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import matplotlib.pyplot as plt import numpy as np x = np.linspace(-3,3,50) y1 = 2*x+1 y2 = x**2 plt.plot(x,y1) plt.plot(x,y2,color='red',linewidth=3,linestyle='--') x_tick = np.linspace(-2,2,6) plt.xlabel('i am xlabel') plt.xticks(x_tick) plt.yticks([0,2,4,7,8],[r'$terrible$','bad','normal','good','really good']) ax = plt.gca() ax.spines['right'].set_color('none') ax.spines['top'].set_color('none') ax.xaxis.set_ticks_position('bottom') ax.yaxis.set_ticks_position('left') ax.spines['bottom'].set_position(('data',0)) ax.spines['left'].set_position(('data',0)) plt.show()
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# The top 10 most common words in a file fhand = open('romeo.txt') counts = dict() for line in fhand : words = line.split() for word in words : counts[word] = counts.get(word,0) + 1 lst = list() for key,value in counts.items() : tmp = (value,key) lst.append(tmp) lst = sorted(lst, reverse=True) for value,key in lst[:10] : print(key, value)
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AbhinavJhanwar/Data-Processing-Techniques
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2021-06-13T21:05:57.210284
2021-03-19T09:09:21
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''' Created on Aug 3, 2017 @author: abhinav.jhanwar ''' import pandas as pd import numpy as np from sklearn.model_selection import train_test_split from sklearn.neighbors import KNeighborsClassifier from sklearn.linear_model import LinearRegression from sklearn import metrics from sklearn.model_selection import KFold, cross_val_score, StratifiedKFold import csv #CLASSIFICATION MODELS url = "iris_data.csv" with open(url) as csvFile: reader = csv.reader(csvFile) names = next(reader) data = pd.read_csv(url) feature_cols = names[0:-1] #names will be replaced by features directly taken from user selection X = data[feature_cols] y = data[names[-1]] #names replaced by target taken from user selection #kf = KFold(n_splits=5, shuffle=False) # print the contents of each training and testing set # ^ - forces the field to be centered within the available space # .format() - formats the string similar to %s or %n # enumerate(sequence, start=0) - returns an enumerate object #print('{:^61} {}'.format('Training set observations', 'Testing set observations')) #for train_index, test_index in kf.split(range(1,26)): # print('{} {!s:^25}'.format(train_index, test_index)) # 10-fold cross-validation with K=5 for KNN (the n_neighbors parameter) # k = 5 for KNeighborsClassifier k_scores = [] max_score=0 for k in range(1,31): knn = KNeighborsClassifier(n_neighbors=k) # Use cross_val_score function # We are passing the entirety of X and y, not X_train or y_train, it takes care of splitting the data # cv=10 for 10 folds # scoring='accuracy' for evaluation metric - although they are many # use StratifiedKFold for imbalanced target class kfold = StratifiedKFold(n_splits=10, random_state=7) scores = cross_val_score(knn, X, y, scoring='accuracy', cv=kfold).mean() #print(scores) k_scores.append(scores) # use average accuracy as an estimate of out-of-sample accuracy # numpy array has a method mean() if(k_scores[k-1]>=max_score): #print(k_scores[k-1]) max_score = k_scores[k-1] #print(k) #SIMILARLY GO FOR OTHER MODELS AND SELECT MODELS GIVING BEST SCORE #REGRESSION MODELS url = "Advertising.csv" with open(url) as csvFile: reader = csv.reader(csvFile) names = next(reader) data = pd.read_csv(url) feature_cols = names[0:-1] #names will be replaced by features directly taken from user selection X = data[feature_cols] y = data[names[-1]] #names replaced by target taken from user selection model = LinearRegression() # store scores in scores object # we can't use accuracy as our evaluation metric since that's only relevant for classification problems # RMSE is not directly available so we will use MSE rmse_scores = np.sqrt(-cross_val_score(model, X, y, scoring='neg_mean_squared_error', cv=10)).mean() print(rmse_scores)
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/scrapycrawlspidertest/scrapycrawlspidertest/spiders/universal.py
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silianpan/seal-spider-demo
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# -*- coding: utf-8 -*- import scrapy from scrapy.linkextractors import LinkExtractor from scrapy.spiders import CrawlSpider, Rule from scrapycrawlspidertest.utils import get_config from scrapycrawlspidertest.items import * from scrapycrawlspidertest.wraps import * from scrapycrawlspidertest import urls class UniversalSpider(CrawlSpider): name = 'universal' def __init__(self, name, *args, **kwargs): config = get_config(name) self.config = config self.rules = eval(config.get('rules')) start_urls = config.get('start_urls') if start_urls: if start_urls.get('type') == 'static': self.start_urls = start_urls.get('value') elif start_urls.get('type') == 'dynamic': self.start_urls = list(eval('urls.' + start_urls.get('method'))(*start_urls.get('args', []))) self.allowed_domains = config.get('allowed_domains') super(UniversalSpider, self).__init__(*args, **kwargs) def parse_item(self, response): # 获取item配置 item = self.config.get('item') if item: data = eval(item.get('class') + '()') # 动态获取属性配置 for key, value in item.get('attrs').items(): data[key] = response for process in value: type = process.get('type', 'chain') if type == 'chain': # 动态调用函数和属性 if process.get('method'): data[key] = getattr(data[key], process.get('method'))(*process.get('args', [])) elif type == 'wrap': args = [data[key]] + process.get('args', []) data[key] = eval(process.get('method'))(*args) yield data
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2b08c18c5ac84dc170eefb05d69e24800d34983e
/venv/Lib/site-packages/django/middleware/common.py
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[]
no_license
wottan32/website
fda48f2f9c177f2aaf008c7b9bd94fbb06cb1de4
db05b866badab8d046ea9eeb8c061d2e66312f98
refs/heads/main
2023-06-17T00:51:28.821850
2021-07-14T17:50:41
2021-07-14T17:50:41
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import re from urllib.parse import urlparse from django.conf import settings from django.core.exceptions import PermissionDenied from django.core.mail import mail_managers from django.http import HttpResponsePermanentRedirect from django.urls import is_valid_path from django.utils.deprecation import MiddlewareMixin from django.utils.http import escape_leading_slashes class CommonMiddleware(MiddlewareMixin): """ "Common" middleware for taking care of some basic operations: - Forbid access to User-Agents in settings.DISALLOWED_USER_AGENTS - URL rewriting: Based on the APPEND_SLASH and PREPEND_WWW settings, append missing slashes and/or prepends missing "www."s. - If APPEND_SLASH is set and the initial URL doesn't end with a slash, and it is not found in urlpatterns, form a new URL by appending a slash at the end. If this new URL is found in urlpatterns, return an HTTP redirect to this new URL; otherwise process the initial URL as usual. This behavior can be customized by subclassing CommonMiddleware and overriding the response_redirect_class attribute. """ response_redirect_class = HttpResponsePermanentRedirect def process_request(self, request): """ Check for denied User-Agents and rewrite the URL based on settings.APPEND_SLASH and settings.PREPEND_WWW """ # Check for denied User-Agents user_agent = request.META.get() if user_agent is not None: for user_agent_regex in settings.DISALLOWED_USER_AGENTS: if user_agent_regex.search(user_agent): raise PermissionDenied('Forbidden user agent') # Check for a redirect based on settings.PREPEND_WWW host = request.get_host() must_prepend = settings.PREPEND_WWW and host and not host.startswith('www.') redirect_url = ('%s://www.%s' % (request.scheme, host)) if must_prepend else '' # Check if a slash should be appended if self.should_redirect_with_slash(request): path = self.get_full_path_with_slash(request) else: path = request.get_full_path() # Return a redirect if necessary if redirect_url or path != request.get_full_path(): redirect_url += path return self.response_redirect_class(redirect_url) def should_redirect_with_slash(self, request): """ Return True if settings.APPEND_SLASH is True and appending a slash to the request path turns an invalid path into a valid one. """ if settings.APPEND_SLASH and not request.path_info.endswith('/'): urlconf = getattr(request, 'urlconf', None) if not is_valid_path(request.path_info, urlconf): match = is_valid_path('%s/' % request.path_info, urlconf) if match: view = match.func return getattr(view, 'should_append_slash', True) return False def get_full_path_with_slash(self, request): """ Return the full path of the request with a trailing slash appended. Raise a RuntimeError if settings.DEBUG is True and request.method is POST, PUT, or PATCH. """ new_path = request.get_full_path(force_append_slash=True) # Prevent construction of scheme relative urls. new_path = escape_leading_slashes(new_path) if settings.DEBUG and request.method in ('POST', 'PUT', 'PATCH'): raise RuntimeError( "You called this URL via %(method)s, but the URL doesn't end " "in a slash and you have APPEND_SLASH set. Django can't " "redirect to the slash URL while maintaining %(method)s data. " "Change your form to point to %(url)s (note the trailing " "slash), or set APPEND_SLASH=False in your Django settings." % { 'method': request.method, 'url': request.get_host() + new_path, } ) return new_path def process_response(self, request, response): """ When the status code of the response is 404, it may redirect to a path with an appended slash if should_redirect_with_slash() returns True. """ # If the given URL is "Not Found", then check if we should redirect to # a path with a slash appended. if response.status_code == 404 and self.should_redirect_with_slash(request): return self.response_redirect_class(self.get_full_path_with_slash(request)) # Add the Content-Length header to non-streaming responses if not # already set. if not response.streaming and not response.has_header('Content-Length'): response.headers['Content-Length'] = str(len(response.content)) return response class BrokenLinkEmailsMiddleware(MiddlewareMixin): def process_response(self, request, response): """Send broken link emails for relevant 404 NOT FOUND responses.""" if response.status_code == 404 and not settings.DEBUG: domain = request.get_host() path = request.get_full_path() referer = request.META.get() if not self.is_ignorable_request(request, path, domain, referer): ua = request.META.get() ip = request.META.get() mail_managers( "Broken %slink on %s" % ( ('INTERNAL ' if self.is_internal_request(domain, referer) else ''), domain ), "Referrer: %s\nRequested URL: %s\nUser agent: %s\n" "IP address: %s\n" % (referer, path, ua, ip), fail_silently=True, ) return response def is_internal_request(self, domain, referer): """ Return True if the referring URL is the same domain as the current request. """ # Different subdomains are treated as different domains. return bool(re.match("^https?://%s/" % re.escape(domain), referer)) def is_ignorable_request(self, request, uri, domain, referer): """ Return True if the given request *shouldn't* notify the site managers according to project settings or in situations outlined by the inline comments. """ # The referer is empty. if not referer: return True # APPEND_SLASH is enabled and the referer is equal to the current URL # without a trailing slash indicating an internal redirect. if settings.APPEND_SLASH and uri.endswith('/') and referer == uri[:-1]: return True # A '?' in referer is identified as a search engine source. if not self.is_internal_request(domain, referer) and '?' in referer: return True # The referer is equal to the current URL, ignoring the scheme (assumed # to be a poorly implemented bot). parsed_referer = urlparse(referer) if parsed_referer.netloc in ['', domain] and parsed_referer.path == uri: return True return any(pattern.search(uri) for pattern in settings.IGNORABLE_404_URLS)
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/mysite/settings.py
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[]
no_license
EijianAsax/my_first_blog
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3e48cd9dd010ece3435a09de633df22296b7bfe3
refs/heads/master
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2019-11-29T06:59:17
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""" Django settings for mysite project. Generated by 'django-admin startproject' using Django 2.2.7. For more information on this file, see https://docs.djangoproject.com/en/2.2/topics/settings/ For the full list of settings and their values, see https://docs.djangoproject.com/en/2.2/ref/settings/ """ import os # Build paths inside the project like this: os.path.join(BASE_DIR, ...) BASE_DIR = os.path.dirname(os.path.dirname(os.path.abspath(__file__))) # Quick-start development settings - unsuitable for production # See https://docs.djangoproject.com/en/2.2/howto/deployment/checklist/ # SECURITY WARNING: keep the secret key used in production secret! SECRET_KEY = '_0^n9rmx7(zgq9@4v5cto0evbrxpu$h-u*%@g3(vc95+^7=o(&' # SECURITY WARNING: don't run with debug turned on in production! DEBUG = True ALLOWED_HOSTS = ['127.0.0.1', '.pythonanywhere.com'] # Application definition INSTALLED_APPS = [ 'django.contrib.admin', 'django.contrib.auth', 'django.contrib.contenttypes', 'django.contrib.sessions', 'django.contrib.messages', 'django.contrib.staticfiles', 'blog.apps.BlogConfig', ] MIDDLEWARE = [ 'django.middleware.security.SecurityMiddleware', 'django.contrib.sessions.middleware.SessionMiddleware', 'django.middleware.common.CommonMiddleware', 'django.middleware.csrf.CsrfViewMiddleware', 'django.contrib.auth.middleware.AuthenticationMiddleware', 'django.contrib.messages.middleware.MessageMiddleware', 'django.middleware.clickjacking.XFrameOptionsMiddleware', ] ROOT_URLCONF = 'mysite.urls' TEMPLATES = [ { 'BACKEND': 'django.template.backends.django.DjangoTemplates', 'DIRS': [], 'APP_DIRS': True, 'OPTIONS': { 'context_processors': [ 'django.template.context_processors.debug', 'django.template.context_processors.request', 'django.contrib.auth.context_processors.auth', 'django.contrib.messages.context_processors.messages', ], }, }, ] WSGI_APPLICATION = 'mysite.wsgi.application' # Database # https://docs.djangoproject.com/en/2.2/ref/settings/#databases DATABASES = { 'default': { 'ENGINE': 'django.db.backends.sqlite3', 'NAME': os.path.join(BASE_DIR, 'db.sqlite3'), } } # Password validation # https://docs.djangoproject.com/en/2.2/ref/settings/#auth-password-validators AUTH_PASSWORD_VALIDATORS = [ { 'NAME': 'django.contrib.auth.password_validation.UserAttributeSimilarityValidator', }, { 'NAME': 'django.contrib.auth.password_validation.MinimumLengthValidator', }, { 'NAME': 'django.contrib.auth.password_validation.CommonPasswordValidator', }, { 'NAME': 'django.contrib.auth.password_validation.NumericPasswordValidator', }, ] # Login LOGIN_REDIRECT_URL = '/' # Internationalization # https://docs.djangoproject.com/en/2.2/topics/i18n/ LANGUAGE_CODE = 'ja' TIME_ZONE = 'Asia/Tokyo' USE_I18N = True USE_L10N = True USE_TZ = True # Static files (CSS, JavaScript, Images) # https://docs.djangoproject.com/en/2.2/howto/static-files/ STATIC_URL = '/static/' STATIC_ROOT = os.path.join(BASE_DIR, "static")
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9a6fce2ab99b489ec326725080b44d8cb312ca1c
/main/views.py
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[]
no_license
jeksifrost/test_simple_website
ba6d39e73be91341b347010999a46ccb112ad238
b088c60da308529df2b63e69d4158055fb452f88
refs/heads/master
2023-07-01T07:40:26.395649
2021-08-04T13:28:26
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from django.shortcuts import render def index(request): data = { 'title': 'Main page', 'values': ['Some', 'Hello', '123'], 'obj': { 'car': 'BMW', 'age': 18, 'hobby': 'Football' } } return render(request, 'main/index.html', data) def about(request): return render(request, 'main/about.html')
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/HelloWorldHacktober.py
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[]
no_license
AdaoNeves/Hello-Hacktober
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0c541056b54b7e10d8dc5776e7c90f1d9c67773f
refs/heads/master
2020-08-21T18:23:14.579135
2019-10-19T14:21:10
2019-10-19T14:21:10
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0
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print('Hello World Hacktober!')
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/exam-python/shop_online/serializers.py
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[]
no_license
MaximKhrenov/dip
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317072baceb6fdd17f982cd0cb2591d0d8abf44e
refs/heads/master
2021-06-16T00:40:10.948096
2019-02-28T14:37:39
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from rest_framework import serializers from shop_online.models import (Product, Category, User, Cart, Order, ) class ProductSerializers(serializers.ModelSerializer): class Meta: model = Product exclude = () class CategorySerializers(serializers.ModelSerializer): class Meta: model = Category exclude = () class UserSerializers(serializers.ModelSerializer): password = serializers.CharField(write_only=True) class Meta: model = User exclude = ( 'is_superuser', 'is_staff', 'last_login', 'date_joined', 'is_active', 'groups', 'user_permissions', ) def create(self, validate_date): user = User( email=validate_date['email'], username=validate_date['username'], first_name=validate_date['first_name'], last_name=validate_date['last_name'], ) user.set_password(validate_date['password']) user.save() return user class CartSerializers(serializers.ModelSerializer): user = serializers.CharField(read_only=True) count_products = serializers.IntegerField(write_only=True) price_product = serializers.IntegerField(read_only=True) class Meta: model = Cart exclude = () fields = ('user', 'title', 'count_products', 'price_product',) def create(self, validated_data): user = validated_data['user'] count_products = validated_data['count_products'] title = validated_data['title'] price = Product.objects.get(title_product=title) cart = Cart( user=user, title=title, price_product=price.price_product * count_products, count_products=count_products, ) cart.save() return cart class OrderSerializers(serializers.ModelSerializer): user = serializers.CharField(read_only=True) class Meta: model = Order exclude = () fields = ('user', 'address', 'title', 'date_time',) def create(self, validated_data): user = validated_data['user'] date_time = validated_data['date_time'] address = validated_data['address'] product = validated_data['title'] order = Order( date_time=date_time, user=user, address=address, title=product ) order.save() return order class HistorySerializers(serializers.ModelSerializer): class Meta: model = Order exclude = () class ProfileSerializers(serializers.ModelSerializer): class Meta: model = User
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/10_1-10_3/StreamNetwork.py
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[]
no_license
aantonio99/FCToolbox
e6fa78bb2f3a5fb0eb3174e9f80baa832b174bcc
4c76e5923dfff1833fd944c8af4cc5ddb3c91f08
refs/heads/master
2021-07-21T07:04:17.671545
2017-10-31T12:38:14
2017-10-31T12:38:14
108,995,073
0
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null
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# -*- coding: utf-8 -*- ''' Created on 21 fev. 2013 Last update on 07 fev. 2014 @author: Clement Roux @contact: [email protected] CNRS - UMR5600 Environnement Ville Societe 15 Parvis René Descartes, BP 7000, 69342 Lyon Cedex 07, France @note: For each use of the FluvialCorridor toolbox leading to a publication, report, presentation or any other document, please refer the following article : Roux, C., Alber, A., Bertrand, M., Vaudor, L., Piegay, H., submitted. "FluvialCorridor": A new ArcGIS package for multiscale riverscape exploration. Geomorphology @summary: Streamnetwork is an open-source python and arcPy code. This script works with a DEM or derived raster layers and provides a related hydrographic network layer. The module can be launched from a raw DEM (a streamburning step is then available thanks to the ArcHydroTools ESRI package) or from derived rasters such as the flow direction or flow accumulation rasters. ''' # Import of required librairies import arcpy from arcpy.sa import * import os import def__UpToDateShapeLengthField as UPD_SL # Allow the temporary outputs overwrite arcpy.env.overwriteOutput = True # Inputs Version = arcpy.GetParameterAsText(0) StepDEM = arcpy.GetParameterAsText(1) IncludeStreamBurning = arcpy.GetParameterAsText(2) Dir = arcpy.GetParameterAsText(3) UserDEM = arcpy.GetParameterAsText(4) NetworkForNurning = arcpy.GetParameterAsText(5) NumberOfCellsForStreamBuffer = arcpy.GetParameterAsText(6) SmoothDropInZUnits = arcpy.GetParameterAsText(7) SharpDropinZUnits = arcpy.GetParameterAsText(8) ThresholdDrainage = arcpy.GetParameterAsText(9) Output = arcpy.GetParameterAsText(10) KeepRasters = arcpy.GetParameterAsText(11) DeleteTF = arcpy.GetParameterAsText(12) # Dervied variable from inputs ThresholdDrainage = float(ThresholdDrainage.replace(',', '.')) # Number of steps if str(StepDEM) == "Original DEM" : nstep = 6 if str(StepDEM) == "Burned DEM" : nstep = 6 if str(StepDEM) == "Filled DEM" : nstep = 5 if str(StepDEM) == "Flow Dir raster" : nstep = 4 if str(StepDEM) == "Flow Acc raster" : nstep = 3 if str(DeleteTF) == "true" : nstep+=1 ncurrentstep=1 #=============================================================================== # CODING #=============================================================================== #/extraction of the flow accumulation raster ... if str(StepDEM) == "Original DEM" : if str(IncludeStreamBurning) == "false" : nstep+=1 arcpy.AddMessage("Burning the DEM - Step " + str(ncurrentstep) + "/" + str(nstep)) (path, name) = os.path.split(UserDEM) out = os.path.join(path, "BurnedDEM") CopyNetworkForBurning = arcpy.CopyFeatures_management(NetworkForNurning, "%ScratchWorkspace%\\CopyNetworkForBurning") FLOATUserDEM = Float(UserDEM) FLOATUserDEM.save(str(path) + "\\FLOATUserDEM") DEM = arcpy.gp.DEMReconditioning_archydro(FLOATUserDEM, CopyNetworkForBurning, NumberOfCellsForStreamBuffer, SmoothDropInZUnits, SharpDropinZUnits, out, "NEGATIVE_NO") ncurrentstep+=1 elif str(IncludeStreamBurning) == "false" : DEM = UserDEM arcpy.AddMessage("Filling the DEM - Step " + str(ncurrentstep) + "/" + str(nstep)) FilledDEM = arcpy.gp.Fill_sa(DEM, "%ScratchWorkspace%\\FilledDEM") ncurrentstep+=1 arcpy.AddMessage("Generating the Flow Direction raster - Step " + str(ncurrentstep) + "/" + str(nstep)) FlowDir = arcpy.gp.FlowDirection_sa(FilledDEM, "%ScratchWorkspace%\\FlowDirRaster", "NORMAL", "%ScratchWorkspace%\\FlowDirOutput") arcpy.Delete_management("%ScratchWorkspace%\\FlowDirOutput") ncurrentstep+=1 arcpy.AddMessage("Generating the Flow Accumulation raster - Step " + str(ncurrentstep) + "/" + str(nstep)) FlowAcc = arcpy.gp.FlowAccumulation_sa(FlowDir, "%ScratchWorkspace%\\FlowAccRaster", "", "FLOAT") ## From the Burned DEM if str(StepDEM) == "Burned DEM" : arcpy.AddMessage("Filling the DEM - Step " + str(ncurrentstep) + "/" + str(nstep)) FilledDEM = arcpy.gp.Fill_sa(UserDEM, "%ScratchWorkspace%\\FilledDEM") ncurrentstep+=1 arcpy.AddMessage("Generating the Flow Direction raster - Step " + str(ncurrentstep) + "/" + str(nstep)) FlowDir = arcpy.gp.FlowDirection_sa(FilledDEM, "%ScratchWorkspace%\\FlowDirRaster", "NORMAL", "%ScratchWorkspace%\\FlowDirOutput") arcpy.Delete_management("%ScratchWorkspace%\\FlowDirOutput") ncurrentstep+=1 arcpy.AddMessage("Generating the Flow Accumulation raster - Step " + str(ncurrentstep) + "/" + str(nstep)) FlowAcc = arcpy.gp.FlowAccumulation_sa(FlowDir, "%ScratchWorkspace%\\FlowAccRaster", "", "FLOAT") ## From the Filled DEM if str(StepDEM) == "Filled DEM" : arcpy.AddMessage("Generating the Flow Direction raster - Step " + str(ncurrentstep) + "/" + str(nstep)) FlowDir = arcpy.gp.FlowDirection_sa(UserDEM, "%ScratchWorkspace%\\FlowDirRaster", "NORMAL", "%ScratchWorkspace%\\FlowDirOutput") arcpy.Delete_management("%ScratchWorkspace%\\FlowDirOutput") ncurrentstep+=1 arcpy.AddMessage("Generating the Flow Accumulation raster - Step " + str(ncurrentstep) + "/" + str(nstep)) FlowAcc = arcpy.gp.FlowAccumulation_sa(FlowDir, "%ScratchWorkspace%\\FlowAccRaster", "", "FLOAT") ## From the Flow Direction raster if str(StepDEM) == "Flow Dir raster" : arcpy.AddMessage("Generating the Flow Accumulation raster - Step " + str(ncurrentstep) + "/" + str(nstep)) FlowDir = UserDEM FlowAcc = arcpy.gp.FlowAccumulation_sa(UserDEM, "%ScratchWorkspace%\\FlowAccRaster", "", "FLOAT") ## From the Flow Accumulation raster if str(StepDEM) == "Flow Acc raster" : ncurrentstep = 0 FlowDir = Dir FlowAcc = UserDEM #/application of a drainage area threshold CellS = arcpy.GetRasterProperties_management(UserDEM, "CELLSIZEX") CellA = float(str(CellS))*float(str(CellS))/1000000 nbCell = float(str(ThresholdDrainage))/CellA Expression = "\"Value\" >= " + str(int(nbCell)) ncurrentstep+=1 arcpy.AddMessage("Thresholding : keep cells with a drainage area >= " + str(ThresholdDrainage) + "km˛ - Step " + str(ncurrentstep) + "/" + str(nstep)) ThresholdStep = arcpy.gp.Con_sa(FlowAcc, FlowAcc, "%ScratchWorkspace%\\ThresholdStep", "", Expression) #/linking of the streamnetwork ncurrentstep+=1 arcpy.AddMessage("Linking Stream Network - Step " + str(ncurrentstep) + "/" + str(nstep)) StreamLink = arcpy.gp.StreamLink_sa(ThresholdStep, FlowDir, "%ScratchWorkspace%\\StreamLink") #/conversion of the raster streamnetwork into a polyline layer ncurrentstep+=1 arcpy.AddMessage("Converting into a polyline feature - Step " + str(ncurrentstep) + "/" + str(nstep)) Network = arcpy.gp.StreamToFeature_sa(StreamLink, FlowDir, Output, "NO_SIMPLIFY") #/updating fields try : UPD_SL.UpToDateShapeLengthField(Network) except : try : arcpy.AddField_management(Network, "Length", "DOUBLE", "", "", "", "", "NULLABLE", "NON_REQUIRED", "") arcpy.CalculateField_management(Network, "Length", "!shape.length!", "PYTHON_9.3", "") except : pass try : arcpy.DeleteField_management(Network, ["GRID_CODE"]) except : pass #=============================================================================== # DELETING TEMPORARY FILES #=============================================================================== if str(KeepRasters) == "false" : if str(StepDEM) == "Original DEM" : if str(IncludeStreamBurning) == "true" : arcpy.Delete_management(DEM) arcpy.Delete_management(FilledDEM) arcpy.Delete_management(FlowDir) arcpy.Delete_management(FlowAcc) if str(StepDEM) == "Burned DEM" : arcpy.Delete_management(FilledDEM) arcpy.Delete_management(FlowDir) arcpy.Delete_management(FlowAcc) if str(StepDEM) == "Filled DEM" : arcpy.Delete_management(FlowDir) arcpy.Delete_management(FlowAcc) if str(StepDEM) == "Flow Dir raster" : arcpy.Delete_management(FlowAcc) if str(DeleteTF) == "true" : ncurrentstep+=1 arcpy.AddMessage("Deleting temporary files - Step " + str(ncurrentstep) + "/" + str(nstep)) if str(StepDEM) == "Original DEM" and str(IncludeStreamBurning) == "true" : arcpy.Delete_management(CopyNetworkForBurning) arcpy.Delete_management(str(path) + "\\FLOATUserDEM") arcpy.Delete_management(ThresholdStep) arcpy.Delete_management(StreamLink)
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# Generated by Django 2.0.5 on 2018-09-07 06:42 from django.db import migrations, models class Migration(migrations.Migration): initial = True dependencies = [ ] operations = [ migrations.CreateModel( name='QuesModel', fields=[ ('id', models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')), ('stmt', models.CharField(max_length=50)), ('qtype', models.CharField(max_length=5)), ], ), ]
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import ldap l=ldap.initialize('ldap://localhost:1390') print l.search_s('',0) l.search_s('dc=stroeder,dc=com',1) try: l.search_s('ou=not existent,dc=stroeder,dc=com',1) except ldap.NO_SUCH_OBJECT,e: print str(e) try: l.search_s('dc=stroeder,dc=com',2,'(objectclass') except ldap.FILTER_ERROR,e: print str(e)
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#! /usr/bin/python from csv_unicode import * """ Create a separate categories.csv, for deciding which categories to merge. Not needed for a regular run of the scraper. """ def main(): categories_major = [u"Biological Sciences", u"Physical Sciences", u"Social Sciences"] filename = "meta.csv" reader = UnicodeReader(open(filename, "rb")) firstline = next(reader) field = dict(zip(firstline, range(len(firstline)))) firstline = [] for value in range(len(field)): for key in field: if field[key] == value: firstline.append(key) categories={} for year in range(1991,2002): categories[str(year)]=[] for row in reader: if row[field["category_fullpdf"]]!=u"": categories[row[field['year']]].append(row[field["category_fullpdf"]]) if row[field["category_minor"]]!=u"": categories[row[field['year']]].append(row[field["category_minor"]]+" ("+row[field["category"]]+")") writer = UnicodeWriter(open("categories.csv", "wb")) #, delimiter="\t") writer.writerow(["year", "category"]) for year in categories: for cat in set(categories[year]): print year,cat writer.writerow([year, cat]) if __name__== "__main__": main()
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from src.nn_utils.general import get_last_state, exp_mask_for_high_rank, mask_for_high_rank from src.nn_utils.nn import linear, get_logits, pooling_with_mask, softsel, feature_combination, dropout,\ bn_dense_layer from src.nn_utils.rnn_cell import SwitchableDropoutWrapper from src.nn_utils.rnn import dynamic_rnn, bidirectional_dynamic_rnn import tensorflow as tf from src.nn_utils.general import get_last_state, add_reg_without_bias def traditional_attention(rep_tensor, rep_mask, scope=None, keep_prob=1., is_train=None, wd=0., activation='elu', tensor_dict=None, name=None): bs, sl, vec = tf.shape(rep_tensor)[0], tf.shape(rep_tensor)[1], tf.shape(rep_tensor)[2] ivec = rep_tensor.get_shape()[2] with tf.variable_scope(scope or 'traditional_attention'): rep_tensor_map = bn_dense_layer(rep_tensor, ivec, True, 0., 'bn_dense_map', activation, False, wd, keep_prob, is_train) rep_tensor_logits = get_logits([rep_tensor_map], None, False, scope='self_attn_logits', mask=rep_mask, input_keep_prob=keep_prob, is_train=is_train) # bs,sl attn_res = softsel(rep_tensor, rep_tensor_logits, rep_mask) # bs,vec # save attn if tensor_dict is not None and name is not None: tensor_dict[name] = tf.nn.softmax(rep_tensor_logits) return attn_res def multi_dimensional_attention(rep_tensor, rep_mask, scope=None, keep_prob=1., is_train=None, wd=0., activation='elu', tensor_dict=None, name=None): bs, sl, vec = tf.shape(rep_tensor)[0], tf.shape(rep_tensor)[1], tf.shape(rep_tensor)[2] ivec = rep_tensor.get_shape()[2] with tf.variable_scope(scope or 'multi_dimensional_attention'): map1 = bn_dense_layer(rep_tensor, ivec, True, 0., 'bn_dense_map1', activation, False, wd, keep_prob, is_train) map2 = bn_dense_layer(map1, ivec, True, 0., 'bn_dense_map2', 'linear', False, wd, keep_prob, is_train) map2_masked = exp_mask_for_high_rank(map2, rep_mask) soft = tf.nn.softmax(map2_masked, 1) # bs,sl,vec attn_output = tf.reduce_sum(soft * rep_tensor, 1) # bs, vec # save attn if tensor_dict is not None and name is not None: tensor_dict[name] = soft return attn_output def directional_attention_with_dense(rep_tensor, rep_mask, direction=None, scope=None, keep_prob=1., is_train=None, wd=0., activation='elu', extra_mask=None, tensor_dict=None, name=None): def scaled_tanh(x, scale=5.): return scale * tf.nn.tanh(1./scale * x) bs, sl, vec = tf.shape(rep_tensor)[0], tf.shape(rep_tensor)[1], tf.shape(rep_tensor)[2] ivec = rep_tensor.get_shape()[2] with tf.variable_scope(scope or 'directional_attention_%s' % direction or 'diag'): # mask generation sl_indices = tf.range(sl, dtype=tf.int32) sl_col, sl_row = tf.meshgrid(sl_indices, sl_indices) if direction is None: direct_mask = tf.cast(tf.diag(- tf.ones([sl], tf.int32)) + 1, tf.bool) else: if direction == 'forward': direct_mask = tf.greater(sl_row, sl_col) else: direct_mask = tf.greater(sl_col, sl_row) direct_mask_tile = tf.tile(tf.expand_dims(direct_mask, 0), [bs, 1, 1]) # bs,sl,sl rep_mask_tile = tf.tile(tf.expand_dims(rep_mask, 1), [1, sl, 1]) # bs,sl,sl attn_mask = tf.logical_and(direct_mask_tile, rep_mask_tile) # bs,sl,sl if extra_mask is not None: attn_mask = tf.logical_and(attn_mask, extra_mask) # non-linear rep_map = bn_dense_layer(rep_tensor, ivec, True, 0., 'bn_dense_map', activation, False, wd, keep_prob, is_train) rep_map_tile = tf.tile(tf.expand_dims(rep_map, 1), [1, sl, 1, 1]) # bs,sl,sl,vec rep_map_dp = dropout(rep_map, keep_prob, is_train) # attention with tf.variable_scope('attention'): # bs,sl,sl,vec f_bias = tf.get_variable('f_bias',[ivec], tf.float32, tf.constant_initializer(0.)) dependent = linear(rep_map_dp, ivec, False, scope='linear_dependent') # bs,sl,vec dependent_etd = tf.expand_dims(dependent, 1) # bs,1,sl,vec head = linear(rep_map_dp, ivec, False, scope='linear_head') # bs,sl,vec head_etd = tf.expand_dims(head, 2) # bs,sl,1,vec logits = scaled_tanh(dependent_etd + head_etd + f_bias, 5.0) # bs,sl,sl,vec logits_masked = exp_mask_for_high_rank(logits, attn_mask) attn_score = tf.nn.softmax(logits_masked, 2) # bs,sl,sl,vec attn_score = mask_for_high_rank(attn_score, attn_mask) attn_result = tf.reduce_sum(attn_score * rep_map_tile, 2) # bs,sl,vec with tf.variable_scope('output'): o_bias = tf.get_variable('o_bias',[ivec], tf.float32, tf.constant_initializer(0.)) # input gate fusion_gate = tf.nn.sigmoid( linear(rep_map, ivec, True, 0., 'linear_fusion_i', False, wd, keep_prob, is_train) + linear(attn_result, ivec, True, 0., 'linear_fusion_a', False, wd, keep_prob, is_train) + o_bias) output = fusion_gate * rep_map + (1-fusion_gate) * attn_result output = mask_for_high_rank(output, rep_mask) # save attn if tensor_dict is not None and name is not None: tensor_dict[name + '_dependent'] = dependent tensor_dict[name + '_head'] = head tensor_dict[name] = attn_score tensor_dict[name + '_gate'] = fusion_gate return output # -------------- rnn -------------- def contextual_bi_rnn(tensor_rep, mask_rep, hn, cell_type, only_final=False, wd=0., keep_prob=1.,is_train=None, scope=None): """ fusing contextual information using bi-direction rnn :param tensor_rep: [..., sl, vec] :param mask_rep: [..., sl] :param hn: :param cell_type: 'gru', 'lstm', basic_lstm' and 'basic_rnn' :param only_final: True or False :param wd: :param keep_prob: :param is_train: :param scope: :return: """ with tf.variable_scope(scope or 'contextual_bi_rnn'): # correct reuse = None if not tf.get_variable_scope().reuse else True #print(reuse) if cell_type == 'gru': cell_fw = tf.contrib.rnn.GRUCell(hn, reuse=reuse) cell_bw = tf.contrib.rnn.GRUCell(hn, reuse=reuse) elif cell_type == 'lstm': cell_fw = tf.contrib.rnn.LSTMCell(hn, reuse=reuse) cell_bw = tf.contrib.rnn.LSTMCell(hn, reuse=reuse) elif cell_type == 'basic_lstm': cell_fw = tf.contrib.rnn.BasicLSTMCell(hn, reuse=reuse) cell_bw = tf.contrib.rnn.BasicLSTMCell(hn, reuse=reuse) elif cell_type == 'basic_rnn': cell_fw = tf.contrib.rnn.BasicRNNCell(hn, reuse=reuse) cell_bw = tf.contrib.rnn.BasicRNNCell(hn, reuse=reuse) else: raise AttributeError('no cell type \'%s\'' % cell_type) cell_dp_fw = SwitchableDropoutWrapper(cell_fw,is_train,keep_prob) cell_dp_bw = SwitchableDropoutWrapper(cell_bw,is_train,keep_prob) tensor_len = tf.reduce_sum(tf.cast(mask_rep, tf.int32), -1) # [bs] (outputs_fw, output_bw), _ = bidirectional_dynamic_rnn( cell_dp_fw, cell_dp_bw, tensor_rep, tensor_len, dtype=tf.float32) rnn_outputs = tf.concat([outputs_fw,output_bw],-1) # [...,sl,2hn] if wd > 0: add_reg_without_bias() if not only_final: return rnn_outputs # [....,sl, 2hn] else: return get_last_state(rnn_outputs, mask_rep) # [...., 2hn] # -------------- emb mat-------------- def generate_embedding_mat(dict_size, emb_len, init_mat=None, extra_mat=None, extra_trainable=False, scope=None): """ generate embedding matrix for looking up :param dict_size: indices 0 and 1 corresponding to empty and unknown token :param emb_len: :param init_mat: init mat matching for [dict_size, emb_len] :param extra_mat: extra tensor [extra_dict_size, emb_len] :param extra_trainable: :param scope: :return: if extra_mat is None, return[dict_size+extra_dict_size,emb_len], else [dict_size,emb_len] """ with tf.variable_scope(scope or 'gene_emb_mat'): emb_mat_ept_and_unk = tf.constant(value=0, dtype=tf.float32, shape=[2, emb_len]) if init_mat is None: emb_mat_other = tf.get_variable('emb_mat',[dict_size - 2, emb_len], tf.float32) else: emb_mat_other = tf.get_variable("emb_mat",[dict_size - 2, emb_len], tf.float32, initializer=tf.constant_initializer(init_mat[2:], dtype=tf.float32, verify_shape=True)) emb_mat = tf.concat([emb_mat_ept_and_unk, emb_mat_other], 0) if extra_mat is not None: if extra_trainable: extra_mat_var = tf.get_variable("extra_emb_mat",extra_mat.shape, tf.float32, initializer=tf.constant_initializer(extra_mat, dtype=tf.float32, verify_shape=True)) return tf.concat([emb_mat, extra_mat_var], 0) else: #with tf.device('/cpu:0'): extra_mat_con = tf.constant(extra_mat, dtype=tf.float32) return tf.concat([emb_mat, extra_mat_con], 0) else: return emb_mat
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# -*- coding:utf-8 -*- import time class ObserverBase(object): def __init__(self): self._observered_list = [] def attach(self, target): if target not in self._observered_list: self._observered_list.append(target) def detach(self, target): if target in self._observered_list: self._observered_list.remove(target) def notify(self, data): for item in self._observered_list: item.update(data) class Observer_1(ObserverBase): def __init__(self, name): super(Observer_1, self).__init__() self.name = name self._MSG = '' @property def msg(self): return self._MSG @msg.setter def msg(self, content): self._MSG = content self.notify(content) class ObserveredBase(object): def __init__(self): pass def update(self, data): pass class Observered_1(ObserveredBase): def __init__(self, name): super(Observered_1, self).__init__() self.name = name def update(self, data): print('{0}:{1}'.format(self.name, data)) class Observered_2(ObserveredBase): def __init__(self, name): super(Observered_2, self).__init__() self.name = name def update(self, data): print('{0}:{1}'.format(self.name, data)) observer = Observer_1('观察者1') observered_1 = Observered_1('被观察者1') observered_2 = Observered_2('被观察者2') observer.attach(observered_1) observer.attach(observered_2) for i in range(5): msg = '消息:{0}'.format(i) observer.msg = '消息:{0}'.format(i) # observer.notify(msg) time.sleep(1)
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from PyQt5.QtWidgets import QMessageBox class MessageBox: def show_question(self, msg, question="", yes="Yes", no="No", focus="No"): """question with customs buttons""" msg_box = QMessageBox(self) msg_box.setText(msg) msg_box.setInformativeText(question) msg_box.setIcon(QMessageBox.Question) no_button = msg_box.addButton(no, QMessageBox.ActionRole) yes_button = msg_box.addButton(yes, QMessageBox.ActionRole) msg_box.setDefaultButton((yes_button, no_button)[focus == no]) msg_box.exec_() return msg_box.clickedButton() == yes_button def show_warning(self, msg): button_reply = QMessageBox.warning( self, "Warning", msg, QMessageBox.Ok, ) return button_reply == QMessageBox.Yes def show_critical_and_retry(self, msg): button_reply = QMessageBox().critical( self, "Error", msg, # Parent, title, message QMessageBox.Close | QMessageBox.Retry, # Buttons QMessageBox.Retry # Default button ) return button_reply == QMessageBox.Retry def show_critical_and_ok(self, msg): button_reply = QMessageBox().critical( self, "Error", msg, # Parent, title, message QMessageBox.Close | QMessageBox.Ok, # Buttons QMessageBox.Ok # Default button ) return button_reply == QMessageBox.Ok def show_critical(self, msg): QMessageBox().critical( self, "Error", msg, # Parent, title, message QMessageBox.Close ) def show_info(self, msg): QMessageBox().information( self, "Info", msg, QMessageBox.Ok )
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/src/Python/untyped_functions.py
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JRWu/spring2017_cs842typesystems_final
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#1) Arithmetic Primitives def addition(x, y): n = 0 for i in range (0,10): n += x + y return n def subtraction(x, y): n = 100 for i in range (0,10): n = n - (x + y) return n def multiply(x, y): n = 2 for i in range (0,10): n = n * x * y return n def divide (x, y): n = 1000 for i in range (0,10): n = n / (x + y) return n def iterate(needle, haystack): for i in range(len(haystack)): res = 'true' if (needle == haystack[i]) else 'false' return res #2) String Operations def concatenate(x, y): return x+y def levenshtein(s1, s2): if len(s1) < len(s2): return levenshtein(s2, s1) # len(s1) >= len(s2) if len(s2) == 0: return len(s1) previous_row = range(len(s2) + 1) for i, c1 in enumerate(s1): current_row = [i + 1] for j, c2 in enumerate(s2): insertions = previous_row[j + 1] + 1 # j+1 instead of j since previous_row and current_row are one character longer deletions = current_row[j] + 1 # than s2 substitutions = previous_row[j] + (c1 != c2) current_row.append(min(insertions, deletions, substitutions)) previous_row = current_row return previous_row[-1] #3) I/O Operations def readFile(filename): f = open(filename, 'r') for line in f: # Do nothing s = line f.close #4) Recursion def fib(n): if n == 0: return 0 elif n == 1: return 1 else: return fib(n-1)+fib(n-2) def gcd(m, n, g): if (((m % g) == 0) and ((n % g) == 0)): return g else: return gcd(m, n, g - 1); def recursiveAdd(x, y): if (x == 0): return y else: return recursiveAdd((x-1), (y+1))
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/kafka-consumer.py
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ThalesGabriel/projetoPsd
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refs/heads/master
2020-08-01T02:56:20.730858
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from kafka import KafkaConsumer from json import loads consumer = KafkaConsumer( 'meu.topico.legal', bootstrap_servers=['172.16.205.225:9092'], auto_offset_reset='earliest', enable_auto_commit=True, group_id='my-group', value_deserializer=lambda v: str(v).encode('utf-8')) for message in consumer: message = message.value print('received: ' + str(message))
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468ea25f9d118bf423391f67b363bda09c3d240e
/core/admin.py
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[]
no_license
eferrares/codeinquero
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cb8302e5a8b80e7c2948ff074761b45f1f4d551b
refs/heads/master
2020-03-15T18:03:22.657945
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from django.contrib import admin from .models import( Enterprise, Moderation, User, ) class UserAdmin(admin.ModelAdmin): list_display = ('__str__', 'email') list_filter = ('name', 'email') search_fields = ('name', 'email') list_per_page = 20 fields = ('name', 'email', 'password', 'is_superuser', 'is_active') admin.site.register(User, UserAdmin) admin.site.register(Enterprise, admin.ModelAdmin) admin.site.register(Moderation, admin.ModelAdmin)
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/app/config.py
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[]
no_license
abj/test_api
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refs/heads/master
2022-12-05T23:05:12.296666
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import os basedir = os.path.abspath(os.path.dirname(__file__)) class Config(object): USERNAME = 'anna' PASSWORD = 'pass' SQLALCHEMY_DATABASE_URI = os.environ.get('DATABASE_URL') or \ 'sqlite:///' + os.path.join(basedir, 'test.db') SQLALCHEMY_TRACK_MODIFICATIONS = False JWT_SECRET_KEY = 'sekret_key' UPLOAD_DIRECTORY = os.path.join(basedir, '')
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/widget-qt4/testmodule.py
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[]
no_license
shiroyasha/oldPorjects
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refs/heads/master
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#!/usr/bin/env python import sys from PyQt4.QtCore import QSize, Qt from PyQt4.QtGui import QBrush, QPainter, QWidget print sys.version from PyQt4.pyqtconfig import _pkg_config print _pkg_config class Widget(QWidget): def __init__(self, *args): QWidget.__init__(self, *args) def __del__(self): print "__del__", self def paintEvent(self, event): painter = QPainter() painter.begin(self) painter.fillRect(event.rect(), QBrush(Qt.white)) size = min(self.width(), self.height()) painter.setViewport(self.width()/2 - size/2, self.height()/2 - size/2, size, size) painter.setWindow(0, 0, 100, 100) painter.drawText(10, 10, 80, 80, Qt.AlignCenter, "Python") painter.end() def sizeHint(self): return QSize(200, 200) if __name__ == "__main__": from PyQt4.QtGui import QApplication, QGridLayout app = QApplication(sys.argv) parentWidget = QWidget() layout = QGridLayout(parentWidget) for i in range(2): for j in range(3): widget = Widget(parentWidget) layout.addWidget(widget, i, j) parentWidget.show() sys.exit(app.exec_())
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/modules/neuralnetwork/training.py
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[ "MIT" ]
permissive
kfoerderer/ANN-based-surrogates
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refs/heads/main
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import traceback import sys import logging import logging.handlers import os import shutil import queue import pprint import numpy as np import torch import torch.nn as nn import torch.optim import torch.multiprocessing as mp from ..neuralnetwork.samples import SampleCache class TrainingCallback: def __call__(self, epoch, **kwargs): pass class EarlyStoppingCallback(TrainingCallback): """ Callback for premature training stopping, when the results are bad or do not improve Arguments - stopping_scores: {epoch: max_median_score} - improvement_window: number of epochs to wait before stopping for failing to improve """ def __init__(self, stopping_scores: {int: float}, improvement_window: int=100): super().__init__() self.stopping_scores = stopping_scores self.improvement_window = improvement_window def __str__(self): return 'EarlyStoppingCallback(stopping_scores={}, improvement_window={})'.format(self.stopping_scores, self.improvement_window) def __repr__(self): return self.__str__() def __call__(self, epoch, evaluation_loss_statistics, **kwargs): max_score = self.stopping_scores.get(epoch, float('inf')) if np.average(evaluation_loss_statistics[epoch]) > max_score: # result is too bad return True best_score_epoch = np.argmin(np.average(evaluation_loss_statistics[:epoch+1], axis=1)) if best_score_epoch + self.improvement_window < epoch: # it has been too long since the last improvement return True return False class ANNTrainer(mp.Process): """ Process for training ANNs Input Queue: {identifier: str, data: {}, ann: nn.Module, output_dir} Output Queue: {identifier: str, score: float, NaN: boolean, early_stop: boolean} """ def __init__(self, training_cache: SampleCache, training_cache_cuda: torch.Tensor, evaluation_cache: SampleCache, evaluation_cache_cuda: torch.Tensor, evaluation_batch_count: int, input_queue: mp.Queue, output_queue: mp.Queue, log_queue=None, print_cache_renewals=False): super().__init__() # assign the shared cuda Tensors (and load the torch kernels into VRAM) if training_cache_cuda is not None: training_cache.write_to_cuda(training_cache_cuda) if evaluation_cache_cuda is not None: evaluation_cache.write_to_cuda(evaluation_cache_cuda) self.training_cache = training_cache self.evaluation_cache = evaluation_cache self.evaluation_batch_count = int(evaluation_batch_count) self.input_queue = input_queue self.output_queue = output_queue self.log_queue = log_queue self.print_cache_renewals = print_cache_renewals def run(self): #cache_data = self.training_cache.get_data() # debug try: debug_switch = True if self.log_queue is not None: logger = logging.getLogger('') logger.addHandler(logging.handlers.QueueHandler(self.log_queue)) logger.setLevel(logging.INFO) logger = logging.getLogger('') logger.info('Process {} starts (PID={})'.format(self.name, os.getpid())) # frequently needed variables/objects training_cache = self.training_cache evaluation_cache = self.evaluation_cache evaluation_batch_count = self.evaluation_batch_count print_cache_renewals = self.print_cache_renewals training_logger = logging.getLogger('{}'.format(self.name)) file_handler = None pp = pprint.PrettyPrinter(indent=4) #torch.autograd.set_detect_anomaly(True) while self.input_queue is not None: result = None try: # remove old handler if existing if file_handler is not None: training_logger.removeHandler(file_handler) # get next task task = self.input_queue.get(True) task_id = task['identifier'] task_data = task['data'] task_ann = task['ann'] task_output_dir = task['output_dir'] result = { 'identifier': task_id, 'score': float('inf'), 'NaN': False, 'early_stop': False } best_result_epoch = -1 # logging (if results are stored) if task_output_dir is not None: file_handler = logging.FileHandler(task_output_dir + '/' + '_log.txt') file_handler.setFormatter(logger.handlers[0].formatter) training_logger.addHandler(file_handler) # persist data in torch format (it may contain torch Modules) meta_data = training_cache.get_meta_data() torch.save(meta_data, task_output_dir + '/_meta.pt') torch.save(task_data, task_output_dir + '/_parameters.pt') # write human readable data with open(task_output_dir + '/_summary.txt', 'x') as file: file.write('meta data:\n{}\n---\n'.format(pp.pformat(meta_data))) file.write('parameters:\n{}\n---\n'.format(pp.pformat(task_data))) file.write('neural network:\n{}\n---\n'.format(str(task_ann))) param_count = sum(p.numel() for p in task_ann.parameters() if p.requires_grad) file.write('parameter count:\n{}\n---\n'.format(param_count)) # learning parameters loss_function = task_data['loss'] batch_size = task_data['batch_size'] reg_loss_function = task_data['regularization'] learning_rate = task_data['learning_rate'] epoch_count = int(task_data['epoch_count']) batch_count = int(task_data['batch_count']) max_grad_norm = task_data['max_grad_norm'] lr_scheduler = task_data.get('lr_scheduler', (None, None)) early_stopping_callback = task_data.get('early_stopping_callback', None) epoch_print_digits = int(np.log(epoch_count)/np.log(10)) training_logger.info('Starting job {}'.format(task_id)) # create solver solver = torch.optim.Adam(task_ann.parameters(), lr=learning_rate) # create lr scheduler if lr_scheduler[0] is None: lr_scheduler = None else: # create an object of class [0] with keyword arguments [1] lr_scheduler = lr_scheduler[0](solver, **lr_scheduler[1]) # data structures for collecting statistics training_loss_statistics = np.zeros((epoch_count,5)) evaluation_loss_statistics = np.zeros((epoch_count,5)) for epoch in range(epoch_count): # training if training_cache.has_cuda_tensor(): training_cache.write_to_cuda() task_ann.train() batch_sequence = None losses = torch.zeros((batch_count,3), device=next(task_ann.parameters()).device) for batch in range(batch_count): # get batch batch_in, batch_target, batch_sequence = training_cache.get_batch(batch_size, batch_sequence) # compute loss batch_out = task_ann(batch_in) loss = loss_function(batch_out, batch_target) if reg_loss_function is not None: reg_loss = reg_loss_function(task_ann) loss += reg_loss losses[batch][1] = reg_loss if torch.isnan(loss).any(): logger.info('Model {}, training epoch {:d}/{:d}, stopping due to NaN'.format(task_id, epoch, epoch_count-1)) if (batch_in > 100).any(): logger.warning('There are large inputs (max={}) passed to the ANN.'.format(float(torch.max(batch_in)))) result['NaN'] = True raise ValueError('Got NaN in loss') # compute gradients solver.zero_grad() loss.backward() # regularization using norm clipping losses[batch][2] = torch.nn.utils.clip_grad_norm_(task_ann.parameters(), max_grad_norm) solver.step() # store losses losses[batch][0] = loss training_loss_statistics[epoch] = np.quantile(losses[:,0].cpu().detach().numpy(), [0,0.25,0.5,0.75,1]) training_logger.info('Model {}, training epoch {:d}/{:d}, {}'.format(task_id, epoch, epoch_count-1, str(training_loss_statistics[epoch]))) # write model to disk if task_output_dir is not None: # [!] if the filename is changed, it must also be changed further below, where a copy of the best ANN is created torch.save(task_ann.state_dict(), task_output_dir + '/nn' + '{:0{}d}'.format(epoch, epoch_print_digits) + '.pt') # evaluation if evaluation_cache.has_cuda_tensor(): evaluation_cache.write_to_cuda() task_ann.eval() batch_sequence = np.arange(evaluation_cache.current_size.value) # fixed sequence for better comparability (as long as batch_count <= cache size) losses = torch.zeros((evaluation_batch_count), device=next(task_ann.parameters()).device) with torch.no_grad(): for batch in range(evaluation_batch_count): # get batch batch_in, batch_target, batch_sequence = evaluation_cache.get_batch(batch_size, batch_sequence) # compute loss batch_out = task_ann(batch_in) loss = loss_function(batch_out, batch_target) if debug_switch and loss > 10000: debug_switch = False logger.warning(batch_in.cpu()) logger.warning(batch_out.cpu()) logger.warning(batch_target.cpu()) if reg_loss_function is not None: loss += reg_loss_function(task_ann) # store losses losses[batch] = loss evaluation_loss_statistics[epoch] = np.quantile(losses.cpu().numpy(), [0,0.25,0.5,0.75,1]) score = np.average(evaluation_loss_statistics[epoch]) # average of quantiles [0, 0.25, 0.5, 0.75, 1] if result['score'] > score: result['score'] = score best_result_epoch = epoch training_logger.info('Model {}, evaluation epoch {:d}/{:d}, {}'.format(task_id, epoch, epoch_count-1, str(evaluation_loss_statistics[epoch]))) # stop early for bad scores if early_stopping_callback is not None: if(early_stopping_callback(epoch, evaluation_loss_statistics=evaluation_loss_statistics)): training_logger.info('Early stop for model {} at epoch {}'.format(task_id, epoch)) result['early_stop'] = True break # adapt learning rate if lr_scheduler is not None: lr_scheduler.step() training_logger.info('Learning rate for next epoch is {:E}'.format(lr_scheduler.get_lr()[0])) # info if print_cache_renewals: training_logger.info('Number of total cache renewals is {} and {}'.format(training_cache.get_renewal_count(), evaluation_cache.get_renewal_count())) # store statistics if task_output_dir is not None: np.save(task_output_dir + '/_loss_statistics_training.npy', evaluation_loss_statistics) np.save(task_output_dir + '/_loss_statistics_evaluation.npy', evaluation_loss_statistics) # create a copy of the best scored ann shutil.copyfile(task_output_dir + '/nn' + '{:0{}d}'.format(best_result_epoch, epoch_print_digits) + '.pt', task_output_dir + '/_nn.pt') training_logger.info('Finished training of model {} with score {:f} in epoch {}'.format(task_id, result['score'], best_result_epoch)) except queue.Empty: pass except KeyboardInterrupt as err: raise err # escalate error except ValueError as err: training_logger.exception(err) #traceback.print_tb(err.__traceback__) except Exception as err: training_logger.exception(err) #traceback.print_tb(err.__traceback__) finally: self.output_queue.put(result) logger.info('Process {} exits'.format(self.name)) except KeyboardInterrupt: traceback.print_exc(file=sys.stdout) logger.info('Received keyboard interrupt. Closing process {}.'.format(self.name))
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/get_color_replace.py
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[]
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Du-Sen-Lin/TraditionCV
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refs/heads/master
2023-02-03T02:57:16.369407
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import cv2 import os import numpy as np from matplotlib import pyplot as plt import time __all__ = ['ColorReplace'] input_path = '' out_path = '' class ColorReplace(): def __init__(self, input_path=None): """ :param input_path:images path """ self.path = input_path def replace(self, img, dst_clr): """ replace image's pixel in specific area :param img: input image :param dst_clr: pixel to replace :return: img: images : np.array """ for i in range(80, 340): #x1 x2 for j in range(500, 800): #y1 y2 img[j][i] = dst_clr return img def replace_fast(self, img, dst_clr): """ fast replace image's pixel in specific area :param img:input image :param dst_clr:pixel to replace :return: img: images : np.array """ img[535:750, :290, :] = dst_clr #h(y) w(x) c img[575:705, 900:, :] = dst_clr return img def read_write_img(self): """ write images after replace .. :return: """ for file in os.listdir(self.path): filelist = input_path + file img = cv2.imread(filelist) dst_img = self.replace_fast(img, (0, 0, 0)) # cv2.imwrite(out_path + file[:-4] + '.jpg', re_img) plt.subplot(121), plt.imshow(img), plt.title('initial') plt.subplot(122), plt.imshow(dst_img), plt.title('result') plt.show() if __name__ == "__main__": cr = ColorReplace(input_path=input_path) cr.read_write_img()
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/examples.py
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[]
no_license
A-M-Simmons/BOM_Weather_Data
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from api import getCurrentSites from api.database import connectToDatabase from api.database import connectToDatabaseThreading from api.database_models import Location from scraper.data_scraper import getStationList from scraper.data_scraper import parseStationList from scraper.data_scraper import insertStation from scraper.data_scraper import bulkInsertStations from scraper.data_scraper import updateStationList from scraper.stationWeatherScraper import bulkUpload import os from os.path import join, dirname from dotenv import load_dotenv # Load Database variables from enviornment dotenv_path = join(dirname(__file__), '.env') load_dotenv(dotenv_path) server = os.getenv('BOM_RAINFALL_SERVER') database = os.getenv('BOM_RAINFALL_DATABASE') username = os.getenv('BOM_RAINFALL_USERNAME') password = os.getenv('BOM_RAINFALL_PASSWORD') driver = '{ODBC Driver 17 for SQL Server}' def getStationList_Example1(nccObsCode): session = connectToDatabaseThreading(server, database, username, password, driver) updateStationList(session, "136") def getRainfallData_Example1(): session = connectToDatabaseThreading(server, database, username, password, driver) rainFallData = getCurrentSites(session)\ .filter(current=True)\ .filter(Location=Location(-27.4698, 153.0251))\ .getRainfall() print(rainFallData) def uploadRainfallData(): session = connectToDatabaseThreading(server, database, username, password, driver) bulkUpload(session, "136") if __name__ == "__main__": #print(os.environ.keys()) #getStationList_Example1("136") getRainfallData_Example1() #uploadRainfallData()
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/scripts/EmuMarker.py
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[ "LicenseRef-scancode-glut", "BSD-3-Clause", "LicenseRef-scancode-public-domain", "BSD-2-Clause", "Unlicense", "MIT", "SGI-B-2.0" ]
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#!/usr/bin/python -B formulae = { 'Insert' : { 'entries' : [ 'glInsertEventMarkerEXT' ], 'impl' : [ '_context->marker->InsertEventMarker( _context, ${arg0plus} );', 'RegalAssert(_context->info);', 'if (!_context->info->gl_ext_debug_marker) return;' ] }, 'Push' : { 'entries' : [ 'glPushGroupMarkerEXT' ], 'impl' : [ '_context->marker->PushGroupMarker( _context, ${arg0plus} );', 'RegalAssert(_context->info);', 'if (!_context->info->gl_ext_debug_marker) return;' ] }, 'Pop' : { 'entries' : [ 'glPopGroupMarkerEXT' ], 'impl' : [ '_context->marker->PopGroupMarker( _context );', 'RegalAssert(_context->info);', 'if (!_context->info->gl_ext_debug_marker) return;' ] } }
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import pandas as pd from sqlalchemy import create_engine def mysqltoexcel(strsql): ce = create_engine('mysql+pymysql://root:[email protected]:3306/pytest') rows = pd.read_sql_query(strsql, ce) df = pd.DataFrame.from_records(rows) df.to_excel('d:/movie.xlsx', encoding='utf-8') if __name__ == '__main__': strsql = "select * from dbmovie " mysqltoexcel(strsql)
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# myproject/ex_cbv/models.py # -*- coding: UTF-8 -*- from django.db import models from django.core.urlresolvers import reverse class Publisher(models.Model): name = models.CharField(max_length=30) address = models.CharField(max_length=50) city = models.CharField(max_length=60) state_province = models.CharField(max_length=30) country = models.CharField(max_length=50) website = models.URLField() class Meta: ordering = ["-name"] def __unicode__(self): # __unicode__ on Python 2 return self.name class Author(models.Model): salutation = models.CharField(max_length=10) name = models.CharField(max_length=200) email = models.EmailField() headshot = models.ImageField(upload_to='author_headshots') def __unicode__(self): # __unicode__ on Python 2 return self.name class Book(models.Model): title = models.CharField(max_length=100) authors = models.ManyToManyField('Author') publisher = models.ForeignKey(Publisher) publication_date = models.DateField() def __unicode__(self): return self.title class Person(models.Model): name = models.CharField(max_length=200) def get_absolute_url(self): return reverse('cbv:person_detail', kwargs={'pk':self.pk} ) def __unicode__(self): return self.name
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/Desktop/6.003/c11_code/wav_utils.py
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import os import wave import numpy import struct import tempfile import matplotlib.pyplot as plt try: import pyaudio except: pyaudio = None class Wave: def __init__(self, samples, sample_rate): self.sample_rate = sample_rate self.samples = samples def save(self, filename): output_file = wave.open(filename, 'w') output_file.setparams((1, 2, self.sample_rate, 0, 'NONE', 'not compressed')) out = [] for frame in self.samples: frame = max(-1, min(1, frame)) frame = int(frame * (2**15 - 1)) out.append(frame) output_file.writeframes(b''.join(struct.pack('<h', frame) for frame in out)) output_file.close() def plot(self, show=True): """ Open a matplotlib window showing the contents of the given wav file """ xs, ys = zip(*[(float(ix)/self.sample_rate, val) for ix, val in enumerate(self.samples)]) plt.plot(xs, ys) if show: plt.show() def play(self): """ REQUIRES PYAUDIO TO BE INSTALLED """ assert pyaudio is not None, ("You need to have pyaudio installed to " "use the play_wav function") filename = os.path.join(tempfile.gettempdir(), '6003_wave_%s.wav' % abs(hash(tuple(self.samples)))) self.save(filename) f = wave.open(filename, 'r') try: p = pyaudio.PyAudio() stream = p.open(format=p.get_format_from_width(f.getsampwidth()), channels=f.getnchannels(), rate=f.getframerate(), output=True) data = f.readframes(10240) while data: stream.write(data) data = f.readframes(10240) stream.stop_stream() stream.close() p.terminate() finally: f.close() os.unlink(filename) @classmethod def from_file(cls, filename): """ Read a wave file. This will always convert to mono. Returns a tuple with 2 elements: * a Python list with floats [-1, 1] representing samples * an integer containing the sample rate """ f = wave.open(filename, 'r') chan, bd, sr, count, _, _ = f.getparams() assert bd == 2, "bit depth must be 16" data = [] for i in range(count): frame = f.readframes(1) if chan == 2: l = struct.unpack('<h', frame[:2])[0] r = struct.unpack('<h', frame[2:])[0] datum = (l + r) / 2 else: datum = struct.unpack('<h', frame)[0] data.append(datum) if chan == 2: # if stereo, convert to mono data = [(data[2*i]+data[2*i+1])/2 for i in range(count//2)] return cls([i/2**15 for i in data], sr)
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# -*- coding: utf-8 -*- """ Created on Mon Sep 16 00:02:57 2019 @author: yoelr """ import pandas as pd from biosteam import colors from biosteam.evaluation.evaluation_tools import plot_spearman # %% Plot Spearman correlations # Replacement parameter labels replacement_labels = { 'Stream-Ethanol price': 'Ethanol price', 'TEA operating days': 'Operating days', 'Stream-cornstover price': 'Cornstover price', 'Fermentation-R301 efficiency': 'Fermentation efficiency', 'Stream-cellulase price': 'Cellulase price', 'Stream-cornstover flow rate': 'Cornstover flow rate', 'TEA income tax': 'Income tax', 'Saccharification and co fermentation-R301 saccharification conversion': 'Saccharification conversion', 'Saccharification and co fermentation-R301 ethanol conversion': 'Fermentation ethanol conversion', 'Boiler turbogenerator-BT boiler efficiency': 'Boiler efficiency', 'Boiler turbogenerator boiler base cost': 'Boiler base cost', 'Boiler turbogenerator turbogenerator base cost': 'Turbogenerator base cost', 'Pretreatment reactor system base cost': 'Pretreatment reactor base cost', 'Power utility price': 'Electricity price', 'Cooling tower base cost': 'Cooling tower base cost', 'Waste water system cost waste water system base cost': 'Wastewater treatment base cost', 'Waste water system cost waste water system exponent': 'Wastewater treatment exponent'} def replace_label_text(label_text): """Replace label text for graph.""" name, distribution = label_text.split(' [') lb, mid, ub = eval('[' + distribution) if 'efficiency' in name: distribution = f" ({lb:.2f}, {mid:.2f}, {ub:.2f})" else: distribution = f" ({lb:.3g}, {mid:.3g}, {ub:.3g})" pos = name.find(' (') if pos != -1: units = str(name[pos:]).replace('(', '[').replace(')', ']') if units == ' [USD/kg]': units = ' [$\mathrm{USD} \cdot \mathrm{kg}^{-1}$]' elif units == ' [USD/kWhr]': units = ' [$\mathrm{USD} \cdot \mathrm{kWhr}^{-1}$]' elif units == ' [kg/hr]': units = ' [$\mathrm{kg} \cdot \mathrm{hr}^{-1}$]' name = name[:pos] else: units = '' if name in replacement_labels: name = replacement_labels[name] return name + units + distribution # Get data rhos = pd.read_excel('Spearman correlation cornstover.xlsx', header=[0], index_col=0).iloc[:, 0] # Get only important parameters rhos = rhos[rhos.abs()>0.055] # Plot and fix axis labels fig, ax = plot_spearman(rhos, top=10, name='MESP') labels = [item.get_text() for item in ax.get_yticklabels()] new_labels = [replace_label_text(i) for i in labels] ax.set_yticklabels(new_labels)
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# -*- coding: utf-8 -*- from __future__ import absolute_import import logging import re try: import urlparse except: import urllib.parse as urlparse import urllib import functools import time import requests from requests.packages.urllib3.exceptions import InsecureRequestWarning requests.packages.urllib3.disable_warnings(InsecureRequestWarning) import warnings from amazon.api import AmazonAPI import dateutil.parser from bs4 import BeautifulSoup from fake_useragent import UserAgent from .version import __version__ # load our version if 'unicode' not in dir(globals()['__builtins__']): unicode = str # stop warnings about unused variable __version__ log = logging.getLogger(__name__) # fix #1 # 'html.parser' has trouble with http://www.amazon.com/product-reviews/B00008MOQA/ref=cm_cr_pr_top_sort_recent?&sortBy=bySubmissionDateDescending # it sometimes doesn't find the asin span html_parser = 'html.parser' #html_parser = 'html5lib' #user_agent = 'Mozilla/5.0 (Macintosh; Intel Mac OS X 10_9_1) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/32.0.1700.107 Safari/537.36' # user_agent = 'Mozilla/5.0 (Macintosh; Intel Mac OS X 10_9_4) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/37.0.2062.94 Safari/537.36' ua = UserAgent() #get user agent: http://www.whoishostingthis.com/tools/user-agent/ user_agent = ua.random #or generate random one: https://pypi.python.org/pypi/fake-useragent amazon_base = 'http://www.amazon.com' _extract_asin_regexp = re.compile(r'(/dp/|/gp/product/)(?P<asin>[^/]+)/?') _process_rating_regexp = re.compile(r'([\d\.]+) out of [\d\.]+ stars', flags=re.I) _extract_reviews_asin_regexp = re.compile(r'/product-reviews/(?P<asin>[^/]+)', flags=re.I) _extract_review_id_regexp = re.compile(r'/review/(?P<id>[^/]+)', flags=re.I) _extract_reviewer_id_regexp = re.compile(r'/member-reviews/(?P<id>[^/]+)', flags=re.I) _price_regexp = re.compile(r'(?P<price>[$£][\d,\.]+)', flags=re.I) def extract_asin(url): try: match = _extract_asin_regexp.search(url) return str(match.group('asin')) except: warnings.warn('Error matching ASIN in URL {}'.format(url)) raise def product_url(asin): url = '{base}/dp/{asin}' return url.format(base=amazon_base, asin=asin) def add_affiliate(url, affiliate): return add_query(url, tag=affiliate) def reviews_url(asin): url = '{base}/product-reviews/{asin}/ref=cm_cr_pr_top_sort_recent?&sortBy=helpful' return url.format(base=amazon_base, asin=asin) def reviews_url_recent(asin): url = '{base}/product-reviews/{asin}/ref=cm_cr_pr_top_sort_recent?&sortBy=bySubmissionDateDescending' return url.format(base=amazon_base, asin=asin) def review_url(id): url = '{base}/review/{id}' return url.format(base=amazon_base, id=id) def reviewer_url(id): url = '{base}/gp/cdp/member-reviews/{id}' return url.format(base=amazon_base, id=id) def process_rating(text): """The rating normalised to 1.0 """ try: rating_match = _process_rating_regexp.search(text) return float(rating_match.group(1)) / 5.0 except: warnings.warn('Error processing rating for text "{}"'.format(text)) raise def extract_reviews_asin(url): try: match = _extract_reviews_asin_regexp.search(url) return str(match.group('asin')) except: warnings.warn('Error matching reviews ASIN in URL {}'.format(url)) raise def extract_review_id(url): try: match = _extract_review_id_regexp.search(url) return str(match.group('id')) except: warnings.warn('Error matching review ID in URL {}'.format(url)) raise def extract_reviewer_id(url): try: match = _extract_reviewer_id_regexp.search(url) return str(match.group('id')) except: warnings.warn('Error matching review ID in URL {}'.format(url)) raise def extract_price(text): try: match = _price_regexp.search(text) price = match.group('price') price = re.sub(r'[$£,]', u'', price) price = float(price) return price except: warnings.warn('Error extracting price in text "{}"'.format(text)) raise def add_query(url, **kwargs): scheme, netloc, path, query_string, fragment = urlparse.urlsplit(url) query_params = urlparse.parse_qs(query_string) # remove any existing value of 'key' keys = kwargs.keys() query_params = dict(filter(lambda x: x[0] not in keys, query_params.iteritems())) query_params.update(kwargs) query_string = urllib.urlencode(query_params, doseq=True) return urlparse.urlunsplit((scheme, netloc, path, query_string, fragment)) def get_review_date(raw_date): string = unicode(raw_date) # 2011-11-07T05:50:41Z date = dateutil.parser.parse(string) return date def strip_html_tags(html): if html: soup = BeautifulSoup(html, html_parser) text = soup.findAll(text=True) text = u'\n'.join(text).strip() return text return None def retry(retries=5, exceptions=None): if not exceptions: exceptions = (BaseException,) def outer(fn): @functools.wraps(fn) def decorator(*args, **kwargs): for attempt in range(1, retries + 1): try: if attempt > 1: log.debug('{0}({1}, {2}) - Retry attempt {3}/{4}'.format(fn.__name__, args, kwargs, attempt, retries)) result = fn(*args, **kwargs) return result except BaseException as e: if not isinstance(e, exceptions): raise if attempt >= retries: log.debug('{0}({1}, {2}) - Retry limit exceeded'.format(fn.__name__, args, kwargs)) raise e return decorator return outer def get(url, api): rate_limit(api) # verify=False ignores SSL errors r = requests.get(url, headers={'User-Agent': user_agent}, verify=False) r.raise_for_status() return r def is_property(obj, k): # only accept @property decorated functions # these can only be detected via the __class__ object if hasattr(obj.__class__, k): if isinstance(getattr(obj.__class__, k), property): return True return False def dict_acceptable(obj, k, blacklist=None): # don't store blacklisted variables if blacklist and k in blacklist: return False # don't store hidden variables if k.startswith('_'): return False return is_property(obj, k) def rate_limit(api): # apply rate limiting # this is taken from bottlenose/api.py bn = api.bottlenose if bn.MaxQPS: last_query_time = bn._last_query_time[0] if last_query_time: wait_time = 1 / bn.MaxQPS - (time.time() - last_query_time) if wait_time > 0: log.debug('Waiting %.3fs to call Amazon API' % wait_time) time.sleep(wait_time) bn._last_query_time[0] = time.time() # This schema of imports is non-standard and should change. It will require some re-ordering of # functions inside the package though. from external.amazon_scraper.product import Product from external.amazon_scraper.reviews import Reviews from external.amazon_scraper.review import Review from external.amazon_scraper.user_reviews import UserReviews class AmazonScraper(object): def __init__(self, access_key, secret_key, associate_tag, *args, **kwargs): self.api = AmazonAPI(access_key, secret_key, associate_tag, *args, **kwargs) def reviews(self, ItemId=None, URL=None): return Reviews(self, ItemId, URL) def review(self, Id=None, URL=None): return Review(self, Id, URL) def user_reviews(self, Id=None, URL=None): return UserReviews(self, Id, URL) def lookup(self, URL=None, **kwargs): if URL: kwargs['ItemId'] = extract_asin(URL) result = self.amazon_simple_api.lookup(**kwargs) if isinstance(result, (list, tuple)): result = [Product(self, p) for p in result] else: result = Product(self, result) return result def similarity_lookup(self, **kwargs): for p in self.amazon_simple_api.similarity_lookup(**kwargs): yield Product(self, p) def browse_node_lookup(self, **kwargs): return self.amazon_simple_api.browse_node_lookup(**kwargs) def search(self, **kwargs): for p in self.amazon_simple_api.search(**kwargs): yield Product(self, p) def search_n(self, n, **kwargs): for p in self.amazon_simple_api.search_n(n, **kwargs): yield Product(self, p) @property def amazon_simple_api(self): return self.api @property def bottlenose(self): return self.api.api
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#!/usr/bin/env python print "Enter the value:" s =raw_input() listhex = [] listdec = [] listbin = [] for i in s: print "Converter for " +i hexa = hex(ord(i)) listhex.append(hexa) listhex.append(" ") print "Hexadecimal :" + hexa inte = int(hexa[2:],16) listdec.append(str(inte)) listdec.append(" ") print "Decimal :" + str(inte) binary = bin(inte) listbin.append(binary) listbin.append(" ") print "Binary :" + binary print "Final hexadecimal- "+"".join(listhex) print "Final decimal- "+"".join(listdec) print "Final binary- "+"".join(listbin)
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def power(n): return len(str(n)) def process(n): x = power(n) x = [46] p = map(lambda x: return x, x) print(p)
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import glob import openpyxl #将所有人的周报xlsx放入固定文件夹,xls格式不可用 #获得所有周报的一个名字列表 listOfReport = glob.glob(r'D:\documents\testop\*.xlsx') #打开汇总excel wbAll = openpyxl.load_workbook(r'D:\documents\huizong.xlsx') #当前汇总表的活动工作簿---sheetAll sheetAll = wbAll.get_active_sheet() #获得所有人员名字的列表 NameList =[] for cellName in sheetAll['E6': 'E18']: for rowOfCellObj in cellName: NameList.append(rowOfCellObj.value) #迭代打开文件夹的每个xlsx for reportname in listOfReport: print(reportname) wbPerson = openpyxl.load_workbook(reportname) sheetPerson = wbPerson.get_active_sheet() #获得每个xlsx的个人名字(名字在D6单元格) singleName = sheetPerson['D6'].value for rowNum in range(6,19): #sheetAll汇总表的第一个名字在E6(第6行,第5列) #对比singleName和汇总表中名字 everyName = sheetAll.cell(row = rowNum, column = 5).value if singleName == everyName: #汇总表第6列到第9列的单元格4个 for colNum in range(5,9): #从第6行开始到第19行 sheetAll.cell(row = rowNum , column = colNum +1).value = sheetPerson.cell(row = 6, column = colNum).value wbAll.save('D:\\documents\\huizong.xlsx')
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from eventDb import UserEventsBetweenTime import mysql.connector db = mysql.connector.connect(host="freedb.tech", user="freedbtech_PeterYuan", passwd="81704002_oahnauY", database="freedbtech_Appointmeow") cursor = db.cursor() createAppointmentTable = """ CREATE TABLE appointment( appointmentID INT NOT NULL AUTO_INCREMENT PRIMARY KEY UNIQUE, title VARCHAR(80) NOT NULL, description VARCHAR(200), startTime TIMESTAMP DEFAULT CURRENT_TIMESTAMP, endTime TIMESTAMP DEFAULT CURRENT_TIMESTAMP, userEmail1 VARCHAR(80) NOT NULL, userEmail2 VARCHAR(80) NOT NULL, FOREIGN KEY (userEmail1) REFERENCES user(email), FOREIGN KEY (userEmail2) REFERENCES user(email) ) """ def CreateAppointment(title, description, startTime, endTime, userEmail1, userEmail2): cmd = """INSERT INTO appointment (title, description, startTime, endTime, userEmail1, userEmail2) VALUES (%s, %s, %s, %s ,%s, %s)""" #verify user free time events = UserEventsBetweenTime(userEmail1, startTime, endTime) if len(events) >= 1: print("User '" + userEmail1 + "' already has existing events between time block '" + startTime + "' and '" + endTime + "'") return False events = UserEventsBetweenTime(userEmail2, startTime, endTime) if len(events) >= 1: print("User '" + userEmail2 + "' already has existing events between time block '" + startTime + "' and '" + endTime + "'") return False #Finish verifying cursor.execute(cmd, (title, description, startTime, endTime, userEmail1, userEmail2)) db.commit() print("Successfully created appointment") return "Successfully created appointment" def UserAppointmentsBetweenDate(userEmail, startDate, endDate): return UserAppointmentsBetweenTime(userEmail, startDate + " 00:00:00", endDate + " 23:59:59") def UserAppointmentsBetweenTime(userEmail, startTime, endTime): cmd = """ SELECT appointment.appointmentID, appointment.title, appointment.description, appointment.startTime, appointment.endTime, appointment.userEmail1, appointment.userEmail2 FROM appointment JOIN user ON (appointment.userEmail1 = user.email) OR (appointment.userEmail2 = user.email) WHERE user.email = %s AND ((appointment.startTime BETWEEN %s AND %s) OR (appointment.endTime BETWEEN %s AND %s)) """ cursor.execute(cmd, (userEmail, startTime, endTime, startTime, endTime)) results = cursor.fetchall() return results def AllAppointments(): cmd = """SELECT * FROM appointment""" cursor.execute(cmd) results = cursor.fetchall() return results def RemoveAppointment(appointmentID): cmd = """DELETE FROM appointment WHERE appointmentID = %s""" cursor.execute(cmd, (appointmentID, )) db.commit() print("Successfully remove appointment") #======================Followins are command scripts=============================== print("=============================All appointments================================") appointments = AllAppointments() for appointment in appointments: print(appointment) print("=============================================================================")
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/weddingsite/snorlax/admin.py
e8e2eb12c8c3b2f1abf5e0d40c83039951f1f9ca
[]
no_license
pedroxido/wedding-site
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refs/heads/master
2020-04-18T01:37:15.088046
2019-02-23T21:54:51
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from django.contrib import admin from .models import * admin.site.register(Person) admin.site.register(FamilyGroup)
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/quickstart/serializers.py
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saurabh9567/drf_apis
62d822f8d753c23218722d8d07450a3de565150a
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refs/heads/master
2023-08-28T19:10:39.128834
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from django.contrib.auth.models import User, Group from rest_framework import serializers class UserSerializer(serializers.ModelSerializer): class Meta: model = User fields = ('id', 'username', 'email') class GroupSerializer(serializers.HyperlinkedModelSerializer): class Meta: model = Group fields = ['url', 'name']
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/users/views.py
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python-cyl/Django_BSM
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refs/heads/master
2020-07-02T00:53:43.570580
2019-08-09T01:47:41
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from django.shortcuts import render from django.views.generic.base import View from users.models import UserProfile from django.contrib.auth import authenticate, login # Create your views here. class UserView(View): def get(self, request): return render(request, 'Empt classroom.html', {}) def post(self, request): user_name = request.POST.get("username", "") user_password = request.POST.get("password", "") try: user_test = UserProfile.objects.get(username=user_name) user = authenticate(username=user_name, password=user_password) if user is not None: login(request, user) return render(request, 'Empt classroom.html', {}) else: return render(request, 'log.html', {"msg": '用户名或密码错误'}) except UserProfile.DoesNotExist: return render(request, 'log.html', {"msg": '登陆信息错误'})
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/suspicious.py
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[]
no_license
Eduardo359/irccat-commands
94822ab429979a21641fe3fa1f58f9b1e4c98adb
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refs/heads/master
2022-11-06T16:33:41.850655
2020-06-25T09:26:55
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#!/usr/bin/python import random suspicious = [ 'http://i.imgur.com/cgxBjhz.jpg', 'http://goo.gl/KrrNCQ', 'http://goo.gl/AgyDB0', 'http://goo.gl/s4UpVu', 'http://goo.gl/wOjkwH', 'http://goo.gl/ewD2tO', u'http://hack.rs/\u0ca0_\u0ca0.jpg', ] print suspicious[random.randrange(len(suspicious))].encode('utf-8')
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/ECE364/.PyCharm40/system/python_stubs/348993582/gst/_gst/Date.py
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ArbalestV/Purdue-Coursework
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refs/heads/master
2020-08-29T05:27:52.342264
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# encoding: utf-8 # module gst._gst # from /usr/lib64/python2.6/site-packages/gst-0.10/gst/_gst.so # by generator 1.136 # no doc # imports import gobject as __gobject import gobject._gobject as __gobject__gobject import gst as __gst class Date(__gobject.GBoxed): # no doc def __init__(self, *args, **kwargs): # real signature unknown pass def __repr__(self): # real signature unknown; restored from __doc__ """ x.__repr__() <==> repr(x) """ pass day = property(lambda self: object(), lambda self, v: None, lambda self: None) # default month = property(lambda self: object(), lambda self, v: None, lambda self: None) # default year = property(lambda self: object(), lambda self, v: None, lambda self: None) # default __gtype__ = None # (!) real value is ''
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/dota2bbq/admin.py
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[]
no_license
zhoutuo/dota2bbq-django
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abe6caa56fa649346f54b664a02fcffde3811d28
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2020-03-29T15:28:16.079590
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from dota2bbq.models import Hero, Item, Skill from django.contrib import admin admin.site.register(Hero) admin.site.register(Item) admin.site.register(Skill)
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/camera/pir.py
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[]
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Funnylaksa/picam
232d388a2541cfaa4e9d7daddeabfaebb138c8b7
5f05d45a241d840b2fff97ee22043dd74f65604a
refs/heads/master
2023-07-21T22:01:21.281244
2021-09-05T14:34:31
2021-09-05T14:34:31
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import RPi.GPIO as GPIO import time import sys import os from datetime import datetime import logging start = datetime.now() dt_start_string = start.strftime("%Y%m%d_%H%M%S") date_string = start.strftime("%Y%m%d") #Create and configure logger logging.basicConfig(filename="/home/pi/picam/log/app." + date_string + ".log", format='%(asctime)s %(message)s', filemode='a') #Creating an object logger=logging.getLogger() logger.setLevel(logging.DEBUG) #Use Raspberry Pi board pin numbers GPIO.setmode(GPIO.BOARD) GPIO.setup(11, GPIO.IN) time.sleep(10) global count count = 0 triggered = False def capture(): now = datetime.now() dt_string = now.strftime("%Y%m%d_%H%M%S") print("date and time =", dt_string) logger.info("PIR Sensor triggered. Capturing! --- ") logger.info("---") photo = "/home/pi/picam/mega_temp/{datetime}".format(datetime = dt_string) os.system("raspistill -awb greyworld -o {photo}.jpg -rot 180".format(photo=photo)) #vid = "/home/pi/picam/mega_temp/{datetime}".format(datetime = dt_string) #os.system("raspivid -awb greyworld -o {vid}.h264 -rot 180 -t 8000".format(vid=vid)) #time.sleep(8) #os.system("MP4Box -add {vid}.h264 {vid}.mp4".format(vid=vid)) #os.system("rm {vid}.h264".format(vid=vid)) count = 0 time.sleep(3) logger.info("Capturing Ends") # Start here while True: count += 1 sensor_value = GPIO.input(11) print ("Sensor value:", sensor_value) if count > 600: dt = count/60 logger.info("Not triggered for past {dt} mins".format(dt=dt)) # 4 positive sensor reading in 9 counts -> capture footage if triggered: if sensor_value: sensor_value_count+=1 if sensor_value_count % 5 == 0: time.sleep(4) if sensor_value_count % 3 == 0: capture() trigger_count = 1 elif trigger_count == 9: triggered = False trigger_count = 0 logger.info("pir sensor not triggered after 10 seconds. Reset counters")) else: trigger_count += 1 print('trigger_count, sensor_val_count:', trigger_count, sensor_value_count) logger.info("trigger_count, sensor_val_count: {}, {}".format(trigger_count, sensor_value_count)) else: logger.info("Not activated") # init trigger for 1st positive sensor reading if sensor_value and triggered==False: trigger_count = 1 sensor_value_count=1 triggered = True capture() print('trigger_count, sensor_val_count:', trigger_count, sensor_value_count) logger.info("trigger_count, sensor_val_count: {}, {}".format(trigger_count, sensor_value_count)) time.sleep(1)
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/testnet/testudp/testrw/testclient1.py
820ae9acc4e017f14ac3420437ea13281f0e816a
[]
no_license
baiyang0223/python
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95ff2bdffefe9bba36f17dd492b94ed9889d816c
refs/heads/master
2020-04-02T17:06:16.780375
2020-03-05T06:51:44
2020-03-05T06:51:44
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import socket def send_msg(udp_sock): """发送消息""" dest_ip = input("输入对方IP:") dest_port = int(input("输入对方端口:")) send_data = input("输入你要发送的数据:") udp_sock.sendto(send_data.encode("utf-8"),(dest_ip,dest_port)) def recv_msg(udp_sock): """接收消息""" recv_buf = udp_sock.recvfrom(0x1024) recv_data = recv_buf[0] send_addr = recv_buf[1] print("接收到数据:%s-%s" % (recv_data.decode("utf-8"), str(send_addr))) # 使用同一个套接字进行收发的服务端,先收后发 def udp_main(): udp_sock = socket.socket(socket.AF_INET,socket.SOCK_DGRAM) udp_sock.bind(("", 9991)) # 循环处理网络数据 while True: #发送消息 send_msg(udp_sock) # 接收消息并显示 recv_msg(udp_sock) if __name__ == "__main__": udp_main()
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/setuplutptr3.py
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[]
no_license
RoshanPasupathy/3d_localisation
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26705b1acabe65374897f3a86ce2ec302166424e
refs/heads/master
2021-01-10T15:28:20.994553
2017-01-05T00:18:37
2017-01-05T00:18:37
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from distutils.core import setup from Cython.Build import cythonize setup(name="LUTptr3", ext_modules = cythonize("/home/pi/ip/LUTptr3.pyx") )
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/days_19-21_iteration/scrabble.py
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vkoprivica/100_Days_of_Python
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refs/heads/master
2020-11-24T18:27:12.922206
2020-03-23T20:19:40
2020-03-23T20:19:40
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import itertools import os import urllib.request # PREWORK DICTIONARY = os.path.join('/Users/Vule/Documents/Python/PyBites/dictionary.txt') # urllib.request.urlretrieve('http://bit.ly/2iQ3dlZ', DICTIONARY) with open(DICTIONARY) as f: dictionary = set([word.strip().lower() for word in f.read().split()]) letters = "G, A, R, Y, T, E, V".split(",") def get_possible_dict_words(draw): """Get all possible words from a draw (list of letters) which are valid dictionary words. Use _get_permutations_draw and provided dictionary""" # valid_words = [word for word in _get_permutations_draw(draw) if word in dictionary] # return valid_words return [word for word in _get_permutations_draw(draw) if word in dictionary] def _get_permutations_draw(draw): """Helper to get all permutations of a draw (list of letters), hint: use itertools.permutations (order of letters matters)""" all_permutations = [] for length in range (7): all_permutations.extend([''.join(word).lower() for word in itertools.permutations(draw, length)]) return all_permutations # return [("".join(letter).lower()).replace(" ", "") for letter in itertools.permutations(letters, 6)] if __name__ == "__main__": print(get_possible_dict_words(letters)) # print(_get_permutations_draw(letters)) # print(type(dictionary))
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/P4HW2_RunningTotal_Tennant.py
e19cb3a6dbed4c0a91391a70a8c50ddd92c42dcb
[]
no_license
jared10ant/cti110
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7db2a707afa9542c544cd1bcd846b55838e1d347
refs/heads/master
2021-01-23T16:08:12.148675
2018-05-15T01:21:23
2018-05-15T01:21:23
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#CTI-110 #Jared Tennant #Running Total #3/25/18 print('Enter your numbers at the prompt. Enter a negative number to exit.') total = 0 number = int(input('Enter a number: ')) while number >= 0: total += number number = int(input('Enter a number: ')) print('Total: ', total)
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/main.py
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[]
no_license
jrg96dev/SpaceInvaders_pygame
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refs/heads/master
2023-01-22T16:35:40.515822
2020-12-09T06:22:55
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319,838,699
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import pygame from enemy import Enemy # This has to be the first line always FPS = 30 pygame.init() clock = pygame.time.Clock() # -------------- RESOURCE LOADIN ------------------ icon = pygame.image.load('ufo.png') player_img = pygame.image.load('player.png') enemy_img = pygame.image.load('enemy.png') # -------------- INITIAL STATE -------------------- running = True player_x = 370 player_y = 400 left_pressing = False right_pressing = False enemies = [Enemy()] # -------------- SETTINGS ------------------------- screen = pygame.display.set_mode([800, 480]) pygame.display.set_caption('Space Invaders') pygame.display.set_icon(icon) # -------------- GAME FUNCTIONS ------------------- def draw_player(): screen.blit(player_img, (player_x, player_y)) def draw_enemies(): for enemy in enemies: screen.blit(enemy.sprite, (enemy.pos_x, enemy.pos_y)) def calculate_player_position(): global player_x global left_pressing global right_pressing direction = 0 movement = 5 if left_pressing: direction = -1 elif right_pressing: direction = +1 player_x += direction * movement # Check boundaries and correct anything if player_x < 0.0: player_x = 0 if player_x > 736.0: player_x = 736.0 def event_handling(event): global left_pressing global right_pressing run = True # Window events if event.type == pygame.QUIT: run = False # Arrow key events if event.type == pygame.KEYDOWN: if event.key == pygame.K_LEFT: left_pressing = True elif event.key == pygame.K_RIGHT: right_pressing = True if event.type == pygame.KEYUP: if event.key == pygame.K_LEFT: left_pressing = False elif event.key == pygame.K_RIGHT: right_pressing = False return run # -------------- GAME LOOP ------------------------ while running: for event in pygame.event.get(): running = event_handling(event) # Refreshing screen screen.fill((0, 0, 0)) calculate_player_position() draw_player() draw_enemies() pygame.display.update() # Run whole game on 30 fps clock.tick(FPS)
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/src/predict.py
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brooklinsantosh/CategoricalFeatureEncodingChallenge
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2023-03-08T09:30:12.998344
2021-02-16T19:55:50
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import os import pandas as pd import numpy as np from sklearn import ensemble from sklearn import preprocessing from sklearn import metrics import joblib import model_dispatcher TRAINING_DATA = os.environ.get("TRAINING_DATA") TEST_DATA = os.environ.get("TEST_DATA") MODEL = os.environ.get("MODEL") def predict(): df = pd.read_csv(TEST_DATA) test_idx = df.id.values predictions = None for FOLD in range(5): df = pd.read_csv(TEST_DATA) encoders = joblib.load(os.path.join("models",f"{MODEL}_{FOLD}_label_encoder.pkl")) cols = joblib.load(os.path.join("models",f"{MODEL}_{FOLD}_columns.pkl")) for c in cols: lbl = encoders[c] df.loc[:, c] = lbl.transform(df[c].values.tolist()) clf = joblib.load(os.path.join("models",f"{MODEL}_{FOLD}.pkl")) df = df[cols] preds = clf.predict_proba(df)[:,1] if FOLD == 0: predictions = preds else: predictions += preds predictions /= 5 sub = pd.DataFrame(np.column_stack((test_idx,predictions)),columns=['id','target']) sub.id = sub.id.astype("int") return sub if __name__ == "__main__": submission = predict() submission.to_csv(f"models/sub_{MODEL}.csv",index=False)
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/Ex1/venv/bin/pip3.7
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[]
no_license
murchelon/Python_Projects
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6f2c1fed9ac5f9226df7caaebe115ed98ef40726
refs/heads/master
2021-08-18T01:27:36.608781
2020-05-04T22:16:43
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#!/Users/macbookpro/Documents/GITREP/Python_Projects/Ex1/venv/bin/python # EASY-INSTALL-ENTRY-SCRIPT: 'pip==10.0.1','console_scripts','pip3.7' __requires__ = 'pip==10.0.1' import re import sys from pkg_resources import load_entry_point if __name__ == '__main__': sys.argv[0] = re.sub(r'(-script\.pyw?|\.exe)?$', '', sys.argv[0]) sys.exit( load_entry_point('pip==10.0.1', 'console_scripts', 'pip3.7')() )
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/sara.py
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[]
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sadig2/morse
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refs/heads/master
2022-12-16T10:22:08.232402
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import re val = input("Enter your value: ") word = [] valList = re.split(r"[^\S]+", val) for letter in valList: if letter == '.-': word.append('a') elif letter == '-...': word.append('б') elif letter == '.--': word.append('в') elif letter == '--.': word.append('г') elif letter == '-..': word.append('д') elif letter == '.': word.append('е') elif letter == '...-': word.append('ж') elif letter == '--..': word.append('з') elif letter == '..': word.append('и') elif letter == '.---': word.append('й') elif letter == '-.-': word.append('к') elif letter == '.-..': word.append('л') elif letter == '--': word.append('м') elif letter == '-.': word.append('н') elif letter == '---': word.append('о') elif letter == '.--.': word.append('п') elif letter == '.-.': word.append('р') elif letter == '...': word.append('с') elif letter == '-': word.append('т') elif letter == '..-': word.append('у') elif letter == '..-.': word.append('ф') elif letter == '....': word.append('х') elif letter == '-.-.': word.append('ц') elif letter == '---.': word.append('ч') elif letter == '----': word.append('ш') elif letter == '--.-': word.append('щ') elif letter == '.--.-.': word.append('Ъ') elif letter == '-...': word.append('ы') elif letter == '-...': word.append('ь') elif letter == '...-...': word.append('э') elif letter == '..--': word.append('ю') elif letter == '.-.-': word.append('я') print("".join(word))
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/cemba_data/tools/hdf5/netndf.py
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permissive
shengyongniu/cemba_data
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refs/heads/master
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import numpy as np import pandas as pd import xarray as xr from anndata import AnnData def _calculate_posterior_mc_rate(mc_array, cov_array, var_dim='chrom100k', normalize_per_cell=True, clip_norm_value=10): raw_rate = mc_array / cov_array cell_rate_mean = raw_rate.mean(dim=var_dim) cell_rate_var = raw_rate.var(dim=var_dim) # based on beta distribution mean, var # a / (a + b) = cell_rate_mean # a * b / ((a + b) ^ 2 * (a + b + 1)) = cell_rate_var # calculate alpha beta value for each cell cell_a = (1 - cell_rate_mean) * (cell_rate_mean ** 2) / cell_rate_var - cell_rate_mean cell_b = cell_a * (1 / cell_rate_mean - 1) # cell specific posterior rate post_rate = (mc_array + cell_a) / (cov_array + cell_a + cell_b) if normalize_per_cell: # this is normalize by post_rate per cell, just a mean center post_rate = post_rate / post_rate.mean(dim='chrom100k') if clip_norm_value is not None: post_rate.values[np.where(post_rate.values > clip_norm_value)] = clip_norm_value return post_rate class MCDS(xr.Dataset): def __init__(self, dataset): super().__init__(data_vars=dataset.data_vars, coords=dataset.coords, attrs=dataset.attrs, compat='broadcast_equals') return @classmethod def open_dataset(cls, file_path): return cls(xr.open_dataset(file_path)) def filter_cell_cov(self, dim, da, mc_type, min_cov=10000, max_cov=None): """ Filter cell by total cov for certain mc_type along certain dimension in certain dataarray. Parameters ---------- dim region dimension to sum da dataarray to do calculation mc_type mc_type to sum min_cov minimum cov sum, suggest to plot distribution first. max_cov maximum cov sum, suggest ot plot distribution first. Returns ------- """ if dim not in self[da].dims: raise ValueError(f'{dim} is not a dimension of {da}') cell_sum = self[da] \ .sel(count_type='cov', mc_type=mc_type) \ .squeeze() \ .sum(dim) if max_cov is None: max_cov = np.inf cell_max = cell_sum < max_cov cell_min = cell_sum > min_cov cell_mask = np.all(np.vstack([cell_max.values, cell_min.values]), axis=0) select_index = self.get_index('cell')[cell_mask] return self.loc[dict(cell=select_index)] def filter_region_cov(self, dim, da, mc_type, min_cov=None, max_cov=None): """ Filter cell by total cov for certain mc_type along certain dimension in certain dataarray. Parameters ---------- dim region dimension to filter, Note when filtering region, sum is always performed on cell. da dataarray to do calculation mc_type mc_type to sum min_cov minimum cov sum, suggest to plot distribution first. max_cov maximum cov sum, suggest ot plot distribution first. Returns ------- """ if dim not in self[da].dims: raise ValueError(f'{dim} is not a dimension of {da}') region_sum = self[da] \ .sel(count_type='cov', mc_type=mc_type) \ .squeeze() \ .sum('cell') if max_cov is None: max_cov = np.inf region_max = region_sum < max_cov region_min = region_sum > min_cov region_mask = np.all(np.vstack([region_max.values, region_min.values]), axis=0) select_index = self.get_index(dim)[region_mask] filtered_ds = self.loc[{dim: select_index}] return MCDS(filtered_ds) def add_mc_rate(self, dim, da, normalize_per_cell=True, clip_norm_value=10, rate_da_suffix='rate'): if da not in self.data_vars: raise KeyError(f'{da} is not in this dataset') if dim not in self[da].dims: raise KeyError(f'{dim} is not a dimension of {da}') da_mc = self[da].sel(count_type='mc') da_cov = self[da].sel(count_type='cov') rate = _calculate_posterior_mc_rate(mc_array=da_mc.values, cov_array=da_cov.values, normalize_per_cell=normalize_per_cell, clip_norm_value=clip_norm_value) da_rate = xr.DataArray(data=rate, coords=da_mc.coords, dims=da_mc.dims) self[da + "_" + rate_da_suffix] = da_rate return def add_gene_rate(self, dim='gene', da='gene_da', normalize_per_cell=True, clip_norm_value=10, rate_da_suffix='rate'): if da not in self.data_vars: raise KeyError(f'{da} is not in this dataset') if dim not in self[da].dims: raise KeyError(f'{dim} is not a dimension of {da}') da_mc = self[da].sel(count_type='mc') da_cov = self[da].sel(count_type='cov') # for gene, we just use normal rate rate = da_mc / da_cov if normalize_per_cell: cell_overall = da_mc.sum(dim='gene') / da_cov.sum(dim='gene') rate = rate / cell_overall if clip_norm_value is not None: rate.values[np.where(rate.values > clip_norm_value)] = clip_norm_value self[da + "_" + rate_da_suffix] = rate return def to_ann(self, da, var_dim, mc_type, obs_dim='cell'): index_dict = self[da].indexes return AnnData(X=self[da].sel(mc_type=mc_type).values.copy(), obs=pd.DataFrame(index=index_dict[obs_dim]), var=pd.DataFrame(index=index_dict[var_dim])) def add_ann_results(self, adata, var_dim, obs_dim='cell'): # columns from AnnData.obs and AnnData.var go to da.coords # obsm goes to new da with corresponding new dimension obs_df = adata.obs obs_df.index.name = obs_dim # make sure coords added with "cell" index for col, data in obs_df.iteritems(): self.coords[col] = data var_df = adata.var var_df.index.name = var_dim # make sure coords added with "cell" index for col, data in var_df.iteritems(): self.coords[col] = data for obsm_key in adata.obsm_keys(): coord_name = obsm_key[2:] # remove 'X_' obsm_data = adata.obsm[obsm_key] obsm_df = pd.DataFrame(obsm_data, index=adata.obs_names, columns=[f'{coord_name}_{i}' for i in range(obsm_data.shape[1])]) obsm_df.index.name = obs_dim obsm_df.columns.name = coord_name self[coord_name + '_coord'] = obsm_df for varm_key in adata.varm_keys(): coord_name = varm_key varm_data = adata.varm[varm_key] varm_df = pd.DataFrame(varm_data, index=adata.var_names, columns=[f'{coord_name}_{i}' for i in range(varm_data.shape[1])]) varm_df.index.name = var_dim varm_df.columns.name = coord_name self[coord_name + '_coord'] = varm_df return def add_dataframe_to_coords(self, df, index_dim): # add columns to da.coords based on index and index_name df.index.name = index_dim for col, data in df.iteritems(): self.coords[col] = data return def add_dataframe_to_da(self, df, index_dim, col_dim, da_name): # add columns to da.coords based on index and index_name df.index.name = index_dim df.columns.name = col_dim self[da_name] = df return def get_plot_data(self, genes=None, coord='tsne'): return
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/mysite/polls/migrations/0001_initial.py
61d419ad5c2c90f3e5f7add83ac52d39099f32b2
[]
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afizing/djangoapps
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refs/heads/master
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# -*- coding: utf-8 -*- # Generated by Django 1.9.8 on 2016-07-22 08:30 from __future__ import unicode_literals from django.db import migrations, models import django.db.models.deletion class Migration(migrations.Migration): initial = True dependencies = [ ] operations = [ migrations.CreateModel( name='Choice', fields=[ ('id', models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')), ('choice_text', models.CharField(max_length=200)), ('votes', models.IntegerField(default=0)), ], ), migrations.CreateModel( name='Question', fields=[ ('id', models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')), ('question_text', models.CharField(max_length=200)), ('pub_date', models.DateTimeField(verbose_name='date published')), ], ), migrations.AddField( model_name='choice', name='question', field=models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to='polls.Question'), ), ]
8578bce6f8dc26887e3f83b9e0df1ba00636d6df
81930dc35807f2a8d575642ab7bebeb5fee78cfb
/kaplan_plot.py
33d00c3423ab3bfa18a13007cd9f1952e1d76059
[]
no_license
arvindb95/LIGO_O3_events_summary
fbc478e4f06ca766a6feb521b15fab5b626cd4eb
f54037922c6f45ffd8ad890fc77e5aff289e2a3b
refs/heads/master
2021-01-07T00:21:50.378758
2020-04-02T23:00:47
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import numpy as np import matplotlib.pyplot as plt import matplotlib.patches as mpatches from astropy.table import Table import matplotlib.transforms as transforms from astropy.time import Time from matplotlib.lines import Line2D months_jd = Time(np.array(["2019-03-01T00:00:00","2019-04-01T00:00:00", "2019-05-01T00:00:00","2019-06-01T00:00:00","2019-07-01T00:00:00","2019-08-01T00:00:00","2019-09-01T00:00:00","2019-10-01T00:00:00","2019-11-01T00:00:00","2019-12-01T00:00:00","2020-01-01T00:00:00","2020-02-01T00:00:00","2020-03-01T00:00:00","2020-04-01T00:00:00"]), format="isot",scale="utc").jd months_jd_labels = np.array(["2019-03","2019-04", "2019-05","2019-06","2019-07","2019-08","2019-09","2019-10","2019-11","2019-12","2020-01","2020-02","2020-03","2020-04"]) data_file = "superevents_data.txt" data_tab = Table.read(data_file,format="ascii") superevent_ids = data_tab["id"] superevent_times = data_tab["time"] superevent_FAR = data_tab["FAR"] superevent_BNS_prob = data_tab["BNS"] superevent_NSBH_prob = data_tab["NSBH"] superevent_BBH_prob = data_tab["BBH"] superevent_MassGap_prob = data_tab["MassGap"] superevent_Terrestrial_prob = data_tab["Terrestrial"] superevent_dist = data_tab["dist"] superevent_90_per_area = data_tab["90% area"] logscaled_superevent_FAR = 1 - ((np.log10(superevent_FAR) - np.min(np.log10(superevent_FAR)))/(np.max(np.log10(superevent_FAR)) - np.min(np.log10(superevent_FAR)))) for i in range(len(logscaled_superevent_FAR)): if (logscaled_superevent_FAR[i] < 0.1): logscaled_superevent_FAR[i] = 0.1 def draw_wedge(ax, drawing_origin, radius, prob1, prob2, prob3, prob4, prob5, col_alpha): box_height = 1 box_width = 1 origin = np.array([0,0]) trans = (fig.dpi_scale_trans + transforms.ScaledTranslation(drawing_origin[0],drawing_origin[1], ax.transData)) ang1 = prob1*360 ang2 = prob2*360 ang3 = prob3*360 ang4 = prob4*360 ang5 = prob5*360 if (prob1 != 0): wedge1 = mpatches.Wedge(origin, radius, 0, ang1, facecolor="y", edgecolor=None, transform=trans, alpha=col_alpha) ax.add_patch(wedge1) if (prob2 != 0): wedge2 = mpatches.Wedge(origin, radius,ang1,ang1+ang2, facecolor="b", edgecolor=None, transform=trans, alpha=col_alpha) ax.add_patch(wedge2) if (prob3 != 0): wedge3 = mpatches.Wedge(origin, radius,ang1+ang2,ang1+ang2+ang3, facecolor="g", edgecolor=None, transform=trans, alpha=col_alpha) ax.add_patch(wedge3) if (prob4 != 0): wedge4 = mpatches.Wedge(origin, radius,ang1+ang2+ang3,ang1+ang2+ang3+ang4, facecolor="purple", edgecolor=None, transform=trans, alpha=col_alpha) ax.add_patch(wedge4) if (prob5 != 0): wedge5 = mpatches.Wedge(origin, radius,ang1+ang2+ang3+ang4,ang1+ang2+ang3+ang4+ang5, facecolor="k", edgecolor=None, transform=trans, alpha=col_alpha) ax.add_patch(wedge5) return 0 def get_radius(area): return np.sqrt(area/np.pi) fig, ax = plt.subplots(figsize=(8,16/3)) ax.set_ylim([10, 6000]) ax.set_xlim(min(months_jd),max(months_jd)) ax.set_xticks(months_jd) ax.set_xticklabels(months_jd_labels,rotation=30,ha="right") ax.set_yscale('log') ax.set_ylabel("Luminosity Distance (Mpc)") radius_scale = 0.2*6 size_legend_x = np.sum(Time(np.array(["2019-04-01T00:00:00", "2019-05-01T00:00:00"]), format="isot",scale="utc").jd)/2.0 size_legend_y1 = 60 c1_trans = (fig.dpi_scale_trans + transforms.ScaledTranslation(size_legend_x,size_legend_y1, ax.transData)) circle1 = mpatches.Circle(np.array([0,0]), radius_scale/get_radius(100),facecolor="b",edgecolor=None, transform=c1_trans, alpha=0.5) ax.add_patch(circle1) ax.text(size_legend_x+20,size_legend_y1,r"100 deg$^{{2}}$", verticalalignment="center",horizontalalignment="left") size_legend_y2 = 40 c2_trans = (fig.dpi_scale_trans + transforms.ScaledTranslation(size_legend_x,size_legend_y2, ax.transData)) circle2 = mpatches.Circle(np.array([0,0]), radius_scale/get_radius(500),facecolor="b",edgecolor=None, transform=c2_trans, alpha=0.5) ax.add_patch(circle2) ax.text(size_legend_x+20,size_legend_y2,r"500 deg$^{{2}}$", verticalalignment="center",horizontalalignment="left") size_legend_y3 = 30 c3_trans = (fig.dpi_scale_trans + transforms.ScaledTranslation(size_legend_x,size_legend_y3, ax.transData)) circle3 = mpatches.Circle(np.array([0,0]), radius_scale/get_radius(1000),facecolor="b",edgecolor=None, transform=c3_trans, alpha=0.5) ax.add_patch(circle3) ax.text(size_legend_x+20,size_legend_y3,r"1000 deg$^{{2}}$", verticalalignment="center",horizontalalignment="left") size_legend_y4 = 23 c4_trans = (fig.dpi_scale_trans + transforms.ScaledTranslation(size_legend_x,size_legend_y4, ax.transData)) circle4 = mpatches.Circle(np.array([0,0]), radius_scale/get_radius(5000),facecolor="b",edgecolor=None, transform=c4_trans, alpha=0.5) ax.add_patch(circle4) ax.text(size_legend_x+20,size_legend_y4,r"5000 deg$^{{2}}$", verticalalignment="center",horizontalalignment="left") size_legend_y5 = 18 c5_trans = (fig.dpi_scale_trans + transforms.ScaledTranslation(size_legend_x,size_legend_y5, ax.transData)) circle5 = mpatches.Circle(np.array([0,0]), radius_scale/get_radius(10000),facecolor="b",edgecolor=None, transform=c5_trans, alpha=0.5) ax.add_patch(circle5) ax.text(size_legend_x+20,size_legend_y5,r"10000 deg$^{{2}}$", verticalalignment="center",horizontalalignment="left") for i in range(len(superevent_ids)): do = np.array([superevent_times[i],superevent_dist[i]]) r = radius_scale/get_radius(superevent_90_per_area[i]) draw_wedge(ax, do, r, superevent_BNS_prob[i], superevent_NSBH_prob[i], superevent_BBH_prob[i], superevent_MassGap_prob[i], superevent_Terrestrial_prob[i], logscaled_superevent_FAR[i]) ###### GW170817 ####### gw170817_2_time = Time("2019-08-17T00:00:00", format="isot", scale="utc").jd gw170817_dist = 40 draw_wedge(ax,np.array([gw170817_2_time,gw170817_dist]), radius_scale/get_radius(40), 1.0, 0.0, 0.0, 0.0, 0.0, 1.0) ax.text(Time("2019-09-15T00:00:00", format="isot", scale="utc").jd,40,"GW170817+2yr", va="center") legend_elements = [Line2D([],[], marker="o", color="y",linestyle="None", label="BNS"), Line2D([0],[0], marker="o", color="b",linestyle="None", label="NSBH"), Line2D([0],[0], marker="o", color="g",linestyle="None", label="BBH"), Line2D([0],[0], marker="o", color="purple",linestyle="None", label="MassGap"), Line2D([0],[0], marker="o", color="k",linestyle="None", label="Terrestrial")] ax.legend(handles=legend_elements, loc="lower right") obs_cand = ["S190814bv","S191216ap"] for oc_id in range(len(obs_cand)): sel_id = np.where(superevent_ids==obs_cand[oc_id])[0][0] obs_cand_dist = superevent_dist[sel_id] obs_cand_time = superevent_times[sel_id] obs_cand_90_per_area = superevent_90_per_area[sel_id] r = 1.2*radius_scale/get_radius(obs_cand_90_per_area) circle_trans = (fig.dpi_scale_trans + transforms.ScaledTranslation(obs_cand_time,obs_cand_dist, ax.transData)) circle = mpatches.Circle(np.array([0,0]), radius=r,facecolor="none", edgecolor="k", transform=circle_trans) ax.add_patch(circle) if (oc_id == 0): ax.text(obs_cand_time+30,obs_cand_dist,obs_cand[oc_id],verticalalignment="center", horizontalalignment="left", fontsize=7) else: ax.text(obs_cand_time+10,obs_cand_dist+100,obs_cand[oc_id],verticalalignment="center", horizontalalignment="left", fontsize=7) plt.savefig("Kaplan_plot_O3.pdf")
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/check_evals.py
fd2d9c3095e89183f427c81d1f652e922bbca86e
[]
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yjxiao/disentrepr_wtc
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refs/heads/master
2023-02-14T17:59:18.470431
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import os import numpy as np import pickle from colorama import Fore, Style result_dir = 'results' record_file = 'results/list.pkl' template = 'M-{}.D-{}.T-{}.{}-{}.S-{}.csv' datasets = ['dsprites', 'cars3d', 'shapes3d'] metrics = ['mig', 'factor', 'modularity', 'recon', 'wmig', 'wmod'] tasks = ['vae', 'tc', 'factor', 'wae', 'wtc', 'wtc_wae'] hparams = ['BETA', 'BETA', 'GAMMA', 'BETA', 'GAMMA', 'BETA'] values = { 'vae': (1, 4, 8, 16), 'tc': (1, 4, 8, 16), 'factor': (10, 20, 40, 80), 'wae': (1, 4, 8, 16), 'wtc': (1, 4, 8, 16), 'wtc_wae': (1, 4, 8, 16), } seeds = [1, 11, 42, 73, 89] def check(result_dir, task, hparam, dataset, metric, seed): for val in values[task]: filename = template.format( metric, dataset, task, hparam, val, seed ) if not os.path.isfile(os.path.join(result_dir, filename)): return False return True def wrap_green(s): return Fore.GREEN + s + Fore.RESET def wrap_yellow(s): return Fore.YELLOW + s + Fore.RESET def wrap_bright(s): return Style.BRIGHT + s + Style.RESET_ALL def print_table(checks, prev_checks): metric_header = ''.join([' {:^5} |'.format(metric[:5]) for metric in metrics]) header = '|{:^10}| seed |{}'.format('', metric_header) line = '|' + '-' * 65 + '|' rows = [header, line] for dataset in checks: prev_check = prev_checks.get(dataset, np.zeros((len(seeds), len(metrics)))) for i, seed in enumerate(seeds): check_strs = '' for x, prev in zip(checks[dataset][i], prev_check[i]): if x > 0: if prev > 0: check_strs += ' ' + wrap_bright(wrap_green('✓')) + ' |' else: check_strs += ' ' + wrap_green('✓') + ' |' else: check_strs += ' ' + wrap_yellow('☓') + ' |' row = '|{:^10}|{:^6}|{}'.format(dataset, seed, check_strs) rows.append(row) rows.append(line) print('\n'.join(rows)) if os.path.exists(record_file): with open(record_file, 'rb') as f: old_record = pickle.load(f) else: old_record = {} all_checks = {} for task, hparam in zip(tasks, hparams): all_checks[task] = {} for dataset in datasets: all_checks[task][dataset] = np.zeros((len(seeds), len(metrics))) for i, metric in enumerate(metrics): for j, seed in enumerate(seeds): all_checks[task][dataset][j, i] = check( result_dir, task, hparam, dataset, metric, seed) for task in tasks: print('\n--{:-<65}'.format(task)) print_table(all_checks[task], old_record.get(task, {})) with open(record_file, 'wb') as f: pickle.dump(all_checks, f)
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/dojo_model/urls.py
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[]
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"""dojo_model URL Configuration The `urlpatterns` list routes URLs to views. For more information please see: https://docs.djangoproject.com/en/2.0/topics/http/urls/ Examples: Function views 1. Add an import: from my_app import views 2. Add a URL to urlpatterns: path('', views.home, name='home') Class-based views 1. Add an import: from other_app.views import Home 2. Add a URL to urlpatterns: path('', Home.as_view(), name='home') Including another URLconf 1. Import the include() function: from django.urls import include, path 2. Add a URL to urlpatterns: path('blog/', include('blog.urls')) """ from django.contrib import admin from django.urls import path urlpatterns = [ path('admin/', admin.site.urls), ]
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from selenium import webdriver from selenium.webdriver.support.ui import Select driver = webdriver.Chrome('./chromedriver') # 크롬을 통해서 스크래핑을 진행 크롬 드라이버 로딩 driver.get('https://www.eum.go.kr/web/am/amMain.jsp') #addressInput = driver.find_element_by_xpath('//*[@id="recent"]/input') #addressInput.send_keys('서울특별시 광진구 자양동 능동로 120') # #nextButton = driver.find_element_by_xpath('//*[@id="frm"]/fieldset/div[3]/p/span/a') #nextButton.click() #실습 2 지번으로 조회하는 기능 만들기 # 전라남도/ 고흥군 / 고흥읍 / 남계리 / 45/ 1 #조회후 공시지가 가지고 오기 sidoSelect = Select(driver.find_element_by_xpath('//*[@id="selSido"]')) gun = Select(driver.find_element_by_xpath('//*[@id="selSgg"]')) dong = Select(driver.find_element_by_xpath('//*[@id="selUmd"]')) ri = Select(driver.find_element_by_xpath('//*[@id="selRi"]')) bobn = driver.find_element_by_xpath('//*[@id="bobn"]') bubn = driver.find_element_by_xpath('//*[@id="selUmd"]') nextButton = driver.find_element_by_xpath('//*[@id="frm"]/fieldset/div[3]/p/span/a') sidoSelect.select_by_visible_text('전라남도') driver.implicitly_wait(1) gun.select_by_visible_text('고흥군') driver.implicitly_wait(1) dong.select_by_visible_text('고흥읍') driver.implicitly_wait(1) ri.select_by_visible_text('남계리') driver.implicitly_wait(1) bobn.send_keys('45') bubn.send_keys('1') nextButton.click() result = driver.find_element_by_xpath('//*[@id="appoint"]/div[2]/table/tbody/tr[3]/td') print(result.text)
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from __future__ import absolute_import from __future__ import division from __future__ import print_function from scipy import misc import sys import os import pickle import argparse #import tensorflow as tf import numpy as np import mxnet as mx import random import cv2 import sklearn from sklearn.decomposition import PCA from time import sleep from easydict import EasyDict as edict # sys.path.append(os.path.join(os.path.dirname(__file__), 'src')) from mtcnn_detector import MtcnnDetector import face_image import face_preprocess def do_flip(data): for idx in range(data.shape[0]): data[idx,:,:] = np.fliplr(data[idx,:,:]) def get_model(ctx, image_size, model_str, layer): _vec = model_str.split(',') assert len(_vec)==2 prefix = _vec[0] epoch = int(_vec[1]) print('---------*** Model loading ***-----------') # sym, arg_params, aux_params = mx.model.load_checkpoint(prefix, epoch) model_path=os.path.join(os.path.dirname(__file__), '..', 'model') # # transform model to npy print(model_path) with open(os.path.join(model_path,'sym.pkl'), 'rb') as a_: # open file with write-mode # picklestring = pickle.dump(sym, a_) sym=pickle.load(a_) with open(os.path.join(model_path,'arg_params.pkl'), 'rb') as b_: # open file with write-mode # picklestring = pickle.dump(arg_params, b_) arg_params=pickle.load(b_) with open(os.path.join(model_path,'aux_params.pkl'), 'rb') as c_: # open file with write-mode # picklestring = pickle.dump(aux_params, c_) aux_params=pickle.load(c_) #end all_layers = sym.get_internals() sym = all_layers[layer+'_output'] # print('sym',type(sym)) # print('arg_params',type(arg_params)) # print('aux_params',type(aux_params)) model = mx.mod.Module(symbol=sym, context=ctx, label_names = None) #model.bind(data_shapes=[('data', (args.batch_size, 3, image_size[0], image_size[1]))], label_shapes=[('softmax_label', (args.batch_size,))]) # print(image_size[0]) model.bind(data_shapes=[('data', (1, 3, image_size[0], image_size[1]))]) # print(arg_params,aux_params) model.set_params(arg_params, aux_params) return model class FaceModel: def __init__(self, args): self.args = args ctx = mx.gpu(args.gpu) _vec = args.image_size.split(',') assert len(_vec)==2 image_size = (int(_vec[0]), int(_vec[1])) self.model = None self.ga_model = None if len(args.model)>0: self.model = get_model(ctx, image_size, args.model, 'fc1') if len(args.ga_model)>0: self.ga_model = get_model(ctx, image_size, args.ga_model, 'fc1') # self.threshold = args.threshold self.det_minsize = 50 self.det_threshold = [0.6,0.7,0.8] #self.det_factor = 0.9 self.image_size = image_size mtcnn_path = os.path.join(os.path.dirname(__file__), '..','mtcnn-model') if args.det==0: # detector = MtcnnDetector(model_folder=mtcnn_path, ctx=ctx, num_worker=1, accurate_landmark = True, threshold=self.det_threshold) with open(os.path.join(mtcnn_path,'mtcnn_0.pkl'), 'rb') as d_: # open file with write-mode # picklestring = pickle.dump(detector, d_) detector=pickle.load(d_) else: # detector = MtcnnDetector(model_folder=mtcnn_path, ctx=ctx, num_worker=1, accurate_landmark = True, threshold=[0.0,0.0,0.2]) with open(os.path.join(mtcnn_path,'mtcnn_1.pkl'), 'rb') as e_: # open file with write-mode # picklestring = pickle.dump(detector, e_) detector=pickle.load(e_) self.detector = detector def get_input(self, face_img): ret = self.detector.detect_face(face_img, det_type = self.args.det) if ret is None: return None bbox, points = ret if bbox.shape[0]==0: return None bbox = bbox[0,0:4] points = points[0,:].reshape((2,5)).T # print('bbox',bbox) # print('points',points) nimg = face_preprocess.preprocess(face_img, bbox, points, image_size='112,112') nimg = cv2.cvtColor(nimg, cv2.COLOR_BGR2RGB) aligned = np.transpose(nimg, (2,0,1)) return aligned def get_feature(self, aligned): input_blob = np.expand_dims(aligned, axis=0) data = mx.nd.array(input_blob) db = mx.io.DataBatch(data=(data,)) self.model.forward(db, is_train=False) embedding = self.model.get_outputs()[0].asnumpy() embedding = sklearn.preprocessing.normalize(embedding).flatten() return embedding def get_ga(self, aligned): input_blob = np.expand_dims(aligned, axis=0) data = mx.nd.array(input_blob) db = mx.io.DataBatch(data=(data,)) self.ga_model.forward(db, is_train=False) ret = self.ga_model.get_outputs()[0].asnumpy() g = ret[:,0:2].flatten() gender = np.argmax(g) a = ret[:,2:202].reshape( (100,2) ) a = np.argmax(a, axis=1) age = int(sum(a)) return gender, age
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/Free_energy_day1/OpenMM/density.py
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#-------------------------------------- # OpenMM Minimization, NVT, NPT, PROD # # Author: Dr Gaetano Calabro' # University of California, Irvine # ver 0.0 06/23/2016 # Adapted Nov. 2017 by David Mobley #-------------------------------------- import numpy as np import os, sys import math import simtk.openmm as mm from simtk.openmm import app from simtk.openmm.app import * from simtk.openmm import Platform from simtk.unit import * from simtk.openmm import XmlSerializer from pymbar import timeseries as ts import pandas as pd #----------------USER INFO----------------- #------------------------------------------ #Skip equilibration? Use if we previously equilibrated, to load stored #trajectory file and jump straight into production skip_equilibration = False identifier = "phenol_toluene_cyclohexane_1_10_100" DATA_PATH = "mixtures/amber/" RESULT_PATH = "density_simulation/" #md_platform = 'Reference' # e.g. Reference or CUDA or OpenCL md_platform = 'OpenCL' # Some file names prmtop_filename = DATA_PATH + identifier + '.prmtop' inpcrd_filename = DATA_PATH + identifier + '.inpcrd' xml_filename = RESULT_PATH + identifier + '.xml' # For serialized system #--------------MINIMIZATION---------------- MIN_TIME_STEP = 0.5 * femtoseconds MIN_STEPS = 0 # 0=Until convergence is reached MIN_TOLERANCE = 10.0 * kilojoule_per_mole MIN_PLATFORM = Platform.getPlatformByName('Reference') MIN_FRICTION = 1.0 / picoseconds #-------------------NVT-------------------- NVT_TIME_STEP = 1.0 * femtoseconds NVT_STEPS = 50000 NVT_FRICTION = 1.0 / picoseconds NVT_PLATFORM = Platform.getPlatformByName(md_platform) NVT_PROPERTIES = {'DeviceIndex':1} # TEST if md_platform == 'CUDA': NVT_PROPERTIES = {'CudaPrecision': 'mixed'} else: NVT_PROPERTIES={} NVT_OUTPUT_FREQ = 10000 NVT_DATA_FREQ = 10000 #------------------NPT-------------------- NPT_TIME_STEP = 2.0 * femtoseconds NPT_STEPS = 5000000 NPT_FRICTION = 1.0 / picoseconds BAROSTAT_FREQUENCY = 25 NPT_PLATFORM = Platform.getPlatformByName(md_platform) if md_platform == 'CUDA': NPT_PROPERTIES = {'CudaPrecision': 'mixed'} else: NPT_PROPERTIES={} NPT_OUTPUT_FREQ = 500000 NPT_DATA_FREQ = 500000 #--------------PRODUCTION------------------ PROD_TIME_STEP = 2.0 * femtoseconds PROD_STEPS = 50000 PROD_FRICTION = 1.0 / picoseconds PROD_PLATFORM = Platform.getPlatformByName(md_platform) if md_platform == 'CUDA': PROD_PROPERTIES = {'CudaPrecision': 'mixed'} else: PROD_PROPERTIES={} PROD_OUTPUT_FREQ = 500 PROD_DATA_FREQ = 500 #------------GEN PARAMETERS-------------- CUTOFF = 0.95 * nanometers TEMPERATURE = 300 * kelvin PRESSURE = 1.0 * atmospheres #Density STD tolerance STD_ERROR_TOLERANCE = 0.0005 # g/mL #---------------END USER INFO--------------- #------------------------------------------- nvt_dcd_filename = RESULT_PATH + "nvt/" + identifier + "_nvt.dcd" nvt_data_filename = RESULT_PATH + "nvt/" + identifier + "_nvt.csv" npt_dcd_filename = RESULT_PATH + "npt/" + identifier + "_npt.dcd" npt_data_filename = RESULT_PATH + "npt/" + identifier + "_npt.csv" prod_data_filename = RESULT_PATH + "prod/" + identifier + "_prod.csv" prod_dcd_filename = RESULT_PATH + "prod/" + identifier + "_prod.dcd" # Load prmtop, crd prmtop = AmberPrmtopFile( prmtop_filename ) inpcrd = AmberInpcrdFile( inpcrd_filename ) def make_path(filename): try: path = os.path.split(filename)[0] os.makedirs(path) except OSError: pass # Create System and store to OpenMM XML for easier reuse later system = prmtop.createSystem(nonbondedMethod = PME, nonbondedCutoff = 1*nanometer, constraints = HBonds) make_path(xml_filename) serialized_system = XmlSerializer.serialize(system) file = open(xml_filename, 'w') file.write(serialized_system) file.close() def minimization(): # Load OpenMM System file = open(xml_filename, 'r') serialized_system = file.read() system = XmlSerializer.deserialize(serialized_system) # Select Integrator integrator = mm.LangevinIntegrator(TEMPERATURE, MIN_FRICTION, MIN_TIME_STEP) # Set Simulation simulation = app.Simulation(prmtop.topology, system, integrator, MIN_PLATFORM) # Set Position simulation.context.setPositions(inpcrd.positions) state = simulation.context.getState(getEnergy=True) if np.isnan(state.getPotentialEnergy() / kilojoule_per_mole): raise ValueError("The Potential Energy before minimization is NaN") # Minimization print('Minimizing...\n') simulation.minimizeEnergy(tolerance=MIN_TOLERANCE, maxIterations=MIN_STEPS) state = simulation.context.getState(getPositions=True, getEnergy=True) if np.isnan(state.getPotentialEnergy() / kilojoule_per_mole): raise ValueError("The Potential Energy after minimization is NaN") coords = state.getPositions() return coords def nvt(coords): # Load OpenMM System file = open(xml_filename, 'r') serialized_system = file.read() system = XmlSerializer.deserialize(serialized_system) # Select Integrator integrator = mm.LangevinIntegrator(TEMPERATURE, NVT_FRICTION, NVT_TIME_STEP) # Set Simulation simulation = app.Simulation(prmtop.topology, system, integrator, NVT_PLATFORM, NVT_PROPERTIES) # Set Position and velocities simulation.context.setPositions(coords) simulation.context.setVelocitiesToTemperature(TEMPERATURE) # Set Reporter simulation.reporters.append(app.DCDReporter(nvt_dcd_filename, NVT_OUTPUT_FREQ)) simulation.reporters.append(app.StateDataReporter(nvt_data_filename, NVT_DATA_FREQ, step=True, potentialEnergy=True, temperature=True, density=True)) state = simulation.context.getState(getEnergy=True) if np.isnan(state.getPotentialEnergy() / kilojoule_per_mole): raise ValueError("The Potential Energy before NVT is NaN") print('NVT...\n') simulation.step(NVT_STEPS) state = simulation.context.getState(getPositions=True, getVelocities=True, getEnergy=True) if np.isnan(state.getPotentialEnergy() / kilojoule_per_mole): raise ValueError("The Potential Energy after NVT is NaN") coords = state.getPositions() velocities = state.getVelocities() return coords, velocities def npt(coords, velocities): # Create OpenMM System file = open(xml_filename, 'r') serialized_system = file.read() system = XmlSerializer.deserialize(serialized_system) # Select Integrator integrator = mm.LangevinIntegrator(TEMPERATURE, NPT_FRICTION, NPT_TIME_STEP) # Set Barostat system.addForce(mm.MonteCarloBarostat(PRESSURE, TEMPERATURE, BAROSTAT_FREQUENCY)) # Set Simulation simulation = app.Simulation(prmtop.topology, system, integrator, NPT_PLATFORM, NPT_PROPERTIES) # Set Position and velocities simulation.context.setPositions(coords) simulation.context.setVelocities(velocities) # Set Reporter simulation.reporters.append(app.DCDReporter(npt_dcd_filename, NPT_OUTPUT_FREQ)) simulation.reporters.append(app.StateDataReporter(npt_data_filename, NPT_DATA_FREQ, step=True, potentialEnergy=True, temperature=True, density=True)) state = simulation.context.getState(getEnergy=True) if np.isnan(state.getPotentialEnergy() / kilojoule_per_mole): raise ValueError("The Potential Energy before NPT is NaN") print('NPT...\n') simulation.step(NPT_STEPS) state = simulation.context.getState(getPositions=True, getVelocities=True, getEnergy=True) if np.isnan(state.getPotentialEnergy() / kilojoule_per_mole): raise ValueError("The Potential Energy after NPT is NaN") coords = state.getPositions() velocities = state.getVelocities() box = state.getPeriodicBoxVectors() return coords, velocities, box def production(coords, velocities, box): # Create OpenMM System file = open(xml_filename, 'r') serialized_system = file.read() system = XmlSerializer.deserialize(serialized_system) # Select Integrator integrator = mm.LangevinIntegrator(TEMPERATURE, PROD_FRICTION, PROD_TIME_STEP) # Set Barostat system.addForce(mm.MonteCarloBarostat(PRESSURE, TEMPERATURE, BAROSTAT_FREQUENCY)) # Set Simulation simulation = app.Simulation(prmtop.topology, system, integrator, PROD_PLATFORM, PROD_PROPERTIES) # Set Position and velocities simulation.context.setPositions(coords) if velocities is not None: simulation.context.setVelocities(velocities) else: #reset simulation.context.setVelocitiesToTemperature(TEMPERATURE) # Set Box #box = box.in_units_of(nanometer) simulation.context.setPeriodicBoxVectors(box[0], box[1], box[2]) # Set Reporter simulation.reporters.append(app.DCDReporter(prod_dcd_filename, PROD_OUTPUT_FREQ)) simulation.reporters.append(app.StateDataReporter(prod_data_filename, PROD_DATA_FREQ, step=True, potentialEnergy=True, temperature=True, density=True)) state = simulation.context.getState(getEnergy=True) if np.isnan(state.getPotentialEnergy() / kilojoule_per_mole): raise ValueError("The Potential Energy before Production is NaN") print('PRODUCTION...\n') converged = False while not converged: simulation.step(PROD_STEPS) d = pd.read_csv(prod_data_filename, names=["step", "U", "Temperature", "Density"], skiprows=1) density_ts = np.array(d.Density) [t0, g, Neff] = ts.detectEquilibration(density_ts, nskip=1000) density_ts = density_ts[t0:] density_mean_stderr = density_ts.std() / np.sqrt(Neff) print("Current density mean std error = %f g/mL" % density_mean_stderr) if density_mean_stderr < STD_ERROR_TOLERANCE: converged = True print("...Convergence is OK\n") state = simulation.context.getState(getPositions=True, getVelocities=True, getEnergy=True) if np.isnan(state.getPotentialEnergy() / kilojoule_per_mole): raise ValueError("The Potential Energy after Production is NaN") coords = state.getPositions() velocities = state.getVelocities() box = state.getPeriodicBoxVectors() return coords, velocities, box if __name__=='__main__': make_path(RESULT_PATH + 'nvt/') make_path(RESULT_PATH + 'npt/') make_path(RESULT_PATH + 'prod/') if not skip_equilibration: coords = minimization() coords, velocities = nvt(coords) coords, velocities, box = npt(coords, velocities) else: import mdtraj as md # Load dcd file with relevant INFO traj = md.load_dcd( npt_dcd_filename, prmtop_filename ) coords = traj.xyz[-1] #velocities = traj.velocities[-1] box = traj.unitcell_vectors[-1] #DCD file seems not to have velocities; set to None to trigger a reset to temperature velocities = None production(coords, velocities, box)
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# -*- coding: utf-8 -*- # Generated by Django 1.9 on 2016-01-28 14:56 from __future__ import unicode_literals from django.db import migrations, models class Migration(migrations.Migration): dependencies = [ ('td', '0010_remove_region_wa_director'), ] operations = [ migrations.CreateModel( name='WARegion', fields=[ ('id', models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')), ('name', models.CharField(db_index=True, max_length=100)), ('slug', models.SlugField(max_length=100)), ], options={ 'ordering': ['name'], 'db_table': 'wa_region', }, ), ]
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#coding:utf-8 d = {"server":"A", "database":"master"} print d del d['server'] print d d.clear() print d del d try: print d except: print "Error, Not Defined."
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# # -*- coding: utf-8 -*- # # arr = [(1, 2), (3, 4)] # Список кортежей # ___ a, b __ ? # print(a, b)
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import mechanize import random import time class Transaction(object): def __init__(self): self.custom_timers = {} self.base_url = 'http://www.aliceandolivia.com' # pass def run(self): br = mechanize.Browser() br.set_handle_robots(False) start_timer = time.time() resp = br.open(self.base_url) # resp = br.open(self.base_url + '/r/all/') resp.read() print br.form latency = time.time() - start_timer self.custom_timers['All_Items'] = latency assert (resp.code == 200), 'Bad HTTP Response' # assert (resp.code == 200), 'Bad Response: HTTP %s' % resp.code # assert ('Example Web Page' in resp.get_data()) # r = random.uniform(1, 2) # time.sleep(r) # self.custom_timers['Example_Timer'] = r if __name__ == '__main__': trans = Transaction() trans.run() print trans.custom_timers
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import sys def main(): lines = [line.strip() for line in open(sys.argv[1])] reversed_pairs = reversed_pairs_map(lines) global_results = [] first = True while(len(reversed_pairs) > 0): clean_pairs(reversed_pairs, global_results, first) start = find_start(reversed_pairs) if(-1 == start): for key, val in reversed_pairs.items(): global_results.append(key) else: # nothing is left to be done anymore - this will typically be a single element with only incoming edge global_results.append("->".join(find_cycle(start, reversed_pairs))) first = False formatted_print(global_results) # remove the elements that either don't have any incoming edges. or don't have any outgoing due to the previous step def clean_pairs(reversed_pairs, global_results, first): for key, val in reversed_pairs.items(): if(0 == len(val)): reversed_pairs.pop(key, None) for key, val in reversed_pairs.items(): for element in val: if element not in reversed_pairs: if(first): global_results.append(element) val.remove(element) def find_cycle(start, reversed_pairs): result = [] stack = [] stack.append(start) while(len(stack) > 0): u = stack[len(stack) - 1] w_list = reversed_pairs[u] if(len(w_list) > 0): w = w_list[0] stack.append(w) w_list.remove(w) else: result.append(str(u)) stack.pop() return result def reversed_pairs_map(lines): reversed_pairs = {} for line in lines: F_A_T = line.split(' ') F = F_A_T[0] T_LIST = F_A_T[2].split(',') for T in T_LIST: target_list = [] if T in reversed_pairs: target_list = reversed_pairs[T] target_list.append(F) reversed_pairs[T] = target_list return reversed_pairs def find_start(reversed_pairs): # make a map of [node] => {[incoming], [outgoing]} ==> Choose the one where incoming is strictly less than outgoing check_map = {} for key,value in reversed_pairs.items(): edge_data = [0, 0] if key in check_map: edge_data = check_map[key] edge_data[0] += len(value) check_map[key] = edge_data for element in value: el_data = [0, 0] if element in check_map: el_data = check_map[element] el_data[1] += 1 check_map[element] = el_data for key,value in check_map.items(): if(value[0] < value[1]): return key return -1 def formatted_print(global_results): result = [global_results[0]] index = 1 while(index < len(global_results)): result.append(global_results[index][len(global_results[index]) - 1:]) index += 1 print "".join(result) if __name__ == '__main__': main()
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''' Implementation of degree heuristic[1] for Independent Cascade model of influence propagation in graph G. Takes k nodes with the largest degree. [1] -- Wei Chen et al. Efficient influence maximization in Social Networks ''' __author__ = 'ivanovsergey' from priorityQueue import PriorityQueue as PQ # priority queue def degreeHeuristic(G, k, p=.01): ''' Finds initial set of nodes to propagate in Independent Cascade model (with priority queue) Input: G -- networkx graph object k -- number of nodes needed p -- propagation probability Output: S -- chosen k nodes ''' S = [] d = PQ() for u in G: degree = sum([G[u][v]['weight'] for v in G[u]]) # degree = len(G[u]) d.add_task(u, -degree) for i in range(k): u, priority = d.pop_item() S.append(u) return S def degreeHeuristic2(G, k, p=.01): ''' Finds initial set of nodes to propagate in Independent Cascade model (without priority queue) Input: G -- networkx graph object k -- number of nodes needed p -- propagation probability Output: S -- chosen k nodes ''' S = [] d = dict() for u in G: degree = sum([G[u][v]['weight'] for v in G[u]]) # degree = len(G[u]) d[u] = degree for i in range(k): u, degree = max(d.iteritems(), key=lambda (k,v): v) d.pop(u) S.append(u) return S
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from django.apps import AppConfig class TrackerRegistrationConfig(AppConfig): name = 'tracker_registration'
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# -*- coding:utf-8 -*- import urllib2, sys import json import dateutil.parser import time from HTMLParser import HTMLParser import re from lxml import etree import lxml.html as lhtml import lxml.html.soupparser as soupparser import StringIO import email.utils as eut import datetime import DB import md5 import json import codecs class Page(): def __init__(self): self.timeoutInterval = 20 def download(self,url): print "Page.download:",url urllib2.socket.setdefaulttimeout(self.timeoutInterval) response = urllib2.urlopen(url) #print response.headers data = response.read() response.close() return data class CNTVApi( HTMLParser): def __init__(self, url): self.url = url HTMLParser.__init__(self) self.links = [] self.db = DB.DB() self.db.appid = "BK" self.db.module = "news" def getLiveUrl(self, api): page = Page() text = page.download(api) data = json.loads(text) return data def parse(self): page = Page() text = page.download(self.url) data = json.loads(text) channels = data.get("data").get("items") for item in channels: keyMap = {"icon":"channelImg","name":"title","reference_url":"liveUrl"} channel = {"rate":"300","source":"CNTV"}; for k in keyMap: k2 = keyMap[k] channel[k] = item.get(k2) title = item.get("title") channel_id = item.get("channelId") thumbnail = "http://t.live.cntv.cn/imagehd/"+channel_id+"_01.png" print thumbnail channel_id = self.db.getChannelId({"name":title}) print channel_id if channel_id: self.db.update({"thumbnail":thumbnail},{"channel_id":channel_id}) #api = self.getLiveUrl(item.get("liveUrl")) #channel["live_url"] = api.get("iphone") #rowid = self.db.addItem(channel); #print rowid #parser = CNTVApi("http://serv.cbox.cntv.cn/json/zhibo/yangshipindao/ysmc/index.json") parser = CNTVApi("http://serv.cbox.cntv.cn/json/zhibo/weishipindao/wsmc/index.json") #parser = CNTVApi("http://serv.cbox.cntv.cn/json/zhibo/difangpindao/dfmc/index.json") parser.parse()
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#!/usr/bin/python3 class Node: def __init__(self, data=0): if type(size) is not int: raise TypeError("size must be an integer") elif size < 0: raise ValueError("size must be >= 0") else: self.__size = size def data(self): return(self.__size ** 2) def data(self, value):
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#!/usr/bin/env python3 import tornado.ioloop import tornado.web from controllers import index from controllers import account settings = { 'template_path': 'template', 'static_path': 'static', 'static_url_prefix': '/static/', 'cookie_secret': '43809138f51b96f8ac24e79b3a2cb482', 'login_url': '/login', #'xsrf_cookies': True, 'debug': True, 'autoreload': True, } application = tornado.web.Application([ # 主页 (r"/index", index.IndexHandler), # Admin (r"/admin", index.AdminHandle), # 登录 (r"/login", account.LoginHandler), # 登出 (r"/logout", account.LogoutHandler), # 上传 (r"/upload", index.UploadFileNginxHandle), ], **settings) if __name__ == '__main__': application.listen(8000) tornado.ioloop.IOLoop.instance().start()
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# -*- coding: utf-8 -*- import os import urllib.request def getHtml(url): html = urllib.request.urlopen(url).read() return html def saveHtml(file_name, file_content): # 注意windows文件命名的禁用符,比如 / with open(file_name.replace('/', '_') + ".html", "wb") as f: # 写文件用bytes而不是str,所以要转码 f.write(file_content) aurl = "https://www.khronos.org/registry/OpenCL/sdk/1.2/docs/man/" html = getHtml(aurl) saveHtml("sduview", html) print("下载成功")
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#Copy the contents from one array to another array #Initialize array arr1 = [1, 2, 3, 4, 5] #Create another array arr2 with size of arr1 arr2 = [None] * len(arr1) length = len(arr1) #Copying all elements of one array into another for i in range(0, length) : arr2[i] = arr1[i] #Displaying elements of array arr1 print("Elements of original array :") print(arr1) print() #Displaying elements of array arr2 print("Elements of new array: ") for i in range(0, len(arr2)): print(arr2[i]) Output:- Elements of original array : [1, 2, 3, 4, 5] Elements of new array: 1 2 3 4 5
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""" Copyright (c) 2020 COTOBA DESIGN, Inc. Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files (the "Software"), to deal in the Software without restriction, including without limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions: The above copyright notice and this permission notice shall be included in all copies or substantial portions of the Software. THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE. """ """ Copyright (c) 2016-2019 Keith Sterling http://www.keithsterling.com Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files (the "Software"), to deal in the Software without restriction, including without limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions: The above copyright notice and this permission notice shall be included in all copies or substantial portions of the Software. THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE. """ from textblob import TextBlob from programy.spelling.base import SpellingChecker class TextBlobSpellingChecker(SpellingChecker): def __init__(self, spelling_config=None): SpellingChecker.__init__(self, spelling_config) def correct(self, phrase): blob = TextBlob(phrase) correct_blob = blob.correct() return str(correct_blob)
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blinvarfi/ML-FuldaWS19-20
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# -*- coding: utf-8 -*- """ Created on Wed Jan 1 04:28:56 2020 Problem Set 04 Solutions @author: Blin """ from matplotlib import pyplot as plt import numpy as np traind, testd, trainl, testl = np.load('../data/mnist.npz', 'rb').values(); # customizing matplotlib plt.style.use('dark_background') # 3) print('Question 3)') def f(x): return np.array(x[0]**2, 2*x[1]**2) def grad_f(x): return np.array([2*x[0], 4*x[1]]) def calc_steps(x, n, step): for i in range(1, n): x = x - step * grad_f(x) print('Step ', i, ' value is ', x) calc_steps(np.array([1, 3]), 6, 0.1) # 4) # BIG QUESTION MARK ABOUT THIS SOLUTION print('Question 4)') first_500 = traind[0:500].reshape(500, 784) cov_matrix = np.cov(first_500, rowvar=False) eig_val, eig_vec = np.linalg.eigh(cov_matrix) print('Covariance matrix shape ', cov_matrix.shape) fig, ax = plt.subplots(1, 10) fig.suptitle('First 5 and Last 5 EigenVectors') for i in range (0, 10): ax[i].imshow(eig_vec[:,i-5].reshape(28, 28)) plt.show() # 5.a) print('Question 5.a)') first_500 = traind[0:500].reshape(500, 784) op_500 = np.mean(first_500[:,np.newaxis,:] * first_500[:,:,np.newaxis], axis=0) eig_val, eig_vec = np.linalg.eigh(op_500) transformed_500 = np.dot(first_500, eig_vec) print('Shape of first 500 elements transformed ', transformed_500.shape) # 5.b) print('Question 5.b)') transformed_500[:,0:-5] = 0 # 5.c) print('Question 5.c)') transformed_500_2 = np.dot(transformed_500, np.transpose(eig_vec)) print(transformed_500_2.shape) fig, ax = plt.subplots(1, 3) fig.suptitle('First 3 samples') for i in range (0, 3): ax[i].imshow(transformed_500_2[i].reshape(28,28)) plt.show()
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from __future__ import annotations import os import re import math import typing as t import logging import functools from abc import ABC from abc import abstractmethod import psutil from ..exceptions import BentoMLConfigException logger = logging.getLogger(__name__) _RESOURCE_REGISTRY: dict[str, t.Type[Resource[t.Any]]] = {} T = t.TypeVar("T") def get_resource( resources: dict[str, t.Any], resource_kind: str, validate: bool = True ) -> t.Any: if resource_kind not in _RESOURCE_REGISTRY: raise BentoMLConfigException(f"Unknown resource kind '{resource_kind}'.") resource: t.Type[Resource[t.Any]] = _RESOURCE_REGISTRY[resource_kind] if resource_kind in resources: if resources[resource_kind] == "system": return resource.from_system() else: res = resource.from_spec(resources[resource_kind]) if validate: resource.validate(res) return res else: return None def system_resources() -> dict[str, t.Any]: res: dict[str, t.Any] = {} for resource_kind, resource in _RESOURCE_REGISTRY.items(): res[resource_kind] = resource.from_system() return res class Resource(t.Generic[T], ABC): def __init_subclass__(cls, *, resource_id: str): # pylint: disable=arguments-differ _RESOURCE_REGISTRY[resource_id] = cls @classmethod @abstractmethod def from_spec(cls, spec: t.Any) -> T: """ Get an instance of this resource from user input. For example, a CPU resource might parse "10m" and return a CPU resource with 0.01 CPUs. """ @classmethod @abstractmethod def from_system(cls) -> T: """ Infer resource value from the system. """ @classmethod @abstractmethod def validate(cls, val: T): """ Validate that the resources are available on the current system. """ class CpuResource(Resource[float], resource_id="cpu"): @classmethod def from_spec(cls, spec: t.Any) -> float: """ Convert spec to CpuResource. spec can be a float, int or string. - 1.0 -> 1.0 - 1 -> 1.0 - "1" -> 1.0 - "10m" -> 0.01 """ if not isinstance(spec, (int, float, str)): raise TypeError("cpu must be int, float or str") if isinstance(spec, (int, float)): return float(spec) milli_match = re.match("([0-9]+)m", spec) if milli_match: return float(milli_match[1]) / 1000.0 try: return float(spec) except ValueError: raise BentoMLConfigException(f"Invalid CPU resource limit '{spec}'. ") @classmethod def from_system(cls) -> float: if psutil.POSIX: return query_cgroup_cpu_count() else: return float(query_os_cpu_count()) @classmethod def validate(cls, val: float): if val < 0: raise BentoMLConfigException( f"Invalid negative CPU resource limit '{val}'." ) if not math.isclose(val, cls.from_system()) and val > cls.from_system(): raise BentoMLConfigException( f"CPU resource limit {val} is greater than the system available: {cls.from_system()}" ) @functools.lru_cache(maxsize=1) def query_cgroup_cpu_count() -> float: # Query active cpu processor count using cgroup v1 API, based on OpenJDK # implementation for `active_processor_count` using cgroup v1: # https://github.com/openjdk/jdk/blob/master/src/hotspot/os/linux/cgroupSubsystem_linux.cpp # For cgroup v2, see: # https://github.com/openjdk/jdk/blob/master/src/hotspot/os/linux/cgroupV2Subsystem_linux.cpp # Possible supports: cpuset.cpus on kubernetes def _read_cgroup_file(filename: str) -> float: with open(filename, "r", encoding="utf-8") as f: return int(f.read().strip()) cgroup_root = "/sys/fs/cgroup/" cfs_quota_us_file = os.path.join(cgroup_root, "cpu", "cpu.cfs_quota_us") cfs_period_us_file = os.path.join(cgroup_root, "cpu", "cpu.cfs_period_us") cpu_max_file = os.path.join(cgroup_root, "cpu.max") quota = None if os.path.exists(cfs_quota_us_file) and os.path.exists(cfs_period_us_file): try: quota = _read_cgroup_file(cfs_quota_us_file) / _read_cgroup_file( cfs_period_us_file ) except FileNotFoundError as err: logger.warning("Caught exception while calculating CPU quota: %s", err) # reading from cpu.max for cgroup v2 elif os.path.exists(cpu_max_file): try: with open(cpu_max_file, "r", encoding="utf-8") as max_file: cfs_string = max_file.read() quota_str, period_str = cfs_string.split() if quota_str.isnumeric() and period_str.isnumeric(): quota = float(quota_str) / float(period_str) else: # quota_str is "max" meaning the cpu quota is unset quota = None except FileNotFoundError as err: logger.warning("Caught exception while calculating CPU quota: %s", err) if quota is not None and quota < 0: quota = None elif quota == 0: quota = 1 os_cpu_count = float(os.cpu_count() or 1.0) limit_count = math.inf if quota: limit_count = quota return float(min(limit_count, os_cpu_count)) @functools.lru_cache(maxsize=1) def query_os_cpu_count() -> int: cpu_count = os.cpu_count() if cpu_count is not None: return cpu_count logger.warning("Failed to determine CPU count, using 1 as default.") return 1 # class MemResource(Resource, resource_id="mem"): # @classmethod # def from_spec(cls, spec: t.Any): # assert isinstance(mem, (int, str)), "mem must be int or str" # # if isinstance(mem, int): # return mem # # unit_match = re.match("([0-9]+)([A-Za-z]{1,2})", mem) # mem_multipliers = { # "k": 1000, # "M": 1000**2, # "G": 1000**3, # "T": 1000**4, # "P": 1000**5, # "E": 1000**6, # "Ki": 1024, # "Mi": 1024**2, # "Gi": 1024**3, # "Ti": 1024**4, # "Pi": 1024**5, # "Ei": 1024**6, # } # if unit_match: # base = int(unit_match[1]) # unit = unit_match[2] # if unit in mem_multipliers: # return base * mem_multipliers[unit] # raise ValueError(f"Invalid MEM resource limit '{mem}'") class NvidiaGpuResource(Resource[t.List[int]], resource_id="nvidia.com/gpu"): @classmethod def from_spec(cls, spec: int | str | list[int | str]) -> list[int]: if not isinstance(spec, (int, str, list)): raise TypeError( "NVidia GPU device IDs must be int, str or a list specifing the exact GPUs to use." ) try: if isinstance(spec, int): if spec < -1: raise ValueError return list(range(spec)) elif isinstance(spec, str): return cls.from_spec(int(spec)) else: return [int(x) for x in spec] except ValueError: raise BentoMLConfigException( f"Invalid NVidia GPU resource limit '{spec}'. " ) @classmethod @functools.lru_cache(maxsize=1) def from_system(cls) -> list[int]: """ query nvidia gpu count, available on Windows and Linux """ import pynvml # type: ignore try: pynvml.nvmlInit() device_count = pynvml.nvmlDeviceGetCount() return list(range(device_count)) except (pynvml.nvml.NVMLError, OSError): logger.debug("GPU not detected. Unable to initialize pynvml lib.") return [] finally: try: pynvml.nvmlShutdown() except Exception: # pylint: disable=broad-except pass @classmethod def validate(cls, val: t.List[int]): if any([gpu_index < 0 for gpu_index in val]): raise BentoMLConfigException(f"Negative GPU device in {val}.") if any([gpu_index >= len(cls.from_system()) for gpu_index in val]): raise BentoMLConfigException( f"GPU device index in {val} is greater than the system available: {cls.from_system()}" ) def get_gpu_memory(dev: int) -> t.Tuple[float, float]: """ Return Total Memory and Free Memory in given GPU device. in MiB """ import pynvml.nvml # type: ignore from pynvml.smi import nvidia_smi # type: ignore unit_multiplier = { "PiB": 1024.0 * 1024 * 1024, "TiB": 1024.0 * 1024, "GiB": 1024.0, "MiB": 1.0, "KiB": 1.0 / 1024, "B": 1.0 / 1024 / 1024, } try: inst = nvidia_smi.getInstance() query: t.Dict[str, int] = inst.DeviceQuery(dev) # type: ignore except (pynvml.nvml.NVMLError, OSError): return 0.0, 0.0 try: gpus: t.List[t.Dict[str, t.Any]] = query.get("gpu", []) # type: ignore gpu = gpus[dev] unit = gpu["fb_memory_usage"]["unit"] total = gpu["fb_memory_usage"]["total"] * unit_multiplier[unit] free = gpu["fb_memory_usage"]["free"] * unit_multiplier[unit] return total, free except IndexError: raise ValueError(f"Invalid GPU device index {dev}") except KeyError: raise RuntimeError(f"unexpected nvml query result: {query}")
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MONGO_URL='localhost' MONGO_PORT=27017 MONGO_DB='toutiao' MONGO_TABLE='toutiao' GROUP_START = 0 GROUP_END = 20 KEYWORD = '街拍'
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from tensorflow.keras.models import model_from_json import numpy as np import tensorflow as tf class FacialExpressionModel(object): EMOTIONS_LIST=["Angry", "Sad", "Happy", "Disgust", "Fear", "Neutral", "Surprise"] def __init__(self, model_json_file, model_weights_file): with open(model_json_file, "r") as f: loaded_model_json = f.read() self.loaded = model_from_json(loaded_model_json) self.loaded_model.load_weights(model_weights_file) self.loaded_model.make_predict_function() def predict_emotion(self, img): self.preds = self.loaded_model.predict(img) return FacialExpressionModel.EMOTIONS_LIST(np.argmax(self.preds))
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c, n = map(int, input().split(' ')) # 그래프 제작 graph = {i: list() for i in range(1, c + 1)} for i in range(n): a, b = map(int, input().split(' ')) graph[a].append(b) graph[b].append(a) visited = [False for i in range(c + 1)] count = 0 # 모든 정점을 순환 for j in range(1, c + 1): # 물론 방문하지 않은 경우만 if not visited[j]: stack = [j] while stack: now = stack.pop() visited[now] = True for i in graph[now]: if not visited[i]: stack.append(i) count += 1 print(count)
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import re def normalize_key(input_): input_ = re.sub(r'[^\w\[\]]+', '_', input_) input_ = re.sub(r'^(\w+)', lambda m: m.group(1).upper(), input_) return input_ def shell_escape(input_): return str(input_).replace('"', '\\"') def shell_quote(input_): return '"%s"' % shell_escape(input_)
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#!/usr/bin/env python # coding: utf-8 # In[2]: import matplotlib.pyplot as plt import pandas as pd get_ipython().run_line_magic('matplotlib', 'inline') Location = "C:/Users/Admin/Desktop/datasets/gradedata.csv" df = pd.read_csv(Location) df.head() # In[3]: df.hist() # In[4]: df.hist(column="hours") # In[5]: df.hist(column="hours", by="gender") # In[ ]: # In[ ]: # In[6]: import pandas as pd import matplotlib.pyplot as plt get_ipython().run_line_magic('matplotlib', 'inline') names = ['Bob','Jessica','Mary','John','Mel'] absences = [3,0,1,0,8] detentions = [2,1,0,0,1] warnings = [2,1,5,1,2] GradeList = zip(names,absences,detentions,warnings) columns=['Names', 'Absences', 'Detentions','Warnings'] df = pd.DataFrame(data = GradeList, columns=columns) df # In[16]: df['TotalDemerits'] = df['Absences'] +df['Detentions'] + df['Warnings']df # In[17]: plt.pie(df['TotalDemerits']) # In[ ]: # In[18]: plt.pie(df['TotalDemerits'], labels=df['Names'], explode=(0,0,0,0,0.15), startangle=90, autopct='%1.1f%%',) plt.axis('equal') plt.show() # In[ ]: # In[19]: import numpy as np import pandas as pd import matplotlib.pyplot as plt get_ipython().run_line_magic('matplotlib', 'inline') dataframe = pd.DataFrame({'Col': np.random.normal(size=200)}) plt.scatter(dataframe.index, dataframe['Col']) # In[ ]: # In[ ]: # In[ ]: # In[ ]:
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/svm.py
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import numpy as np import pandas as pd from sklearn import svm from sklearn import metrics from sklearn.metrics import precision_recall_curve from sklearn.cross_validation import StratifiedShuffleSplit import matplotlib.pyplot as plt import random import sys # args : svm.py float(sampleRatio) data_dir = './input/' # needs trailing slash # validation split, both files with headers and the Happy column train_file = data_dir + 'census.data.v5.csv' test_file = data_dir + 'census.test.v5.csv' print "Before reading files" large_train = pd.read_csv( train_file ) large_test = pd.read_csv( test_file ) # Stratified Sampling sample_ratio = float(sys.argv[1]) include_cols = ['Label'] print "Large Test Stats\n", large_test.Label.describe(), "\n" ##StratifiedShuffleSplit(y, n_iter=10, test_size=0.1, train_size=None, random_state=None) sss = StratifiedShuffleSplit(large_train.Label, n_iter=1, test_size = sample_ratio, train_size=None, random_state=0) for train_split_ind, test_split_ind in sss: print "Sampled Train :", test_split_ind train = large_train.iloc[test_split_ind] sss = StratifiedShuffleSplit(large_test.Label, n_iter=1, test_size = sample_ratio, train_size=None, random_state=0) for train_split_ind, test_split_ind in sss: print "Sampled Test :", test_split_ind test = large_test.iloc[test_split_ind] del(large_train) del(large_test) """" train = test = large_test.sample(int(sys.argv[1])) """ # y y_train = train.Label y_test = test.Label #print type(y_test) #should be series # populate lists of numeric and cat attributes all_cols = list(train.columns.values) numeric_cols = ['age','wage per hour','capital gains','capital losses','dividends from stocks','num persons worked for employer','weeks worked in year',] # remove_cols = ['Label','instance weight','migration code-change in msa','migration code-change in reg','migration code-move within reg','migration prev res in sunbelt'] remove_cols = ['Label','instance weight'] cat_cols = [x for x in all_cols if x not in numeric_cols and x not in remove_cols] # handle numerical features x_num_train = train[ numeric_cols ].as_matrix() x_num_test = test[ numeric_cols ].as_matrix() x_train_count = x_num_train.shape[0] x_test_count = x_num_test.shape[0] x_num_combined = np.concatenate((x_num_train,x_num_test), axis=0) # 0 -row 1 - col # print "\nTRAIN NUM dims: ", x_num_train.shape, ", num rows: ", x_train_count # print "TEST NUM dims: ", x_num_test.shape, ", num rows: ", x_test_count # print "COMBINED NUM dims: ", x_num_combined.shape # scale numeric features to <0,1> max_num = np.amax( x_num_combined, 0 ) x_num_combined = np.true_divide(x_num_combined, max_num) # scale by max. truedivide needed for decimals x_num_train = x_num_combined[0:x_train_count] x_num_test = x_num_combined[x_train_count:] # print "\nTRAIN NUM dims: ", x_num_train.shape, ", expected num rows: ", x_train_count # print "TEST NUM dims: ", x_num_test.shape, ", expected num rows: ", x_test_count # categorical x_cat_train = train.drop( numeric_cols + remove_cols, axis = 1 ) x_cat_test = test.drop( numeric_cols + remove_cols, axis = 1 ) x_cat_train.fillna( 'NA', inplace = True ) x_cat_test.fillna( 'NA', inplace = True ) x_cat_combined = pd.concat((x_cat_train, x_cat_test), axis=0) # print "\nTRAIN CAT dims: ", x_cat_train.shape, ", num rows: ", x_train_count # print "TEST CAT dims: ", x_cat_test.shape, ", num rows: ", x_test_count # print "COMBINED CAT dims: ", x_cat_combined.shape # print "\nTYPES\nx_cat_train: ", type(x_cat_train) # print "x_cat_combined: ", type(x_cat_combined) # one-of-k handling for categorical features # pandas.get_dummies(data, prefix=None, prefix_sep='_', dummy_na=False, columns=None, sparse=False) print "Before getting cat -> dummies" vec_x_cat_combined = pd.get_dummies(x_cat_combined, columns=cat_cols, sparse=False)#.as_matrix() vec_x_cat_train = vec_x_cat_combined[0:x_train_count] vec_x_cat_test = vec_x_cat_combined[x_train_count:] # print "\nExpanded TRAIN CAT dims: ", vec_x_cat_train.shape, ", expected num rows: ", x_train_count # print "Expanded TEST CAT dims: ", vec_x_cat_test.shape, ", expected num rows: ", x_test_count # combine numerical and categorical del(vec_x_cat_combined) x_train = np.hstack(( x_num_train, vec_x_cat_train.ix[:,:200] )) # returns ndarray del(x_num_train) x_train = np.hstack(( x_train, vec_x_cat_train.ix[:,200:] )) # returns ndarray del(vec_x_cat_train) x_test = np.hstack(( x_num_test, vec_x_cat_test.ix[:,:200] )) del(x_num_test) x_test = np.hstack(( x_test, vec_x_cat_test.ix[:,200:] )) del(vec_x_cat_test) # print "\nx_train: ", x_train.shape, ", ", type(x_train) # print "x_test: ", x_test.shape, ", ", type(x_test) # working fine upto here - Data Processing # below - classifier specific logic classifier_alg = "SVM" svm_classifier = svm.SVC(probability=True) print "Before fit" svm_classifier.fit( x_train, y_train , sample_weight=train['instance weight'].values) print "Before predict" predicted = svm_classifier.predict( x_test ) predicted_train = svm_classifier.predict( x_train ) print "Train Predictions: \n" + (metrics.classification_report(y_train, predicted_train)) print "Test Predictions: \n" + metrics.classification_report(y_test, predicted) # Data for plotting probs = svm_classifier.predict_proba(x_test) y_conf=[] y_test_num=[] y_train_conf=[] y_train_num=[] probs_train = svm_classifier.predict_proba(x_train) print "Before changing y_label to num" print "y_test", len(y_test), "\t", type(y_test) y_test = y_test.as_matrix() # print y_test for i in range(len(y_test)): # print y_test[i] # print i if y_test[i] == 'Pos': y_test_num.append(1) else: y_test_num.append(0) y_train = y_train.as_matrix() for i in range(len(y_train)): if(y_train[i] == 'Pos'): y_train_num.append(1) else: y_train_num.append(0) #Neg is 0 in probs and 0 in y_test #pos is 1 in probs and 1 in y_test print "Going to plot ",classifier_alg for class_to_plot in [0,1]: y_conf = [] # Test Set for i in range(len(y_test)): y_conf.append(probs[i][class_to_plot]) precision, recall, thresholds = precision_recall_curve(y_test_num, y_conf, pos_label=class_to_plot) plt.plot(recall,precision) y_train_conf=[] # Train Set for i in range(len(y_train)): y_train_conf.append(probs_train[i][class_to_plot]) precision, recall, thresholds = precision_recall_curve(y_train_num, y_train_conf, pos_label=class_to_plot) plt.plot(recall, precision) if(class_to_plot == 0): plt.axis([0,1,0.8,1]) plt.yticks(np.arange(0.8, 1.05, 0.1)) else: plt.axis([0,1,0,1]) plt.yticks(np.arange(0, 1.1, 0.1)) print "Checking class ",class_to_plot plt.xlabel('Recall') plt.ylabel('Precision') plt.grid(b=True, which='major', axis='both', color='black', linestyle='-', alpha=0.3) plt.xticks(np.arange(0, 1.1, 0.1)) plt.title(classifier_alg+': ' + str(class_to_plot)) #+' stratified sample '+str(sample_ratio)) filename = "./plots/"+ classifier_alg + "_"+str(class_to_plot)+"_default_"+str(sample_ratio)+".png"#+str(num_estimators)+"_" plt.savefig(filename) plt.clf() """ #Learn without Instance weights svm_classifier = svm.SVC(probability=True) svm_classifier.fit( x_train, y_train ) predicted = svm_classifier.predict( x_test ) print "Going to plot unweighted" for class_to_plot in [0,1]: y_conf = [] for i in range(len(y_test)): y_conf.append(probs[i][class_to_plot]) precision, recall, thresholds = precision_recall_curve(y_test_num, y_conf, pos_label=class_to_plot) plt.plot(recall,precision) if(class_to_plot == 0): plt.axis([0,1,0.8,1]) else: plt.axis([0,1,0,1]) print "Checking class",class_to_plot plt.xlabel('Recall') plt.ylabel('Precision') plt.title('SVM without instance weights for class ' + str(class_to_plot)) filename = "./plots/svm_unweighted_"+str(class_to_plot)+".png" plt.savefig(filename) plt.clf() """
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count:int = 0 count2:int = 0 count3:int = 0 count4:int = 0 count5:int = 0 def foo(s: str) -> int: return len(s) def foo2(s: str, s2: str) -> int: return len(s) def foo3(s: str, s2: str, s3: str) -> int: return len(s) def foo4(s: str, s2: str, s3: str, s4: str) -> int: return len(s) def foo5(s: str, s2: str, s3: str, s4: str, s5: str) -> int: return len(s) class bar(object): p: bool = True def baz(self:"bar", xx: [int]) -> str: global count x:int = 0 y:int = 1 def qux(y: int) -> object: nonlocal x if x > y: x = -1 for x in xx: self.p = x == 2 qux(0) # Yay! ChocoPy count = count + 1 while x <= 0: if self.p: xx[0] = xx[1] self.p = not self.p x = x + 1 elif foo("Long"[0]) == 1: self.p = self is None return "Nope" class bar2(object): p: bool = True p2: bool = True def baz(self:"bar2", xx: [int]) -> str: global count x:int = 0 y:int = 1 def qux(y: int) -> object: nonlocal x if x > y: x = -1 for x in xx: self.p = x == 2 qux(0) # Yay! ChocoPy count = count + 1 while x <= 0: if self.p: xx[0] = xx[1] self.p = not self.p x = x + 1 elif foo("Long"[0]) == 1: self.p = self is None return "Nope" def baz2(self:"bar2", xx: [int], xx2: [int]) -> str: global count x:int = 0 x2:int = 0 y:int = 1 y2:int = 1 def qux(y: int) -> object: nonlocal x if x > y: x = -1 def qux2(y: int, y2: int) -> object: nonlocal x nonlocal x2 if x > y: x = -1 for x in xx: self.p = x == 2 qux(0) # Yay! ChocoPy count = count + 1 while x <= 0: if self.p: xx[0] = xx[1] self.p = not self.p x = x + 1 elif foo("Long"[0]) == 1: self.p = self is None return "Nope" class bar3(object): p: bool = True p2: bool = True p3: bool = True def baz(self:"bar3", xx: [int]) -> str: global count x:int = 0 y:int = 1 def qux(y: int) -> object: nonlocal x if x > y: x = -1 for x in xx: self.p = x == 2 qux(0) # Yay! ChocoPy count = count + 1 while x <= 0: if self.p: xx[0] = xx[1] self.p = not self.p x = x + 1 elif foo("Long"[0]) == 1: self.p = self is None return "Nope" def baz2(self:"bar3", xx: [int], xx2: [int]) -> str: global count x:int = 0 x2:int = 0 y:int = 1 y2:int = 1 def qux(y: int) -> object: nonlocal x if x > y: x = -1 def qux2(y: int, y2: int) -> object: nonlocal x nonlocal x2 if x > y: x = -1 for x in xx: self.p = x == 2 qux(0) # Yay! ChocoPy count = count + 1 while x <= 0: if self.p: xx[0] = xx[1] self.p = not self.p x = x + 1 elif foo("Long"[0]) == 1: self.p = self is None return "Nope" def baz3(self:"bar3", xx: [int], xx2: [int], xx3: [int]) -> str: global count x:int = 0 x2:int = 0 x3:int = 0 y:int = 1 y2:int = 1 y3:int = 1 def qux(y: int) -> object: nonlocal x if x > y: x = -1 def qux2(y: int, y2: int) -> object: nonlocal x nonlocal x2 if x > y: x = -1 def qux3(y: int, y2: int, y3: int) -> object: nonlocal x nonlocal x2 nonlocal x3 if x > y: x = -1 for x in xx: self.p = x == 2 qux(0) # Yay! ChocoPy count = count + 1 while x <= 0: if self.p: xx[0] = xx[1] self.p = not self.p x = x + 1 elif foo("Long"[0]) == 1: self.p = self is None return "Nope" class bar4(object): p: bool = True p2: bool = True p3: bool = True p4: bool = True def baz(self:"bar4", xx: [int]) -> str: global count x:int = 0 y:int = 1 def qux(y: int) -> object: nonlocal x if x > y: x = -1 for x in xx: self.p = x == 2 qux(0) # Yay! ChocoPy count = count + 1 while x <= 0: if self.p: xx[0] = xx[1] self.p = not self.p x = x + 1 elif foo("Long"[0]) == 1: self.p = self is None return "Nope" def baz2(self:"bar4", xx: [int], xx2: [int]) -> str: global count x:int = 0 x2:int = 0 y:int = 1 y2:int = 1 def qux(y: int) -> object: nonlocal x if x > y: x = -1 def qux2(y: int, y2: int) -> object: nonlocal x nonlocal x2 if x > y: x = -1 for x in xx: self.p = x == 2 qux(0) # Yay! ChocoPy count = count + 1 while x <= 0: if self.p: xx[0] = xx[1] self.p = not self.p x = x + 1 elif foo("Long"[0]) == 1: self.p = self is None return "Nope" def baz3(self:"bar4", xx: [int], xx2: [int], xx3: [int]) -> str: global count x:int = 0 x2:int = 0 x3:int = 0 y:int = 1 y2:int = 1 y3:int = 1 def qux(y: int) -> object: nonlocal x if x > y: x = -1 def qux2(y: int, y2: int) -> object: nonlocal x nonlocal x2 if x > y: x = -1 def qux3(y: int, y2: int, y3: int) -> object: nonlocal x nonlocal x2 nonlocal x3 if x > y: x = -1 for x in xx: self.p = x == 2 qux(0) # Yay! ChocoPy count = count + 1 while x <= 0: if self.p: xx[0] = xx[1] self.p = not self.p x = x + 1 elif foo("Long"[0]) == 1: self.p = self is None return "Nope" def baz4(self:"bar4", xx: [int], xx2: [int], xx3: [int], xx4: [int]) -> str: global count x:int = 0 x2:int = 0 x3:int = 0 x4:int = 0 y:int = 1 y2:int = 1 y3:int = 1 y4:int = 1 def qux(y: int) -> object: nonlocal x if x > y: x = -1 def qux2(y: int, y2: int) -> object: nonlocal x nonlocal x2 if x > y: x = -1 def qux3(y: int, y2: int, y3: int) -> object: nonlocal x nonlocal x2 nonlocal x3 if x > y: x = -1 def qux4(y: int, y2: int, y3: int, y4: int) -> object: nonlocal x nonlocal x2 nonlocal x3 nonlocal x4 if x > y: x = -1 for x in xx: self.p = x == 2 qux(0) # Yay! ChocoPy count = count + 1 while x <= 0: if self.p: xx[0] = xx[1] self.p = not self.p x = x + 1 elif foo("Long"[0]) == 1: self.p = self is None return "Nope" class bar5(object): p: bool = True p2: bool = True p3: bool = True p4: bool = True p5: bool = True def baz(self:"bar5", xx: [int]) -> str: global count x:int = 0 y:int = 1 def qux(y: int) -> object: nonlocal x if x > y: x = -1 for x in xx: self.p = x == 2 qux(0) # Yay! ChocoPy count = count + 1 while x <= 0: if self.p: xx[0] = xx[1] self.p = not self.p x = x + 1 elif foo("Long"[0]) == 1: self.p = self is None return "Nope" def baz2(self:"bar5", xx: [int], xx2: [int]) -> str: global count x:int = 0 x2:int = 0 y:int = 1 y2:int = 1 def qux(y: int) -> object: nonlocal x if x > y: x = -1 def qux2(y: int, y2: int) -> object: nonlocal x nonlocal x2 if x > y: x = -1 for x in xx: self.p = x == 2 qux(0) # Yay! ChocoPy count = count + 1 while x <= 0: if self.p: xx[0] = xx[1] self.p = not self.p x = x + 1 elif foo("Long"[0]) == 1: self.p = self is None return "Nope" def baz3(self:"bar5", xx: [int], xx2: [int], xx3: [int]) -> str: global count x:int = 0 x2:int = 0 x3:int = 0 y:int = 1 y2:int = 1 y3:int = 1 def qux(y: int) -> object: nonlocal x if x > y: x = -1 def qux2(y: int, y2: int) -> object: nonlocal x nonlocal x2 if x > y: x = -1 def qux3(y: int, y2: int, y3: int) -> object: nonlocal x nonlocal x2 nonlocal x3 if x > y: x = -1 for x in xx: self.p = x == 2 qux(0) # Yay! ChocoPy count = count + 1 while x <= 0: if self.p: xx[0] = xx[1] self.p = not self.p x = x + 1 elif foo("Long"[0]) == 1: self.p = self is None return "Nope" def baz4(self:"bar5", xx: [int], xx2: [int], xx3: [int], $ID: [int]) -> str: global count x:int = 0 x2:int = 0 x3:int = 0 x4:int = 0 y:int = 1 y2:int = 1 y3:int = 1 y4:int = 1 def qux(y: int) -> object: nonlocal x if x > y: x = -1 def qux2(y: int, y2: int) -> object: nonlocal x nonlocal x2 if x > y: x = -1 def qux3(y: int, y2: int, y3: int) -> object: nonlocal x nonlocal x2 nonlocal x3 if x > y: x = -1 def qux4(y: int, y2: int, y3: int, y4: int) -> object: nonlocal x nonlocal x2 nonlocal x3 nonlocal x4 if x > y: x = -1 for x in xx: self.p = x == 2 qux(0) # Yay! ChocoPy count = count + 1 while x <= 0: if self.p: xx[0] = xx[1] self.p = not self.p x = x + 1 elif foo("Long"[0]) == 1: self.p = self is None return "Nope" def baz5(self:"bar5", xx: [int], xx2: [int], xx3: [int], xx4: [int], xx5: [int]) -> str: global count x:int = 0 x2:int = 0 x3:int = 0 x4:int = 0 x5:int = 0 y:int = 1 y2:int = 1 y3:int = 1 y4:int = 1 y5:int = 1 def qux(y: int) -> object: nonlocal x if x > y: x = -1 def qux2(y: int, y2: int) -> object: nonlocal x nonlocal x2 if x > y: x = -1 def qux3(y: int, y2: int, y3: int) -> object: nonlocal x nonlocal x2 nonlocal x3 if x > y: x = -1 def qux4(y: int, y2: int, y3: int, y4: int) -> object: nonlocal x nonlocal x2 nonlocal x3 nonlocal x4 if x > y: x = -1 def qux5(y: int, y2: int, y3: int, y4: int, y5: int) -> object: nonlocal x nonlocal x2 nonlocal x3 nonlocal x4 nonlocal x5 if x > y: x = -1 for x in xx: self.p = x == 2 qux(0) # Yay! ChocoPy count = count + 1 while x <= 0: if self.p: xx[0] = xx[1] self.p = not self.p x = x + 1 elif foo("Long"[0]) == 1: self.p = self is None return "Nope" print(bar().baz([1,2]))
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/cell_tracker/ui/__init__.py
dc2a1b5a7c9088460460ae84aa03e606323b8d1e
[]
no_license
glyg/cell-tracker
c2812b533afa13961e3182faa08a4f6b1681e4aa
33528c975caa2592ae6613ad085b9d7d3951690a
refs/heads/master
2020-06-26T08:46:55.760550
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# -*- coding: utf-8 -*- try : from .ipy_widgets import set_metadata from .ipy_widgets import set_parameters from .ipy_widgets import SettingsWidget from .qt_dialogs import get_cluster, get_multiple_clusters from .manual_tracking import ManualTracking, pick_border_cells from .sort_ellipses import EllipsisPicker except ImportError: print('UI elements could not be loaded, try installing IPython and PyQt4')
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/basicswap/protocols/atomic_swap_1.py
5f164102ae052746314419c1b6cf9688551ae7b2
[ "MIT" ]
permissive
cryptoguard/basicswap
d97ccc507bb4f0d5d6b517664dfb2b6e0218e57c
0890d643ffca1205179b92508746a267fc1393e8
refs/heads/master
2023-03-18T17:03:00.136171
2023-03-16T14:01:35
2023-03-16T14:01:35
203,665,859
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MIT
2020-12-18T21:11:38
2019-08-21T21:18:06
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# -*- coding: utf-8 -*- # Copyright (c) 2020-2022 tecnovert # Distributed under the MIT software license, see the accompanying # file LICENSE or http://www.opensource.org/licenses/mit-license.php. from basicswap.db import ( Concepts, ) from basicswap.util import ( SerialiseNum, ) from basicswap.script import ( OpCodes, ) from basicswap.basicswap_util import ( SwapTypes, EventLogTypes, ) from . import ProtocolInterface INITIATE_TX_TIMEOUT = 40 * 60 # TODO: make variable per coin ABS_LOCK_TIME_LEEWAY = 10 * 60 def buildContractScript(lock_val, secret_hash, pkh_redeem, pkh_refund, op_lock=OpCodes.OP_CHECKSEQUENCEVERIFY): script = bytearray([ OpCodes.OP_IF, OpCodes.OP_SIZE, 0x01, 0x20, # 32 OpCodes.OP_EQUALVERIFY, OpCodes.OP_SHA256, 0x20]) \ + secret_hash \ + bytearray([ OpCodes.OP_EQUALVERIFY, OpCodes.OP_DUP, OpCodes.OP_HASH160, 0x14]) \ + pkh_redeem \ + bytearray([OpCodes.OP_ELSE, ]) \ + SerialiseNum(lock_val) \ + bytearray([ op_lock, OpCodes.OP_DROP, OpCodes.OP_DUP, OpCodes.OP_HASH160, 0x14]) \ + pkh_refund \ + bytearray([ OpCodes.OP_ENDIF, OpCodes.OP_EQUALVERIFY, OpCodes.OP_CHECKSIG]) return script def extractScriptSecretHash(script): return script[7:39] def redeemITx(self, bid_id, session): bid, offer = self.getBidAndOffer(bid_id, session) ci_from = self.ci(offer.coin_from) txn = self.createRedeemTxn(ci_from.coin_type(), bid, for_txn_type='initiate') txid = ci_from.publishTx(bytes.fromhex(txn)) bid.initiate_tx.spend_txid = bytes.fromhex(txid) self.log.debug('Submitted initiate redeem txn %s to %s chain for bid %s', txid, ci_from.coin_name(), bid_id.hex()) self.logEvent(Concepts.BID, bid_id, EventLogTypes.ITX_REDEEM_PUBLISHED, '', session) class AtomicSwapInterface(ProtocolInterface): swap_type = SwapTypes.SELLER_FIRST def getFundedInitiateTxTemplate(self, ci, amount: int, sub_fee: bool) -> bytes: addr_to = self.getMockAddrTo(ci) funded_tx = ci.createRawFundedTransaction(addr_to, amount, sub_fee, lock_unspents=False) return bytes.fromhex(funded_tx) def promoteMockTx(self, ci, mock_tx: bytes, script: bytearray) -> bytearray: mock_txo_script = self.getMockScriptScriptPubkey(ci) real_txo_script = ci.get_p2wsh_script_pubkey(script) if ci._use_segwit else ci.get_p2sh_script_pubkey(script) found: int = 0 ctx = ci.loadTx(mock_tx) for txo in ctx.vout: if txo.scriptPubKey == mock_txo_script: txo.scriptPubKey = real_txo_script found += 1 if found < 1: raise ValueError('Mocked output not found') if found > 1: raise ValueError('Too many mocked outputs found') ctx.nLockTime = 0 funded_tx = ctx.serialize() return ci.signTxWithWallet(funded_tx)
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/footballleagues/migrations/0008_auto_20201114_1554.py
bf1e53af7a000e89a0b6c22c56b05fe5781d045d
[ "MIT" ]
permissive
RicardoSilveira23/TonicAppChallenge
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refs/heads/main
2023-01-15T20:26:05.503585
2020-11-16T13:45:01
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312,053,857
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# Generated by Django 3.1.3 on 2020-11-14 15:54 from django.db import migrations, models class Migration(migrations.Migration): dependencies = [ ("footballleagues", "0007_auto_20201114_1551"), ] operations = [ migrations.AddIndex( model_name="team", index=models.Index( fields=[ "name", "city", "coach", "championships_won", "number_of_players", ], name="team_idx", ), ), ]
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/color_map_test.py
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[]
no_license
dips4717/rico_autoencoder
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refs/heads/main
2023-06-06T06:11:58.356203
2021-06-23T11:11:50
2021-06-23T11:11:50
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#!/usr/bin/env python3 # -*- coding: utf-8 -*- """ Created on Tue Jan 7 10:28:33 2020 @author: dipu """ """ ================== Colormap reference ================== Reference for colormaps included with Matplotlib. This reference example shows all colormaps included with Matplotlib. Note that any colormap listed here can be reversed by appending "_r" (e.g., "pink_r"). These colormaps are divided into the following categories: Sequential: These colormaps are approximately monochromatic colormaps varying smoothly between two color tones---usually from low saturation (e.g. white) to high saturation (e.g. a bright blue). Sequential colormaps are ideal for representing most scientific data since they show a clear progression from low-to-high values. Diverging: These colormaps have a median value (usually light in color) and vary smoothly to two different color tones at high and low values. Diverging colormaps are ideal when your data has a median value that is significant (e.g. 0, such that positive and negative values are represented by different colors of the colormap). Qualitative: These colormaps vary rapidly in color. Qualitative colormaps are useful for choosing a set of discrete colors. For example:: color_list = plt.cm.Set3(np.linspace(0, 1, 12)) gives a list of RGB colors that are good for plotting a series of lines on a dark background. Miscellaneous: Colormaps that don't fit into the categories above. """ import numpy as np import matplotlib.pyplot as plt # Have colormaps separated into categories: # http://matplotlib.org/examples/color/colormaps_reference.html cmaps = [('Perceptually Uniform Sequential', [ 'viridis', 'plasma', 'inferno', 'magma']), ('Sequential', [ 'Greys', 'Purples', 'Blues', 'Greens', 'Oranges', 'Reds', 'YlOrBr', 'YlOrRd', 'OrRd', 'PuRd', 'RdPu', 'BuPu', 'GnBu', 'PuBu', 'YlGnBu', 'PuBuGn', 'BuGn', 'YlGn']), ('Sequential (2)', [ 'binary', 'gist_yarg', 'gist_gray', 'gray', 'bone', 'pink', 'spring', 'summer', 'autumn', 'winter', 'cool', 'Wistia', 'hot', 'afmhot', 'gist_heat', 'copper']), ('Diverging', [ 'PiYG', 'PRGn', 'BrBG', 'PuOr', 'RdGy', 'RdBu', 'RdYlBu', 'RdYlGn', 'Spectral', 'coolwarm', 'bwr', 'seismic']), ('Qualitative', [ 'Pastel1', 'Pastel2', 'Paired', 'Accent', 'Dark2', 'Set1', 'Set2', 'Set3', 'tab10', 'tab20', 'tab20b', 'tab20c']), ('Miscellaneous', [ 'flag', 'prism', 'ocean', 'gist_earth', 'terrain', 'gist_stern', 'gnuplot', 'gnuplot2', 'CMRmap', 'cubehelix', 'brg', 'hsv', 'gist_rainbow', 'rainbow', 'jet', 'nipy_spectral', 'gist_ncar'])] nrows = max(len(cmap_list) for cmap_category, cmap_list in cmaps) gradient = np.linspace(0, 1, 256) gradient = np.vstack((gradient, gradient)) def plot_color_gradients(cmap_category, cmap_list, nrows): fig, axes = plt.subplots(nrows=nrows) fig.subplots_adjust(top=0.95, bottom=0.01, left=0.2, right=0.99) axes[0].set_title(cmap_category + ' colormaps', fontsize=14) for ax, name in zip(axes, cmap_list): ax.imshow(gradient, aspect='auto', cmap=plt.get_cmap(name)) pos = list(ax.get_position().bounds) x_text = pos[0] - 0.01 y_text = pos[1] + pos[3]/2. fig.text(x_text, y_text, name, va='center', ha='right', fontsize=10) # Turn off *all* ticks & spines, not just the ones with colormaps. for ax in axes: ax.set_axis_off() for cmap_category, cmap_list in cmaps: plot_color_gradients(cmap_category, cmap_list, nrows) plt.show()
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/Monitor/dev06/dev06/settings.py
14efcaeafd92c47e1489fc18e873e8c411827a96
[]
no_license
bbhunter/CyberSecLabs
b0a7733121c60ca67b053cbe7d9064d43dd08ef3
72664f58ca10af82b515aa95b0388cf459bb19b6
refs/heads/master
2022-12-21T10:58:53.291238
2020-10-02T17:43:51
2020-10-02T17:43:51
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""" Django settings for dev06 project. Generated by 'django-admin startproject' using Django 2.2.9. For more information on this file, see https://docs.djangoproject.com/en/2.2/topics/settings/ For the full list of settings and their values, see https://docs.djangoproject.com/en/2.2/ref/settings/ """ import os # Build paths inside the project like this: os.path.join(BASE_DIR, ...) BASE_DIR = os.path.dirname(os.path.dirname(os.path.abspath(__file__))) # Quick-start development settings - unsuitable for production # See https://docs.djangoproject.com/en/2.2/howto/deployment/checklist/ # SECURITY WARNING: keep the secret key used in production secret! SECRET_KEY = 'zd74)gqbc=z(kb6j9$4(m7*6un69!^$*gp=9k20q3qsjd(8ymq' # SECURITY WARNING: don't run with debug turned on in production! DEBUG = True ALLOWED_HOSTS = [] # Application definition INSTALLED_APPS = [ 'app', 'django.contrib.admin', 'django.contrib.auth', 'django.contrib.contenttypes', 'django.contrib.sessions', 'django.contrib.messages', 'django.contrib.staticfiles', ] MIDDLEWARE = [ 'django.middleware.security.SecurityMiddleware', 'django.contrib.sessions.middleware.SessionMiddleware', 'django.middleware.common.CommonMiddleware', 'django.middleware.csrf.CsrfViewMiddleware', 'django.contrib.auth.middleware.AuthenticationMiddleware', 'django.contrib.messages.middleware.MessageMiddleware', 'django.middleware.clickjacking.XFrameOptionsMiddleware', ] ROOT_URLCONF = 'dev06.urls' TEMPLATES = [ { 'BACKEND': 'django.template.backends.django.DjangoTemplates', 'DIRS': [], 'APP_DIRS': True, 'OPTIONS': { 'context_processors': [ 'django.template.context_processors.debug', 'django.template.context_processors.request', 'django.contrib.auth.context_processors.auth', 'django.contrib.messages.context_processors.messages', ], }, }, ] WSGI_APPLICATION = 'dev06.wsgi.application' # Database # https://docs.djangoproject.com/en/2.2/ref/settings/#databases DATABASES = { 'default': { 'ENGINE': 'django.db.backends.sqlite3', 'NAME': os.path.join(BASE_DIR, 'db.sqlite3'), } } # Password validation # https://docs.djangoproject.com/en/2.2/ref/settings/#auth-password-validators AUTH_PASSWORD_VALIDATORS = [ { 'NAME': 'django.contrib.auth.password_validation.UserAttributeSimilarityValidator', }, { 'NAME': 'django.contrib.auth.password_validation.MinimumLengthValidator', }, { 'NAME': 'django.contrib.auth.password_validation.CommonPasswordValidator', }, { 'NAME': 'django.contrib.auth.password_validation.NumericPasswordValidator', }, ] # Internationalization # https://docs.djangoproject.com/en/2.2/topics/i18n/ LANGUAGE_CODE = 'en-us' TIME_ZONE = 'UTC' USE_I18N = True USE_L10N = True USE_TZ = True # Static files (CSS, JavaScript, Images) # https://docs.djangoproject.com/en/2.2/howto/static-files/ STATIC_URL = '/static/'
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/textcleanup.py
c864bb1b297efb48e2a88fd8179d3f544ad3ecc7
[]
no_license
stephengough/enigma
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6afe9e7383924cafcbf01ed301410512f4443b95
refs/heads/master
2021-01-23T13:53:05.277937
2015-06-13T23:45:29
2015-06-13T23:45:29
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class TextCleanup: def preprocess(self, msg): ret = '' for c in msg.upper(): if c >= 'A' and c <= 'Z': ret += c return ret
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Aasthaengg/IBMdataset
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367,112,348
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a,b,c = sorted(map(int,input().split())) print(max(a,b,c)-min(a,b,c))
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justincely/astroraf
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from fos import *
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Rxdxxn/Rezolvare-If-While-For
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m=eval(input("Dati numarul m:")) n=eval(input("Dati numarul n:")) puterea='' if n>m: for i in range (1,n+1): if(m**i==n): puterea='da' if puterea=='da': print(n,"este putere a lui ",m) else: print(n,"nu este putere a lui ",m) else: print("Eroare")
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/angrmanagement/data/object_container.py
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permissive
sraboy/angr-management
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from ..utils.namegen import NameGenerator class EventSentinel: def __init__(self): self.am_subscribers = [] def am_subscribe(self, listener): if listener is not None: self.am_subscribers.append(listener) def am_unsubscribe(self, listener): if listener is not None: self.am_subscribers.remove(listener) def am_event(self, **kwargs): for listener in self.am_subscribers: listener(**kwargs) class ObjectContainer(EventSentinel): def __init__(self, obj, name=None, notes=''): super(ObjectContainer, self).__init__() self._am_obj = None self.am_obj = obj self.am_name = name if name is not None else NameGenerator.random_name() self.am_notes = notes # cause events to propagate upward through nested objectcontainers @property def am_obj(self): return self._am_obj @am_obj.setter def am_obj(self, v): if type(self._am_obj) is ObjectContainer: self._am_obj.am_unsubscribe(self.__forwarder) if type(v) is ObjectContainer: v.am_subscribe(self.__forwarder) self._am_obj = v def am_none(self): return self._am_obj is None def __forwarder(self, **kwargs): kwargs['forwarded'] = True self.am_event(**kwargs) def __getattr__(self, item): if item.startswith('am_') or item.startswith('_am_'): return object.__getattribute__(self, item) return getattr(self._am_obj, item) def __setattr__(self, key, value): if key.startswith('am_') or key.startswith('_am_'): return object.__setattr__(self, key, value) setattr(self._am_obj, key, value) def __getitem__(self, item): return self._am_obj[item] def __setitem__(self, key, value): self._am_obj[key] = value def __dir__(self): return dir(self._am_obj) + list(self.__dict__) + list(EventSentinel.__dict__) + ['am_obj', 'am_full'] def __iter__(self): return iter(self._am_obj) def __len__(self): return len(self._am_obj) def __eq__(self, other): return self is other or self._am_obj == other def __ne__(self, other): return not (self == other) def __repr__(self): return '(container %s)%s' % (self.am_name, repr(self._am_obj))
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[]
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Guilherme2020/ADS
f41324f48e6e2bc6ddd7e4310328e09f79b8a7a9
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refs/heads/master
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2016-06-05T03:51:00
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#Leia uma velocidade em km/h, #calcule e escreva esta velocidade em m/s. (Vm/s = Vkm/h / 3.6) velocidade_kmh = float(input("Insira a velocidade em km/h")) velocidade_metros_segundo = velocidade_kmh/3.6 print(" %.2fKm/h equivale a %.2f m/s "%(velocidade_kmh,velocidade_metros_segundo))
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samfeder/banter-deepspeech
d2856d08c906ef9627b426c8b20bc09be831d08c
7ab8f51772c69e41a676e51fcea1124783bc8dda
refs/heads/master
2022-12-08T12:49:31.676710
2020-03-28T18:23:25
2020-03-28T18:23:25
250,857,781
1
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2022-12-08T03:54:56
2020-03-28T17:46:32
Python
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Python
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#!/Users/samfeder/Development/banter/banter-deepspeech/venv/bin/python3 # -*- coding: utf-8 -*- import re import sys from pip._internal.cli.main import main if __name__ == '__main__': sys.argv[0] = re.sub(r'(-script\.pyw?|\.exe)?$', '', sys.argv[0]) sys.exit(main())
fb4130f05a417263abf2c2d20790c2ac2f668e41
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/python_tutorial/python_tutorial/settings.py
662cf383ff151240f17d07a19be4e955e7b54866
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SaiSwaroopPadala99/Test-
61ef04a39c4ce3c4301a49074c4bfac14a18492b
141d7e7300b7e6624a0615a1499625e9ff0985bd
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2020-12-07T19:53:04.670818
2020-01-09T11:01:29
2020-01-09T11:01:29
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""" Django settings for python_tutorial project. Generated by 'django-admin startproject' using Django 2.2.6. For more information on this file, see https://docs.djangoproject.com/en/2.2/topics/settings/ For the full list of settings and their values, see https://docs.djangoproject.com/en/2.2/ref/settings/ """ import os # Build paths inside the project like this: os.path.join(BASE_DIR, ...) BASE_DIR = os.path.dirname(os.path.dirname(os.path.abspath(__file__))) # Quick-start development settings - unsuitable for production # See https://docs.djangoproject.com/en/2.2/howto/deployment/checklist/ # SECURITY WARNING: keep the secret key used in production secret! SECRET_KEY = 'bvb$ewln340l8&pj86lbhba*)inj9iaq+y=430sd2&a-%kdyjt' # SECURITY WARNING: don't run with debug turned on in production! DEBUG = True ALLOWED_HOSTS = [] # Application definition INSTALLED_APPS = [ 'django.contrib.admin', 'django.contrib.auth', 'django.contrib.contenttypes', 'django.contrib.sessions', 'django.contrib.messages', 'django.contrib.staticfiles', 'tutorial', ] MIDDLEWARE = [ 'django.middleware.security.SecurityMiddleware', 'django.contrib.sessions.middleware.SessionMiddleware', 'django.middleware.common.CommonMiddleware', 'django.middleware.csrf.CsrfViewMiddleware', 'django.contrib.auth.middleware.AuthenticationMiddleware', 'django.contrib.messages.middleware.MessageMiddleware', 'django.middleware.clickjacking.XFrameOptionsMiddleware', ] ROOT_URLCONF = 'python_tutorial.urls' TEMPLATES = [ { 'BACKEND': 'django.template.backends.django.DjangoTemplates', 'DIRS': [], 'APP_DIRS': True, 'OPTIONS': { 'context_processors': [ 'django.template.context_processors.debug', 'django.template.context_processors.request', 'django.contrib.auth.context_processors.auth', 'django.contrib.messages.context_processors.messages', ], }, }, ] WSGI_APPLICATION = 'python_tutorial.wsgi.application' # Database # https://docs.djangoproject.com/en/2.2/ref/settings/#databases DATABASES = { 'default': { 'ENGINE': 'django.db.backends.sqlite3', 'NAME': os.path.join(BASE_DIR, 'db.sqlite3'), } } # Password validation # https://docs.djangoproject.com/en/2.2/ref/settings/#auth-password-validators AUTH_PASSWORD_VALIDATORS = [ { 'NAME': 'django.contrib.auth.password_validation.UserAttributeSimilarityValidator', }, { 'NAME': 'django.contrib.auth.password_validation.MinimumLengthValidator', }, { 'NAME': 'django.contrib.auth.password_validation.CommonPasswordValidator', }, { 'NAME': 'django.contrib.auth.password_validation.NumericPasswordValidator', }, ] # Internationalization # https://docs.djangoproject.com/en/2.2/topics/i18n/ LANGUAGE_CODE = 'en-us' TIME_ZONE = 'UTC' USE_I18N = True USE_L10N = True USE_TZ = True # Static files (CSS, JavaScript, Images) # https://docs.djangoproject.com/en/2.2/howto/static-files/ STATIC_URL = '/static/'
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barmvicente/Study
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\x00\x7b\x51\x67\ \x00\x78\ \x00\x2e\x00\x6a\x00\x70\x00\x67\ " qt_resource_struct = b"\ \x00\x00\x00\x00\x00\x02\x00\x00\x00\x02\x00\x00\x00\x01\ \x00\x00\x00\x00\x00\x02\x00\x00\x00\x02\x00\x00\x00\x04\ \x00\x00\x00\x0e\x00\x02\x00\x00\x00\x01\x00\x00\x00\x03\ \x00\x00\x00\x1c\x00\x00\x00\x00\x00\x01\x00\x00\x00\x00\ \x00\x00\x00\x34\x00\x00\x00\x00\x00\x01\x00\x00\x7a\x24\ \x00\x00\x00\x44\x00\x00\x00\x00\x00\x01\x00\x01\x2f\x5e\ " def qInitResources(): QtCore.qRegisterResourceData(0x01, qt_resource_struct, qt_resource_name, qt_resource_data) def qCleanupResources(): QtCore.qUnregisterResourceData(0x01, qt_resource_struct, qt_resource_name, qt_resource_data) qInitResources()
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/src/__init__.py
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polytopeSVM/XNODE-WAN-PDE-solver
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refs/heads/main
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from src.dataset import * from src.loss import * from src.model import * from src.training import *
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/source/res/scripts/client/gui/Scaleform/locale/BOOTCAMP.py
4e66b561503dd6a2e8f4fe0c3d1b2e0274984d50
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no_license
chipsi007/WorldOfTanks-Decompiled
d208678a6f2f094b02281d09ecc30f3e32725ce9
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19,664
py
# Python bytecode 2.7 (decompiled from Python 2.7) # Embedded file name: scripts/client/gui/Scaleform/locale/BOOTCAMP.py from debug_utils import LOG_WARNING class BOOTCAMP(object): WELLCOME_BOOTCAMP = '#bootcamp:wellcome/bootcamp' WELLCOME_BOOTCAMP_DESCRIPTION = '#bootcamp:wellcome/bootcamp/description' REQUEST_BOOTCAMP_RETURN = '#bootcamp:request/bootcamp/return' REQUEST_BOOTCAMP_START = '#bootcamp:request/bootcamp/start' REQUEST_BOOTCAMP_FINISH = '#bootcamp:request/bootcamp/finish' BTN_SELECT = '#bootcamp:btn/select' BTN_CONTINUE = '#bootcamp:btn/continue' BTN_CONTINUE_PREBATTLE = '#bootcamp:btn/continue/prebattle' GAME_MODE = '#bootcamp:game/mode' BTN_TUTORIAL_START = '#bootcamp:btn/tutorial/start' BTN_TUTORIAL_SKIP = '#bootcamp:btn/tutorial/skip' PROMO_VEHICLEBUYVIEW = '#bootcamp:promo/vehicleBuyView' AWARD_OPTIONS = '#bootcamp:award/options' AWARD_OPTIONS_TITLE = '#bootcamp:award/options/title' AWARD_OPTIONS_NATION_US = '#bootcamp:award/options/nation/us' AWARD_OPTIONS_NATION_GE = '#bootcamp:award/options/nation/ge' AWARD_OPTIONS_NATION_USSR = '#bootcamp:award/options/nation/ussr' AWARD_OPTIONS_NAME_US = '#bootcamp:award/options/name/us' AWARD_OPTIONS_DESCRIPTION_US = '#bootcamp:award/options/description/us' AWARD_OPTIONS_NAME_GE = '#bootcamp:award/options/name/ge' AWARD_OPTIONS_DESCRIPTION_GE = '#bootcamp:award/options/description/ge' AWARD_OPTIONS_NAME_USSR = '#bootcamp:award/options/name/ussr' AWARD_OPTIONS_DESCRIPTION_USSR = '#bootcamp:award/options/description/ussr' HINT_CAMERA_CONTROLS = '#bootcamp:hint/camera/controls' HINT_MOVE = '#bootcamp:hint/move' HINT_MOVE_TURRET = '#bootcamp:hint/move/turret' HINT_SHOOT = '#bootcamp:hint/shoot' HINT_SNIPER = '#bootcamp:hint/sniper' HINT_ADVANCED_SNIPER_MAIN = '#bootcamp:hint/advanced/sniper/main' HINT_ADVANCED_SNIPER_BEFORE = '#bootcamp:hint/advanced/sniper/before' HINT_MESSAGE_AVOID = '#bootcamp:hint/message/avoid' HINT_REPAIR_TRACK = '#bootcamp:hint/repair/track' HINT_USE_EXTINGUISHER = '#bootcamp:hint/use/extinguisher' HINT_HEAL_CREW = '#bootcamp:hint/heal/crew' HINT_SNIPER_ON_DISTANCE_MAIN = '#bootcamp:hint/sniper/on/distance/main' HINT_SNIPER_ON_DISTANCE_EXIT = '#bootcamp:hint/sniper/on/distance/exit' HINT_NO_MOVE = '#bootcamp:hint/no/move' HINT_ALLY_SHOOT = '#bootcamp:hint/ally/shoot' HINT_TARGET_UNLOCK = '#bootcamp:hint/target/unlock' HINT_USELESS_CONSUMABLES = '#bootcamp:hint/useless/consumables' HINT_WAIT_RELOAD = '#bootcamp:hint/wait/reload' HINT_EXIT_GAME_AREA = '#bootcamp:hint/exit/game/area' HINT_SHOOT_WHILE_MOVING = '#bootcamp:hint/shoot/while/moving' HINT_SECONDARY_SNIPER = '#bootcamp:hint/secondary/sniper' HINT_LOW_HP = '#bootcamp:hint/low/hp' HINT_MISSION3_PLAYERDETECTED = '#bootcamp:hint/mission3/playerdetected' HINT_MISSION3_FALLBACK = '#bootcamp:hint/mission3/fallback' HINT_MISSION3_FLANKENEMIES = '#bootcamp:hint/mission3/flankenemies' HINT_MISSION3_FOLIAGEINTROA = '#bootcamp:hint/mission3/foliageintroa' HINT_MISSION3_FOLIAGEINTROB = '#bootcamp:hint/mission3/foliageintrob' HINT_MISSION3_FLANKINGFAILS = '#bootcamp:hint/mission3/flankingfails' HINT_MISSION3_FLANKINGFAILS2 = '#bootcamp:hint/mission3/flankingfails2' HINT_MISSION3_FLANKINGWAIT = '#bootcamp:hint/mission3/flankingwait' HINT_MISSION3_CAPTUREBASE = '#bootcamp:hint/mission3/capturebase' HINT_MISSION3_CAPTURELOST = '#bootcamp:hint/mission3/capturelost' HINT_MISSION3_CAPTURETOGETHER = '#bootcamp:hint/mission3/capturetogether' HINT_MISSION3_CAPTUREHELP = '#bootcamp:hint/mission3/capturehelp' HINT_MISSION3_CAPTUREINPROGRESS = '#bootcamp:hint/mission3/captureinprogress' QUEST_TITLE = '#bootcamp:quest/title' QUEST_NAME = '#bootcamp:quest/name' QUEST_CONDITION = '#bootcamp:quest/condition' QUEST_GAMEMODE = '#bootcamp:quest/gamemode' LOADING_TIP_WASD_HEADER_1 = '#bootcamp:loading/tip/wasd/header/1' LOADING_TIP_WASD_HEADER_2 = '#bootcamp:loading/tip/wasd/header/2' LOADING_TIP_WASD_HEADER_3 = '#bootcamp:loading/tip/wasd/header/3' LOADING_TIP_SNIPER_HEADER_1 = '#bootcamp:loading/tip/sniper/header/1' LOADING_TIP_SNIPER_HEADER_2 = '#bootcamp:loading/tip/sniper/header/2' LOADING_TIP_SNIPER_DESCRIPTION_1 = '#bootcamp:loading/tip/sniper/description/1' LOADING_TIP_SNIPER_DESCRIPTION_2 = '#bootcamp:loading/tip/sniper/description/2' LOADING_TIP_PENETRATION_HEADER_1 = '#bootcamp:loading/tip/penetration/header/1' LOADING_TIP_PENETRATION_HEADER_2 = '#bootcamp:loading/tip/penetration/header/2' LOADING_TIP_PENETRATION_DESCRIPTION_1 = '#bootcamp:loading/tip/penetration/description/1' LOADING_TIP_PENETRATION_DESCRIPTION_2 = '#bootcamp:loading/tip/penetration/description/2' LOADING_TIP_VISIBILITY_HEADER_1 = '#bootcamp:loading/tip/visibility/header/1' LOADING_TIP_VISIBILITY_HEADER_2 = '#bootcamp:loading/tip/visibility/header/2' LOADING_TIP_VISIBILITY_DESCRIPTION_1 = '#bootcamp:loading/tip/visibility/description/1' LOADING_TIP_VISIBILITY_DESCRIPTION_2 = '#bootcamp:loading/tip/visibility/description/2' LOADING_TIP_VISIBILITY_DESCRIPTION_3 = '#bootcamp:loading/tip/visibility/description/3' LOADING_TIP_VISIBILITY_DESCRIPTION_4 = '#bootcamp:loading/tip/visibility/description/4' LOADING_TIP_EQUIPMENT_HEADER_1 = '#bootcamp:loading/tip/equipment/header/1' LOADING_TIP_EQUIPMENT_HEADER_2 = '#bootcamp:loading/tip/equipment/header/2' LOADING_TIP_EQUIPMENT_HEADER_3 = '#bootcamp:loading/tip/equipment/header/3' LOADING_TIP_EQUIPMENT_DESCRIPTION_1 = '#bootcamp:loading/tip/equipment/description/1' LOADING_TIP_EQUIPMENT_DESCRIPTION_2 = '#bootcamp:loading/tip/equipment/description/2' LOADING_TIP_EQUIPMENT_DESCRIPTION_3 = '#bootcamp:loading/tip/equipment/description/3' LOADING_TIP_VICTORY_HEADER_1 = '#bootcamp:loading/tip/victory/header/1' LOADING_TIP_VICTORY_HEADER_2 = '#bootcamp:loading/tip/victory/header/2' LOADING_TIP_VICTORY_DESCRIPTION_1 = '#bootcamp:loading/tip/victory/description/1' LOADING_TIP_VICTORY_DESCRIPTION_2 = '#bootcamp:loading/tip/victory/description/2' LOADING_TIP_CROSSHAIR_HEADER_1 = '#bootcamp:loading/tip/crosshair/header/1' LOADING_TIP_CROSSHAIR_HEADER_2 = '#bootcamp:loading/tip/crosshair/header/2' LOADING_TIP_MODULES_HEADER_1 = '#bootcamp:loading/tip/modules/header/1' LOADING_TIP_MODULES_HEADER_2 = '#bootcamp:loading/tip/modules/header/2' LOADING_TIP_MODULES_HEADER_3 = '#bootcamp:loading/tip/modules/header/3' LOADING_TIP_MODULES_DESCRIPTION_2 = '#bootcamp:loading/tip/modules/description/2' LOADING_TIP_MODULES_DESCRIPTION_3 = '#bootcamp:loading/tip/modules/description/3' PREBATTLE_HINT_SCORE = '#bootcamp:prebattle/hint/score' PREBATTLE_HINT_HP = '#bootcamp:prebattle/hint/hp' PREBATTLE_HINT_MODULES = '#bootcamp:prebattle/hint/modules' PREBATTLE_HINT_CREW = '#bootcamp:prebattle/hint/crew' PREBATTLE_HINT_MINIMAP = '#bootcamp:prebattle/hint/minimap' PREBATTLE_HINT_CONSUMABLES = '#bootcamp:prebattle/hint/consumables' PREBATTLE_HINT_PENETRATION_CHANCE = '#bootcamp:prebattle/hint/penetration/chance' PREBATTLE_HINT_PENETRATION_HIGH = '#bootcamp:prebattle/hint/penetration/high' PREBATTLE_HINT_PENETRATION_LOW = '#bootcamp:prebattle/hint/penetration/low' MESSAGE_VEHICLE_AWARDED_LABEL = '#bootcamp:message/vehicle/awarded/label' MESSAGE_VEHICLE_AWARDED_TEXT = '#bootcamp:message/vehicle/awarded/text' MESSAGE_EXTRA_AWARD_OPTIONS = '#bootcamp:message/extra/award/options' MESSAGE_CREDITS_LABEL = '#bootcamp:message/credits/label' MESSAGE_CREDITS_TEXT = '#bootcamp:message/credits/text' MESSAGE_EXPERIENCE_LABEL = '#bootcamp:message/experience/label' MESSAGE_EXPERIENCE_TEXT = '#bootcamp:message/experience/text' MESSAGE_UNLOCK_MODULE_LABEL = '#bootcamp:message/unlock/module/label' MESSAGE_UNLOCK_MODULE_TEXT = '#bootcamp:message/unlock/module/text' MESSAGE_NEW_MODULE_LABEL = '#bootcamp:message/new/module/label' MESSAGE_NEW_MODULE_TEXT = '#bootcamp:message/new/module/text' MESSAGE_UNLOCK_VEHICLE_LABEL = '#bootcamp:message/unlock/vehicle/label' MESSAGE_UNLOCK_VEHICLE_TEXT = '#bootcamp:message/unlock/vehicle/text' MESSAGE_SECOND_VEHICLE_TEXT_NATION_0 = '#bootcamp:message/second/vehicle/text/nation/0' MESSAGE_SECOND_VEHICLE_TEXT_NATION_1 = '#bootcamp:message/second/vehicle/text/nation/1' MESSAGE_SECOND_VEHICLE_TEXT_NATION_2 = '#bootcamp:message/second/vehicle/text/nation/2' MESSAGE_SKILLS_AND_PERKS_LABEL = '#bootcamp:message/skills/and/perks/label' MESSAGE_SKILLS_AND_PERKS_TEXT = '#bootcamp:message/skills/and/perks/text' MESSAGE_SIX_SENSE_PERK_LABEL = '#bootcamp:message/six/sense/perk/label' MESSAGE_SIX_SENSE_PERK_TEXT = '#bootcamp:message/six/sense/perk/text' MESSAGE_CONSUMABLES_LABEL = '#bootcamp:message/consumables/label' MESSAGE_CONSUMABLES_TEXT = '#bootcamp:message/consumables/text' MESSAGE_REPAIR_KIT_LABEL = '#bootcamp:message/repair/kit/label' MESSAGE_FIRST_AID_KIT_LABEL = '#bootcamp:message/first/aid/kit/label' MESSAGE_FIRE_EXTINGUISHER_LABEL = '#bootcamp:message/fire/extinguisher/label' MESSAGE_EQUIPMENT_LABEL = '#bootcamp:message/equipment/label' MESSAGE_EQUIPMENT_TEXT = '#bootcamp:message/equipment/text' MESSAGE_BONUS_EQUIPMENT_LABEL = '#bootcamp:message/bonus/equipment/label' MESSAGE_BONUS_EQUIPMENT_TEXT = '#bootcamp:message/bonus/equipment/text' MESSAGE_GOLD_LABEL = '#bootcamp:message/gold/label' MESSAGE_GOLD_TEXT = '#bootcamp:message/gold/text' MESSAGE_PREMIUM_LABEL = '#bootcamp:message/premium/label' MESSAGE_PREMIUM_TEXT = '#bootcamp:message/premium/text' MESSAGE_BONUS_PREMIUM_DAYS = '#bootcamp:message/bonus/premium/days' MESSAGE_BONUS_PREMIUM_HOURS = '#bootcamp:message/bonus/premium/hours' MESSAGE_MISSION_ACCOMPLISHED_LABEL = '#bootcamp:message/mission/accomplished/label' MESSAGE_MISSION_ACCOMPLISHED_TEXT = '#bootcamp:message/mission/accomplished/text' MESSAGE_BOOTCAMP_GRADUATE_LABEL = '#bootcamp:message/bootcamp/graduate/label' MESSAGE_BOOTCAMP_GRADUATE_TEXT = '#bootcamp:message/bootcamp/graduate/text' RESULTLABEL_WIN = '#bootcamp:resultlabel/win' RESULTLABEL_LOSE = '#bootcamp:resultlabel/lose' RESULTLABEL_TIE = '#bootcamp:resultlabel/tie' RESULTLABEL_TECHWIN = '#bootcamp:resultlabel/techwin' RESULTLABEL_ENDED = '#bootcamp:resultlabel/ended' WITH_PREMIUM = '#bootcamp:with/premium' BATTLE_RESULT_DESTROYED = '#bootcamp:battle/result/destroyed' BATTLE_RESULT_DAMAGE = '#bootcamp:battle/result/damage' BATTLE_RESULT_BLOCKED = '#bootcamp:battle/result/blocked' BATTLE_RESULT_DETECTED = '#bootcamp:battle/result/detected' BATTLE_RESULT_ASSISTED = '#bootcamp:battle/result/assisted' BATTLE_RESULT_DESCRIPTION_DESTROYED = '#bootcamp:battle/result/description/destroyed' BATTLE_RESULT_DESCRIPTION_DAMAGE = '#bootcamp:battle/result/description/damage' BATTLE_RESULT_DESCRIPTION_BLOCKED = '#bootcamp:battle/result/description/blocked' BATTLE_RESULT_DESCRIPTION_DETECTED = '#bootcamp:battle/result/description/detected' BATTLE_RESULT_DESCRIPTION_ASSISTED = '#bootcamp:battle/result/description/assisted' RESULT_AWARD_CADET_LABEL = '#bootcamp:result/award/cadet/label' RESULT_AWARD_CADET_TEXT = '#bootcamp:result/award/cadet/text' RESULT_AWARD_TANK_LABEL = '#bootcamp:result/award/tank/label' RESULT_AWARD_TANK_TEXT = '#bootcamp:result/award/tank/text' RESULT_AWARD_SNIPER_LABEL = '#bootcamp:result/award/sniper/label' RESULT_AWARD_SNIPER_TEXT = '#bootcamp:result/award/sniper/text' RESULT_AWARD_INVADER_LABEL = '#bootcamp:result/award/invader/label' RESULT_AWARD_INVADER_TEXT = '#bootcamp:result/award/invader/text' RESULT_AWARD_CREW_LABEL = '#bootcamp:result/award/crew/label' RESULT_AWARD_CREW_TEXT = '#bootcamp:result/award/crew/text' RESULT_AWARD_DUEL_LABEL = '#bootcamp:result/award/duel/label' RESULT_AWARD_DUEL_TEXT = '#bootcamp:result/award/duel/text' RESULT_AWARD_SHOOT_LABEL = '#bootcamp:result/award/shoot/label' RESULT_AWARD_SHOOT_TEXT = '#bootcamp:result/award/shoot/text' RESULT_AWARD_PREMIUM_LABEL = '#bootcamp:result/award/premium/label' RESULT_AWARD_PREMIUM_TEXT = '#bootcamp:result/award/premium/text' RESULT_AWARD_GOLD_LABEL = '#bootcamp:result/award/gold/label' RESULT_AWARD_GOLD_TEXT = '#bootcamp:result/award/gold/text' RESULT_AWARD_MISSION_LABEL = '#bootcamp:result/award/mission/label' RESULT_AWARD_MISSION_TEXT = '#bootcamp:result/award/mission/text' RESULT_AWARD_REPAIRKIT_LABEL = '#bootcamp:result/award/repairkit/label' RESULT_AWARD_REPAIRKIT_TEXT = '#bootcamp:result/award/repairkit/text' RESULT_AWARD_MEDICALKIT_LABEL = '#bootcamp:result/award/medicalkit/label' RESULT_AWARD_MEDICALKIT_TEXT = '#bootcamp:result/award/medicalkit/text' RESULT_AWARD_EXTINGUISHER_LABEL = '#bootcamp:result/award/extinguisher/label' RESULT_AWARD_EXTINGUISHER_TEXT = '#bootcamp:result/award/extinguisher/text' RESULT_AWARD_TOOLBOX_LABEL = '#bootcamp:result/award/toolbox/label' RESULT_AWARD_TOOLBOX_TEXT = '#bootcamp:result/award/toolbox/text' MESSAGE_INTRO_LESSON_II_LABEL = '#bootcamp:message/intro/lesson/ii/label' MESSAGE_INTRO_LESSON_III_LABEL = '#bootcamp:message/intro/lesson/iii/label' MESSAGE_INTRO_LESSON_III_CREW_LABEL = '#bootcamp:message/intro/lesson/iii/crew/label' MESSAGE_INTRO_LESSON_IV_LABEL = '#bootcamp:message/intro/lesson/iv/label' MESSAGE_INTRO_LESSON_V_LABEL = '#bootcamp:message/intro/lesson/v/label' INVITATION_NOTE_SQUAD = '#bootcamp:invitation/note/squad' INVITATION_NOTE_EVENT = '#bootcamp:invitation/note/event' INVITATION_NOTE_FALLOUT = '#bootcamp:invitation/note/fallout' INVITATION_NOTE_TRAINING = '#bootcamp:invitation/note/training' INVITATION_NOTE_COMPANY = '#bootcamp:invitation/note/company' INVITATION_NOTE_TOURNAMENT = '#bootcamp:invitation/note/tournament' INVITATION_NOTE_CLAN = '#bootcamp:invitation/note/clan' INVITATION_NOTE_UNIT = '#bootcamp:invitation/note/unit' INVITATION_NOTE_SORTIE = '#bootcamp:invitation/note/sortie' INVITATION_NOTE_FORT_BATTLE = '#bootcamp:invitation/note/fort/battle' INVITATION_NOTE_CLUBS = '#bootcamp:invitation/note/clubs' INVITATION_NOTE_EXTERNAL = '#bootcamp:invitation/note/external' QUEUE_TITLE = '#bootcamp:queue/title' QUEUE_QUEUE_TOO_LONG = '#bootcamp:queue/queue/too/long' QUEUE_UNITS = '#bootcamp:queue/units' QUEUE_MESSAGE = '#bootcamp:queue/message' QUEUE_MORE_N_MINUTES = '#bootcamp:queue/more/n/minutes' QUEUE_PLAYER_WAITING_TIME = '#bootcamp:queue/player-waiting-time' QUEUE_SKIP_TUTORIAL = '#bootcamp:queue/skip/tutorial' QUEUE_CANCEL_QUEUE = '#bootcamp:queue/cancel/queue' TRANSITION_TITLE = '#bootcamp:transition/title' BILL_TENSON = '#bootcamp:Bill Tenson' BENEDIKT_DRESDNER = '#bootcamp:Benedikt Dresdner' HEIKO_RIHTER = '#bootcamp:Heiko Rihter' JOHN_ALBERT = '#bootcamp:John Albert' DENIS_GORDIENKO = '#bootcamp:Denis Gordienko' HASSO_MIRATO = '#bootcamp:Hasso Mirato' RALF_HOFER = '#bootcamp:Ralf Hofer' GERHARD_BRAUN = '#bootcamp:Gerhard Braun' SAMUEL_BRONN = '#bootcamp:Samuel Bronn' VALERIY_GAYDUCHENKO = '#bootcamp:Valeriy Gayduchenko' MARK_LITENGEN = '#bootcamp:Mark Litengen' ETIEN_ASIEOS = '#bootcamp:Etien Asieos' ALEKSANDR_ANTONUK = '#bootcamp:Aleksandr Antonuk' PETR_SERGEEV = '#bootcamp:Petr Sergeev' PASCAL_RAYMOND = '#bootcamp:Pascal Raymond' ALEKSEY_EGOROV = '#bootcamp:Aleksey Egorov' OLIVER_GREENE = '#bootcamp:Oliver Greene' JOHN_KING = '#bootcamp:John King' MIRON_NEBALUIEV = '#bootcamp:Miron Nebaluiev' FRIDRIH_SIMANN = '#bootcamp:Fridrih Simann' MATT_UNDERLAY = '#bootcamp:Matt Underlay' JAMES_BROUNGE = '#bootcamp:James Brounge' ODA_NISURA = '#bootcamp:Oda Nisura' GAVRIL_STOLBOV = '#bootcamp:Gavril Stolbov' FABIAN_HAUPT = '#bootcamp:Fabian Haupt' FRANK_DIMMELTON = '#bootcamp:Frank Dimmelton' JOHN_DICKER = '#bootcamp:John Dicker' KONRAD_CERSTVY = '#bootcamp:Konrad Cerstvy' RICHARD_BOGELBER = '#bootcamp:Richard Bogelber' KEIKO_SIMURA = '#bootcamp:Keiko Simura' SHENG_EN = '#bootcamp:Sheng En' SIEGWARD_EBER = '#bootcamp:Siegward Eber' KARL_HIMMELSBERG = '#bootcamp:Karl Himmelsberg' LEV_SHAPIRO = '#bootcamp:Lev Shapiro' PAUL_BOUTIN = '#bootcamp:Paul Boutin' TEODOR_SIMMERSBEE = '#bootcamp:Teodor Simmersbee' CLAUD_GAULT = '#bootcamp:Claud Gault' YU_DAN = '#bootcamp:Yu Dan' ISIDZUKURI_SOMA = '#bootcamp:Isidzukuri Soma' MITROFAN_MORDA = '#bootcamp:Mitrofan Morda' YAKO_SIMAMURA = '#bootcamp:Yako Simamura' LIN_SHIN = '#bootcamp:Lin Shin' RADOSH_ZRVECKA = '#bootcamp:Radosh Zrvecka' OTTO_VON_VALEN = '#bootcamp:Otto Von Valen' VITALII_ROMANOV = '#bootcamp:Vitalii Romanov' GUNTHER_FRANKE = '#bootcamp:Gunther Franke' ALEKSANDR_FESICH = '#bootcamp:Aleksandr Fesich' VENIAMIN_RAGOZIN = '#bootcamp:Veniamin Ragozin' PAUL_KELLER = '#bootcamp:Paul Keller' JING_JIE = '#bootcamp:Jing Jie' JOHN_LAMB = '#bootcamp:John Lamb' CORY_PRESTON = '#bootcamp:Cory Preston' KARL_ERIK_OLOFSSON = '#bootcamp:Karl-Erik Olofsson' ROBERT_BEASLEY = '#bootcamp:Robert Beasley' JOHN_PAYNE = '#bootcamp:John Payne' ELIAS_FREDRIKSSON = '#bootcamp:Elias Fredriksson' JEAN_CHRISTOPHE_MOREL = '#bootcamp:Jean-Christophe Morel' THOMAS_MERRITT = '#bootcamp:Thomas Merritt' FEDOR_BELKIN = '#bootcamp:Fedor Belkin' VLADIMIR_KAIDUN = '#bootcamp:Vladimir Kaidun' PAUL_DAVIS = '#bootcamp:Paul Davis' CORNELIUS_HOLST = '#bootcamp:Cornelius Holst' AKENO_KIDO = '#bootcamp:Akeno Kido' ANDRII_KOZYRA = '#bootcamp:Andrii Kozyra' LEE_LIANG = '#bootcamp:Lee Liang' NICHOLAS_WILKINSON = '#bootcamp:Nicholas Wilkinson' IGOR_GONCHARENKO = '#bootcamp:Igor Goncharenko' ALEKSANDR_USTINOV = '#bootcamp:Aleksandr Ustinov' YURIY_KRILO = '#bootcamp:Yuriy Krilo' FUDO_SUGIMOTO = '#bootcamp:Fudo Sugimoto' ALEKSEY_KLUCHIKOV = '#bootcamp:Aleksey Kluchikov' CHARLES_BAKER = '#bootcamp:Charles Baker' LUDVIK_BENES = '#bootcamp:Ludvik Benes' JURGEN_WOLF = '#bootcamp:Jurgen Wolf' JOSEPH_ONEAL = '#bootcamp:Joseph ONeal' BATTLE_RESULT_ENUM = (BATTLE_RESULT_DESTROYED, BATTLE_RESULT_DAMAGE, BATTLE_RESULT_BLOCKED, BATTLE_RESULT_DETECTED, BATTLE_RESULT_ASSISTED, BATTLE_RESULT_DESCRIPTION_DESTROYED, BATTLE_RESULT_DESCRIPTION_DAMAGE, BATTLE_RESULT_DESCRIPTION_BLOCKED, BATTLE_RESULT_DESCRIPTION_DETECTED, BATTLE_RESULT_DESCRIPTION_ASSISTED) BATTLE_RESULT_DESCRIPTION_ENUM = (BATTLE_RESULT_DESCRIPTION_DESTROYED, BATTLE_RESULT_DESCRIPTION_DAMAGE, BATTLE_RESULT_DESCRIPTION_BLOCKED, BATTLE_RESULT_DESCRIPTION_DETECTED, BATTLE_RESULT_DESCRIPTION_ASSISTED) @classmethod def battle_result(cls, key0): outcome = '#bootcamp:battle/result/{}'.format(key0) if outcome not in cls.BATTLE_RESULT_ENUM: LOG_WARNING('Localization key "{}" not found'.format(outcome)) return None else: return outcome @classmethod def battle_result_description(cls, key0): outcome = '#bootcamp:battle/result/description/{}'.format(key0) if outcome not in cls.BATTLE_RESULT_DESCRIPTION_ENUM: LOG_WARNING('Localization key "{}" not found'.format(outcome)) return None else: return outcome
0a8aac0ef720cad72a6d407a4e8438d1a60ba7db
5ad3ec206586985161547cf606a10e32d38b9a80
/telegramwrapper.py
d04b8241c931f7f4e7963245bcc70df8fb738568
[ "MIT" ]
permissive
lorenzobenvenuti/cashbot
85c179731074f9bfe45968e27ffd70dae5da58fd
0a5d6187141af798fec1d7dfd14b6aa99572438c
refs/heads/master
2020-06-11T03:41:47.690384
2017-10-06T14:19:55
2017-10-06T14:19:55
76,013,039
1
0
null
null
null
null
UTF-8
Python
false
false
2,891
py
from telegram.ext import Updater, CommandHandler, MessageHandler, Filters, RegexHandler import logging logger = logging.getLogger(__name__) class Command(object): def __init__(self, name, function, pass_args): self._name = name self._function = function self._pass_args = pass_args @property def name(self): return self._name @property def function(self): return self._function @property def pass_args(self): return self._pass_args class App(object): def __init__(self, token, access_checker, bootstrap_retries=-1): self._token = token self._access_checker = access_checker self._bootstrap_retries = bootstrap_retries self._commands = [] def _secure_function(self, f): def inner(*args, **kwargs): bot = args[0] update = args[1] if not self._access_checker.is_allowed(update.message.from_user): logger.warn( 'Unauthorized user access {}' .format(update.message.from_user) ) bot.sendMessage( update.message.chat_id, text="You are not allowed to use this bot" ) else: try: f(*args, **kwargs) except BaseException as error: logger.exception( 'Update "%s" caused error "%s"' % (update, error)) bot.sendMessage( update.message.chat_id, text="An error occurred: {}".format(str(error)) ) return inner def _unknown_command(self, bot, update): bot.sendMessage(update.message.chat_id, text="Invalid command") def _message(self, bot, update): bot.sendMessage(update.message.chat_id, text="Please send a command") def _error(self, bot, update, error): logger.warn('Update "%s" caused error "%s"' % (update, error)) def add_command(self, command): self._commands.append(command) def run(self): updater = Updater(self._token) dispatcher = updater.dispatcher for command in self._commands: dispatcher.add_handler(CommandHandler( command.name, self._secure_function(command.function), pass_args=command.pass_args )) dispatcher.add_handler(MessageHandler( [Filters.text], self._secure_function(self._message) )) dispatcher.add_handler(RegexHandler( '/.*', self._secure_function(self._unknown_command) )) dispatcher.add_error_handler(self._error) updater.start_polling(bootstrap_retries=self._bootstrap_retries) updater.idle()
5df22589a40000c4156181a331d14179c3df1724
ab36737215b5d2b1afc2116f65204d70f7166656
/script/进程间不同享全局变量.py
234f067cd629154678858e8cdd88c3966dc1dc00
[]
no_license
kuki123456/Send_Data
666cd8b532e0aec24ecd23c3740caa16601bbbc4
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# -*- coding:utf-8 -*- from multiprocessing import Process import os import time nums = [11, 22] def work1(): """子进程要执行的代码""" print("in process1 pid=%d ,nums=%s" % (os.getpid(), nums)) for i in range(3): nums.append(i) time.sleep(1) print("in process1 pid=%d ,nums=%s" % (os.getpid(), nums)) def work2(): """子进程要执行的代码""" print("in process2 pid=%d ,nums=%s" % (os.getpid(), nums)) if __name__ == '__main__': p1 = Process(target=work1) p1.start() p1.join() p2 = Process(target=work2) p2.start()
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michel-slm/ymp-tools
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#!/usr/bin/env python from ConfigParser import ConfigParser from lxml import etree import sys from ymp.repos import * NS = 'http://opensuse.org/Standards/One_Click_Install' def make_path(start, *components): pathstr = start for c in components: pathstr += '/{%s}%s' % (NS, c) return pathstr def make_finder(start, *components): return etree.ETXPath(start, components) def parse_entry(elem): return dict([ (child.tag[len(NS)+2:], child.text) for child in elem ]) def parse_ymp_file(fname): with file(fname, 'r') as f: tree = etree.parse(f) find_repos = etree.ETXPath( '/{%s}metapackage/{%s}group/{%s}repositories/{%s}repository' \ % ((NS,)*4)) repos = find_repos(tree) find_software = etree.ETXPath( '/{%s}metapackage/{%s}group/{%s}software/{%s}item' \ % ((NS,)*4)) software_items = find_software(tree) try: for repo in repos: metadata = parse_entry(repo) metadata['recommended'] = True if (repo.get('recommended') == 'true') else False print metadata print "--------" repo_obj = YumRepository(metadata) print repo_obj #repo_obj.persist() print "--------" for item in software_items: metadata = parse_entry(item) print metadata['name'] except IOError: print >>sys.stderr, "No permission to create repository descriptor" if __name__ == '__main__': if len(sys.argv) != 2: print >>sys.stderr, "Usage: ympcli metapackage.ymp" sys.exit(1) parse_ymp_file(sys.argv[1])
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logg926/AutoGen_Flask
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refs/heads/master
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dipee/MovieRaterApi
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2023-03-06T23:42:54.482959
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""" Django settings for movierater project. Generated by 'django-admin startproject' using Django 3.1.6. For more information on this file, see https://docs.djangoproject.com/en/3.1/topics/settings/ For the full list of settings and their values, see https://docs.djangoproject.com/en/3.1/ref/settings/ """ from pathlib import Path # Build paths inside the project like this: BASE_DIR / 'subdir'. BASE_DIR = Path(__file__).resolve().parent.parent # Quick-start development settings - unsuitable for production # See https://docs.djangoproject.com/en/3.1/howto/deployment/checklist/ # SECURITY WARNING: keep the secret key used in production secret! SECRET_KEY = 'izwjw00!!g0e8f^8g9o2s14i(#w%9!ce#&8lmgd2+ogbqz8vb*' # SECURITY WARNING: don't run with debug turned on in production! DEBUG = True ALLOWED_HOSTS = [] # Application definition INSTALLED_APPS = [ 'django.contrib.admin', 'django.contrib.auth', 'corsheaders', 'django.contrib.contenttypes', 'django.contrib.sessions', 'django.contrib.messages', 'django.contrib.staticfiles', 'rest_framework', 'rest_framework.authtoken', 'api' ] MIDDLEWARE = [ 'corsheaders.middleware.CorsMiddleware', 'django.middleware.security.SecurityMiddleware', 'django.contrib.sessions.middleware.SessionMiddleware', 'django.middleware.common.CommonMiddleware', 'django.middleware.csrf.CsrfViewMiddleware', 'django.contrib.auth.middleware.AuthenticationMiddleware', 'django.contrib.messages.middleware.MessageMiddleware', 'django.middleware.clickjacking.XFrameOptionsMiddleware', ] CORS_ALLOWED_ORIGINS = [ "http://localhost:3000", ] # CORS_ALLOW_ALL_ORIGINS = True ROOT_URLCONF = 'movierater.urls' TEMPLATES = [ { 'BACKEND': 'django.template.backends.django.DjangoTemplates', 'DIRS': [], 'APP_DIRS': True, 'OPTIONS': { 'context_processors': [ 'django.template.context_processors.debug', 'django.template.context_processors.request', 'django.contrib.auth.context_processors.auth', 'django.contrib.messages.context_processors.messages', ], }, }, ] WSGI_APPLICATION = 'movierater.wsgi.application' # Database # https://docs.djangoproject.com/en/3.1/ref/settings/#databases DATABASES = { 'default': { 'ENGINE': 'django.db.backends.sqlite3', 'NAME': BASE_DIR / 'db.sqlite3', } } #rest frmaework default permission class REST_FRAMEWORK = { 'DEFAULT_PERMISSION_CLASSES': [ 'rest_framework.permissions.IsAuthenticated', ] } # Password validation # https://docs.djangoproject.com/en/3.1/ref/settings/#auth-password-validators AUTH_PASSWORD_VALIDATORS = [ { 'NAME': 'django.contrib.auth.password_validation.UserAttributeSimilarityValidator', }, { 'NAME': 'django.contrib.auth.password_validation.MinimumLengthValidator', }, { 'NAME': 'django.contrib.auth.password_validation.CommonPasswordValidator', }, { 'NAME': 'django.contrib.auth.password_validation.NumericPasswordValidator', }, ] # Internationalization # https://docs.djangoproject.com/en/3.1/topics/i18n/ LANGUAGE_CODE = 'en-us' TIME_ZONE = 'UTC' USE_I18N = True USE_L10N = True USE_TZ = True # Static files (CSS, JavaScript, Images) # https://docs.djangoproject.com/en/3.1/howto/static-files/ STATIC_URL = '/static/'