlesCount = True): if data.has_key('localized_data') and len(data['localized_data']): description = getPrebattleFullDescription(data, escapeHtml=True) else: prbType = data.get('type') description = self._makeBattleTypeString(prbType) battlesLimit = data.get('battlesLimit', 0) if showBattlesCount and battlesLimit > 1: battlesCount = data.get('battlesCount') if battlesCount > 0: key = '#{0:>s}:serviceChannelMessages/prebattle/numberOfBattle'.format(MESSENGER_I18N_FILE) numberOfBattleString = i18n.makeString(key, battlesCount) description = '{0:>s} {1:>s}'.format(description, numberOfBattleString) else: LOG_WARNING('Invalid value of battlesCount ', battlesCount) return description def _getOpponentsString(self, opponents): first = i18n.encodeUtf8(opponents.get('1', {}).get('name', '')) second = i18n.encodeUtf8(opponents.get('2', {}).get('name', '')) result = '' if len(first) > 0 and len(second) > 0: result = g_settings.htmlTemplates.format('prebattleOpponents', ctx={'first': html.escape(first), 'second': html.escape(second)}) return result def _getBattleResultString(self, winner, team): result = 'undefined' if 3 > winner > -1 and team in (1, 2): if not winner: result = 'draftGame' else: result = 'defeat' if team != winner else 'win' return result def _makeBattleResultString(self, finishReason, winner, team): finishString, showResult = self._battleFinishReasonKeys.get(finishReason, self._defaultBattleFinishReasonKey) if showResult: resultString = self._getBattleResultString(winner, team) key = '#{0:>s}:serviceChannelMessages/prebattle/finish/{1:>s}/{2:>s}'.format(MESSENGER_I18N_FILE, finishString, resultString) else: key = '#{0:>s}:serviceChannelMessages/prebattle/finish/{1:>s}'.format(MESSENGER_I18N_FILE, finishString) return i18n.makeString(key) class PrebattleArenaFinishFormatter(PrebattleFormatter): _battleFinishReasonKeys = {FINISH_REASON.TECHNICAL: ('technical', True), FINISH_REASON.FAILURE: ('failure', False), FINISH_REASON.UNKNOWN: ('failure', False)} def format(self, message, *args): LOG_DEBUG('prbArenaFinish', message) data = message.data prbType = data.get('type') winner = data.get('winner') team = data.get('team') wins = data.get('wins') finishReason = data.get('finishReason') if None in [prbType, winner, team, wins, finishReason]: return else: battleResult = self._makeBattleResultString(finishReason, winner, team) subtotal = '' battlesLimit = data.get('battlesLimit', 0) if battlesLimit > 1: battlesCount = data.get('battlesCount', -1) winsLimit = data.get('winsLimit', -1) if battlesCount == battlesLimit or winsLimit == wins[1] or winsLimit == wins[2]: playerTeamWins = wins[team] otherTeamWins = wins[2 if team == 1 else 1] if winsLimit > 0 and playerTeamWins < winsLimit and otherTeamWins < winsLimit: winner = None elif playerTeamWins == otherTeamWins: winner = 0 else: winner = 1 if wins[1] > wins[2] else 2 sessionResult = self._makeBattleResultString(-1, winner, team) subtotal = g_settings.htmlTemplates.format('prebattleTotal', ctx={'result': sessionResult, 'first': wins[1], 'second': wins[2]}) else: subtotal = g_settings.htmlTemplates.format('prebattleSubtotal', ctx={'first': wins[1], 'second': wins[2]}) formatted = g_settings.msgTemplates.format('prebattleArenaFinish', ctx={'desc': self._makeDescriptionString(data), 'opponents': self._getOpponentsString(data.get('opponents', {})), 'result': battleResult, 'subtotal': subtotal}, data={'timestamp': _getTimeStamp(message), 'icon': self._getIconId(prbType)}) return (formatted, self._getGuiSettings(message, 'prebattleArenaFinish')) class PrebattleKickFormatter(PrebattleFormatter): def format(self, message, *args): data = message.data result = (None, None) prbType = data.get('type') kickReason = data.get('kickReason') if prbType > 0 and kickReason > 0: ctx = {} key = '#system_messages:prebattle/kick/type/unknown' if prbType == PREBATTLE_TYPE.SQUAD: key = '#system_messages:prebattle/kick/type/squad' elif prbType == PREBATTLE_TYPE.COMPANY: key = '#system_messages:prebattle/kick/type/team' ctx['type'] = i18n.makeString(key) kickName = KICK_REASON_NAMES[kickReason] key = '#system_messages:prebattle/kick/reason/{0:>s}'.format(kickName) ctx['reason'] = i18n.makeString(key) formatted = g_settings.msgTemplates.format('prebattleKick', ctx=ctx) result = (formatted, self._getGuiSettings(message, 'prebattleKick')) return result class PrebattleDestructionFormatter(PrebattleFormatter): _battleFinishReasonKeys = {KICK_REASON.ARENA_CREATION_FAILURE: ('failure', False), KICK_REASON.AVATAR_CREATION_FAILURE: ('failure', False), KICK_REASON.VEHICLE_CREATION_FAILURE: ('failure', False), KICK_REASON.PREBATTLE_CREATION_FAILURE: ('failure', False), KICK_REASON.BASEAPP_CRASH: ('failure', False), KICK_REASON.CELLAPP_CRASH: ('failure', False), KICK_REASON.UNKNOWN_FAILURE: ('failure', False), KICK_REASON.CREATOR_LEFT: ('creatorLeft', False), KICK_REASON.PLAYERKICK: ('playerKick', False), KICK_REASON.TIMEOUT: ('timeout', False)} def format(self, message, *args): LOG_DEBUG('prbDestruction', message) data = message.data prbType = data.get('type') team = data.get('team') wins = data.get('wins') kickReason = data.get('kickReason') if None in [prbType, team, wins, kickReason]: return (None, None) else: playerTeamWins = wins[team] otherTeamWins = wins[2 if team == 1 else 1] winsLimit = data.get('winsLimit') if winsLimit > 0 and playerTeamWins < winsLimit and otherTeamWins < winsLimit: winner = None elif playerTeamWins == otherTeamWins: winner = 0 else: winner = 1 if wins[1] > wins[2] else 2 battleResult = self._makeBattleResultString(kickReason, winner, team) total = '' if data.get('battlesLimit', 0) > 1: total = '({0:d}:{1:d})'.format(wins[1], wins[2]) formatted = g_settings.msgTemplates.format('prebattleDestruction', ctx={'desc': self._makeDescriptionString(data, showBattlesCount=False), 'opponents': self._getOpponentsString(data.get('opponents', {})), 'result': battleResult, 'total': total}, data={'timestamp': _getTimeStamp(message), 'icon': self._getIconId(prbType)}) return (formatted, self._getGuiSettings(message, 'prebattleDestruction')) class VehCamouflageTimedOutFormatter(ServiceChannelFormatter): def isNotify(self): return True def format(self, message, *args): data = message.data formatted = None vehTypeCompDescr = data.get('vehTypeCompDescr') if vehTypeCompDescr is not None: vType = vehicles_core.getVehicleType(vehTypeCompDescr) if vType is not None: formatted = g_settings.msgTemplates.format('vehCamouflageTimedOut', ctx={'vehicleName': vType.userString}) return (formatted, self._getGuiSettings(message, 'vehCamouflageTimedOut')) class VehEmblemTimedOutFormatter(ServiceChannelFormatter): def isNotify(self): return True def format(self, message, *args): data = message.data formatted = None vehTypeCompDescr = data.get('vehTypeCompDescr') if vehTypeCompDescr is not None: vType = vehicles_core.getVehicleType(vehTypeCompDescr) if vType is not None: formatted = g_settings.msgTemplates.format('vehEmblemTimedOut', ctx={'vehicleName': vType.userString}) return (formatted, self._getGuiSettings(message, 'vehEmblemTimedOut')) class VehInscriptionTimedOutFormatter(ServiceChannelFormatter): def isNotify(self): return True def format(self, message, *args): data = message.data formatted = None vehTypeCompDescr = data.get('vehTypeCompDescr') if vehTypeCompDescr is not None: vType = vehicles_core.getVehicleType(vehTypeCompDescr) if vType is not None: formatted = g_settings.msgTemplates.format('vehInscriptionTimedOut', ctx={'vehicleName': vType.userString}) return (formatted, self._getGuiSettings(message, 'vehInscriptionTimedOut')) class ConverterFormatter(ServiceChannelFormatter): def __i18nValue(self, key, isReceived, **kwargs): key = ('%sReceived' if isReceived else '%sWithdrawn') % key key = '#messenger:serviceChannelMessages/sysMsg/converter/%s' % key return i18n.makeString(key) % kwargs def __vehName(self, vehCompDescr): return vehicles_core.getVehicleType(abs(vehCompDescr)).userString def format(self, message, *args): data = message.data text = [] if data.get('inscriptions'): text.append(i18n.makeString('#messenger:serviceChannelMessages/sysMsg/converter/inscriptions')) if data.get('emblems'): text.append(i18n.makeString('#messenger:serviceChannelMessages/sysMsg/converter/emblems')) if data.get('camouflages'): text.append(i18n.makeString('#messenger:serviceChannelMessages/sysMsg/converter/camouflages')) vehicles = data.get('vehicles') if vehicles: vehiclesReceived = [ self.__vehName(cd) for cd in vehicles if cd > 0 ] if len(vehiclesReceived): text.append(self.__i18nValue('vehicles', True, vehicles=', '.join(vehiclesReceived))) vehiclesWithdrawn = [ self.__vehName(cd) for cd in vehicles if cd < 0 ] if len(vehiclesWithdrawn): text.append(self.__i18nValue('vehicles', False, vehicles=', '.join(vehiclesWithdrawn))) slots = data.get('slots') if slots: text.append(self.__i18nValue('slots', slots > 0, slots=BigWorld.wg_getIntegralFormat(abs(slots)))) gold = data.get('gold') if gold: text.append(self.__i18nValue('gold', gold > 0, gold=BigWorld.wg_getGoldFormat(abs(gold)))) accCredits = data.get('credits') if accCredits: text.append(self.__i18nValue('credits', accCredits > 0, credits=BigWorld.wg_getIntegralFormat(abs(accCredits)))) freeXP = data.get('freeXP') if freeXP: text.append(self.__i18nValue('freeXP', freeXP > 0, freeXP=BigWorld.wg_getIntegralFormat(abs(freeXP)))) formatted = g_settings.msgTemplates.format('ConverterNotify', {'text': '<br/>'.join(text)}) return (formatted, self._getGuiSettings(message, 'ConverterNotify')) class ClientSysMessageFormatter(ServiceChannelFormatter): __templateKey = '%sSysMessage' def format(self, data, *args): if len(args): msgType = args[0][0] else: msgType = 'Error' templateKey = self.__templateKey % msgType formatted = g_settings.msgTemplates.format(templateKey, ctx={'text': data}) return (formatted, self._getGuiSettings(args, templateKey)) def _getGuiSettings(self, data, key = None, priorityLevel = None): if type(data) is types.TupleType and len(data): auxData = data[0][:] else: auxData = [] if priorityLevel is None: priorityLevel = g_settings.msgTemplates.priority(key) else: priorityLevel = NotificationPriorityLevel.MEDIUM return NotificationGuiSettings(self.isNotify(), priorityLevel=priorityLevel, auxData=auxData) class PremiumAccountExpiryFormatter(ClientSysMessageFormatter): def format(self, data, *args): formatted = g_settings.msgTemplates.format('durationOfPremiumAccountExpires', ctx={'expiryTime': TimeFormatter.getLongDatetimeFormat(data)}) return (formatted, self._getGuiSettings(args, 'durationOfPremiumAccountExpires')) class AOGASNotifyFormatter(ClientSysMessageFormatter): def format(self, data, *args): formatted = g_settings.msgTemplates.format('AOGASNotify', {'text': i18n.makeString('#AOGAS:{0:>s}'.format(data.name()))}) return (formatted, self._getGuiSettings(args, 'AOGASNotify')) class VehicleTypeLockExpired(ServiceChannelFormatter): def format(self, message, *args): result = (None, None) if message.data: ctx = {} vehTypeCompDescr = message.data.get('vehTypeCompDescr') if vehTypeCompDescr is None: templateKey = 'vehiclesAllLockExpired' else: templateKey = 'vehicleLockExpired' ctx['vehicleName'] = vehicles_core.getVehicleType(vehTypeCompDescr).userString formatted = g_settings.msgTemplates.format(templateKey, ctx=ctx) result = (formatted, self._getGuiSettings(message, 'vehicleLockExpired')) return result class ServerDowntimeCompensation(ServiceChannelFormatter): __templateKey = 'serverDowntimeCompensation' def format(self, message, *args): result = (None, None) subjects = '' data = message.data if data is not None: for key, value in data.items(): if value: if len(subjects) > 0: subjects += ', ' subjects += i18n.makeString('#%s:serviceChannelMessages/' % MESSENGER_I18N_FILE + self.__templateKey + '/' + key) if len(subjects) > 0: formatted = g_settings.msgTemplates.format(self.__templateKey, ctx={'text': i18n.makeString('#%s:serviceChannelMessages/' % MESSENGER_I18N_FILE + self.__templateKey) % subjects}) result = (formatted, self._getGuiSettings(message, self.__templateKey)) return result class ActionNotificationFormatter(ClientSysMessageFormatter): __templateKey = 'action%s' def format(self, message, *args): result = (None, None) data = message.get('data') if data: templateKey = self.__templateKey % message.get('state', '') formatted = g_settings.msgTemplates.format(templateKey, ctx={'text': data}, data={'icon': message.get('type', '')}) result = (formatted, self._getGuiSettings(args, templateKey)) return result class BattleTutorialResultsFormatter(ClientSysMessageFormatter): __resultKeyWithBonuses = 'battleTutorialResBonuses' __resultKeyWoBonuses = 'battleTutorialResWoBonuses' def isNotify(self): return True def format(self, data, *args): LOG_DEBUG('message data', data) finishReason = data.get('finishReason', -1) resultKey = data.get('resultKey', None) finishKey = data.get('finishKey', None) if finishReason > -1 and resultKey and finishKey: resultString = i18n.makeString('#{0:>s}:serviceChannelMessages/battleTutorial/results/{1:>s}'.format(MESSENGER_I18N_FILE, resultKey)) reasonString = i18n.makeString('#{0:>s}:serviceChannelMessages/battleTutorial/reasons/{1:>s}'.format(MESSENGER_I18N_FILE, finishKey)) arenaTypeID = data.get('arenaTypeID', 0) arenaName = 'N/A' if arenaTypeID > 0: arenaName = ArenaType.g_cache[arenaTypeID].name vTypeCD = data.get('vTypeCD', None) vName = 'N/A' if vTypeCD is not None: vName = vehicles_core.getVehicleType(vTypeCD).userString ctx = {'result': resultString, 'reason': reasonString, 'arenaName': i18n.makeString(arenaName), 'vehicleName': vName, 'freeXP': '0', 'credits': '0'} freeXP = 0 credits_ = 0 chapters = data.get('chapters', []) for chapter in chapters: if chapter.get('received', False): bonus = chapter.get('bonus', {}) freeXP += bonus.get('freeXP', 0) credits_ += bonus.get('credits', 0) if freeXP: ctx['freeXP'] = BigWorld.wg_getIntegralFormat(freeXP) if credits_: ctx['credits'] = BigWorld.wg_getIntegralFormat(credits_) all_ = data.get('areAllBonusesReceived', False) if all_ and credits_ <= 0 and freeXP <= 0: key = self.__resultKeyWoBonuses else: key = self.__resultKeyWithBonuses import time startedAtTime = data.get('startedAt', time.time()) formatted = g_settings.msgTemplates.format(key, ctx=ctx, data={'timestamp': startedAtTime, 'savedData': data.get('arenaUniqueID', 0)}) return (formatted, self._getGuiSettings(args, key)) else: return (None, None) return class TokenQuestsFormatter(ServiceChannelFormatter): def __init__(self, asBattleFormatter = False): self._asBattleFormatter = asBattleFormatter def format(self, message, *args): formatted, settings = (None, None) data = message.data or {} completedQuestIDs = data.get('completedQuestIDs', set()) fmt = self._formatQuestAchieves(message) if fmt is not None: settings = self._getGuiSettings(message, self._getTemplateName(completedQuestIDs)) formatted = g_settings.msgTemplates.format(self._getTemplateName(completedQuestIDs), {'achieves': fmt}) return (formatted, settings) def _getTemplateName(self, completedQuestIDs = set()): if len(completedQuestIDs): for qID in completedQuestIDs: if potapov_quests.g_cache.isPotapovQuest(qID): return 'potapovQuests' return 'tokenQuests' def _formatQuestAchieves(self, message): data = message.data result = [] InvoiceReceivedFormatter._processCompensations(data) if not self._asBattleFormatter: gold = data.get('gold', 0) if gold: result.append(self.__makeQuestsAchieve('battleQuestsGold', gold=BigWorld.wg_getIntegralFormat(gold))) premium = data.get('premium', 0) if premium: result.append(self.__makeQuestsAchieve('battleQuestsPremium', days=premium)) if not self._asBattleFormatter: freeXP = data.get('freeXP', 0) if freeXP: result.append(self.__makeQuestsAchieve('battleQuestsFreeXP', freeXP=BigWorld.wg_getIntegralFormat(freeXP))) vehicles = data.get('vehicles', {}) if vehicles is not None and len(vehicles) > 0: msg = InvoiceReceivedFormatter._getVehiclesString(vehicles, htmlTplPostfix='QuestsReceived') if len(msg): result.append(msg) comptnStr = InvoiceReceivedFormatter._getComptnString(vehicles, htmlTplPostfix='QuestsReceived') if len(comptnStr): result.append('<br/>' + comptnStr) if not self._asBattleFormatter: creditsVal = data.get('credits', 0) if creditsVal: result.append(self.__makeQuestsAchieve('battleQuestsCredits', credits=BigWorld.wg_getIntegralFormat(creditsVal))) slots = data.get('slots', 0) if slots: result.append(self.__makeQuestsAchieve('battleQuestsSlots', slots=BigWorld.wg_getIntegralFormat(slots))) items = data.get('items', {}) itemsNames = [] for intCD, count in items.iteritems(): itemDescr = vehicles_core.getDictDescr(intCD) itemsNames.append(i18n.makeString('#messenger:serviceChannelMessages/battleResults/quests/items/name', name=itemDescr['userString'], count=BigWorld.wg_getIntegralFormat(count))) if len(itemsNames): result.append(self.__makeQuestsAchieve('battleQuestsItems', names=', '.join(itemsNames))) _extendCustomizationData(data, result) berths = data.get('berths', 0) if berths: result.append(self.__makeQuestsAchieve('battleQuestsBerths', berths=BigWorld.wg_getIntegralFormat(berths))) tmen = data.get('tankmen', {}) if tmen is not None and len(tmen) > 0: result.append(InvoiceReceivedFormatter._getTankmenString(tmen)) goodies = data.get('goodies', {}) if goodies is not None and len(goodies) > 0: result.append(InvoiceReceivedFormatter._getGoodiesString(goodies)) if not self._asBattleFormatter: achieves = data.get('popUpRecords', []) achievesNames = set() for recordIdx, value in achieves: factory = getAchievementFactory(DB_ID_TO_RECORD[recordIdx]) if factory is not None: a = factory.create(value=int(value)) if a is not None: achievesNames.add(a.getUserName()) if len(achievesNames): result.append(self.__makeQuestsAchieve('battleQuestsPopUps', achievements=', '.join(achievesNames))) if len(result): return '<br/>'.join(result) else: return @classmethod def __makeQuestsAchieve(cls, key, **kwargs): return g_settings.htmlTemplates.format(key, kwargs) class HistoricalCostsReservedFormatter(ServiceChannelFormatter): __htmlKeys = {1: 'historicalGoldReturn', 2: 'historicalCreditsReturn', 17: 'historicalGoldDebited', 18: 'historicalCreditsDebited'} def format(self, message, *args): data = message.data accCredits, gold = (0, 0) if 'gold' in data: gold = data['gold'] if 'credits' in data: accCredits = data['credits'] if accCredits or gold: resource = [] priority = NotificationPriorityLevel.LOW templateKey = self.__getTemplateKey(1, gold) if templateKey: priority = NotificationPriorityLevel.MEDIUM resource.append(g_settings.htmlTemplates.format(templateKey, ctx={'gold': BigWorld.wg_getGoldFormat(abs(gold))})) templateKey = self.__getTemplateKey(2, accCredits) if templateKey: resource.append(g_settings.htmlTemplates.format(templateKey, ctx={'credits': BigWorld.wg_getIntegralFormat(abs(accCredits))})) if len(resource): templateName = 'historicalCostsReserved' formatted = g_settings.msgTemplates.format(templateName, ctx={'resource': '<br/>'.join(resource)}) settings = self._getGuiSettings(message, templateName, priority) return (formatted, settings) else: return (None, None) else: return (None, None) return None def __getTemplateKey(self, primary, value): if not value: return else: key = primary if value < 0: key |= 16 result = None if key in self.__htmlKeys: result = self.__htmlKeys[key] return result class NCMessageFormatter(ServiceChannelFormatter): __templateKeyFormat = 'notificationsCenterMessage_{0}' def format(self, message, *args): LOG_DEBUG('Message has received from notification center', message) data = z_loads(message.data) if not data: return (None, None) elif 'body' not in data or not data['body']: return (None, None) else: templateKey = self.__getTemplateKey(data) priority = self.__getGuiPriority(data) topic = self.__getTopic(data) body = self.__getBody(data) settings = self._getGuiSettings(message, templateKey, priority) msgType = data['type'] if msgType == NC_MESSAGE_TYPE.POLL: if not GUI_SETTINGS.isPollEnabled: return (None, None) if not self.__fetchPollData(data, settings): return (None, None) formatted = g_settings.msgTemplates.format(templateKey, ctx={'topic': topic, 'body': body}) return (formatted, settings) def __getTemplateKey(self, data): if 'type' in data: msgType = data['type'] if msgType not in NC_MESSAGE_TYPE.RANGE: LOG_WARNING('Type of message is not valid, uses default type', msgType) msgType = NC_MESSAGE_TYPE.INFO else: msgType = NC_MESSAGE_TYPE.INFO return self.__templateKeyFormat.format(msgType) def __getGuiPriority(self, data): priority = NC_MESSAGE_PRIORITY.DEFAULT if 'priority' in data: priority = data['priority'] if priority not in NC_MESSAGE_PRIORITY.ORDER: LOG_WARNING('Priority of message is not valid, uses default priority', priority) priority = NC_MESSAGE_PRIORITY.DEFAULT return NotificationPriorityLevel.convertFromNC(priority) def __getTopic(self, data): topic = '' if 'topic' in data: topic = i18n.encodeUtf8(data['topic']) if len(topic): topic = g_settings.htmlTemplates.format('notificationsCenterTopic', ctx={'topic': topic}) return topic def __getBody(self, data): body = i18n.encodeUtf8(data['body']) if 'context' in data: body = body % self.__formatContext(data['context']) return body def __fetchPollData(self, data, settings): result = False if 'link' in data and data['link']: if 'topic' in data: topic = i18n.encodeUtf8(data['topic']) else: topic = '' settings.auxData = [data['link'], topic] result = True return result def __formatContext(self, ctx): result = {} if type(ctx) is not types.DictType: LOG_ERROR('Context is invalid', ctx) return result getItemFormat = NCContextItemFormatter.getItemFormat for key, item in ctx.iteritems(): if len(item) > 1: itemType, itemValue = item[0:2] result[key] = getItemFormat(itemType, itemValue) else: LOG_ERROR('Context item is invalid', item) result[key] = str(item) return result class ClanMessageFormatter(ServiceChannelFormatter): __templates = {SYS_MESSAGE_CLAN_EVENT.LEFT_CLAN: 'clanMessageWarning'} def format(self, message, *args): LOG_DEBUG('Message has received from clan', message) data = message.data if data and 'event' in data: event = data['event'] templateKey = self.__templates.get(event) message = i18n.makeString('#messenger:serviceChannelMessages/clan/%s' % SYS_MESSAGE_CLAN_EVENT_NAMES[event]) formatted = g_settings.msgTemplates.format(templateKey, ctx={'message': message}) settings = self._getGuiSettings(message, templateKey) return (formatted, settings) else: return (None, None) return None class FortMessageFormatter(ServiceChannelFormatter, AppRef): __templates = {SYS_MESSAGE_FORT_EVENT.DEF_HOUR_SHUTDOWN: 'fortHightPriorityMessageWarning', SYS_MESSAGE_FORT_EVENT.BASE_DESTROYED: 'fortHightPriorityMessageWarning'} DEFAULT_WARNING = 'fortMessageWarning' def __init__(self): super(FortMessageFormatter, self).__init__() self.__messagesFormatters = {SYS_MESSAGE_FORT_EVENT.FORT_READY: BoundMethodWeakref(self._simpleMessage), SYS_MESSAGE_FORT_EVENT.DEF_HOUR_SHUTDOWN: BoundMethodWeakref(self._simpleMessage), SYS_MESSAGE_FORT_EVENT.RESERVE_ACTIVATED: BoundMethodWeakref(self._reserveActivatedMessage), SYS_MESSAGE_FORT_EVENT.RESERVE_EXPIRED: BoundMethodWeakref(self._reserveExpiredMessage), SYS_MESSAGE_FORT_EVENT.RESERVE_PRODUCED: BoundMethodWeakref(self._reserveProducedMessage), SYS_MESSAGE_FORT_EVENT.STORAGE_OVERFLOW: BoundMethodWeakref(self._storageOverflowMessage), SYS_MESSAGE_FORT_EVENT.ORDER_CANCELED: BoundMethodWeakref(self._orderCanceledMessage), SYS_MESSAGE_FORT_EVENT.REATTACHED_TO_BASE: BoundMethodWeakref(self._reattachedToBaseMessage), SYS_MESSAGE_FORT_EVENT.DEF_HOUR_ACTIVATED: BoundMethodWeakref(self._defHourManipulationMessage), SYS_MESSAGE_FORT_EVENT.DEF_HOUR_CHANGED: BoundMethodWeakref(self._defHourManipulationMessage), SYS_MESSAGE_FORT_EVENT.OFF_DAY_ACTIVATED: BoundMethodWeakref(self._offDayActivatedMessage), SYS_MESSAGE_FORT_EVENT.VACATION_STARTED: BoundMethodWeakref(self._vacationActivatedMessage), SYS_MESSAGE_FORT_EVENT.VACATION_FINISHED: BoundMethodWeakref(self._vacationFinishedMessage), SYS_MESSAGE_FORT_EVENT.PERIPHERY_CHANGED: BoundMethodWeakref(self._peripheryChangedMessage), SYS_MESSAGE_FORT_EVENT.BUILDING_DAMAGED: BoundMethodWeakref(self._buildingDamagedMessage), SYS_MESSAGE_FORT_EVENT.BASE_DESTROYED: BoundMethodWeakref(self._simpleMessage), SYS_MESSAGE_FORT_EVENT.ORDER_COMPENSATED: BoundMethodWeakref(self._orderCompensationMessage), SYS_MESSAGE_FORT_EVENT.ATTACK_PLANNED: BoundMethodWeakref(self._attackPlannedMessage), SYS_MESSAGE_FORT_EVENT.DEFENCE_PLANNED: BoundMethodWeakref(self._defencePlannedMessage), SYS_MESSAGE_FORT_EVENT.BATTLE_DELETED: BoundMethodWeakref(self._battleDeletedMessage), SYS_MESSAGE_FORT_EVENT.SPECIAL_ORDER_EXPIRED: BoundMethodWeakref(self._specialReserveExpiredMessage), SYS_MESSAGE_FORT_EVENT.RESOURCE_SET: BoundMethodWeakref(self._resourceSetMessage), SYS_MESSAGE_FORT_EVENT.RESERVE_SET: BoundMethodWeakref(self._reserveSetMessage)} def format(self, message, *args): LOG_DEBUG('Message has received from fort', message) data = message.data if data and 'event' in data: event = data['event'] templateKey = self.__templates.get(event, self.DEFAULT_WARNING) formatter = self.__messagesFormatters.get(event) if formatter is not None: messageSting = formatter(data) formatted = g_settings.msgTemplates.format(templateKey, ctx={'message': messageSting}) settings = self._getGuiSettings(message, templateKey) return (formatted, settings) LOG_WARNING('FortMessageFormatter has no available formatters for given message type: ', event) return (None, None) def _buildMessage(self, event, ctx = None): if ctx is None: ctx = {} return i18n.makeString(('#messenger:serviceChannelMessages/fort/%s' % SYS_MESSAGE_FORT_EVENT_NAMES[event]), **ctx) def _simpleMessage(self, data): return self._buildMessage(data['event']) def _peripheryChangedMessage(self, data): return self._buildMessage(data['event'], {'peripheryName': g_preDefinedHosts.periphery(data['peripheryID']).name}) def _reserveActivatedMessage(self, data): event = data['event'] orderTypeID = data['orderTypeID'] order = fort_fmts.getOrderUserString(data['orderTypeID']) if event == SYS_MESSAGE_FORT_EVENT.RESERVE_ACTIVATED and FORT_ORDER_TYPE.isOrderPermanent(orderTypeID): return i18n.makeString(MESSENGER.SERVICECHANNELMESSAGES_FORT_PERMANENT_RESERVE_ACTIVATED, order=order) timeExpiration = self.app.utilsManager.textManager.getTimeDurationStr(time_utils.getTimeDeltaFromNow(time_utils.makeLocalServerTime(data['timeExpiration']))) return self._buildMessage(event, {'order': order, 'time': timeExpiration}) def _reserveExpiredMessage(self, data): return self._buildMessage(data['event'], {'order': fort_fmts.getOrderUserString(data['orderTypeID'])}) def _reserveProducedMessage(self, data): return self._buildMessage(data['event'], {'order': fort_fmts.getOrderUserString(data['orderTypeID']), 'count': data['count']}) def _storageOverflowMessage(self, data): return self._buildMessage(data['event'], {'building': fort_fmts.getBuildingUserString(data['buildTypeID'])}) def _orderCanceledMessage(self, data): import fortified_regions buildTypeID = data['buildTypeID'] orderTypeID = fortified_regions.g_cache.buildings[buildTypeID].orderType return self._buildMessage(data['event'], {'building': fort_fmts.getBuildingUserString(buildTypeID), 'order': fort_fmts.getOrderUserString(orderTypeID)}) def _reattachedToBaseMessage(self, data): return self._buildMessage(data['event'], {'building': fort_fmts.getBuildingUserString(FORT_BUILDING_TYPE.MILITARY_BASE)}) def _defHourManipulationMessage(self, data): return self._buildMessage(data['event'], {'defenceHour': fort_fmts.getDefencePeriodString(time_utils.getTimeTodayForUTC(data['defenceHour']))}) def _offDayActivatedMessage(self, data): offDay = data['offDay'] if offDay == NOT_ACTIVATED: return i18n.makeString(MESSENGER.SERVICECHANNELMESSAGES_FORT_NO_OFF_DAY_ACTIVATED) if 'defenceHour' in data: from gui.shared.fortifications.fort_helpers import adjustOffDayToLocal, adjustDefenceHourToLocal offDayLocal = adjustOffDayToLocal(offDay, adjustDefenceHourToLocal(data['defenceHour'])[0]) else: LOG_WARNING('_offDayActivatedMessage: received incorrect data, using offDay without adjustment... ', data) offDayLocal = offDay return self._buildMessage(data['event'], {'offDay': fort_fmts.getDayOffString(offDayLocal)}) def _vacationActivatedMessage(self, data): return self._buildMessage(data['event'], {'finish': BigWorld.wg_getShortDateFormat(data['timeEnd'])}) def _vacationFinishedMessage(self, data): return self._buildMessage(data['event']) def _buildingDamagedMessage(self, data): buildTypeID = data['buildTypeID'] if buildTypeID == FORT_BUILDING_TYPE.MILITARY_BASE: return i18n.makeString('#messenger:serviceChannelMessages/fort/{0}_{1}'.format(SYS_MESSAGE_FORT_EVENT_NAMES[data['event']], FORT_BUILDING_TYPE_NAMES[FORT_BUILDING_TYPE.MILITARY_BASE])) return self._buildMessage(data['event'], {'building': fort_fmts.getBuildingUserString(buildTypeID)}) def _orderCompensationMessage(self, data): return self._buildMessage(data['event'], {'orderTypeName': fort_fmts.getOrderUserString(data['orderTypeID'])}) def _attackPlannedMessage(self, data): return self._buildMessage(data['event'], {'clan': shared_fmts.getClanAbbrevString(data['defenderClanAbbrev']), 'date': BigWorld.wg_getShortDateFormat(data['timeAttack']), 'time': BigWorld.wg_getShortTimeFormat(data['timeAttack'])}) def _defencePlannedMessage(self, data): return self._buildMessage(data['event'], {'clan': shared_fmts.getClanAbbrevString(data['attackerClanAbbrev']), 'date': BigWorld.wg_getShortDateFormat(data['timeAttack']), 'time': BigWorld.wg_getShortTimeFormat(data['timeAttack'])}) def _battleDeletedMessage(self, data): return self._buildMessage(data['event'], {'clan': shared_fmts.getClanAbbrevString(data['enemyClanAbbrev'])}) def _specialReserveExpiredMessage(self, data): resInc, resDec = data['resBonus'] resTotal = resInc - resDec orderTypeID = data['orderTypeID'] messageKey = '#messenger:serviceChannelMessages/fort/SPECIAL_ORDER_EXPIRED_%s' % constants.FORT_ORDER_TYPE_NAMES[orderTypeID] additional = '' if resDec: additional = i18n.makeString('%s_ADDITIONAL' % messageKey, resInc=BigWorld.wg_getIntegralFormat(resInc), resDec=BigWorld.wg_getIntegralFormat(resDec)) return i18n.makeString(messageKey, additional=additional, resTotal=BigWorld.wg_getIntegralFormat(resTotal)) def _resourceSetMessage(self, data): try: resourceDelta = data['resourceDelta'] if resourceDelta > 0: messageKey = MESSENGER.SERVICECHANNELMESSAGES_FORT_PROM_RESOURCE_EARNED else: messageKey = MESSENGER.SERVICECHANNELMESSAGES_FORT_PROM_RESOURCE_WITHDRAWN return i18n.makeString(messageKey, promresource=abs(resourceDelta)) except: LOG_CURRENT_EXCEPTION() def _reserveSetMessage(self, data): try: reserveDelta = data['reserveDelta'] if reserveDelta > 0: messageKey = MESSENGER.SERVICECHANNELMESSAGES_FORT_RESERVES_EARNED else: messageKey = MESSENGER.SERVICECHANNELMESSAGES_FORT_RESERVES_WITHDRAWN return i18n.makeString(messageKey, reserves=abs(reserveDelta)) except: LOG_CURRENT_EXCEPTION() class FortBattleResultsFormatter(ServiceChannelFormatter): __battleResultKeys = {-1: 'battleFortDefeatResult', 0: 'battleFortDrawGameResult', 1: 'battleFortVictoryResult'} def isNotify(self): return True def format(self, message, *args): battleResult = message.data if battleResult: enemyClanAbbrev = battleResult.get('enemyClanName', '') winnerCode = battleResult['isWinner'] if winnerCode == 0 and battleResult['attackResult'] == FORT_ATTACK_RESULT.TECHNICAL_DRAW: winnerCode = -1 battleResult['isWinner'] = winnerCode resourceKey = 'fortResourceCaptureByClan' if winnerCode > 0 else 'fortResourceLostByClan' ctx = {'enemyClanAbbrev': shared_fmts.getClanAbbrevString(enemyClanAbbrev), 'resourceClan': BigWorld.wg_getIntegralFormat(battleResult.get(resourceKey, 0)), 'resourcePlayer': BigWorld.wg_getIntegralFormat(battleResult.get('fortResource', 0))} ctx['achieves'] = self._makeAchievementsString(battleResult) templateName = self.__battleResultKeys[winnerCode] settings = self._getGuiSettings(message, templateName) settings.setCustomEvent(MsgCustomEvents.FORT_BATTLE_FINISHED, battleResult.get('battleID')) formatted = g_settings.msgTemplates.format(templateName, ctx=ctx, data={'savedData': {'battleResult': battleResult}}) return (formatted, settings) else: return (None, None) @classmethod def _makeAchievementsString(cls, battleResult): result = [] for recordIdx, value in battleResult.get('popUpRecords', []): recordName = DB_ID_TO_RECORD[recordIdx] if recordName in IGNORED_BY_BATTLE_RESULTS: continue achieve = getAchievementFactory(recordName).create(value=value) if achieve is not None and not achieve.isApproachable(): result.append(achieve) if 'markOfMastery' in battleResult and battleResult['markOfMastery'] > 0: achieve = getAchievementFactory((ACHIEVEMENT_BLOCK.TOTAL, 'markOfMastery')).create(value=battleResult['markOfMastery']) if achieve is not None: result.append(achieve) res = '' if len(result): res = g_settings.htmlTemplates.format('battleResultAchieves', {'achieves': ', '.join(map(lambda a: a.getUserName(), sorted(result)))}) return res class FortBattleRoundEndFormatter(ServiceChannelFormatter): __battleResultKeys = {-1: 'combatFortTechDefeatResult', 1: 'combatFortTechVictoryResult'} def isNotify(self): return True def format(self, message, *args): battleResult = message.data if battleResult is not None: ctx = {} winnerCode = battleResult['isWinner'] if winnerCode == 0: winnerCode = -1 templateName = self.__battleResultKeys[winnerCode] settings = self._getGuiSettings(message, templateName) if 'combats' in battleResult: _, _, _, isDefendersBuilding, buildTypeID = battleResult['combats'] if battleResult['isDefence'] is isDefendersBuilding: buildOwnerClanAbbrev = battleResult['ownClanName'] else: buildOwnerClanAbbrev = battleResult['enemyClanName'] ctx['fortBuilding'] = g_settings.htmlTemplates.format('battleResultFortBuilding', ctx={'fortBuilding': FortBuilding(typeID=buildTypeID).userName, 'clanAbbrev': '[%s]' % buildOwnerClanAbbrev}) else: ctx['fortBuilding'] = '' formatted = g_settings.msgTemplates.format(templateName, ctx=ctx) return (formatted, settings) else: return (None, None) class FortBattleInviteFormatter(ServiceChannelFormatter): def isNotify(self): return True def format(self, message, *args): from gui.prb_control.formatters.invites import PrbFortBattleInviteHtmlTextFormatter battleData = message.data if battleData: inviteWrapper = self.__toFakeInvite(battleData) formatter = PrbFortBattleInviteHtmlTextFormatter() if message.createdAt is not None: timestamp = time_utils.getTimestampFromUTC(message.createdAt.timetuple()) else: timestamp = time_utils.getCurrentTimestamp() msgType = 'fortBattleInvite' battleID = battleData.get('battleID') formatted = g_settings.msgTemplates.format(msgType, ctx={'text': formatter.getText(inviteWrapper)}, data={'timestamp': timestamp, 'savedData': {'battleID': battleID, 'peripheryID': battleData.get('peripheryID'), 'battleFinishTime': time_utils.getTimestampFromUTC(message.finishedAt.timetuple())}, 'icon': formatter.getIconName(inviteWrapper)}) guiSettings = self._getGuiSettings(message, msgType) guiSettings.setCustomEvent(MsgCustomEvents.FORT_BATTLE_INVITE, battleID) return (formatted, guiSettings) else: return (None, None) @classmethod def __toFakeInvite(cls, battleData): from gui.shared.ClanCache import g_clanCache from gui.prb_control.invites import PrbInviteWrapper return PrbInviteWrapper(clientID=-1, receiver=BigWorld.player().name, state=PREBATTLE_INVITE_STATE.ACTIVE, receiverDBID=BigWorld.player().databaseID, prebattleID=-1, receiverClanAbbrev=g_lobbyContext.getClanAbbrev(g_clanCache.clanInfo), peripheryID=battleData.get('peripheryID'), extraData=battleData, type=PREBATTLE_TYPE.FORT_BATTLE, alwaysAvailable=True) class VehicleRentedFormatter(ServiceChannelFormatter): _templateKey = 'vehicleRented' def format(self, message, *args): data = message.data vehTypeCD = data.get('vehTypeCD', None) expiryTime = data.get('expiryTime', None) if vehTypeCD is not None: return (self._getMessage(vehTypeCD, expiryTime), self._getGuiSettings(message, self._templateKey)) else: return (None, None) def _getMessage(self, vehTypeCD, expiryTime): vehicleName = vehicles_core.getVehicleType(vehTypeCD).userString ctx = {'vehicleName': vehicleName, 'expiryTime': TimeFormatter.getLongDatetimeFormat(expiryTime)} return g_settings.msgTemplates.format(self._templateKey, ctx=ctx) class RentalsExpiredFormatter(ServiceChannelFormatter): _templateKey = 'rentalsExpired' def format(self, message, *args): vehTypeCD = message.data.get('vehTypeCD', None) if vehTypeCD is not None: return (self._getMessage(vehTypeCD), self._getGuiSettings(message, self._templateKey)) else: return (None, None) def _getMessage(self, vehTypeCD): vehicleName = vehicles_core.getVehicleType(vehTypeCD).userString ctx = {'vehicleName': vehicleName} return g_settings.msgTemplates.format(self._templateKey, ctx=ctx) class RefSystemReferralBoughtVehicleFormatter(ServiceChannelFormatter): def isNotify(self): return True def format(self, message, *args): settings = self._getGuiSettings(message, 'refSystemBoughtVehicle') formatted = g_settings.msgTemplates.format('refSystemBoughtVehicle', {'userName': message.data.get('nickName', '')}) return (formatted, settings) class RefSystemReferralContributedXPFormatter(ServiceChannelFormatter): def isNotify(self): return True def format(self, message, *args): data = message.data settings = self._getGuiSettings(message, 'refSystemContributeXp') formatted = g_settings.msgTemplates.format('refSystemContributeXp', {'userName': data.get('nickName', ''), 'xp': BigWorld.wg_getIntegralFormat(data.get('xp', 0))}) return (formatted, settings) class RefSystemQuestsFormatter(TokenQuestsFormatter): def _getTemplateName(self, completedQuestIDs = set()): return 'refSystemQuests' class PotapovQuestsFormatter(TokenQuestsFormatter): def _getTemplateName(self, completedQuestIDs = set()): return 'potapovQuests' class GoodieRemovedFormatter(ServiceChannelFormatter): def format(self, message, *args): if message.data: goodieID = message.data.get('gid', None) if goodieID is not None: booster = g_goodiesCache.getBooster(goodieID) if booster is not None: formatted = g_settings.msgTemplates.format('boosterExpired', ctx={'boosterName': booster.userName}) return (formatted, self._getGuiSettings(message, 'boosterExpired')) return (None, None) else: return (None, None) return
[ "info@webium.sk" ]
info@webium.sk
7f3573b907615326768f9b99f8b75c8208c8dc62
15785beca775f85c596ba3a3897f199ba7a09281
/codes/test.smple.py
58aebb616b4032a236f7873fbb378ef098c0ad68
[]
no_license
j4robot/tensorflow-with-tim
8b95576e736372414100c6da1f9a532aa9ea0636
e186d8c0cf0c0f59d734427616c7f3df438b8a26
refs/heads/master
2022-12-21T02:21:36.669877
2020-09-27T08:38:19
2020-09-27T08:38:19
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py
def fashionably_late(arrivals, name): """Given an ordered list of arrivals to the party and a name, return whether the guest with that name was fashionably late. """ print((len(arrivals) / 2)) return (arrivals.index(name) + 1 != len(arrivals)) and (arrivals.index(name) >= (len(arrivals) / 2)) party_attendees = ['Adela', 'Fleda', 'Owen', 'May', 'Mona', 'Gilbert', 'Ford'] s = ['Paul', 'John', 'Ringo', 'George'] print(fashionably_late(s, 'Ringo')) #print(fashionably_late(party_attendees, 'Ford'))
[ "achanamosey@gmail.com" ]
achanamosey@gmail.com
7a0776d75b4d09bb0af39d568c302ed5fb0984b3
9fa4091b49772208fd1caf0734603f8dd39f52a6
/api/migrations/0004_auto_20150701_1903.py
4b13f2b398753c6f4f5d1df07f8b6304d67d4c92
[]
no_license
faderskd/Docs
e586454fcb15c7e9c0a2d6d97b6936d76b319c7a
9bd421af5afb3f839407653a8cdbc32ba0d7a7f3
refs/heads/master
2021-01-18T21:37:23.968717
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# -*- coding: utf-8 -*- from __future__ import unicode_literals from django.db import models, migrations def copy_publishers(apps, schema_editor): Book = apps.get_model("api", "Book") for book in Book.objects.all(): authors = book.authors.all() for author in authors: author.publisher = book.publisher author.save() class Migration(migrations.Migration): dependencies = [ ('api', '0003_auto_20150626_1314'), ] operations = [ migrations.AlterModelOptions( name='author', options={'ordering': ['salutation']}, ), migrations.AddField( model_name='author', name='publisher', field=models.ForeignKey(to='api.Publisher', default=1), preserve_default=False, ), migrations.RunPython(copy_publishers), migrations.RemoveField( model_name='book', name='publisher', ), ]
[ "daniel.faderski@gmail.com" ]
daniel.faderski@gmail.com
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/scraper/export.py
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[]
no_license
fcpauldiaz-archive/CronService-Keydex
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refs/heads/master
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import os import csv from datetime import datetime import psycopg2 import settings from helpers import log # conn = psycopg2.connect(database=settings.database, host=settings.host, user=settings.user, password=settings.password) # cur = conn.cursor() def dump_latest_scrape(): # Export everything # cur.execute("SELECT products.* FROM products") # Export only the latest crawl # cur.execute("SELECT products.* FROM products JOIN (SELECT MAX(crawl_time) FROM products) AS p ON products.crawl_time = p.max;") # Dedupe products on their primary_img URL cur.execute("SELECT DISTINCT ON (primary_img) * FROM products;") return cur.fetchall() def write_to_csv(data): file_name = "{}-amazon-crawl.csv".format(datetime.today().strftime("%Y-%m-%d")) file_path = os.path.join(settings.export_dir, file_name) with open(file_path, "w") as f: writer = csv.writer(f) for row in data: writer.writerow(row) return file_path if __name__ == '__main__': log("Beginning export") rows = dump_latest_scrape() log("Got {} rows from database".format(len(rows))) file_path = write_to_csv(rows) log("Wrote data to {}".format(file_path))
[ "pablo5_diaz@hotmail.com" ]
pablo5_diaz@hotmail.com
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/algs_searchproblem.py
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no_license
utmcontent/algs_poetry_whynotthisname
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refs/heads/master
2023-02-12T14:48:45.899863
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def x_2(a,b): atob=[] for i in a: if i not in b: for j in range(abs(a.count(i)-b.count(i))): atob.append(i) delete=[] for i in b: if i not in a: for j in range(abs(a.count(i)-b.count(i))): delete.append(i) return atob,delete class Ab(object): def __init__(self): pass
[ "d@d.com" ]
d@d.com
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/hello.py
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[]
no_license
RasulKg/intro2python
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refs/heads/master
2021-01-10T16:14:55.034882
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print "Enter your name", name=raw_input() print "hello", name
[ "mashanlo_r@12-04.iuca.loc" ]
mashanlo_r@12-04.iuca.loc
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/indices/eth.py
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psdh/WhatsintheVector
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refs/heads/master
2021-01-25T10:34:22.651619
2015-09-23T11:54:06
2015-09-23T11:54:06
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ii = [('FerrSDO3.py', 2), ('CookGHP.py', 1), ('PettTHE.py', 2), ('AubePRP.py', 2), ('FitzRNS3.py', 3), ('ClarGE2.py', 1), ('KiddJAE.py', 2), ('BailJD1.py', 2), ('CrokTPS.py', 1), ('WestJIT2.py', 1), ('MedwTAI.py', 1), ('WadeJEB.py', 1), ('FerrSDO2.py', 3), ('KirbWPW2.py', 1), ('WheeJPT.py', 1), ('MereHHB3.py', 4), ('MereHHB.py', 3), ('WilkJMC.py', 1), ('FitzRNS4.py', 1), ('CoolWHM3.py', 1), ('ThomGLG.py', 1), ('MereHHB2.py', 2), ('BrewDTO.py', 3), ('KeigTSS.py', 1)]
[ "prabhjyotsingh95@gmail.com" ]
prabhjyotsingh95@gmail.com
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no_license
LBJ-Wade/LightDM_in_superconductor
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2023-08-04T16:22:33.190430
2021-09-13T00:00:42
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"""This module defines coherence factors for use in computing the initial angular distribution of excitations produced by a hard scatter.""" import tensorflow as tf class ResponseFunction(object): """Base class for response functions.""" def __call__(self, r1, r2, q, omega): """Evaluate the response function. Args: r1 (float): magnitude of momentum of QP 1. r2 (float): magnitude of momentum of QP 2. q (float): magnitude of total momentum transfer. omega (float): energy deposit. Returns: float: value of the response function. """ raise NotImplementedError class HybridResponseFunction(ResponseFunction): """Approximate (BCS + Lindhard) response function. This response function approximates the numerator of the loss function, :math:`\mathrm{Im}(\epsilon_{\mathrm{BCS}})`, in terms of the BCS coherence factor, yielding a response function of the form :math:`F_{\mathrm{BCS}} / |\epsilon_{\mathrm{L}}|^2.` Args: material (:obj:`Material`): material object. coherence_sign (int): sign in the coherence factor (1 or -1). """ def __init__(self, material, coherence_sign): self.material = material self.coherence_sign = coherence_sign def __call__(self, r1, r2, q, omega): return tf.abs( self.material.coherence_uvvu( self.coherence_sign, r1, r2 ) ) / tf.abs(self.material.epsilon_lindhard(q, omega))**2
[ "benvlehmann@gmail.com" ]
benvlehmann@gmail.com
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/labb7/labb7a.py
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[]
no_license
GlockenGold/TDDE23
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refs/heads/master
2022-04-13T01:53:56.518465
2020-03-26T21:10:59
2020-03-26T21:10:59
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def search(pattern, db): """ Returns all entries matching pattern in db """ books = [] for i in range(len(db)): temp = match(db[i], pattern) if temp: books.append(db[i]) return books def match(seq, pattern): """ Returns whether given sequence matches the given pattern """ if not pattern: return not seq elif isinstance(pattern[0], list): if not seq: return False if isinstance(seq[0], list): return match(seq[0], pattern[0]) and match(seq[1:], pattern[1:]) elif pattern[0] == '--': if not seq: if len(pattern) == 1: return True return False elif match(seq, pattern[1:]): return True else: return match(seq[1:], pattern) elif not seq: return False elif pattern[0] == '&': return match(seq[1:], pattern[1:]) elif seq[0] == pattern[0]: return match(seq[1:], pattern[1:]) else: return False db = [[['författare', ['john', 'zelle']], ['titel', ['python', 'programming', 'an', 'introduction', 'to', 'computer', 'science']], ['år', 2010]], [['författare', ['armen', 'asratian']], ['titel', ['diskret', 'matematik']], ['år', 2012]], [['författare', ['j', 'glenn', 'brookshear']], ['titel', ['computer', 'science', 'an', 'overview']], ['år', 2011]], [['författare', ['john', 'zelle']], ['titel', ['data', 'structures', 'and', 'algorithms', 'using', 'python', 'and', 'c++']], ['år', 2009]], [['författare', ['anders', 'haraldsson']], ['titel', ['programmering', 'i', 'lisp']], ['år', 1993]]]
[ "glockengold19@live.se" ]
glockengold19@live.se
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no_license
doubleZ0108/my-python-study
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refs/heads/master
2021-07-03T02:08:35.159660
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# 数据结构 ## 集合 set1 = {1,2,1,1,2,3} # 去重 len(set1) # [Output]: 3 set2 = set(range(1,11)) ### 添加元素 set1.add(4) set1.add(3) set2.update([11,12]) ### 删除元素 set2.discard(5) set2.discard(100) # set2.remove(888) # remove的元素如果不存在会引发KeyError set1.pop() # 删除第一个元素 -> 1 ## 集合运算 # 交 set1 & set2 set1.intersection(set2) # 并 set1 | set2 set1.union(set2) # 差 set1 - set2 set1.difference(set2) # 对称差 set1 ^ set2 set2.symmetric_difference(set2) # 子集 set1 < set2 set1.issubset(set2) # 真子集 set1 <= set2 set1.issuperset(set2) print(set1) print(set2)
[ "noreply@github.com" ]
doubleZ0108.noreply@github.com
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/ex8.py
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jskescola/exercicios_python_1-10
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#8. Desenvolva um programa que receba duas notas de um aluno e calcule sua média. nota1 = float(input('Digite a primeira nota do aluno:')) nota2 = float(input('Digite a segunda nota do aluno:')) print('A média do aluno foi de: {:.1f}'.format((nota1+nota2)/2))
[ "noreply@github.com" ]
jskescola.noreply@github.com
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/models.py
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michaelzhou0723/proxprop
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refs/heads/master
2020-05-27T18:03:40.813381
2019-03-17T18:58:52
2019-03-17T18:58:52
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from functools import reduce from operator import mul import numpy as np import torch import torch.nn as nn import torch.nn.init as init import torch.utils.data as data import torch.nn.functional as F from torch.autograd import Variable from ProxProp import ProxPropLinear, ProxPropConv2d class ProxPropConvNet(nn.Module): def __init__(self, input_size, num_classes, tau_prox, optimization_mode='prox_cg1'): super(ProxPropConvNet, self).__init__() img_dim = input_size[0] self.layers = nn.Sequential( ProxPropConv2d(img_dim, 16, kernel_size=5, tau_prox=tau_prox, padding=2, optimization_mode=optimization_mode), nn.ReLU(), nn.MaxPool2d(kernel_size=2, stride=2), ProxPropConv2d(16, 20, kernel_size=5, tau_prox=tau_prox, padding=2, optimization_mode=optimization_mode), nn.ReLU(), nn.MaxPool2d(kernel_size=2, stride=2), ProxPropConv2d(20, 20, kernel_size=5, tau_prox=tau_prox, padding=2, optimization_mode=optimization_mode), nn.ReLU() ) self.final_fc = nn.Linear(input_size[1]*input_size[2]//16 * 20 , 10) def forward(self, x): x = self.layers(x) return self.final_fc(x.view(x.size(0), -1)) class ProxPropMLP(nn.Module): def __init__(self, input_size, hidden_sizes, num_classes, tau_prox=1., optimization_mode='prox_cg1'): super(ProxPropMLP, self).__init__() input_size_flat = reduce(mul, input_size, 1) self.layers = [] self.layers.append(ProxPropLinear(input_size_flat, hidden_sizes[0], tau_prox=tau_prox, optimization_mode=optimization_mode)) for k, _ in enumerate(hidden_sizes[:-1]): self.layers.append(ProxPropLinear(hidden_sizes[k], hidden_sizes[k+1], tau_prox=tau_prox, optimization_mode=optimization_mode)) self.layers = nn.ModuleList(self.layers) self.final_fc = nn.Linear(hidden_sizes[-1], num_classes) self.relu = nn.ReLU() def forward(self, x): x = x.view(x.size(0), -1) for layer in self.layers: x = layer(x) x = self.relu(x) x = self.final_fc(x) return x
[ "thomas.frerix@tum.de" ]
thomas.frerix@tum.de
1c10c895290852f2ecfd26e2b92da019494cea1c
18fd4062e7bdc626df99229eba78affa9b94859b
/flaskk/signals.py
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[]
no_license
root-sudip/Search-Engine
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e24db9e14e3330b59f140269cbd687ab338e95d6
refs/heads/master
2021-01-20T05:52:41.168438
2017-05-11T11:29:38
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# -*- coding: utf-8 -*- """ flask.signals ~~~~~~~~~~~~~ Implements signals based on blinker if available, otherwise falls silently back to a noop. :copyright: (c) 2015 by Sudip Das. """ signals_available = False try: from blinker import Namespace signals_available = True except ImportError: class Namespace(object): def signal(self, name, doc=None): return _FakeSignal(name, doc) class _FakeSignal(object): """If blinker is unavailable, create a fake class with the same interface that allows sending of signals but will fail with an error on anything else. Instead of doing anything on send, it will just ignore the arguments and do nothing instead. """ def __init__(self, name, doc=None): self.name = name self.__doc__ = doc def _fail(self, *args, **kwargs): raise RuntimeError('signalling support is unavailable ' 'because the blinker library is ' 'not installed.') send = lambda *a, **kw: None connect = disconnect = has_receivers_for = receivers_for = \ temporarily_connected_to = connected_to = _fail del _fail # The namespace for code signals. If you are not flask code, do # not put signals in here. Create your own namespace instead. _signals = Namespace() # Core signals. For usage examples grep the source code or consult # the API documentation in docs/api.rst as well as docs/signals.rst template_rendered = _signals.signal('template-rendered') before_render_template = _signals.signal('before-render-template') request_started = _signals.signal('request-started') request_finished = _signals.signal('request-finished') request_tearing_down = _signals.signal('request-tearing-down') got_request_exception = _signals.signal('got-request-exception') appcontext_tearing_down = _signals.signal('appcontext-tearing-down') appcontext_pushed = _signals.signal('appcontext-pushed') appcontext_popped = _signals.signal('appcontext-popped') message_flashed = _signals.signal('message-flashed')
[ "touch.das@gmail.com" ]
touch.das@gmail.com
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/benchmark/__init__.py
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[ "MIT" ]
permissive
OldhamMade/exemelopy
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refs/heads/master
2020-03-25T13:08:34.010844
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null
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py
from basic import BasicBenchmark def main(): print 'Running benchmarks, please wait...' BasicBenchmark().run() if __name__ == '__main__': main()
[ "phillip.oldham@gmail.com" ]
phillip.oldham@gmail.com
7ee1eb09f3b377ee80873031e80cd55c2156a3e4
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/src/lib/item_utils.py
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[]
no_license
bmdeveloppement/back_boe
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refs/heads/master
2021-01-10T21:06:40.869072
2014-04-20T22:18:57
2014-04-20T22:18:57
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# -*- coding: utf-8 -*- def copy_items(from_obj, to_obj, items): for item in items: setattr(to_obj, item, from_obj[item])
[ "benoit.minard+1@gmail.com" ]
benoit.minard+1@gmail.com
f2da3199f091814377b762e379e23c9ca123ddca
e2dc65bbd279b137f40ed4991cb00cecc28ad5ac
/venv/Scripts/rstpep2html.py
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[]
no_license
zaka1/mj
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refs/heads/master
2021-01-11T10:19:09.487400
2016-11-05T09:01:11
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#!d:\mj\venv\scripts\python.exe # $Id: rstpep2html.py 4564 2006-05-21 20:44:42Z wiemann $ # Author: David Goodger <goodger@python.org> # Copyright: This module has been placed in the public domain. """ A minimal front end to the Docutils Publisher, producing HTML from PEP (Python Enhancement Proposal) documents. """ try: import locale locale.setlocale(locale.LC_ALL, '') except: pass from docutils.core import publish_cmdline, default_description description = ('Generates (X)HTML from reStructuredText-format PEP files. ' + default_description) publish_cmdline(reader_name='pep', writer_name='pep_html', description=description)
[ "q2821408@yahoo.com.tw" ]
q2821408@yahoo.com.tw
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/web_backend/backend_services/nvl_tracker_service/---nvltracker_server_specification.py
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[]
no_license
Sud-26/Arkally
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refs/heads/master
2023-07-07T02:14:28.012545
2021-08-06T10:29:42
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null
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#!/usr/bin/env python3 # -*- coding: utf-8 -*- __version__ = '0.1.0' # INSERT IN TO HW MODULE POSITION VIEW -> NOT USER ANY MORE # TODO: REMOVE UNNECESSARY CODE query_str_detect = """ INSERT INTO hw_module_position_view (traceable_object_id, hw_module_id, position, raw_nmea, meta_information, show_on_map, active, deleted, created_on, updated_on, record_time) SELECT hm.traceable_object_id, hm.id, ST_SetSRID(ST_MakePoint(%s,%s), 4326), %s, %s, hm.show_on_map, TRUE, FALSE, now(), now(), now() FROM public.hw_module AS hm WHERE hm.module_id = %s AND hm.active IS TRUE AND hm.deleted IS FALSE RETURNING *; """ # INSERT IN TO HW MODULE USER POSITION VIEW create_hw_module_user_position_element_query = """ INSERT INTO hw_module_user_position_view (user_id, traceable_object_id, hw_module_id, position, raw_nmea, meta_information, show_on_map, active, deleted, created_on, updated_on, record_time) SELECT hm.user_id, hm.traceable_object_id, hm.id, ST_SetSRID(ST_MakePoint(%s,%s), 4326), %s, %s, hm.show_on_map, TRUE, FALSE, now(), now(), now() FROM public.hw_module AS hm WHERE hm.module_id = %s AND hm.active IS TRUE AND hm.deleted IS FALSE RETURNING *; """ # TODO: REMOVE UNUSED CODE query_intersect = """ SELECT clc, command_value, proto_field, action_id FROM( SELECT ST_Intersects(un.pos, un.area_dta) AS clc, un.command_value, un.proto_field, un.action_id FROM ( SELECT hac.geom AS area_dta, hac.command_value, pos.pos, hac.proto_field, hac.action_id FROM public.user_hw_action_collection AS hac CROSS JOIN ( SELECT hmp.position AS pos, hw_module_id FROM public.hw_module_user_position AS hmp WHERE hmp.id = %s) AS pos WHERE hac.action_id not in (2, 8) AND pos.hw_module_id = ANY(hac.hw_list) ) AS un ) as dta WHERE dta.clc is TRUE; """ # TODO: REMOVE UNUSED QUERY # query_find_command_for_device = """ # SELECT uhc.id AS id, # uhc.proto_field AS proto_field, # uhc.field_type as field_type, # uhc.value as field_value, # uhc.ack_message as ack_message # FROM public.user_hw_command AS uhc # WHERE uhc.state = 'pending' # AND uhc.hw_module_id in ( # SELECT id # from public.hw_module AS hm # WHERE hm.active IS TRUE # AND hm.deleted is FALSE # AND hm.module_id = %s # # LIMIT 1 # ) # order by created_on asc # LIMIT 1; # """ query_find_command_for_device = """ SELECT uhc.id AS id, uhc.proto_field AS proto_field, uhc.field_type as field_type, uhc.value as field_value, uhc.ack_message as ack_message, uhc.date_from, uhc.date_to FROM public.user_hw_command AS uhc WHERE uhc.state = 'pending' AND uhc.date_to >= now() - '3 seconds'::interval and date_to <= now() + '3 seconds'::interval --AND uhc.date_to >= now() AND uhc.date_from <= now() AND uhc.hw_module_id in ( SELECT id from public.hw_module AS hm WHERE hm.active IS TRUE AND hm.deleted is FALSE AND hm.module_id = %s LIMIT 1 ) order by date_to asc LIMIT 1; """ query_change_command_state_for_device = """ UPDATE public.user_hw_command AS uhc SET state = 'executed', updated_on = now() WHERE id = %s AND hw_module_id in ( SELECT id from public.hw_module AS hm WHERE hm.active IS TRUE AND hm.deleted is FALSE AND hm.module_id = %s LIMIT 1 ) RETURNING * """ check_collision_avoidance_system_query = """ SELECT tob.collision_avoidance_system AS collision_avoidance_system, hm.traceable_object_id AS traceable_object_id, hm.id AS hw_module_id, hm.module_id AS hw_module_module_id FROM public.traceable_object AS tob LEFT OUTER JOIN public.hw_module AS hm ON tob.id = hm.traceable_object_id WHERE hm.module_id = %s """ # INSERT OD UPDATE CAS TABLE TODO: REMOVE # upsert_collision_avoidance_system_last_point_query = """ # INSERT INTO hw_cas ( # hw_module_id, position, record_time, active, deleted, created_on, updated_on) VALUES ( # %s, ST_SetSRID(ST_MakePoint(%s,%s), 4326), %s, True, False, now(), now()) # ON CONFLICT(hw_module_id) DO UPDATE SET position= ST_SetSRID(ST_MakePoint(%s,%s), 4326), # record_time = %s, updated_on = now(); # """ # INSERT OD UPDATE CAS TABLE upsert_collision_avoidance_system_last_point_query = """ INSERT INTO hw_cas ( hw_module_id, position, record_time, active, deleted, created_on, updated_on) (SELECT hm.id , ST_SetSRID(ST_MakePoint(%s,%s), 4326), %s, True, False, now(), now() FROM public.hw_module as hm WHERE hm.module_id = %s) ON CONFLICT(hw_module_id) DO UPDATE SET position= ST_SetSRID(ST_MakePoint(%s,%s), 4326), record_time = %s, updated_on = now() RETURNING *; """ # TODO: CURRENTLY UNUSED REMOVE IN PRODUCTION get_low_speed_on_poly_intersect_query = """ SELECT min(fin.command_value) FROM ( SELECT ST_Intersects(un.pos, un.area_dta), un.command_value FROM ( SELECT hac.geom AS area_dta, hac.command_value, pos FROM public.user_hw_action_collection AS hac CROSS JOIN ( SELECT hmp.position AS pos FROM public.hw_module_user_position AS hmp LEFT OUTER JOIN hw_module AS hm ON hm.id = hmp.hw_module_id WHERE hm.module_id = %s ORDER BY record_time DESC LIMIT 1 ) AS pos ) AS un ) as fin WHERE fin.st_intersects IS TRUE; """ # GET CALCULATED THROTTLE VALUE get_throttle_value_for_hw_module_module_id_query = """ SELECT * FROM get_throttle_value(%s, %s, %s, %s); """ create_hw_command_element_query = """ INSERT INTO public.user_hw_command (user_id, hw_action_id, hw_module_id, proto_field, field_type, value, active, deleted, created_on, updated_on, ack_message, state, date_from, date_to, traceable_object_id) SELECT hm.user_id, 8, hm.id, 'throttle', 'bool', %s, TRUE, FALSE, now(), now(), True, 'pending', now(), now(), hm.traceable_object_id FROM public.hw_module AS hm WHERE hm.module_id = %s AND hm.active IS TRUE AND hm.deleted IS FALSE RETURNING *; """ create_hw_command_element_on_intersect_query = """ INSERT INTO public.user_hw_command (user_id, hw_action_id, hw_module_id, proto_field, field_type, value, active, deleted, created_on, updated_on, ack_message, state, date_from, date_to, traceable_object_id) SELECT hm.user_id, %s, hm.id, %s, 'bool', %s, TRUE, FALSE, now(), now(), True, 'pending', now(), now(), hm.traceable_object_id FROM public.hw_module AS hm WHERE hm.module_id = %s AND hm.active IS TRUE AND hm.deleted IS FALSE RETURNING *; """ last_device_lock_state_query = """ SELECT uhc.value FROM public.user_hw_command AS uhc LEFT OUTER JOIN public.hw_module AS hm ON uhc.hw_module_id = hm.id WHERE uhc.state = 'executed' AND uhc.hw_action_id = 5 AND hm.module_id = %s ORDER BY uhc.updated_on DESC LIMIT 1; """
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from django.db import models # Create your models here. class Course(models.Model): title = models.CharField(max_length=64, null=False, blank=False) def __str__(self): return self.title class Assignment(models.Model): course = models.ForeignKey(to=Course, null=False, on_delete=models.CASCADE) title = models.CharField(max_length=64, null=False, blank=False) due_date = models.DateField() complete = models.BooleanField(default=False) def __str__(self): return self.title
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""" WSGI config for trabalho project. It exposes the WSGI callable as a module-level variable named ``application``. For more information on this file, see https://docs.djangoproject.com/en/1.11/howto/deployment/wsgi/ """ import os from django.core.wsgi import get_wsgi_application os.environ.setdefault("DJANGO_SETTINGS_MODULE", "trabalho.settings") application = get_wsgi_application()
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import numpy as np def confusion_matrix(actual, predictions): """ Given predictions (an N-length numpy vector) and actual labels (an N-length numpy vector), compute the confusion matrix. The confusion matrix for a binary classifier would be a 2x2 matrix as follows: [ [true_negatives, false_positives], [false_negatives, true_positives] ] YOU DO NOT NEED TO IMPLEMENT CONFUSION MATRICES THAT ARE FOR MORE THAN TWO CLASSES (binary). Compute and return the confusion matrix. Args: actual (np.array): predicted labels of length N predictions (np.array): predicted labels of length N Output: confusion_matrix (np.array): 2x2 confusion matrix between predicted and actual labels """ if predictions.shape[0] != actual.shape[0]: raise ValueError("predictions and actual must be the same length!") true = predictions[actual[:] == predictions[:]] false = predictions[actual[:] != predictions[:]] confusion = np.array([len(true[true[:] == 0]),len(false[false[:] == 1]), len(false[false[:] == 0]), len(true[true[:] == 1])]) return confusion.reshape(2,2) def accuracy(actual, predictions): """ Given predictions (an N-length numpy vector) and actual labels (an N-length numpy vector), compute the accuracy: Hint: implement and use the confusion_matrix function! Args: actual (np.array): predicted labels of length N predictions (np.array): predicted labels of length N Output: accuracy (float): accuracy """ if predictions.shape[0] != actual.shape[0]: raise ValueError("predictions and actual must be the same length!") assert len(predictions) > 0, "prediction vector cannot be of length zero" return len(predictions[actual[:] == predictions[:]])/len(predictions) def precision_and_recall(actual, predictions): """ Given predictions (an N-length numpy vector) and actual labels (an N-length numpy vector), compute the precision and recall: https://en.wikipedia.org/wiki/Precision_and_recall Hint: implement and use the confusion_matrix function! Args: actual (np.array): predicted labels of length N predictions (np.array): predicted labels of length N Output: precision (float): precision recall (float): recall """ if predictions.shape[0] != actual.shape[0]: raise ValueError("predictions and actual must be the same length!") confusion = confusion_matrix(actual, predictions) #[true_negatives, false_positives], #[false_negatives, true_positives] tp = confusion[1,1] tp = 0 if np.isnan(tp) else tp fp = confusion[0,1] fp = 0 if np.isnan(fp) else fp fn = confusion[1,0] fn = 0 if np.isnan(fn) else fn if (tp+fp)>0: precision = tp/(tp+fp) else: precision = 0 if (tp+fn)>0: recall = tp/(tp+fn) else: recall = 0 return precision, recall def f1_measure(actual, predictions): """ Given predictions (an N-length numpy vector) and actual labels (an N-length numpy vector), compute the F1-measure: https://en.wikipedia.org/wiki/Precision_and_recall#F-measure Hint: implement and use the precision_and_recall function! Args: actual (np.array): predicted labels of length N predictions (np.array): predicted labels of length N Output: f1_measure (float): F1 measure of dataset (harmonic mean of precision and recall) """ if predictions.shape[0] != actual.shape[0]: raise ValueError("predictions and actual must be the same length!") precision, recall = precision_and_recall(actual, predictions) if (precision+recall) > 0: return 2*precision*recall/(precision+recall) else: return 0
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import os import sys import h5py import numpy as np from os import path import tts import json import argparse as ap import torch as th import torch.utils.data as data import torch.optim as optim import pdb import shutil import utils as ut ''' SaveDirectory = os.getcwd() print(SaveDirectory) #h = ut.read_hdf5( "../tr_slt/arctic_a0001.h5", "/world") #print(h) #print(h.shape) f1 = h5py.File( "../tr_slt/arctic_a0001.h5", "r") f2 = h5py.File( "../tr_slt/stats.h5", "r") for key in f1.keys(): print(f1[key].name) print(f1[key].shape) #print(f[key].value) for key in f2.keys(): print(f2[key].name) #print(f2[key].shape) #print(f2[key].value) print(f2) group2 = f2.get('world/scale') print(group2) uv_fn = File.join(gen_dir_path, "#{base}.uv") f0_mlpg_fn = File.join(gen_dir_path, "#{base}.lf0.mlpg") mgc_mlpg_fn = File.join(gen_dir_path, "#{base}.mgc.mlpg") ''' ''' with open(path.join("configs","IOConfigs.json")) as io_configs_file: io_configs = json.load(io_configs_file) a_order = io_configs["a_order"] b_order = io_configs["b_order"] c_order = io_configs["c_order"] d_order = io_configs["d_order"] d_class = io_configs["d_class"] SaveDirectory = os.getcwd() print("curren directory : " , SaveDirectory) source_dir_path = path.join("gen","source","from_a") gen_dir_path = path.join("gen","source","hdf5") print("source_dir_path :",source_dir_path) print("gen_dir_path :",gen_dir_path) if not path.isdir(source_dir_path): os.mkdir(source_dir_path) if not path.isdir(gen_dir_path): os.mkdir(gen_dir_path) lf0_mlpg = [] mgc_mlpg = [] uv = [] for root, dirs, files in os.walk(source_dir_path, topdown=False): for name in files: path = os.path.join(root, name) if name.endswith(".lf0.mlpg"): lf0_mlpg.append(path) if name.endswith(".mgc.mlpg"): mgc_mlpg.append(path) if name.endswith(".uv"): uv.append(path) a = tts.load_bin( lf0_mlpg[0], 'float32').view(-1,a_order) print(a.shape) ''' parser = ap.ArgumentParser() parser.add_argument("--source", action="store_true") parser.add_argument("--target", action="store_true") args = parser.parse_args() with open(path.join("configs","Configs.json")) as configs_file: configs = json.load(configs_file) with open(path.join("configs","IOConfigs.json")) as io_configs_file: io_configs = json.load(io_configs_file) a_order = io_configs["a_order"] b_order = io_configs["b_order"] c_order = io_configs["c_order"] d_order = io_configs["d_order"] mgc_order = configs["mgc_order"] lf0_order = configs["lf0_order"] hidden_size = configs["hidden_size"] use_cuda = configs["use_cuda"] sampling_rate = configs["sampling_rate"] frame_shift = configs["frame_shift"] number_of_states = configs["number_of_states"] model_dir_path = path.join("model") state_in_phone_min = configs["state_in_phone_min"] state_in_phone_max = configs["state_in_phone_max"] frame_in_state_min = configs["frame_in_state_min"] frame_in_state_max = configs["frame_in_state_max"] frame_in_phone_min = configs["frame_in_phone_min"] frame_in_phone_max = configs["frame_in_phone_max"] if args.source: a_dir_path = path.join("data","source","set","a") b_dir_path = path.join("data","source","set","b") stat_dir_path = path.join("data","source", "stat") gen_dir_path = path.join("gen", "hdf5_DNN") trn_hdf5_path = path.join(gen_dir_path,"tr_slt") ev_hdf5_path = path.join(gen_dir_path,"ev_slt") hdf5_path = path.join(gen_dir_path,"hdf5") var_path = path.join(stat_dir_path, "c_trn_var.pt") dur_state_dict_path = path.join(model_dir_path, "dur.state_dict") am_state_dict_path = path.join(model_dir_path, "am.state_dict") device = th.device("cuda" if use_cuda else "cpu") variance = th.load(var_path) dur_model = tts.DurationModel( b_order, hidden_size).to(device) am_model = tts.AcousticModel( a_order, hidden_size, c_order, variance=variance).to(device) dur_state_dict = th.load(dur_state_dict_path ) am_state_dict = th.load( am_state_dict_path ) dur_model.load_state_dict(dur_state_dict) am_model.load_state_dict(am_state_dict) if os.path.isdir(trn_hdf5_path) != True: os.makedirs(trn_hdf5_path) if os.path.isdir(ev_hdf5_path) != True: os.makedirs(ev_hdf5_path) if os.path.isdir(hdf5_path) != True: os.makedirs(hdf5_path) hdf5_filename_list = [] with th.no_grad(): var_lf0_mgc = variance[0:c_order-1].view(1,3, (lf0_order+mgc_order)) for filename in sorted(os.listdir(a_dir_path)): if filename.endswith(".bin"): base = path.splitext(filename)[0] b_path = path.join(b_dir_path, "{}.bin".format(base)) b = ut.load_binfile(b_path) b = np.asarray(b,dtype=np.float32) b = np.reshape(b , (-1,b_order)) b = th.from_numpy(b) b = b.to(device) #d = dur_model(b).argmax(1, keepdim=False).view(-1, number_of_states) d = dur_model(b).round().int().view(-1, number_of_states) #print("d:",d.shape) #import pdb; pdb.set_trace() # 去掉 語速資訊 #b = b[:,0: b_order-1].view(-1, number_of_states, b_order-1) b = b[:,0: b_order].view(-1, number_of_states, b_order) a = [] for (phone_index, phone) in enumerate(d): # shape = (number_of_states, b_order-1) ans_of_cur_phone = b[phone_index] total_frames_in_phone = phone.sum().item() cur_frame_in_phone = 0 for (state_index, state) in enumerate(phone): #(b_order-1) ans_of_cur_state = ans_of_cur_phone[state_index] total_frames_in_state = state.item() for frame_index in range(0,total_frames_in_state): ans_of_cur_frame = ans_of_cur_state.clone() frame_in_state_fwd_n = (frame_index) / (frame_in_state_max-frame_in_state_min) frame_in_state_bwd_n = (total_frames_in_state - frame_index - frame_in_state_min) / (frame_in_phone_max-frame_in_phone_min) frame_in_phone_fwd_n = (cur_frame_in_phone) / (frame_in_phone_max - frame_in_phone_min) frame_in_phone_bwd_n = (total_frames_in_phone - cur_frame_in_phone - frame_in_phone_min ) / (frame_in_phone_max-frame_in_phone_min) frame_info = ans_of_cur_frame.new([frame_in_state_fwd_n, frame_in_state_bwd_n, frame_in_phone_fwd_n, frame_in_phone_bwd_n]) a.append( th.cat( (ans_of_cur_state, frame_info) ) ) cur_frame_in_phone += 1 a = th.stack(a) c_ = am_model(a) feat = c_.cpu() print("feat : ",feat.shape) #import pdb; pdb.set_trace() hdf5_filename = path.join(hdf5_path,base) + ".h5" # print(hdf5_filename) hdf5_filename_list.append(hdf5_filename) if os.path.isdir(gen_dir_path) != True: os.makedirs(gen_dir_path) print(hdf5_filename) with h5py.File(hdf5_filename , 'w') as hdf : #hdf['world'] = feat G4 = hdf.create_dataset('world' , data = feat) print("write {}.h5 finished".format(base)) ''' with h5py.File(hdf5_filename , 'r') as hdf : base_items= list(hdf.items()) print("items in the base directory: ", base_items) lf0 = hdf.get('lf0') G2_items = list(lf0.items()) print('Items in mean: ', G2_items) dataset3 = np.array(lf0.get('mean')) dataset4 = np.array(lf0.get('variance')) print(dataset3.shape) print(dataset4.shape) ''' if os.path.isdir(trn_hdf5_path) != True: os.makedirs(trn_hdf5_path) if os.path.isdir(ev_hdf5_path) != True: os.makedirs(ev_hdf5_path) dataset_num = 1132 ## 1132 trn_num = 1028 # 1028 ev_num = dataset_num - trn_num hdf5_filename_list.sort() #print(hdf5_filename_list) print("dataset_num :",dataset_num) print("trn_num :",trn_num) print("ev_num :",ev_num) for i in range(0,dataset_num): shutil.copy(hdf5_filename_list[i] , trn_hdf5_path) for i in range(trn_num,dataset_num): shutil.copy(hdf5_filename_list[i] , ev_hdf5_path)
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# Copyright 1999-2021 Alibaba Group Holding Ltd. # # 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 concurrent.futures import os import subprocess import psutil import pytest from mars.config import option_context from mars.core.mode import is_kernel_mode, is_build_mode from mars.lib.aio.lru import clear_all_alru_caches from mars.oscar.backends.router import Router from mars.oscar.backends.ray.communication import RayServer from mars.serialization.ray import register_ray_serializers, unregister_ray_serializers from mars.utils import lazy_import ray = lazy_import("ray") MARS_CI_BACKEND = os.environ.get("MARS_CI_BACKEND", "mars") @pytest.fixture(autouse=True) def auto_cleanup(request): request.addfinalizer(clear_all_alru_caches) @pytest.fixture(scope="module", autouse=True) def check_router_cleaned(request): def route_checker(): if Router.get_instance() is not None: assert len(Router.get_instance()._mapping) == 0 assert len(Router.get_instance()._local_mapping) == 0 request.addfinalizer(route_checker) @pytest.fixture(scope="module") def ray_start_regular_shared(request): # pragma: no cover yield from _ray_start_regular(request) @pytest.fixture(scope="module") def ray_start_regular_shared2(request): # pragma: no cover os.environ["RAY_kill_idle_workers_interval_ms"] = "0" param = getattr(request, "param", {}) num_cpus = param.get("num_cpus", 64) total_memory_mb = num_cpus * 2 * 1024**2 try: try: job_config = ray.job_config.JobConfig(total_memory_mb=total_memory_mb) except TypeError: job_config = None yield ray.init(num_cpus=num_cpus, job_config=job_config) finally: ray.shutdown() Router.set_instance(None) os.environ.pop("RAY_kill_idle_workers_interval_ms", None) @pytest.fixture def ray_start_regular(request): # pragma: no cover yield from _ray_start_regular(request) def _ray_start_regular(request): # pragma: no cover param = getattr(request, "param", {}) if not param.get("enable", True): yield else: num_cpus = param.get("num_cpus", 64) total_memory_mb = num_cpus * 2 * 1024**2 try: register_ray_serializers() try: job_config = ray.job_config.JobConfig(total_memory_mb=total_memory_mb) except TypeError: job_config = None yield ray.init(num_cpus=num_cpus, job_config=job_config) finally: ray.shutdown() unregister_ray_serializers() Router.set_instance(None) RayServer.clear() if "COV_CORE_SOURCE" in os.environ: # Remove this when https://github.com/ray-project/ray/issues/16802 got fixed subprocess.check_call(["ray", "stop", "--force"]) @pytest.fixture(scope="module") def ray_large_cluster_shared(request): # pragma: no cover yield from _ray_large_cluster(request) @pytest.fixture def ray_large_cluster(request): # pragma: no cover yield from _ray_large_cluster(request) def _ray_large_cluster(request): # pragma: no cover param = getattr(request, "param", {}) num_nodes = param.get("num_nodes", 3) num_cpus = param.get("num_cpus", 16) from ray.cluster_utils import Cluster cluster = Cluster() remote_nodes = [] for i in range(num_nodes): remote_nodes.append( cluster.add_node(num_cpus=num_cpus, memory=num_cpus * 2 * 1024**3) ) if len(remote_nodes) == 1: try: job_config = ray.job_config.JobConfig( total_memory_mb=num_nodes * 32 * 1024**3 ) except TypeError: job_config = None ray.init(address=cluster.address, job_config=job_config) use_ray_serialization = param.get("use_ray_serialization", True) if use_ray_serialization: register_ray_serializers() try: yield cluster finally: if use_ray_serialization: unregister_ray_serializers() Router.set_instance(None) RayServer.clear() ray.shutdown() cluster.shutdown() if "COV_CORE_SOURCE" in os.environ: # Remove this when https://github.com/ray-project/ray/issues/16802 got fixed subprocess.check_call(["ray", "stop", "--force"]) @pytest.fixture def stop_ray(request): # pragma: no cover yield if ray.is_initialized(): ray.shutdown() Router.set_instance(None) @pytest.fixture async def ray_create_mars_cluster(request, check_router_cleaned): from mars.deploy.oscar.ray import new_cluster, _load_config ray_config = _load_config() param = getattr(request, "param", {}) supervisor_mem = param.get("supervisor_mem", 1 * 1024**3) worker_num = param.get("worker_num", 2) worker_cpu = param.get("worker_cpu", 2) worker_mem = param.get("worker_mem", 256 * 1024**2) ray_config.update(param.get("config", {})) client = await new_cluster( supervisor_mem=supervisor_mem, worker_num=worker_num, worker_cpu=worker_cpu, worker_mem=worker_mem, config=ray_config, ) try: async with client: yield client finally: Router.set_instance(None) @pytest.fixture def stop_mars(): try: yield finally: import mars mars.stop_server() @pytest.fixture(scope="module") def _new_test_session(check_router_cleaned): from .deploy.oscar.tests.session import new_test_session sess = new_test_session( address="test://127.0.0.1", backend=MARS_CI_BACKEND, init_local=True, default=True, timeout=300, ) with option_context({"show_progress": False}): try: yield sess finally: sess.stop_server(isolation=False) Router.set_instance(None) @pytest.fixture(scope="module") def _new_integrated_test_session(check_router_cleaned): from .deploy.oscar.tests.session import new_test_session sess = new_test_session( address="127.0.0.1", backend=MARS_CI_BACKEND, init_local=True, n_worker=2, default=True, timeout=300, ) with option_context({"show_progress": False}): try: yield sess finally: try: sess.stop_server(isolation=False) except concurrent.futures.TimeoutError: Router.set_instance(None) subprocesses = psutil.Process().children(recursive=True) for proc in subprocesses: proc.terminate() for proc in subprocesses: try: proc.wait(1) except (psutil.TimeoutExpired, psutil.NoSuchProcess): pass try: proc.kill() except psutil.NoSuchProcess: pass @pytest.fixture(scope="module") def _new_gpu_test_session(check_router_cleaned): # pragma: no cover from .deploy.oscar.tests.session import new_test_session from .resource import cuda_count cuda_devices = list(range(min(cuda_count(), 2))) sess = new_test_session( address="127.0.0.1", backend=MARS_CI_BACKEND, init_local=True, n_worker=1, n_cpu=1, cuda_devices=cuda_devices, default=True, timeout=300, ) with option_context({"show_progress": False}): try: yield sess finally: sess.stop_server(isolation=False) Router.set_instance(None) @pytest.fixture def setup(_new_test_session): _new_test_session.as_default() yield _new_test_session assert not (is_build_mode() or is_kernel_mode()) @pytest.fixture def setup_cluster(_new_integrated_test_session): _new_integrated_test_session.as_default() yield _new_integrated_test_session @pytest.fixture def setup_gpu(_new_gpu_test_session): # pragma: no cover _new_gpu_test_session.as_default() yield _new_test_session
[ "noreply@github.com" ]
qinxuye.noreply@github.com
716729a67b142fe506fc9e95c95763d0e754a439
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/batch_norm_gradient_check.py
82e2032cc0dc26863aa73565fb856c085d4835a4
[]
no_license
maniizu/practice_DL
3d6101f53fcc55f05344472a1a2e5667267ce9e1
0b9170a3b266bf5f7bc2d587061f9d4063e3d6fb
refs/heads/master
2020-03-08T15:11:59.865870
2018-05-17T07:47:38
2018-05-17T07:47:38
128,205,399
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""" Name: batch_norm_gradient_check.py Usage: ターミナルで python3 batch_norm_gradient_check.py Description: Batch Normalization の更新がうまくいくか調べる. """ import numpy as np from train_NN import get_mnist_data from multi_layer_net_extend import MultiLayerNetExtend #データの読み込み [x_train, t_train, x_test, t_test] = get_mnist_data() network = MultiLayerNetExtend(input_size=784, hidden_size_list=[100, 100], \ output_size=10, use_batchnorm=True) x_batch = x_train[:1] t_batch = t_train[:1] grad_backprop = network.gradient(x_batch, t_batch) grad_numerical = network.numerical_gradient(x_batch, t_batch) for key in grad_numerical.keys(): diff = np.average( np.abs(grad_backprop[key] - grad_numerical[key]) ) print(key + ":" + str(diff))
[ "hondakazunori@kc19.local" ]
hondakazunori@kc19.local
ef8232552a837998f23b8c3784733729c73d6cef
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/Exercicios Curso em Video/ex042.py
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[]
no_license
renatomarquesteles/estudos-python
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refs/heads/master
2020-07-08T10:59:51.054709
2019-10-08T21:52:33
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s1 = int(input('Primeiro segmento: ')) s2 = int(input('Segundo segmento: ')) s3 = int(input('Terceiro segmento: ')) if s1 < s2 + s3 and s2 < s1 + s3 and s3 < s1 + s2: print('Os segmentos acima PODEM FORMAR um triângulo ', end='') if s1 == s2 == s3: print('EQUILÁTERO') elif s1 == s2 or s2 == s3 or s1 == s3: print('ISÓSCELES') else: print('ESCALENO') else: print('Os segmentos acima NÃO PODEM formar um triângulo')
[ "renatomarquesteles@gmail.com" ]
renatomarquesteles@gmail.com
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/build/lesson_move_group/catkin_generated/pkg.installspace.context.pc.py
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[]
no_license
MarcoMura85/VisualHatpic
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a4033a298b5af556cf53f322703832b9b71d17ed
refs/heads/master
2016-08-12T17:32:02.061211
2015-10-19T12:34:33
2015-10-19T12:34:33
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# generated from catkin/cmake/template/pkg.context.pc.in CATKIN_PACKAGE_PREFIX = "" PROJECT_PKG_CONFIG_INCLUDE_DIRS = "/home/yasmeen/MarcoStuff/catkin_ws/install/include".split(';') if "/home/yasmeen/MarcoStuff/catkin_ws/install/include" != "" else [] PROJECT_CATKIN_DEPENDS = "moveit_ros_planning_interface;moveit_core;roscpp".replace(';', ' ') PKG_CONFIG_LIBRARIES_WITH_PREFIX = "".split(';') if "" != "" else [] PROJECT_NAME = "move_group_test" PROJECT_SPACE_DIR = "/home/yasmeen/MarcoStuff/catkin_ws/install" PROJECT_VERSION = "0.0.0"
[ "m.mura@sssup.it" ]
m.mura@sssup.it
5269c25274b9f10bea869197ee9a4e6ac7b3ba56
f272f2c40ae4668b9ea3483cc1b8593bb3c9a369
/fit1.py
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[]
no_license
rlin264/Misc
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refs/heads/master
2020-04-01T08:26:42.653471
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2018-10-15T00:14:34
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import numpy as np import matplotlib.pyplot as plt from scipy.optimize import curve_fit def func(x, a, b, c): return a * x ** 2 + b * x + c * x x = np.array([1.45631068, 1.496010638, 1.537410318, 1.612036539, 1.624548736]) y = np.array([0.539, 0.588, 0.637, 0.686, 0.735]) popt_cons, _ = curve_fit(func, x, y, bounds=([-np.inf, 0, 0], [np.inf, 0.000000000000001, 0.000000000000001])) print(popt_cons) residuals = y - func(x, popt_cons[0], popt_cons[1], popt_cons[2]) ss_res = np.sum(residuals**2) ss_tot = np.sum((y-np.mean(y))**2) r_squared = 1 - (ss_res/ss_tot) print(r_squared) xnew = np.linspace(0,10) plt.plot(x, y, 'bo') plt.plot(xnew, func(xnew, *popt_cons), 'r-') plt.axis([0, 2, 0, 2]) plt.show()
[ "noreply@github.com" ]
rlin264.noreply@github.com
70623543690c376fabdc663860b226b007c66fc1
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/group3_ml_project/movies/migrations/0002_ml100kmovies.py
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[]
no_license
bdowd91/Machine-Learning-Proj
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5717dfafce02c8b5755717b1c40114d603b5b70e
refs/heads/master
2022-06-20T02:56:58.922498
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py
# Generated by Django 3.0.6 on 2020-05-07 19:45 from django.db import migrations, models class Migration(migrations.Migration): dependencies = [ ('movies', '0001_initial'), ] operations = [ migrations.CreateModel( name='ml100kmovies', fields=[ ('id', models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')), ('movie_id', models.IntegerField()), ('title', models.CharField(max_length=528)), ], ), ]
[ "t_doan2@uncg.edu" ]
t_doan2@uncg.edu
e570b7d3b542a041d082343d2e862fc29bf101fc
581bcf321e0cc1cda534ec42632bc5902670e72f
/opportunities/urls.py
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[]
no_license
ToferC/careers
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2d0144d54fc266667eb7a2204b15bd8915f1c163
refs/heads/master
2022-12-12T01:36:04.083525
2018-02-19T22:46:17
2018-02-19T22:46:17
122,020,129
0
0
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py
from django.urls import path from . import views urlpatterns = [ path('', views.index, name='index'), path('opportunity/<str:opportunity_slug>/', views.view_opportunity, name='view_opportunity'), path('review_applicants/<str:opportunity_slug>/', views.review_applicants, name='review_applicants'), path('member/<str:member_slug>/', views.view_member, name='view_member'), path('application/<str:application_slug>/', views.view_application, name='view_application'), ]
[ "cgeist7@gmail.com" ]
cgeist7@gmail.com
0289a7e6b86fdae225bf9306639ad41ed91abc54
e0c9a8ee83d2fd8a61281b506365dba25d87ae08
/manage.py
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[]
no_license
kefassatrio/tugas-pti
56ce626b94900287e72c382394a6838f4ea6b716
e4c742946abde8a97b6abc6da8563d5435b64d12
refs/heads/master
2020-04-20T07:02:13.231719
2019-02-01T15:49:45
2019-02-01T15:49:45
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#!/usr/bin/env python import os import sys if __name__ == '__main__': os.environ.setdefault('DJANGO_SETTINGS_MODULE', 'TA_SBF_PTI.settings') try: from django.core.management import execute_from_command_line except ImportError as exc: raise ImportError( "Couldn't import Django. Are you sure it's installed and " "available on your PYTHONPATH environment variable? Did you " "forget to activate a virtual environment?" ) from exc execute_from_command_line(sys.argv)
[ "kefassatrio@gmail.com" ]
kefassatrio@gmail.com
fb0929a7b7ba8e0ee3d8e6d0241e8039a33ad34c
df46db080e0e5892851988534d1706c879c1a939
/nlmk/feature_selection.py
01dbb3cf455b39963a3f1488818a11c35b2f851b
[]
no_license
ivbelkin/raai_nlmk
d2523cf77bb3af4792525bbcec150f0c10fc8bcc
d7baaed969d5b2c9398124f791dfe9318d69da04
refs/heads/master
2022-01-14T02:09:00.902470
2019-07-22T04:25:41
2019-07-22T04:25:41
198,215,601
0
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import numpy as np import os from tqdm import tqdm_notebook as tqdm from collections import Counter from multiprocessing import Pool from sys import stderr, stdout from copy import deepcopy from xgboost import XGBRegressor def add_del(params, train_X, train_y, valid_X, valid_y, features_init=None, n_workers=1): features_all = set(train_X.columns) features = features_init or set() feature_sets = [] last_train_score = np.inf last_valid_score = np.inf while True: print("ADD") feature, train_score, valid_score = add_one(params, train_X, train_y, valid_X, valid_y, features, n_workers) if valid_score < last_valid_score and not feature.startswith("rnd_"): features = features.union({feature}) feature_sets.append(features) last_valid_score = valid_score print("\t", feature, "TRAIN SCORE", train_score, "VALID SCORE", valid_score) else: break while True: print("DEL") feature, train_score, valid_score = del_one(params, train_X, train_y, valid_X, valid_y, features, n_workers) if valid_score < last_valid_score and not feature.startswith("rnd_"): features = features - {feature} feature_sets.append(features) last_valid_score = valid_score print("\t", feature, "TRAIN SCORE", train_score, "VALID SCORE", valid_score) else: break return features def evaluate(params, train_X, train_y, valid_X, valid_y): model = XGBRegressor(**params) model.fit( train_X, train_y, eval_set=[(train_X, train_y), (valid_X, valid_y)], verbose=False ) idx = np.argmin(model.evals_result()["validation_1"]["rmse"]) train_score = model.evals_result()["validation_0"]["rmse"][idx] valid_score = model.evals_result()["validation_1"]["rmse"][idx] return train_score, valid_score def add_one(params, train_X, train_y, valid_X, valid_y, features, n_workers=1): features_all = set(train_X.columns) features_unused = features_all - features with Pool(n_workers) as p: seq = [(f, params, train_X, train_y, valid_X, valid_y, features, n_workers) for f in features_unused] scores = dict(p.map(add, seq)) best_feature, (train_score, valid_score) = min(scores.items(), key=lambda x: x[1][1]) return best_feature, train_score, valid_score def add(args): feature, params, train_X, train_y, valid_X, valid_y, features, n_workers = args params["gpu_id"] = os.getpid() % n_workers features_new = list(features.union({feature})) print("pid", os.getpid(), "gpu", params["gpu_id"], feature); stdout.flush() return feature, evaluate( params, train_X[features_new], train_y, valid_X[features_new], valid_y ) def del_one(params, train_X, train_y, valid_X, valid_y, features, n_workers=1): with Pool(n_workers) as p: seq = [(f, params, train_X, train_y, valid_X, valid_y, features, n_workers) for f in features] scores = dict(p.map(del_, seq)) best_feature, (train_score, valid_score) = min(scores.items(), key=lambda x: x[1][1]) return best_feature, train_score, valid_score def del_(args): feature, params, train_X, train_y, valid_X, valid_y, features, n_workers = args params["gpu_id"] = os.getpid() % n_workers features_new = list(features - {feature}) print("pid", os.getpid(), "gpu", params["gpu_id"], feature); stdout.flush() return feature, evaluate( params, train_X[features_new], train_y, valid_X[features_new], valid_y ) def add_noisy_features(X, factor=1, features=None): features = features or list(X.columns) idx = np.arange(len(X)) for _ in range(factor): for feature in features: np.random.shuffle(idx) X["rnd_" + feature] = X[feature].values[idx] return X def non_constant_features(train_X, features=None): features = features or list(train_X.columns) train_nu = train_X[features].nunique() return list(train_nu[train_nu > 1].index) def variative_features(train_X, features=None, q=0.99): features = features or list(train_X.columns) N = len(train_X) features_new = [] for feature in features: cnt = Counter(train_X[feature]) if cnt.most_common()[0][1] / N < q: features_new.append(feature) return features_new
[ "ilya.belkin-trade@yandex.ru" ]
ilya.belkin-trade@yandex.ru
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/ascii.py
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thomas-ayissi/EsotericTensorFlow
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refs/heads/master
2023-03-17T03:24:02.331349
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#!/usr/bin/env python from __future__ import absolute_import from __future__ import division from __future__ import print_function import numpy as np import tensorflow as tf def ascii2char(x): default = tf.constant('', dtype=tf.string) table = tf.constant([chr(i) for i in range(127)], dtype=tf.string) cond = tf.logical_and(tf.greater_equal(x, tf.constant(0)), tf.less(x, tf.constant(127))) return tf.cond(cond, lambda: table[x], lambda: default) if __name__ == '__main__': SP = ascii2char(tf.constant(0)) A = ascii2char(tf.constant(65)) B = ascii2char(tf.constant(66)) C = ascii2char(tf.constant(67)) x = ascii2char(tf.constant(120)) TILDE = ascii2char(tf.constant(126)) d1 = ascii2char(tf.constant(127)) d2 = ascii2char(tf.constant(-1)) with tf.Session() as sess: ret = sess.run([SP,A,B,C,x,TILDE,d1,d2]) for ch in ret: print(ch)
[ "kimura.akim.asa@gmail.com" ]
kimura.akim.asa@gmail.com
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/server.py
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[]
no_license
jlbagrel1/demo_web_spa
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refs/heads/master
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from flask import ( Flask, jsonify,render_template,send_from_directory,request, ) from flask_cors import CORS from base64 import b64encode app = Flask(__name__) app.config["DEBUG"] = True CORS(app) STATIC_DIR = "/home/jlbagrel/Bureau/demo_web_spa" tickets_restants = 10 def creer_numero(n, nom, prenom): return b64encode((str(n) + nom + prenom).encode("utf-8")).decode("utf-8") @app.route("/tickets_restants", methods=["GET"]) def get_tickets_restants(): global tickets_restants return {"tickets": tickets_restants} @app.route("/reserver", methods=["POST"]) def post_reserver(): global tickets_restants if tickets_restants <= 0: return {"numero": None} else: n = tickets_restants tickets_restants -= 1 corps = request.get_json() print(corps) return {"numero": creer_numero(n, corps["nom"], corps["prenom"]) } @app.route("/") def serve_index(): return send_from_directory(STATIC_DIR, "index.html") @app.route("/client.js", methods=["GET"]) def serve_app_js(): return send_from_directory(STATIC_DIR, "client.js")
[ "jloup.13.bagrel@gmail.com" ]
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import sys,string,os sys.path.insert(1, os.path.join(sys.path[0], '..')) ### import parent dir dependencies import export import unique import traceback """ Intersecting Coordinate Files """ def cleanUpLine(line): line = string.replace(line,'\n','') line = string.replace(line,'\c','') data = string.replace(line,'\r','') data = string.replace(data,'"','') return data def importLookupTable(fn): """ Import a gRNA to valid tag lookup table """ lookup_table = [] for line in open(fn,'rU').xreadlines(): data = cleanUpLine(line) t = string.split(data,'\t') gRNA,tag = t lookup_table.append((gRNA,tag)) return lookup_table def importCountMatrix(fn,mask=False): """ Import a count matrix """ classification = {} firstRow = True for line in open(fn,'rU').xreadlines(): data = cleanUpLine(line) t = string.split(data,'\t') if firstRow: headers = t[1:] firstRow = False else: barcode = t[0] values = map(int,t[1:]) if mask: sum_counts = sum(values[2:]) else: sum_counts = sum(values) def threshold(val): if val>0.3: return 1 else: return 0 if sum_counts>0: ratios = map(lambda x: (1.000*x)/sum_counts, values) if mask: original_ratios = ratios ratios = ratios[2:] ### mask the first two controls which are saturating else: original_ratios = ratios hits = map(lambda x: threshold(x), ratios) hits = sum(hits) if sum_counts>20 and hits == 1: index=0 for ratio in ratios: if ratio>0.3: header = headers[index] index+=1 classification[barcode] = header print len(classification),fn return classification def exportGuideToTags(lookup_table,gRNA_barcode,tag_barcode,output): export_object = open(output,'w') for barcode in gRNA_barcode: gRNA = gRNA_barcode[barcode] if barcode in tag_barcode: tag = tag_barcode[barcode] if (gRNA,tag) in lookup_table: uid = tag+'__'+gRNA export_object.write(barcode+'\t'+uid+'\t'+uid+'\n') export_object.close() if __name__ == '__main__': ################ Comand-line arguments ################ import getopt if len(sys.argv[1:])<=1: ### Indicates that there are insufficient number of command-line arguments print 'WARNING!!!! Too commands supplied.' else: options, remainder = getopt.getopt(sys.argv[1:],'', ['species=','gRNA=', 'tag=', 'lookup=','output=']) #print sys.argv[1:] for opt, arg in options: if opt == '--gRNA': gRNA = arg elif opt == '--tag': tag = arg elif opt == '--lookup': lookup = arg elif opt == '--output': output = arg lookup_table = importLookupTable(lookup) gRNA_barcode = importCountMatrix(gRNA) tag_barcode = importCountMatrix(tag) exportGuideToTags(lookup_table,gRNA_barcode,tag_barcode,output)
[ "nsalomonis@gmail.com" ]
nsalomonis@gmail.com
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/converter.py
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[]
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volsn/TextCorrector
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import cv2 import numpy as np import os import svgwrite def locate_letters(image): output = image.copy() gray = cv2.cvtColor(image, cv2.COLOR_BGR2GRAY) ret, thresh = cv2.threshold(gray, 0, 255, cv2.THRESH_BINARY | cv2.THRESH_OTSU) img_cnt, cnts, hierarchy = cv2.findContours(thresh.copy(), cv2.RETR_TREE, cv2.CHAIN_APPROX_SIMPLE) boxes = [] letters = [] (H,W) = image.shape[:2] for i, cnt in enumerate(cnts): if hierarchy[0][i][3] == 0: (x,y,w,h) = cv2.boundingRect(cnt) roi = thresh[y-5:y+h+5, x-5:x+w+5].copy() hull = cv2.convexHull(cnts[i], False) mask = np.zeros((H,W), dtype=np.uint8) mask = cv2.drawContours(mask, [hull], -1, (255,255,255), -1) mask = mask[y-5:y+h+5, x-5:x+w+5].copy() boxes.append((y-5, y+h+5, x-5, x+w+5)) roi[mask == 0] = 255 letters.append(roi) return letters, boxes def preprocess_letters(letters): for i, letter in enumerate(letters): roi = letter """scale_percent = 150 width = int(roi.shape[1] * scale_percent / 100) height = int(roi.shape[0] * scale_percent / 100) dim = (width, height) roi = cv2.resize(roi, dim, interpolation=cv2.INTER_AREA)""" blurred = cv2.GaussianBlur(roi, (7,7), 0) ret, thresh = cv2.threshold(blurred, 0, 255, cv2.THRESH_BINARY|cv2.THRESH_OTSU) letters[i] = thresh return letters def affect_letters(letters, mode, ksize=5, iterations=3): for i, letter in enumerate(letters): if mode == 'erode': eroded = cv2.erode(letter, (ksize, ksize), iterations=iterations) letters[i] = eroded elif mode == 'dilate': dilated = cv2.dilate(letter, (ksize, ksize), iterations=iterations) letters[i] = dilated #cv2.imwrite('Result/{}.png'.format(i), eroded) return letters def generate_svg(image, color='#000000'): img_cnt, cnts, hierarchy = cv2.findContours(image.copy(), cv2.RETR_TREE, cv2.CHAIN_APPROX_SIMPLE) outer_points_groups = [] inner_points_groups = [] for i, cnt in enumerate(cnts): if hierarchy[0][i][3] == 0: outer_points = [] for point in cnt[::2]: pnt = (int(point[0][0]),int(point[0][1])) outer_points.append(pnt) outer_points_groups.append(outer_points) elif hierarchy[0][i][3] > 0: inner_points = [] for point in cnt[::2]: pnt = (int(point[0][0]),int(point[0][1])) inner_points.append(pnt) inner_points_groups.append(inner_points) dwg = svgwrite.Drawing('static/vector.svg', profile='tiny') for group in outer_points_groups: dwg.add(dwg.polyline(group, fill=color)) for group in inner_points_groups: dwg.add(dwg.polyline(group, fill='#ffffff')) dwg.save()
[ "noreply@github.com" ]
volsn.noreply@github.com
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/LeetCode/590.N-ary_Tree_Postorder_Traversal.py
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[]
no_license
prashkumara/Data-Structures
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refs/heads/master
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""" # Definition for a Node. class Node(object): def __init__(self, val, children): self.val = val self.children = children """ class Solution(object): def postorder(self, root): """ :type root: Node :rtype: List[int] """ res = [] self.dfs(root,res) return res def dfs(self,root,res): if root: for child in root.children: self.dfs(child,res) res.append(root.val)
[ "prashkumar.a@gmail.com" ]
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/clustering_coef.py
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[]
no_license
sheyma/nonlinear_dynamics
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refs/heads/master
2021-01-01T20:42:05.656048
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#!/usr/bin/python2.7 # -*- coding: utf-8 -*- import networkx as nx import numpy as np import itertools import random import math import networkx as nx from networkx.generators.classic import empty_graph, path_graph, complete_graph import matplotlib.pyplot as pl B = np.array([[0,1,1,1],[1,0,0,1],[1,0,0,1],[1,1,1,0]]) G = nx.from_numpy_matrix(B) N = nx.number_of_nodes(G) ADJ = {} triads ={} def degree_node(G,node_i): # connected neigbors of a given node # returns a list ADJ[node_i] = [] for j in G.nodes(): if G.has_edge(j,node_i): ADJ[node_i].append(j) return ADJ[node_i] def triangle_node(G,nodes): # number of triangles around a given node # returns an integer ADJ[nodes] = [] for j in G.nodes(): if G.has_edge(j,nodes): ADJ[nodes].append(j) # list of neigbors for node_i in ADJ: triads[node_i] = [] adjacent_i= set(ADJ[node_i]) count_tri = 0 for node_j in adjacent_i: new_set = set(G[node_j])-set([node_j]) count_tri +=len(adjacent_i.intersection(new_set)) return int(count_tri/2) def cluster_coef_numer(G): # calculates average cluster coefficient of a graph # Watts and Strogatz clust_coef=0 N = nx.number_of_nodes(G) for nodes in G: k_i = len(degree_node(G,nodes)) # number of degrees t_i = triangle_node(G,nodes) # number of triads clust_coef += 2 * float(t_i) /(k_i * (k_i - 1)) return clust_coef/float(N) #print nx.average_clustering(G) #print cluster_coef_numer(G) def plot_graph(G): pos = nx.shell_layout(G) nx.draw(G, pos) pl.show() def path_node(G,node): # finds path lengths of given node to all other nodes # returns a dict, keys are other nodes, values distances node_paths = {} distance = 0 temp_nodes = {node:0} while len(temp_nodes) != 0: new_nodes = temp_nodes temp_nodes = {} for v in new_nodes: if v not in node_paths: node_paths[v] = distance temp_nodes.update(G[v]) distance=distance+1 return node_paths def path_ave(G): N = nx.number_of_nodes(G) summ = 0 for node_i in G: for keys in path_node(G , node_i): summ = summ + path_node(G, node_i)[keys] return summ / float(N*(N-1))
[ "seymaba@gmail.com" ]
seymaba@gmail.com
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/blog/models.py
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[]
no_license
AhmadKafi/blog_app
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bd8edeee3f2fc92c8a98405605edde43be4bd7a5
refs/heads/master
2022-12-26T10:29:13.882569
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from django.db import models from django.utils import timezone # Create your models here. class Post(models.Model): author = models.ForeignKey('auth.User', on_delete=models.CASCADE) title = models.CharField(max_length=200) text = models.TextField() created_date = models.DateTimeField(default=timezone.now) published_date = models.DateTimeField(blank=True, null=True) def publish(self): self.published_date = timezone.now() self.save() def approved_comments(self): return self.comments.filter(approved=True) def __str__(self): return self.title class Comment(models.Model): post = models.ForeignKey('blog.post', on_delete=models.CASCADE, related_name='comments') author = models.CharField(max_length=200) text = models.TextField() created_date = models.DateTimeField(default=timezone.now) approved = models.BooleanField(default=False) def approve(self): self.approved = True self.save() def __str__(self): return self.text
[ "kafi@Ahmadkafi.localdomain" ]
kafi@Ahmadkafi.localdomain
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/src/cool/compiler/checksemantics.py
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[ "MIT" ]
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arod40/cool-compiler-rodrigo-alejandro-jorge
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refs/heads/master
2023-06-16T05:15:29.199042
2019-06-25T18:59:23
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from cool.utils import visitor from cool.structs.environment import * import cool.structs.cool_ast_hierarchy as cool from cool.utils.config import * class CheckSemanticsVisitor: def __init__(self): self.errors = [] self.environment: Environment = Environment(self.errors) @visitor.on("node") def visit(self, node): pass @visitor.when(cool.ProgramNode) def visit(self, node: cool.ProgramNode): ok = False if self.environment.build_env(node): ok = True for cl in node.class_list: ok &= self.visit(cl) return ok @visitor.when(cool.ClassNode) def visit(self, node: cool.ClassNode): self.environment.enter_in_class(node.class_name) self.environment.create_child_scope() self.environment.define_variable("self", SELF_TYPE) ok = True if not self.environment.is_class_defined(node.ancestor): self.errors.append(Error( node.row, node.column, TYPE_ERROR, f"Class {node.ancestor} is not defined.")) ok = False for attr in node.attrs_list: ok &= self.visit(attr) for meth in node.methods_list: ok &= self.visit(meth) self.environment.checkout_parent_scope() return ok @visitor.when(cool.AttributeDeclarationNode) def visit(self, node: cool.AttributeDeclarationNode): ok1 = True if node.attr_type != SELF_TYPE and not self.environment.is_class_defined(node.attr_type): self.errors.append(Error( node.row, node.column, TYPE_ERROR, f"Type {node.attr_type} is not defined.")) ok1 = False ok2 = True if node.init_expr: expr_type, ok2 = self.visit(node.init_expr) ok = ok1 and ok2 if ok and node.init_expr and not self.environment.conforms_to(expr_type, node.attr_type): self.errors.append(Error(node.row, node.column, TYPE_ERROR, f"Init expresion type ({expr_type}) does not conform to attribute declared type ({node.attr_type}).")) ok = False return ok @visitor.when(cool.MethodDefinitionNode) def visit(self, node: cool.MethodDefinitionNode): self.environment.create_child_scope() self.environment.define_variable("self", SELF_TYPE) ok = True node.signature_vinfos = [] for name, type in node.signature: if self.environment.is_local(name): self.errors.append(Error(node.row, node.column, SEMANTIC_ERROR, f"Duplicate argument '{name}' in method definition.")) ok = False break if type == SELF_TYPE: self.errors.append( Error(node.row, node.column, SEMANTIC_ERROR, f"Invalid usage of 'SELF_TYPE'.")) ok = False else: node.signature_vinfos.append( self.environment.define_variable(name, type)) if ok: expr_type, ok = self.visit(node.body_expr) if ok and not self.environment.conforms_to(expr_type, node.return_type): self.errors.append(Error(node.row, node.column, TYPE_ERROR, f"Body expression type ({expr_type}) does not conform to method return type ({node.return_type}).")) ok = False self.environment.checkout_parent_scope() return ok @visitor.when(cool.ArithmeticExpressionNode) def visit(self, node: cool.ArithmeticExpressionNode): left_type, ok1 = self.visit(node.left_expr) right_type, ok2 = self.visit(node.right_expr) ok = ok1 and ok2 if ok and (not left_type == INT or not right_type == INT): self.errors.append(Error(node.row, node.column, TYPE_ERROR, f"Undefined operation between type {left_type} and type {right_type}.")) ok = False node.type = INT return node.type, ok @visitor.when(cool.CompareExpressionNode) def visit(self, node: cool.CompareExpressionNode): left_type, ok1 = self.visit(node.left_expr) right_type, ok2 = self.visit(node.right_expr) ok = ok1 and ok2 if ok and not left_type == INT or not right_type == INT: self.errors.append(Error(node.row, node.column, TYPE_ERROR, f"Undefined operation between type {left_type} and type {right_type}.")) ok = False node.type = BOOL return node.type, ok @visitor.when(cool.EqualNode) def visit(self, node: cool.EqualNode): left_type, ok1 = self.visit(node.left_expr) right_type, ok2 = self.visit(node.right_expr) ok = ok1 and ok2 if left_type in [INT, BOOL, STRING] and not left_type == right_type: self.errors.append(Error(node.row, node.column, TYPE_ERROR, f"Undefined operation between type {left_type} and type {right_type}.")) ok = False node.type = BOOL return node.type, ok @visitor.when(cool.ArithNegationNode) def visit(self, node: cool.ArithNegationNode): expr_type, ok = self.visit(node.expr) if ok and not expr_type == INT: self.errors.append(Error( node.row, node.column, TYPE_ERROR, f"Undefined operation on type {expr_type}.")) node.type = INT return node.type, ok @visitor.when(cool.BooleanNegationNode) def visit(self, node: cool.ArithNegationNode): expr_type, ok = self.visit(node.expr) if ok and not expr_type == BOOL: self.errors.append(Error( node.row, node.column, TYPE_ERROR, f"Undefined operation on type {expr_type}.")) node.type = BOOL return node.type, ok @visitor.when(cool.VariableNode) def visit(self, node: cool.VariableNode): ok = True if not self.environment.is_variable_defined(node.var_name): if not self.environment.is_attr_defined(node.var_name): self.errors.append(Error(node.row, node.column, NAME_ERROR, f"Undefined name {node.var_name} in current scope.")) ok = False else: node.variable_info = self.environment.get_attr_info( node.var_name) else: node.variable_info = self.environment.get_variable_info( node.var_name) node.type = node.variable_info.type_name if ok else None return node.type, ok @visitor.when(cool.AssignNode) def visit(self, node: cool.AssignNode): ok1 = True if node.var_name == "self": self.errors.append( Error(node.row, node.column, SEMANTIC_ERROR, f"Cannot assign variable self.")) ok1 = False if ok1 and not self.environment.is_variable_defined(node.var_name): if not self.environment.is_attr_defined(node.var_name): self.errors.append(Error(node.row, node.column, NAME_ERROR, f"Undefined variable {node.var_name} in current scope.")) ok1 = False else: node.variable_info = self.environment.get_attr_info( node.var_name) else: node.variable_info = self.environment.get_variable_info( node.var_name) expr_type, ok2 = self.visit(node.expr) ok = ok1 and ok2 if ok and not self.environment.conforms_to(expr_type, node.variable_info.type_name): self.errors.append(Error(node.row, node.column, TYPE_ERROR, f"Expression type ({expr_type}) does not conform to variable/attribute declared type ({node.variable_info.type_name}).")) ok = False node.type = expr_type return node.type, ok @visitor.when(cool.BooleanNode) def visit(self, node: cool.BooleanNode): node.type = BOOL return BOOL, True @visitor.when(cool.IntegerNode) def visit(self, node: cool.IntegerNode): node.type = INT return INT, True @visitor.when(cool.StringNode) def visit(self, node: cool.StringNode): node.type = STRING return STRING, True @visitor.when(cool.NewNode) def visit(self, node: cool.NewNode): ok = True if node.type_name != SELF_TYPE and not self.environment.is_class_defined(node.type_name): self.errors.append(Error( node.row, node.column, TYPE_ERROR, f"Type {node.type_name} is not defined.")) ok = False node.type = node.type_name return node.type, ok @visitor.when(cool.DynamicDispatchNode) def visit(self, node: cool.DynamicDispatchNode): dispatch_expr_type, ok1 = self.visit(node.dispatch_expr) dispatch_expr_type_prime = dispatch_expr_type if dispatch_expr_type != SELF_TYPE else self.environment.current_class_name ok2 = True if ok1 and not self.environment.is_method_defined(node.method_name, dispatch_expr_type_prime): self.errors.append(Error(node.row, node.column, ATTRIBUTE_ERROR, f"Method {node.method_name} not defined in class {dispatch_expr_type_prime}.")) ok2 = False params = [self.visit(param) for param in node.parameters] ok3 = all([ok for _, ok in params]) params_types = [param_type for param_type, _ in params] ok4 = True if ok1 and ok2 and ok3: method_info = self.environment.get_method_info( node.method_name, dispatch_expr_type_prime) for param_type, arg_type in zip(params_types, method_info.signature): if not self.environment.conforms_to(param_type, arg_type): self.errors.append(Error(node.row, node.column, TYPE_ERROR, f"Parameter type {param_type} does not conform to argument type {arg_type}")) ok4 = False ok = ok1 and ok2 and ok3 and ok4 node.type = ( dispatch_expr_type if method_info.signature[-1] == SELF_TYPE else method_info.signature[-1]) if ok else None return node.type, ok @visitor.when(cool.StaticDispatchNode) def visit(self, node: cool.StaticDispatchNode): dispatch_expr_type, ok1 = self.visit(node.dispatch_expr) dispatch_expr_type_prime = dispatch_expr_type if dispatch_expr_type != SELF_TYPE else self.environment.current_class_name ok5 = True if not self.environment.conforms_to(dispatch_expr_type, node.class_name): errors.append(Error(node.row, node.column, TYPE_ERROR, f"Type {node.class_name} does not conform to type {dispatch_expr_type}")) ok2 = True if ok1 and not self.environment.is_method_defined(node.method_name, node.class_name): errors.append(Error(node.row, node.column, ATTRIBUTE_ERROR, f"Method {node.method_name} not defined in class {node.class_name}.")) ok2 = False params = [self.visit(param) for param in node.parameters] ok3 = all([ok for _, ok in params]) params_types = [param_type for param_type, _ in params] ok4 = True if ok1 and ok2 and ok3: method_info = self.environment.get_method_info( node.method_name, dispatch_expr_type_prime) for param_type, arg_type in zip(params_types, method_info.signature): if not self.environment.conforms_to(param_type, arg_type): self.errors.append(Error(node.row, node.column, TYPE_ERROR, f"Parameter type {param_type} does not conform to argument type {arg_type}")) ok4 = False ok = ok1 and ok2 and ok3 and ok4 node.type = ( dispatch_expr_type if method_info.signature[-1] == SELF_TYPE else method_info.signature[-1]) if ok else None return node.type, ok @visitor.when(cool.IfNode) def visit(self, node: cool.IfNode): cond_type, ok1 = self.visit(node.cond_expr) ok2 = True if not cond_type == BOOL: errors.append(Error(node.row, node.column, TYPE_ERROR, f"Condition expression type must be Bool.")) ok2 = False then_type, ok3 = self.visit(node.then_expr) else_type, ok4 = self.visit(node.else_expr) if ok3 and ok4: joint_type = self.environment.join_types([then_type, else_type]) ok = ok1 and ok2 and ok3 and ok4 node.type = joint_type if ok else None return node.type, ok @visitor.when(cool.BlockNode) def visit(self, node: cool.BlockNode): ok = True for expr in node.exprs_list: node.type, ok1 = self.visit(expr) ok &= ok1 return node.type, ok @visitor.when(cool.LetNode) def visit(self, node: cool.LetNode): self.environment.create_child_scope() ok = True for declaration in node.declaration_list: ok &= self.visit(declaration) if ok: expr_type, ok = self.visit(node.expr) self.environment.checkout_parent_scope() node.type = expr_type if ok else None return node.type, ok @visitor.when(cool.LetDeclarationNode) def visit(self, node: cool.LetDeclarationNode): ok1 = True if node.var_name == "self": self.errors.append(Error( node.row, node.column, SEMANTIC_ERROR, f"Invalid variable identifier self.")) ok1 = False if ok1 and node.type_name != SELF_TYPE and not self.environment.is_class_defined(node.type_name): self.errors.append(Error( node.row, node.column, TYPE_ERROR, f"Type {node.type_name} is not defined.")) ok1 = False ok2 = True if node.expr: expr_type, ok2 = self.visit(node.expr) ok = ok1 and ok2 if ok and node.expr and not self.environment.conforms_to(expr_type, node.type_name): self.errors.append(Error(node.row, node.column, TYPE_ERROR, f"Init expresion type ({expr_type}) does not conform to variable declared type ({node.type_name}).")) ok = False if self.environment.is_local(node.var_name): self.errors.append(Error(node.row, node.column, SEMANTIC_ERROR, f"Variable '{node.var_name}' already declared in this scope.")) ok = False else: node.variable_info = self.environment.define_variable( node.var_name, node.type_name) return ok @visitor.when(cool.WhileNode) def visit(self, node: cool.WhileNode): cond_type, ok1 = self.visit(node.cond_expr) ok2 = True if not cond_type == BOOL: self.errors.append(Error( node.row, node.column, TYPE_ERROR, f"Condition expression type must be Bool.")) ok2 = False body_type, ok3 = self.visit(node.body_expr) ok = ok1 and ok2 and ok3 node.type = OBJECT return node.type, ok @visitor.when(cool.IsVoidNode) def visit(self, node: cool.IsVoidNode): expr_type, ok = self.visit(node.expr) node.type = BOOL return node.type, ok @visitor.when(cool.CaseNode) def visit(self, node: cool.CaseNode): match_type, ok1 = self.visit(node.match_expr) ok2 = True declared_types = set() expr_types = [] node.variable_info_list = [] for var_name, type_name, case_expr in node.cases_list: if var_name == "self": self.errors.append(Error( node.row, node.column, SEMANTIC_ERROR, f"Invalid variable identifier self.")) ok2 = False if type_name == SELF_TYPE: self.errors.append( Error(node.row, node.column, SEMANTIC_ERROR, f"Invalid usage of 'SELF_TYPE'.")) ok2 = False if type_name in declared_types: self.errors.append(Error( node.row, node.column, SEMANTIC_ERROR, f"Repeated types in case branches.")) ok2 = False declared_types.add(type_name) self.environment.create_child_scope() node.variable_info_list.append( self.environment.define_variable(var_name, type_name)) expr_type, ok = self.visit(case_expr) expr_types.append(expr_type) ok2 &= ok self.environment.checkout_parent_scope() ok = ok1 and ok2 node.type = self.environment.join_types(expr_types) if ok else None return node.type, ok
[ "r.garcia@estudiantes.matcom.uh.cu" ]
r.garcia@estudiantes.matcom.uh.cu
7dbe7a3f1fe497edaf1092a26bf86d082b359138
3ea205870103ac5557ef429e063a9b03f931ebb3
/getData.py
0ad18810cb188483015d13362a963afad4f3a745
[]
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bascoe10/flask-api-for-discoversalone-db
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#!/usr/bin/python from flask import Flask,jsonify,abort, make_response import MySQLdb, re app = Flask(__name__) db = MySQLdb.connect("localhost", "root", ENV["password"], "db_name") @app.route('/api/v1.0/all', methods=['GET']) def all(): hotels = get_hotels() return jsonify({'HOTELS': hotels}) @app.route('/api/v1.0/hotels', methods=['GET']) def get_hotels(): response = [] db = MySQLdb.connect("localhost", "root", ENV["password"], "ExploreSL") curs = db.cursor() try: curs.execute("SELECT * FROM hotels") for reading in curs.fetchall(): line = {} line["id"] = str(reading[0]).replace("',",",").replace("''","'").strip().rstrip('\'') line["Name"] = re.sub(r'\s\'\s', "",reading[1].replace("',",",").replace("''","'").strip().rstrip('\''), flags=re.IGNORECASE) line["Address"] = reading [2].replace("',",",").replace("''","'").replace("\" ", "\"").strip().rstrip('\'') line["Region"] = reading [3].replace("',",",").replace("''","'").strip().strip('\'') line["Email"] = reading[4].replace("',",",").replace("''","'").replace(" ", "").strip().rstrip('\'') line["Website"] = reading[5].replace("',",",").replace("''","'").strip().rstrip('\'') line["Rating"] = reading[6].replace("',",",").replace("''","'").strip().rstrip('\'') line["Phone No"] = reading[7].replace("',",",").replace("''","'").strip().rstrip('\'') line["GoeCoord"] = str(reading[8]).replace("',",",").replace("''","'").strip().rstrip('\'') line["Fbook"] = reading[9].replace("',",",").replace("''","'").strip().rstrip('\'') response.append(line) db.close() except: print "Error: unable to fetch data hotels" return jsonify({'response': 'Success', 'body':response}) @app.route('/api/v1.0/casino', methods=['GET']) def get_casino(): response = [] db = MySQLdb.connect("localhost", "root",ENV["password"], "ExploreSL") curs = db.cursor() try: curs.execute("SELECT * FROM casinogaming") for reading in curs.fetchall(): line = {} line["id"] = str(reading[0]).replace("',",",").replace("''","'").strip().rstrip('\'') line["Name"] = re.sub(r'\s\'\s', "",reading[1].replace("',",",").replace("''","'").strip().rstrip('\''), flags=re.IGNORECASE) line["Address"] = reading [2].replace("',",",").replace("''","'").replace("\" ", "\"").strip().rstrip('\'') line["Region"] = reading [3].replace("',",",").replace("''","'").strip().strip('\'') line["Email"] = reading[4].replace("',",",").replace("''","'").replace(" ", "").strip().rstrip('\'') line["Website"] = reading[5].replace("',",",").replace("''","'").strip().rstrip('\'') line["Rating"] = reading[6].replace("',",",").replace("''","'").strip().rstrip('\'') line["Phone No"] = reading[7].replace("',",",").replace("''","'").strip().rstrip('\'') line["GoeCoord"] = str(reading[8]).replace("',",",").replace("''","'").strip().rstrip('\'') line["Fbook"] = reading[9].replace("',",",").replace("''","'").strip().rstrip('\'') response.append(line) db.close() except: print "Error: unable to fetch data hotels" return jsonify({'response': 'Success', 'body':response}) @app.route('/api/v1.0/guesthouses', methods=['GET']) def get_gh(): response = [] db = MySQLdb.connect("localhost", "root", ENV["password"], "ExploreSL") curs = db.cursor() try: curs.execute("SELECT * FROM guesthouses") for reading in curs.fetchall(): line = {} line["id"] = str(reading[0]).replace("',",",").replace("''","'").strip().rstrip('\'') line["Name"] = re.sub(r'\s\'\s', "",reading[1].replace("',",",").replace("''","'").strip().rstrip('\''), flags=re.IGNORECASE) line["Address"] = reading [2].replace("',",",").replace("''","'").replace("\" ", "\"").strip().rstrip('\'') line["Region"] = reading [3].replace("',",",").replace("''","'").strip().strip('\'') line["Email"] = reading[4].replace("',",",").replace("''","'").replace(" ", "").strip().rstrip('\'') line["Website"] = reading[5].replace("',",",").replace("''","'").strip().rstrip('\'') line["Rating"] = reading[6].replace("',",",").replace("''","'").strip().rstrip('\'') line["Phone No"] = reading[7].replace("',",",").replace("''","'").strip().rstrip('\'') line["GoeCoord"] = str(reading[8]).replace("',",",").replace("''","'").strip().rstrip('\'') line["Fbook"] = reading[9].replace("',",",").replace("''","'").strip().rstrip('\'') response.append(line) db.close() except: print "Error: unable to fetch data hotels" return jsonify({'response': 'Success', 'body':response}) @app.route('/api/v1.0/nightclubs', methods=['GET']) def get_nightclubs(): response = [] db = MySQLdb.connect("localhost", "root", ENV["password"], "ExploreSL") curs = db.cursor() try: curs.execute("SELECT * FROM nightclubs") for reading in curs.fetchall(): line = {} line["id"] = str(reading[0]).replace("',",",").replace("''","'").strip().rstrip('\'') line["Name"] = re.sub(r'\s\'\s', "",reading[1].replace("',",",").replace("''","'").strip().rstrip('\''), flags=re.IGNORECASE) line["Address"] = reading [2].replace("',",",").replace("''","'").replace("\" ", "\"").strip().rstrip('\'') line["Region"] = reading [3].replace("',",",").replace("''","'").strip().strip('\'') line["Email"] = reading[4].replace("',",",").replace("''","'").replace(" ", "").strip().rstrip('\'') line["Website"] = reading[5].replace("',",",").replace("''","'").strip().rstrip('\'') line["Rating"] = reading[6].replace("',",",").replace("''","'").strip().rstrip('\'') line["Phone No"] = reading[7].replace("',",",").replace("''","'").strip().rstrip('\'') line["GoeCoord"] = str(reading[8]).replace("',",",").replace("''","'").strip().rstrip('\'') line["Fbook"] = reading[9].replace("',",",").replace("''","'").strip().rstrip('\'') response.append(line) db.close() except: print "Error: unable to fetch data hotels" return jsonify({'response': 'Success', 'body':response}) @app.route('/api/v1.0/restaurants', methods=['GET']) def get_rest(): response = [] db = MySQLdb.connect("localhost", "root", ENV["password"], "ExploreSL") curs = db.cursor() try: curs.execute("SELECT * FROM resturants") for reading in curs.fetchall(): line = {} line["id"] = str(reading[0]).replace("',",",").replace("''","'").strip().rstrip('\'') line["Name"] = re.sub(r'\s\'\s', "",reading[1].replace("',",",").replace("''","'").strip().rstrip('\''), flags=re.IGNORECASE) line["Address"] = reading [2].replace("',",",").replace("''","'").replace("\" ", "\"").strip().rstrip('\'') line["Region"] = reading [3].replace("',",",").replace("''","'").strip().strip('\'') line["Email"] = reading[4].replace("',",",").replace("''","'").replace(" ", "").strip().rstrip('\'') line["Website"] = reading[5].replace("',",",").replace("''","'").strip().rstrip('\'') line["Rating"] = reading[6].replace("',",",").replace("''","'").strip().rstrip('\'') line["Phone No"] = reading[7].replace("',",",").replace("''","'").strip().rstrip('\'') line["GoeCoord"] = str(reading[8]).replace("',",",").replace("''","'").strip().rstrip('\'') line["Fbook"] = reading[9].replace("',",",").replace("''","'").strip().rstrip('\'') response.append(line) db.close() except: print "Error: unable to fetch data hotels" return jsonify({'response': 'Success', 'body':response}) @app.route('/api/v1.0/lodges', methods=['GET']) def get_lodges(): response = [] db = MySQLdb.connect("localhost", "root", ENV["password"], "ExploreSL") curs = db.cursor() try: curs.execute("SELECT * FROM lodges") for reading in curs.fetchall(): line = {} line["id"] = str(reading[0]).replace("',",",").replace("''","'").strip().rstrip('\'') line["Name"] = re.sub(r'\s\'\s', "",reading[1].replace("',",",").replace("''","'").strip().rstrip('\''), flags=re.IGNORECASE) line["Address"] = reading [2].replace("',",",").replace("''","'").replace("\" ", "\"").strip().rstrip('\'') line["Region"] = reading [3].replace("',",",").replace("''","'").strip().strip('\'') line["Email"] = reading[4].replace("',",",").replace("''","'").replace(" ", "").strip().rstrip('\'') line["Website"] = reading[5].replace("',",",").replace("''","'").strip().rstrip('\'') line["Rating"] = reading[6].replace("',",",").replace("''","'").strip().rstrip('\'') line["Phone No"] = reading[7].replace("',",",").replace("''","'").strip().rstrip('\'') line["GoeCoord"] = str(reading[8]).replace("',",",").replace("''","'").strip().rstrip('\'') line["Fbook"] = reading[9].replace("',",",").replace("''","'").strip().rstrip('\'') response.append(line) db.close() except: print "Error: unable to fetch data lodges" return jsonify({'response': 'Success', 'body':response}) @app.route('/api/v1.0/snacks', methods=['GET']) def get_snacks(): response = [] db = MySQLdb.connect("localhost", "root", ENV["password"], "ExploreSL") curs = db.cursor() try: curs.execute("SELECT * FROM snacks") for reading in curs.fetchall(): line = {} line["id"] = str(reading[0]).replace("',",",").replace("''","'").strip().rstrip('\'') line["Name"] = re.sub(r'\s\'\s', "",reading[1].replace("',",",").replace("''","'").strip().rstrip('\''), flags=re.IGNORECASE) line["Address"] = reading [2].replace("',",",").replace("''","'").replace("\" ", "\"").strip().rstrip('\'') line["Region"] = reading [3].replace("',",",").replace("''","'").strip().strip('\'') line["Email"] = reading[4].replace("',",",").replace("''","'").replace(" ", "").strip().rstrip('\'') line["Website"] = reading[5].replace("',",",").replace("''","'").strip().rstrip('\'') line["Rating"] = reading[6].replace("',",",").replace("''","'").strip().rstrip('\'') line["Phone No"] = reading[7].replace("',",",").replace("''","'").strip().rstrip('\'') line["GoeCoord"] = str(reading[8]).replace("',",",").replace("''","'").strip().rstrip('\'') line["Fbook"] = reading[9].replace("',",",").replace("''","'").strip().rstrip('\'') response.append(line) db.close() except: print "Error: unable to fetch data lodges" return jsonify({'response': 'Success', 'body':response}) @app.route('/api/v1.0/newdev', methods=['GET']) def get_dev(): response = [] db = MySQLdb.connect("localhost", "root", ENV["password"], "ExploreSL") curs = db.cursor() try: curs.execute("SELECT * FROM newdevelopment") for reading in curs.fetchall(): line = {} line["id"] = str(reading[0]).replace("',",",").replace("''","'").strip().rstrip('\'') line["Name"] = re.sub(r'\s\'\s', "",reading[1].replace("',",",").replace("''","'").strip().rstrip('\''), flags=re.IGNORECASE) line["Address"] = reading [2].replace("',",",").replace("''","'").replace("\" ", "\"").strip().rstrip('\'') line["Region"] = reading [3].replace("',",",").replace("''","'").strip().strip('\'') line["Email"] = reading[4].replace("',",",").replace("''","'").replace(" ", "").strip().rstrip('\'') line["Website"] = reading[5].replace("',",",").replace("''","'").strip().rstrip('\'') line["Rating"] = reading[6].replace("',",",").replace("''","'").strip().rstrip('\'') line["Phone No"] = reading[7].replace("',",",").replace("''","'").strip().rstrip('\'') line["GoeCoord"] = str(reading[8]).replace("',",",").replace("''","'").strip().rstrip('\'') line["Fbook"] = reading[9].replace("',",",").replace("''","'").strip().rstrip('\'') response.append(line) db.close() except: print "Error: unable to fetch data lodges" return jsonify({'response': 'Success', 'body':response}) @app.route('/api/v1.0/landmarks', methods=['GET']) def get_landm(): response = [] db = MySQLdb.connect("localhost", "root", ENV["password"], "ExploreSL") curs = db.cursor() try: curs.execute("SELECT * FROM landmarks") for reading in curs.fetchall(): line = {} line["id"] = str(reading[0]).replace("',",",").replace("''","'").strip().strip('\'') line["Name"] = reading[1].replace("'", "").strip().strip('\'') line["Image"] = reading [2].replace("',",",").replace("''","'").replace("\" ", "\"").strip().strip('\'') line["Link"] = str(reading[3]).replace("',",",").replace("''","'").strip().strip('\'') response.append(line) db.close() except: print "Error: unable to fetch data lodges" return jsonify({'response': 'Success', 'body':response}) @app.errorhandler(404) def not_found(error): return make_response(jsonify({'response': 'failed'}), 404) if __name__ == '__main__': app.run(debug=True, port=ENV["port"], host=ENV["host"])
[ "bassco10@gmail.com" ]
bassco10@gmail.com
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junhwang77/Jun-s-Repository
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[ "junhwang@Jun-Hyuns-MBP.hsd1.ca.comcast.net" ]
junhwang@Jun-Hyuns-MBP.hsd1.ca.comcast.net
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/src/MyData.py
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[]
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chinasilva/cat_vs_dog
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2020-05-28T02:56:24.109573
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import os import torch import numpy as np from torch.utils import data from PIL import Image class MyData(data.Dataset): def __init__(self,path): super().__init__() # self.dataset=dataset self.path=path self.dataset=[] # 以列表形式链接所有地址 self.dataset.extend(os.listdir(path)) # 获取数据长度 def __len__(self): # return 20 return len(self.dataset) # 获取数据中x,y def __getitem__(self, index): # data.dataloader() imgInfo=self.dataset[index] label=torch.Tensor(np.array([int(imgInfo[0])])) imagePath=os.path.join(self.path,imgInfo) #打开获取图片内容 img=Image.open(imagePath) #imageData 对图片进行归一化,去均值操作 imageData=torch.Tensor(np.array(img)/255 - 0.5) return imageData,label # if __name__ == "__main__": # print(np.array([2,3])) # myData=MyData("img") # x=myData[6000][0] # y=myData[6000][1] # print("x:",x) # print("y:",y)
[ "YSP@email.com" ]
YSP@email.com
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[]
no_license
SpiralT/Codingame
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refs/heads/master
2020-06-11T16:14:05.504063
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import sys import math # Auto-generated code below aims at helping you parse # the standard input according to the problem statement. expression = input() opens = tuple("{[(") close = tuple("}])") match = dict(zip(opens,close)) check = [] for i in expression: #print("i is",i) if i in opens: check.append(match[i]) #print("check append",i,check) elif i in close: if not check or i!= check.pop(): print("false") quit() if not check: print("true") else: print("false") # Write an action using print # To debug: print("Debug messages...", file=sys.stderr)
[ "noreply@github.com" ]
SpiralT.noreply@github.com
6000db7daccd37a78e2c96d02dc7fc51ee9b2d74
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import json import sys filename = sys.argv[1] with open(filename, "rb") as f: data = json.load(f) data['publish'] = True with open(filename, "wb") as f: json.dump(data, f, sort_keys=True, indent=4)
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import numpy as np import re import itertools from collections import Counter import csv import os import pickle import argparse import spacy import sys import tensorflow as tf import codecs from nltk import word_tokenize import json def mkdirp(path): if path == '': return try: os.makedirs(path) except OSError as exc: # Python >2.5 pass def write_to_onmt_files(data_path, data_file, review_summaries, output_type="nnsum"): mkdirp(data_path) fp = codecs.open(data_file, "r", encoding="utf-8") src_path = "%s.src" % (data_path) tgt_path = "%s.tgt" % (data_path) with codecs.open(src_path, 'w', encoding="utf-8") as fp1, codecs.open(tgt_path , 'w', encoding="utf-8") as fp2: for i, line in enumerate(fp): line = line.split(',') user_id = int(line[0]) item_id = int(line[1]) review, summary = review_summaries[(user_id, item_id)] review_tokens = word_tokenize(review) summary_tokens = word_tokenize(summary) if len(review_tokens) < 10 or len(summary_tokens) < 4: continue fp1.write(" ".join(review_tokens).lower() + "\n") fp2.write(" ".join(summary_tokens).lower() + "\n") def write_to_nnsum_files(data_path, data_file, review_summaries): mkdirp(data_path) fp = codecs.open(data_file, "r") for i, line in enumerate(fp): line = line.split(',') user_id = int(line[0]) item_id = int(line[1]) review, summary = review_summaries[(user_id, item_id)] review_tokens = word_tokenize(review) summary_tokens = word_tokenize(summary) if len(review_tokens) < 10 or len(summary_tokens) < 4: continue file_path = "%s/%s_%s.json" % (data_path, line[0], line[1]) data = {} data['user_id'] = user_id data['item_id'] = item_id data['review'] = " ".join(review_tokens).lower() data['summary'] = " ".join(summary_tokens).lower() with open(file_path, 'w') as outfile: json.dump(data, outfile) def load_data(data_path, train_data, valid_data, test_data, review_summary, output_type): f1 = open(review_summary) review_summaries = pickle.load(f1) if output_type == "nnsum": print("Processing NNSUM training data") write_to_nnsum_files(data_path + '/train', train_data, review_summaries) print("Processing NNSUM validation data") write_to_nnsum_files(data_path + '/valid', valid_data, review_summaries) print("Processing NNSUM test data") write_to_nnsum_files(data_path + '/test', valid_data, review_summaries) if output_type == "onmt": print("Processing ONMT training data") write_to_onmt_files(data_path + '/train', train_data, review_summaries) print("Processing ONMT validation data") write_to_onmt_files(data_path + '/valid', valid_data, review_summaries) print("Processing ONMT test data") write_to_onmt_files(data_path + '/test', valid_data, review_summaries) def get_args(): ''' This function parses and return arguments passed in''' parser = argparse.ArgumentParser(description='Process Amazon and Yelp data for NNSUM') parser.add_argument('-d', '--data_set', type=str, help='Dataset music, tv, electronics, kindle, toys, cds, yelp', required=True) parser.add_argument('-o', '--output_type', type=str, help='Dataset music, tv, electronics, kindle, toys, cds, yelp', required=False, default="nnsum") args = parser.parse_args() return args if __name__ == '__main__': args = get_args() TPS_DIR = '../data/%s' %(args.data_set) tf.flags.DEFINE_string("valid_data","../data/%s/%s_valid.csv" % (args.data_set, args.data_set), "Data for validation") tf.flags.DEFINE_string("test_data", "../data/%s/%s_test.csv" % (args.data_set, args.data_set), "Data for testing") tf.flags.DEFINE_string("train_data", "../data/%s/%s_train.csv" % (args.data_set, args.data_set), "Data for training") tf.flags.DEFINE_string("review_summary", "../data/%s/review_summary" % (args.data_set), "Review Summary Pairs") tf.flags.DEFINE_string("output_type", args.output_type, "Output Type nnsum or onmt") if args.output_type == "nnsum": tf.flags.DEFINE_string("data_path","../../../summarize/nnsum/data/raw/%s/" % (args.data_set), "Data path for NNSUM") if args.output_type == "onmt": tf.flags.DEFINE_string("data_path","../../../summarize/OpenNMT-py/data/%s/" % (args.data_set), "Data path for NNSUM") FLAGS = tf.flags.FLAGS FLAGS._parse_flags() load_data(FLAGS.data_path, FLAGS.train_data, FLAGS.valid_data, FLAGS.test_data, FLAGS.review_summary, FLAGS.output_type)
[ "avinesh@aiphes.tu-darmstadt.de" ]
avinesh@aiphes.tu-darmstadt.de
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/src/christmas_tree_firework.py
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Inndy/tkinter_samples
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import random import math from tkinter import * colors = [ "#00f", "#0f0", "#0ff", "#f00", "#f0f", "#ff0" ] def draw_triangle(canvas, top, dx, dy): p1 = (top[0] - dx, top[1] + dy) p2 = (top[0] + dx, top[1] + dy) canvas.create_polygon(top + p1 + p2, fill = "#0B610B") def draw_christmas_tree(canvas, top, n): for i in range(n): p = (top[0], top[1] + i * 30) dx = 70 + i * 15 dy = 40 draw_triangle(canvas, p, dx, dy) y = top[1] + (n - 1) * 30 + dy p = (top[0] - 20, y, top[0] + 20, y + 100) canvas.create_rectangle(p, fill = "#3B170B", outline = "") def calc_point(center, r, angle): return (center[0] + r * math.cos((angle - 90) * math.pi / 180), center[1] + r * math.sin((angle - 90) * math.pi / 180)) def draw_firework(canvas, pos, size, count): n = random.randint(8, 15) for i in range(count): width = random.randint(1, 5) r1 = random.randint(15, 25) r2 = size + random.randint(0, 30) color = random.choice(colors) for j in range(0, 360, 360 // n): j += i * 360 // (count * n) p1 = calc_point(pos, r1, j) p2 = calc_point(pos, r2, j) canvas.create_line(p1 + p2, fill = color, width = width) root = Tk() root.title("Christmas Tree") canvas = Canvas(root, width = 600, height = 400) canvas.grid() draw_christmas_tree(canvas, (300, 20), 3) canvas.create_text((200, 20), text = "Merry Christmas!") for i in range(10): pos = (random.randint(50, 550), random.randint(50, 350)) draw_firework(canvas, pos, random.randint(10, 50), random.randint(1, 4)) root.mainloop()
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kailunxu/eecs445_pj1
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# EECS 445 - Fall 2019 # Project 1 - helper.py import pandas as pd import numpy as np import project1 def load_data(fname): """ Reads in a csv file and return a dataframe. A dataframe df is similar to dictionary. You can access the label by calling df['label'], the content by df['content'] the rating by df['rating'] """ return pd.read_csv(fname) def get_split_binary_data(class_size=500): """ Reads in the data from data/dataset.csv and returns it using extract_dictionary and generate_feature_matrix split into training and test sets. The binary labels take two values: -1: poor/average 1: good Also returns the dictionary used to create the feature matrices. Input: class_size: Size of each class (pos/neg) of training dataset. """ fname = "data/dataset.csv" dataframe = load_data(fname) dataframe = dataframe[dataframe['label'] != 0] positiveDF = dataframe[dataframe['label'] == 1].copy() negativeDF = dataframe[dataframe['label'] == -1].copy() X_train = pd.concat([positiveDF[:class_size], negativeDF[:class_size]]).reset_index(drop=True).copy() dictionary = project1.extract_dictionary(X_train) X_test = pd.concat([positiveDF[class_size:(int(1.5 * class_size))], negativeDF[class_size:(int(1.5 * class_size))]]).reset_index(drop=True).copy() Y_train = X_train['label'].values.copy() Y_test = X_test['label'].values.copy() X_train = project1.generate_feature_matrix(X_train, dictionary) X_test = project1.generate_feature_matrix(X_test, dictionary) return (X_train, Y_train, X_test, Y_test, dictionary) def get_imbalanced_data(dictionary, positive_class_size=800, ratio=0.25): """ Reads in the data from data/imbalanced.csv and returns it using extract_dictionary and generate_feature_matrix as a tuple (X_train, Y_train) where the labels are binary as follows -1: poor/average 1: good Input: dictionary: the dictionary created via get_split_binary_data positive_class_size: the size of the positive data ratio: ratio of negative_class_size to positive_class_size """ fname = "data/imbalanced.csv" dataframe = load_data(fname) dataframe = dataframe[dataframe['label'] != 0] positiveDF = dataframe[dataframe['label'] == 1].copy() negativeDF = dataframe[dataframe['label'] == -1].copy() dataframe = pd.concat([positiveDF[:positive_class_size], negativeDF[:(int(positive_class_size * ratio))]]).reset_index(drop=True).copy() X_train = project1.generate_feature_matrix(dataframe, dictionary) Y_train = dataframe['label'].values.copy() return (X_train, Y_train) def get_imbalanced_test(dictionary, positive_class_size=200, ratio=0.25): """ Reads in the data from data/dataset.csv and returns a subset of it reflecting an imbalanced test dataset -1: poor/average 1: good Input: dictionary: the dictionary created via get_split_binary_data positive_class_size: the size of the positive data ratio: ratio of negative_class_size to positive_class_size """ fname = "data/dataset.csv" dataframe = load_data(fname) dataframe = dataframe[dataframe['label'] != 0] positiveDF = dataframe[dataframe['label'] == 1].copy() negativeDF = dataframe[dataframe['label'] == -1].copy() X_test = pd.concat([positiveDF[:positive_class_size], negativeDF[:int(positive_class_size * ratio)]]).reset_index(drop=True).copy() Y_test = X_test['label'].values.copy() X_test = project1.generate_feature_matrix(X_test, dictionary) return (X_test, Y_test) def get_multiclass_training_data(class_size=400): """ Reads in the data from data/dataset.csv and returns it using extract_dictionary and generate_feature_matrix as a tuple (X_train, Y_train) where the labels are multiclass as follows -1: poor 0: average 1: good Also returns the dictionary used to create X_train. Input: class_size: Size of each class (pos/neg/neu) of training dataset. """ fname = "data/dataset.csv" dataframe = load_data(fname) neutralDF = dataframe[dataframe['label'] == 0].copy() positiveDF = dataframe[dataframe['label'] == 1].copy() negativeDF = dataframe[dataframe['label'] == -1].copy() X_train = pd.concat([positiveDF[:class_size], negativeDF[:class_size], neutralDF[:class_size]]).reset_index(drop=True).copy() dictionary = project1.extract_dictionary(X_train) Y_train = X_train['label'].values.copy() X_train = project1.generate_feature_matrix(X_train, dictionary) return (X_train, Y_train, dictionary) def get_heldout_reviews(dictionary): """ Reads in the data from data/heldout.csv and returns it as a feature matrix based on the functions extract_dictionary and generate_feature_matrix Input: dictionary: the dictionary created by get_multiclass_training_data """ fname = "data/heldout.csv" dataframe = load_data(fname) X = project1.generate_feature_matrix(dataframe, dictionary) return X def generate_challenge_labels(y, uniqname): """ Takes in a numpy array that stores the prediction of your multiclass classifier and output the prediction to held_out_result.csv. Please make sure that you do not change the order of the ratings in the heldout dataset since we will this file to evaluate your classifier. """ pd.Series(np.array(y)).to_csv(uniqname+'.csv', header=['label'], index=False) return
[ "xukailun@dc3sp13.dc.umich.edu" ]
xukailun@dc3sp13.dc.umich.edu
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/aliyun-python-sdk-ecs/aliyunsdkecs/request/v20140526/ModifyInstanceMaintenanceAttributesRequest.py
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gbhayana96/aliyun-openapi-python-sdk
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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 from aliyunsdkecs.endpoint import endpoint_data class ModifyInstanceMaintenanceAttributesRequest(RpcRequest): def __init__(self): RpcRequest.__init__(self, 'Ecs', '2014-05-26', 'ModifyInstanceMaintenanceAttributes','ecs') self.set_method('POST') if hasattr(self, "endpoint_map"): setattr(self, "endpoint_map", endpoint_data.getEndpointMap()) if hasattr(self, "endpoint_regional"): setattr(self, "endpoint_regional", endpoint_data.getEndpointRegional()) def get_ResourceOwnerId(self): return self.get_query_params().get('ResourceOwnerId') def set_ResourceOwnerId(self,ResourceOwnerId): self.add_query_param('ResourceOwnerId',ResourceOwnerId) def get_MaintenanceWindows(self): return self.get_query_params().get('MaintenanceWindow') def set_MaintenanceWindows(self, MaintenanceWindows): for depth1 in range(len(MaintenanceWindows)): if MaintenanceWindows[depth1].get('StartTime') is not None: self.add_query_param('MaintenanceWindow.' + str(depth1 + 1) + '.StartTime', MaintenanceWindows[depth1].get('StartTime')) if MaintenanceWindows[depth1].get('EndTime') is not None: self.add_query_param('MaintenanceWindow.' + str(depth1 + 1) + '.EndTime', MaintenanceWindows[depth1].get('EndTime')) def get_ActionOnMaintenance(self): return self.get_query_params().get('ActionOnMaintenance') def set_ActionOnMaintenance(self,ActionOnMaintenance): self.add_query_param('ActionOnMaintenance',ActionOnMaintenance) 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) def get_InstanceIds(self): return self.get_query_params().get('InstanceId') def set_InstanceIds(self, InstanceIds): for depth1 in range(len(InstanceIds)): if InstanceIds[depth1] is not None: self.add_query_param('InstanceId.' + str(depth1 + 1) , InstanceIds[depth1])
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sdk-team@alibabacloud.com
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/features/steps/login.py
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[]
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kruczyna/behave_python_with_page_object
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from behave import given, use_step_matcher, when, then from features.page_objects.login_page import LoginPage use_step_matcher("re") @given('I navigate to Sign In form') def main_page(context): page = LoginPage(context.driver) page.navigate_to_sign_in() @when('I submit "([^"]*)" and "([^"]*)"') def submit_login_form(context, login, password): page = LoginPage(context.driver) page.submit_login_form(login, password) @then('I see form "([^"]*)" massage') def form_error(context, error): page = LoginPage(context.driver) page.login_form_error(error) @then('I am a logged in user') def login_to_website(context): page = LoginPage(context.driver) page.logged_in_user()
[ "victoria.kruczek@stxnext.pl" ]
victoria.kruczek@stxnext.pl
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/pairsamtools/pairsam_phase.py
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OlgaVT/pairsamtools
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import sys import click import re, fnmatch from . import _fileio, _pairsam_format, cli, _headerops, common_io_options UTIL_NAME = 'pairsam_phase' @cli.command() @click.argument( 'pairsam_path', type=str, required=False) @click.option( '-o', "--output", type=str, default="", help='output file.' ' If the path ends with .gz or .lz4, the output is pbgzip-/lz4c-compressed.' ' By default, the output is printed into stdout.') @click.option( "--phase-suffixes", nargs=2, #type=click.Tuple([str, str]), help='phase suffixes.' ) @click.option( "--clean-output", is_flag=True, help='drop all columns besides the standard ones and phase1/2' ) @common_io_options def phase( pairsam_path, output, phase_suffixes, clean_output, **kwargs ): ''' PAIRSAM_PATH : input .pairsam file. If the path ends with .gz or .lz4, the input is decompressed by pbgzip/lz4c. By default, the input is read from stdin. ''' phase_py( pairsam_path, output, phase_suffixes, clean_output, **kwargs ) def phase_py( pairsam_path, output, phase_suffixes, clean_output, **kwargs ): instream = (_fileio.auto_open(pairsam_path, mode='r', nproc=kwargs.get('nproc_in'), command=kwargs.get('cmd_in', None)) if pairsam_path else sys.stdin) outstream = (_fileio.auto_open(output, mode='w', nproc=kwargs.get('nproc_out'), command=kwargs.get('cmd_out', None)) if output else sys.stdout) header, body_stream = _headerops.get_header(instream) header = _headerops.append_new_pg(header, ID=UTIL_NAME, PN=UTIL_NAME) old_column_names = _headerops.extract_column_names(header) if clean_output: new_column_names = [col for col in old_column_names if col in _pairsam_format.COLUMNS] new_column_idxs = [i for i,col in enumerate(old_column_names) if col in _pairsam_format.COLUMNS] + [ len(old_column_names), len(old_column_names)+1] else: new_column_names = list(old_column_names) new_column_names.append('phase1') new_column_names.append('phase2') header = _headerops._update_header_entry( header, 'columns', ' '.join(new_column_names)) if ( ('XA1' not in old_column_names) or ('XA2' not in old_column_names) or ('AS1' not in old_column_names) or ('AS2' not in old_column_names) or ('XS1' not in old_column_names) or ('XS2' not in old_column_names) ): raise ValueError( 'The input pairs file must be parsed with the flag --add-columns XA,AS,XS --min-mapq 0') COL_XA1 = old_column_names.index('XA1') COL_XA2 = old_column_names.index('XA2') COL_AS1 = old_column_names.index('AS1') COL_AS2 = old_column_names.index('AS2') COL_XS1 = old_column_names.index('XS1') COL_XS2 = old_column_names.index('XS2') outstream.writelines((l+'\n' for l in header)) def get_chrom_phase(chrom, phase_suffixes): if chrom.endswith(phase_suffixes[0]): return '0', chrom[:-len(phase_suffixes[0])] elif chrom.endswith(phase_suffixes[1]): return '1', chrom[:-len(phase_suffixes[1])] else: return '!', chrom def phase_side(chrom, XA, AS, XS, phase_suffixes): phase, chrom_base = get_chrom_phase(chrom, phase_suffixes) XAs = XA.split(';') if AS > XS: return phase, chrom_base else: # this should be technically impossible, b/c when AS==XS at least # one alternative alignment must be reported if len(XAs) == 1 and len(XAs[0]) == 0: return phase, chrom_base elif len(XAs) == 1 and len(XAs[0]) > 0: alt_chrom, alt_pos, alt_CIGAR, alt_NM = XAs[0].split(',') alt_phase, alt_chrom_base = get_chrom_phase(alt_chrom, phase_suffixes) alt_is_homologue = ( (chrom_base == alt_chrom_base) and ( ((phase=='0') and (alt_phase=='1')) or ((phase=='1') and (alt_phase=='0')) ) ) if alt_is_homologue: return '.', chrom_base return '!', '!' for line in body_stream: cols = line.rstrip().split(_pairsam_format.PAIRSAM_SEP) cols.append('!') cols.append('!') pair_type = cols[_pairsam_format.COL_PTYPE] if cols[_pairsam_format.COL_C1] != _pairsam_format.UNMAPPED_CHROM: phase1, chrom_base1 = phase_side( cols[_pairsam_format.COL_C1], cols[COL_XA1], int(cols[COL_AS1]), int(cols[COL_XS1]), phase_suffixes ) cols[-2] = phase1 cols[_pairsam_format.COL_C1] = chrom_base1 if chrom_base1 == '!': cols[_pairsam_format.COL_C1] = _pairsam_format.UNMAPPED_CHROM cols[_pairsam_format.COL_P1] = str(_pairsam_format.UNMAPPED_POS) cols[_pairsam_format.COL_S1] = _pairsam_format.UNMAPPED_STRAND pair_type = 'M' + pair_type[1] if cols[_pairsam_format.COL_C2] != _pairsam_format.UNMAPPED_CHROM: phase2, chrom_base2 = phase_side( cols[_pairsam_format.COL_C2], cols[COL_XA2], int(cols[COL_AS2]), int(cols[COL_XS2]), phase_suffixes ) cols[-1] = phase2 cols[_pairsam_format.COL_C2] = chrom_base2 if chrom_base2 == '!': cols[_pairsam_format.COL_C2] = _pairsam_format.UNMAPPED_CHROM cols[_pairsam_format.COL_P2] = str(_pairsam_format.UNMAPPED_POS) cols[_pairsam_format.COL_S2] = _pairsam_format.UNMAPPED_STRAND pair_type = pair_type[0] + 'M' cols[_pairsam_format.COL_PTYPE] = pair_type if clean_output: cols = [cols[i] for i in new_column_idxs] outstream.write(_pairsam_format.PAIRSAM_SEP.join(cols)) outstream.write('\n') if instream != sys.stdin: instream.close() if outstream != sys.stdout: outstream.close() if __name__ == '__main__': phase()
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agalitzina@gmail.com
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# -*- coding:utf-8 -*- class FloatRange(object): def __init__(self,start,end,step=0.1): self.start = start self.end = end self.step = step def __iter__(self): t = self.start while t <= self.end: yield t t += self.step def __reversed__(self): t = self.end while t >= self.start: yield t t -= self.step # 正向迭代 for x in FloatRange(1,10,0.2): print x print "-"*40 # 逆向迭代,使用python的内置函数 reversed(iter_obj) ,需要可迭代对象实现了专有函数 __reversed__() for x in reversed(FloatRange(1,10,0.5)): print x
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k = map(int,raw_input().split()) print k[0]*k[1],k[0]*2+k[1]*2
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def fromkeys_my(x,y): temp={} if(type(y)==int): temp=dict.fromkeys(x,y) else: i=0 if(len(y)>=len(x.keys())): for key in x: temp[key]=y[i] i+=1 elif(len(y)<len(x.keys())): for key in x: if(len(y)!=i): temp[key]=y[i] else: temp[key]="None" i+=1 return temp def fromkeys(input_dict,output_dict_values): result_dict={} if(type(output_dict_values)==list or type(output_dict_values)==tuple): keys_list=input_dict.keys() values_length=len(output_dict_values) for i in range(len(keys_list)): if i<values_length: result_dict[keys_list[i]]=output_dict_values[i] else: result_dict[keys_list[i]]="None" else: result_dict=dict.fromkeys(input_dict,output_dict_values) return result_dict def main(): #x={1:2,2:3,3:4} x=input("Enter dictionary") y=input("Enter what you want to enter as values") result=fromkeys(x,y) print result if __name__=='__main__': main()
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# coding=utf-8 ''' cPickle包的功能和用法与pickle包几乎完全相同 (其存在差别的地方实际上很少用到),不同在于cPickle是基于c语言编写的,速度是pickle包的1000倍 如果想使用cPickle包,我们都可以将import语句改为: ''' import cPickle as pickle # define class class Bird(object): have_feather = True way_of_reproduction = 'egg' summer = Bird() # construct an object picklestring = pickle.dumps(summer) # serialize object print(picklestring)
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def calcula_aumento(x): calcula_aumento=x*0.10 if x<=1250: calcula_aumento=x*0.15 return calcula_aumento
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from __future__ import unicode_literals from datetime import datetime from django.core.validators import MaxValueValidator, MinValueValidator from django.conf import settings from django.db import models from django.urls import reverse from django.utils.translation import ugettext_lazy as _ from utils.gerador_hash import gerar_hash class Consulta(models.Model): medico = models.ForeignKey('usuario.Usuario', verbose_name= 'Médico na consulta *', on_delete=models.PROTECT, related_name='medico') unidade = models.ForeignKey('unidade.Unidade', verbose_name= 'Unidade de Atendimento *', on_delete=models.PROTECT, related_name='unidade_consulta') data = models.DateField('Data da consulta ', max_length=10, help_text='Use dd/mm/aaaa') hora = models.TimeField('Hora da consulta ', max_length=10, help_text='Use hh:mm') paciente = models.CharField('Informe o nome completo do paciente *', max_length=100, help_text= '* indica campos obrigatórios') prescricao = models.TextField('Prescrição *', max_length=1000, help_text= '* indica campos obrigatórios') medicamentos = models.ManyToManyField('medicamento.Medicamento', verbose_name='Medicamento(s)', null=True, blank=True, related_name='medicamento', help_text='Para selecionar ou deselecionar um medicamento pressione CTRL + Botão Esquerdo do mouse ou Command + Botão Esquerdo do mouse') slug = models.SlugField('Hash',max_length= 200, null=True, blank=True) objects = models.Manager() class Meta: ordering = ['-data', '-hora', 'paciente'] verbose_name = ('consulta') verbose_name_plural = ('consultas') unique_together = [['data','hora','paciente']] def __str__(self): return "Paciente: %s. Médico: %s. Data: %s. Hora: %s." % (self.paciente, self.medico, self.data, self.hora) def save(self, *args, **kwargs): self.paciente = self.paciente.upper() self.data = datetime.now() self.hora = datetime.now() if not self.slug: self.slug = gerar_hash() super(Consulta, self).save(*args, **kwargs) @property def get_absolute_url(self): return reverse('consulta_update', args=[str(self.id)]) @property def get_delete_url(self): return reverse('consulta_delete', args=[str(self.id)])
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""" DuDQN scores from DuDQN paper. 114 entries - 49 human entries from Gorila DQN ------------------------------------------------------------------------ 65 unique entries """ from .entries import entries # Specify ALGORITHM algo = { # ALGORITHM "algo-title": "Human", "algo-nickname": "Human", } # Populate entries entries = [{**entry, **algo} for entry in entries] assert len(entries) == 8 + 57
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import os import theano import theano.tensor as T import numpy as np class LSTM(object): def __init__(self, embedding_dim, hidden_dim, num_clas, wind_size, vocab_size, bptt_truncate=-1): ''' embedding_dim : dimension of word embeddings hidden_dim : dimension of hidden layer num_clas : number of classes wind_size : word window context size vocab_size : vocabulary size ''' self.embedding_dim = embedding_dim self.hidden_dim = hidden_dim self.num_clas = num_clas self.wind_size = wind_size self.vocab_size = vocab_size self.bptt_truncate = bptt_truncate # Randomly initialize the network parameters self.E = theano.shared(np.random.uniform(-np.sqrt(1./embedding_dim), np.sqrt(1./embedding_dim), \ (vocab_size+1, embedding_dim)).astype(theano.config.floatX)) self.U = theano.shared(np.random.uniform(-np.sqrt(1./hidden_dim), np.sqrt(1./hidden_dim), \ (4, embedding_dim * wind_size, hidden_dim)).astype(theano.config.floatX)) self.W = theano.shared(np.random.uniform(-np.sqrt(1./hidden_dim), np.sqrt(1./hidden_dim), \ (4, hidden_dim, hidden_dim)).astype(theano.config.floatX)) self.V = theano.shared(np.random.uniform(-np.sqrt(1./hidden_dim), np.sqrt(1./hidden_dim), \ (hidden_dim, num_clas)).astype(theano.config.floatX)) self.b = theano.shared(np.zeros((4, hidden_dim)).astype(theano.config.floatX)) self.c = theano.shared(np.zeros(num_clas).astype(theano.config.floatX)) self.params = [self.E, self.U, self.W, self.V, self.b, self.c] self.names = ['E', 'U', 'W', 'V', 'b', 'c'] self.__theano_build__() def __theano_build__(self): idxs = T.imatrix() x = self.E[idxs].reshape((idxs.shape[0], self.wind_size * self.embedding_dim)) y = T.ivector('y') def forward_prop_step(x_t, s_t_prev, c_t_prev): # LSTM layer i_t = T.nnet.hard_sigmoid(T.dot(x_t, self.U[0]) + T.dot(s_t_prev, self.W[0]) + self.b[0]) f_t = T.nnet.hard_sigmoid(T.dot(x_t, self.U[1]) + T.dot(s_t_prev, self.W[1]) + self.b[1]) o_t = T.nnet.hard_sigmoid(T.dot(x_t, self.U[2]) + T.dot(s_t_prev, self.W[2]) + self.b[2]) g_t = T.tanh(T.dot(x_t, self.U[3]) + T.dot(s_t_prev, self.W[3]) + self.b[3]) c_t = c_t_prev * f_t + g_t * i_t s_t = T.tanh(c_t) * o_t # Final output calculation # Theano's softmax returns a matrix with one row, we only need the row output_t = T.nnet.softmax(T.dot(s_t, self.V) + self.c)[0] return [output_t, s_t, c_t] [o, s, c], _ = theano.scan( forward_prop_step, sequences = x, truncate_gradient = self.bptt_truncate, outputs_info = [None, dict(initial=T.zeros(self.hidden_dim)), dict(initial=T.zeros(self.hidden_dim))]) prediction = T.argmax(o, axis=1) o_err = T.sum(T.nnet.categorical_crossentropy(o, y)) # square of L2 norm self.l2_sqr = 0 self.l2_sqr += (self.W ** 2).sum() self.l2_sqr += (self.U ** 2).sum() self.l2_sqr += (self.V ** 2).sum() # Totol cost (could add regularization here) cost = o_err + 0.0002 * self.l2_sqr # Gradients dE = T.grad(cost, self.E) dU = T.grad(cost, self.U) dW = T.grad(cost, self.W) dV = T.grad(cost, self.V) db = T.grad(cost, self.b) dc = T.grad(cost, self.c) self.predict = theano.function([idxs], o) self.predict_class = theano.function([idxs], prediction) self.ce_err = theano.function([idxs, y], cost) lr = T.scalar('learning_rate') self.sgd_step = theano.function( [idxs, y, lr], [], updates = [(self.E, self.E - lr * dE), (self.U, self.U - lr * dU), (self.W, self.W - lr * dW), (self.V, self.V - lr * dV), (self.b, self.b - lr * db), (self.c, self.c - lr * dc)]) def calculate_total_loss(self, X, Y): return np.sum([self.ce_err(x, y) for x, y in zip(X, Y) if len(y) >= 5]) def calculate_loss(self, X, Y): num_words = np.sum([len(y) for y in Y]) return self.calculate_total_loss(X,Y) / float(num_words) def save_model(self, floder): for param, name in zip(self.params, self.names): np.save(os.path.join(floder, name + '.npy'), param.get_value()) print("save model to %s." % floder)
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''' Yahoo Bot ''' from . import BaseAgent, DeviceClass class Agent(BaseAgent): CLASS = DeviceClass.OTHER
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# -*- threading_test-case-name: twisted.conch.threading_test.test_keys -*- # Copyright (c) Twisted Matrix Laboratories. # See LICENSE for details. """ Handling of RSA, DSA, and EC keys. """ from __future__ import absolute_import, division import binascii import itertools from hashlib import md5, sha256 import base64 import struct import bcrypt from cryptography.exceptions import InvalidSignature from cryptography.hazmat.backends import default_backend from cryptography.hazmat.primitives import hashes, serialization from cryptography.hazmat.primitives.asymmetric import dsa, rsa, padding, ec from cryptography.hazmat.primitives.serialization import ( load_pem_private_key, load_ssh_public_key) from cryptography import utils try: from cryptography.hazmat.primitives.asymmetric.utils import ( encode_dss_signature, decode_dss_signature) except ImportError: from cryptography.hazmat.primitives.asymmetric.utils import ( encode_rfc6979_signature as encode_dss_signature, decode_rfc6979_signature as decode_dss_signature) from cryptography.hazmat.primitives.ciphers import Cipher, algorithms, modes from pyasn1.error import PyAsn1Error from pyasn1.type import univ from pyasn1.codec.ber import decoder as berDecoder from pyasn1.codec.ber import encoder as berEncoder from twisted.conch.ssh import common, sexpy from twisted.conch.ssh.common import int_from_bytes, int_to_bytes from twisted.python import randbytes from twisted.python.compat import ( iterbytes, long, izip, nativeString, unicode, _PY3, _b64decodebytes as decodebytes, _b64encodebytes as encodebytes) from twisted.python.constants import NamedConstant, Names # Curve lookup table _curveTable = { b'ecdsa-sha2-nistp256': ec.SECP256R1(), b'ecdsa-sha2-nistp384': ec.SECP384R1(), b'ecdsa-sha2-nistp521': ec.SECP521R1(), } _secToNist = { b'secp256r1' : b'nistp256', b'secp384r1' : b'nistp384', b'secp521r1' : b'nistp521', } class BadKeyError(Exception): """ Raised when a key isn't what we expected from it. XXX: we really need to check for bad keys """ class EncryptedKeyError(Exception): """ Raised when an encrypted key is presented to fromString/fromFile without a password. """ class BadFingerPrintFormat(Exception): """ Raises when unsupported fingerprint formats are presented to fingerprint. """ class FingerprintFormats(Names): """ Constants representing the supported formats of key fingerprints. @cvar MD5_HEX: Named constant representing fingerprint format generated using md5[RFC1321] algorithm in hexadecimal encoding. @type MD5_HEX: L{twisted.python.constants.NamedConstant} @cvar SHA256_BASE64: Named constant representing fingerprint format generated using sha256[RFC4634] algorithm in base64 encoding @type SHA256_BASE64: L{twisted.python.constants.NamedConstant} """ MD5_HEX = NamedConstant() SHA256_BASE64 = NamedConstant() class Key(object): """ An object representing a key. A key can be either a public or private key. A public key can verify a signature; a private key can create or verify a signature. To generate a string that can be stored on disk, use the toString method. If you have a private key, but want the string representation of the public key, use Key.public().toString(). """ @classmethod def fromFile(cls, filename, type=None, passphrase=None): """ Load a key from a file. @param filename: The path to load key data from. @type type: L{str} or L{None} @param type: A string describing the format the key data is in, or L{None} to attempt detection of the type. @type passphrase: L{bytes} or L{None} @param passphrase: The passphrase the key is encrypted with, or L{None} if there is no encryption. @rtype: L{Key} @return: The loaded key. """ with open(filename, 'rb') as f: return cls.fromString(f.read(), type, passphrase) @classmethod def fromString(cls, data, type=None, passphrase=None): """ Return a Key object corresponding to the string data. type is optionally the type of string, matching a _fromString_* method. Otherwise, the _guessStringType() classmethod will be used to guess a type. If the key is encrypted, passphrase is used as the decryption key. @type data: L{bytes} @param data: The key data. @type type: L{str} or L{None} @param type: A string describing the format the key data is in, or L{None} to attempt detection of the type. @type passphrase: L{bytes} or L{None} @param passphrase: The passphrase the key is encrypted with, or L{None} if there is no encryption. @rtype: L{Key} @return: The loaded key. """ if isinstance(data, unicode): data = data.encode("utf-8") if isinstance(passphrase, unicode): passphrase = passphrase.encode("utf-8") if type is None: type = cls._guessStringType(data) if type is None: raise BadKeyError('cannot guess the type of %r' % (data,)) method = getattr(cls, '_fromString_%s' % (type.upper(),), None) if method is None: raise BadKeyError('no _fromString method for %s' % (type,)) if method.__code__.co_argcount == 2: # No passphrase if passphrase: raise BadKeyError('key not encrypted') return method(data) else: return method(data, passphrase) @classmethod def _fromString_BLOB(cls, blob): """ Return a public key object corresponding to this public key blob. The format of a RSA public key blob is:: string 'ssh-rsa' integer e integer n The format of a DSA public key blob is:: string 'ssh-dss' integer p integer q integer g integer y The format of ECDSA-SHA2-* public key blob is:: string 'ecdsa-sha2-[identifier]' integer x integer y identifier is the standard NIST curve name. @type blob: L{bytes} @param blob: The key data. @return: A new key. @rtype: L{twisted.conch.ssh.keys.Key} @raises BadKeyError: if the key type (the first string) is unknown. """ keyType, rest = common.getNS(blob) if keyType == b'ssh-rsa': e, n, rest = common.getMP(rest, 2) return cls( rsa.RSAPublicNumbers(e, n).public_key(default_backend())) elif keyType == b'ssh-dss': p, q, g, y, rest = common.getMP(rest, 4) return cls( dsa.DSAPublicNumbers( y=y, parameter_numbers=dsa.DSAParameterNumbers( p=p, q=q, g=g ) ).public_key(default_backend()) ) elif keyType in _curveTable: return cls( ec.EllipticCurvePublicKey.from_encoded_point( _curveTable[keyType], common.getNS(rest, 2)[1] ) ) else: raise BadKeyError('unknown blob type: %s' % (keyType,)) @classmethod def _fromString_PRIVATE_BLOB(cls, blob): """ Return a private key object corresponding to this private key blob. The blob formats are as follows: RSA keys:: string 'ssh-rsa' integer n integer e integer d integer u integer p integer q DSA keys:: string 'ssh-dss' integer p integer q integer g integer y integer x EC keys:: string 'ecdsa-sha2-[identifier]' string identifier string q integer privateValue identifier is the standard NIST curve name. @type blob: L{bytes} @param blob: The key data. @return: A new key. @rtype: L{twisted.conch.ssh.keys.Key} @raises BadKeyError: if * the key type (the first string) is unknown * the curve name of an ECDSA key does not match the key type """ keyType, rest = common.getNS(blob) if keyType == b'ssh-rsa': n, e, d, u, p, q, rest = common.getMP(rest, 6) return cls._fromRSAComponents(n=n, e=e, d=d, p=p, q=q) elif keyType == b'ssh-dss': p, q, g, y, x, rest = common.getMP(rest, 5) return cls._fromDSAComponents(y=y, g=g, p=p, q=q, x=x) elif keyType in _curveTable: curve = _curveTable[keyType] curveName, q, rest = common.getNS(rest, 2) if curveName != _secToNist[curve.name.encode('ascii')]: raise BadKeyError('ECDSA curve name %r does not match key ' 'type %r' % (curveName, keyType)) privateValue, rest = common.getMP(rest) return cls._fromECEncodedPoint( encodedPoint=q, curve=keyType, privateValue=privateValue) else: raise BadKeyError('unknown blob type: %s' % (keyType,)) @classmethod def _fromString_PUBLIC_OPENSSH(cls, data): """ Return a public key object corresponding to this OpenSSH public key string. The format of an OpenSSH public key string is:: <key type> <base64-encoded public key blob> @type data: L{bytes} @param data: The key data. @return: A new key. @rtype: L{twisted.conch.ssh.keys.Key} @raises BadKeyError: if the blob type is unknown. """ # ECDSA keys don't need base64 decoding which is required # for RSA or DSA key. if data.startswith(b'ecdsa-sha2'): return cls(load_ssh_public_key(data, default_backend())) blob = decodebytes(data.split()[1]) return cls._fromString_BLOB(blob) @classmethod def _fromPrivateOpenSSH_v1(cls, data, passphrase): """ Return a private key object corresponding to this OpenSSH private key string, in the "openssh-key-v1" format introduced in OpenSSH 6.5. The format of an openssh-key-v1 private key string is:: -----BEGIN OPENSSH PRIVATE KEY----- <base64-encoded SSH protocol string> -----END OPENSSH PRIVATE KEY----- The SSH protocol string is as described in U{PROTOCOL.key<https://cvsweb.openbsd.org/cgi-bin/cvsweb/src/usr.bin/ssh/PROTOCOL.key>}. @type data: L{bytes} @param data: The key data. @type passphrase: L{bytes} or L{None} @param passphrase: The passphrase the key is encrypted with, or L{None} if it is not encrypted. @return: A new key. @rtype: L{twisted.conch.ssh.keys.Key} @raises BadKeyError: if * a passphrase is provided for an unencrypted key * the SSH protocol encoding is incorrect @raises EncryptedKeyError: if * a passphrase is not provided for an encrypted key """ lines = data.strip().splitlines() keyList = decodebytes(b''.join(lines[1:-1])) if not keyList.startswith(b'openssh-key-v1\0'): raise BadKeyError('unknown OpenSSH private key format') keyList = keyList[len(b'openssh-key-v1\0'):] cipher, kdf, kdfOptions, rest = common.getNS(keyList, 3) n = struct.unpack('!L', rest[:4])[0] if n != 1: raise BadKeyError('only OpenSSH private key files containing ' 'a single key are supported') # Ignore public key _, encPrivKeyList, _ = common.getNS(rest[4:], 2) if cipher != b'none': if not passphrase: raise EncryptedKeyError('Passphrase must be provided ' 'for an encrypted key') # Determine cipher if cipher in (b'aes128-ctr', b'aes192-ctr', b'aes256-ctr'): algorithmClass = algorithms.AES blockSize = 16 keySize = int(cipher[3:6]) // 8 ivSize = blockSize else: raise BadKeyError('unknown encryption type %r' % (cipher,)) if kdf == b'bcrypt': salt, rest = common.getNS(kdfOptions) rounds = struct.unpack('!L', rest[:4])[0] decKey = bcrypt.kdf( passphrase, salt, keySize + ivSize, rounds, # We can only use the number of rounds that OpenSSH used. ignore_few_rounds=True) else: raise BadKeyError('unknown KDF type %r' % (kdf,)) if (len(encPrivKeyList) % blockSize) != 0: raise BadKeyError('bad padding') decryptor = Cipher( algorithmClass(decKey[:keySize]), modes.CTR(decKey[keySize:keySize + ivSize]), backend=default_backend() ).decryptor() privKeyList = ( decryptor.update(encPrivKeyList) + decryptor.finalize()) else: if kdf != b'none': raise BadKeyError('private key specifies KDF %r but no ' 'cipher' % (kdf,)) privKeyList = encPrivKeyList check1 = struct.unpack('!L', privKeyList[:4])[0] check2 = struct.unpack('!L', privKeyList[4:8])[0] if check1 != check2: raise BadKeyError('check values do not match: %d != %d' % (check1, check2)) return cls._fromString_PRIVATE_BLOB(privKeyList[8:]) @classmethod def _fromPrivateOpenSSH_PEM(cls, data, passphrase): """ Return a private key object corresponding to this OpenSSH private key string, in the old PEM-based format. The format of a PEM-based OpenSSH private key string is:: -----BEGIN <key type> PRIVATE KEY----- [Proc-Type: 4,ENCRYPTED DEK-Info: DES-EDE3-CBC,<initialization value>] <base64-encoded ASN.1 structure> ------END <key type> PRIVATE KEY------ The ASN.1 structure of a RSA key is:: (0, n, e, d, p, q) The ASN.1 structure of a DSA key is:: (0, p, q, g, y, x) The ASN.1 structure of a ECDSA key is:: (ECParameters, OID, NULL) @type data: L{bytes} @param data: The key data. @type passphrase: L{bytes} or L{None} @param passphrase: The passphrase the key is encrypted with, or L{None} if it is not encrypted. @return: A new key. @rtype: L{twisted.conch.ssh.keys.Key} @raises BadKeyError: if * a passphrase is provided for an unencrypted key * the ASN.1 encoding is incorrect @raises EncryptedKeyError: if * a passphrase is not provided for an encrypted key """ lines = data.strip().splitlines() kind = lines[0][11:-17] if lines[1].startswith(b'Proc-Type: 4,ENCRYPTED'): if not passphrase: raise EncryptedKeyError('Passphrase must be provided ' 'for an encrypted key') # Determine cipher and initialization vector try: _, cipherIVInfo = lines[2].split(b' ', 1) cipher, ivdata = cipherIVInfo.rstrip().split(b',', 1) except ValueError: raise BadKeyError('invalid DEK-info %r' % (lines[2],)) if cipher in (b'AES-128-CBC', b'AES-256-CBC'): algorithmClass = algorithms.AES keySize = int(cipher.split(b'-')[1]) // 8 if len(ivdata) != 32: raise BadKeyError('AES encrypted key with a bad IV') elif cipher == b'DES-EDE3-CBC': algorithmClass = algorithms.TripleDES keySize = 24 if len(ivdata) != 16: raise BadKeyError('DES encrypted key with a bad IV') else: raise BadKeyError('unknown encryption type %r' % (cipher,)) # Extract keyData for decoding iv = bytes(bytearray([int(ivdata[i:i + 2], 16) for i in range(0, len(ivdata), 2)])) ba = md5(passphrase + iv[:8]).digest() bb = md5(ba + passphrase + iv[:8]).digest() decKey = (ba + bb)[:keySize] b64Data = decodebytes(b''.join(lines[3:-1])) decryptor = Cipher( algorithmClass(decKey), modes.CBC(iv), backend=default_backend() ).decryptor() keyData = decryptor.update(b64Data) + decryptor.finalize() removeLen = ord(keyData[-1:]) keyData = keyData[:-removeLen] else: b64Data = b''.join(lines[1:-1]) keyData = decodebytes(b64Data) try: decodedKey = berDecoder.decode(keyData)[0] except PyAsn1Error as e: raise BadKeyError( 'Failed to decode key (Bad Passphrase?): %s' % (e,)) if kind == b'EC': return cls( load_pem_private_key(data, passphrase, default_backend())) if kind == b'RSA': if len(decodedKey) == 2: # Alternate RSA key decodedKey = decodedKey[0] if len(decodedKey) < 6: raise BadKeyError('RSA key failed to decode properly') n, e, d, p, q, dmp1, dmq1, iqmp = [ long(value) for value in decodedKey[1:9] ] return cls( rsa.RSAPrivateNumbers( p=p, q=q, d=d, dmp1=dmp1, dmq1=dmq1, iqmp=iqmp, public_numbers=rsa.RSAPublicNumbers(e=e, n=n), ).private_key(default_backend()) ) elif kind == b'DSA': p, q, g, y, x = [long(value) for value in decodedKey[1: 6]] if len(decodedKey) < 6: raise BadKeyError('DSA key failed to decode properly') return cls( dsa.DSAPrivateNumbers( x=x, public_numbers=dsa.DSAPublicNumbers( y=y, parameter_numbers=dsa.DSAParameterNumbers( p=p, q=q, g=g ) ) ).private_key(backend=default_backend()) ) else: raise BadKeyError("unknown key type %s" % (kind,)) @classmethod def _fromString_PRIVATE_OPENSSH(cls, data, passphrase): """ Return a private key object corresponding to this OpenSSH private key string. If the key is encrypted, passphrase MUST be provided. Providing a passphrase for an unencrypted key is an error. @type data: L{bytes} @param data: The key data. @type passphrase: L{bytes} or L{None} @param passphrase: The passphrase the key is encrypted with, or L{None} if it is not encrypted. @return: A new key. @rtype: L{twisted.conch.ssh.keys.Key} @raises BadKeyError: if * a passphrase is provided for an unencrypted key * the encoding is incorrect @raises EncryptedKeyError: if * a passphrase is not provided for an encrypted key """ if data.strip().splitlines()[0][11:-17] == b'OPENSSH': # New-format (openssh-key-v1) key return cls._fromPrivateOpenSSH_v1(data, passphrase) else: # Old-format (PEM) key return cls._fromPrivateOpenSSH_PEM(data, passphrase) @classmethod def _fromString_PUBLIC_LSH(cls, data): """ Return a public key corresponding to this LSH public key string. The LSH public key string format is:: <s-expression: ('public-key', (<key type>, (<name, <value>)+))> The names for a RSA (key type 'rsa-pkcs1-sha1') key are: n, e. The names for a DSA (key type 'dsa') key are: y, g, p, q. @type data: L{bytes} @param data: The key data. @return: A new key. @rtype: L{twisted.conch.ssh.keys.Key} @raises BadKeyError: if the key type is unknown """ sexp = sexpy.parse(decodebytes(data[1:-1])) assert sexp[0] == b'public-key' kd = {} for name, data in sexp[1][1:]: kd[name] = common.getMP(common.NS(data))[0] if sexp[1][0] == b'dsa': return cls._fromDSAComponents( y=kd[b'y'], g=kd[b'g'], p=kd[b'p'], q=kd[b'q']) elif sexp[1][0] == b'rsa-pkcs1-sha1': return cls._fromRSAComponents(n=kd[b'n'], e=kd[b'e']) else: raise BadKeyError('unknown lsh key type %s' % (sexp[1][0],)) @classmethod def _fromString_PRIVATE_LSH(cls, data): """ Return a private key corresponding to this LSH private key string. The LSH private key string format is:: <s-expression: ('private-key', (<key type>, (<name>, <value>)+))> The names for a RSA (key type 'rsa-pkcs1-sha1') key are: n, e, d, p, q. The names for a DSA (key type 'dsa') key are: y, g, p, q, x. @type data: L{bytes} @param data: The key data. @return: A new key. @rtype: L{twisted.conch.ssh.keys.Key} @raises BadKeyError: if the key type is unknown """ sexp = sexpy.parse(data) assert sexp[0] == b'private-key' kd = {} for name, data in sexp[1][1:]: kd[name] = common.getMP(common.NS(data))[0] if sexp[1][0] == b'dsa': assert len(kd) == 5, len(kd) return cls._fromDSAComponents( y=kd[b'y'], g=kd[b'g'], p=kd[b'p'], q=kd[b'q'], x=kd[b'x']) elif sexp[1][0] == b'rsa-pkcs1': assert len(kd) == 8, len(kd) if kd[b'p'] > kd[b'q']: # Make p smaller than q kd[b'p'], kd[b'q'] = kd[b'q'], kd[b'p'] return cls._fromRSAComponents( n=kd[b'n'], e=kd[b'e'], d=kd[b'd'], p=kd[b'p'], q=kd[b'q']) else: raise BadKeyError('unknown lsh key type %s' % (sexp[1][0],)) @classmethod def _fromString_AGENTV3(cls, data): """ Return a private key object corresponsing to the Secure Shell Key Agent v3 format. The SSH Key Agent v3 format for a RSA key is:: string 'ssh-rsa' integer e integer d integer n integer u integer p integer q The SSH Key Agent v3 format for a DSA key is:: string 'ssh-dss' integer p integer q integer g integer y integer x @type data: L{bytes} @param data: The key data. @return: A new key. @rtype: L{twisted.conch.ssh.keys.Key} @raises BadKeyError: if the key type (the first string) is unknown """ keyType, data = common.getNS(data) if keyType == b'ssh-dss': p, data = common.getMP(data) q, data = common.getMP(data) g, data = common.getMP(data) y, data = common.getMP(data) x, data = common.getMP(data) return cls._fromDSAComponents(y=y, g=g, p=p, q=q, x=x) elif keyType == b'ssh-rsa': e, data = common.getMP(data) d, data = common.getMP(data) n, data = common.getMP(data) u, data = common.getMP(data) p, data = common.getMP(data) q, data = common.getMP(data) return cls._fromRSAComponents(n=n, e=e, d=d, p=p, q=q, u=u) else: raise BadKeyError("unknown key type %s" % (keyType,)) @classmethod def _guessStringType(cls, data): """ Guess the type of key in data. The types map to _fromString_* methods. @type data: L{bytes} @param data: The key data. """ if data.startswith(b'ssh-') or data.startswith(b'ecdsa-sha2-'): return 'public_openssh' elif data.startswith(b'-----BEGIN'): return 'private_openssh' elif data.startswith(b'{'): return 'public_lsh' elif data.startswith(b'('): return 'private_lsh' elif data.startswith(b'\x00\x00\x00\x07ssh-') or data.startswith(b'\x00\x00\x00\x13ecdsa-'): ignored, rest = common.getNS(data) count = 0 while rest: count += 1 ignored, rest = common.getMP(rest) if count > 4: return 'agentv3' else: return 'blob' @classmethod def _fromRSAComponents(cls, n, e, d=None, p=None, q=None, u=None): """ Build a key from RSA numerical components. @type n: L{int} @param n: The 'n' RSA variable. @type e: L{int} @param e: The 'e' RSA variable. @type d: L{int} or L{None} @param d: The 'd' RSA variable (optional for a public key). @type p: L{int} or L{None} @param p: The 'p' RSA variable (optional for a public key). @type q: L{int} or L{None} @param q: The 'q' RSA variable (optional for a public key). @type u: L{int} or L{None} @param u: The 'u' RSA variable. Ignored, as its value is determined by p and q. @rtype: L{Key} @return: An RSA key constructed from the values as given. """ publicNumbers = rsa.RSAPublicNumbers(e=e, n=n) if d is None: # We have public components. keyObject = publicNumbers.public_key(default_backend()) else: privateNumbers = rsa.RSAPrivateNumbers( p=p, q=q, d=d, dmp1=rsa.rsa_crt_dmp1(d, p), dmq1=rsa.rsa_crt_dmq1(d, q), iqmp=rsa.rsa_crt_iqmp(p, q), public_numbers=publicNumbers, ) keyObject = privateNumbers.private_key(default_backend()) return cls(keyObject) @classmethod def _fromDSAComponents(cls, y, p, q, g, x=None): """ Build a key from DSA numerical components. @type y: L{int} @param y: The 'y' DSA variable. @type p: L{int} @param p: The 'p' DSA variable. @type q: L{int} @param q: The 'q' DSA variable. @type g: L{int} @param g: The 'g' DSA variable. @type x: L{int} or L{None} @param x: The 'x' DSA variable (optional for a public key) @rtype: L{Key} @return: A DSA key constructed from the values as given. """ publicNumbers = dsa.DSAPublicNumbers( y=y, parameter_numbers=dsa.DSAParameterNumbers(p=p, q=q, g=g)) if x is None: # We have public components. keyObject = publicNumbers.public_key(default_backend()) else: privateNumbers = dsa.DSAPrivateNumbers( x=x, public_numbers=publicNumbers) keyObject = privateNumbers.private_key(default_backend()) return cls(keyObject) @classmethod def _fromECComponents(cls, x, y, curve, privateValue=None): """ Build a key from EC components. @param x: The affine x component of the public point used for verifying. @type x: L{int} @param y: The affine y component of the public point used for verifying. @type y: L{int} @param curve: NIST name of elliptic curve. @type curve: L{bytes} @param privateValue: The private value. @type privateValue: L{int} """ publicNumbers = ec.EllipticCurvePublicNumbers( x=x, y=y, curve=_curveTable[curve]) if privateValue is None: # We have public components. keyObject = publicNumbers.public_key(default_backend()) else: privateNumbers = ec.EllipticCurvePrivateNumbers( private_value=privateValue, public_numbers=publicNumbers) keyObject = privateNumbers.private_key(default_backend()) return cls(keyObject) @classmethod def _fromECEncodedPoint(cls, encodedPoint, curve, privateValue=None): """ Build a key from an EC encoded point. @param encodedPoint: The public point encoded as in SEC 1 v2.0 section 2.3.3. @type encodedPoint: L{bytes} @param curve: NIST name of elliptic curve. @type curve: L{bytes} @param privateValue: The private value. @type privateValue: L{int} """ if privateValue is None: # We have public components. keyObject = ec.EllipticCurvePublicKey.from_encoded_point( _curveTable[curve], encodedPoint ) else: keyObject = ec.derive_private_key( privateValue, _curveTable[curve], default_backend() ) return cls(keyObject) def __init__(self, keyObject): """ Initialize with a private or public C{cryptography.hazmat.primitives.asymmetric} key. @param keyObject: Low level key. @type keyObject: C{cryptography.hazmat.primitives.asymmetric} key. """ self._keyObject = keyObject def __eq__(self, other): """ Return True if other represents an object with the same key. """ if type(self) == type(other): return self.type() == other.type() and self.data() == other.data() else: return NotImplemented def __ne__(self, other): """ Return True if other represents anything other than this key. """ result = self.__eq__(other) if result == NotImplemented: return result return not result def __repr__(self): """ Return a pretty representation of this object. """ if self.type() == 'EC': data = self.data() name = data['curve'].decode('utf-8') if self.isPublic(): out = '<Elliptic Curve Public Key (%s bits)' % (name[-3:],) else: out = '<Elliptic Curve Private Key (%s bits)' % (name[-3:],) for k, v in sorted(data.items()): if _PY3 and k == 'curve': out += "\ncurve:\n\t%s" % (name,) else: out += "\n%s:\n\t%s" % (k, v) return out + ">\n" else: lines = [ '<%s %s (%s bits)' % ( nativeString(self.type()), self.isPublic() and 'Public Key' or 'Private Key', self._keyObject.key_size)] for k, v in sorted(self.data().items()): lines.append('attr %s:' % (k,)) by = common.MP(v)[4:] while by: m = by[:15] by = by[15:] o = '' for c in iterbytes(m): o = o + '%02x:' % (ord(c),) if len(m) < 15: o = o[:-1] lines.append('\t' + o) lines[-1] = lines[-1] + '>' return '\n'.join(lines) def isPublic(self): """ Check if this instance is a public key. @return: C{True} if this is a public key. """ return isinstance( self._keyObject, (rsa.RSAPublicKey, dsa.DSAPublicKey, ec.EllipticCurvePublicKey)) def public(self): """ Returns a version of this key containing only the public key data. If this is a public key, this may or may not be the same object as self. @rtype: L{Key} @return: A public key. """ if self.isPublic(): return self else: return Key(self._keyObject.public_key()) def fingerprint(self, format=FingerprintFormats.MD5_HEX): """ The fingerprint of a public key consists of the output of the message-digest algorithm in the specified format. Supported formats include L{FingerprintFormats.MD5_HEX} and L{FingerprintFormats.SHA256_BASE64} The input to the algorithm is the public key data as specified by [RFC4253]. The output of sha256[RFC4634] algorithm is presented to the user in the form of base64 encoded sha256 hashes. Example: C{US5jTUa0kgX5ZxdqaGF0yGRu8EgKXHNmoT8jHKo1StM=} The output of the MD5[RFC1321](default) algorithm is presented to the user as a sequence of 16 octets printed as hexadecimal with lowercase letters and separated by colons. Example: C{c1:b1:30:29:d7:b8:de:6c:97:77:10:d7:46:41:63:87} @param format: Format for fingerprint generation. Consists hash function and representation format. Default is L{FingerprintFormats.MD5_HEX} @since: 8.2 @return: the user presentation of this L{Key}'s fingerprint, as a string. @rtype: L{str} """ if format is FingerprintFormats.SHA256_BASE64: return nativeString(base64.b64encode( sha256(self.blob()).digest())) elif format is FingerprintFormats.MD5_HEX: return nativeString( b':'.join([binascii.hexlify(x) for x in iterbytes(md5(self.blob()).digest())])) else: raise BadFingerPrintFormat( 'Unsupported fingerprint format: %s' % (format,)) def type(self): """ Return the type of the object we wrap. Currently this can only be 'RSA', 'DSA', or 'EC'. @rtype: L{str} @raises RuntimeError: If the object type is unknown. """ if isinstance( self._keyObject, (rsa.RSAPublicKey, rsa.RSAPrivateKey)): return 'RSA' elif isinstance( self._keyObject, (dsa.DSAPublicKey, dsa.DSAPrivateKey)): return 'DSA' elif isinstance( self._keyObject, (ec.EllipticCurvePublicKey, ec.EllipticCurvePrivateKey)): return 'EC' else: raise RuntimeError( 'unknown type of object: %r' % (self._keyObject,)) def sshType(self): """ Get the type of the object we wrap as defined in the SSH protocol, defined in RFC 4253, Section 6.6. Currently this can only be b'ssh-rsa', b'ssh-dss' or b'ecdsa-sha2-[identifier]'. identifier is the standard NIST curve name @return: The key type format. @rtype: L{bytes} """ if self.type() == 'EC': return b'ecdsa-sha2-' + _secToNist[self._keyObject.curve.name.encode('ascii')] else: return {'RSA': b'ssh-rsa', 'DSA': b'ssh-dss'}[self.type()] def size(self): """ Return the size of the object we wrap. @return: The size of the key. @rtype: L{int} """ if self._keyObject is None: return 0 elif self.type() == 'EC': return self._keyObject.curve.key_size return self._keyObject.key_size def data(self): """ Return the values of the public key as a dictionary. @rtype: L{dict} """ if isinstance(self._keyObject, rsa.RSAPublicKey): numbers = self._keyObject.public_numbers() return { "n": numbers.n, "e": numbers.e, } elif isinstance(self._keyObject, rsa.RSAPrivateKey): numbers = self._keyObject.private_numbers() return { "n": numbers.public_numbers.n, "e": numbers.public_numbers.e, "d": numbers.d, "p": numbers.p, "q": numbers.q, # Use a trick: iqmp is q^-1 % p, u is p^-1 % q "u": rsa.rsa_crt_iqmp(numbers.q, numbers.p), } elif isinstance(self._keyObject, dsa.DSAPublicKey): numbers = self._keyObject.public_numbers() return { "y": numbers.y, "g": numbers.parameter_numbers.g, "p": numbers.parameter_numbers.p, "q": numbers.parameter_numbers.q, } elif isinstance(self._keyObject, dsa.DSAPrivateKey): numbers = self._keyObject.private_numbers() return { "x": numbers.x, "y": numbers.public_numbers.y, "g": numbers.public_numbers.parameter_numbers.g, "p": numbers.public_numbers.parameter_numbers.p, "q": numbers.public_numbers.parameter_numbers.q, } elif isinstance(self._keyObject, ec.EllipticCurvePublicKey): numbers = self._keyObject.public_numbers() return { "x": numbers.x, "y": numbers.y, "curve": self.sshType(), } elif isinstance(self._keyObject, ec.EllipticCurvePrivateKey): numbers = self._keyObject.private_numbers() return { "x": numbers.public_numbers.x, "y": numbers.public_numbers.y, "privateValue": numbers.private_value, "curve": self.sshType(), } else: raise RuntimeError("Unexpected key type: %s" % (self._keyObject,)) def blob(self): """ Return the public key blob for this key. The blob is the over-the-wire format for public keys. SECSH-TRANS RFC 4253 Section 6.6. RSA keys:: string 'ssh-rsa' integer e integer n DSA keys:: string 'ssh-dss' integer p integer q integer g integer y EC keys:: string 'ecdsa-sha2-[identifier]' integer x integer y identifier is the standard NIST curve name @rtype: L{bytes} """ type = self.type() data = self.data() if type == 'RSA': return (common.NS(b'ssh-rsa') + common.MP(data['e']) + common.MP(data['n'])) elif type == 'DSA': return (common.NS(b'ssh-dss') + common.MP(data['p']) + common.MP(data['q']) + common.MP(data['g']) + common.MP(data['y'])) else: # EC byteLength = (self._keyObject.curve.key_size + 7) // 8 return (common.NS(data['curve']) + common.NS(data["curve"][-8:]) + common.NS(b'\x04' + utils.int_to_bytes(data['x'], byteLength) + utils.int_to_bytes(data['y'], byteLength))) def privateBlob(self): """ Return the private key blob for this key. The blob is the over-the-wire format for private keys: Specification in OpenSSH PROTOCOL.agent RSA keys:: string 'ssh-rsa' integer n integer e integer d integer u integer p integer q DSA keys:: string 'ssh-dss' integer p integer q integer g integer y integer x EC keys:: string 'ecdsa-sha2-[identifier]' integer x integer y integer privateValue identifier is the NIST standard curve name. """ type = self.type() data = self.data() if type == 'RSA': iqmp = rsa.rsa_crt_iqmp(data['p'], data['q']) return (common.NS(b'ssh-rsa') + common.MP(data['n']) + common.MP(data['e']) + common.MP(data['d']) + common.MP(iqmp) + common.MP(data['p']) + common.MP(data['q'])) elif type == 'DSA': return (common.NS(b'ssh-dss') + common.MP(data['p']) + common.MP(data['q']) + common.MP(data['g']) + common.MP(data['y']) + common.MP(data['x'])) else: # EC return (common.NS(data['curve']) + common.MP(data['x']) + common.MP(data['y']) + common.MP(data['privateValue'])) def toString(self, type, extra=None): """ Create a string representation of this key. If the key is a private key and you want the representation of its public key, use C{key.public().toString()}. type maps to a _toString_* method. @param type: The type of string to emit. Currently supported values are C{'OPENSSH'}, C{'LSH'}, and C{'AGENTV3'}. @type type: L{str} @param extra: Any extra data supported by the selected format which is not part of the key itself. For public OpenSSH keys, this is a comment. For private OpenSSH keys, this is a passphrase to encrypt with. @type extra: L{bytes} or L{unicode} or L{None} @rtype: L{bytes} """ if isinstance(extra, unicode): extra = extra.encode("utf-8") method = getattr(self, '_toString_%s' % (type.upper(),), None) if method is None: raise BadKeyError('unknown key type: %s' % (type,)) if method.__code__.co_argcount == 2: return method(extra) else: return method() def _toString_OPENSSH(self, extra): """ Return a public or private OpenSSH string. See _fromString_PUBLIC_OPENSSH and _fromString_PRIVATE_OPENSSH for the string formats. If extra is present, it represents a comment for a public key, or a passphrase for a private key. @param extra: Comment for a public key or passphrase for a private key @type extra: L{bytes} @rtype: L{bytes} """ data = self.data() if self.isPublic(): if self.type() == 'EC': if not extra: extra = b'' return (self._keyObject.public_bytes( serialization.Encoding.OpenSSH, serialization.PublicFormat.OpenSSH ) + b' ' + extra).strip() b64Data = encodebytes(self.blob()).replace(b'\n', b'') if not extra: extra = b'' return (self.sshType() + b' ' + b64Data + b' ' + extra).strip() else: if self.type() == 'EC': # EC keys has complex ASN.1 structure hence we do this this way. if not extra: # unencrypted private key encryptor = serialization.NoEncryption() else: encryptor = serialization.BestAvailableEncryption(extra) return self._keyObject.private_bytes( serialization.Encoding.PEM, serialization.PrivateFormat.TraditionalOpenSSL, encryptor) lines = [b''.join((b'-----BEGIN ', self.type().encode('ascii'), b' PRIVATE KEY-----'))] if self.type() == 'RSA': p, q = data['p'], data['q'] iqmp = rsa.rsa_crt_iqmp(p, q) objData = (0, data['n'], data['e'], data['d'], p, q, data['d'] % (p - 1), data['d'] % (q - 1), iqmp) else: objData = (0, data['p'], data['q'], data['g'], data['y'], data['x']) asn1Sequence = univ.Sequence() for index, value in izip(itertools.count(), objData): asn1Sequence.setComponentByPosition(index, univ.Integer(value)) asn1Data = berEncoder.encode(asn1Sequence) if extra: iv = randbytes.secureRandom(8) hexiv = ''.join(['%02X' % (ord(x),) for x in iterbytes(iv)]) hexiv = hexiv.encode('ascii') lines.append(b'Proc-Type: 4,ENCRYPTED') lines.append(b'DEK-Info: DES-EDE3-CBC,' + hexiv + b'\n') ba = md5(extra + iv).digest() bb = md5(ba + extra + iv).digest() encKey = (ba + bb)[:24] padLen = 8 - (len(asn1Data) % 8) asn1Data += (chr(padLen) * padLen).encode('ascii') encryptor = Cipher( algorithms.TripleDES(encKey), modes.CBC(iv), backend=default_backend() ).encryptor() asn1Data = encryptor.update(asn1Data) + encryptor.finalize() b64Data = encodebytes(asn1Data).replace(b'\n', b'') lines += [b64Data[i:i + 64] for i in range(0, len(b64Data), 64)] lines.append(b''.join((b'-----END ', self.type().encode('ascii'), b' PRIVATE KEY-----'))) return b'\n'.join(lines) def _toString_LSH(self): """ Return a public or private LSH key. See _fromString_PUBLIC_LSH and _fromString_PRIVATE_LSH for the key formats. @rtype: L{bytes} """ data = self.data() type = self.type() if self.isPublic(): if type == 'RSA': keyData = sexpy.pack([[b'public-key', [b'rsa-pkcs1-sha1', [b'n', common.MP(data['n'])[4:]], [b'e', common.MP(data['e'])[4:]]]]]) elif type == 'DSA': keyData = sexpy.pack([[b'public-key', [b'dsa', [b'p', common.MP(data['p'])[4:]], [b'q', common.MP(data['q'])[4:]], [b'g', common.MP(data['g'])[4:]], [b'y', common.MP(data['y'])[4:]]]]]) else: raise BadKeyError("unknown key type %s" % (type,)) return (b'{' + encodebytes(keyData).replace(b'\n', b'') + b'}') else: if type == 'RSA': p, q = data['p'], data['q'] iqmp = rsa.rsa_crt_iqmp(p, q) return sexpy.pack([[b'private-key', [b'rsa-pkcs1', [b'n', common.MP(data['n'])[4:]], [b'e', common.MP(data['e'])[4:]], [b'd', common.MP(data['d'])[4:]], [b'p', common.MP(q)[4:]], [b'q', common.MP(p)[4:]], [b'a', common.MP( data['d'] % (q - 1))[4:]], [b'b', common.MP( data['d'] % (p - 1))[4:]], [b'c', common.MP(iqmp)[4:]]]]]) elif type == 'DSA': return sexpy.pack([[b'private-key', [b'dsa', [b'p', common.MP(data['p'])[4:]], [b'q', common.MP(data['q'])[4:]], [b'g', common.MP(data['g'])[4:]], [b'y', common.MP(data['y'])[4:]], [b'x', common.MP(data['x'])[4:]]]]]) else: raise BadKeyError("unknown key type %s'" % (type,)) def _toString_AGENTV3(self): """ Return a private Secure Shell Agent v3 key. See _fromString_AGENTV3 for the key format. @rtype: L{bytes} """ data = self.data() if not self.isPublic(): if self.type() == 'RSA': values = (data['e'], data['d'], data['n'], data['u'], data['p'], data['q']) elif self.type() == 'DSA': values = (data['p'], data['q'], data['g'], data['y'], data['x']) return common.NS(self.sshType()) + b''.join(map(common.MP, values)) def sign(self, data): """ Sign some data with this key. SECSH-TRANS RFC 4253 Section 6.6. @type data: L{bytes} @param data: The data to sign. @rtype: L{bytes} @return: A signature for the given data. """ keyType = self.type() if keyType == 'RSA': sig = self._keyObject.sign(data, padding.PKCS1v15(), hashes.SHA1()) ret = common.NS(sig) elif keyType == 'DSA': sig = self._keyObject.sign(data, hashes.SHA1()) (r, s) = decode_dss_signature(sig) # SSH insists that the DSS signature blob be two 160-bit integers # concatenated together. The sig[0], [1] numbers from obj.sign # are just numbers, and could be any length from 0 to 160 bits. # Make sure they are padded out to 160 bits (20 bytes each) ret = common.NS(int_to_bytes(r, 20) + int_to_bytes(s, 20)) elif keyType == 'EC': # Pragma: no branch # Hash size depends on key size keySize = self.size() if keySize <= 256: hashSize = hashes.SHA256() elif keySize <= 384: hashSize = hashes.SHA384() else: hashSize = hashes.SHA512() signature = self._keyObject.sign(data, ec.ECDSA(hashSize)) (r, s) = decode_dss_signature(signature) rb = int_to_bytes(r) sb = int_to_bytes(s) # Int_to_bytes returns rb[0] as a str in python2 # and an as int in python3 if type(rb[0]) is str: rcomp = ord(rb[0]) else: rcomp = rb[0] # If the MSB is set, prepend a null byte for correct formatting. if rcomp & 0x80: rb = b"\x00" + rb if type(sb[0]) is str: scomp = ord(sb[0]) else: scomp = sb[0] if scomp & 0x80: sb = b"\x00" + sb ret = common.NS(common.NS(rb) + common.NS(sb)) return common.NS(self.sshType()) + ret def verify(self, signature, data): """ Verify a signature using this key. @type signature: L{bytes} @param signature: The signature to verify. @type data: L{bytes} @param data: The signed data. @rtype: L{bool} @return: C{True} if the signature is valid. """ if len(signature) == 40: # DSA key with no padding signatureType, signature = b'ssh-dss', common.NS(signature) else: signatureType, signature = common.getNS(signature) if signatureType != self.sshType(): return False keyType = self.type() if keyType == 'RSA': k = self._keyObject if not self.isPublic(): k = k.public_key() args = ( common.getNS(signature)[0], data, padding.PKCS1v15(), hashes.SHA1(), ) elif keyType == 'DSA': concatenatedSignature = common.getNS(signature)[0] r = int_from_bytes(concatenatedSignature[:20], 'big') s = int_from_bytes(concatenatedSignature[20:], 'big') signature = encode_dss_signature(r, s) k = self._keyObject if not self.isPublic(): k = k.public_key() args = (signature, data, hashes.SHA1()) elif keyType == 'EC': # Pragma: no branch concatenatedSignature = common.getNS(signature)[0] rstr, sstr, rest = common.getNS(concatenatedSignature, 2) r = int_from_bytes(rstr, 'big') s = int_from_bytes(sstr, 'big') signature = encode_dss_signature(r, s) k = self._keyObject if not self.isPublic(): k = k.public_key() keySize = self.size() if keySize <= 256: # Hash size depends on key size hashSize = hashes.SHA256() elif keySize <= 384: hashSize = hashes.SHA384() else: hashSize = hashes.SHA512() args = (signature, data, ec.ECDSA(hashSize)) try: k.verify(*args) except InvalidSignature: return False else: return True def _getPersistentRSAKey(location, keySize=4096): """ This function returns a persistent L{Key}. The key is loaded from a PEM file in C{location}. If it does not exist, a key with the key size of C{keySize} is generated and saved. @param location: Where the key is stored. @type location: L{twisted.python.filepath.FilePath} @param keySize: The size of the key, if it needs to be generated. @type keySize: L{int} @returns: A persistent key. @rtype: L{Key} """ location.parent().makedirs(ignoreExistingDirectory=True) # If it doesn't exist, we want to generate a new key and save it if not location.exists(): privateKey = rsa.generate_private_key( public_exponent=65537, key_size=keySize, backend=default_backend() ) pem = privateKey.private_bytes( encoding=serialization.Encoding.PEM, format=serialization.PrivateFormat.TraditionalOpenSSL, encryption_algorithm=serialization.NoEncryption() ) location.setContent(pem) # By this point (save any hilarious race conditions) we should have a # working PEM file. Load it! # (Future archaeological readers: I chose not to short circuit above, # because then there's two exit paths to this code!) with location.open("rb") as keyFile: privateKey = serialization.load_pem_private_key( keyFile.read(), password=None, backend=default_backend() ) return Key(privateKey)
[ "lijj0224@163.com" ]
lijj0224@163.com
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/Pandas/06_summary_of_dataframe.py
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RinkuAkash/Python-libraries-for-ML
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''' Created on 21/01/2020 @author: B Akash ''' ''' Problem statement: Write a Python program to display a summary of the basic information about a specified Data Frame and its data. Sample Python dictionary data and list labels: ''' import pandas as pd import numpy as np exam_data = {'name': ['Anastasia', 'Dima', 'Katherine', 'James', 'Emily', 'Michael', 'Matthew', 'Laura', 'Kevin', 'Jonas'], 'score': [12.5, 9, 16.5, np.nan, 9, 20, 14.5, np.nan, 8, 19], 'attempts': [1, 3, 2, 3, 2, 3, 1, 1, 2, 1], 'qualify': ['yes', 'no', 'yes', 'no', 'no', 'yes', 'yes', 'no', 'no', 'yes']} labels = ['a', 'b', 'c', 'd', 'e', 'f', 'g', 'h', 'i', 'j'] dataFrame=pd.DataFrame(exam_data,labels) print(dataFrame.describe())
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akashrinku2@outlook.com
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/maximising_xor.py
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jamoemills/misc
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#!\usr\bin\python # -*- coding: utf-8 -*- import sys def maxXor( l, r): Xor_values = [] x = r - l while x != 0: for i in range(l + x, r + 1): # O(n**2) Xor = (l + x) ^ i Xor_values.append(Xor) x -= 1 return max(Xor_values) _l = sys.stdin.readline() _r = sys.stdin.readline() _l = int(_l) _r = int(_r) res = maxXor(_l, _r); print(res)
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jamiermiles@me.com
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/01_using_azure_ml/project_1_optimizing_an_ml_pipeline_in_azure/train.py
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sebastianbirk/udacity-aml-engineer-nanodegree
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from sklearn.linear_model import LogisticRegression import argparse import os import joblib import numpy as np from sklearn.metrics import mean_squared_error import joblib from sklearn.model_selection import train_test_split from sklearn.preprocessing import OneHotEncoder import pandas as pd from azureml.core.run import Run from azureml.data.dataset_factory import TabularDatasetFactory def clean_data(data, split=True): # Dict for cleaning data months = {"jan":1, "feb":2, "mar":3, "apr":4, "may":5, "jun":6, "jul":7, "aug":8, "sep":9, "oct":10, "nov":11, "dec":12} weekdays = {"mon":1, "tue":2, "wed":3, "thu":4, "fri":5, "sat":6, "sun":7} # Clean and one hot encode data x_df = data.to_pandas_dataframe().dropna() jobs = pd.get_dummies(x_df.job, prefix="job") x_df.drop("job", inplace=True, axis=1) x_df = x_df.join(jobs) x_df["marital"] = x_df.marital.apply(lambda s: 1 if s == "married" else 0) x_df["default"] = x_df.default.apply(lambda s: 1 if s == "yes" else 0) x_df["housing"] = x_df.housing.apply(lambda s: 1 if s == "yes" else 0) x_df["loan"] = x_df.loan.apply(lambda s: 1 if s == "yes" else 0) contact = pd.get_dummies(x_df.contact, prefix="contact") x_df.drop("contact", inplace=True, axis=1) x_df = x_df.join(contact) education = pd.get_dummies(x_df.education, prefix="education") x_df.drop("education", inplace=True, axis=1) x_df = x_df.join(education) x_df["month"] = x_df.month.map(months) x_df["day_of_week"] = x_df.day_of_week.map(weekdays) x_df["poutcome"] = x_df.poutcome.apply(lambda s: 1 if s == "success" else 0) if not split: return x_df else: y_df = x_df.pop("y").apply(lambda s: 1 if s == "yes" else 0) return x_df, y_df def main(): run = Run.get_context() # Add arguments to script parser = argparse.ArgumentParser() parser.add_argument('--C', type=float, default=1.0, help="Inverse of regularization strength. Smaller values cause stronger regularization") parser.add_argument('--max_iter', type=int, default=100, help="Maximum number of iterations to converge") args = parser.parse_args() run.log("Regularization Strength:", np.float(args.C)) run.log("Max iterations:", np.int(args.max_iter)) ds = TabularDatasetFactory.from_delimited_files("https://automlsamplenotebookdata.blob.core.windows.net/automl-sample-notebook-data/bankmarketing_train.csv") x, y = clean_data(ds) x_train, x_test, y_train, y_test = train_test_split(x, y, test_size=0.2, random_state=42) model = LogisticRegression(C=args.C, max_iter=args.max_iter).fit(x_train, y_train) accuracy = model.score(x_test, y_test) run.log("Accuracy", np.float(accuracy)) os.makedirs('outputs', exist_ok=True) # files saved in the "outputs" folder are automatically uploaded into run history joblib.dump(model, 'outputs/hyperdrive_model.pkl') if __name__ == '__main__': main()
[ "sebastian.birk@outlook.com" ]
sebastian.birk@outlook.com
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/exception.py
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def boxPrint(symbol, width, height): if len(symbol) != 1: raise Exception('Переменная symbol должна быть односимвольной строкой.') if width <=2: raise Exception('Значение width должно превышать 2.') if height <=2: raise Exception('Значение height должно превышать 2.') print(symbol*width) for i in range(height - 2): print(symbol + (' ' * (width - 2)) + symbol) print(symbol*width) for sym, w, h in (('*', 4, 4), ('o', 20, 5), ('x', 1, 3), ('zz', 3, 3)): try: boxPrint(sym, w, h) except Exception as err: print('Возникло исключение' + str(err))
[ "andrewnnov@yandex.ru" ]
andrewnnov@yandex.ru
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/Experiments/DBpedia/VBMLTM/p_error.py
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[]
no_license
manirupa/MLTM
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refs/heads/master
2020-06-23T02:28:01.188003
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import numpy as np import os, re, sys #from sklearn import metrics #from sklearn.linear_model import LogisticRegression #sys.path.insert(0, '/'.join(os.getcwd().split('/')[:-4])) #import myAUC #Code = '../../../../../Code/MLTMVB/MLTMVB' #LDACode = '../../../../../Code/LDA_VB_Parallel/lda_vb' Datapath = '../../../Data/DBpedia' #trfile = '%s/train-data.dat' %Datapath prop = '1' if (prop != '1'): trlblfile = '%s/train-label%s.dat' %(Datapath,prop) else: trlblfile = '%s/train-label.dat' %Datapath #tfile = '%s/test-data.dat' %Datapath #tlblfile = '%s/test-label.dat' %Datapath #vfile = '%s/valid-data.dat' %Datapath #vlblfile = '%s/valid-label.dat' %Datapath #vocabfile = '%s/vocabs.txt' %Datapath #tslblfile = '%s/test-sentlabel.dat' %Datapath #ofile = '%s/obsvd-data.dat' %Datapath #hfile = '%s/lda_hldout-data.dat' %Datapath for prop in ['0.01', '0.05', '0.1', '0.3', '0.6', '0.8', '0.9', '1']: for random_iter in range(1,6): print (prop, random_iter) dirpath = '%s/%s/dir' %(prop, str(random_iter)) trlbl = np.loadtxt(trlblfile) (Dtr, C) = trlbl.shape # compute probability of labeling error prob_lbling_error = 0.0 cnt = 0.0 slbl_pred = open('%s/001.y' %dirpath).readlines() prob_lbling_error = np.zeros(C) prob1 = np.zeros(C) prob0 = np.zeros(C) for d, doc in enumerate(slbl_pred): sents_pred = doc.split('|')[:-1] pys = np.zeros((len(sents_pred), C)) for s, sent in enumerate(sents_pred): pys[s, :] = np.array([float(x) for x in sent.split()]) A = np.max(pys, 0) B = 1.0 - np.prod(1-pys, 0) prob1 += (A * (1.0 - B)) prob0 += ((1.0 - A) * B) prob_lbling_error += ((1.0 - A) * B) + (A * (1.0 - B)) '''# class 0 ind = trlbl[d,:]==0 prob_lbling_error[ind] += ((1.0 - A) * B)[ind] cnt_per_class[ind] += 1 # class -1 ind = trlbl[d,:]==-1 prob_lbling_error[ind] += ((1.0 - A) * B)[ind] + (A * (1.0 - B))[ind] cnt_per_class[ind] += 1''' cnt += 1.0 prob_lbling_error /= cnt prob1 /= cnt prob0 /= cnt fp = open('%s/%s/prob_lbling_error.txt' %(prop, str(random_iter)), 'w') fp.write('%f %f %f' %(np.mean(prob_lbling_error), np.mean(prob1), np.mean(prob0))) fp.close()
[ "hosein.soleimani@gmail.com" ]
hosein.soleimani@gmail.com
ace86fe08576352c4ef4471b8c321b4110a7ab16
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/sentences/classify_parser/science_spot_parser.py
1c80da77a5f2b94a31b57f93ff4373ee111613a0
[]
no_license
17680329677/Forestry_LAW
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refs/heads/master
2022-12-22T06:36:44.838644
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# -*- coding : utf-8 -*- # coding: utf-8 # 风景名胜管理条例相关法律法规的解析---并存入mysql数据库中做初步的格式化 import os from data.property_collect import law_parse from data_resource import conn def science_spot_parser(file_path): dir_path = "C:\\Users\\dhz1216\\Desktop\\washing\\风景名胜" file_name = file_path.split("\\")[-1] cursor = conn.cursor() select_sql = "select id, name from law where text_name = %s" cursor.execute(select_sql, (file_name.split('.')[0])) law_id = cursor.fetchone()[0] count = 0 with open(file_path, "r", encoding='gbk', errors='ignore') as f: line = f.readline() while line: if line.startswith('【法规全文】'): with open(dir_path + "\\" + file_name, "a") as w: line = line.replace('【法规全文】', '') # line = f.readline() while line: if len(line.lstrip().split(' ')) > 1: key_title = line.lstrip().split(' ')[0] value_content = line.lstrip().split(' ')[1] line = f.readline() while line: if len(line.lstrip().split(' ')) <= 1: value_content = value_content + line.lstrip().split(' ')[0] line = f.readline() else: break w.write(key_title + ':' + value_content + '\n') insert_sql = "insert into law_content (law_id, p_key, p_content, law_class) " \ "value (%s, %s, %s, %s)" try: cursor.execute(insert_sql, (law_id, key_title, value_content, '风景名胜')) conn.commit() count = count + 1 print('\033[1;37;40m' + file_name + ': PARSE SUCCESS' + '\033[0m') except Exception as e: print(e) conn.rollback() print('\033[1;32;41m' + file_name + ': PARSE FAILED---------' + '\033[0m') else: line = f.readline() else: line = f.readline() print('共插入:' + str(count) + '条') def science_spot_filter(file_name): invalid_words = ['修订', '修正', '修改'] if '风景名胜' not in file_name: return False for word in invalid_words: if word in file_name: return False return True if __name__ == '__main__': dir_path = "C:\\Users\\dhz1216\\Desktop\\wenben" for file in os.listdir(dir_path): if science_spot_filter(file): file_path = dir_path + "\\" + file science_spot_parser(file_path)
[ "laobahepijiu@163.com" ]
laobahepijiu@163.com
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/LoadAndDeliverPackages.py
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# Jason Burke from QuadraticProbingHashTable import EmptyBucket from interface import interface from truck import Truck from datetime import datetime, time, timedelta # This greedy algorithm will find the closest vertex from our starting hub vertex(WGU) # and add the package(s) to the first truck that are to be delivered there. # We add the package(s) for that vertex, and continue this process # until the truck has at most 16 packages on it to deliver. Then fill the next # truck to at most 16 and so on until all packages have been loaded/delivered. # This method takes graph and truck objects a starting vertex, the current_time, # any packages that must be delivered first in a list, and an empty list to hold # all packages when they are loaded to a truck. It loads packages onto a truck # object and returns the miles that will need to be traveled to deliver the packages # on time and with consideration to the special notes for the packages. ## Big O: This function has a O(n*p*pkg) time def load_truck(hash_table, graph, truck, start_vertex, current_time, deliver_first, packages_loaded): # This assumes that all packages to a specific destination are loaded on the same # truck and at the same time. When this is not the case, the flag is changed to # True further below. visit_vertex_again = False # Base case for recursion if not start_vertex: return 0 # THIS GETS ME A DICT OF ALL THE EDGES AND THEIR WEIGHTS FOR THE CURRENT VERTEX # CAN USE THIS TO DETERMINE THE NEXT PACKAGE STOP. THEN ADD THE PACKAGES FOR THAT # STOP TO THE TRUCK TILL IT HAS AT MOST 16 PACKAGES ON IT. edge_dict = {} for key, value in graph.edge_weights.items(): if start_vertex is key[0]: edge_dict[key[1]] = value ## O(n*p*pkg) time for vertex, edge_distance in sorted(edge_dict.items(), key=lambda kv: kv[1]): # Check if deliver_first has any packages in it, if it does, check if the # current vertex.address matches any packages in the deliver_first list. # If the address doesnt match, continue to the next vertex and check again. if deliver_first: # first_pkg = deliver_first[0] #### this would be used if I want to take the earliest # package delivery and deliver it first ##### should not have to do this...it balloons # my milage by 20%-30%!!!!! if vertex.address[0] not in [i.address for i in deliver_first]:#!= first_pkg.address: # continue else: # the addresses match so remove the address-matched item from deliver_first for the next loop for p in deliver_first: if vertex.address[0] == p.address: deliver_first.remove(p) # print('\nDeliver_first after removing package:', deliver_first) # Find all packages to be delivered to the current vertex address same_address_packages = hash_table.search_by(lambda pkg: pkg.address == vertex.address[0] and pkg.delivery_status == 'At HUB') # Here we are checking to see if the package needs to be on a specific truck, and checking # if the current truck is that specified truck. We remove it from the list if it does not # belong on the current truck. deliver_with_pkgs = [] if same_address_packages: for p in same_address_packages: # if there are special notes and the note is for a sepecified truck and the current # truck is NOT the truck the package must be on, remove that package from # from same_address_packages and check the next one if p.notes and p.notes[0] == 'specified_truck' and int(p.notes[1]) != truck.get_truck_id(): # print(f'Package {p.id_num} must be on truck {p.notes[1]} and not on {truck.get_truck_id()} (current truck).') # Specified truck does not match current truck so dont add this package to truck same_address_packages.remove(p) # We will need to visit this vertex again visit_vertex_again = True # Create a list holding any packages that need to be on the same truck as the current package # These will be added to the truck further below if p.notes and p.notes[0] == 'deliver_with': deliver_with_pkgs.append(hash_table.search_by_id(p.notes[1][0])) deliver_with_pkgs.append(hash_table.search_by_id(p.notes[1][1])) if p.notes and p.notes[0] == 'flight_delay' and current_time < p.notes[1]: same_address_packages.remove(p) # We will need to visit this vertex again visit_vertex_again = True if p.notes and p.notes[0] == 'wrong_address' and current_time < p.notes[1]: same_address_packages.remove(p) # Skip any vertex that has been visited already if vertex.visited: continue # CHECK VALID PACKAGES FOR THE TRUCK HERE (ALL SPECIAL NOTES) if not same_address_packages: continue # If the current number of pkgs on truck + the number of pkgs in same_address_packages # totals no more than 16, then add the packages from same_address_packages to the truck. if len(truck.package_list) + len(same_address_packages) + len(deliver_with_pkgs) <= 14: print(f'\nDistance from {start_vertex} to {vertex} is:', edge_distance) print(f'\nTrying to add package(s) {same_address_packages, deliver_with_pkgs} to truck {truck.truck_id} for current location: {vertex} \n') # Add the packages to be delivered to the current address to the truck ## O(p) time for p in same_address_packages: # if p.id_num in packages_loaded: print(f'Rejecting Package {p.id_num} b/c in packages_loaded already(2).') if p.id_num not in packages_loaded: p.change_package_status('In route') truck.add_package(p) truck.add_miles(edge_distance / len(same_address_packages)) #len(same_address_packages)) print('Current miles:', truck.get_miles()) packages_loaded.append(p.id_num) pkg_and_edge_distance = [len(same_address_packages), edge_distance] truck.add_edge_info(pkg_and_edge_distance) # Mark current vertex as visited if not visit_vertex_again: vertex.vertex_visited(True) # If there is a package to this address that must be on the truck with other pkgs, add them if deliver_with_pkgs: ## O(pkg) time for pkg in deliver_with_pkgs: if pkg.id_num not in packages_loaded: # Get the vertex that the current pkg is to be delivered to next_vertex = graph.get_vertex_by_address(pkg.address) # Get the edge_distance between vertex and next_vertex edge_distance = graph.get_edge_weight(vertex, next_vertex) # Add the package to the truck truck.add_package(pkg) pkg_and_edge_distance = [1, edge_distance] truck.add_edge_info(pkg_and_edge_distance) # Change pkg status pkg.change_package_status('In route') # Add the milage to the truck truck.add_miles(edge_distance) # Add pkg to packages_loaded packages_loaded.append(pkg.id_num) # Remove the current pkg from the deliver_with_pkgs list deliver_with_pkgs.remove(pkg) # Mark current vertex as visited if not visit_vertex_again: vertex.vertex_visited(True) # Set vetex to next_vertex to calculate info for the next pkg vertex = next_vertex print('\nPackages on truck:', truck.show_packages()) # Recursively find the next package and load it # also add the edge distances together to get the total distance. print('-----------------------------------------------------------------------------') return edge_distance + load_truck(hash_table, graph, truck, vertex, current_time, deliver_first, packages_loaded) return 0 # This method will call load_truck when a truck is available at the hub. It will also # step through time to make the package deliveries as the trucks reach the package delivery # locations. It will mark the packages as delivered and remove the package from the trucks # package list. When the trucks package list is empty, the truck will return to the hub if # its return_to_hub flag is set to True, and be reloaded for another delivery. ## O(n^3) time def deliver_packages(todays_packages, hash_table, distance_graph, hub_vertex, deliver_first): packages_loaded = [] # The first item in each nested list is the truck number, the second is if the # truck must return to the hub for another set of packages. order_of_trucks_delivering_today = [[1, True],[2, True],[2, False],[1, False]] # current_time begins at 08:00AM current_time = datetime(10,1,1,8,00,00) truck_1 = None truck_2 = None # to calculate the time new packages can be loaded on the truck time_back_to_the_hub = None # total_miles is used to calculate/display the total distance the trucks drive total_miles = 0 # used to automate pkg delivery... fast = False # Loop until all needed trucks have been loaded for the day # The lambda function insures the pkg is not EmptyBucket and that it has not been dilivered. # will exit the loop when all packages have been delivered. ## O(n) time while(hash_table.search_by(lambda pkg: type(pkg) is not EmptyBucket and pkg.delivery_status != 'Delivered')): # This block corrects the wrong address data when the clock time is >= 10:20AM ## O(n) time for p in todays_packages: if p.notes and p.notes[0] == 'wrong_address' and current_time.time() >= p.notes[1]: p.change_address(p.notes[2], p.notes[3], p.notes[4]) # This corrected address vertex may have been visited. Set # vertex_visited to False so we can visit it again. v = distance_graph.get_vertex_by_address(p.address) v.vertex_visited(False) print('\ntodays packages left to deliver:', todays_packages) # Trucks one and two will be arriving back at the hub at different times for # their second loads, so I need to sepparate the loading of the trucks to be # independant of eachother. # if trucks still need to be loaded, then try to load them if order_of_trucks_delivering_today: if truck_1 is None or truck_1.at_hub == True: # Create truck objects using the truck numbers/return info found in order_of_trucks_delivering_today truck_info = order_of_trucks_delivering_today.pop(0) truck_1 = Truck(truck_info[0]) # Determine if the truck must return to the hub after empty truck_1.set_return_to_hub(truck_info[1]) truck_1.set_start_time(current_time) if truck_2 is None or truck_2.at_hub == True: truck_info = order_of_trucks_delivering_today.pop(0) truck_2 = Truck(truck_info[0]) truck_2.set_return_to_hub(truck_info[1]) truck_2.set_start_time(current_time) truck_list = [truck_1, truck_2] # This block is where the trucks are actually loaded if they are qualified to be loaded if time_back_to_the_hub is None or time_back_to_the_hub.time() < current_time.time(): # Load the trucks ## O(t) time for t in truck_list: # if no packages on truck and it is at the hub if not t.package_list and t.at_hub: miles = load_truck(hash_table, distance_graph, t, hub_vertex, current_time.time(), deliver_first, packages_loaded) # if we are unsuccessful loading the truck (pkgs not ready to load due to delays/wrong address) # then return the popped info to the list so we can try again. total_miles += t.get_miles() if not t.package_list: order_of_trucks_delivering_today.append(truck_info) break # If the truck needs to return for another load, and is currently at the hub, # this calculates the edge info between the last vertex and the hub. if t.return_to_hub and t.at_hub: last_vertex = distance_graph.get_vertex_by_address(t.package_list[-1].address) # t.add_miles(distance_graph.get_edge_weight(last_vertex, hub_vertex)) total_miles += distance_graph.get_edge_weight(last_vertex, hub_vertex) t.add_edge_info(['HUB', distance_graph.get_edge_weight(last_vertex, hub_vertex)]) t.set_at_hub(False) # A truck was not loaded, so put the truck load info back in the list. else: order_of_trucks_delivering_today.append(truck_info) # Move the clock forward one step and then assign packages as delivered with their # correct delivery times for those that would have reached their delivery location # prior to the current clock time. Then allow user to check package info or move # the clock time forward again, and repeat until all packages on the two trucks are # delivered. while(True): print('\n\n-----------------------------\nTo continue delivery, enter 1') print('To look up or add packages, enter 2') if not fast: user_choice = input('\nEnter choice now: ') else: user_choice = '1' if user_choice == 'f': fast = True user_choice = '1' if user_choice == str(1): # move clock ahead by desired time in seconds (5 minutes = 300 seconds) current_time += timedelta(seconds = 300) # In five minute clock jumps, the trucks will travel 1.5 miles distance_traveled_in_5_mins = 1.5 # add 1.5 miles to total distance traveled each loop to both trucks...traveling 1.5 miles / 5 minutes for t in truck_list: if t.package_list: t.add_miles_traveled(distance_traveled_in_5_mins) print(f'\nCurrent time is: {current_time.time()}') # Make the deliveries and mark the time of delivery. Change the package_status to 'delivered' ## O(n*t*t.package_list) time for t in truck_list: while(t.package_list): if t.pkg_and_edge_distance[0][0] == 'HUB': break t.add_hub_to_next_stop_miles(t.pkg_and_edge_distance[0][1]) if t.hub_to_next_stop_miles < t.miles_traveled: # Traveled at least as far as the stop and can deliver # remove all pkgs that go to this stop. use len(t.pkg_and_edge_distance[0][0]) ## O(n) time for p in range(t.pkg_and_edge_distance[0][0]): package = t.package_list.pop(0) # todays_packages.remove(package) # Change pkg status to Delivered package.change_package_status('Delivered') # Calculate the actual delivery time of the package miles = t.hub_to_next_stop_miles/18# use hub_next_stop and calculate the actual time it was delivered ############ hrs, decimal = divmod(miles, 1) decimal = decimal * 60 # to get whole minutes to the left of the decimal mins, secs = divmod(decimal, 1) total_seconds = int(hrs) * 3600 + int(mins) * 60 + round(secs * 60) delivery_time = t.start_time + timedelta(seconds = total_seconds) package.set_delivery_time(delivery_time) print(f'\n\nDelivered package {package.id_num} at {delivery_time.time()} from truck {t.truck_id}.') print(f'Miles traveled so far for truck {t.truck_id}: {t.miles_traveled}') print(package) print(f'\n\nTruck {t.truck_id} Package List: {t.package_list}') # We have reached this delivery location so remove it from the list t.pkg_and_edge_distance.pop(0) # Havent reached this stop, so check the other truck else: # remove the milage as we cant move on to the next stop yet..will need this compare again t.hub_to_next_stop_miles -= t.pkg_and_edge_distance[0][1] break if not t.package_list and t.return_to_hub: t.set_at_hub(True) #### THE BELOW CODE TO CALCULATE A RETURN TRIP TO THE HUB COULD/SHOULD GO HERE!!!!! elif user_choice == str(2): # CALL INTERFACE HERE TO ALLOW USER TO LOOK UP PACKAGE INFO interface(hash_table, current_time) continue else: print(f'Entry {user_choice} was not recognized. Try again.') # If either truck has delivered all packages, break to the outer loop and # load the truck if not truck_list[0].package_list or not truck_list[1].package_list: ## O(t) time for t in truck_list: # If the truck is still at the hub because it is waiting to load pkgs, it # wont have a pkg_and_edge_distance populated, so pass and break try: if t.pkg_and_edge_distance[0][0] == 'HUB': distance_to_hub = t.pkg_and_edge_distance[0][1] # I need to calculate the time that the truck will arrive back at the # hub so I know what time its next load starts delivering. # convert distance_to_hub to total seconds to drive back to hub secs = (distance_to_hub/18) * 3600 time_back_to_the_hub = current_time + timedelta(seconds = secs) break except: pass break # search and populate todays_packages again to account for any packages that were added by user. todays_packages = hash_table.search_by(lambda pkg: type(pkg) is not EmptyBucket and pkg.delivery_status == 'At HUB') # Calculate total miles traveled # total_miles += hub_return_distances print(f'\n\n----------------------\nAll Packages Delivered: Total miles driven: {total_miles}\n----------------------') # print(f'Total miles driven: {total_miles}') while(True): print('\n\nTo look up or add packages, enter 2') print("To exit program, enter 'exit'") user_choice = input('\nEnter choice now: ') if user_choice == str(2): # CALL INTERFACE HERE TO ALLOW USER TO LOOK UP PACKAGE INFO interface(hash_table, current_time) elif user_choice.lower() == 'exit': break else: print(f'Entry {user_choice} not recognized. Try again.')
[ "jpburke77@gmail.com" ]
jpburke77@gmail.com
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/gym_SmartPrimer/examples/plotAgentAnalysis.py
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StanfordAI4HI/SmartPrimer_Gym
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import numpy as np data = np.loadtxt('/Users/williamsteenbergen/PycharmProjects/SmartPrimerFall/gym_SmartPrimer/examples/actionResultsAcrossModels', delimiter=',') dataSeed = np.loadtxt('/Users/williamsteenbergen/PycharmProjects/SmartPrimerFall/gym_SmartPrimer/examples/actionResultsAcrossModelswSeed', delimiter=',') a=1
[ "wsteen@federato.ai" ]
wsteen@federato.ai
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f782a8e8ba31a09c03d160c5813b592590e4ab1e
/rugby_team_create/urls.py
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[]
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nicemiddle/rugby-team-create
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from django.urls import path from . import views app_name = 'rugby_team_create' urlpatterns = [ path('top/', views.TopTemplate.as_view(), name='top'), path('team_list/', views.TeamList.as_view(), name='team_list'), path('team_detail/<int:pk>', views.TeamDetail.as_view(), name='team_detail'), path('team_create/', views.TeamCreate.as_view(), name='team_create'), path('player_list/', views.PlayerList.as_view(), name='player_list'), path('player_create/', views.PlayerCreate.as_view(), name='player_create'), path('team_delete_confirm/<int:pk>', views.TeamDelete.as_view(), name='team_delete_confirm'), path('team_update/<int:pk>', views.TeamUpdate.as_view(), name='team_update') ]
[ "p20lite1108@gmail.com" ]
p20lite1108@gmail.com
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/dattq/logger.py
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[]
no_license
dattran2346/rsna-2019
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d454e049a267fdade1a81a02a696a0cb3ad33b5b
refs/heads/master
2020-09-18T18:45:40.115631
2019-11-26T14:28:18
2019-11-26T14:28:18
224,168,197
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import logging from pathlib import Path from terminaltables import AsciiTable import time import sys import numpy as np class TrainingLogger: ## TRAINING LOGER def __init__(self, args): ## Setup training logger # checkdir = Path(f'{args.checkdir}/{args.checkname}') self.args = args checkdir = Path(f'runs/{args.checkname}') checkdir.mkdir(exist_ok=True, parents=True) self.terminal = sys.stdout if args.resume: mode = 'a' # append to prev else: mode = 'w+' # open and write new self.file = open(checkdir/"training.log", mode) ## Print training setting if self.args.start_epoch == 0: # only print log at the start of training self.write_all('='*20 + 'TRAINING START' + '='*20) self.write_all('\n\n') table_data = [['Setting', 'Value']] table_data.append(['Backbone', args.backbone]) table_data.append(['Image size', args.image_size]) table_data.append(['Fold', args.fold]) table_data.append(['Epochs', args.epochs]) table_data.append(['Warmup', args.warmup]) table_data.append(["Batch size", args.batch_size]) table_data.append(['Gradient accumulation', args.gds]) table_data.append(['Lr', args.lr]) table_data.append(['Optimizer', args.optim]) table_data.append(['Scheduler', args.sched]) table_data.append(['Mix window', args.mix_window]) table_data.append(['#slies', args.nslices]) table_data.append(['LSTM dropout', args.lstm_dropout]) table_data.append(['Conv LSTM', args.conv_lstm]) table_data.append(['Cut block', args.cut_block]) table_data.append(['Dropblock', args.drop_block]) table_data.append(['Auxilary', args.aux]) table = AsciiTable(table_data) self.write_all(table.table) self.write_all('\n\n') # ['any', 'epidural', 'subdural', 'subarachnoid', 'intraparenchymal', 'intraventricular'] self.file.write(f'Epoch | LR | Train Loss - Any - Epidural - Subdural - Subara - Intraparen- Intraven | Valid Loss - Any - Epidural - Subdural - Subara - Intraparen- Intraven | Time \n') self.file.write('---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n') def write_all(self, log): self.terminal.write(f'{log}\n') self.file.write(f'{log}\n') def on_epoch_start(self, epoch): # record epoch start time self.start_time = time.time() self.terminal.write(f'EPOCH: {epoch}\n') def on_epoch_end(self, epoch, lr, train_losses, val_losses): ## Write log to file # train_time = (time.time() - self.start_time) / 60 train_time = np.random.uniform(0) * 10 train_loss = train_losses.mean() val_loss = val_losses.mean() self.file.write(f'{epoch:5d} |{lr:0.8f}| {train_loss:8.8f} - {train_losses[0]:8.8f} - {train_losses[1]:8.8f} - {train_losses[2]:8.8f} - {train_losses[3]:.8f} - {train_losses[4]:.8f} - {train_losses[5]:8.8f} | {val_loss:8.8f} - {val_losses[0]:8.8f} - {val_losses[1]:8.8f} - {val_losses[2]:8.8f} - {val_losses[3]:8.8f} - {val_losses[4]:8.8f} - {val_losses[5]:8.8f} | {train_time:3.1f}min\n') ## Write log to terminal self.terminal.write(f'Traininng loss: {train_loss:.5f}\n') self.terminal.write(f'Validation loss: {val_loss:.5f}\n') def on_training_end(self, best_loss, best_epoch): self.file.write('---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n') self.write_all('\n\n') msg = f'====== Finish training, best loss {best_loss:.5f}@e{best_epoch+1} ======' self.file.write(msg) self.terminal.write(msg) if __name__ == "__main__": ### Test logger from options import Options import numpy as np opt = Options() args = opt.parse() args.checkname = 'logger_test' args.checkdir = 'test' logger = TrainingLogger(args) for e in range(10): logger.on_epoch_start(e) train_loss, lr = np.random.uniform(0), np.random.uniform(0) val_loss = np.random.uniform(0) logger.on_epoch_end(e, lr, train_loss, val_loss) logger.on_training_end(0.1, 9)
[ "v.datnt41@vingroup.net" ]
v.datnt41@vingroup.net
b1f7422ef4b4a059e84976566cc78d4d683fde87
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class Printable: #Convert the transaction objects to a dict and in order to be printable as string convert that to string def __repr__(self): return str(self.__dict__)
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# Builder - common functions import functools import json from pathlib import Path import subprocess from urllib.parse import urlparse CONFIG_FILE = Path(__file__).parent.parent / "appliance_config.json" SECRETS_DIR = Path(__file__).parent.parent / 'secrets' SECRETS_FILE = SECRETS_DIR / 'secrets.json' SECRETS_NAMES = { 'aws_access_key_id': ('AWS Access Key ID', '[A-Z0-9]{20}'), 'aws_secret_access_key': ('AWS Secret Access Key', '\S{40}'), 'region': ('AWS Region', 'us-(east|west)-[1-9]'), 'git_user': ('Git User Name', '\S{5}'), 'git_pwd': ('Git Password', '\S{5}'), 'repo_host': ('Repository Host', '^\S+\.(com|org|net)'), 'repo_url': ('Repository URL (skip https://)', '^\S+'), } echo = functools.partial(print, end='', flush=True) def do_menu(term, title, menu): def draw_menu(term, title, menu): prep_screen(term, title) for key, item in menu.items(): print(f" {key}) {item[0]}") print(" x) Exit\n") echo(f"{term.bright_blue}Option?{term.white} ") with term.fullscreen(): draw_menu(term, title, menu) while True: with term.cbreak(): key = term.inkey() if key == 'x' or key == 'X': return False if key.upper() in menu.keys(): menu[key.upper()][1](term) return True # Forces re-build of menu options draw_menu(term, title, menu) def load_config(): with open(CONFIG_FILE, 'r') as _: return json.load(_) def load_secrets(): try: if SECRETS_FILE.exists(): with open(SECRETS_FILE, 'r') as _: return json.load(_) except: pass return {k:"" for k in SECRETS_NAMES.keys()} def prep_screen(term, title=None): echo(term.home + term.clear) print(term.center(f"{term.green}PiAppliance -- Configure and Build{term.white}")) if title: print(f"\n{term.bright_yellow}{title}{term.white}\n") def press_any_key(term, msg): print(msg) echo(f"\n{term.bright_blue}Press any key to return to the menu: {term.white}") with term.cbreak(): term.inkey() return def runcmd(cmd, params=None): c = cmd.split(' ') if params: c.append(params) return subprocess.run(c, capture_output=True) def save_config(config): with open(CONFIG_FILE, 'w') as _: json.dump(config, _, indent=2, sort_keys=True) def save_secrets(secrets): if not SECRETS_DIR.exists(): SECRETS_DIR.mkdir() with open(SECRETS_FILE, 'w') as _: json.dump(secrets, _, indent=2, sort_keys=True) def try_command(cmd, error, params=None): proc = runcmd(cmd, params) if proc.returncode: raise Exception(f"{error}: {proc.stderr}") __all__ = [ "do_menu", "echo", "load_config", "load_secrets", "prep_screen", "press_any_key", "runcmd", "save_config", "save_secrets", "SECRETS_NAMES", "try_command", ]
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from mysql.connector import connect #show_schemas = "SHOW SCHEMAS" #params = None # ################################## >>>>>> FUNÇÃO DE EXECUÇÃO <<<<<< ######################################### def execute(sql, params=None): # Executa um comando no mysql e salva os valores. Serve para: # insert, update, delete, create, alter, drop with connect(host="localhost", user="root", password="root", database="bluecommerce") as conn: with conn.cursor() as cursor: cursor.execute(sql, params) conn.commit() # ################################## >>>>>> FUNÇÃO DE 'BUSCA' <<<<<< ########################################## # Executa um comando no mysql e retorna o resultado # Serve para: Select, SHOW def query(sql, params=None): with connect(host="localhost", user="root", password="root", database="bluecommerce") as conn: with conn.cursor() as cursor: cursor.execute(sql, params) return cursor.fetchall() # ################################## >>>>>> FUNÇÃO PARA CRIAR TABELAS <<<<<< ################################### def create_table(nome_tabela, colunas): execute(f"""CREATE TABLE {nome_tabela} (id INT UNSIGNED NOT NULL PRIMARY KEY AUTO_INCREMENT, {colunas})""") # ################################# >>>>>> FUNÇÃO PARA CHAVE ESTRANGEIRA <<<<<< ################################## def foreing_key(tabela, fk, coluna, tabela_referencia, coluna_referencia): execute(f"""ALTER TABLE {tabela} ADD CONSTRAINT {fk} FOREIGN KEY {coluna} REFERENCES {tabela_referencia}({coluna_referencia})""") # ################################# >>>>>> FUNÇÃO PARA APAGAR UM VALOR <<<<<< ###################################### def delete_value(nome_tabela, coluna, id): execute(f"DELETE FROM {nome_tabela} WHERE {coluna} = {id}") # ########################## >>>>>> FUNÇÃO PARA INSERIR UM VALOR IGNORANDO REPETIDOS <<<<<< ######################### def insert_value(nome_tabela, colunas, inserir_valor): execute(f"INSERT IGNORE INTO {nome_tabela}({colunas}) VALUES ({inserir_valor})") # ################################# >>>>>> FUNÇÃO PARA BUSCAR UM VALOR <<<<<< ###################################### def select_value(coluna, tabela, condicao, valor): print(query(f"""SELECT {coluna} FROM {tabela} WHERE {condicao} = {valor}""")) # ################################# >>>>>> FUNÇÃO PARA ALTERAR UM VALOR <<<<<< ###################################### def update_value(tabela, coluna, valor_alterar, condicao, valor_condicao): execute(f"""UPDATE {tabela} SET {coluna} = {valor_alterar} WHERE {condicao} = {valor_condicao}""")
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a, b = 5, 6 print("a = {}, b = {}".format(a, b)) a, b = b, a print("a = {}, b = {}".format(a, b))
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import numpy as np import pandas as pd from sklearn.ensemble import ExtraTreesClassifier from sklearn.model_selection import train_test_split from sklearn.pipeline import make_pipeline from sklearn.preprocessing import MinMaxScaler # NOTE: Make sure that the class is labeled 'target' in the data file tpot_data = pd.read_csv('PATH/TO/DATA/FILE', sep='COLUMN_SEPARATOR', dtype=np.float64) features = tpot_data.drop('target', axis=1).values training_features, testing_features, training_target, testing_target = \ train_test_split(features, tpot_data['target'].values, random_state=6) # Average CV score on the training set was:0.6838260869565217 exported_pipeline = make_pipeline( MinMaxScaler(), ExtraTreesClassifier(bootstrap=True, criterion="gini", max_features=0.9500000000000001, min_samples_leaf=5, min_samples_split=2, n_estimators=100) ) exported_pipeline.fit(training_features, training_target) results = exported_pipeline.predict(testing_features)
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import snortparser.snortparser import csv import sys from os import listdir from os.path import isfile, join all_options = [] ignore_options = ['msg', 'metadata', 'classtype', 'sid', 'rev', 'reference', 'tag'] ignore_list = ['snort3-deleted.rules'] def is_rule(rule_line): return len(rule_line) > 100 def read_rules(path, filter_commented_rules=True): rules = [] with open(path, 'rb') as f: rules = f.read() parsed_rules = [snortparser.snortparser.Parser(active_rule.decode("utf-8").replace("#", "")) for active_rule in rules.splitlines() if is_rule(active_rule)] return parsed_rules def get_keys(row): return row.keys() def parse_port(value): if "$" in value or ":" in value: return value return int(value) def to_row_value(row): values = [] for _, value in row.header.items(): if type(value) == tuple: has_data, data = value if type(data) == list: data_list = [parse_port(data_tuple) for has_data_tuple, data_tuple in data if has_data_tuple] values.append(data_list) else: values.append(data) if has_data else values.append('') else: values.append(value) _, msg = row.options[0] values.append(msg[0]) options = [] options_signature = [] for _, data in row.options.items(): t, d = data if t not in ignore_options: options.append(t) options_signature.append(data) all_options.extend(options) values.append(str(options)) values.append(str(options_signature)) return values def write_to_file(output_file, header, rows): with open(output_file, "w") as outfile: csvwriter = csv.writer(outfile) csvwriter.writerow(header) for row in rows: csvwriter.writerow(to_row_value(row)) def process_single_file(rules_file, output_file): rules = read_rules(rules_file) header = list(get_keys(rules[0].header)) header.extend(['msg', 'options', 'options_signature']) write_to_file(output_file, header, rules) print("Done. Processed {}".format(len(rules))) def process_multiple_files(rules_files, output_file): rules = [] for file in rules_files: print(file) file_rules = read_rules(file) rules.extend(file_rules) print(len(rules)) header = list(get_keys(rules[0].header)) header.extend(['msg', 'options', 'options_signature']) write_to_file(output_file, header, rules) print("Done. Processed {}".format(len(rules))) if __name__ == '__main__': rules_path = sys.argv[1] output_file = sys.argv[2] if isfile(rules_path): process_single_file(rules_path, output_file) else: files = [join(rules_path, f) for f in listdir(rules_path) if isfile(join(rules_path, f)) and '.rules' in f and f not in ignore_list] process_multiple_files(files, output_file) #all = list(set(all_options)) #all.sort() #print(len(all)) #[ print(a) for a in all]
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#2020-11-25 #feature importance:cancer #기준은 xbgoost # 0. 디폴트 xgboost # 1. feature importance=0인 것 제거. 압축 아님 or #2. 하위 30% 제거 # 1. feature_importance=0인 것 제거 # 실행 3번 import numpy as np from sklearn.tree import DecisionTreeClassifier, DecisionTreeRegressor from sklearn.ensemble import RandomForestClassifier, GradientBoostingClassifier from xgboost import XGBClassifier from sklearn.datasets import load_breast_cancer from sklearn.model_selection import train_test_split #1. 데이터 datasets = load_breast_cancer() x = datasets.data y = datasets.target #y값 보고 회귀인지 분류인지 판단. 단, 시계열의 경우 y값을 뭘로 할지는 내가 선택. print(x.shape) #569, 30 print(y.shape) #569, #무식한 방법 # x_1 = x[:, :4] # x_2 = x[:, 5:13] # x_3 = x[:, 14:20] # x_4 = x[:, 21:29] # x = np.concatenate([x_1, x_2, x_3, x_4], axis=1) x_train, x_test, y_train, y_test = train_test_split( x, y, train_size=0.8, random_state=66 #or cancer.data, cancer.target ) #2. 모델 구성 #max_depth 바꿔 보기 model = XGBClassifier(max_depth=4) #3. 훈련 model.fit(x_train, y_train) #4. 평가 및 예측 acc = model.score(x_test, y_test) print("acc: ", acc) print(model.feature_importances_) #column은 30개고, 각 column마다 중요도가 나온다 #column값이 0인 것들은 필요 없는 column #얘네까지 같이 돌리면 1. 속도저하 2. 자원량 낭비 #따라서 0이 아닌 column만 모아서 돌려도 결과는 동일하다 #단, 조건: accuracy_score를 신뢰할 수 있어야 함 #4-2. FI 적용 fi = model.feature_importances_ indices = np.argsort(fi)[::-1] print("FI 내림차순 정렬: ", indices) del_index = [] for i in indices: if i < int(0.7*len(fi)): del_index.append(i) print("삭제할 columns: ", del_index) x_train = x_train[:, del_index] x_test = x_test[:, del_index] model.fit(x_train, y_train) acc = model.score(x_test, y_test) print("acc: ", acc) # feature importance # import matplotlib.pyplot as plt # import numpy as np # def plot_feature_importances_cancer(model): # n_features = datasets.data.shape[1] # plt.barh(np.arange(n_features), model.feature_importances_, # align='center') # plt.yticks(np.arange(n_features), datasets.feature_names) # plt.xlabel("feature importances") # plt.ylabel("features") # plt.ylim(-1, n_features) # plot_feature_importances_cancer(model) # plt.show() #[0.01759811 0.02607087 0.6192673 0.33706376] ''' 1. default acc: 0.9736842105263158 [0. 0.03518598 0.00053468 0.02371635 0.00661651 0.02328466 0.00405836 0.09933352 0.00236719 0. 0.01060954 0.00473884 0.01074011 0.01426315 0.0022232 0.00573987 0.00049415 0.00060479 0.00522006 0.00680739 0.01785728 0.0190929 0.3432317 0.24493258 0.00278067 0. 0.01099805 0.09473949 0.00262496 0.00720399] 2. 하위 30% 제거 FI 내림차순 정렬: [22 23 7 27 1 3 5 21 20 13 26 12 10 29 19 4 15 18 11 6 24 28 8 14 17 2 16 9 25 0] 삭제할 columns: [7, 1, 3, 5, 20, 13, 12, 10, 19, 4, 15, 18, 11, 6, 8, 14, 17, 2, 16, 9, 0] acc: 0.9824561403508771 '''
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""" ASGI config for itech project. It exposes the ASGI callable as a module-level variable named ``application``. For more information on this file, see https://docs.djangoproject.com/en/3.1/howto/deployment/asgi/ """ import os from django.core.asgi import get_asgi_application os.environ.setdefault('DJANGO_SETTINGS_MODULE', 'itech.settings') application = get_asgi_application()
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py
# https://leetcode.com/problems/jump-game # https://leetcode.com/problems/jump-game/solution class Solution: # Time Limit Exceeded def canJump0(self, nums): if nums is None or 0 == len(nums): return False dp = [False] * len(nums) dp[0] = True for i, n in enumerate(nums): if not dp[i]: continue for j in range(i, i + n + 1): if j < len(nums): dp[j] = True return dp[-1] # 19.42% def canJump(self, nums): if nums is None or 0 == len(nums): return False lenNums = len(nums) dp = [False] * lenNums dp[0] = True for i, n in enumerate(nums): if not dp[i]: continue for j in range(min(lenNums - 1, i + n), i, -1): if dp[j]: break dp[j] = True return dp[-1] s = Solution() data = [([2, 3, 1, 1, 4], True), ([3, 2, 1, 0, 4], False), ([2, 0], True), 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False), ] for nums, expected in data: real = s.canJump(nums) if 10 <= len(nums): print('{}...{}, expected {}, real {}, result {}'.format(nums[:5], nums[-5:], expected, real, expected == real)) else: print('{}, expected {}, real {}, result {}'.format(nums, expected, real, expected == real))
[ "agapelover4u@yahoo.co.kr" ]
agapelover4u@yahoo.co.kr
871dd366f3cab995150d2469f9261cd3a22f2c52
01ec1578126240ec8fb300de5290d02e0a8335dc
/books/admin.py
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from django.contrib import admin from .models import Category,BookItem # Register your models here. admin.site.register(Category) admin.site.register(BookItem)
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#!/usr/bin/env python import os import sys if __name__ == "__main__": os.environ.setdefault("DJANGO_SETTINGS_MODULE", "locallibrary.settings") try: from django.core.management import execute_from_command_line except ImportError: # The above import may fail for some other reason. Ensure that the # issue is really that Django is missing to avoid masking other # exceptions on Python 2. try: import django except ImportError: raise ImportError( "Couldn't import Django. Are you sure it's installed and " "available on your PYTHONPATH environment variable? Did you " "forget to activate a virtual environment?" ) raise execute_from_command_line(sys.argv)
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import urllib2, pickle try: import httplib2 except ImportError: httplib2 = None from errors import HTTPError def best_fetcher(): if httplib2: return CacheFetcher() # Uses an in-memory cache else: return Fetcher() class Fetcher(object): "Default implementation, using urllib2" def get(self, url): try: u = urllib2.urlopen(url) except urllib2.HTTPError, e: raise HTTPError(e.code, e) headers = u.headers.dict return headers, u.read() class InMemoryCache(object): def __init__(self): self._cache = {} def get(self, key): return self._cache.get(key) def set(self, key, value): self._cache[key] = value def delete(key): if key in self._cache[key]: del self._cache[key] class CacheFetcher(object): "Uses httplib2 to cache based on the max-age header. Requires httplib2." def __init__(self, cache=None): if cache is None: cache = InMemoryCache() self.http = httplib2.Http(cache) def get(self, url): headers, response = self.http.request(url) if headers['status'] != '200': raise HTTPError(int(headers['status']), headers) return headers, response class ForceCacheFetcher(object): "Caches every response forever, ignoring the max-age header" def __init__(self, fetcher=None, cache=None): self.fetcher = fetcher or Fetcher() self.cache = cache or InMemoryCache() def get(self, url): cached_value = self.cache.get(url) if cached_value: return pickle.loads(cached_value) headers, response = self.fetcher.get(url) self.cache.set(url, pickle.dumps((headers, response))) return headers, response
[ "ts.marsh@gmail.com" ]
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# coding: utf-8 import six from huaweicloudsdkcore.sdk_response import SdkResponse from huaweicloudsdkcore.utils.http_utils import sanitize_for_serialization class UpdateLogGroupResponse(SdkResponse): """ Attributes: openapi_types (dict): The key is attribute name and the value is attribute type. attribute_map (dict): The key is attribute name and the value is json key in definition. """ sensitive_list = [] openapi_types = { 'creation_time': 'int', 'log_group_name': 'str', 'log_group_id': 'str', 'ttl_in_days': 'int' } attribute_map = { 'creation_time': 'creation_time', 'log_group_name': 'log_group_name', 'log_group_id': 'log_group_id', 'ttl_in_days': 'ttl_in_days' } def __init__(self, creation_time=None, log_group_name=None, log_group_id=None, ttl_in_days=None): """UpdateLogGroupResponse The model defined in huaweicloud sdk :param creation_time: 创建该日志组的时间, 毫秒级。 :type creation_time: int :param log_group_name: 日志组的名称。 :type log_group_name: str :param log_group_id: 日志组ID。 :type log_group_id: str :param ttl_in_days: 日志存储时间(天)。 :type ttl_in_days: int """ super(UpdateLogGroupResponse, self).__init__() self._creation_time = None self._log_group_name = None self._log_group_id = None self._ttl_in_days = None self.discriminator = None if creation_time is not None: self.creation_time = creation_time if log_group_name is not None: self.log_group_name = log_group_name if log_group_id is not None: self.log_group_id = log_group_id if ttl_in_days is not None: self.ttl_in_days = ttl_in_days @property def creation_time(self): """Gets the creation_time of this UpdateLogGroupResponse. 创建该日志组的时间, 毫秒级。 :return: The creation_time of this UpdateLogGroupResponse. :rtype: int """ return self._creation_time @creation_time.setter def creation_time(self, creation_time): """Sets the creation_time of this UpdateLogGroupResponse. 创建该日志组的时间, 毫秒级。 :param creation_time: The creation_time of this UpdateLogGroupResponse. :type creation_time: int """ self._creation_time = creation_time @property def log_group_name(self): """Gets the log_group_name of this UpdateLogGroupResponse. 日志组的名称。 :return: The log_group_name of this UpdateLogGroupResponse. :rtype: str """ return self._log_group_name @log_group_name.setter def log_group_name(self, log_group_name): """Sets the log_group_name of this UpdateLogGroupResponse. 日志组的名称。 :param log_group_name: The log_group_name of this UpdateLogGroupResponse. :type log_group_name: str """ self._log_group_name = log_group_name @property def log_group_id(self): """Gets the log_group_id of this UpdateLogGroupResponse. 日志组ID。 :return: The log_group_id of this UpdateLogGroupResponse. :rtype: str """ return self._log_group_id @log_group_id.setter def log_group_id(self, log_group_id): """Sets the log_group_id of this UpdateLogGroupResponse. 日志组ID。 :param log_group_id: The log_group_id of this UpdateLogGroupResponse. :type log_group_id: str """ self._log_group_id = log_group_id @property def ttl_in_days(self): """Gets the ttl_in_days of this UpdateLogGroupResponse. 日志存储时间(天)。 :return: The ttl_in_days of this UpdateLogGroupResponse. :rtype: int """ return self._ttl_in_days @ttl_in_days.setter def ttl_in_days(self, ttl_in_days): """Sets the ttl_in_days of this UpdateLogGroupResponse. 日志存储时间(天)。 :param ttl_in_days: The ttl_in_days of this UpdateLogGroupResponse. :type ttl_in_days: int """ self._ttl_in_days = ttl_in_days def to_dict(self): """Returns the model properties as a dict""" result = {} for attr, _ in six.iteritems(self.openapi_types): value = getattr(self, attr) if isinstance(value, list): result[attr] = list(map( lambda x: x.to_dict() if hasattr(x, "to_dict") else x, value )) elif hasattr(value, "to_dict"): result[attr] = value.to_dict() elif isinstance(value, dict): result[attr] = dict(map( lambda item: (item[0], item[1].to_dict()) if hasattr(item[1], "to_dict") else item, value.items() )) else: if attr in self.sensitive_list: result[attr] = "****" else: result[attr] = value return result def to_str(self): """Returns the string representation of the model""" import simplejson as json if six.PY2: import sys reload(sys) sys.setdefaultencoding("utf-8") return json.dumps(sanitize_for_serialization(self), ensure_ascii=False) def __repr__(self): """For `print`""" return self.to_str() def __eq__(self, other): """Returns true if both objects are equal""" if not isinstance(other, UpdateLogGroupResponse): return False return self.__dict__ == other.__dict__ def __ne__(self, other): """Returns true if both objects are not equal""" return not self == other
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# file /home/hep/ss4314/cmtuser/Gauss_v45r9/Gen/DecFiles/options/15966000.py generated: Fri, 27 Mar 2015 16:10:12 # # Event Type: 15966000 # # ASCII decay Descriptor: [Lb => (D0 -> K+ K- pi+ pi-) X]cc # from Configurables import Generation Generation().EventType = 15966000 Generation().SampleGenerationTool = "SignalPlain" from Configurables import SignalPlain Generation().addTool( SignalPlain ) Generation().SignalPlain.ProductionTool = "PythiaProduction" from Configurables import ToolSvc from Configurables import EvtGenDecay ToolSvc().addTool( EvtGenDecay ) ToolSvc().EvtGenDecay.UserDecayFile = "$DECFILESROOT/dkfiles/Lb_D0X,X=cocktail,D0=MINT,DecProdCut.dec" Generation().SignalPlain.CutTool = "DaughtersInLHCb" Generation().SignalPlain.SignalPIDList = [ 5122,-5122 ]
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import numpy as np from math import sqrt, pi, exp, pow, factorial, fabs, ceil import matplotlib.pyplot as plt distributions = [ { 'name': 'normal', 'func': lambda size: np.random.normal(size=size), 'destiny': lambda x: 1 / sqrt(2 * pi) * exp(-x * x / 2) }, { 'name': 'poisson', 'func': lambda size: np.random.poisson(10, size=size), 'destiny': lambda x: (pow(10, round(x)) / factorial(round(x))) * exp(-10) }, { 'name': 'cauchy', 'func': lambda size: np.random.standard_cauchy(size=size), 'destiny': lambda x: 1 / pi * (1 / (x * x + 1)) }, { 'name': 'laplace', 'func': lambda size: np.random.laplace(0, 1 / sqrt(2), size=size), 'destiny': lambda x: (1 / sqrt(2)) * exp(-sqrt(2) * fabs(x)) }, { 'name': 'uniform', 'func': lambda size: np.random.uniform(-sqrt(3), sqrt(3), size=size), 'destiny': lambda x: 1 / (2 * sqrt(3)) if (fabs(x) <= sqrt(3)) else 0 }, ] capacities = [20, 1000] for dis in distributions: # _,ax = plt.subplots() # ax.boxplot([dis['func'](20), dis['func'](1000)], vert=False, showfliers=False) # ax.set_title("%s" % (dis["name"])) # ax.set_yticklabels(['20', '1000']) # plt.show() for cap in capacities: sum = 0 samples = [] for _ in range(1000): sample = sorted(dis['func'](cap)) l = len(sample) Q1 = sample[int(1 / 4 * l)] Q3 = sample[int(3 / 4 * l)] X1 = Q1 - 3 / 2 * (Q3 - Q1) X2 = Q3 + 3 / 2 * (Q3 - Q1) discharge = list(filter(lambda x: x < X1 or x > X2, sample)) discharges = len(list(filter(lambda x: x < X1 or x > X2, sample))) sum += discharges samples.append(discharges) print("%s-%s average discharges proportion %s; var %s" % (dis['name'], cap, sum / 1000 / cap, np.var(samples) / cap))
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import numpy as np import cv2 #function to detect face using OpenCV def detect_face(img): #convert the test image to gray image as opencv face detector expects gray images gray = cv2.cvtColor(img, cv2.COLOR_BGR2GRAY) #load OpenCV face detector use LBP more accurate but slow Haar classifier face_cascade = cv2.CascadeClassifier('opencv-files/haarcascade_frontalface_alt.xml') # detect multiscale images faces = face_cascade.detectMultiScale(gray, scaleFactor=1.1, minNeighbors=1,minSize=(20,20)) #result is a list of faces #if no faces are detected then return original img if (len(faces) == 0): return None, None (x, y, w, h) = faces[0] # assumption that there will be only one face, #return only the face part of the image return gray[y:y+w, x:x+h], faces[0] def predict(test_img): #make a copy of the image img = test_img.copy() #detect face from the image face, rect = detect_face(img) if face is None: print (" Can not detect face from file!") return None #predict the image using face recognizer label, confidence = face_recognizer.predict(face) # label_text = subjects[label] print (label , confidence) return confidence cap = cv2.VideoCapture(0) images = [] print ("Capturing image.....") while(True): # Capture frame-by-frame ret, frame = cap.read() face, rect = detect_face(frame) if face is None: pass else : images.append(frame) # Display the resulting frame cv2.imshow('frame',frame) if cv2.waitKey(1) & 0xFF == ord('q'): break print ("Capture done.") # When everything done, release the capture cap.release() cv2.destroyWindow('frame') # Load face recognizer face_recognizer = cv2.face.LBPHFaceRecognizer_create() face_recognizer.read("trained_model/trained_model.xml") print ("Choosing the best frame...") print len(images) best_image = images[0] best_score = predict(best_image) for image in images: if (predict(image)<best_score): best_score = predict(image) best_image = image cv2.imshow('Best frame',best_image) cv2.imwrite('best_frame.png',best_image) cv2.waitKey(1) cv2.destroyAllWindows()
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from flask_script import Manager from flask_migrate import Migrate, MigrateCommand from app import app, db, models from app.models import User, Bucket, BucketItem import unittest import coverage import os import forgery_py as faker from random import randint from sqlalchemy.exc import IntegrityError # Initializing the manager manager = Manager(app) # Initialize Flask Migrate migrate = Migrate(app, db) # Add the flask migrate manager.add_command('db', MigrateCommand) # Test coverage configuration COV = coverage.coverage( branch=True, include='app/*', omit=[ 'app/auth/__init__.py', 'app/bucket/__init__.py', 'app/bucketitems/__init__.py' ] ) COV.start() # Add test command @manager.command def test(): """ Run tests without coverage :return: """ tests = unittest.TestLoader().discover('tests', pattern='test*.py') result = unittest.TextTestRunner(verbosity=2).run(tests) if result.wasSuccessful(): return 0 return 1 @manager.command def dummy(): # Create a user if they do not exist. user = User.query.filter_by(email="example@bucketmail.com").first() if not user: user = User("example@bucketmail.com", "123456") user.save() for i in range(100): # Add buckets to the database bucket = Bucket(faker.name.industry(), user.id) bucket.save() for buck in range(1000): # Add items to the bucket buckt = Bucket.query.filter_by(id=randint(1, Bucket.query.count() - 1)).first() item = BucketItem(faker.name.company_name(), faker.lorem_ipsum.word(), buckt.id) db.session.add(item) try: db.session.commit() except IntegrityError: db.session.rollback() # Run the manager if __name__ == '__main__': manager.run()
[ "johnkagga@gmail.com" ]
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# this file is only used for continuous evaluation test! import os import sys sys.path.append(os.environ['ceroot']) from kpi import CostKpi from kpi import DurationKpi test_nll_kpis = CostKpi('test_nll', 0.02, 0, actived=True) test_ppl_kpis = CostKpi('test_ppl', 0.02, 0, actived=True) tracking_kpis = [ test_nll_kpis, test_ppl_kpis, ] def parse_log(log): ''' This method should be implemented by model developers. The suggestion: each line in the log should be key, value, for example: " train_cost\t1.0 test_cost\t1.0 train_cost\t1.0 train_cost\t1.0 train_acc\t1.2 " ''' for line in log.split('\n'): fs = line.strip().split('\t') print(fs) if len(fs) == 3 and fs[0] == 'kpis': kpi_name = fs[1] kpi_value = float(fs[2]) yield kpi_name, kpi_value def log_to_ce(log): kpi_tracker = {} for kpi in tracking_kpis: kpi_tracker[kpi.name] = kpi for (kpi_name, kpi_value) in parse_log(log): print(kpi_name, kpi_value) kpi_tracker[kpi_name].add_record(kpi_value) kpi_tracker[kpi_name].persist() if __name__ == '__main__': log = sys.stdin.read() log_to_ce(log)
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#!/usr/bin/env python """Django's command-line utility for administrative tasks.""" import os import sys def main(): os.environ.setdefault('DJANGO_SETTINGS_MODULE', 'words.settings') try: from django.core.management import execute_from_command_line except ImportError as exc: raise ImportError( "Couldn't import Django. Are you sure it's installed and " "available on your PYTHONPATH environment variable? Did you " "forget to activate a virtual environment?" ) from exc execute_from_command_line(sys.argv) if __name__ == '__main__': main()
[ "filip.korycki2222@gmail.com" ]
filip.korycki2222@gmail.com