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libpython/ben/icu_tools.py
longnow/panlex-tools
8
71349
<reponame>longnow/panlex-tools<gh_stars>1-10 #!/usr/bin/env python3 # -*- coding: utf-8 -*- import icu def all_glyphs(prop): return [c.encode('utf-16', 'surrogatepass').decode('utf-16') for c in icu.UnicodeSetIterator(icu.UnicodeSet(r'[:{}:]'.format(prop)))] def all_cps(prop): return list(map(glyph_cp, all_glyphs(prop))) def glyph_name(glyph, default=''): if len(glyph) > 1: raise TypeError('glyph must be a string with length of 1') elif len(glyph) == 0: return default else: return icu.Char.charName(glyph) def cp_glyph(cp, default=''): try: return chr(int(cp, 16)) except ValueError: return default def cp_name(cp, default=''): return glyph_name(cp_glyph(cp), default) def glyph_cp(glyph): return hex(ord(glyph))[2:] class Rbnf: def __init__(self, tag="spellout", locale="", rules=""): if rules: self._rbnf = icu.RuleBasedNumberFormat(rules) else: if tag.lower() not in {"spellout", "duration", "ordinal", "numbering_system"}: raise ValueError("tag must be 'spellout', 'duration', 'ordinal', or 'numbering_system'") self._rbnf = icu.RuleBasedNumberFormat(getattr(icu.URBNFRuleSetTag, tag.upper()), icu.Locale(locale)) def format(self, number): return self._rbnf.format(number) @property def ruleset(self): return self._rbnf.getDefaultRuleSetName() @ruleset.setter def ruleset(self, ruleset_name): try: self._rbnf.setDefaultRuleSet(ruleset_name) except icu.ICUError: raise ValueError(f"{ruleset_name} not a valid ruleset. See {self.__class__.__name__}.rulesets() for valid rulesets.") def rulesets(self): return {self._rbnf.getRuleSetName(i) for i in range(self._rbnf.getNumberOfRuleSetNames())} def rules(self): return self._rbnf.getRules() def parse(self, string): try: return self._rbnf.parse(string) except icu.ICUError: raise ValueError("unable to parse string")
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tools/benchmark.py
openlabs/mongo-python-driver
5
197346
# Copyright 2009-2010 10gen, Inc. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. """MongoDB benchmarking suite.""" import time import sys sys.path[0:0] = [""] import datetime import cProfile from pymongo import connection from pymongo import ASCENDING trials = 2 per_trial = 5000 batch_size = 100 small = {} medium = {"integer": 5, "number": 5.05, "boolean": False, "array": ["test", "benchmark"] } # this is similar to the benchmark data posted to the user list large = {"base_url": "http://www.example.com/test-me", "total_word_count": 6743, "access_time": datetime.datetime.utcnow(), "meta_tags": {"description": "i am a long description string", "author": "<NAME>", "dynamically_created_meta_tag": "who know\n what" }, "page_structure": {"counted_tags": 3450, "no_of_js_attached": 10, "no_of_images": 6 }, "harvested_words": ["10gen", "web", "open", "source", "application", "paas", "platform-as-a-service", "technology", "helps", "developers", "focus", "building", "mongodb", "mongo"] * 20 } def setup_insert(db, collection, object): db.drop_collection(collection) def insert(db, collection, object): for i in range(per_trial): to_insert = object.copy() to_insert["x"] = i db[collection].insert(to_insert) def insert_batch(db, collection, object): for i in range(per_trial / batch_size): db[collection].insert([object] * batch_size) def find_one(db, collection, x): for _ in range(per_trial): db[collection].find_one({"x": x}) def find(db, collection, x): for _ in range(per_trial): for _ in db[collection].find({"x": x}): pass def timed(name, function, args=[], setup=None): times = [] for _ in range(trials): if setup: setup(*args) start = time.time() function(*args) times.append(time.time() - start) best_time = min(times) print "%s%d" % (name + (60 - len(name)) * ".", per_trial / best_time) return best_time def main(): connection._TIMEOUT = 60 # jack up the timeout c = connection.Connection() c.drop_database("benchmark") db = c.benchmark timed("insert (small, no index)", insert, [db, 'small_none', small], setup_insert) timed("insert (medium, no index)", insert, [db, 'medium_none', medium], setup_insert) timed("insert (large, no index)", insert, [db, 'large_none', large], setup_insert) db.small_index.create_index("x", ASCENDING) timed("insert (small, indexed)", insert, [db, 'small_index', small]) db.medium_index.create_index("x", ASCENDING) timed("insert (medium, indexed)", insert, [db, 'medium_index', medium]) db.large_index.create_index("x", ASCENDING) timed("insert (large, indexed)", insert, [db, 'large_index', large]) timed("batch insert (small, no index)", insert_batch, [db, 'small_bulk', small], setup_insert) timed("batch insert (medium, no index)", insert_batch, [db, 'medium_bulk', medium], setup_insert) timed("batch insert (large, no index)", insert_batch, [db, 'large_bulk', large], setup_insert) timed("find_one (small, no index)", find_one, [db, 'small_none', per_trial / 2]) timed("find_one (medium, no index)", find_one, [db, 'medium_none', per_trial / 2]) timed("find_one (large, no index)", find_one, [db, 'large_none', per_trial / 2]) timed("find_one (small, indexed)", find_one, [db, 'small_index', per_trial / 2]) timed("find_one (medium, indexed)", find_one, [db, 'medium_index', per_trial / 2]) timed("find_one (large, indexed)", find_one, [db, 'large_index', per_trial / 2]) timed("find (small, no index)", find, [db, 'small_none', per_trial / 2]) timed("find (medium, no index)", find, [db, 'medium_none', per_trial / 2]) timed("find (large, no index)", find, [db, 'large_none', per_trial / 2]) timed("find (small, indexed)", find, [db, 'small_index', per_trial / 2]) timed("find (medium, indexed)", find, [db, 'medium_index', per_trial / 2]) timed("find (large, indexed)", find, [db, 'large_index', per_trial / 2]) # timed("find range (small, no index)", find, # [db, 'small_none', # {"$gt": per_trial / 4, "$lt": 3 * per_trial / 4}]) # timed("find range (medium, no index)", find, # [db, 'medium_none', # {"$gt": per_trial / 4, "$lt": 3 * per_trial / 4}]) # timed("find range (large, no index)", find, # [db, 'large_none', # {"$gt": per_trial / 4, "$lt": 3 * per_trial / 4}]) timed("find range (small, indexed)", find, [db, 'small_index', {"$gt": per_trial / 2, "$lt": per_trial / 2 + batch_size}]) timed("find range (medium, indexed)", find, [db, 'medium_index', {"$gt": per_trial / 2, "$lt": per_trial / 2 + batch_size}]) timed("find range (large, indexed)", find, [db, 'large_index', {"$gt": per_trial / 2, "$lt": per_trial / 2 + batch_size}]) if __name__ == "__main__": # cProfile.run("main()") main()
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quantsbin/derivativepricing/namesnmapper.py
quantsbin/Quantsbin
132
40746
""" developed by Quantsbin - Jun'18 """ from enum import Enum class AssetClass(Enum): EQOPTION = 'EqOption' FXOPTION = 'FXOption' FUTOPTION = 'FutOption' COMOPTION = 'ComOption' class DerivativeType(Enum): VANILLA_OPTION = 'Vanilla Option' class PricingModel(Enum): BLACKSCHOLESMERTON = 'BSM' BLACK76 = 'B76' GK = 'GK' MC_GBM = "MC_GBM" MC_GBM_LSM = "MC_GBM_LSM" BINOMIAL = "Binomial" class UnderlyingParameters(Enum): SPOT = "spot0" VOLATILITY = "volatility" PRICEDATE = "_pricing_date" RF_RATE = "rf_rate" CNV_YIELD = "cnv_yield" COST_YIELD = "cost_yield" UNEXPLAINED = "unexplained" class RiskParameter(Enum): DELTA = 'delta' GAMMA = 'gamma' THETA = 'theta' VEGA = 'vega' RHO = 'rho' PHI = 'phi' RHO_FOREIGN = 'rho_foreign' RHO_CONV = 'rho_conv_yield' class VanillaOptionType(Enum): CALL = 'Call' PUT = 'Put' class ExpiryType(Enum): AMERICAN = 'American' EUROPEAN = 'European' class UdlType(Enum): INDEX = 'Index' STOCK = 'Stock' FX = 'Currency' COMMODITY = 'Commodity' FUTURES = 'Futures' class DivType(Enum): DISCRETE = 'Discrete' YIELD = 'Yield' OBJECT_MODEL = { UdlType.STOCK.value: {ExpiryType.EUROPEAN.value: [PricingModel.BLACKSCHOLESMERTON.value, PricingModel.MC_GBM.value , PricingModel.BINOMIAL.value], ExpiryType.AMERICAN.value: [PricingModel.MC_GBM.value, PricingModel.BINOMIAL.value]} , UdlType.FUTURES.value: {ExpiryType.EUROPEAN.value: [PricingModel.BLACK76.value, PricingModel.MC_GBM.value , PricingModel.BINOMIAL.value], ExpiryType.AMERICAN.value: [PricingModel.MC_GBM.value, PricingModel.BINOMIAL.value]} , UdlType.FX.value: {ExpiryType.EUROPEAN.value: [PricingModel.GK.value, PricingModel.MC_GBM.value , PricingModel.BINOMIAL.value], ExpiryType.AMERICAN.value: [PricingModel.MC_GBM.value, PricingModel.BINOMIAL.value]} , UdlType.COMMODITY.value: {ExpiryType.EUROPEAN.value: [PricingModel.GK.value, PricingModel.MC_GBM.value , PricingModel.BINOMIAL.value], ExpiryType.AMERICAN.value: [PricingModel.MC_GBM.value, PricingModel.BINOMIAL.value]} } DEFAULT_MODEL = { UdlType.STOCK.value: {DerivativeType.VANILLA_OPTION.value: {ExpiryType.EUROPEAN.value: PricingModel.BLACKSCHOLESMERTON.value, ExpiryType.AMERICAN.value: PricingModel.BINOMIAL.value}, }, UdlType.FUTURES.value: {DerivativeType.VANILLA_OPTION.value: {ExpiryType.EUROPEAN.value: PricingModel.BLACK76.value, ExpiryType.AMERICAN.value: PricingModel.BINOMIAL.value}, }, UdlType.FX.value: {DerivativeType.VANILLA_OPTION.value: {ExpiryType.EUROPEAN.value: PricingModel.GK.value, ExpiryType.AMERICAN.value: PricingModel.BINOMIAL.value}, }, UdlType.COMMODITY.value: {DerivativeType.VANILLA_OPTION.value: {ExpiryType.EUROPEAN.value: PricingModel.GK.value, ExpiryType.AMERICAN.value: PricingModel.BINOMIAL.value}, } } IV_MODELS = [PricingModel.BLACKSCHOLESMERTON.value, PricingModel.BLACK76.value, PricingModel.GK.value] ANALYTICAL_GREEKS = [PricingModel.BLACKSCHOLESMERTON.value, PricingModel.BLACK76.value, PricingModel.GK.value] from . import pricingmodels as pm MODEL_MAPPER = { PricingModel.BLACKSCHOLESMERTON.value: pm.BSM, PricingModel.BLACK76.value: pm.B76, PricingModel.GK.value: pm.GK, PricingModel.MC_GBM.value: pm.MonteCarloGBM, PricingModel.BINOMIAL.value: pm.BinomialModel }
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blender/nodes/element/mpm.py
LewisOrton/taichi_elements_houdini
1
190769
from .. import base class ElementsMpmSolverNode(base.BaseNode): bl_idname = 'elements_mpm_solver_node' bl_label = 'MPM Solver' required_nodes = { 'Domain Object': [ 'elements_source_object_node', ], } category = base.ELEMENT def init(self, context): self.width = 180.0 out = self.outputs.new('elements_struct_socket', 'MPM Solver') out.text = 'Solver Settings' domain_obj = self.inputs.new('elements_struct_socket', 'Domain Object') domain_obj.text = 'Domain Object' res = self.inputs.new('elements_integer_socket', 'Resolution') res.text = 'Resolution' res.default = 64 size = self.inputs.new('elements_float_socket', 'Size') size.text = 'Size' size.default = 10.0
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riglib/kinarmsocket.py
sgowda/brain-python-interface
7
126558
<reponame>sgowda/brain-python-interface<filename>riglib/kinarmsocket.py import socket import struct import time import numpy as np class KinarmSocket(object): ''' Method for receiving UDP packets from Kinarm. The kinarm must be running the Dexterit-E task called 'PK_send_UDP_kinarm', or any task with a 'UDP Send Binary' block which is located in the xPC target tab of the Simulink library. Note: The normal 'UDP Send' input will NOT work -- packets will not be sent since the Dexterit task computer does not receive them (the xPC machine does). The socket port that packets are sent to is also configured in this UDP Send Binary block. Data format is double --> binary byte packing with Byte alignment = 1 (From Matlab: "The byte alignment field specifies how the data types are aligned. The possible values are: 1, 2, 4, and 8. The byte alignment scheme is simple, and starts each element in the list of signals on a boundary specified by the alignment relative to the start of the vector."") Packet received are 3 x 50 matrix. Refer to Dexterit Manual (on desktop of Dexterit task computer) for what the rows / columns refer to (page 71/82). ''' def __init__(self, addr=('192.168.0.8', 9090)): ''' Self-IP address is: 192.168.0.8 set manually. Once fully migrating system over to BMI3d, will need to adjust for new IPs''' #Set up UDP socket (specificed by socket.SOCK_DGRAM. TCP woudl use socket.SOCK_STREAM) self.socket = socket.socket(socket.AF_INET, socket.SOCK_DGRAM) #Free up port for use if you just ran task: self.socket.setsockopt(socket.SOL_SOCKET, socket.SO_REUSEADDR, 1) #Bind address self.socket.bind(addr) self.data_size = 1200 # 3 x 50 x 8 bytes (double) self.remote_ip = '192.168.0.2' def _test_connected(self): try: data, add = self.socket.recvfrom(1200) unpacked_ = struct.unpack('150d', data) assert len(unpacked_) == 150 self.connected = True except: print('Make sure Kinarm Task is running - error in recieving packets') self.connected = False def connect(self): self._test_connected() def get_data(self): ''' A generator which yields packets as they are received ''' assert self.connected, "Socket is not connected, cannot get data" while self.connected: packet, address = self.socket.recvfrom(self.data_size) #Make sure packet is from correct address: if address[0] == self.remote_ip: arrival_ts = time.time() data = np.array(struct.unpack('150d', packet)) if data.shape[0] == 150: #reshape data into 3 x 50 kindata = data.reshape(50,3).T #kindata = np.hstack((kindata, np.zeros((3, 1)))) #kindata[:, -1] = arrival_ts yield kindata def disconnect(self): self.socket.close() self.connected = False def __del__(self): self.disconnect()
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ni-usb-datalogger/tests/data_stream.py
chapdbr/ni-usb-datalogger
0
1611067
<gh_stars>0 # Libraries # For plotting app import time import dash import dash_core_components as dcc import dash_html_components as html from collections import deque import plotly.graph_objs as go import logging # Stop suppress dash server posts to console log = logging.getLogger('werkzeug') log.setLevel(logging.ERROR) # Define app vars app = dash.Dash('sensor-data') maxLineLength = 20 max_length = 20 times = deque(maxlen=max_length) fx = deque(maxlen=max_length) fy = deque(maxlen=max_length) fz = deque(maxlen=max_length) mx = deque(maxlen=max_length) my = deque(maxlen=max_length) mz = deque(maxlen=max_length) data_dict = {"Force en X":fx, "Force en Y":fy, "Force en Z":fz, "Moment en X":mx, "Moment en Y":my, "Moment en Z":mz} def read_data(): with open('ATI45.txt', 'r') as log: data_in = list(log)[-1] data_out = data_in.split(",") return data_out def add_data_to_plot(data): times.append(time.time()) fx.append(data[1]) fy.append(data[2]) fz.append(data[3]) #mx.append(data_tared_cal[3,0]) #my.append(data_tared_cal[4,0]) #mz.append(data_tared_cal[5,0]) return times, fx, fy, fz def init_time(): global start_time start_time = time.time() return # Initialize values times, fx, fy, fz = add_data_to_plot(read_data()) # Define app layout app.layout = html.Div([ html.Div([ html.H2('Sensor Data', style={'float': 'left', }), ]), dcc.Dropdown(id='sensor-data-name', #dropdown menu options=[{'label': s, 'value': s} for s in data_dict.keys()], value=['Force en X', 'Force en Y', 'Force en Z'], #default values at startup multi=True ), html.Div(children=html.Div(id='graphs'), className='row'), dcc.Interval( id='graph-update', interval=500, #graph update interval in ms n_intervals=0) ], className="container",style={'width':'98%','margin-left':10,'margin-right':10,'max-width':50000}) #maxwidth peut être enlevé si vu sur ordi @app.callback( dash.dependencies.Output('graphs','children'), [dash.dependencies.Input('sensor-data-name', 'value')], events=[dash.dependencies.Event('graph-update', 'interval')] ) def update_graph(data_names): graphs = [] data = read_data() add_data_to_plot(data) if len(data_names)>2: class_choice = 'col s12 m6 l4' elif len(data_names) == 2: class_choice = 'col s12 m6 l6' else: class_choice = 'col s12' for data_name in data_names: data = go.Scatter( x=list(times), y=list(data_dict[data_name]), name='Scatter', fill="tozeroy", fillcolor="#6897bb" ) graphs.append(html.Div(dcc.Graph( id=data_name, animate=True, figure={'data': [data],'layout' : go.Layout(xaxis=dict(range=[min(times),max(times)]), yaxis=dict(range=[-100,100]), margin={'l':50,'r':1,'t':45,'b':1}, title='{}'.format(data_name))} ), className=class_choice)) return graphs external_css = ["https://cdnjs.cloudflare.com/ajax/libs/materialize/0.100.2/css/materialize.min.css"] for css in external_css: app.css.append_css({"external_url": css}) external_js = ['https://cdnjs.cloudflare.com/ajax/libs/materialize/0.100.2/js/materialize.min.js'] for js in external_css: app.scripts.append_script({'external_url': js}) if __name__ == '__main__': app.run_server(debug=False)
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saas/backend/common/redis.py
Canway-shiisa/bk-iam-saas
0
1600155
# -*- coding: utf-8 -*- """ TencentBlueKing is pleased to support the open source community by making 蓝鲸智云-权限中心(BlueKing-IAM) available. Copyright (C) 2017-2021 THL A29 Limited, a Tencent company. All rights reserved. Licensed under the MIT License (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://opensource.org/licenses/MIT Unless required by applicable law or agreed to in writing, software distributed under the License is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the License for the specific language governing permissions and limitations under the License. """ from django.core.cache import caches from django_redis import get_redis_connection as get_django_cache_redis_connection from .cache import CacheEnum def make_redis_key(key: str) -> str: """ 所有通过get_redis_connection获取原生Redis来使用Redis的,其最终key都需要避免与Django Cache冲突 所以这里提供了方法来协助生成避免Key冲突的,这样使用原生Redis时不需要关注与其他项目或者项目内Cache的key冲突 """ cache = caches[CacheEnum.REDIS.value] # 对于Cache来说version是有意义的,但对于原生使用Redis,没意义,为了避免与Cache Key冲突,这里可以使用任何version不可能去的值来代替,比如"raw" return cache.make_key(key, version="raw") def get_redis_connection(): """ 复用Django Cache其配置的Redis Cache的Redis Client Connection 这样可以不需要根据Redis配置来生成Redis Client Connection Note: 这里返回的是原生Redis Connection,所以Django Cache里配置的KEY_PREFIX、TIMEOUT、VERSION都不会生效 所以使用时为了避免与Cache的key冲突,必须配合 make_redis_key方法一起使用 """ return get_django_cache_redis_connection(alias=CacheEnum.REDIS.value)
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backend/pages/views.py
ranwise/djangochannel
45
95901
from django.shortcuts import render, get_object_or_404 from django.views.generic.base import View from .models import Pages class Page(View): """Вывод страниц""" def get(self, request, slug=None): if slug is not None: page = get_object_or_404(Pages, slug=slug, published=True) else: page = get_object_or_404(Pages, slug__isnull=True, published=True) return render(request, page.template, {"page": page})
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erudition/data_challenge/__init__.py
papsebestyen/erudition
0
162178
from invoke import Collection from . import tasks data_ns = Collection.from_module(tasks)
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sancho/model.py
el-assistant/sancho
0
128366
""" Entity modelling for the whole project is described here. """ from sancho.defaults import * import tree_sitter class Repo(NamedTuple): path: str full_name: str = None class File(NamedTuple): repo: Repo full_path: str class ASTnode(NamedTuple): """It is a node and a tree at the same time, since the children nodes are nested in a tuple. So the root node is actually the whole tree. Field 'kind' is the kind of the node as defined in tree-sitter respective grammar. 'start' and 'end' are the position of the parsed structure in the source text. 'content' has the raw content of the parsed text. It is filled only for some kinds of nodes. For example, we track the content of 'identifier' nodes, so that we can enrich the AST with symbol references later. """ kind: str start: int end: int children: Tuple["ASTnode"] content: str = None class ParsedText(NamedTuple): """ Contains the AST of a file, together with the source code and some metadata. sitter_tree contains the AST in the format provided by tree-sitter package, whereas tree contains the AST defined as a NamedTuple. Once tree is defined, sitter_tree can be discarded. """ sitter_tree: tree_sitter.Tree = None tree: ASTnode = None text: bytes = None path: str = None class ASTnodeRowFormat(NamedTuple): """These are generated from ASTnode information. This format is suitable for ingesting data through Neo4j LOAD CSV command. """ full_path: str local_id: int kind: str parent_id: int = None # root parent_id is None next_id: int = None content: str = None class ASTnodesTable(NamedTuple): full_path: str rows: list[ASTnodeRowFormat] class FileRowFormat(NamedTuple): full_path: str # unique id is_dir: bool = False parent_path: str = None # repo root has parent_path=None # respective root ASTnode is matched through full_path class FilesTable(NamedTuple): repo: Repo rows: list[FileRowFormat]
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erp/migrations/0033_auto_20200205_1625.py
Foohx/acceslibre
8
148058
<filename>erp/migrations/0033_auto_20200205_1625.py # Generated by Django 3.0.3 on 2020-02-05 15:25 from django.db import migrations, models class Migration(migrations.Migration): dependencies = [ ('erp', '0032_auto_20200205_1431'), ] operations = [ migrations.AlterModelOptions( name='cheminement', options={'verbose_name': 'Cheminement', 'verbose_name_plural': 'Cheminements'}, ), migrations.AddField( model_name='accessibilite', name='aide_humaine', field=models.BooleanField(blank=True, help_text="Présence ou possibilité d'une aide humaine au déplacement", null=True), ), migrations.AddField( model_name='accessibilite', name='ascenseur', field=models.BooleanField(blank=True, help_text="Présence d'un ascenseur ou d'un élévateur", null=True, verbose_name='Ascenseur/élévateur'), ), migrations.AddField( model_name='accessibilite', name='escalier_main_courante', field=models.BooleanField(blank=True, help_text="Présence d'une main courante d'escalier", null=True, verbose_name='Main courante'), ), migrations.AddField( model_name='accessibilite', name='escalier_marches', field=models.PositiveSmallIntegerField(blank=True, help_text="Nombre de marches d'escalier. Indiquez 0 si pas d'escalier ou si présence d'un ascenseur/élévateur.", null=True, verbose_name="Marches d'escalier"), ), migrations.AddField( model_name='accessibilite', name='escalier_reperage', field=models.BooleanField(blank=True, help_text="Si marches contrastées, bande d'éveil ou nez de marche contrastés, indiquez “Oui”", null=True, verbose_name="Repérage de l'escalier"), ), migrations.AddField( model_name='accessibilite', name='guidage_sonore', field=models.BooleanField(blank=True, help_text="Présence d'un dispositif de guidage sonore", null=True, verbose_name='Système de guidage sonore'), ), migrations.AddField( model_name='accessibilite', name='largeur_mini', field=models.PositiveSmallIntegerField(blank=True, help_text='Largeur minimale du passage ou rétrécissement, en centimètres', null=True, verbose_name='Largeur minimale'), ), migrations.AddField( model_name='accessibilite', name='rampe', field=models.CharField(blank=True, choices=[(None, 'Inconnu'), ('aucune', 'Aucune'), ('fixe', 'Fixe'), ('amovible', 'Amovible')], help_text='Présence et type de rampe', max_length=20, null=True), ), migrations.AddField( model_name='accessibilite', name='reperage_vitres', field=models.BooleanField(blank=True, help_text="Présence d'un repérage sur les surfaces vitrées", null=True, verbose_name='Répérage surfaces vitrées'), ), migrations.AlterField( model_name='cheminement', name='type', field=models.CharField(choices=[('int_entree_batiment_vers_accueil', "Cheminement intérieur de l'entrée du bâtiment jusqu'à l'accueil"), ('ext_stationnement_vers_entree', "Cheminement extérieur de la place de stationnement de l'ERP à l'entrée"), ('ext_entree_parcelle_entree_vers_batiment', "Cheminement extérieur de l'entrée de la parcelle de terrain à l'entrée du bâtiment")], default='int_entree_batiment_vers_accueil', help_text='Type de circulation', max_length=100, verbose_name='Type'), ), ]
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fem/fem.py
Pengeace/DGP-PDE-FEM
7
9477
<reponame>Pengeace/DGP-PDE-FEM import numpy as np import pyamg from scipy import sparse from scipy.spatial import Delaunay from linsolver import sparse_solver from triangulation.delaunay import delaunay class Element: def __init__(self, points, global_indexes, fem): self.points = np.array(points) self.global_indexes = global_indexes self.fem = fem self.reference_triangle = np.array([[0, 0], [1., 0], [0, 1.]]) self.reference_grad = np.array([[-1., -1], [1., 0], [0, 1.]]) def perform_calculation(self): self._calculate_transform() self._calculate_stiffness_matrix() self._calulate_load_vector() def _calculate_transform(self): reference_coord = np.array([self.reference_triangle[:, 0], self.reference_triangle[:, 1], [1] * 3]) transformed_coord = np.array([self.points[:, 0], self.points[:, 1], [1] * 3]) trans = np.dot(transformed_coord, np.linalg.inv(reference_coord)) self.transform_matrix = trans[0:-1, 0:-1] self.area = abs(np.linalg.det(self.transform_matrix)) / 2 def _calculate_stiffness_matrix(self): transform_matrix_inv = np.linalg.inv(self.transform_matrix) self.element_stiffness_matrix = np.zeros((3, 3)) for row in range(3): for col in range(3): part_u_left_grad = np.dot(np.dot(self.fem.A, transform_matrix_inv.T), self.reference_grad[row]) part_u_right_grad = np.dot(transform_matrix_inv.T, self.reference_grad[col]) part_u_grad = self.area * np.dot(part_u_left_grad, part_u_right_grad) part_u = (self.area / 6.0) if row == col else (self.area / 12.0) self.element_stiffness_matrix[row, col] = part_u_grad + self.fem.q * part_u def _calulate_load_vector(self): mean_f = np.mean([self.fem.get_func_value(x) for x in self.points]) self.element_load_vector = np.array([mean_f * self.area / 3] * 3) class FiniteElement: """ Finite Element Method to solve the 2D Elliptic Partial Differentiation differential Equation with below form: div(A grad(u)) + q u = func """ def __init__(self, points, boundaries, A, q, func, slow_solver=True): self.points = np.array(points) self.dirichlet_boundaries = np.array(boundaries) self.A = A self.q = q self.f = func self.slow_solver = slow_solver self.triangles = [] self.point_num = len(points) def solve(self): if len(self.triangles) == 0: self._get_mesh() self._process_each_element() self._calculate_global_stiffness_matrix() self._calulate_global_load_vector() self._deal_with_dirichlet_bound() self._solve_linear_equations() def update_border_and_func(self, boundaries, func): self.dirichlet_boundaries = np.array(boundaries) self.f = func def get_func_value(self, x): if isinstance(self.f, dict): return self.f[tuple(x)] else: return self.f(x) def _get_mesh(self): if self.slow_solver: self.triangles = delaunay(self.points) else: triangulation = Delaunay(self.points) self.triangles = triangulation.simplices def _process_each_element(self): self.elements = [] for tri in self.triangles: ele = Element(points=[self.points[v] for v in tri], global_indexes=tri, fem=self) ele.perform_calculation() self.elements.append(ele) def _calculate_global_stiffness_matrix(self): self.global_stiffness_matrix_row = [] self.global_stiffness_matrix_col = [] self.global_stiffness_matrix_data = [] boundary_indexes = set(self.dirichlet_boundaries[:, 0].astype('int')) for ele in self.elements: for row in range(3): if ele.global_indexes[row] not in boundary_indexes: for col in range(3): self.global_stiffness_matrix_row.append(ele.global_indexes[row]) self.global_stiffness_matrix_col.append(ele.global_indexes[col]) self.global_stiffness_matrix_data.append(ele.element_stiffness_matrix[row, col]) def _calulate_global_load_vector(self): self.global_load_vector = np.zeros(self.point_num) for ele in self.elements: for v in range(3): self.global_load_vector[ele.global_indexes[v]] += ele.element_load_vector[v] def _deal_with_dirichlet_bound(self): for index, val in self.dirichlet_boundaries: index = int(index) self.global_stiffness_matrix_row.append(index) self.global_stiffness_matrix_col.append(index) self.global_stiffness_matrix_data.append(1) self.global_load_vector[index] = val def _solve_linear_equations(self): if not self.slow_solver: self.global_stiffness_matrix_csr = sparse.coo_matrix((self.global_stiffness_matrix_data, ( self.global_stiffness_matrix_row, self.global_stiffness_matrix_col))).tocsr() self.solution = pyamg.solve(self.global_stiffness_matrix_csr, self.global_load_vector, verb=False, tol=1e-10) else: global_stiffness_sparse = [np.array(self.global_stiffness_matrix_row), np.array(self.global_stiffness_matrix_col), np.array(self.global_stiffness_matrix_data)] self.solution = sparse_solver.sparse_gauss_seidel(global_stiffness_sparse, self.global_load_vector, sparse_input=True) ## these solver methods are for test # self.global_stiffness = sparse.coo_matrix((self.global_stiffness_matrix_data, ( # self.global_stiffness_matrix_row, self.global_stiffness_matrix_col))).tocsr() # self.solution = linsolver.jacobi(self.global_stiffness.toarray(), self.global_load_vector) # self.solution = linsolver.gauss_seidel(self.global_stiffness.toarray(), self.global_load_vector) # self.solution = sparse_solver.sparse_jacobi(self.global_stiffness.toarray(), self.global_load_vector, sparse_input=False) # self.solution = sparse_solver.sparse_gauss_seidel(self.global_stiffness.toarray(), self.global_load_vector, sparse_input=False) if isinstance(self.solution, str): print("The inputs for linear solver have problems.")
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tests/stdlib/test_math.py
bozhiyeh/voc
0
112129
import unittest from ..utils import TranspileTestCase class MathModuleTests(TranspileTestCase): def test_fabs(self): self.assertCodeExecution(""" import math print(math.fabs(10234)) print(math.fabs(0.0001)) print(math.fabs(0)) print(math.fabs(-1)) """) @unittest.expectedFailure def test_fail(self): self.assertCodeExecution(""" import math try: print(math.fabs('12334')) except Exception as e: print(type(e), e) """)
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deepfence_backend/init_scripts/reindex_sbom_artifacts.py
riddopic/ThreatMapper
0
1608741
import os from elasticsearch import Elasticsearch from elasticsearch.helpers import bulk import math EL_HOST = "%s://%s:%s" % (os.getenv('ELASTICSEARCH_SCHEME', 'http'), os.environ['ELASTICSEARCH_HOST'], os.environ['ELASTICSEARCH_PORT']) http_auth = None CUSTOMER_UNIQUE_ID = os.getenv('CUSTOMER_UNIQUE_ID', None) if 'ELASTICSEARCH_USER' in os.environ: http_auth = (os.environ['ELASTICSEARCH_USER'], os.environ['ELASTICSEARCH_PASSWORD']) if http_auth: EL_CLIENT = Elasticsearch([EL_HOST], http_auth=http_auth, timeout=300) else: EL_CLIENT = Elasticsearch([EL_HOST], timeout=300) SBOM_INDEX = "sbom-cve-scan" SBOM_ARTIFACT_INDEX = "sbom-artifact" if CUSTOMER_UNIQUE_ID: SBOM_INDEX += f"-{CUSTOMER_UNIQUE_ID}" SBOM_ARTIFACT_INDEX += f"-{CUSTOMER_UNIQUE_ID}" ARRAY_SIZE = 5 if EL_CLIENT.indices.exists(index=SBOM_INDEX) and EL_CLIENT.indices.exists(index=SBOM_ARTIFACT_INDEX): sbom_count_array = EL_CLIENT.cat.count(SBOM_INDEX, params={"format": "json"}) sbom_count = 0 if sbom_count_array: sbom_count = int(sbom_count_array[0]["count"]) if sbom_count > 0: for i in range(0, math.ceil(sbom_count/ARRAY_SIZE)): sbom_docs = EL_CLIENT.search(index=SBOM_INDEX, body={"query": {"match_all": {}}}, from_=i*ARRAY_SIZE, size=ARRAY_SIZE, sort="scan_id.keyword:desc", _source=["scan_id", "node_id", "node_type", "@timestamp", "time_stamp", "artifacts"]) if sbom_docs["hits"]["total"]["value"] > 0: for sbom_doc in sbom_docs["hits"]["hits"]: body = { "query": { "constant_score": { "filter": { "bool": { "must": { "terms": { "scan_id.keyword": [sbom_doc["_source"]["scan_id"]] } } } } } } } sbom_artifact_res = EL_CLIENT.search(index=SBOM_ARTIFACT_INDEX, body=body, size=1) if sbom_artifact_res.get("hits", {}).get("total", {}).get("value", -1) == 0: source_doc = sbom_doc["_source"] defaults = { "scan_id": source_doc["scan_id"], "node_id": source_doc["node_id"], "node_type": source_doc["node_type"], "masked": "false", "@timestamp": source_doc["@timestamp"], "time_stamp": source_doc["time_stamp"], } bulk_index_actions = [] for artifact in sbom_doc["_source"]["artifacts"]: # print("Going through artifact: ", artifact["name"]) doc = { **defaults, "name": artifact["name"], "version": artifact["version"], "locations": artifact["locations"], "licenses": artifact["licenses"], "language": artifact["language"] } bulk_index_actions.append({ "_op_type": "index", "_index": SBOM_ARTIFACT_INDEX, "_source": doc }) errors = bulk(EL_CLIENT, bulk_index_actions) if errors: print("Error while bulk processing artifacts for scan_id: ", source_doc["scan_id"]) print(errors)
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edi/ad.py
GaloisInc/adapt
2
117656
<reponame>GaloisInc/adapt import argparse import csv import gzip import sys import os sys.path.insert(0, os.path.abspath(os.path.join(os.path.dirname(__file__), '..'))) import edi.simple.ad as ad parser = argparse.ArgumentParser(description='Attribute value frequency') parser.add_argument('--input', '-i', help='input file', required=True) parser.add_argument('--output', '-o', help='output file', required=True) parser.add_argument('--score', '-s', help='avf or avc or rasp', default='avf', choices=['avf','avc','rasp']) parser.add_argument('--mode', '-m', help='batch or stream', default='batch', choices=['batch','stream']) if __name__ == '__main__': args = parser.parse_args() if(args.mode == 'batch'): ad.batch(args.input, args.output, args.score) elif (args.mode == 'stream'): ad.stream(args.input, args.output, args.score)
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CS303_Pro/AI_Project1/test1.py
zc-BEAR/Course_Repo
0
133890
<reponame>zc-BEAR/Course_Repo<filename>CS303_Pro/AI_Project1/test1.py import numpy as np COLOR_BLACK = 1 COLOR_WHITE = -1 COLOR_NONE = 0 class AI(object): def __init__(self, chessboard_size, color, time_out): self.chessboard_size = chessboard_size self.color = color self.time_out = time_out self.candidate_list = [] def go(self, chessboard): chessboard = np.array(chessboard) self.candidate_list.clear() changeLimit(countRound(chessboard)) len, list = getMove(self.color, chessboard) list = BubbleSort(list, len) for i in range(0, len): self.candidate_list.append((list[i][0], list[i][1])) if (len != 0): list.append((list[0][0], list[0][1])) findMove(chessboard, self.color, 1, Limit, -INF, INF) self.candidate_list.append((resultX, resultY)) DIR = ((-1, -1), (-1, 0), (-1, 1), (0, -1), (0, 1), (1, -1), (1, 0), (1, 1)) Varr = [ [300, -20, 11, 5, 5, 10, -20, 300], [-20, -80, 1, 1, 1, 2, -80, -20], [11, 2, 4, 2, 2, 4, 2, 11], [5, 1, 2, 1, 1, 2, 1, 5], [5, 1, 2, 1, 1, 2, 1, 5], [11, 2, 4, 2, 2, 4, 2, 11], [-20, -80, 2, 1, 1, 2, -80, -20], [300, -20, 11, 5, 5, 11, -20, 300] ] BLACK = 1 WHITE = -1 INF = 1e8 Limit = 7 curr: int = 0 def countRound(board): b, w = 0, 0 for i in range(0, 8): for j in range(0, 8): if (board[i][j] == BLACK): b = b + 1 elif (board[i][j] == WHITE): w = w + 1 return b + w def changeLimit(curr: int): global Limit if curr <= 7: Limit = 6 elif curr <= 15: Limit = 6 elif curr <= 33: Limit = 4 elif curr <= 44: Limit = 5 elif curr <= 48: Limit = 6 elif curr <= 50: Limit = 6 elif curr < 52: Limit = 6 elif curr < 54: Limit = 7 else: Limit = 20 def getV(color, board): global Varr global INF now = 0 op = 0 opColor = -color res = 0 for i in range(0, 8): for j in range(0, 8): if (board[i][j] == color): res += Varr[i][j] now = now + 1 elif (board[i][j] == opColor): res -= Varr[i][j] op = op + 1 if (now + op == 64 and now > op): return INF + now - op elif (now + op == 64 and now < op): return -INF + now - op elif (now + op == 64): return 0 if (now == 0): return -INF - op if (op == 0): return INF + now return res def getMove(color, board): nxtMove = [] opColor = -color numOfMove = 0 for i in range(0, 8): for j in range(0, 8): if (board[i][j] == 0): change = 0 for d in range(0, 8): if (change != 0): break nxtx = i + DIR[d][0] nxty = j + DIR[d][1] if (nxtx < 0 or nxtx >= 8 or nxty < 0 or nxty >= 8 or board[nxtx][nxty] != opColor): continue for k in range(1, 8): nxtx = nxtx + DIR[d][0] nxty = nxty + DIR[d][1] if (nxtx < 0 or nxtx >= 8 or nxty < 0 or nxty >= 8 or board[nxtx][nxty] == 0): break if (board[nxtx][nxty] == color): nxtMove.append([i, j]) change = 1 numOfMove = numOfMove + 1 break if (change == 1): break return numOfMove, nxtMove def Moves(board, color, x, y): board[x][y] = color opColor = -color for i in range(0, 8): nxtx = x + DIR[i][0] nxty = y + DIR[i][1] if nxtx < 0 or nxtx >= 8 or nxty < 0 or nxty >= 8 or board[nxtx][nxty] != opColor: continue for k in range(1, 8): nxtx = nxtx + DIR[i][0] nxty = nxty + DIR[i][1] if (nxtx < 0 or nxtx >= 8 or nxty < 0 or nxty >= 8 or board[nxtx][nxty] == 0): break if (board[nxtx][nxty] == color): while (nxtx != x or nxty != y): nxtx = nxtx - DIR[i][0] nxty = nxty - DIR[i][1] board[nxtx][nxty] = color return board def getstable(color, board): h, s, k1, k0 = [], [], [], [] for i in range(0, 8): h.append(1) s.append(1) for i in range(0, 15): k1.append(1) k0.append(1) for i in range(0, 8): for j in range(0, 8): if (board[i][j] == 0): h[i] = 0 s[j] = 0 k1[i - j + 7] = 1 k0[i + j] = 1 stab, stb = 0, [] for i in range(0, 8): L = [] for j in range(0, 8): L.append(0) if (i == 0 or i == 7 or j == 0 or j == 7): if (i != 0 or i != 7 or j != 0 or j != 7): continue stab = stab + color * board[i][j] stb[i][j] = abs(board[i][j]) elif (h[i] and s[j] and k1[i - j + 7] and k0[i + j]): stab = stab + color * board[i][j] stb.append(L) for y in range(0, 8, 7): if (h[y] == 1): for x in range(1, 7): stab = stab + color * board[y][x] continue for d in range(-1, 2, 2): for X in range(1, 7): x = X if (d == 1): x = 7 - X if (board[y][x] == 0): break elif (board[y][x] == board[y][x + d]): stb[y][x] = stb[y][x + d] stab = stab + color * board[y][x] elif (board[y][x] * board[y][x + d] == -1 and stb[y][x + d] == 1): stb[y][x] = -1 elif (board[y][x] * board[y][x + d] == -1 and stb[y][x + d] == -1): tem = x + d while (stb[y][tem] != -1): stb[y][tem] = 1 stab = stab + color * board[y][tem] tem = tem + d for y in range(0, 8, 7): if (s[y] == 1): for x in range(1, 7): stab = stab + color * board[x][y] continue for d in range(-1, 2, 2): for X in range(1, 7): x = X if (d == 1): x = 7 - X if (board[x][y] == 0): break if (board[x][y] == board[x + d][y]): stb[x][y] = stb[x + d][y] stab = stab + color * board[x][y] elif (board[x][y] * board[x + d][y] == -1 and stb[x + d][y] == 1): stb[x][y] = -1 elif (board[x][y] * board[x + d][y] == -1 and stb[x + d][y] == -1): tem = x + d while (stb[tem][y] != -1): stb[tem][y] = 1 stab = stab + color * board[tem][y] tem = tem + d return stab CurrentRound = 0 NumOfFind = 0 def Function(color, isMyTurn, board, movePower): global NumOfFind NumOfFind = NumOfFind + 1 if (isMyTurn == 0): color = -color movePower = -movePower return getV(color, board) + movePower * 6 + getstable(color, board) * 20 + 6 * stableLine(color, board) def stableLine(color, board): ct = [0, 1, 2, 3, 4, 5, 6, 7, 8] nowcolor = 0 nowcnt = 0 start = 1 res = 0 for i in range(0, 8): if (start == 0 and board[i][0] == 0): start = 1 elif (start == 1 and nowcnt != 0 and board[i][0] == 0): res = res + ct[nowcnt] * color * nowcolor start = 1 nowcnt = 0 nowcolor = 0 elif (nowcolor == 0 and start == 1 and board[i][0] != 0): nowcolor = board[i][0] nowcnt = nowcnt + 1 elif (start == 1 and board[i][0] != 0 and nowcolor != board[i][0]): start = 0 elif (start == 1 and board[i][0] == nowcolor): nowcnt = nowcnt + 1 if (start == 1): res = res + ct[nowcnt] * color * nowcolor return res def Finished(board): b, w = 0, 0 for i in range(0, 8): for j in range(0, 8): if (board[i][j] == BLACK): b = b + 1 elif (board[i][j] == WHITE): w = w + 1 if (b == 0 or w == 0 or b + w == 64): return 1 return 0 def BubbleSort(moves, numOfMoves): global Varr for i in range(0, numOfMoves): for j in range(i + 1, numOfMoves): if (Varr[moves[i][0]][moves[i][1]] < Varr[moves[j][0]][moves[j][1]]): moves[i], moves[j] = moves[j], moves[i] return moves MAX_FIND = 15000 resultX, resultY = -1, -1 def findMove(board, color, isMyTurn, round, alpha, beta): global NumOfFind global resultX global resultY if (round == 0 or Finished(board) == 1): movePower, nxtMove = getMove(color, board) return Function(color, isMyTurn, board, movePower) if (round == Limit): NumOfFind = 0 if (NumOfFind >= MAX_FIND): if (isMyTurn == 1): return alpha else: return beta movePower, nxtMove = getMove(color, board) nxtMove = BubbleSort(nxtMove, movePower) opColor = -color if (movePower == 0): return findMove(board, opColor, 1 - isMyTurn, round - 1, alpha, beta) elif (round == Limit): resultX, resultY = nxtMove[0][0], nxtMove[0][1] if (isMyTurn == 1): for step in range(0, movePower): newBoard = [] for i in range(0, 8): L = [] for j in range(0, 8): L.append(board[i][j]) newBoard.append(L) newBoard = Moves(newBoard, color, nxtMove[step][0], nxtMove[step][1]) nxtV = findMove(newBoard, opColor, 1 - isMyTurn, round - 1, alpha, beta) if (nxtV > alpha): alpha = nxtV if (round == Limit): resultX = nxtMove[step][0] resultY = nxtMove[step][1] if (alpha >= beta): return beta else: for step in range(0, movePower): newBoard = [] for i in range(0, 8): L = [] for j in range(0, 8): L.append(board[i][j]) newBoard.append(L) newBoard = Moves(newBoard, color, nxtMove[step][0], nxtMove[step][1]) nxtV = findMove(newBoard, opColor, 1 - isMyTurn, round - 1, alpha, beta) if (nxtV < beta): beta = nxtV if (round == Limit): resultX = nxtMove[step][0] resultY = nxtMove[step][1] if (alpha >= beta): return alpha del nxtMove if (isMyTurn == 1): return alpha else: return beta # # import datetime # chessboard = [] # for i in range(0,8): # L = [] # for j in range(0,8): # L.append(0) # chessboard.append(L) # chessboard[3][4],chessboard[4][3] ,chessboard[3][3] ,chessboard[4][4] = BLACK,BLACK,WHITE,WHITE # ai = AI(8,BLACK,10000000) # # for round in range (4,64): # start=datetime.datetime.now() # ai.go(chessboard) # lens = len(ai.candidate_list) # print(ai.candidate_list) # print(round,Limit,NumOfFind) # if( lens != 0 ): # Moves(chessboard,ai.color,ai.candidate_list[lens-1][0],ai.candidate_list[lens-1][1]) # ai.color = -ai.color # end=datetime.datetime.now() # print(end-start)
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livius/video/processing/visualization/slide_boundaries.py
papar22/livius
1
73646
""" Visualise the min/max function for the slides contrast """ def visualize_environment_changes_and_histogram_interpolation(path_to_video, path_to_json_file): from video.processing.postProcessing import ContrastEnhancer # Read the Json file corr, boundaries, frame_ids = read_histogram_correlations_and_boundaries_from_json_file(path_to_json_file) X = frame_ids print X print corr print boundaries # Extract the segments and boundaries from the Contrast Enhancer contrast_enhancer = ContrastEnhancer(corr, boundaries) segments = contrast_enhancer.segments segment_boundaries = contrast_enhancer.segment_histogram_boundaries plt.figure('Histogram correlations and boundaries') # ## Plot the histogram correlations subplot1 = plt.subplot(2, 1, 1) subplot1.set_title('Histogram Correlations') subplot1.set_ylim([0, 1]) # Plot everything red subplot1.plot(X, corr, 'r') # Plot segments green for (start, end) in segments: subplot1.plot(X[int(start):int(end)], corr[int(start):int(end)], 'g') # ## Plot the histogram boundaries # Get the histogram boundary for every second seconds = range(len(X)) boundaries = map(contrast_enhancer.get_histogram_boundaries_at_time, seconds) min_max = zip(*boundaries) min_values = min_max[0] max_values = min_max[1] subplot2 = plt.subplot(2, 1, 2) subplot2.set_title('Min and Max histogram boundaries used for color correction') def get_non_segments(frame_ids, segments): """Extract times that do not belong to segments""" non_segments = [] # If the segments don't start at 0, we have a non-segment from 0 to the first segment if segments[0][0] > 0: non_segments.append((0, segments[0][0])) # Append all times between the segments for i in range(len(segments) - 1): non_segments.append((segments[i][1], segments[i + 1][0])) # If the segments don't end at the last possible frame, we have a non-segment from the last segment to the end if segments[-1][1] < len(frame_ids): non_segments.append((segments[-1][1], len(frame_ids))) return non_segments non_segments = get_non_segments(X, segments) # Print Segments as straight line for (start, end) in segments: x_range = X[int(start) : int(end)] subplot2.plot(x_range, min_values[int(start) : int(end)], 'b') subplot2.plot(x_range, max_values[int(start) : int(end)], 'g') # Print dashes between the segments for (start, end) in non_segments: x_range = X[int(start) : int(end)] if len(x_range) > 1: # We can use dotted dash line style subplot2.plot(x_range, min_values[int(start) : int(end)], 'b-.') subplot2.plot(x_range, max_values[int(start) : int(end)], 'g-.') else: # We only have one point, draw it as a hline marker subplot2.plot(x_range, min_values[int(start) : int(end)], 'b_') subplot2.plot(x_range, max_values[int(start) : int(end)], 'g_') plt.show() plt.figure('Frames') # ## Plot the start frames of each segment video = VideoFileClip(path_to_video, audio=False) max_pics_in_x = 4 x_count = 1 num_rows = (len(segments) / max_pics_in_x) + 1 frame_count = 1 # Adjust the segments. The Json file starts at frame 60, so we cannot take get_frame(0) for this # but rather get_frame(2) time_correction = X[0][1] / 30 # @todo(Stephan): This assumes 30fps, what to do with missing fps data? adjusted_segments = map(lambda (x, y): (x + time_correction, y + time_correction), segments) for (start, end) in adjusted_segments: # Extract and resize frame = video.get_frame(start) print frame.shape frame = cv2.resize(frame, dsize=(0, 0), fx=0.1, fy=0.1) # Plotting subplot = plt.subplot(num_rows, max_pics_in_x, frame_count) subplot.set_title('t = ' + str(start)) # Remove axis description subplot.get_xaxis().set_ticks([]) subplot.get_yaxis().set_ticks([]) subplot.imshow(frame) frame_count += 1 plt.show()
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app.py
aws-samples/eks-configrules-with-cdk
1
88746
#!/usr/bin/env python3 from aws_cdk import App, Aspects from eks_cis_cdk.eks_cis_cdk_stack import CdkConfigEksStack from eks_cis_cdk.config_cis_cdk_stack import lambdaStack # from config_cis_cdk.eks_cis_cdk_stack import lambdaStack # from eks_cis_cdk.eks_test_stack import lambdaTestStack ############### Deployment Parameters #################################################################### eks_admin_rolename = ( "Admin" # Set this to the Admin role in your AWS account, this is typically 'Admin' ) trusted_registries = "111111111111.dkr.ecr.us-east-1.amazonaws.com,busybox" ########################################################################################################## app = App() eks_stack = CdkConfigEksStack( app, "eksconfigexample", eks_admin_rolename=eks_admin_rolename ) config_stack = lambdaStack( app, "configrules", eks_lambda_role=eks_stack.lambda_role, eks_cluster=eks_stack.cluster.cluster_name, trusted_registries=trusted_registries, ) app.synth()
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hard-gists/3a2a081e4f3089920fd8aecefecbe280/snippet.py
jjhenkel/dockerizeme
21
29075
<reponame>jjhenkel/dockerizeme<gh_stars>10-100 '''Trains a simple convnet on the MNIST dataset. Does flat increment from <NAME> "Error-Driven Incremental Learning in Deep Convolutional Neural Network for Large-Scale Image Classification" Starts with just 3 classes, trains for 12 epochs then incrementally trains the rest of the classes by reusing the trained weights. ''' from __future__ import print_function import numpy as np np.random.seed(1) # for reproducibility from keras.datasets import mnist from keras.models import Sequential, model_from_json from keras.layers.core import Dense, Dropout, Activation, Flatten from keras.layers.convolutional import Convolution2D, MaxPooling2D from keras.utils import np_utils def build_data(classes,total_classes,X_train_all,y_train_all,X_test_all,y_test_all): train_ind = [] test_ind = [] for c in classes: train_ind.extend(list(np.where(y_train_all==c)[0])) test_ind.extend(list(np.where(y_test_all==c)[0])) X_train = X_train_all[train_ind,:,:] X_test = X_test_all[test_ind,:,:] y_train_true = y_train_all[train_ind] y_train = np.zeros(y_train_true.shape) y_test_true = y_test_all[test_ind] y_test = np.zeros(y_test_true.shape) for i,c in enumerate(classes): train_ind = list(np.where(y_train_true==c)[0]) test_ind = list(np.where(y_test_true==c)[0]) y_train[train_ind] = i y_test[test_ind] = i X_train = X_train.reshape(X_train.shape[0], 1, img_rows, img_cols) X_test = X_test.reshape(X_test.shape[0], 1, img_rows, img_cols) X_train = X_train.astype('float32') X_test = X_test.astype('float32') X_train /= 255 X_test /= 255 # convert class vectors to binary class matrices Y_train = np_utils.to_categorical(y_train, total_classes) Y_test = np_utils.to_categorical(y_test, total_classes) return X_train, Y_train, X_test, Y_test def build_model(old_model=None): model = Sequential() if old_model is None: model.add(Convolution2D(nb_filters, nb_conv, nb_conv, border_mode='valid', input_shape=(1, img_rows, img_cols))) else: weights = old_model.layers[0].get_weights() model.add(Convolution2D(nb_filters, nb_conv, nb_conv, border_mode='valid',weights=weights, input_shape=(1, img_rows, img_cols))) model.add(Activation('relu')) if old_model is None: model.add(Convolution2D(nb_filters, nb_conv, nb_conv)) else: weights = old_model.layers[2].get_weights() model.add(Convolution2D(nb_filters, nb_conv, nb_conv,weights=weights)) model.add(Activation('relu')) model.add(MaxPooling2D(pool_size=(nb_pool, nb_pool))) model.add(Dropout(0.25)) model.add(Flatten()) if old_model is None: model.add(Dense(128)) else: weights = old_model.layers[7].get_weights() model.add(Dense(128,weights=weights)) model.add(Activation('relu')) model.add(Dropout(0.5)) return model if __name__ == '__main__': MODEL_TRAINED = False # input image dimensions img_rows, img_cols = 28, 28 # the data, shuffled and split between train and test sets (X_train_all, y_train_all), (X_test_all, y_test_all) = mnist.load_data() if not MODEL_TRAINED: batch_size = 256 total_classes = 10 nb_epoch = 12 # number of convolutional filters to use nb_filters = 32 # size of pooling area for max pooling nb_pool = 2 # convolution kernel size nb_conv = 3 classes = [9,1,6] X_train, Y_train, X_test, Y_test = build_data(classes,3, X_train_all,y_train_all,X_test_all,y_test_all) model1 = build_model() model1.add(Dense(len(classes))) model1.add(Activation('softmax')) model1.compile(loss='categorical_crossentropy',optimizer='adadelta',metrics=['accuracy']) model1.fit(X_train, Y_train, batch_size=batch_size, nb_epoch=nb_epoch, verbose=1, validation_data=(X_test, Y_test)) # Save this model for later interrogation json_string = model1.to_json() open('model1_incremental_architecture.json', 'w').write(json_string) model1.save_weights('model1_incremental_weights.h5') score = model1.evaluate(X_test, Y_test, verbose=0) print('Test score:', score[0]) print('Test accuracy:', score[1]) # Now create a new model with all total_classes in the softmax layer. Copy over the weights to # this new network and initialize the new class connections randomly. model2 = build_model(old_model=model1) model2.add(Dense(total_classes)) # Replace the corresponding weights of the new network with the previously trained class weights weights = model2.layers[-1].get_weights() old_weights = model1.layers[-2].get_weights() # Last dense layer is second to last layer weights[0][:,-len(classes):] = old_weights[0] weights[1][-len(classes):] = old_weights[1] model2.layers[-1].set_weights(weights) model2.add(Activation('softmax')) model2.compile(loss='categorical_crossentropy',optimizer='adadelta',metrics=['accuracy']) new_classes = [7, 0, 3, 5, 2, 8, 4] class_mapping = new_classes[:] class_mapping.extend(classes) X_train, Y_train, X_test, Y_test = build_data(new_classes,10, X_train_all,y_train_all,X_test_all,y_test_all) model2.fit(X_train, Y_train, batch_size=batch_size, nb_epoch=nb_epoch, verbose=1, validation_data=(X_test, Y_test)) score = model2.evaluate(X_test, Y_test, verbose=0) print('Test score:', score[0]) print('Test accuracy:', score[1]) # Save the incrementally trained model json_string = model2.to_json() open('model2_incremental_architecture.json', 'w').write(json_string) model2.save_weights('model2_incremental_weights.h5') X_test = X_test_all.reshape(X_test_all.shape[0], 1, img_rows, img_cols) X_test = X_test.astype('float32') X_test /= 255 # Convert class vectors to binary class matrices # Note, that when a new image is presented to this network, the label of the image must be # fed into class_mapping to get the "real" label of the output y_test = np.array([class_mapping.index(c) for c in y_test_all]) Y_test = np_utils.to_categorical(y_test, total_classes) score = model2.evaluate(X_test, Y_test, verbose=1) print('Total Test score:', score[0]) print('Total Test accuracy:', score[1]) else: # Load the incrementally trained model and test it model = model_from_json(open('model2_incremental_architecture.json').read()) model.load_weights('model2_incremental_weights.h5') model.compile(loss='categorical_crossentropy',optimizer='adadelta',metrics=['accuracy']) classes = [7, 0, 3, 5, 2, 8, 4, 9, 1, 6] X_train, Y_train, X_test, Y_test = build_data(classes,10, X_train_all,y_train_all,X_test_all,y_test_all) score = model.evaluate(X_test, Y_test, verbose=1) print('Total Test score:', score[0]) print('Total Test accuracy:', score[1]) score = model.evaluate(X_train, Y_train, verbose=1) print('Total Train score:', score[0]) print('Total Train accuracy:', score[1])
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mnist_pytorch/previewer.py
DewanshuHaswani/fastai
0
79660
import torch import matplotlib.pyplot as plt from torchvision import datasets, transforms from random import choice BATCH_SIZE=64 # Load the mnist dataset train_loader = torch.utils.data.DataLoader( datasets.MNIST( "./data", train=True, download=True, transform=transforms.Compose([ transforms.ToTensor(), # transforms.Normalize((0.1307,), (0.3081,)) ])), batch_size=BATCH_SIZE ) train_data = train_loader.dataset.train_data char = choice(train_data) print(char) plt.imshow(char.numpy()) plt.show()
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src/pipeline/pipeline.py
GuiYuDaniel/CGC_of_Sn
0
167493
# -*- coding:utf8 -*- """ pipeline负责构建(不是执行)整体计算图: (当前支持串行拓扑序调度) 1,构建顶层拓扑序(既检查了DAG性,又是串行执行顺序) 2,创建pipenodes 本工作目前只考虑单线程串行,所以这是个简略版pipeline, 暂不支持:微服务,并行异步计算 """ import copy from db.typing import PipeLineInfo from pipeline.pipenode import PipeNode from utils.config import Config from utils.log import get_logger from utils.utils import new_id from utils.topo import (calc_dag, calc_topo_order) logger = get_logger(__name__) class PipeLine(object): """ 负责检查并构建计算图,分配对应的pipe node pipeline在新建后,是不随任务改变的 """ def __init__(self, workflow_conf=None, ppl_id=None, ppl_name=None): if workflow_conf is None: # a blank ppl waiting for load self.ppl_id = ppl_id if ppl_id and isinstance(ppl_id, str) else None self.ppl_name = ppl_name if ppl_name and isinstance(ppl_name, str) else None self.config = None self.dag_dict = None # 计算图的有向无环图表达 self.topo_order_list = None # 序列化的计算顺序 self.node_id_dict = None # {name: ppd_id} self.flags = None else: # new a real ppl self.ppl_id = ppl_id if ppl_id and isinstance(ppl_id, str) else new_id() self.ppl_name = ppl_name if ppl_name and isinstance(ppl_name, str) else self.ppl_id self.config = Config() self.dag_dict = calc_dag(workflow_conf) self.topo_order_list = calc_topo_order(self.dag_dict) self.node_id_dict = self._create_node_dict(workflow_conf) self.flags = None self.save_to_db() def _from_dict(self, ppl_dict): if not isinstance(ppl_dict, dict): err_msg = "_from_dict need input dict but {} with {}".format(type(ppl_dict), ppl_dict) logger.error(err_msg) raise Exception(err_msg) map_dict = { "pipeline_id": "ppl_id", "pipeline_name": "ppl_name", "dag_dict": "dag_dict", "topo_order_list": "topo_order_list", "config": "config", "node_id_dict": "node_id_dict", "flags": "flags" } self_keys = self.__dict__.keys() for map_key in map_dict: # if ppl_dict.get(map_key) and map_dict.get(map_key) in self_keys: if map_key in ppl_dict and map_dict.get(map_key) in self_keys: self.__dict__[map_dict.get(map_key)] = ppl_dict.get(map_key) def load_by_id(self, ppl_id): """成功则返回通过id装载起的类实例,失败则返回空实例""" if not isinstance(ppl_id, str): err_msg = "the ppl_id={} must be str, will return blank class".format(ppl_id) logger.error(err_msg) # 返回未经改动的实例 return self flag, ppl_dict = PipeLineInfo().query_by_id(ppl_id) if not flag: err_msg = "query pipeline by ppl_id={} meet error with {}, will return blank class".format( ppl_id, ppl_dict) # 此时ppl_dict是msg logger.error(err_msg) return self if ppl_dict is False: err_msg = "no pipeline in db by ppl_id={}, will return blank class".format(ppl_id) logger.warning(err_msg) return self self._from_dict(ppl_dict) return self def _to_dict(self): ppl_dict = { "pipeline_id": self.ppl_id, "pipeline_name": self.ppl_name, "dag_dict": self.dag_dict, "topo_order_list": self.topo_order_list, "config": self.config, "node_id_dict": self.node_id_dict, "flags": self.flags } return ppl_dict def save_to_db(self): # 不需要写try,因为db交互层已经写好了保护和log,只需要返回结果即可 ppl_dict = self._to_dict() flag, msg = PipeLineInfo().insert(ppl_dict) if not flag: err_msg = "save ppl_dict={} to db meet error".format(ppl_dict) logger.error(err_msg) return flag, msg def _create_node_dict(self, workflow_conf): """ 这个函数一是补完node信息,并存入db; 另一个是返回{node_name: node_id}的字典存在于pipeline中作为索引 """ # 补完prep_nodes添加进workflow_conf padding_workflow_conf = copy.deepcopy(workflow_conf) for single_node_id_dict in padding_workflow_conf: node_name = single_node_id_dict.get("name") single_node_id_dict["prep_nodes"] = self.dag_dict.get(node_name).get("prep_nodes") # check node_name_list = self.topo_order_list if len(node_name_list) != len(padding_workflow_conf): err_msg = "node_name_list={} and padding_workflow_conf={} must have same len".format( node_name_list, padding_workflow_conf) logger.error(err_msg) raise Exception(err_msg) node_id_dict = {} # create nodes for single_dict in padding_workflow_conf: # 结果的字典也是无序化的,依workflow字典初始化node没问题 if single_dict.get("name") not in node_name_list: err_msg = "node_name={} not in topo_order_list={}, conf_dict={}".format( single_dict.get("name"), node_name_list, single_dict) logger.error(err_msg) raise Exception(err_msg) try: ppn = PipeNode(conf=single_dict) node_id_dict[single_dict.get("name")] = ppn.ppn_id except Exception as e: err_msg = "create pipenode with conf={} meet error".format(single_dict) logger.error(err_msg) raise Exception(e) if len(node_name_list) != len(node_id_dict): err_msg = "node_name_list={} and node_id_dict={} must have same len".format(node_name_list, node_id_dict) logger.error(err_msg) logger.debug("workflow_conf={}".format(workflow_conf)) raise Exception(err_msg) return node_id_dict
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oscar/apps/dashboard/nav.py
endgame/django-oscar
0
159483
<gh_stars>0 from django.core.urlresolvers import reverse _nodes = [] class Node(object): def __init__(self, label, url_name=None, url_args=None, url_kwargs=None, access_fn=None): self.label = label self.url_name = url_name self.url_args = url_args self.url_kwargs = url_kwargs self.access_fn = access_fn self.children = [] @property def is_heading(self): return self.url_name is None @property def url(self): return reverse(self.url_name, args=self.url_args, kwargs=self.url_kwargs) def add_child(self, node): self.children.append(node) def is_visible(self, user): if not self.access_fn: return True return self.access_fn(user) def filter(self, user): if not self.is_visible(user): return None node = Node(self.label, self.url_name, self.access_fn) for child in self.children: if child.is_visible(node): node.add_child(child) return node def has_children(self): return len(self.children) > 0 def register(node, display_order=5): # We use tuples so we can sort later on. The lower the display order, the # closer to the left the node appears. _nodes.append((display_order, node)) def flush(): _nodes = [] def get_nodes(user): nodes = [] for _, node in sorted(_nodes): filtered_node = node.filter(user) if filtered_node: nodes.append(node) return nodes
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main/admin.py
ravsimar-sodhi/SRIP-web-app
0
72763
from django.contrib import admin from .models import LoggedCommit from mentor.models import Mentor def approve_status(modeladmin, request, queryset): queryset.update(status = "APPROVED") approve_status.short_description = "Mark selected Commits as approved" class LoggedCommitAdmin(admin.ModelAdmin): list_filter = ('status',) list_display = ['user', 'commit_id','url', 'issue_points','toc', 'remark','status', 'project', 'evaluated_by', 'time_eval'] actions = [approve_status] def get_queryset(self, request): qs = super(admin.ModelAdmin, self).get_queryset(request) if not request.user.is_superuser: mentor = Mentor.objects.get(handle=request.user) projects = mentor.project_set.all() qs = qs.filter(project__in=projects) return qs admin.site.register(LoggedCommit, LoggedCommitAdmin)
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setup.py
DecodEPFL/neurSLS
0
161688
#!/usr/bin/env python import setuptools import os os.chmod("run.py", 0o744) setuptools.setup( name='neurSLS', version='1.0', url='https://github.com/DecodEPFL/neurSLS', license='CC-BY-4.0 License', author='<NAME>', author_email='<EMAIL>', description='Neural System Level Synthesis', packages=setuptools.find_packages(), install_requires=['torch>=1.7.1', 'numpy>=1.18.1', 'matplotlib>=3.1.3'], classifiers=[ "Programming Language :: Python :: 3", "License :: OSI Approved :: MIT License", ], python_requires='>=3.8', )
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tensorflow_datasets/ranking/istella/istella.py
vanshhhhh/datasets
3,380
110934
<reponame>vanshhhhh/datasets # coding=utf-8 # Copyright 2021 The TensorFlow Datasets Authors. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. """istella dataset.""" import dataclasses from typing import Optional import tensorflow as tf import tensorflow_datasets.public_api as tfds from tensorflow_datasets.ranking.libsvm_ranking_parser import LibSVMRankingParser _DESCRIPTION = """ The Istella datasets are three large-scale Learning-to-Rank datasets released by Istella. Each dataset consists of query-document pairs represented as feature vectors and corresponding relevance judgment labels. The dataset contains three versions: * `main` ("Istella LETOR"): Containing 10,454,629 query-document pairs. * `s` ("Istella-S LETOR"): Containing 3,408,630 query-document pairs. * `x` ("Istella-X LETOR"): Containing 26,791,447 query-document pairs. You can specify whether to use the `main`, `s` or `x` version of the dataset as follows: ```python ds = tfds.load("istella/main") ds = tfds.load("istella/s") ds = tfds.load("istella/x") ``` If only `istella` is specified, the `istella/main` option is selected by default: ```python # This is the same as `tfds.load("istella/main")` ds = tfds.load("istella") ``` """ _CITATION = """ @article{10.1145/2987380, author = {<NAME> Lucchese, <NAME>}, title = {Fast Ranking with Additive Ensembles of Oblivious and Non-Oblivious Regression Trees}, year = {2016}, publisher = {ACM}, address = {New York, NY, USA}, volume = {35}, number = {2}, issn = {1046-8188}, url = {https://doi.org/10.1145/2987380}, doi = {10.1145/2987380}, journal = {ACM Transactions on Information Systems}, articleno = {15}, numpages = {31}, } """ _URLS = { "main": "http://library.istella.it/dataset/istella-letor.tar.gz", "s": "http://library.istella.it/dataset/istella-s-letor.tar.gz", "x": "http://quickrank.isti.cnr.it/istella-datasets-mirror/istella-X.tar.gz" } _FEATURE_NAMES = {n: f"feature_{n}" for n in range(1, 221)} _LABEL_NAME = "label" @dataclasses.dataclass class IstellaConfig(tfds.core.BuilderConfig): has_vali: bool = False subdirectory: Optional[str] = None class Istella(tfds.core.GeneratorBasedBuilder): """DatasetBuilder for istella dataset.""" VERSION = tfds.core.Version("1.0.1") RELEASE_NOTES = { "1.0.0": "Initial release.", "1.0.1": "Fix serialization to support float64." } # pytype: disable=wrong-keyword-args BUILDER_CONFIGS = [ IstellaConfig(name="main", has_vali=False, subdirectory="full"), IstellaConfig(name="s", has_vali=True, subdirectory="sample"), IstellaConfig(name="x", has_vali=True, subdirectory=None) ] # pytype: enable=wrong-keyword-args def _info(self) -> tfds.core.DatasetInfo: """Returns the dataset metadata.""" encoding = tfds.features.Encoding.ZLIB features = { name: tfds.features.Tensor( shape=(None,), dtype=tf.float64, encoding=encoding) for name in _FEATURE_NAMES.values() } features[_LABEL_NAME] = tfds.features.Tensor( shape=(None,), dtype=tf.float64, encoding=encoding) return tfds.core.DatasetInfo( builder=self, description=_DESCRIPTION, features=tfds.features.FeaturesDict(features), homepage="http://quickrank.isti.cnr.it/istella-dataset/", citation=_CITATION, ) def _split_generators(self, dl_manager: tfds.download.DownloadManager): """Returns SplitGenerators.""" path = dl_manager.download_and_extract(_URLS[self.builder_config.name]) # For some dataset configs, the data is in a subdirectory. if self.builder_config.subdirectory is not None: path = path / self.builder_config.subdirectory splits = { "train": self._generate_examples(path / "train.txt"), "test": self._generate_examples(path / "test.txt") } # For some dataset configs, there is an additional validation split. if self.builder_config.has_vali: splits["vali"] = self._generate_examples(path / "vali.txt") return splits def _generate_examples(self, path): """Yields examples.""" # Istella datasets seems to be encoded as latin1 and not utf-8, so we have # to read the file contents as bytes and manually decode it as latin1. with tf.io.gfile.GFile(path, "rb") as f: lines = map(lambda bytes_line: bytes_line.decode("latin1"), f) yield from LibSVMRankingParser(lines, _FEATURE_NAMES, _LABEL_NAME)
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refocus/constant.py
harshkothari410/refocus-python
0
1616041
HTTPSTATUS = { 'OK': 200, 'CREATED': 201, 'BAD_REQUEST': 400, 'UNAUTHORIZED': 401, 'FORBIDDEN': 403, 'NOT_FOUND': 404, 'NOT_ALLOWED': 405, }
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setup.py
Peder2911/dstk
0
106087
<reponame>Peder2911/dstk<gh_stars>0 import setuptools setuptools.setup( name="dstk", version="0.0.1", author="<NAME>", author_email="<EMAIL>", packages=setuptools.find_packages(), scripts=["bin/dstk"], url="http://pypi.python.org/pypi/dstk", license="LICENSE", description="Data science tookit", long_description=open("README").read(), install_requires=[ "pandas==1.0.1" ] )
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monorun/datasets/pipelines/loading.py
minghanz/MonoRUn
0
86484
<reponame>minghanz/MonoRUn import os.path as osp import mmcv import numpy as np from mmdet.datasets import PIPELINES @PIPELINES.register_module() class LoadAnnotations3D(object): def __init__(self, with_bbox_3d=True, with_coord_3d=True, with_coord_2d=True, with_truncation=False, with_depth=False, depth_mean=0.0, depth_std=1.0): self.with_bbox_3d = with_bbox_3d self.with_coord_3d = with_coord_3d self.with_coord_2d = with_coord_2d self.with_truncation = with_truncation self.with_depth = with_depth self.depth_mean = depth_mean self.depth_std = depth_std @staticmethod def _load_coord_3d(results): assert results['img_shape'] == results['ori_shape'] h, w = results['img_shape'][:2] oc_dict = mmcv.load( osp.join(results['coord_3d_prefix'], results['ann_info']['coord_3d'])) gt_coords_3d = [] gt_coords_3d_mask = [] for i, bbox_3d in zip(results['ann_info']['object_ids'], results['ann_info']['bboxes_3d']): uv = np.round(oc_dict['uv_list'][i]).astype(np.int) oc = oc_dict['oc_list'][i].astype(np.float32) coord_3d = np.zeros((h, w, 3), dtype=np.float32) coord_3d_mask = np.zeros((h, w, 1), dtype=np.float32) coord_3d[uv[:, 1], uv[:, 0]] = oc coord_3d_mask[uv[:, 1], uv[:, 0]] = 1.0 gt_coords_3d.append(coord_3d) gt_coords_3d_mask.append(coord_3d_mask) results['gt_coords_3d'] = gt_coords_3d results['gt_coords_3d_mask'] = gt_coords_3d_mask results['dense_fields'].append('gt_coords_3d') results['dense_fields'].append('gt_coords_3d_mask') return results @staticmethod def _load_bboxes_3d(results): results['gt_bboxes_3d'] = results['ann_info']['bboxes_3d'] results['bbox_3d_fields'].append('gt_bboxes_3d') results['gt_proj_r_mats'] = results['ann_info']['gt_proj_r_mats'] results['gt_proj_t_vecs'] = results['ann_info']['gt_proj_t_vecs'] return results def _load_depth(self, results): depth = mmcv.imread( osp.join(results['depth_prefix'], results['ann_info']['depth']), flag='unchanged')[..., None] # (H, W, 1) results['depth'] = (depth.astype(np.float32) - self.depth_mean) / self.depth_std results['dense_fields'].append('depth') return results @staticmethod def _gen_coord_2d(results): assert results['img_shape'] == results['ori_shape'] h, w = results['img_shape'][:2] coord_2d = np.mgrid[:h, :w].astype(np.float32) coord_2d[[1, 0]] = coord_2d[[0, 1]] # to [u, v] results['coord_2d'] = np.moveaxis(coord_2d, 0, -1) # (H, W, 2) if 'dense_fields' in results: results['dense_fields'].append('coord_2d') else: results['dense_fields'] = ['coord_2d'] return results def __call__(self, results): if 'ann_info' in results and 'cam_intrinsic' in results['ann_info']: results['cam_intrinsic'] = results['ann_info']['cam_intrinsic'] elif 'img_info' in results and 'cam_intrinsic' in results['img_info']: results['cam_intrinsic'] = results['img_info']['cam_intrinsic'] else: raise ValueError('cam_intrinsic not found') if self.with_bbox_3d: results = self._load_bboxes_3d(results) if self.with_coord_3d: results = self._load_coord_3d(results) if self.with_coord_2d: results = self._gen_coord_2d(results) if self.with_truncation: results['truncation'] = results['ann_info']['truncation'] if self.with_depth: results = self._load_depth(results) return results
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mouse_burrows/hpc/templates/pass3_single.py
david-zwicker/cv-mouse-burrows
1
149371
<reponame>david-zwicker/cv-mouse-burrows<filename>mouse_burrows/hpc/templates/pass3_single.py #!/usr/bin/env python2 from __future__ import division import sys import logging {ADD_PYTHON_PATHS} # @UndefinedVariable from numpy import array # @UnusedImport from mouse_burrows.algorithm.pass3 import ThirdPass from mouse_burrows.hpc.project import process_trials from video.io.backend_ffmpeg import FFmpegError # configure basic logging, which will be overwritten later logging.basicConfig() # set specific parameters for this job parameters = {SPECIFIC_PARAMETERS} # @UndefinedVariable # set job parameters job_id = sys.argv[1] parameters.update({{ 'base_folder': "{JOB_DIRECTORY}", 'logging/folder': ".", 'output/folder': ".", 'resources/pass3/job_id': job_id, }}) # do the second pass scan for trial in process_trials("{LOG_FILE}" % job_id, 10): try: pass3 = ThirdPass("{NAME}", parameters=parameters, read_data=True) pass3.process() except FFmpegError: print('FFmpeg error occurred. Continue.')
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autowrite/zmatrix.py
sjklipp/autochem_1219
0
151500
""" z-matrix writers """ def write(syms, key_mat, name_mat, val_dct, mat_delim=' ', setval_sign='='): """ write a z-matrix to a string """ mat_str = matrix_block(syms=syms, key_mat=key_mat, name_mat=name_mat, delim=mat_delim) setval_str = setval_block(val_dct=val_dct, setval_sign=setval_sign) zma_str = '\n\n'.join((mat_str, setval_str)) return zma_str def matrix_block(syms, key_mat, name_mat, delim=' '): """ write the .zmat matrix block to a string """ def _line_string(row_idx): line_str = '{:<2s} '.format(syms[row_idx]) keys = key_mat[row_idx] names = name_mat[row_idx] line_str += delim.join([ '{:>d}{}{:>5s} '.format(keys[col_idx], delim, names[col_idx]) for col_idx in range(min(row_idx, 3))]) return line_str natms = len(syms) mat_str = '\n'.join([_line_string(row_idx) for row_idx in range(natms)]) return mat_str def setval_block(val_dct, setval_sign='='): """ write the .zmat setval block to a string """ setval_str = '\n'.join([ '{:<5s}{}{:>11.6f}'.format(name, setval_sign, val) for name, val in val_dct.items()]) return setval_str
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src/dataAccess/Connection.py
mattmillr/utaka
1
9175
<filename>src/dataAccess/Connection.py #Copyright 2009 Humanitarian International Services Group # #Licensed under the Apache License, Version 2.0 (the "License"); #you may not use this file except in compliance with the License. #You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # #Unless required by applicable law or agreed to in writing, software #distributed under the License is distributed on an "AS IS" BASIS, #WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. #See the License for the specific language governing permissions and #limitations under the License. ''' Created Aug 4, 2009 connection pool abstraction over previous Connection.py which is now SingleConnection.py sets up module scope connection pool, currently with no size limit pool for both connections with dictionary cursors and regular cursors reconnects to db every x hours depending on config file @author: Andrew ''' from utaka.src.dataAccess.SingleConnection import Connection as SingleConnection import utaka.src.Config as Config import MySQLdb import datetime dcp = [SingleConnection(True)] rcp = [SingleConnection(False)] dbTimer = datetime.datetime.today() dbTimeout = datetime.timedelta(hours = int(Config.get('database', 'connection_timeout_in_hours'))) class Connection: def __init__(self, useDictCursor = False): if len(dcp) > 0: if useDictCursor: self.innerConn = dcp.pop() else: self.innerConn = rcp.pop() now = datetime.datetime.today() if (now - dbTimeout) > self.innerConn.connectTime: self.innerConn.close() self.innerConn = SingleConnection(useDictCursor) else: self.innerConn = SingleConnection(useDictCursor) def usingDictCursor(self): return self.innerConn.usingDictCursor() def executeStatement(self, statement, placeholder): return self.innerConn.executeStatement(statement, placeholder) def getRowCount(self): return self.innerConn.rowcount() def commit(self): self.innerConn.commit() def rollback(self): self.innerConn.rollback() def close(self): self.commit() self.__close_() def cancelAndClose(self): self.rollback() self.__close_() def __close_(self): utakaLog = open('/var/www/html/utaka/utakaLog', 'a') try: if self.usingDictCursor(): utakaLog.write('Dictionary Database Connection Returned to Pool\r\n') else: utakaLog.write('Regular Database Connection Returned to Pool\r\n') finally: utakaLog.close() if self.usingDictCursor(): dcp.append(self.innerConn) else: rcp.append(self.innerConn) self.innerConn = None
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pyutils/timing.py
eltrompetero/maxent_fim
0
168847
# Module for timing. # Author: <NAME>, <EMAIL> from .fim import * import timeit n = 6 hJ = np.concatenate((np.zeros(n), np.random.normal(scale=.3, size=n*(n-1)//2))) def example(): isingdkl = IsingFisherCurvatureMethod2(n, h=hJ[:n], J=hJ[n:]) isingdkl.maj_curvature(n_cpus=1)
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BleVibrationDevice.py
Suitceyes-Project-Code/Vibration-Pattern-Player
0
31723
from bluepy.btle import UUID, Peripheral from VestDeviceBase import VestDevice class BleVestDevice(VestDevice): def __init__(self, deviceAddr): try: self._peripheral = Peripheral(deviceAddr) serviceUUID = UUID("713d0000-503e-4c75-ba94-3148f18d941e") characteristicUUID = UUID("713d0003-503e-4c75-ba94-3148f18d941e") s = self._peripheral.getServiceByUUID(serviceUUID) self._characteristic = s.getCharacteristics(characteristicUUID)[0] except Exception as e: print("Error: " + str(e)) def __isValidState(self): return self._peripheral.getState() == "conn" def __write(self, byteArr): self._peripheral.writeCharacteristic(self._characteristic.getHandle(), byteArr) def set_pin(self, index, intensity): """Sets a pin to a given intensity. index: an integer from 0 - 6 intensity: an integer from 0 - 255 """ if self.__isValidState(): rList=[0,index,intensity] self.__write(bytes(rList)) def set_frequency(self,frequency): """Sets the frequency of the entire vest. frequency. """ if self.__isValidState(): rList=[4, frequency & (255), (frequency & (255 << 8)) >> 8, (frequency & (255 << 16)) >> 16, (frequency & (255 << 24)) >> 24] b = bytes(rList) self.__write(b) def mute(self): """Stops all motors on the vest from vibrating""" if self.__isValidState(): rList=[3] self.__write(bytes(rList)) def set_motor(self,index,rotation): """ Sets a given motor index to a given target rotation. """ if self.__isValidState(): rList = [11,index,rotation] self.__write(bytes(rList)) def set_motor_speed(self,speed): """ Changes how long it takes to move 1 degree per millisecond. """ if speed <= 0: raise ValueError("speed must be greater than 0.") rList = [12,speed] self.__write(bytes(rList)) def set_pins_batched(self, values = dict): for pin in values: self.set_pin(pin, values[pin])
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modred/tests/testera.py
shubhamKGIT/modred
0
31290
#!/usr/bin/env python """Test era module""" import unittest import os from os.path import join from shutil import rmtree import numpy as np from modred import era, parallel, util from modred.py2to3 import range def make_time_steps(num_steps, interval): """Helper function to find array of integer time steps. Args: num_steps: integer number of time steps to create. interval: interval between pairs of time steps, as shown above. Returns: time_steps: array of integers, time steps [0 1 interval interval+1 ...] """ if num_steps % 2 != 0: raise ValueError('num_steps, %d, must be even'%num_steps) interval = int(interval) time_steps = np.zeros(num_steps, dtype=int) time_steps[::2] = interval*np.arange(num_steps/2) time_steps[1::2] = 1 + interval*np.arange(num_steps/2) return time_steps @unittest.skipIf(parallel.is_distributed(), 'Only test ERA in serial') class testERA(unittest.TestCase): def setUp(self): if not os.access('.', os.W_OK): raise RuntimeError('Cannot write to current directory') self.test_dir = 'files_ERA_DELETE_ME' if not os.path.exists(self.test_dir): os.mkdir(self.test_dir) self.impulse_file_path = join(self.test_dir, 'impulse_input%03d.txt') def tearDown(self): """Deletes all of the arrays created by the tests""" rmtree(self.test_dir, ignore_errors=True) <EMAIL>('Testing others') def test_make_sampled_format(self): """ Test that can give time_values and outputs in either format. First tests format [0, 1, P, P+1, ...] and if there is a wrong time value. Then tests [0, 1, 2, 3, ...] format. """ for num_inputs in [1, 3]: for num_outputs in [1, 2, 4]: for num_time_steps in [4, 10, 12]: # Generate data # P=2 format [0, 1, 2, 3, ...] sample_interval = 2 dt_system = np.random.random() dt_sample = sample_interval * dt_system outputs = np.random.random( (num_time_steps, num_outputs, num_inputs)) time_steps = make_time_steps( num_time_steps, sample_interval) time_values = time_steps * dt_system # Compute using modred my_ERA = era.ERA() time_steps_computed, outputs_computed =\ era.make_sampled_format(time_values, outputs) #self.assertEqual(dt_system_computed, dt_system) # Reference values num_time_steps_true = (num_time_steps - 1) * 2 time_steps_true = make_time_steps(num_time_steps_true, 1) outputs_true = np.zeros( (num_time_steps_true, num_outputs, num_inputs)) outputs_true[::2] = outputs[:-1] outputs_true[1::2] = outputs[1:] # Compare values np.testing.assert_equal( time_steps_computed, time_steps_true) np.testing.assert_equal(outputs_computed, outputs_true) # Test that if there is a wrong time value, get an error time_values[num_time_steps // 2] = -1 self.assertRaises( ValueError, era.make_sampled_format, time_values, outputs) <EMAIL>("testing others") def test_assemble_Hankel(self): """ Tests Hankel arrays are symmetric given ``[CB CAB CA**P CA**(P+1)B ...]``.""" rtol = 1e-10 atol = 1e-12 for num_inputs in [1,3]: for num_outputs in [1, 2, 4]: for sample_interval in [1]: num_time_steps = 50 num_states = 5 A, B, C = util.drss(num_states, num_inputs, num_outputs) time_steps = make_time_steps( num_time_steps, sample_interval) Markovs = util.impulse(A, B, C, time_steps[-1] + 1) Markovs = Markovs[time_steps] if sample_interval == 2: time_steps, Markovs = era.make_sampled_format( time_steps, Markovs) my_ERA = era.ERA(verbosity=0) my_ERA._set_Markovs(Markovs) my_ERA._assemble_Hankel() H = my_ERA.Hankel_array Hp = my_ERA.Hankel_array2 for row in range(my_ERA.mc): for col in range(my_ERA.mo): np.testing.assert_equal( H[row * num_outputs:(row + 1) * num_outputs, col * num_inputs:(col + 1) * num_inputs], H[col * num_outputs:(col + 1) * num_outputs, row * num_inputs:(row + 1) * num_inputs]) np.testing.assert_equal( Hp[row * num_outputs:(row + 1) * num_outputs, col * num_inputs:(col + 1) * num_inputs], Hp[col * num_outputs:(col + 1) * num_outputs, row * num_inputs:(row + 1) * num_inputs]) np.testing.assert_allclose( H[row * num_outputs:(row + 1) * num_outputs, col * num_inputs:(col + 1) * num_inputs], C.dot( np.linalg.matrix_power( A, time_steps[(row + col) * 2]).dot( B)), rtol=rtol, atol=atol) np.testing.assert_allclose( Hp[row * num_outputs:(row + 1) * num_outputs, col * num_inputs:(col + 1) * num_inputs], C.dot( np.linalg.matrix_power( A, time_steps[(row + col) * 2 + 1]).dot( B)), rtol=rtol, atol=atol) <EMAIL>('testing others') def test_compute_model(self): """ Test ROM Markov params similar to those given - generates data - assembles Hankel array - computes SVD - forms the ROM discrete arrays A, B, and C (D = 0) - Tests Markov parameters from ROM are approx. equal to full plant's """ num_time_steps = 40 num_states_plant = 12 num_states_model = num_states_plant // 3 for num_inputs in [1, 3]: for num_outputs in [1, 2]: for sample_interval in [1, 2, 4]: time_steps = make_time_steps( num_time_steps, sample_interval) A, B, C = util.drss( num_states_plant, num_inputs, num_outputs) my_ERA = era.ERA(verbosity=0) Markovs = util.impulse(A, B, C, time_steps[-1] + 1) Markovs = Markovs[time_steps] if sample_interval == 2: time_steps, Markovs =\ era.make_sampled_format(time_steps, Markovs) num_time_steps = time_steps.shape[0] A_path_computed = join(self.test_dir, 'A_computed.txt') B_path_computed = join(self.test_dir, 'B_computed.txt') C_path_computed = join(self.test_dir, 'C_computed.txt') A, B, C = my_ERA.compute_model(Markovs, num_states_model) my_ERA.put_model( A_path_computed, B_path_computed, C_path_computed) #sing_vals = my_ERA.sing_vals[:num_states_model] # Flatten vecs into 2D X and Y arrays: # [B AB A**PB A**(P+1)B ...] #direct_vecs_flat = direct_vecs.swapaxes(0,1).reshape( # (num_states_model,-1))) # Exact grammians from Lyapunov eqn solve #gram_cont = util.solve_Lyapunov(A, B*B.H) #gram_obs = util.solve_Lyapunov(A.H, C.H*C) #print(np.sort(np.linalg.eig(gram_cont)[0])[::-1]) #print(sing_vals) #np.testing.assert_allclose(gram_cont.diagonal(), # sing_vals, atol=.1, rtol=.1) #np.testing.assert_allclose(gram_obs.diagonal(), # sing_vals, atol=.1, rtol=.1) #np.testing.assert_allclose(np.sort(np.linalg.eig( # gram_cont)[0])[::-1], sing_vals, # atol=.1, rtol=.1) #np.testing.assert_allclose(np.sort(np.linalg.eig( # gram_obs)[0])[::-1], sing_vals, # atol=.1, rtol=.1) # Check that the diagonals are largest entry on each row #self.assertTrue((np.max(np.abs(gram_cont),axis=1) == # np.abs(gram_cont.diagonal())).all()) #self.assertTrue((np.max(np.abs(gram_obs),axis=1) == # np.abs(gram_obs.diagonal())).all()) # Check the ROM Markov params match the full plant's Markovs_model = np.zeros(Markovs.shape) for ti, tv in enumerate(time_steps): Markovs_model[ti] = C.dot( np.linalg.matrix_power(A, tv).dot( B)) #print( # 'Computing ROM Markov param at time step %d' % tv) """ import matplotlib.pyplot as PLT for input_num in range(num_inputs): PLT.figure() PLT.hold(True) for output_num in range(num_outputs): PLT.plot(time_steps[:50], # Markovs_model[:50, output_num,input_num], 'ko') PLT.plot(time_steps[:50],Markovs[:50, # output_num, input_num],'rx') PLT.plot(time_steps_dense[:50], # Markovs_dense[:50, output_num, input_num],'b--') PLT.title('input %d to outputs'%input_num) PLT.legend(['ROM','Plant','Dense plant']) PLT.show() """ np.testing.assert_allclose( Markovs_model.squeeze(), Markovs.squeeze(), rtol=0.5, atol=0.5) np.testing.assert_equal( util.load_array_text(A_path_computed), A) np.testing.assert_equal( util.load_array_text(B_path_computed), B) np.testing.assert_equal( util.load_array_text(C_path_computed), C) if __name__ == '__main__': unittest.main()
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lectures/07-python-dictionaries/examples/gashlycrumb.py
mattmiller899/biosys-analytics
4
23979
<gh_stars>1-10 #!/usr/bin/env python3 """dictionary lookup""" import os import sys args = sys.argv[1:] if len(args) != 1: print('Usage: {} LETTER'.format(os.path.basename(sys.argv[0]))) sys.exit(1) letter = args[0].upper() lines = """ A is for Amy who fell down the stairs. B is for Basil assaulted by bears. C is for Clara who wasted away. D is for Desmond thrown out of a sleigh. E is for Ernest who choked on a peach. F is for Fanny sucked dry by a leech. G is for George smothered under a rug. H is for Hector done in by a thug. I is for Ida who drowned in a lake. J is for James who took lye by mistake. K is for Kate who was struck with an axe. L is for Leo who choked on some tacks. M is for Maud who was swept out to sea. N is for Neville who died of ennui. O is for Olive run through with an awl. P is for Prue trampled flat in a brawl. Q is for Quentin who sank on a mire. R is for Rhoda consumed by a fire. S is for Susan who perished of fits. T is for Titus who flew into bits. U is for Una who slipped down a drain. V is for Victor squashed under a train. W is for Winnie embedded in ice. X is for Xerxes devoured by mice. Y is for Yorick whose head was bashed in. Z is for Zillah who drank too much gin. """.strip().splitlines() lookup = {} for line in lines: lookup[line[0]] = line if letter in lookup: print(lookup[letter]) else: print('I do not know "{}"'.format(letter))
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monodepth/geometry/utils.py
vguizilini/packnet-sfm
1
22232
# Copyright 2020 Toyota Research Institute. All rights reserved. """ Geometry utilities """ import numpy as np def invert_pose_numpy(T): """ 'Invert' 4x4 extrinsic matrix Parameters ---------- T: 4x4 matrix (world to camera) Returns ------- 4x4 matrix (camera to world) """ Tc = np.copy(T) R, t = Tc[:3, :3], Tc[:3, 3] Tc[:3, :3], Tc[:3, 3] = R.T, - np.matmul(R.T, t) return Tc
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quimb/tensor/tensor_3d.py
cnakhl/quimb
0
106857
<reponame>cnakhl/quimb<gh_stars>0 import functools from numbers import Integral from itertools import product, starmap from collections import defaultdict from autoray import do from ..gen.rand import randn, seed_rand from . import array_ops as ops from .tensor_core import ( Tensor, TensorNetwork, oset, tags_to_oset, rand_uuid, ) def gen_3d_bonds(Lx, Ly, Lz, steppers, coo_filter=None): """Convenience function for tiling pairs of bond coordinates on a 3D lattice given a function like ``lambda i, j, k: (i + 1, j + 1, k + 1)``. Parameters ---------- Lx : int The number of x-slices. Ly : int The number of y-slices. Lz : int The number of z-slices. steppers : callable or sequence of callable Function(s) that take args ``(i, j, k)`` and generate another coordinate, thus defining a bond. coo_filter : callable Function that takes args ``(i, j, k)`` and only returns ``True`` if this is to be a valid starting coordinate. Yields ------ bond : tuple[tuple[int, int, int], tuple[int, int, int]] A pair of coordinates. Examples -------- Generate nearest neighbor bonds: >>> for bond in gen_3d_bonds(2, 2, 2, [lambda i, j, k: (i + 1, j, k), ... lambda i, j, k: (i, j + 1, k), ... lambda i, j, k: (i, j, k + 1)]): ... print(bond) ((0, 0, 0), (1, 0, 0)) ((0, 0, 0), (0, 1, 0)) ((0, 0, 0), (0, 0, 1)) ((0, 0, 1), (1, 0, 1)) ((0, 0, 1), (0, 1, 1)) ((0, 1, 0), (1, 1, 0)) ((0, 1, 0), (0, 1, 1)) ((0, 1, 1), (1, 1, 1)) ((1, 0, 0), (1, 1, 0)) ((1, 0, 0), (1, 0, 1)) ((1, 0, 1), (1, 1, 1)) ((1, 1, 0), (1, 1, 1)) """ if callable(steppers): steppers = (steppers,) for i, j, k in product(range(Lx), range(Ly), range(Lz)): if (coo_filter is None) or coo_filter(i, j, k): for stepper in steppers: i2, j2, k2 = stepper(i, j, k) if (0 <= i2 < Lx) and (0 <= j2 < Ly) and (0 <= k2 < Lz): yield (i, j, k), (i2, j2, k2) class TensorNetwork3D(TensorNetwork): _EXTRA_PROPS = ( '_site_tag_id', '_x_tag_id', '_y_tag_id', '_z_tag_id', '_Lx', '_Ly', '_Lz', ) def _compatible_3d(self, other): """Check whether ``self`` and ``other`` are compatible 3D tensor networks such that they can remain a 3D tensor network when combined. """ return ( isinstance(other, TensorNetwork3D) and all(getattr(self, e) == getattr(other, e) for e in TensorNetwork3D._EXTRA_PROPS) ) def __and__(self, other): new = super().__and__(other) if self._compatible_3d(other): new.view_as_(TensorNetwork3D, like=self) return new def __or__(self, other): new = super().__or__(other) if self._compatible_3d(other): new.view_as_(TensorNetwork3D, like=self) return new @property def Lx(self): """The number of x-slices. """ return self._Lx @property def Ly(self): """The number of y-slices. """ return self._Ly @property def Lz(self): """The number of z-slices. """ return self._Lz @property def nsites(self): """The total number of sites. """ return self._Lx * self._Ly * self._Lz @property def site_tag_id(self): """The string specifier for tagging each site of this 3D TN. """ return self._site_tag_id def site_tag(self, i, j, k): """The name of the tag specifiying the tensor at site ``(i, j, k)``. """ if not isinstance(i, str): i = i % self.Lx if not isinstance(j, str): j = j % self.Ly if not isinstance(k, str): k = k % self.Lz return self.site_tag_id.format(i, j, k) @property def x_tag_id(self): """The string specifier for tagging each x-slice of this 3D TN. """ return self._x_tag_id def x_tag(self, i): if not isinstance(i, str): i = i % self.Lx return self.x_tag_id.format(i) @property def x_tags(self): """A tuple of all of the ``Lx`` different x-slice tags. """ return tuple(map(self.x_tag, range(self.Lx))) @property def y_tag_id(self): """The string specifier for tagging each y-slice of this 3D TN. """ return self._y_tag_id def y_tag(self, j): if not isinstance(j, str): j = j % self.Ly return self.y_tag_id.format(j) @property def y_tags(self): """A tuple of all of the ``Ly`` different y-slice tags. """ return tuple(map(self.y_tag, range(self.Ly))) @property def z_tag_id(self): """The string specifier for tagging each z-slice of this 3D TN. """ return self._z_tag_id def z_tag(self, k): if not isinstance(k, str): k = k % self.Lz return self.z_tag_id.format(k) @property def z_tags(self): """A tuple of all of the ``Lz`` different z-slice tags. """ return tuple(map(self.z_tag, range(self.Lz))) @property def site_tags(self): """All of the ``Lx * Ly`` site tags. """ return tuple(starmap(self.site_tag, self.gen_site_coos())) def maybe_convert_coo(self, coo): """Check if ``coo`` is a tuple of three ints and convert to the corresponding site tag if so. """ if not isinstance(coo, str): try: i, j, k = map(int, coo) return self.site_tag(i, j, k) except (ValueError, TypeError): pass return coo def _get_tids_from_tags(self, tags, which='all'): """This is the function that lets coordinates such as ``(i, j, k)`` be used for many 'tag' based functions. """ tags = self.maybe_convert_coo(tags) return super()._get_tids_from_tags(tags, which=which) def gen_site_coos(self): """Generate coordinates for all the sites in this 3D TN. """ return product(range(self.Lx), range(self.Ly), range(self.Lz)) def gen_bond_coos(self): """Generate pairs of coordinates for all the bonds in this 3D TN. """ return gen_3d_bonds(self.Lx, self.Ly, self.Lz, steppers=[ lambda i, j, k: (i + 1, j, k), lambda i, j, k: (i, j + 1, k), lambda i, j, k: (i, j, k + 1), ]) def __getitem__(self, key): """Key based tensor selection, checking for integer based shortcut. """ return super().__getitem__(self.maybe_convert_coo(key)) def __repr__(self): """Insert number of slices into standard print. """ s = super().__repr__() extra = (f', Lx={self.Lx}, Ly={self.Ly}, Lz={self.Lz}, ' f'max_bond={self.max_bond()}') s = f'{s[:-2]}{extra}{s[-2:]}' return s def __str__(self): """Insert number of slices into standard print. """ s = super().__repr__() extra = (f', Lx={self.Lx}, Ly={self.Ly}, Lz={self.Lz}' f'max_bond={self.max_bond()}') s = f'{s[:-2]}{extra}{s[-2:]}' return s def flatten(self, fuse_multibonds=True, inplace=False): """Contract all tensors corresponding to each site into one. """ tn = self if inplace else self.copy() for i, j, k in self.gen_site_coos(): tn ^= (i, j, k) if fuse_multibonds: tn.fuse_multibonds_() return tn.view_as_(TensorNetwork3DFlat, like=self) flatten_ = functools.partialmethod(flatten, inplace=True) def is_lone_coo(where): """Check if ``where`` has been specified as a single coordinate triplet. """ return (len(where) == 3) and (isinstance(where[0], Integral)) class TensorNetwork3DVector(TensorNetwork3D, TensorNetwork): """Mixin class for a 3D square lattice vector TN, i.e. one with a single physical index per site. """ _EXTRA_PROPS = ( '_site_tag_id', '_x_tag_id', '_y_tag_id', '_z_tag_id', '_Lx', '_Ly', '_Lz', '_site_ind_id', ) @property def site_ind_id(self): return self._site_ind_id def site_ind(self, i, j, k): if not isinstance(i, str): i = i % self.Lx if not isinstance(j, str): j = j % self.Ly if not isinstance(k, str): k = k % self.Lz return self.site_ind_id.format(i, j, k) def reindex_sites(self, new_id, where=None, inplace=False): if where is None: where = self.gen_site_coos() return self.reindex( { self.site_ind(*coo): new_id.format(*coo) for coo in where }, inplace=inplace ) @site_ind_id.setter def site_ind_id(self, new_id): if self._site_ind_id != new_id: self.reindex_sites(new_id, inplace=True) self._site_ind_id = new_id @property def site_inds(self): """All of the site inds. """ return tuple(starmap(self.site_ind, self.gen_site_coos())) def to_dense(self, *inds_seq, **contract_opts): """Return the dense ket version of this 3D vector, i.e. a ``qarray`` with shape (-1, 1). """ if not inds_seq: # just use list of site indices return do('reshape', TensorNetwork.to_dense( self, self.site_inds, **contract_opts ), (-1, 1)) return TensorNetwork.to_dense(self, *inds_seq, **contract_opts) def phys_dim(self, i=None, j=None, k=None): """Get the size of the physical indices / a specific physical index. """ if (i is not None) and (j is not None) and (k is not None): pix = self.site_ind(i, j, k) else: # allow for when some physical indices might have been contracted pix = next(iter( ix for ix in self.site_inds if ix in self.ind_map )) return self.ind_size(pix) def gate( self, G, where, contract=False, tags=None, info=None, inplace=False, **compress_opts, ): """Apply a gate ``G`` to sites ``where``, preserving the outer site inds. """ if is_lone_coo(where): where = (where,) else: where = tuple(where) inds = tuple(starmap(self.site_ind, where)) return super().gate_inds( G, inds, contract=contract, tags=tags, info=info, inplace=inplace, **compress_opts ) gate_ = functools.partialmethod(gate, inplace=True) class TensorNetwork3DFlat(TensorNetwork3D, TensorNetwork): """Mixin class for a 3D square lattice tensor network with a single tensor per site, for example, both PEPS and PEPOs. """ _EXTRA_PROPS = ( '_site_tag_id', '_x_tag_id', '_y_tag_id', '_z_tag_id', '_Lx', '_Ly', '_Lz', ) def bond(self, coo1, coo2): """Get the name of the index defining the bond between sites at ``coo1`` and ``coo2``. """ b_ix, = self[coo1].bonds(self[coo2]) return b_ix def bond_size(self, coo1, coo2): """Return the size of the bond between sites at ``coo1`` and ``coo2``. """ b_ix = self.bond(coo1, coo2) return self[coo1].ind_size(b_ix) class PEPS3D(TensorNetwork3DVector, TensorNetwork3DFlat, TensorNetwork3D, TensorNetwork): r"""Projected Entangled Pair States object (3D). Parameters ---------- arrays : sequence of sequence of sequence of array The core tensor data arrays. shape : str, optional Which order the dimensions of the arrays are stored in, the default ``'urfdlbp'`` stands for ('up', 'right', 'front', down', 'left', 'behind', 'physical') meaning (x+, y+, z+, x-, y-, z-, physical) respectively. Arrays on the edge of lattice are assumed to be missing the corresponding dimension. tags : set[str], optional Extra global tags to add to the tensor network. site_ind_id : str, optional String specifier for naming convention of site indices. site_tag_id : str, optional String specifier for naming convention of site tags. x_tag_id : str, optional String specifier for naming convention of x-slice tags. y_tag_id : str, optional String specifier for naming convention of y-slice tags. z_tag_id : str, optional String specifier for naming convention of z-slice tags. """ _EXTRA_PROPS = ( '_site_tag_id', '_x_tag_id', '_y_tag_id', '_z_tag_id', '_Lx', '_Ly', '_Lz', '_site_ind_id', ) def __init__( self, arrays, *, shape='urfdlbp', tags=None, site_ind_id='k{},{},{}', site_tag_id='I{},{},{}', x_tag_id='X{}', y_tag_id='Y{}', z_tag_id='Z{}', **tn_opts ): if isinstance(arrays, PEPS3D): super().__init__(arrays) return tags = tags_to_oset(tags) self._site_ind_id = site_ind_id self._site_tag_id = site_tag_id self._x_tag_id = x_tag_id self._y_tag_id = y_tag_id self._z_tag_id = z_tag_id arrays = tuple(tuple(tuple(z for z in y) for y in x) for x in arrays) self._Lx = len(arrays) self._Ly = len(arrays[0]) self._Lz = len(arrays[0][0]) tensors = [] # cache for both creating and retrieving indices ix = defaultdict(rand_uuid) for i, j, k in self.gen_site_coos(): array = arrays[i][j][k] # figure out if we need to transpose the arrays from some order # other than up right front down left behind physical array_order = shape if i == self.Lx - 1: array_order = array_order.replace('u', '') if j == self.Ly - 1: array_order = array_order.replace('r', '') if k == self.Lz - 1: array_order = array_order.replace('f', '') if i == 0: array_order = array_order.replace('d', '') if j == 0: array_order = array_order.replace('l', '') if k == 0: array_order = array_order.replace('b', '') # allow convention of missing bonds to be singlet dimensions if len(array.shape) != len(array_order): array = do('squeeze', array) transpose_order = tuple( array_order.find(x) for x in 'urfdlbp' if x in array_order ) if transpose_order != tuple(range(len(array_order))): array = do('transpose', array, transpose_order) # get the relevant indices corresponding to neighbours inds = [] if 'u' in array_order: inds.append(ix[(i, j, k), (i + 1, j, k)]) if 'r' in array_order: inds.append(ix[(i, j, k), (i, j + 1, k)]) if 'f' in array_order: inds.append(ix[(i, j, k), (i, j, k + 1)]) if 'd' in array_order: inds.append(ix[(i - 1, j, k), (i, j, k)]) if 'l' in array_order: inds.append(ix[(i, j - 1, k), (i, j, k)]) if 'b' in array_order: inds.append(ix[(i, j, k - 1), (i, j, k)]) inds.append(self.site_ind(i, j, k)) # mix site, slice and global tags ijk_tags = tags | oset((self.site_tag(i, j, k), self.x_tag(i), self.y_tag(j), self.z_tag(k))) # create the site tensor! tensors.append(Tensor(data=array, inds=inds, tags=ijk_tags)) super().__init__(tensors, virtual=True, **tn_opts) @classmethod def from_fill_fn( cls, fill_fn, Lx, Ly, Lz, bond_dim, phys_dim=2, **peps3d_opts ): """Create a 3D PEPS from a filling function with signature ``fill_fn(shape)``. Parameters ---------- Lx : int The number of x-slices. Ly : int The number of y-slices. Lz : int The number of z-slices. bond_dim : int The bond dimension. physical : int, optional The physical index dimension. peps_opts Supplied to :class:`~quimb.tensor.tensor_3d.PEPS3D`. Returns ------- psi : PEPS3D """ arrays = [[[None for _ in range(Lz)] for _ in range(Ly)] for _ in range(Lx)] for i, j, k in product(range(Lx), range(Ly), range(Lz)): shape = [] if i != Lx - 1: # bond up shape.append(bond_dim) if j != Ly - 1: # bond right shape.append(bond_dim) if k != Lz - 1: # bond front shape.append(bond_dim) if i != 0: # bond down shape.append(bond_dim) if j != 0: # bond left shape.append(bond_dim) if k != 0: # bond behind shape.append(bond_dim) shape.append(phys_dim) arrays[i][j][k] = fill_fn(shape) return cls(arrays, **peps3d_opts) @classmethod def empty( self, Lx, Ly, Lz, bond_dim, phys_dim=2, like='numpy', **peps3d_opts, ): """Create an empty 3D PEPS. Parameters ---------- Lx : int The number of x-slices. Ly : int The number of y-slices. Lz : int The number of z-slices. bond_dim : int The bond dimension. physical : int, optional The physical index dimension. peps3d_opts Supplied to :class:`~quimb.tensor.tensor_3d.PEPS3D`. Returns ------- psi : PEPS3D See Also -------- PEPS3D.from_fill_fn """ return self.from_fill_fn( lambda shape: do("zeros", shape, like=like), Lx, Ly, Lz, bond_dim, phys_dim, **peps3d_opts ) @classmethod def ones( self, Lx, Ly, Lz, bond_dim, phys_dim=2, like='numpy', **peps3d_opts, ): """Create a 3D PEPS whose tensors are filled with ones. Parameters ---------- Lx : int The number of x-slices. Ly : int The number of y-slices. Lz : int The number of z-slices. bond_dim : int The bond dimension. physical : int, optional The physical index dimension. peps3d_opts Supplied to :class:`~quimb.tensor.tensor_3d.PEPS3D`. Returns ------- psi : PEPS3D See Also -------- PEPS3D.from_fill_fn """ return self.from_fill_fn( lambda shape: do("ones", shape, like=like), Lx, Ly, Lz, bond_dim, phys_dim, **peps3d_opts ) @classmethod def rand( cls, Lx, Ly, Lz, bond_dim, phys_dim=2, dtype='float64', seed=None, **peps3d_opts ): """Create a random (un-normalized) 3D PEPS. Parameters ---------- Lx : int The number of x-slices. Ly : int The number of y-slices. Lz : int The number of z-slices. bond_dim : int The bond dimension. physical : int, optional The physical index dimension. dtype : dtype, optional The dtype to create the arrays with, default is real double. seed : int, optional A random seed. peps_opts Supplied to :class:`~quimb.tensor.tensor_3d.PEPS3D`. Returns ------- psi : PEPS3D See Also -------- PEPS3D.from_fill_fn """ if seed is not None: seed_rand(seed) def fill_fn(shape): return ops.sensibly_scale(ops.sensibly_scale( randn(shape, dtype=dtype))) return cls.from_fill_fn( fill_fn, Lx, Ly, Lz, bond_dim, phys_dim, **peps3d_opts )
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widget/build_css_source.py
vesellov/callfeed.net
1
84379
import sys sys.stdout.write('function CallFeedBuildCSS(settings) {\n') sys.stdout.write(' var o = "";\n') sys.stdout.write(' o+="&lt;style type=&quot;text/css&quot;&gt;\\n";\n') for line in open(sys.argv[1]).read().splitlines(): l = line.rstrip() if not l: continue l = l.replace('"', '&quot;') l = ' o+="%s\\n";\n' % (unicode(l, 'utf-8').encode('unicode-escape')) sys.stdout.write(l) sys.stdout.write(' o+="&lt;/style&gt;\\n";\n') sys.stdout.write(' for (var key in settings) if (settings.hasOwnProperty(key))\n') sys.stdout.write(' if ((key.indexOf("flag_")==0)||(key.indexOf("text_")==0)||(key.indexOf("param_")==0)||(key.indexOf("color_")==0))\n') sys.stdout.write(' o = o.replace(new RegExp("%\\\\("+key+"\\\\)s", "g"), unescape(settings[key]));\n') sys.stdout.write(' return o;\n') sys.stdout.write('}\n')
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Testing/publications/magazines/glossy/__init__.py
freder/PageBotExamples
5
131084
# -*- coding: UTF-8 -*- # ----------------------------------------------------------------------------- # # P A G E B O T # # Copyright (c) 2016+ <NAME> + <NAME> # www.pagebot.io # Licensed under MIT conditions # # Supporting DrawBot, www.drawbot.com # Supporting Flat, xxyxyz.org/flat # ----------------------------------------------------------------------------- # # magazines/glossy/__init__.py # from pagebot.publications.magazines.basemagazine import BaseMagazine class Glossy(BaseMagazine): pass
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contrib/newsumt/setup.py
mjfwest/OpenMDAO-Framework
69
68301
<filename>contrib/newsumt/setup.py import os.path import setuptools import sys from numpy.distutils.core import setup from numpy.distutils.misc_util import Configuration sdkdir = os.environ.get('WindowsSdkDir') if sys.platform == 'win32' and sdkdir: # Update the ``library_dir_option`` function in MSVCCompiler # to add quotes around /LIBPATH entries. import types def _lib_dir_option(self, dir): return '/LIBPATH:"%s"' % dir from distutils.msvc9compiler import MSVCCompiler setattr(MSVCCompiler, 'library_dir_option', types.MethodType(_lib_dir_option, None, MSVCCompiler)) include_dirs = [os.path.join(sdkdir,'Include')] library_dirs = [os.path.join(sdkdir,'Lib')] # make sure we have mt.exe available in path path = os.environ['PATH'].split(';') path.append(os.path.join(sdkdir,'bin')) os.environ['PATH'] = ';'.join(path) else: include_dirs = [] library_dirs = [] config = Configuration(name='newsumt') config.add_extension('newsumtinterruptible', sources=['newsumt_interruptible.f', 'newsumt_interruptible.pyf'], include_dirs=include_dirs, library_dirs=library_dirs) kwds = {'install_requires':['numpy'], 'version': '1.1.1', 'zip_safe': False, 'license': 'public domain', # NOTE: we use 'url' here, but it really translates to 'home-page' # in the metadata. Go figure. 'url': 'http://ntrs.nasa.gov/archive/nasa/casi.ntrs.nasa.gov/19790018640_1979018640.pdf', 'package_data': {'openmdao.main': ['*.html']}, } kwds.update(config.todict()) setup(**kwds)
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CoquoBot/order_manager.py
Josef212/CoquoBot
0
28716
from order import Order class OrderManager: def __init__(self): self.orders = {} def user_has_any_order(self, chat_id: int, user: str) -> bool: order = self.get_order(chat_id) return order.user_has_any_order(user) def get_order(self, id: int) -> Order: if id not in self.orders: self.orders[id] = Order() return self.orders[id] def reset_order(self, id: int) -> None: self.get_order(id).reset()
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resqpy/property/__init__.py
poc11/resqpy
35
165006
<reponame>poc11/resqpy """Collections of properties for grids, wellbore frames, grid connection sets etc.""" __all__ = [ 'PropertyCollection', 'Property', 'WellLog', 'WellIntervalProperty', 'WellIntervalPropertyCollection', 'WellLogCollection', 'StringLookup', 'PropertyKind', 'GridPropertyCollection', 'property_over_time_series_from_collection', 'property_collection_for_keyword', 'infer_property_kind', 'write_hdf5_and_create_xml_for_active_property', 'reformat_column_edges_to_resqml_format', 'reformat_column_edges_from_resqml_format', 'same_property_kind', 'selective_version_of_collection', 'supported_local_property_kind_list', 'supported_property_kind_list', 'supported_facet_type_list', 'expected_facet_type_dict', 'create_transmisibility_multiplier_property_kind', 'property_kind_and_facet_from_keyword', 'guess_uom' ] from .property_common import property_collection_for_keyword, \ property_over_time_series_from_collection, \ write_hdf5_and_create_xml_for_active_property, \ infer_property_kind, \ reformat_column_edges_to_resqml_format, \ reformat_column_edges_from_resqml_format, \ selective_version_of_collection, \ same_property_kind, \ supported_property_kind_list, \ supported_local_property_kind_list, \ supported_facet_type_list, \ expected_facet_type_dict, \ property_kind_and_facet_from_keyword, \ guess_uom from .property_kind import PropertyKind, create_transmisibility_multiplier_property_kind from .string_lookup import StringLookup from .property_collection import PropertyCollection from .grid_property_collection import GridPropertyCollection from .property import Property from .well_interval_property import WellIntervalProperty from .well_interval_property_collection import WellIntervalPropertyCollection from .well_log import WellLog from .well_log_collection import WellLogCollection # Set "module" attribute of all public objects to this path. for _name in __all__: _obj = eval(_name) if hasattr(_obj, "__module__"): _obj.__module__ = __name__
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Entry.py
yeweiasia/ater
2
1613182
import wx from ui.MainWindowUI import MainWindowUI from ConfigHolder import ConfigHolder if __name__ == "__main__": ConfigHolder("etc/ater.ini") app = wx.App() frame = MainWindowUI("Ater").Show() app.MainLoop()
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lab2/text_recognizer/data/base_data_module.py
ronaldokun/fsdl-text-recognizer-2021-labs
0
65683
<gh_stars>0 """Base DataModule class.""" from pathlib import Path from typing import Collection, Dict, Optional, Tuple, Union import argparse import os from torch.utils.data import ConcatDataset, DataLoader import pytorch_lightning as pl from text_recognizer import util from text_recognizer.data.util import BaseDataset def load_and_print_info(data_module_class) -> None: """Load EMNISTLines and print info.""" parser = argparse.ArgumentParser() data_module_class.add_to_argparse(parser) args = parser.parse_args() dataset = data_module_class(args) dataset.prepare_data() dataset.setup() print(dataset) def _download_raw_dataset(metadata: Dict, dl_dirname: Path) -> Path: dl_dirname.mkdir(parents=True, exist_ok=True) filename = dl_dirname / metadata["filename"] if filename.exists(): return filename print(f"Downloading raw dataset from {metadata['url']} to {filename}...") util.download_url(metadata["url"], filename) print("Computing SHA-256...") sha256 = util.compute_sha256(filename) if sha256 != metadata["sha256"]: raise ValueError("Downloaded data file SHA-256 does not match that listed in metadata document.") return filename BATCH_SIZE = 2048 NUM_WORKERS = os.cpu_count() class BaseDataModule(pl.LightningDataModule): """ Base DataModule. Learn more at https://pytorch-lightning.readthedocs.io/en/stable/extensions/datamodules.html """ def __init__(self, args: argparse.Namespace = None) -> None: super().__init__() self.args = vars(args) if args is not None else {} self.batch_size = self.args.get("batch_size", BATCH_SIZE) self.num_workers = self.args.get("num_workers", NUM_WORKERS) self.on_gpu = isinstance(self.args.get("gpus", None), (str, int)) # Make sure to set the variables below in subclasses self.dims: Tuple[int, ...] self.output_dims: Tuple[int, ...] self.mapping: Collection self.data_train: Union[BaseDataset, ConcatDataset] self.data_val: Union[BaseDataset, ConcatDataset] self.data_test: Union[BaseDataset, ConcatDataset] @classmethod def data_dirname(cls): return Path(__file__).resolve().parents[3] / "data" @staticmethod def add_to_argparse(parser): parser.add_argument( "--batch_size", type=int, default=BATCH_SIZE, help="Number of examples to operate on per forward step." ) parser.add_argument( "--num_workers", type=int, default=NUM_WORKERS, help="Number of additional processes to load data." ) return parser def config(self): """Return important settings of the dataset, which will be passed to instantiate models.""" return {"input_dims": self.dims, "output_dims": self.output_dims, "mapping": self.mapping} def prepare_data(self, *args, **kwargs) -> None: """ Use this method to do things that might write to disk or that need to be done only from a single GPU in distributed settings (so don't set state `self.x = y`). """ def setup(self, stage: Optional[str] = None) -> None: """ Split into train, val, test, and set dims. Should assign `torch Dataset` objects to self.data_train, self.data_val, and optionally self.data_test. """ def train_dataloader(self): return DataLoader( self.data_train, shuffle=True, batch_size=self.batch_size, num_workers=self.num_workers, pin_memory=self.on_gpu, ) def val_dataloader(self): return DataLoader( self.data_val, shuffle=False, batch_size=self.batch_size, num_workers=self.num_workers, pin_memory=self.on_gpu, ) def test_dataloader(self): return DataLoader( self.data_test, shuffle=False, batch_size=self.batch_size, num_workers=self.num_workers, pin_memory=self.on_gpu, )
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seq_predict/ac.py
dmorrill10/seq_predict
0
72016
"""Arithmetic Coding Functions for doing compression using arithmetic coding. http://en.wikipedia.org/wiki/Arithmetic_coding The functions and classes all need predictive models; see model.py """ import math import itertools from seq_predict import CTW def grouper(n, iterable, fillvalue=None): args = [iter(iterable)] * n return itertools.zip_longest(*args, fillvalue=fillvalue) def compress_bits(model, bits): """Compresses a stream of bits into another stream of bits. Requires a prediction model. """ encoder = BinaryArithmeticEncoder(model) for c in itertools.chain.from_iterable((encoder.encode(b) for b in bits)): yield c for c in encoder.flush(): yield c def compress_bytes(model, bytes): """Compresses a stream of bytes into another steam of bytes. Requires a prediction model. """ bits = ((m >> i) & 1 for m in bytes for i in range(8)) cbits = compress_bits(model, bits) for c in (int(''.join(reversed(byte)), 2) for byte in grouper(8, (str(b) for b in cbits), '0')): yield c def decompress_bits(model, bits, msglen): """Decompresses a stream of bits into another stream of bits. Requires the same prediction model (from its original state) that was used for decompression and the number of bits in the message. """ decoder = BinaryArithmeticDecoder(model) nbits = 0 for r in itertools.chain.from_iterable((decoder.decode(b) for b in bits)): yield r nbits += 1 for r in decoder.flush(msglen - nbits): yield r def decompress_bytes(model, bytes, msglen): """Decompresses a stream of bytes into another stream of bytes. Requires the same prediction model (from its original state) that was used for decompression and the number of bytes in the message. """ cbits = ((m >> i) & 1 for m in bytes for i in range(8)) bits = decompress_bits(model, cbits, msglen * 8) for r in (int(''.join(reversed(byte)), 2) for byte in grouper(8, (str(b) for b in bits), '0')): yield r class BinaryArithmeticEncoder: """BinaryArithmeticEncoder An arithmetic encoder for binary data sources. For the theory behind the encoder see http://en.wikipedia.org/wiki/Arithmetic_coding. >>> encoder = BinaryArithmeticEncoder(CTW(8)) See also: BinaryArithmeticDecoder, compress, and compress_bytes """ def __init__(self, model, num_bits = 32): self.model = model self.num_bits = num_bits self._top = 2 ** self.num_bits self._half = self._top // 2 # [0, self._half) is outputs the zero bit self._1_4 = self._half // 2 self._3_4 = self._top - self._1_4 self.low = 0 # Interval is [self.low, self.high) self.high = self._top self.follow_bits = 0 # Opposing bits to follow the next output'd bit self.history = [] def encode(self, symbol): """Encodes a symbol returning a sequence of coded bits. The encoder is stateful and (since it is hopefully compressing the input) it will not return output bits for each input symbol. You will need to flush the encoder to get remaining coded bits after encoding the complete sequence. """ output = [] # Find the split point p_zero = self.model.predict(0, self.history) split = self.low + max(1, int((self.high - self.low) * p_zero)) # 0-interval is [self.low, split) # Update the model self.model.update(symbol, self.history) self.history.append(symbol) # Update the range based on the observed symbol if symbol: self.low = split else: self.high = split # If the range no longer overlaps the midpoint, the next bit is known # also rescale the interval to get back precision # # If the range overlaps the midpoint but not the 1/4 or 3/4 points then # we rescale the interval, but track this with follow bits. If the next # bit to output is a 1, then we already know it's at the low end of the upper # half, so we follow with a 0. Similarly if the next bit is a 0, then # we already know it's at the high end of the lower half, so we follow # with a 1. # If this happens a second time before outputting any bit, then there will # need to be 2 of these follow bits. So we track this by just incrementing # a follow bit counter. # # This is in a loop because the new range may not overlap the new midpoint, # allowing multiple bits to be determined output = [] while True: if self.high <= self._half: output.append(0) output.extend([1] * self.follow_bits) # Add the follow bits self.follow_bits = 0 elif self.low >= self._half: output.append(1) output.extend([0] * self.follow_bits) # Add the follow bits self.follow_bits = 0 self.low -= self._half self.high -= self._half elif self.low >= self._1_4 and self.high <= self._3_4: self.follow_bits += 1 self.low -= self._1_4 self.high -= self._1_4 else: break self.low *= 2 self.high *= 2 return output def flush(self): """Flushes any coded bits in the encoder. Typically called after the entire sequence has been encoded. """ if self.low < self._1_4: output = [0] + [1] * (self.follow_bits + 1) else: output = [1] + [0] * (self.follow_bits + 1) return output class BinaryArithmeticDecoder: def __init__(self, model, num_bits = 32): self.model = model self.num_bits = num_bits self._top = 2 ** self.num_bits self._half = self._top // 2 # [0, self._half) outputs the zero bit self._1_4 = self._half // 2 self._3_4 = self._top - self._1_4 self.low = 0 self.high = 1 # This ensures num_bits are read before decoding self.value = 0 self.history = [] def decode(self, bit): if self.high <= self._half: pass elif self.low >= self._half: self.value -= self._half self.low -= self._half self.high -= self._half elif self.low >= self._1_4 and self.high <= self._3_4: self.value -= self._1_4 self.low -= self._1_4 self.high -= self._1_4 self.low *= 2 self.high *= 2 self.value *= 2 self.value += bit output = [] while (self.low < self._half < self.high and ((self.low < self._1_4 or self.high > self._3_4))): p_zero = self.model.predict(0, self.history) split = self.low + max(1, int((self.high - self.low) * p_zero)) # 0-interval is [self.low, split) symbol = 0 if self.value < split else 1 output.append(symbol) self.model.update(symbol, self.history) self.history.append(symbol) if symbol: self.low = split else: self.high = split return output def flush(self, nbits): output = [] while len(output) < nbits: output += self.decode(0) return output[:nbits]
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src/files/trilio/get_pkgs.py
mskalka/charm-trilio-data-mover
0
184991
import cryptography import libvirtmod import cffi import _cffi_backend print(cryptography.__path__[0]) print(libvirtmod.__file__) print(cffi.__path__[0]) print(_cffi_backend.__file__)
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TwoPointers/Leetcode11.py
Rylie-W/LeetRecord
0
9954
class Solution: def maxArea(self, height) -> int: left=0 right=len(height)-1 res=min(height[left],height[right])*(right-left) while right>left: res=max(res,(right-left)*min(height[right],height[left])) if height[left]<height[right]: left+=1 else: right-=1 return res if __name__ == '__main__': sol=Solution() # height = [1, 1] height=[1,3,2,5,25,24,5] print(sol.maxArea(height))
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examples/pytorch/AxHyperOptimizationPTL/ax_hpo_mnist.py
PeterSulcs/mlflow
10,351
81368
<filename>examples/pytorch/AxHyperOptimizationPTL/ax_hpo_mnist.py import argparse import mlflow from ax.service.ax_client import AxClient from iris import IrisClassification from iris_data_module import IrisDataModule import pytorch_lightning as pl def train_evaluate(params, max_epochs=100): model = IrisClassification(**params) dm = IrisDataModule() dm.setup(stage="fit") trainer = pl.Trainer(max_epochs=max_epochs) mlflow.pytorch.autolog() trainer.fit(model, dm) trainer.test(datamodule=dm) test_accuracy = trainer.callback_metrics.get("test_acc") return test_accuracy def model_training_hyperparameter_tuning(max_epochs, total_trials, params): """ This function takes input params max_epochs, total_trials, params and creates a nested run in Mlflow. The parameters, metrics, model and summary are dumped into their respective mlflow-run ids. The best parameters are dumped along with the baseline model. :param max_epochs: Max epochs used for training the model. Type:int :param total_trials: Number of ax-client experimental trials. Type:int :param params: Model parameters. Type:dict """ with mlflow.start_run(run_name="Parent Run"): train_evaluate(params=params, max_epochs=max_epochs) ax_client = AxClient() ax_client.create_experiment( parameters=[ {"name": "lr", "type": "range", "bounds": [1e-3, 0.15], "log_scale": True}, {"name": "weight_decay", "type": "range", "bounds": [1e-4, 1e-3]}, {"name": "momentum", "type": "range", "bounds": [0.7, 1.0]}, ], objective_name="test_accuracy", ) for i in range(total_trials): with mlflow.start_run(nested=True, run_name="Trial " + str(i)) as child_run: parameters, trial_index = ax_client.get_next_trial() test_accuracy = train_evaluate(params=parameters, max_epochs=max_epochs) # completion of trial ax_client.complete_trial(trial_index=trial_index, raw_data=test_accuracy.item()) best_parameters, metrics = ax_client.get_best_parameters() for param_name, value in best_parameters.items(): mlflow.log_param("optimum_" + param_name, value) if __name__ == "__main__": parser = argparse.ArgumentParser() parser = pl.Trainer.add_argparse_args(parent_parser=parser) parser.add_argument( "--total_trials", default=3, help="umber of trials to be run for the optimization experiment", ) args = parser.parse_args() if "max_epochs" in args: max_epochs = args.max_epochs else: max_epochs = 100 params = {"lr": 0.1, "momentum": 0.9, "weight_decay": 0} model_training_hyperparameter_tuning( max_epochs=int(max_epochs), total_trials=int(args.total_trials), params=params )
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master/result_import_slp.py
dsolisherrera/excovery
0
78653
<filename>master/result_import_slp.py import sys #sys.path.append('/opt/local/Library/Frameworks/Python.framework/Versions/2.7/lib/python2.7') #sys.path.append('/opt/local/Library/Frameworks/Python.framework/Versions/2.7/lib/python2.7/site-packages') import struct import zlib from exp_description import * import pcapy import datetime import sqlite3 import json import zlib def init_db(): global conn c = conn.cursor() c.execute("SELECT name FROM sqlite_master WHERE type='table' AND name=''") if c.fetchone()==None: # Create table c.execute('''CREATE TABLE "run_ids" ( "runID" INTEGER PRIMARY KEY AUTOINCREMENT, "run_identifier" TEXT ) ''' ) c.execute("SELECT name FROM sqlite_master WHERE type='table' AND name='EEFiles'") if c.fetchone()==None: # Create table c.execute('''CREATE TABLE "EEFiles" ( "ID" INTEGER PRIMARY KEY AUTOINCREMENT, "File" BLOB)''' ) c.execute("SELECT name FROM sqlite_master WHERE type='table' AND name='Events'") if c.fetchone()==None: c.execute(''' CREATE TABLE "Events" ( "RunID" INTEGER, "NodeID" INTEGER, "CommonTime" TEXT, "EventType" TEXT, "Parameter" TEXT ) ''') c.execute("SELECT name FROM sqlite_master WHERE type='table' AND name='ExperimentInfo'") if c.fetchone()==None: c.execute(''' CREATE TABLE "ExperimentInfo" ( "ExpXML" TEXT, "EEVersion" TEXT, "Name" TEXT, "Comment" TEXT )''') c.execute("SELECT name FROM sqlite_master WHERE type='table' AND name='NodesIP'") if c.fetchone()==None: c.execute('''CREATE TABLE "NodesIP" ( "NodeID" TEXT, "IP_Address" TEXT )''') c.execute("SELECT name FROM sqlite_master WHERE type='table' AND name='ExperimentMeasurements'") if c.fetchone()==None: c.execute('''CREATE TABLE "ExperimentMeasurements" ( "ID" INTEGER PRIMARY KEY, "NodeID" TEXT, "Name" TEXT, "Content" TEXT )''') c.execute("SELECT name FROM sqlite_master WHERE type='table' AND name='ExtraRunMeasurements'") if c.fetchone()==None: c.execute('''CREATE TABLE "ExtraRunMeasurements" ( "RunID" INTEGER, "NodeID" INTEGER, "Name" TEXT, "Content" TEXT ) ''') c.execute("SELECT name FROM sqlite_master WHERE type='table' AND name='Links'") if c.fetchone()==None: c.execute(''' CREATE TABLE "Links" ( "RunID" INTEGER, "NodeIP" TEXT, "NeighborIP" TEXT, "LQ" REAL, "NLQ" REAL ) ''') c.execute("SELECT name FROM sqlite_master WHERE type='table' AND name='OLSR'") if c.fetchone()==None: c.execute(''' CREATE TABLE "OLSR" ( "RunID" INTEGER, "NodeID" TEXT, "OLSR" BLOB ) ''') c.execute("SELECT name FROM sqlite_master WHERE type='table' AND name='Logs'") if c.fetchone()==None: c.execute('''CREATE TABLE "Logs" ( "NodeID" TEXT, "Log" BLOB )''') c.execute("SELECT name FROM sqlite_master WHERE type='table' AND name='PacketsBmf0'") if c.fetchone()==None: c.execute('''CREATE TABLE "PacketsBmf0" ( "RunID" INTEGER, "NodeID" INTEGER, "CommonTime" TEXT, "SrcNodeID" TEXT, "Data" BLOB )''') c.execute("SELECT name FROM sqlite_master WHERE type='table' AND name='PacketsWLAN2'") if c.fetchone()==None: c.execute('''CREATE TABLE "PacketsWLAN2" ( "RunID" INTEGER, "NodeID" INTEGER, "CommonTime" TEXT, "SrcNodeID" TEXT, "Data" BLOB )''') c.execute("SELECT name FROM sqlite_master WHERE type='table' AND name='RunInfos'") if c.fetchone()==None: c.execute(''' CREATE TABLE "RunInfos" ( "RunID" INTEGER, "NodeID" INTEGER, "StartTime" TEXT, "TimeDiff" TEXT )''') # c.execute('''CREATE INDEX "id" on measurements (runID ASC)''') # Save (commit) the changes conn.commit() # We can also close the cursor if we are done with it c.close() class exp_event_list: def __init__(self): self.event_list = [] def load_from_file(self, file): self.event_list = [] fd = open(file) i = 0 event_list = [] for line in fd: if i == 0 or line.split(',')[0] == "timestamp": i = i +1 continue #skip the description line try: self.event_list.append(self.parse_line(line)) except: print "Error in file ", file raise() #event_list.append("%s,%s" %(line,node_name)) fd.close() return self.event_list def parse_line(self, line): ''' Each line consists of a timestamp,type,param The timestamp is concerted into epoch value ''' list = line.split(',') dt, _, us = list[0].partition(".") if _ != ".": _, us = [".", "000000"] list[0] = list[0] + ".000000" dt= datetime.datetime.strptime(dt, "%Y-%m-%d %H:%M:%S") us= int(us.rstrip("Z"), 10) ret = dt + datetime.timedelta(microseconds=us) ## patch old event types: if list[1]=="SD_init": list[1]="sd_init_done" if list[1]=="SD_exit": list[1]="sd_exit" if list[1]=="SD_start_search": list[1]="sd_start_search" if list[1]=="SD_stop_search": list[1]="sd_stop_search" if list[1]=="SD_publish": list[1]="sd_start_publish" if list[1]=="SD_add": list[1]="sd_service_add" return {'ts':ret, 'ts_string':list[0],'EventType':list[1], 'Parameter':list[2] } #gt("2008-08-12T12:20:30.656234Z") #datetime.datetime(2008, 8, 12, 12, 20, 30, 656234) def get_packet_list(file, timediff,pos): ''' returns an dict {'ts' commonTime, 'srcNode', 'data'} ''' global exp diff = datetime.timedelta(milliseconds=timediff) p = pcapy.open_offline(file) done = False packet_list = [] while done==False: try: (hdr,data) = p.next() curr_hdr = {} curr_hdr['ts_s'],curr_hdr['ts_us'] = hdr.getts() ts = datetime.datetime.fromtimestamp(curr_hdr['ts_s']) ts = ts + datetime.timedelta(microseconds=curr_hdr['ts_us']) ts = ts + diff #ipaddr=struct.unpack('B',data[12:16])[0] if pos == "bmp": ip0=struct.unpack('B',data[12])[0] ip1=struct.unpack('B',data[13])[0] ip2=struct.unpack('B',data[14])[0] ip3=struct.unpack('B',data[15])[0] else: ip0=struct.unpack('B',data[26])[0] ip1=struct.unpack('B',data[27])[0] ip2=struct.unpack('B',data[28])[0] ip3=struct.unpack('B',data[29])[0] ip = "%d.%d.%d.%d" % (ip0,ip1,ip2,ip3) #node ID node=exp.get_node_by_ip(ip) try: packet_list.append({'CommonTime':ts, 'SrcNodeID':node['real_id'], 'Data':data}) except TypeError: print ">>> OOOOOPS!" print ">>> Does one of you nodes have the wrong IP in the XML file?" print ">>> Aborting ..." continue #print "Packet TS:",ts except pcapy.PcapError: done=True return packet_list def get_links_measurements(exp_dir, run_id, db_run_id , node, c,fmt='json'): if fmt == 'txt': start = 0 fd = open("%s/nodes/%s/links/%s.log" % (exp_dir,run_id, node['real_id'])) i = 0 for line in fd: links = line.split() if len(links) == 0 and start == 1: break for i in range(len(links)): if links[i] == 'INFINITE': links[i] = "infinity" if start == 1: c.execute("INSERT INTO Links (RunID, NodeIP, NeighborIP, LQ, NLQ) VALUES (?,?,?,?,?)", [db_run_id, links[0],links[1],links[3],links[4]]) if "Local" in links: start = 1 # Need to find a proper way to save the text file #c.execute("INSERT INTO OLSR (RunID,NodeID, OLSR) VALUES (?,?,?)",[db_run_id,node['real_id'], sqlite3.Binary(zlib.compress(fd.read()))]) fd.close() else: fd = open("%s/nodes/%s/links/%s.json" % (exp_dir,run_id, node['real_id'])) olsr = json.load(fd) for link in olsr['links']: c.execute("INSERT INTO Links (RunID, NodeIP, NeighborIP, LQ, NLQ) VALUES (?,?,?,?,?)", [db_run_id, link['localIP'],link['remoteIP'],link['linkQuality'],link['neighborLinkQuality']]) c.execute("INSERT INTO OLSR (RunID,NodeID, OLSR) VALUES (?,?,?)",[db_run_id,node['real_id'], sqlite3.Binary(zlib.compress(json.dumps(olsr)))]) fd.close() def get_extra_run_measurements(exp_dir, run_id, node): ''' ''' fd = open("%s/nodes/%s/routes/%s.log" % (exp_dir,run_id, node['real_id'])) i = 0 for line in fd: routes = line fd.close() return routes def get_log_file(exp_dir, node): fd = open("%s/nodes/RPC-Server_%s.log" % (exp_dir, node['real_id'])) i = 0 log = fd.read() log = zlib.compress(log) fd.close() return log def run_dir_importer(exp_dir, run_identifier, db_run_id, node, c,olsr_fmt): ''' ''' #get events event_list = exp_event_list() event_list.load_from_file("%s/nodes/%s/event_log_%s.log" % (exp_dir, run_identifier, node['real_id'])) time_diff = 0 #get time diff info if node['abstract_id']!="": fd = open("%s/master/%s/ping_t_%s" % (exp_dir,run_identifier, node['real_id'])) i = 0 offset_1 = 0 for line in fd: if i == 3: #fetch first offset try: offset_1 = int(line) except ValueError: last_run_identifier = run_identifier.split('_') last_run_identifier[-1] = str(int(last_run_identifier[-1])-1) last_run_identifier = '_'.join(last_run_identifier) fd_last = open("%s/master/%s/ping_t_%s" % (exp_dir,last_run_identifier, node['real_id'])) i_last = 0 for line_last in fd_last: if i_last == 3: #fetch first offset offset_1 = int(line_last) if i_last == 5: offset_2 = int(line_last) break i_last = i_last +1 fd_last.close() break if i == 5: offset_2 = int(line) break i = i +1 fd.close() # todo check calculation time_diff = offset_1 #+ abs(offset_2))/2 #print "Time_diff=",time_diff try: c.execute("INSERT INTO RunInfos (RunID, NodeID, StartTime, TimeDiff) VALUES(?,?,?,?)",[db_run_id,node['real_id'],event_list.event_list[0]['ts_string'],time_diff]) except IndexError: sys.stdout.flush() sys.stdout.write("\n") print ">>> OOOOOPS!" print ">>> We have an index error." print "db_run_id: %d" % db_run_id print "node: %s" % node print "node['real_id']: %s" % node['real_id'] print "event_list: %s" % event_list print "event_list.event_list: %s" % event_list.event_list print "event_list.event_list[0]: %s" % event_list.event_list[0] print "event_list.event_list[0]['ts_string']: %s" % event_list.event_list[0]['ts_string'] print "time_diff: %d" % time_diff raise() for event in event_list.event_list: diff = datetime.timedelta(milliseconds=time_diff) commonTime = event['ts'] + diff c.execute("INSERT INTO Events (RunID, NodeID, CommonTime, EventType, Parameter) VALUES (?,?,?,?,?)", [db_run_id,node['real_id'],commonTime, event['EventType'],event['Parameter']]) # parse packets if node['abstract_id']!="": cap = "%s/nodes/%s/capture/%s_bmf0.pcap" %(exp_dir, run_identifier,node['real_id']) packet_list = get_packet_list(cap, time_diff,"bmp") #print len(packet_list) #print packet_list for packet in packet_list: c.execute("INSERT INTO PacketsBmf0 (RunID,NodeID,CommonTime, SrcNodeId, Data) VALUES (?,?,?,?,?)", [db_run_id,node['real_id'],packet['CommonTime'],packet['SrcNodeID'],sqlite3.Binary(packet['Data'])]) if node['abstract_id']!="": cap = "%s/nodes/%s/capture/%s_wlan2.pcap" %(exp_dir, run_identifier,node['real_id']) packet_list = get_packet_list(cap, time_diff,"wlan2") #print len(packet_list) #print packet_list for packet in packet_list: c.execute("INSERT INTO PacketsWLAN2 (RunID,NodeID,CommonTime, SrcNodeId, Data) VALUES (?,?,?,?,?)", [db_run_id,node['real_id'],packet['CommonTime'],packet['SrcNodeID'],sqlite3.Binary(packet['Data'])]) # ExtraRun measurements routes = get_extra_run_measurements(exp_dir,run_identifier, node) c.execute("INSERT INTO ExtraRunMeasurements (RunID, NodeID, Name, Content) VALUES (?,?,?,?)", [db_run_id, node['real_id'],"routes",routes]) # Topology/links measurements given by OLSR get_links_measurements(exp_dir, run_identifier, db_run_id , node, c, fmt=olsr_fmt) def get_topo(exp_dir, node, node2): fd = open("%s/nodes/topology/traceroute_%s_%s" % (exp_dir, node['real_id'],node2['real_id'])) i = 0 s = fd.read() #s = zlib.compress(s) fd.close() return s def experiment_dir_importer(exp_dir,olsr_fmt): global csv_file global exp global conn c = conn.cursor() #loop over run sequence for run_number in range(exp.get_run_count()): ###### SETUP LEVELS OF ALL FACTORS FOR THIS RUN ######## exp.set_run_number(run_number) run_definition = exp.get_run_identifier() sys.stdout.write("\rImporting run ID %d" % run_number) sys.stdout.flush() c.execute("INSERT INTO run_ids (run_identifier) VALUES (?)", [run_definition]) run_id = c.lastrowid # import measurements from nodes and master # event lists, packets, topo, timediff all_nodes = exp.get_all_spec_nodes() for node in all_nodes: #if node['real_id']=="t9-007": run_dir_importer(exp_dir, run_definition, run_id, node, c,olsr_fmt) sys.stdout.write("\r%d runs imported " % (run_number + 1)) sys.stdout.flush() sys.stdout.write("\n") conn.commit() # get log files nodenum = 0 for node in all_nodes: nodenum = nodenum + 1 c.execute("INSERT INTO NodesIP (NodeID, IP_Address) VALUES (?,?)",[node['real_id'], node['real_ip']]) try: sys.stdout.write("\rInserting log for node %d" % nodenum) sys.stdout.flush() log = get_log_file(exp_dir, node) c.execute("INSERT INTO Logs (NodeID, Log) VALUES (?,?)",[node['real_id'], sqlite3.Binary(log)]) except: sys.stdout.write(" ... no logfile") sys.stdout.write("\rLogs for %d nodes inserted " % nodenum) sys.stdout.flush() sys.stdout.write("\n") # get program files conn.commit() # get experiment measurements for node in all_nodes: for node2 in all_nodes: if node!= node2: if node['abstract_id']!="" and node2['abstract_id']!="": topo = get_topo(exp_dir, node, node2) c.execute("INSERT INTO ExperimentMeasurements (NodeID, Name, Content) VALUES (?,'hopcount',?)",[node['real_id'],topo]) # get experiment description conn.commit() if __name__ == '__main__': global exp global conn parser = optparse.OptionParser( description='Import Service Discovery Experiments.', prog=os.path.basename(sys.argv[0]), version='%s 0.0.1' % os.path.basename(sys.argv[0]), ) parser.add_option('-e', metavar='experiment_dir', dest='experiment_dir', help='Name of the experiment') parser.add_option('-x', metavar='exp_file', dest='exp_file', help='the abstract experiment description') parser.add_option('-o', metavar='csv_file', dest='csv_file', help='the file to which the results are written') parser.add_option('-d', metavar='database', dest='database', help='the file that should contain the database') parser.add_option('--olsr', metavar='olsr_fmt', dest='olsr_fmt', help='the format in which the olsr data was generated') options, arguments = parser.parse_args() if options.experiment_dir==None: print "Need experiment dir" exit() if options.csv_file!=None: csv_file = options.csv_file if options.database==None: conn = sqlite3.connect('/tmp/example4') else: conn = sqlite3.connect(options.database) if options.olsr_fmt!=None: olsr_fmt = options.olsr_fmt else: olsr_fmt = 'json' exp = experiment_description(options.exp_file) #exp.summary() init_db() experiment_dir_importer(options.experiment_dir,olsr_fmt) c = conn.cursor() fd = open(options.exp_file) xml = fd.read() fd.close() c.execute("INSERT INTO ExperimentInfo (ExpXML,EEVersion,Name,Comment) VALUES (?,'0.4',?,?)",[xml, exp.experiment_name,""]) conn.commit() print "Creating indexes" c.execute('''CREATE INDEX "events_index" on events (RunID ASC, NodeID ASC)''') c.execute('''CREATE INDEX "packet_index" on packets (RunID ASC, NodeID ASC, SrcNodeID ASC)''') c.execute('''CREATE INDEX "runinfo_index" on runinfos (RunID ASC, NodeID ASC)''') conn.commit()
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cleanupRawFiles.py
porterad/photo-utils
0
1606053
#!/usr/bin/python3 import re import os import argparse TRASH_DIR = 'Trash' parser = argparse.ArgumentParser() parser.add_argument("dir", help="directory to cleanup") parser.add_argument("-e", "--extension", default="NEF", help="File extension to clean up. Files of this type without" " a match of reference type are moved.") parser.add_argument("-r", "--reference", default="JPG", help="reference file extension") args = parser.parse_args() # Using the case insensitive flag to match, for example, both .NEF and .nef regex = re.compile(r"(.*)\." + args.extension + "$", re.I) files = os.listdir(args.dir) files_to_move = [] for filename in files: match = regex.fullmatch(filename) if match: if str(match.groups()[0]) + '.' + args.reference not in files: files_to_move.append(match.string) files_to_move.sort() if len(files_to_move) > 0: trash_path = os.path.join(args.dir, TRASH_DIR) if not os.path.exists(trash_path): try: os.mkdir(trash_path) except FileExistsError as e: print(e) exit() if os.path.isdir(trash_path): for file_to_move in files_to_move: print("moving " + file_to_move) os.rename(os.path.join(args.dir, file_to_move), os.path.join(trash_path, file_to_move))
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create_dataset.py
phihes/dnp-create-paneldata
0
168579
import pandas as pd import numpy as np import time import sys import json from jsmin import jsmin from collections import Counter import os.path from xlrd.biffh import XLRDError from aenum import IntEnum import time # set up logging (to console) import logging logger = logging.getLogger(__name__) logger.setLevel(logging.DEBUG) formatter = logging.Formatter('[%(levelname)s] %(message)s') handler = logging.StreamHandler(stream=sys.stdout) handler.setFormatter(formatter) handler.setLevel(logging.DEBUG) logger.addHandler(handler) logger.setLevel(logging.DEBUG) PATH_TO_SETTINGS = 'settings/settings.json' DEFAULT_SETTINGS = dict( # path to panel structure excel file path_panel='settings/panel.xlsx', # name of sheets in panel structure excel file sheet_persons='persons', sheet_panel_entities='panel_entities', sheet_companies='companies', sheet_groups='groups', sheet_questions='data dictionary', sheet_scales='scales', # path to survey data - {} will be replaced with year (YYYY) path_results='survey-results/results_{}.xlsx', # path to resulting output file path_output='output/dnp_panel-data_{}-{}', # years to include years=[2013, 2014, 2015, 2016, 2017, 2018, 2019], # exclude deprecated variables exclude_deprecated=True, # exclude variables with personal information exclude_personal=True, # exclude variables with auxiliary information exclude_auxiliary=True, # exclude variables from special sections exclude_special_sections=True, # exclude din meta data exclude_din_meta_data=True, # exclude variables with less x years in which they were part of the questionnaire exclude_years_min=0, # allow missing observations: include panel entities which did not complete all specified years allow_missing=True, # save the results to an excel file save_output=True ) def load_excel_sheet(file, sheet=None, exit_on_error=True): """ Load an Excel sheet and return as Pandas dataframe with user friendly error-handling. :param file: Path to excel file :param sheet: Name of sheet to load. Default: None -> Loads first sheet. :param exit_on_error: Whether to call exit(0) on exception. :returns: Pandas DataFrame, or None in case of error. """ df = None try: if sheet is not None: df = pd.read_excel(file, sheet_name=sheet) else: df = pd.read_excel(file) except FileNotFoundError: logger.error("Could not find file '{}'.".format(file)) if exit_on_error: exit(0) except pd.errors.EmptyDataError: logger.error("File '{}' is empty.".format(file)) if exit_on_error: exit(0) except pd.errors.ParserError: logger.error("File '{}' is broken.".format(file)) if exit_on_error: exit(0) except XLRDError: logger.error("Sheet '{}' is missing in {}.".format(sheet, file)) if exit_on_error: exit(0) except Exception: logger.error("There was an error while loading '{}'".format(file)) if exit_on_error: exit(0) return df class DataSetType: SINGLE_YEAR = 1 PANEL = 2 class SelectionReason(IntEnum): """ Reasons why a participant was / was not selected for sample; Reason > 0 : selected, Reason <= 0 : not selected """ NOT_ENOUGH_QUESTIONS_ANSWERED = -1 NOT_SELECTED_OTHER_REPRESENTATIVE_WAS_SELECTED = 0 SELECTED_AS_COMPANY_REPRESENTATIVE = 1 SELECTED_AS_COMPANY_REPRESENTATIVE_NO_OTHERS_FOUND = 2 SELECTED_AS_INDUSTRY_REPRESENTATIVE = 3 class DataSetCreator(object): dataset_extra_cols = { 'selected', 'algorithmic_selection', 'algorithmic_selection_comment', 'historic_selection', 'panel_entity_id', 'person_id', 'year', 'cat_position', 'email' } required_settings = ['path_panel', 'sheet_persons', 'sheet_panel_entities', 'sheet_companies', 'sheet_groups', 'sheet_questions', 'sheet_scales', 'sheet_selection', 'path_results', 'path_output', 'years', 'exclude_deprecated', 'exclude_personal', 'exclude_auxiliary', 'exclude_din_meta_data', 'exclude_special_sections', 'exclude_years_min', 'allow_missing', 'save_output', 'use_selection_history'] def __init__(self, settings=DEFAULT_SETTINGS): # settings: dataframe self.settings = settings self.years = self.settings['years'] self._validate_settings() # list people (per year) that can't be found when creating dataset self.missing_persons = {y: set() for y in self.years} # load data according to settings... # data: dictionary year:dataframe per self.years # questions, q_dict, scales: data structure dataframes # participant database: dataframes # selection: historic (who was in the samples of the past?), dataframes logger.info("Loading data...") self.data, self.questions, self.q_dict, self.scales, self.persons, self.companies,\ self.panel_entities, self.groups,\ self.selection = DataSetCreator._load_data( settings=self.settings ) # create lookup for persons self.persons_lookup = (self.persons .drop_duplicates( subset=["email", "wave_added"], keep="last" ) .set_index( ["email", "wave_added"] ) [["id", "panel_entity_id"]] .rename( columns={ "id": "person_id" }) .to_dict( orient='index' ) ) logger.info("Mapping scales...") self.data = self._map_scales( data=self.data, scales=self.scales, q_dict=self.q_dict ) logger.info("Generating panel data...") self.panel_df, self.available_questions_per_year = self._make_panel_df() # warn if persons couldn't be identified for y, missing in self.missing_persons.items(): if len(missing) > 0: logger.warning("Missing in {}: {} persons".format(y, len(missing))) # ", ".join(missing))) def _validate_settings(self): for s in self.required_settings: if s not in self.settings.keys(): logger.error("Setting '{}' is missing.".format(s)) exit(0) if not os.path.isfile(self.settings["path_panel"]): logger.error("Panel file '{}' could not be found.".format(self.settings["path_panel"])) exit(0) outdir = "/".join(self.settings["path_output"].split("/")[:-1]) if not os.path.isdir(outdir): logger.error("Can't find output directory '{}'.".format(outdir)) exit(0) def _set_sheet_settings_attribute(self, attr_name): """ Sets an object attribute (=attr_name) to a df generate from the sheet of the same name in the panel file ("panel.xlsx"). :param attr_name: Object attribute = sheet name to set :return: None """ setattr(self, attr_name, load_excel_sheet( self.settings['path_panel'], self.settings['sheet_{}'.format(attr_name)] )) def _get_relevant_questions(self, dataset_type=DataSetType.SINGLE_YEAR): """ Get a set of question names that should be included in dataset according to settings: in/exclude deprecated, personal, auxiliary questions, meta data, questions that appear in a minimum number of years, special sections, etc. :param dataset_type: default: DataSetType.SINGLE_YEAR. If DataSetType.PANEL, exclude special section questions :return: Set of question names """ query = 'name != "NaN"' query += ' and not deprecated' if self.settings['exclude_deprecated'] else "" query += ' and not personal_data' if self.settings['exclude_personal'] else "" query += ' and not auxiliary' if self.settings['exclude_auxiliary'] else "" query += ' and not name.str.startswith("din_")' if self.settings['exclude_din_meta_data'] else "" query += ' and num_years_observed >= {}'.format(self.settings['exclude_years_min']) if dataset_type==DataSetType.PANEL: query += ' and special_section_year == "NaN"' if self.settings[ 'exclude_special_sections'] else "" return set(self.questions.query(query, engine='python')['name'].tolist()) @staticmethod def _load_data(settings): """ Load survey data files and additional settings from panel.xlsx. :param settings: :return: DataFrames (data, questions, q_dict, scales, persons, companies, groups, panel_entities, selection) """ # load survey data data = {y: load_excel_sheet( settings['path_results'].format(y)) for y in settings['years'] } # load sheets from panel.xlsx questions = load_excel_sheet(settings['path_panel'], settings['sheet_questions']) scales = load_excel_sheet(settings['path_panel'], settings['sheet_scales']) persons = load_excel_sheet(settings['path_panel'], settings['sheet_persons']) companies = load_excel_sheet(settings['path_panel'], settings['sheet_companies']) groups = load_excel_sheet(settings['path_panel'], settings['sheet_groups']) panel_entities = load_excel_sheet(settings['path_panel'], settings['sheet_panel_entities']) selection = load_excel_sheet(settings['path_panel'], settings['sheet_selection']) # group scale entries scales = scales.groupby('scale') # make sure deprecated works... questions['deprecated'] = questions['deprecated'].astype('bool') # save dict representation of questions try: q_dict = questions.set_index('name').to_dict(orient='index') except ValueError: logger.error("questions are not unique") counter = Counter(questions['name'].tolist()) logger.error(["{}({})".format(i, counter[i]) for i in counter if counter[i] > 1]) exit(0) except Exception as ex: logger.error("Can not generate question dictionary, questions not properly loaded or defined") raise ex return data, questions, q_dict, scales, persons,\ companies, groups, panel_entities, selection def _was_selected(self, email, year): selected = np.nan selection_col = "selection_{}".format(year) # try all indices for y in self.years: try: sel = self.selection.set_index("email_{}".format(y)) selected = True if sel.loc[email][selection_col] == 1 else False break except KeyError: pass # logger.warning("could not find {} in {}".format(email, y)) return selected def _select_by_history(self, df): return df.apply(lambda x: self._was_selected(x['email'], x['year']), axis=1) @staticmethod def _get_q_map(q, q_dict, scales): """ Map observations to desired values, using the corresponding question's scale definition. :param q: question name :param q_dict: question dictionary (q->{...,scale: scalename}) :param scales: Pandas DataFrame :return: dict {original_data_value: mapped_data_value} """ q_scale = q_dict[q]['scale'] q_map = {} # if question is not associated with any scale, no mapping is necessary if q_scale in scales.groups.keys(): for r in scales.get_group(q_scale).iterrows(): r = r[1] for n in range(1, 50): key_name = 'alternative_{}'.format(n) if key_name in r.keys(): original = r['alternative_{}'.format(n)] if not pd.isnull(original): # cast all values to str to avoid type mismatches q_map[str(original)] = str(r['value']) return q_map def identify(self, email, year): """ Get id of associated panel entity and person based on email and year of observation. :param email: person's e-mail address :param year: year of entry in participant DB :return: {panel_entity_id:int value, person_id:int value} """ res = None for i in range(year, min(self.persons.wave_added)-1, -1): try: res = self.persons_lookup[(email, i)] break except KeyError: pass if res is None: self.missing_persons[year].add(email) return { 'panel_entity_id': None, 'person_id': None } else: return res @staticmethod def _select_company_representative(group): """ Algorithm for selecting DNP participants: When there are multiple participants who answer for the same company in one wave, a set of rules has to determine the one participant whose answers to take into account. Prerequisites: All participants need to be matched to a company. Company names have to be cleaned / coded, considering a threshold up to which organization subdivisions are regarded as separate units. :param group: A Pandas group of participants, where each participant represents the same company. :return: Pandas Series with bool selected """ # selected = [] # order by fraction of answered questions (most first) # ranked = group.sort_values(['fill'], ascending=False) fill = group["total_fill"] max_fill = max(fill) # de-select all participants with too much missing data # group.loc[fill < min_fill, "selected"] = SelectionReason.NOT_ENOUGH_QUESTIONS_ANSWERED # CASE A: only one participant in group if len(group) == 1: group.loc[ :, "selected" ] = SelectionReason.SELECTED_AS_COMPANY_REPRESENTATIVE_NO_OTHERS_FOUND # CASE B: multiple potential representatives else: # find best candidate = first cand. with max fill and standardization position candidates = ( group[(fill == max_fill) & group.std_position].index if group[fill == max_fill].std_position.any() else group[fill == max_fill].index ) # the representative group.loc[ group.index == candidates[0], "selected" ] = SelectionReason.SELECTED_AS_COMPANY_REPRESENTATIVE # the rest is not selected group.loc[ pd.isnull(group.selected), "selected" ] = SelectionReason.NOT_SELECTED_OTHER_REPRESENTATIVE_WAS_SELECTED return group.selected def _select(self, df): """ Select one participant from all participant groups in the data. Calls DataSetCreator._select on each group. Appends selection reasons. :param df: Pandas DataFrame :return: """ participants = None try: participants = df[["panel_entity_id", "person_id", "year", "total_fill", "cat_position", "view"]].copy() except Exception as ex: logger.error("Data is missing for {}:".format(df['year'].unique()[0])) logger.error(ex) logger.info("Make sure that the following variables exist and have completely mapped scales:") logger.info("email, cat_position, num_empl, num_turnover, view") exit(0) participants["selected"] = np.nan participants.loc[ participants.total_fill < self.settings["min_fill"], "selected" ] = SelectionReason.NOT_ENOUGH_QUESTIONS_ANSWERED participants["std_position"] = participants['cat_position'].str.contains('standard', case=False) selection = [] if self.settings["include_privates_in_representative_selection"]: # group all participants that answered enough questions # by their panel_entity_id and the year of participantion for name, group in participants.groupby(['panel_entity_id', 'year']): group_selection = self._select_company_representative(group.copy()) selection.append(group_selection) else: # select all participants with view=private & enough answered questions participants.loc[ (participants.view == "private") & (participants.total_fill >= self.settings["min_fill"]), "selected" ] = SelectionReason.SELECTED_AS_INDUSTRY_REPRESENTATIVE selection.append(participants[participants.view == "private"].selected) # group all view=company participants that answered enough questions # by their panel_entity_id and the year of participantion remaining = participants[ (participants.view != "private") & (pd.isnull(participants.selected)) ].copy() for name, group in remaining.groupby(['panel_entity_id', 'year']): group_selection = DataSetCreator._select_company_representative(group) selection.append(group_selection) selected = pd.concat(selection) return ( selected > 0, selected.replace({r.value: r.name.lower() for r in SelectionReason}) ) @staticmethod def get_fill(df): """ Get percentage of questions filled in by participants as Pandas Series. :param df: Pandas DataFrame :return: Pandas Series """ col_delta = set(df.columns).intersection(DataSetCreator.dataset_extra_cols) return df.count(axis=1).divide(len(df.columns) - len(col_delta)) def make_dataset(self, data, selected_years): """ Prepare a dataset from given data for the specified years: - select a sample of participants based on DataSetCreator.select() - include historical selection if available - drop variables that are not available in time-span :param data: Pandas DataFrame (stacked panel data in long format with var 'year') :param selected_years: list<int> of years :return: dataset (Pandas DataFrame) """ # keep only observations for selected years df = data[data['year'].isin(selected_years)].dropna(axis=1, how='all').copy() # drop questions that are not required try: relevant_questions = self._get_relevant_questions( DataSetType.SINGLE_YEAR if len(selected_years) == 1 else DataSetType.PANEL ) drop_cols = set(df.columns) - relevant_questions - DataSetCreator.dataset_extra_cols df = df.drop(drop_cols, axis=1) except Exception as ex: logger.error("An error occured when trying to drop irrelevant questions:") raise ex exit(0) # calculate % of questions filled in df['total_fill'] = DataSetCreator.get_fill(df) logger.info("{}: {} participants dropped due to too many missings".format( ", ".join([str(y) for y in selected_years]), len(df.total_fill[df.total_fill < self.settings["min_fill"]].index) )) # create "selection" column selection, selection_reason = self._select(df) df['algorithmic_selection'] = selection df['algorithmic_selection_comment'] = selection_reason # create "historic selection" column df['historic_selection'] = self._select_by_history(df) # create merged selection column (history if available, otherwise alg. selection) # TODO: review # df['selected'] = df['historic_selection'].fillna(df['algorithmic_selection']) df['selected'] = df['algorithmic_selection'] logger.info("{}: selected {}/{} participants".format( ", ".join([str(y) for y in selected_years]), len(df.selected[df.selected > 0].index), len(df.selected) )) # drop email address if self.settings['exclude_personal']: df = df.drop(['email'], axis=1) return df @staticmethod def _map_scales(data, scales, q_dict): """ Replaces all data values for questions that have defined scales. A default mapped value can be set by setting the $default$ flag, all original data values that can't be mapped will be mapped to the default value. :param data: dict{year:DataFrame} of survey data :param scales: :param q_dict: :return: """ obs_map = {} for y in data.keys(): for q in q_dict.keys(): obs_map[q_dict[q]['name_{}'.format(y)]] = DataSetCreator._get_q_map(q, q_dict, scales) for y in data.keys(): for c in data[y].columns: if c in obs_map.keys(): observations = data[y][c] scale = q_dict[c] if c in q_dict.keys() else None scale_map = obs_map[c] default_map = {} # if a default value is set, # replace all original values for which no mapping exists # with that default mapping value if "$default$" in scale_map.keys(): # all values in the data that do not appear in map: unmapped = set(observations.unique()) - set(scale_map.keys()) - {'', np.nan, 'nan'} default_map = {str(k): scale_map["$default$"] for k in unmapped} # replace values with mapped + default values data[y][c] = observations.astype(str).replace({ **scale_map, **default_map, **{ 'nan': np.nan, '': np.nan } }) # if scale is in defined as numeric, cast column to numeric # if c in q_dict.keys() and q_dict[c]['format'] == 'numeric': if scale is not None and scale['format'] == 'numeric': data[y][c] = pd.to_numeric(observations, errors='coerce') return data def _make_panel_df(self): """ Create panel DataFrame by stacking yearly data, adding year variable, and identifying persons and panel entities by <year, email> information. :return: panel (Pandas DataFrame), number of available questions per year (dict{year:num}) """ panel_data = [] available_questions_per_year = {} # iterate over columns (questions) for y, d in self.data.items(): qs = {q_info['name_{}'.format(y)]: q_panel for q_panel, q_info in self.q_dict.items()} found_qs = [k for k in qs.keys() if k in d.columns] not_found_qs = list(set(qs.keys()) - set(found_qs)) available_questions_per_year[y] = [qs[f] for f in found_qs] for _ in d.iterrows(): row = _[1] panel_data.append({ **{'year': y}, **{qs[q]: row[q] for q in found_qs}, **{qs[nf_q]: np.nan for nf_q in not_found_qs} }) # identify panel entities panel_df = pd.DataFrame(panel_data).replace({'nan': np.nan}) # t = time.process_time() ident = panel_df.apply( lambda x: self.identify(x['email'], x['year']), axis=1).apply(pd.Series) # logger.info("identifying took {} s".format(time.process_time() - t)) panel_df['panel_entity_id'] = ident['panel_entity_id'] panel_df['person_id'] = ident['person_id'] return panel_df, available_questions_per_year def get_datasets(self, years=None): if years is None: years = self.years datasets = {} if len(years) == 1: datasets = { '{}'.format(years[0]): self.make_dataset(self.panel_df, years) } elif len(years) > 1: datasets = { 'panel {}-{}'.format(years[0], years[-1]): self.make_dataset(self.panel_df, years), **{'{}'.format(y): self.make_dataset(self.panel_df, [y]) for y in years} } return datasets def to_excel(self): # prepare datasets logger.info("Preparing all datasets...") datasets = self.get_datasets() fn = self.settings['path_output'].format(min(self.years), max(self.years)) filename = '{}_{}.xlsx'.format(fn, time.strftime("%Y%m%d-%H%M%S")) writer = pd.ExcelWriter(filename, engine='xlsxwriter') info_years = "the years {} to {}".format( min(self.years), max(self.years)) if len(self.years) > 1 else "{}".format(self.years[0]) info = [ "German Standardization Panel", "Deutsches Normungspanel (DNP)", "", "This data set contains pseudonymized survey data from " + info_years + ".", "It was created automatically on " + time.strftime("%Y-%m-%d") + ".", "The data structure is described in the sheets 'variables' and 'scales'.", "Observations:" ] for n, dat in datasets.items(): c_text = "Sheet {}: Selected observations: {}. Total: {}.".format( n, len(dat[dat['selected'] == True].index), len(dat.index) ) if "-" in n: c_text += " Panel observations: " selected = dat[dat['selected'] == True] try: selected_grouped = selected.groupby('panel_entity_id').agg({'year': pd.Series.nunique}) yearly = selected_grouped['year'].value_counts().to_dict() c_text += ". ".join(["{} year(s): {}".format(y, c) for y, c in yearly.items()]) except KeyError: logger.error(selected.groupby('panel_entity_id')) info.append(c_text) # write questions and scales questions_drop_cols = set(self.questions.columns) - { 'name', 'question', 'label', 'scale', 'format' } scales_drop_cols = set(self.scales.obj.columns) - {'scale', 'value'} # sheet 'info' pd.DataFrame({'info': info}).to_excel(writer, sheet_name='info') # sheet 'variables' self.questions.drop(questions_drop_cols, axis=1).to_excel(writer, sheet_name='variables') # sheet 'scales' self.scales.obj.drop(scales_drop_cols, axis=1).to_excel(writer, sheet_name='scales') # sheets yyyy for n, dat in datasets.items(): dat.to_excel(writer, sheet_name=n) # stack all years and put them in one sheet years_dat = [d for y, d in datasets.items() if y.isdigit()] # sheet 'data' pd.concat(years_dat, sort=False).to_excel(writer, sheet_name="data") logger.info("Saving to excel...") try: writer.save() except FileNotFoundError: logger.error("Could not save to {}".format(filename)) exit(0) return filename if __name__ == "__main__": settings = DEFAULT_SETTINGS try: with open(PATH_TO_SETTINGS) as handle: minified = jsmin(handle.read()) settings = json.loads(minified) logger.info("Loaded custom settings from {}".format(PATH_TO_SETTINGS)) except Exception as e: logger.error(e) logger.info("Could not load custom settings, using default settings") creator = DataSetCreator(settings=settings) filename = creator.to_excel() logger.info("Dataset saved to {}".format(filename))
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utils/phase0/minimal_ssz.py
CarlBeek/eth2.0-specs
3
146044
<reponame>CarlBeek/eth2.0-specs from .hash_function import hash BYTES_PER_CHUNK = 32 BYTES_PER_LENGTH_PREFIX = 4 ZERO_CHUNK = b'\x00' * BYTES_PER_CHUNK def SSZType(fields): class SSZObject(): def __init__(self, **kwargs): for f in fields: if f not in kwargs: raise Exception("Missing constructor argument: %s" % f) setattr(self, f, kwargs[f]) def __eq__(self, other): return ( self.fields == other.fields and self.serialize() == other.serialize() ) def __hash__(self): return int.from_bytes(self.hash_tree_root(), byteorder="little") def __str__(self): output = [] for field in self.fields: output.append(f'{field}: {getattr(self, field)}') return "\n".join(output) def serialize(self): return serialize_value(self, self.__class__) def hash_tree_root(self): return hash_tree_root(self, self.__class__) SSZObject.fields = fields return SSZObject class Vector(): def __init__(self, items): self.items = items self.length = len(items) def __getitem__(self, key): return self.items[key] def __setitem__(self, key, value): self.items[key] = value def __iter__(self): return iter(self.items) def __len__(self): return self.length def is_basic(typ): return isinstance(typ, str) and (typ[:4] in ('uint', 'bool') or typ == 'byte') def is_constant_sized(typ): if is_basic(typ): return True elif isinstance(typ, list) and len(typ) == 1: return is_constant_sized(typ[0]) elif isinstance(typ, list) and len(typ) == 2: return False elif isinstance(typ, str) and typ[:5] == 'bytes': return len(typ) > 5 elif hasattr(typ, 'fields'): for subtype in typ.fields.values(): if not is_constant_sized(subtype): return False return True else: raise Exception("Type not recognized") def coerce_to_bytes(x): if isinstance(x, str): o = x.encode('utf-8') assert len(o) == len(x) return o elif isinstance(x, bytes): return x else: raise Exception("Expecting bytes") def serialize_value(value, typ=None): if typ is None: typ = infer_type(value) if isinstance(typ, str) and typ[:4] == 'uint': length = int(typ[4:]) assert length in (8, 16, 32, 64, 128, 256) return value.to_bytes(length // 8, 'little') elif typ == 'bool': assert value in (True, False) return b'\x01' if value is True else b'\x00' elif (isinstance(typ, list) and len(typ) == 1) or typ == 'bytes': serialized_bytes = coerce_to_bytes(value) if typ == 'bytes' else b''.join([serialize_value(element, typ[0]) for element in value]) assert len(serialized_bytes) < 2**(8 * BYTES_PER_LENGTH_PREFIX) serialized_length = len(serialized_bytes).to_bytes(BYTES_PER_LENGTH_PREFIX, 'little') return serialized_length + serialized_bytes elif isinstance(typ, list) and len(typ) == 2: assert len(value) == typ[1] return b''.join([serialize_value(element, typ[0]) for element in value]) elif isinstance(typ, str) and len(typ) > 5 and typ[:5] == 'bytes': assert len(value) == int(typ[5:]), (value, int(typ[5:])) return coerce_to_bytes(value) elif hasattr(typ, 'fields'): serialized_bytes = b''.join([serialize_value(getattr(value, field), subtype) for field, subtype in typ.fields.items()]) if is_constant_sized(typ): return serialized_bytes else: assert len(serialized_bytes) < 2**(8 * BYTES_PER_LENGTH_PREFIX) serialized_length = len(serialized_bytes).to_bytes(BYTES_PER_LENGTH_PREFIX, 'little') return serialized_length + serialized_bytes else: print(value, typ) raise Exception("Type not recognized") def chunkify(bytez): bytez += b'\x00' * (-len(bytez) % BYTES_PER_CHUNK) return [bytez[i:i + 32] for i in range(0, len(bytez), 32)] def pack(values, subtype): return chunkify(b''.join([serialize_value(value, subtype) for value in values])) def is_power_of_two(x): return x > 0 and x & (x - 1) == 0 def merkleize(chunks): tree = chunks[::] while not is_power_of_two(len(tree)): tree.append(ZERO_CHUNK) tree = [ZERO_CHUNK] * len(tree) + tree for i in range(len(tree) // 2 - 1, 0, -1): tree[i] = hash(tree[i * 2] + tree[i * 2 + 1]) return tree[1] def mix_in_length(root, length): return hash(root + length.to_bytes(32, 'little')) def infer_type(value): if hasattr(value.__class__, 'fields'): return value.__class__ elif isinstance(value, Vector): return [infer_type(value[0]) if len(value) > 0 else 'uint64', len(value)] elif isinstance(value, list): return [infer_type(value[0])] if len(value) > 0 else ['uint64'] elif isinstance(value, (bytes, str)): return 'bytes' elif isinstance(value, int): return 'uint64' else: raise Exception("Failed to infer type") def hash_tree_root(value, typ=None): if typ is None: typ = infer_type(value) if is_basic(typ): return merkleize(pack([value], typ)) elif isinstance(typ, list) and len(typ) == 1 and is_basic(typ[0]): return mix_in_length(merkleize(pack(value, typ[0])), len(value)) elif isinstance(typ, list) and len(typ) == 1 and not is_basic(typ[0]): return mix_in_length(merkleize([hash_tree_root(element, typ[0]) for element in value]), len(value)) elif isinstance(typ, list) and len(typ) == 2 and is_basic(typ[0]): assert len(value) == typ[1] return merkleize(pack(value, typ[0])) elif typ == 'bytes': return mix_in_length(merkleize(chunkify(coerce_to_bytes(value))), len(value)) elif isinstance(typ, str) and typ[:5] == 'bytes' and len(typ) > 5: assert len(value) == int(typ[5:]) return merkleize(chunkify(coerce_to_bytes(value))) elif isinstance(typ, list) and len(typ) == 2 and not is_basic(typ[0]): return merkleize([hash_tree_root(element, typ[0]) for element in value]) elif hasattr(typ, 'fields'): return merkleize([hash_tree_root(getattr(value, field), subtype) for field, subtype in typ.fields.items()]) else: raise Exception("Type not recognized") def truncate(container): field_keys = list(container.fields.keys()) truncated_fields = { key: container.fields[key] for key in field_keys[:-1] } truncated_class = SSZType(truncated_fields) kwargs = { field: getattr(container, field) for field in field_keys[:-1] } return truncated_class(**kwargs) def signed_root(container): return hash_tree_root(truncate(container)) def serialize(ssz_object): return getattr(ssz_object, 'serialize')()
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data/app.d/crypto.py
hythloda/easy-crypto
0
1616235
from pycoingecko import CoinGeckoAPI from deephaven.DBTimeUtils import secondsToTime, millisToTime from deephaven.TableTools import merge from deephaven import DynamicTableWriter import deephaven.Types as dht import jpy from time import sleep, time import pandas as pd import threading # secondsToSleep should be 10 or higher. If too fast, will hit request limit. secondsToSleep = 60 # if getHistory = true, the days to pull daysHistory = 90 # coins to get data ids = ['bitcoin', 'ethereum', 'litecoin', 'dogecoin', 'tether', 'binancecoin', 'cardano', 'ripple', 'polkadot'] getLive = True getHistory = True # below this line there are no variables that need changed ######################################################################## def get_coingecko_table_historical(daysHistory = 90): tableArray = [] cg = CoinGeckoAPI() # get historical data for id in ids: coin_data_hist = cg.get_coin_market_chart_by_id(id, vs_currency = "usd", days = daysHistory) sub = pd.DataFrame(coin_data_hist) coin_query = "Coin = `{id}`".format(id=id) tableArray.append(dataFrameToTable(sub).view("DateTime = millisToTime((long)prices_[i][0])", coin_query, "Price = prices_[i][1]", "MarketCap = market_caps_[i][1]", "TotalVolume = total_volumes_[i][1]").moveUpColumns("DateTime", "Coin")) return merge(tableArray).selectDistinct("DateTime", "Coin", "Price", "MarketCap", "TotalVolume").sortDescending("DateTime", "Coin") def get_coingecko_table_live(secondsToSleep = 60): cg = CoinGeckoAPI() # array to store tables for current and previous data tableArray=[] tableWriter = DynamicTableWriter(['Coin', 'DateTime', 'Price', 'MarketCap', 'TotalVolume'], [dht.string, dht.datetime, dht.double, dht.double, dht.double]) tableArray.append(tableWriter.getTable()) result = merge(tableArray).selectDistinct('DateTime', 'Coin', 'Price', 'MarketCap', 'TotalVolume').sortDescending('DateTime', 'Coin') def thread_func(): cg.get_coins_markets(vs_currency = 'usd') while True: coin_data = cg.get_price(ids, vs_currencies = 'usd', include_market_cap = True, include_24hr_vol = True, include_24hr_change = False, include_last_updated_at = True) for id in ids: #Add new data to the dynamic table tableWriter.logRow( id, secondsToTime(int(coin_data[id]['last_updated_at'])), float(coin_data[id]['usd']), coin_data[id]['usd_market_cap'], coin_data[id]['usd_24h_vol']) sleep(secondsToSleep) thread = threading.Thread(target = thread_func) thread.start() return result if getHistory: HistoricalCryptoTable = get_coingecko_table_historical(daysHistory) if getLive: LiveCryptoTable = get_coingecko_table_live(secondsToSleep)
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sparkdh/dataframe_column_functions.py
mmutiso/dea
0
114924
from pyspark.sql import functions def clone_column(df, existing_column_name, new_column_name): """ Adds a column to the dataframe with a new name copying all the values from the existing column """ df = df.withColumn(new_column_name, df[existing_column_name]) return df
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app.py
TimothyWillard/dash-multi-app-server
0
185324
<gh_stars>0 import dash import dash_auth from config import config as cfg app = None auth = None if cfg["auth"]["required"]: app = dash.Dash("auth") auth = dash_auth.BasicAuth(app, cfg["auth"]["validPairs"]) else: app = dash.Dash() server = app.server app.config.suppress_callback_exceptions = True app.css.append_css({"external_url": "https://codepen.io/chriddyp/pen/bWLwgP.css"})
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setup.py
FoxNerdSaysMoo/HomeAssistantAPI
0
32436
from setuptools import setup from homeassistant_api import __version__ with open("README.md", "r") as f: read = f.read() setup( name="HomeAssistant API", url="https://github.com/GrandMoff100/HomeassistantAPI", description="Python Wrapper for Homeassistant's REST API", version=__version__, keywords=['homeassistant', 'api', 'wrapper', 'client'], author="GrandMoff100", author_email="<EMAIL>", packages=[ "homeassistant_api", "homeassistant_api.models", "homeassistant_api._async", "homeassistant_api._async.models" ], long_description=read, long_description_content_type="text/markdown", install_requires=["requests", "simplejson"], extras_require={ "async": ["aiohttp"] }, python_requires=">=3.6", provides=["homeassistant_api"], classifiers=[ "Development Status :: 5 - Production/Stable", "Intended Audience :: Developers", "Natural Language :: English", "Operating System :: OS Independent", "Programming Language :: Python :: 2.7", "Programming Language :: Python :: 3.5", "Programming Language :: Python :: 3.6", "Programming Language :: Python :: 3.7", "Programming Language :: Python :: 3.8", "Programming Language :: Python :: 3.9", "Programming Language :: Python :: 3.10", "Topic :: Software Development :: Libraries :: Python Modules", "Topic :: Software Development :: Version Control :: Git" ] )
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lambda/apiSimpleAuth.py
mjuliana/staticformupload
0
1616694
<filename>lambda/apiSimpleAuth.py import json def lambda_handler(event, context): if event["headers"]["authorization"] == "superSecret" : response = { "isAuthorized": True } else : response = { "isAuthorized": False } return response
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posts/tests.py
Kolokol2002/Yatube
0
104865
<reponame>Kolokol2002/Yatube import tempfile from django.core import mail from django.core.cache import cache from django.test import Client, TestCase, override_settings from posts.models import Follow, Group, Post, User # User = get_user_model() class ProfileTest(TestCase): def setUp(self): # создаём пользователя self.client = Client() self.user = User.objects.create_user( username="sarah", email="<EMAIL>", password="<PASSWORD>" ) # создаём пост от имени пользователя self.post = Post.objects.create( text="You're talking about things I haven't done yet in the past tense. It's driving me crazy!", author=self.user) def test_profile(self): #После регистрации пользователя создается его персональная страница (profile) response = self.client.get("/sarah/") self.assertEqual(response.status_code, 200) #После публикации поста новая запись появляется на главной странице сайта (index), на персональной странице #пользователя (profile), и на отдельной странице поста (post) # print(response.context) self.assertEqual(response.context["post"], self.post) response = self.client.get("") self.assertEqual(response.context["post"], self.post) def test_new_post(self): #Авторизованный пользователь может опубликовать пост (new) #Неавторизованный посетитель не может опубликовать пост (его редиректит на страницу входа) self.client.login(username=self.user, password="<PASSWORD>") response = self.client.get("/new/") self.assertEqual(response.status_code, 200) self.client.post('/new/', data={ "text": "Тест для створення нового поста" } ) self.assertTrue(Post.objects.filter(text='Тест для створення нового поста', author=self.user).exists() ) self.client.logout() response = self.client.get("/new/") self.assertEqual(response.status_code, 302) def test_edit_post(self): #Авторизованный пользователь может отредактировать свой пост # и его содержимое изменится на всех связанных страницах self.client.login(username=self.user, password="<PASSWORD>") response = self.client.get(f'/{self.user}/{self.post.id}/edit/') self.assertEqual(response.status_code, 200) self.client.post(f'/{self.user}/{self.post.id}/edit/', data={ 'text': 'Змінено для тесту', } ) self.assertTrue(Post.objects.filter(text='Змінено для тесту').exists()) class ErrorsTest(TestCase): def test_404(self): response = self.client.get("/test/test/test/test/") self.assertEqual(response.status_code, 404) class PostsImgTest(TestCase): '''Тестирование возможности добавления изображений к публикациям''' def setUp(self): self.client = Client() self.group = Group.objects.create(title='Test Group', slug='testgroup', description='A test group') def test_img_upload(self): user = User.objects.create_user(username="testUserImg", email="<EMAIL>", password="*<PASSWORD>", first_name="Test", last_name="User") self.client.login(username="testUserImg", password="*<PASSWORD>") post = Post.objects.create(author=user, text='Post with img', group=self.group, image='test-img.jpg') urls = [f'/{user}/', f'/{user.username}/{post.id}/', f'/group/{self.group.slug}/', "",] for urls in urls: response = self.client.get(urls) self.assertContains(response, 'img_posts"', status_code=200) def test_file_upload(self): User.objects.create_user(username="testUserFile", email="<EMAIL>", password="*<PASSWORD>", first_name="Test", last_name="User") self.client.login(username="testUserFile", password="*<PASSWORD>") with open('test-file.txt', 'rb') as fp: response = self.client.post( '/new/', {'group': 1, 'text': 'Test post', 'image': fp, }) self.assertFormError(response, 'form', 'image', "Загрузите правильное изображение. " "Файл, который вы загрузили, поврежден " "или не является изображением.") class CacheTest(TestCase): ''''Тестирование работы кеширования главной страницы''' def setUp(self): self.client = Client() self.user = User.objects.create_user(username="testUser", email="<EMAIL>", password="*<PASSWORD>", first_name="Test", last_name="User") self.client.login(username="testUser", password="*<PASSWORD>") Post.objects.create(text='A test post', author=self.user) def test_index_cache(self): response = self.client.get('/') self.assertContains(response, 'A test post', status_code=200) self.client.post('/new/', {'text': 'A test post 2'}) response = self.client.get('/') self.assertNotContains(response, 'A test post 2', status_code=200) cache.clear() response = self.client.get('/') self.assertContains(response, 'A test post 2', status_code=200) class FollowTest(TestCase): '''Тестирование подписок''' def setUp(self): self.client = Client() self.user1 = User.objects.create_user(username="testUser1", email="<EMAIL>", password="*<PASSWORD>", first_name="Test1", last_name="User1") self.user2 = User.objects.create_user(username="testUser2", email="<EMAIL>", password="*<PASSWORD>", first_name="Test2", last_name="User2") self.user3 = User.objects.create_user(username="testUser3", email="<EMAIL>", password="*<PASSWORD>", first_name="Test3", last_name="User3") def test_follow(self): self.client.login(username="testUser1", password="*<PASSWORD>") response = self.client.get('/testUser2/follow') self.assertRedirects(response, '/testUser2/') follower = Follow.objects.get(user=self.user1, author=self.user2) self.assertIsNotNone(follower) response = self.client.get('/testUser2/unfollow') self.assertRedirects(response, '/testUser2/') follower = Follow.objects.filter( user=self.user1, author=self.user2).first() self.assertIsNone(follower) def test_follow_posts(self): self.client.login(username="testUser1", password="*<PASSWORD>") self.client.get('/testUser2/follow') Post.objects.create(author=self.user2, text='A test post') response = self.client.get('/follow/') self.assertContains(response, 'A test post', status_code=200) self.client.login(username="testUser3", password="*<PASSWORD>") response = self.client.get('/follow/') self.assertNotContains(response, 'A test post', status_code=200) class CommentsTest(TestCase): '''Тестирование комментариев''' def setUp(self): self.client = Client() self.user1 = User.objects.create_user(username="testUser1", email="<EMAIL>", password="*<PASSWORD>", first_name="Test1", last_name="User1") Post.objects.create(author=self.user1, text='A test post') def test_comments(self): response = self.client.get('/testUser1/1/comment/') self.assertRedirects( response, '/auth/login/?next=/testUser1/1/comment/') self.client.login(username="testUser1", password="*<PASSWORD>") response = self.client.post( '/testUser1/1/comment/', {'text': 'A test comment'}) self.assertRedirects(response, '/testUser1/1/') response = self.client.get('/testUser1/1/') self.assertContains(response, 'A test comment', status_code=200)
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projectFile.py
waelbenamara/predef
0
141524
<filename>projectFile.py from flask_website import app app.run(debug=True) #!/usr/bin/env python from flask_website import app from flask_website.search import update_documentation_index with app.test_request_context(): update_documentation_index() import os _basedir = os.path.abspath(os.path.dirname(__file__)) DEBUG = False SECRET_KEY = 'testkey' DATABASE_URI = 'sqlite:///' + os.path.join(_basedir, 'flask-website.db') DATABASE_CONNECT_OPTIONS = {} ADMINS = frozenset(['http://lucumr.pocoo.org/']) WHOOSH_INDEX = os.path.join(_basedir, 'flask-website.whoosh') DOCUMENTATION_PATH = os.path.join(_basedir, '../flask/docs/_build/dirhtml') del os # flasky extensions. flasky pygments style based on tango style from pygments.style import Style from pygments.token import Keyword, Name, Comment, String, Error, \ Number, Operator, Generic, Whitespace, Punctuation, Other, Literal class FlaskyStyle(Style): background_color = "#f8f8f8" default_style = "" styles = { # No corresponding class for the following: #Text: "", # class: '' Whitespace: "underline #f8f8f8", # class: 'w' Error: "#a40000 border:#ef2929", # class: 'err' Other: "#000000", # class 'x' Comment: "italic #8f5902", # class: 'c' Comment.Preproc: "noitalic", # class: 'cp' Keyword: "bold #004461", # class: 'k' Keyword.Constant: "bold #004461", # class: 'kc' Keyword.Declaration: "bold #004461", # class: 'kd' Keyword.Namespace: "bold #004461", # class: 'kn' Keyword.Pseudo: "bold #004461", # class: 'kp' Keyword.Reserved: "bold #004461", # class: 'kr' Keyword.Type: "bold #004461", # class: 'kt' Operator: "#582800", # class: 'o' Operator.Word: "bold #004461", # class: 'ow' - like keywords Punctuation: "bold #000000", # class: 'p' # because special names such as Name.Class, Name.Function, etc. # are not recognized as such later in the parsing, we choose them # to look the same as ordinary variables. Name: "#000000", # class: 'n' Name.Attribute: "#c4a000", # class: 'na' - to be revised Name.Builtin: "#004461", # class: 'nb' Name.Builtin.Pseudo: "#3465a4", # class: 'bp' Name.Class: "#000000", # class: 'nc' - to be revised Name.Constant: "#000000", # class: 'no' - to be revised Name.Decorator: "#888", # class: 'nd' - to be revised Name.Entity: "#ce5c00", # class: 'ni' Name.Exception: "bold #cc0000", # class: 'ne' Name.Function: "#000000", # class: 'nf' Name.Property: "#000000", # class: 'py' Name.Label: "#f57900", # class: 'nl' Name.Namespace: "#000000", # class: 'nn' - to be revised Name.Other: "#000000", # class: 'nx' Name.Tag: "bold #004461", # class: 'nt' - like a keyword Name.Variable: "#000000", # class: 'nv' - to be revised Name.Variable.Class: "#000000", # class: 'vc' - to be revised Name.Variable.Global: "#000000", # class: 'vg' - to be revised Name.Variable.Instance: "#000000", # class: 'vi' - to be revised Number: "#990000", # class: 'm' Literal: "#000000", # class: 'l' Literal.Date: "#000000", # class: 'ld' String: "#4e9a06", # class: 's' String.Backtick: "#4e9a06", # class: 'sb' String.Char: "#4e9a06", # class: 'sc' String.Doc: "italic #8f5902", # class: 'sd' - like a comment String.Double: "#4e9a06", # class: 's2' String.Escape: "#4e9a06", # class: 'se' String.Heredoc: "#4e9a06", # class: 'sh' String.Interpol: "#4e9a06", # class: 'si' String.Other: "#4e9a06", # class: 'sx' String.Regex: "#4e9a06", # class: 'sr' String.Single: "#4e9a06", # class: 's1' String.Symbol: "#4e9a06", # class: 'ss' Generic: "#000000", # class: 'g' Generic.Deleted: "#a40000", # class: 'gd' Generic.Emph: "italic #000000", # class: 'ge' Generic.Error: "#ef2929", # class: 'gr' Generic.Heading: "bold #000080", # class: 'gh' Generic.Inserted: "#00A000", # class: 'gi' Generic.Output: "#888", # class: 'go' Generic.Prompt: "#745334", # class: 'gp' Generic.Strong: "bold #000000", # class: 'gs' Generic.Subheading: "bold #800080", # class: 'gu' Generic.Traceback: "bold #a40000", # class: 'gt' } # -*- coding: utf-8 -*- from urlparse import urlparse from werkzeug import url_quote from flask import Markup class Extension(object): def __init__(self, name, author, description, github=None, gitlab=None, bitbucket=None, docs=None, website=None, approved=False, notes=None): self.name = name self.author = author self.description = Markup(description) self.github = github self.gitlab = gitlab self.bitbucket = bitbucket self.docs = docs self.website = website self.approved = approved self.notes = notes def to_json(self): rv = vars(self).copy() rv['description'] = unicode(rv['description']) return rv @property def pypi(self): return 'http://pypi.python.org/pypi/%s' % url_quote(self.name) @property def docserver(self): if self.docs: return urlparse(self.docs)[1] # This list contains all extensions that were approved as well as those which # passed listing. extensions = [ Extension('Flask-OpenID', '<NAME>', description=''' <p>Adds <a href="http://openid.net/">OpenID</a> support to Flask. ''', github='mitsuhiko/flask-openid', docs='http://pythonhosted.org/Flask-OpenID/', notes=''' Short long description, missing tests. ''' ), Extension('Flask-Babel', '<NAME>', description=''' <p>Adds i18n/l10n support to Flask, based on <a href=http://babel.edgewall.org/>babel</a> and <a href=http://pytz.sourceforge.net/>pytz</a>. ''', github='mitsuhiko/flask-babel', docs='http://pythonhosted.org/Flask-Babel/', approved=True, notes=''' How to improve: add a better long description to the next release. ''' ), Extension('Flask-SQLAlchemy', '<NAME>', description=''' <p>Add <a href="http://www.sqlalchemy.org/">SQLAlchemy</a> support to Flask with automatic configuration and helpers to simplify common web use cases. Major features include:</p> <ul> <li>Handle configuring one or more database connections.</li> <li>Set up sessions scoped to the request/response cycle.</li> <li>Time queries and track model changes for debugging.</li> </ul> ''', github='mitsuhiko/flask-sqlalchemy', docs='http://flask-sqlalchemy.pocoo.org/', approved=True ), Extension('Flask-Migrate', '<NAME>', description=''' <p><a href="http://www.sqlalchemy.org/">SQLAlchemy</a> database migrations for Flask applications using <a href="https://alembic.readthedocs.org/">Alembic</a>. The database operations are provided as command line arguments for <a href="https://flask-script.readthedocs.org/">Flask-Script</a>. ''', github='miguelgrinberg/flask-migrate', docs='http://pythonhosted.org/Flask-Migrate/', ), Extension('Flask-XML-RPC', '<NAME>', description=''' <p>Adds <a href="http://www.xmlrpc.com/">XML-RPC</a> support to Flask. ''', bitbucket='leafstorm/flask-xml-rpc', docs='http://pythonhosted.org/Flask-XML-RPC/', approved=True ), Extension('Flask-CouchDB', '<NAME>', description=''' <p>Adds <a href="http://couchdb.apache.org/">CouchDB</a> support to Flask. ''', bitbucket='leafstorm/flask-couchdb', docs='http://pythonhosted.org/Flask-CouchDB/', approved=True, notes=''' There is also Flask-CouchDBKit. Both are fine because they are doing different things, but the latter is not yet approved. ''' ), Extension('Flask-Uploads', '<NAME>', description=''' <p>Flask-Uploads allows your application to flexibly and efficiently handle file uploading and serving the uploaded files. You can create different sets of uploads - one for document attachments, one for photos, etc. ''', github='maxcountryman/flask-uploads', docs='https://flask-uploads.readthedocs.org/en/latest/', approved=True ), Extension('Flask-Themes', '<NAME>', description=''' <p>Flask-Themes makes it easy for your application to support a wide range of appearances. ''', bitbucket='leafstorm/flask-themes', docs='http://pythonhosted.org/Flask-Themes/', approved=True ), Extension('Flask-CouchDBKit', '<NAME>', description=''' <p>Adds <a href="http://www.couchdbkit.org/">CouchDBKit</a> support to Flask. ''', github='sirn/flask-couchdbkit', docs='http://pythonhosted.org/Flask-CouchDBKit/' ), Extension('Flask-Genshi', '<NAME>', description=''' <p>Adds support for the <a href="http://genshi.edgewall.org/">Genshi</a> templating language to Flask applications. ''', github='dag/flask-genshi', docs='http://pythonhosted.org/Flask-Genshi/', approved=True, notes=''' This is the first template engine extension. When others come around it would be a good idea to decide on a common interface. ''' ), Extension('Flask-Mail', '<NAME> (created by <NAME>)', description=''' <p>Makes sending mails from Flask applications very easy and has also support for unittesting. ''', github='mattupstate/flask-mail', docs='http://pythonhosted.org/Flask-Mail/', approved=True ), Extension('Flask-WTF', '<NAME> (created by <NAME>)', description=''' <p>Flask-WTF offers simple integration with WTForms. This integration includes optional CSRF handling for greater security. ''', github='ajford/flask-wtf', docs='http://pythonhosted.org/Flask-WTF/', approved=True ), Extension('Flask-Testing', u'<NAME> (created by <NAME>)', description=''' <p>The Flask-Testing extension provides unit testing utilities for Flask. ''', github='jarus/flask-testing', docs='http://pythonhosted.org/Flask-Testing/', approved=True ), Extension('Flask-Script', '<NAME> (created by <NAME>)', description=''' <p>The Flask-Script extension provides support for writing external scripts in Flask. It uses argparse to parse command line arguments. ''', github='techniq/flask-script', docs='http://pythonhosted.org/Flask-Script/', approved=True, notes=''' Flask-Actions has some overlap. Consider that when approving Flask-Actions or similar packages. ''' ), Extension('flask-lesscss', '<NAME>', description=''' <p> A small Flask extension that makes it easy to use <a href=http://lesscss.org/>LessCSS</a> with your Flask application. ''', docs='http://sjl.bitbucket.org/flask-lesscss/', bitbucket='sjl/flask-lesscss', notes=''' Broken package description, nonconforming package name, does not follow standard API rules (init_lesscss instead of lesscss). Considered for unlisting, improved version should release as "Flask-LessCSS" with a conforming API and fixed packages indices, as well as a testsuite. ''' ), Extension('Flask-Creole', '<NAME>', description=''' <p>Creole parser filters for Flask. ''', docs='http://pythonhosted.org/Flask-Creole', bitbucket='aafshar/flask-creole-main', approved=True, notes=''' Flask-Markdown and this should share API, consider that when approving Flask-Markdown ''' ), Extension('Flask-Cache', '<NAME>', description=''' <p>Adds cache support to your Flask application. ''', docs='http://pythonhosted.org/Flask-Cache', github='thadeusb/flask-cache', ), Extension('Flask-Principal', '<NAME>', description=''' <p>Identity management for Flask. ''', docs='http://pythonhosted.org/Flask-Principal', github='mattupstate/flask-principal', approved=False ), Extension('Flask-Zen', '<NAME>', description=''' <p>Flask-Zen allows you to use PyZen via Flask-Script commands. ''', docs='http://pythonhosted.org/Flask-Zen/', github='coderanger/flask-zen', approved=False ), Extension('Flask-Static-Compress', '<NAME>', description=''' <p>Automatically minifies, combines, and versions your static CSS and JavaScript assets. Like Django-Compressor for Flask. ''', github='alanhamlett/flask-static-compress', docs='https://github.com/alanhamlett/flask-static-compress', approved=False ), Extension('Flask-Assets', u'<NAME>', description=''' <p> Integrates the webassets library with Flask, adding support for merging, minifying and compiling CSS and Javascript files. ''', docs='http://elsdoerfer.name/docs/flask-assets/', github='miracle2k/flask-assets', approved=False ), Extension('Flask-AutoIndex', '<NAME>', description=''' <p> An extension that generates an index page for your Flask application automatically ''', docs='http://pythonhosted.org/Flask-AutoIndex/', github='sublee/flask-autoindex', approved=False ), Extension('Flask-Celery', '<NAME>', description=''' <p> Celery integration for Flask ''', docs='http://ask.github.com/celery/', github='ask/flask-celery', approved=False ), Extension('Flask-Cors', '<NAME>', description=''' <p> Cross Origin Resource Sharing (CORS) for flask ''', docs='http://flask-cors.readthedocs.org/en/latest/', github='wcdolphin/flask-cors', approved=False ), Extension('Frozen-Flask', '<NAME>', description=''' <p> Freezes a Flask application into a set of static files. The result can be hosted without any server-side software other than a traditional web server. ''', docs='http://pythonhosted.org/Frozen-Flask/', github='SimonSapin/Frozen-Flask', approved=True ), Extension('Flask-FlatPages', '<NAME>', description=''' <p> Provides flat static pages to a Flask application, based on text files as opposed to a relational database. ''', docs='http://pythonhosted.org/Flask-FlatPages/', github='SimonSapin/Flask-FlatPages', approved=True ), Extension('Flask-FluidDB', '<NAME>', description=''' <p> FluidDB access for Flask. ''', docs='http://pythonhosted.org/Flask-FluidDB/', bitbucket='aafshar/flask-fluiddb-main', approved=False ), Extension('Flask-fillin', '<NAME>', description=''' <p>The Flask-fillin extension provides simple utilities for testing your forms in Flask application.. ''', github='jarus/flask-fillin', docs='http://pythonhosted.org/Flask-fillin/', ), Extension('Flask-Gravatar', '<NAME>', description=''' <p> Small extension for Flask to make using Gravatar easy. ''', docs='http://pythonhosted.org/Flask-Gravatar/', github='zzzsochi/Flask-Gravatar', approved=False ), Extension('Flask-HTMLBuilder', '<NAME>', description=''' <p> Flask-HTMLBuilder is an extension that allows flexible and easy Python-only generation of HTML snippets and full HTML documents using a robust syntax. ''', docs='http://majorz.github.com/flask-htmlbuilder/', github='majorz/flask-htmlbuilder', approved=False ), Extension('Flask-MongoAlchemy', '<NAME>', description=''' <p> Add Flask support for MongoDB using MongoAlchemy. ''', docs='http://pythonhosted.org/Flask-MongoAlchemy/', github='cobrateam/flask-mongoalchemy', approved=False ), Extension('Flask-DebugToolbar', '<NAME>', description=''' <p> A port of the Django debug toolbar to Flask ''', docs='https://github.com/mgood/flask-debugtoolbar', github='mgood/flask-debugtoolbar', approved=False ), Extension('Flask-Login', '<NAME>', description=''' <p> Flask-Login provides user session management for Flask. It handles the common tasks of logging in, logging out, and remembering your users' sessions over extended periods of time. ''', github='maxcountryman/flask-login', docs='http://pythonhosted.org/Flask-Login/', approved=True ), Extension('Flask-Security', '<NAME>', description=''' <p> Flask-Security is an opinionated Flask extension which adds basic security and authentication features to your Flask apps quickly and easily. ''', docs='https://pythonhosted.org/Flask-Security/', github='mattupstate/flask-security' ), Extension('Flask-Exceptional', '<NAME>', description=''' <p> Adds Exceptional support to Flask applications ''', docs='http://pythonhosted.org/Flask-Exceptional/', github='jzempel/flask-exceptional', approved=True, ), Extension('Flask-Bcrypt', '<NAME>', description=''' <p> Bcrypt support for hashing passwords ''', docs='http://pythonhosted.org/Flask-Bcrypt/', github='maxcountryman/flask-bcrypt', approved=True, ), Extension('Flask-MongoKit', '<NAME>', description=''' <p> Flask extension to better integrate MongoKit into Flask ''', docs='http://pythonhosted.org/Flask-MongoKit/', github='jarus/flask-mongokit' ), Extension('Flask-GAE-Mini-Profiler', '<NAME>', description=''' <p> Flask integration of gae_mini_profiler for Google App Engine. ''', docs='http://pythonhosted.org/Flask-GAE-Mini-Profiler', github='passy/flask-gae-mini-profiler' ), Extension('Flask-Admin', 'Flask-Admin team', description=''' <p>Simple and extensible administrative interface framework for Flask ''', docs='http://flask-admin.readthedocs.org/en/latest/index.html', github='flask-admin/flask-admin' ), Extension('Flask-ZODB', '<NAME>', description=''' <p> Use the ZODB with Flask ''', docs='http://pythonhosted.org/Flask-ZODB/', github='dag/flask-zodb', approved=True ), Extension('Flask-Peewee', '<NAME>', description=''' <p> Integrates Flask and the peewee orm ''', docs='http://charlesleifer.com/docs/flask-peewee/index.html', github='coleifer/flask-peewee', approved=False ), Extension('Flask-Lettuce', 'Daniel, <NAME>', description=''' <p> Add Lettuce support for Flask ''', # docs='http://pythonhosted.org/Flask-Lettuce/', github='dqminh/flask-lettuce', approved=False ), Extension('Flask-Sijax', '<NAME>', description=''' <p> Flask integration for Sijax, a Python/jQuery library that makes AJAX easy to use ''', docs='http://pythonhosted.org/Flask-Sijax/', github='spantaleev/flask-sijax', approved=False ), Extension('Flask-Dashed', '<NAME>', description=''' <p> Flask-Dashed provides tools for building simple and extensible admin interfaces. ''', docs='http://jeanphix.github.com/Flask-Dashed/', github='jeanphix/Flask-Dashed', approved=False ), Extension('Flask-SeaSurf', '<NAME>', description=''' <p> SeaSurf is a Flask extension for preventing cross-site request forgery (CSRF). ''', docs='http://pythonhosted.org/Flask-SeaSurf/', github='maxcountryman/flask-seasurf', approved=True, ), Extension('Flask-PonyWhoosh', '<NAME> & <NAME>', description=''' <p> A full-text search engine using Pony ORM and Whoosh. ''', docs='https://pythonhosted.org/Flask-PonyWhoosh/', github='compiteing/flask-ponywhoosh', ), Extension('Flask-PyMongo', '<NAME>', description=''' <p> Flask-PyMongo bridges Flask and PyMongo. ''', docs='http://readthedocs.org/docs/flask-pymongo/', github='dcrosta/flask-pymongo', ), Extension('Flask-Raptor', '<NAME>', description=''' <p> Flask-Raptor provides support for adding raptors to Flask instances. ''', docs='http://pythonhosted.org/Flask-Raptor/', github='dplepage/flask-raptor', ), Extension('Flask-Shelve', '<NAME>', description=''' <p> Flask-Shelve bridges Flask and the Python standard library `shelve` module, for very simple (slow) no-dependency key-value storage. ''', docs='http://pythonhosted.org/Flask-Shelve/', github='jamesls/flask-shelve', ), Extension('Flask-RESTful', 'Twilio API Team', description=''' <p>Flask-RESTful provides the building blocks for creating a great REST API. ''', docs='https://flask-restful.readthedocs.org/', github='flask-restful/flask-restful', approved=True ), Extension('Flask-Restless', '<NAME>', description=''' <p>Flask-Restless provides simple generation of ReSTful APIs for database models defined using Flask-SQLAlchemy. The generated APIs send and receive messages in JSON format. ''', docs='http://readthedocs.org/docs/flask-restless/en/latest/', github='jfinkels/flask-restless', approved=True ), Extension('Flask-Heroku', '<NAME>', description=''' <p>Sets Flask configuration defaults for Heroku-esque environment variables ''', github='kennethreitz/flask-heroku', approved=False ), Extension('Flask-Mako', '<NAME>, <NAME>', description=''' <p>Allows for <a href="http://www.makotemplates.org/">Mako templates</a> to be used instead of Jinja2 ''', github='benselme/flask-mako', docs='http://pythonhosted.org/Flask-Mako/', approved=False ), Extension('Flask-WeasyPrint', '<NAME>', description=''' <p>Make PDF with <a href="http://weasyprint.org/">WeasyPrint</a> in your Flask app. ''', docs='http://pythonhosted.org/Flask-WeasyPrint/', github='SimonSapin/Flask-WeasyPrint', ), Extension('Flask-Classy', 'Freedom Dumlao', description=''' <p>Class based views for Flask. ''', github='apiguy/flask-classy', docs='http://pythonhosted.org/Flask-Classy/', approved=False ), Extension('Flask-WebTest', '<NAME>', description=''' <p>Utilities for testing Flask applications with <a href="http://webtest.readthedocs.org/en/latest/">WebTest</a>. ''', github='aromanovich/flask-webtest', docs='http://flask-webtest.readthedocs.org/', approved=False ), Extension('Flask-Misaka', '<NAME>', description=''' A simple extension to integrate the <a href="http://misaka.61924.nl/">Misaka</a> module for efficiently parsing Markdown. ''', docs='https://flask-misaka.readthedocs.org/en/latest/', github='singingwolfboy/flask-misaka', approved=True, ), Extension('Flask-Dance', '<NAME>', description=''' Doing the OAuth dance with style using Flask, requests, and oauthlib. ''', docs='https://flask-dance.readthedocs.org/en/latest/', github='singingwolfboy/flask-dance', approved=True, ), Extension('Flask-SSE', '<NAME>', description=''' <a href="http://www.html5rocks.com/en/tutorials/eventsource/basics/"> Server Sent Events</a> for Flask. ''', docs='https://flask-sse.readthedocs.org/en/latest/', github='singingwolfboy/flask-sse', approved=True, ), Extension('Flask-Limiter', '<NAME>', description=''' <p>Adds Ratelimiting support to Flask. Supports a configurable storage backend with implementations for in-memory, redis and memcache. ''', github='alisaifee/flask-limiter', docs='http://flask-limiter.readthedocs.org/en/latest/', approved=False, ), Extension('Flask-User', '<NAME>', description=''' Customizable User Account Management for Flask: Register, Confirm email, Login, Change username, Change password, Forgot password, Role-based Authorization and Internationalization. ''', github='lingthio/flask-user', docs='http://flask-user.readthedocs.io/', approved=True, ), Extension('Flask-Via', 'SOON_, <NAME>', description=''' <p> Provides a clean, simple URL routing framework for growing Flask Applications. ''', docs='http://flask-via.soon.build', github='thisissoon/Flask-Via', ), Extension('Flask-QueryInspect', '<NAME>', description=''' <p>Provides metrics on SQL queries (using SQLAlchemy) executed for each request.</p> ''', docs='https://github.com/noise/flask-queryinspect', github='noise/flask-queryinspect', ), Extension('Flask-Stormpath', '<NAME>', description=''' <p>Add Stormpath user management, authentication, and authorization to Flask. ''', docs='http://flask-stormpath.readthedocs.org/en/latest/', github='stormpath/stormpath-flask' ), Extension('Flask-Ask', '<NAME>', description=''' <p> Flask-Ask makes it easy to write Amazon Echo apps with Flask and the Alexa Skills Kit. ''', docs='http://flask-ask.readthedocs.io/en/latest/', github='johnwheeler/flask-ask' ), Extension('Flask-Rest-JSONAPI', '<NAME>', description=''' <p> Build REST APIs following the <a href="http://jsonapi.org/format/">JSONAPI</a> specification with a powerful data layer system. ''', docs='http://flask-rest-jsonapi.readthedocs.io/en/latest/', github='miLibris/flask-rest-jsonapi' ), Extension('Flask-SAML', '<NAME>', description=''' <p> Enable SAML authentication for your webapp. ''', docs='https://flask-saml.readthedocs.io/en/latest/', bitbucket='asecurityteam/flask_saml' ), Extension('Flask-Snow', '<NAME>', description=''' <p> Flask-snow enables easy access to the REST API in the ServiceNow ITSM platform with the help of the <a href="http://github.com/rbw0/pysnow">pysnow library</a>. Additionally, it supports OAuth for a seamless authentication / authorization experience. ''', docs='http://flask-snow.readthedocs.io/en/latest/', github='rbw0/flask-snow' ), Extension('flask-keycloak', '<NAME>', description=''' <p>Flask extension for <a href=https://www.keycloak.org>Keycloak</a> integration. ''', docs='https://github.com/akhilputhiry/flask-keycloak/blob/master/README.md', github='akhilputhiry/flask-keycloak', ), Extension('Flask-MailboxValidator', 'MailboxValidator, description=''' <p> Flask-MailboxValidator provides an easy way to call the MailboxValidator API which validates if an email address is a valid one. ''', docs='https://flask-mailboxvalidator.readthedocs.io/en/latest/', github='MailboxValidator/Flask_MailboxValidator' ), Extension('Flask-Dropzone', 'Grey Li', description=''' <p> Upload file in Flask application with <a href="http://dropzonejs.com">Dropzone.js</a>. ''', docs='https://flask-dropzone.readthedocs.io/en/latest/', github='greyli/flask-dropzone', ), Extension('Flask-CKEditor', 'Grey Li', description=''' <p> <a href="https://ckeditor.com">CKEditor</a> integration for Flask, including image upload, code syntax highlight and more. ''', docs='https://flask-ckeditor.readthedocs.io/en/latest/', github='greyli/flask-ckeditor', ), Extension('Bootstrap-Flask', 'Grey Li', description=''' <p> <a href="https://getbootstrap.com/">Bootstrap 4</a> helper for Flask/Jinja2. Based on Flask-Bootstrap, but lighter and better. ''', docs='https://bootstrap-flask.readthedocs.io/en/latest/', github='greyli/bootstrap-flask', ), Extension('Flask-Avatars', 'Grey Li', description=''' <p> All avatar generators in one place. Including: <ul> <li>Default avatar</li> <li>Gravatar</li> <li>Robohash</li> <li>Social media avatar</li> <li>Identicon generation</li> <li>Avatar crop</li> </ul> ''', docs='https://flask-avatars.readthedocs.io/en/latest/', github='greyli/flask-avatars', ), Extension('Flask-Share', 'Grey Li', description=''' <p> Create social share component in Jinja2 template based on <a href="https://github.com/overtrue/share.js/">share.js</a>. ''', docs='https://flask-share.readthedocs.io/en/latest/', github='greyli/flask-share', ), Extension('Flask-Praetorian', '<NAME>', description=''' <p> API security should be strong, simple, and precise like a Roman Legionary. This package aims to provide that. Using JWT tokens as implemented by PyJWT, flask-praetorian uses a very simple interface to make sure that the users accessing your API’s endpoints are provisioned with the correct roles for access. ''', docs='http://flask-praetorian.readthedocs.io/en/latest/', github='dusktreader/flask-praetorian', ), Extension('Flask-MonitoringDashboard', '<NAME>', description=''' <p> Flask-MonitoringDashboard is an extension that offers 3 main functionalities with little effort from the Flask developer: <ol> <li>Monitor and visualize the performance of a Flask application.</li> <li>Monitor and visualize the test coverage.</li> <li>Collect extra information about request outliers (requests which are slower than normal).</li> </ol> </p> ''', docs='http://flask-monitoringdashboard.readthedocs.io/', github='flask-dashboard/Flask-MonitoringDashboard' ), Extension('Flask-Dramatiq', '<NAME>', description=''' <p>Plugs <a href="https://dramatiq.io/">Dramatiq</a> task queue in your Flask web app. ''', docs='https://flask-dramatiq.readthedocs.io/', gitlab='https://gitlab.com/bersace/flask-dramatiq', ), Extension('Flask-Assistant', '<NAME>', description=''' <p> Framework for building conversational apps using Flask and API.AI with integration for Google Assistant. ''', docs='http://flask-assistant.readthedocs.io/en/latest/', github='treethought/flask-assistant' ), ] # This is a list of extensions that is currently rejected from listing and with # that also not approved. If an extension ends up here it should improved to # be listed. unlisted = [ Extension('Flask-Actions', 'Young King', description=''' <p> Flask-actions provide some management comands for flask based project. ''', docs='http://pythonhosted.org/Flask-Actions/', bitbucket='youngking/flask-actions', approved=False, notes=''' Rejected because of missing description in PyPI, formatting issues with the documentation (missing headlines, scrollbars etc.) and a general clash of functionality with the Flask-Script package. Latter should not be a problem, but the documentation should improve. For listing, the extension developer should probably discuss the extension on the mailinglist with others. Futhermore it also has an egg registered with an invalid filename. ''' ), Extension('Flask-Jinja2Extender', '<NAME>', description=''' <p> ''', docs=None, github='dcolish/flask-jinja2extender', approved=False, notes=''' Appears to be discontinued. Usecase not obvious, hacky implementation, does not solve a problem that could not be solved with Flask itself. I suppose it is to aid other extensions, but that should be discussed on the mailinglist. ''' ), Extension('Flask-Markdown', '<NAME>', description=''' <p> This is a small module to a markdown processing filter into your flask. ''', docs='http://pythonhosted.org/Flask-Markdown/', github='dcolish/flask-markdown', approved=False, notes=''' Would be great for enlisting but it should follow the API of Flask-Creole. Besides that, the docstrings are not valid rst (run through rst2html to see the issue) and it is missing tests. Otherwise fine :) ''' ), Extension('flask-urls', '<NAME>', description=''' <p> A collection of URL-related functions for Flask applications. ''', docs='http://sjl.bitbucket.org/flask-urls/', bitbucket='sjl/flask-urls', approved=False, notes=''' Broken PyPI index and non-conforming extension name. Due to the small featureset this was also delisted from the list. It was there previously before the approval process was introduced. ''' ), Extension('Flask-Coffee', '<NAME>', description=''' <p> Automatically compile CoffeeScript files while developing with the Flask framework. ''', docs=None, approved=False, notes=''' On the mailing list, author claims it's flask-lesscss with a different label. No sphinx-based docs, just a blog post. No publicly accessible repository -- requires login on bettercodes.org. ''' ), Extension('Flask-Solr', '<NAME>', description=''' <p> Add Solr support to Flask using pysolr. ''', docs=None, github='willowtreeapps/flask-solr', notes=''' Fully exposes pysolr API in Flask extension pattern, and code is production-ready. It lacks documentation and tests. ''' ), Extension('flask-csrf', '<NAME>', description=''' <p>A small Flask extension for adding <a href=http://en.wikipedia.org/wiki/CSRF>CSRF</a> protection. ''', docs='http://sjl.bitbucket.org/flask-csrf/', bitbucket='sjl/flask-csrf', notes=''' Unlisted because duplicates the Flask-SeaSurf extension. ''' ), ] extensions.sort(key=lambda x: x.name.lower()) unlisted.sort(key=lambda x: x.name.lower()) from urlparse import urljoin server = 'https://pypi.org/' detail_path = '/project/Flask/%s/' class Release(object): def __init__(self, version): self.version = version def to_json(self): return dict(version=self.version, detail_url=self.detail_url) @property def detail_url(self): return urljoin(server, detail_path % self.version) releases = map(Release, [ '0.1', '0.2', '0.3', '0.3.1', '0.4', '0.5', '0.5.1', '0.5.2', '0.6', '0.6.1', '0.7', '0.7.1', '0.7.2', '0.8', '0.8.1', '0.9', '0.10', '0.10.1', '0.11', '0.11.1', '0.12', '0.12.1', '0.12.2', '0.12.3', '0.12.4', '1.0', '1.0.1', '1.0.2', ]) # -*- coding: utf-8 -*- from urlparse import urlparse from flask import Markup class Project(object): def __init__(self, name, url, description, source=None): self.name = name self.url = url self.description = Markup(description) self.source = source @property def host(self): if self.url is not None: return urlparse(self.url)[1] @property def sourcehost(self): if self.source is not None: return urlparse(self.source)[1] def to_json(self): rv = vars(self).copy() rv['description'] = unicode(rv['description']) return rv projects = { 'websites': [ Project('Flask Website', 'http://flask.pocoo.org/', ''' <p> The website of the Flask microframework itself including the mailinglist interface, snippet archive and extension registry. '''), Project('Brightonpy', 'http://brightonpy.org/', ''' <p> The website of the Brighton Python User Group ''', source='http://github.com/j4mie/brightonpy.org/'), Project(u's h o r e … software development', 'http://shore.be/', ''' <p>Corporate website of Shore Software Development. '''), Project(u'ROCKYOU.fm', 'https://www.rockyou.fm/', ''' <p> ROCKYOU.fm is a german internet radio station and webzine featuring mostly metal and hard rock. Since 2012 the DJs and reporters provide their listeners with news, reviews, feature shows and interviews. '''), Project(u'MetalSpy', 'https://www.metalspy.de/', ''' <p> MetalSpy.de is the portfolio website of a german hobby photographer featuring mainly photos of metal bands, festivals, fantasy conventions and cosplay. '''), Project('ThadeusB\'s Website', 'http://thadeusb.com/', u''' <p> Personal website of ThadeusB. '''), Project('Blueslug', 'http://blueslug.com/', u''' <p> A flask-powered anti-social delicious clone '''), Project('DotShare', 'http://dotshare.it/', u''' <p> Socially driven website for sharing Linux/Unix dot files. '''), Project( 'sopython', 'http://sopython.com/', '<p>Site of the Python chat room on Stack Overflow. ' 'Includes OAuth authentication, a wiki, and a growing, ' 'searchable list of "canonical" answers to Python ' 'questions on SO.</p>', source='https://github.com/sopython/sopython-site' ) ], 'apps': [ Project('hg-review', None, ''' <p> hg-review is a code review system for Mercurial. It is available GPL2 license. ''', source='http://bitbucket.org/sjl/hg-review/'), Project('Ryshcate', None, ''' <p> Ryshcate is a Flask powered pastebin with sourcecode available. ''', source='http://bitbucket.org/leafstorm/ryshcate/'), Project(u'Übersuggest Keyword Suggestion Tool', None, u''' <p> Übersuggest is a free tool that exploit the Google suggest JSON API to get keyword ideas for your search marketing campaign (PPC or SEO). ''', source='http://bitbucket.org/esaurito/ubersuggest'), Project('Have they emailed me?', None, ''' <p> A mini-site for checking Google's GMail feed with Oauth. ''', source='http://github.com/lincolnloop/emailed-me'), Project('Remar.kZ', None, ''' <p> Sometimes you use someone else's computer and find something neat and interesting. Store it on Remar.kZ without having to enter your credentials. ''', source='http://bitbucket.org/little_arhat/remarkz'), Project('Domination', None, u''' <p> Domination is a clone of a well-known card game. ''', source='https://bitbucket.org/xoraxax/domination/'), Project('jitviewer', None, ''' <p> web-based tool to inspect the output of PyPy JIT log ''', source='https://bitbucket.org/pypy/jitviewer'), Project('blohg', 'http://blohg.org/', ''' <p> A mercurial based blog engine. ''', source='https://github.com/rafaelmartins/blohg'), Project('pidsim-web', None, ''' <p> PID Controller simulator. ''', source='https://github.com/rafaelmartins/pidsim-web'), Project('HTTPBin', 'http://httpbin.org/', u''' <p> An HTTP request & response service. ''', source='https://github.com/kennethreitz/httpbin'), Project('Flask-Pastebin', None, u''' <p> Pastebin app with Flask and a few extensions that does Facebook connect as well as realtime push notifications with socket.io and juggernaut. ''', source='https://github.com/mitsuhiko/flask-pastebin'), Project('newsmeme', None, u''' <p> A hackernews/reddit clone written with Flask and various Flask extensions. ''', source='https://bitbucket.org/danjac/newsmeme'), Project('Indico', 'https://getindico.io/', u''' <p> Indico is a full-fledged meeting and conference management system developed at CERN. It includes advanced features such as integration with collaborative systems, a plugin system and support for SSO-based authentication. ''', source='https://github.com/indico/indico/'), Project('SayHello', 'http://sayhello.helloflask.com', u''' <p> A simple message board. ''', source='https://github.com/greyli/sayhello'), Project('Bluelog', 'http://bluelog.helloflask.com', u''' <p> A blog engine that supports category and resource management. ''', source='https://github.com/greyli/bluelog'), Project('Albumy', 'http://albumy.helloflask.com', u''' <p> A full-featured photo-sharing social networking. ''', source='https://github.com/greyli/albumy'), Project('Todoism', 'http://todoism.helloflask.com', u''' <p> A to-do application implements as SPA, it supports i18n (Flask-Babel) and provides web APIs. ''', source='https://github.com/greyli/todoism'), Project('CatChat', 'http://catchat.helloflask.com', u''' <p> A chat room based on WebSocket (Flask-Socket-IO), fetured with Markdown support and code syntax highlighting. ''', source='https://github.com/greyli/catchat'), ] } # order projects by name for _category in projects.itervalues(): _category.sort(key=lambda x: x.name.lower()) del _category from datetime import datetime from sqlalchemy import create_engine, Column, Integer, String, DateTime, \ ForeignKey, event from sqlalchemy.orm import scoped_session, sessionmaker, backref, relation from sqlalchemy.ext.declarative import declarative_base from werkzeug import cached_property, http_date from flask import url_for, Markup from flask_website import app, search engine = create_engine(app.config['DATABASE_URI'], convert_unicode=True, **app.config['DATABASE_CONNECT_OPTIONS']) db_session = scoped_session(sessionmaker(autocommit=False, autoflush=False, bind=engine)) def init_db(): Model.metadata.create_all(bind=engine) Model = declarative_base(name='Model') Model.query = db_session.query_property() class User(Model): __tablename__ = 'users' id = Column('user_id', Integer, primary_key=True) openid = Column('openid', String(200)) name = Column(String(200)) def __init__(self, name, openid): self.name = name self.openid = openid def to_json(self): return dict(name=self.name, is_admin=self.is_admin) @property def is_admin(self): return self.openid in app.config['ADMINS'] def __eq__(self, other): return type(self) is type(other) and self.id == other.id def __ne__(self, other): return not self.__eq__(other) class Category(Model): __tablename__ = 'categories' id = Column('category_id', Integer, primary_key=True) name = Column(String(50)) slug = Column(String(50)) def __init__(self, name): self.name = name self.slug = '-'.join(name.split()).lower() def to_json(self): return dict(name=self.name, slug=self.slug, count=self.count) @cached_property def count(self): return self.snippets.count() @property def url(self): return url_for('snippets.category', slug=self.slug) class Snippet(Model, search.Indexable): __tablename__ = 'snippets' id = Column('snippet_id', Integer, primary_key=True) author_id = Column(Integer, ForeignKey('users.user_id')) category_id = Column(Integer, ForeignKey('categories.category_id')) title = Column(String(200)) body = Column(String) pub_date = Column(DateTime) author = relation(User, backref=backref('snippets', lazy='dynamic')) category = relation(Category, backref=backref('snippets', lazy='dynamic')) search_document_kind = 'snippet' def __init__(self, author, title, body, category): self.author = author self.title = title self.body = body self.category = category self.pub_date = datetime.utcnow() def to_json(self): return dict(id=self.id, title=self.title, body=unicode(self.rendered_body), pub_date=http_date(self.pub_date), comments=[c.to_json() for c in self.comments], author=self.author.to_json(), category=self.category.slug) def get_search_document(self): return dict( id=unicode(self.id), title=self.title, keywords=[self.category.name], content=self.body ) @classmethod def describe_search_result(cls, result): obj = cls.query.get(int(result['id'])) if obj is not None: text = obj.rendered_body.striptags() return Markup(result.highlights('content', text=text)) or None @property def url(self): return url_for('snippets.show', id=self.id) @property def rendered_body(self): from flask_website.utils import format_creole return format_creole(self.body) class Comment(Model): __tablename__ = 'comments' id = Column('comment_id', Integer, primary_key=True) snippet_id = Column(Integer, ForeignKey('snippets.snippet_id')) author_id = Column(Integer, ForeignKey('users.user_id')) title = Column(String(200)) text = Column(String) pub_date = Column(DateTime) snippet = relation(Snippet, backref=backref('comments', lazy=True)) author = relation(User, backref=backref('comments', lazy='dynamic')) def __init__(self, snippet, author, title, text): self.snippet = snippet self.author = author self.title = title self.text = text self.pub_date = datetime.utcnow() def to_json(self): return dict(author=self.author.to_json(), title=self.title, pub_date=http_date(self.pub_date), text=unicode(self.rendered_text)) @property def rendered_text(self): from flask_website.utils import format_creole return format_creole(self.text) class OpenIDAssociation(Model): __tablename__ = 'openid_associations' id = Column('association_id', Integer, primary_key=True) server_url = Column(String(1024)) handle = Column(String(255)) secret = Column(String(255)) issued = Column(Integer) lifetime = Column(Integer) assoc_type = Column(String(64)) class OpenIDUserNonce(Model): __tablename__ = 'openid_user_nonces' id = Column('user_nonce_id', Integer, primary_key=True) server_url = Column(String(1024)) timestamp = Column(Integer) salt = Column(String(40)) event.listen(db_session, 'after_flush', search.update_model_based_indexes) from datetime import datetime from flask import Flask, session, g, render_template from flask_openid import OpenID app = Flask(__name__) app.config.from_object('websiteconfig') from flask_website.openid_auth import DatabaseOpenIDStore oid = OpenID(app, store_factory=DatabaseOpenIDStore) @app.errorhandler(404) def not_found(error): return render_template('404.html'), 404 @app.before_request def load_current_user(): g.user = User.query.filter_by(openid=session['openid']).first() \ if 'openid' in session else None @app.teardown_request def remove_db_session(exception): db_session.remove() @app.context_processor def current_year(): return {'current_year': datetime.utcnow().year} app.add_url_rule('/docs/', endpoint='docs.index', build_only=True) app.add_url_rule('/docs/<path:page>/', endpoint='docs.show', build_only=True) app.add_url_rule('/docs/<version>/.latex/Flask.pdf', endpoint='docs.pdf', build_only=True) from flask_website.views import general from flask_website.views import community from flask_website.views import mailinglist from flask_website.views import snippets from flask_website.views import extensions app.register_blueprint(general.mod) app.register_blueprint(community.mod) app.register_blueprint(mailinglist.mod) app.register_blueprint(snippets.mod) app.register_blueprint(extensions.mod) from flask_website.database import User, db_session from flask_website import utils app.jinja_env.filters['datetimeformat'] = utils.format_datetime app.jinja_env.filters['dateformat'] = utils.format_date app.jinja_env.filters['timedeltaformat'] = utils.format_timedelta app.jinja_env.filters['displayopenid'] = utils.display_openid # -*- coding: utf-8 -*- import os import re from flask import url_for, Markup from flask_website import app from flask_website.search import Indexable _doc_body_re = re.compile(r'''(?smx) <title>(.*?)</title>.*? <div.*?class=".*?body.*?>(.*) <div.*?class=".*?sphinxsidebar ''') class DocumentationPage(Indexable): search_document_kind = 'documentation' def __init__(self, slug): self.slug = slug fn = os.path.join(app.config['DOCUMENTATION_PATH'], slug, 'index.html') with open(fn) as f: contents = f.read().decode('utf-8') title, text = _doc_body_re.search(contents).groups() self.title = Markup(title).striptags().split(u'—')[0].strip() self.text = Markup(text).striptags().strip().replace(u'¶', u'') def get_search_document(self): return dict( id=unicode(self.slug), title=self.title, keywords=[], content=self.text ) @property def url(self): return url_for('docs.show', page=self.slug) @classmethod def describe_search_result(cls, result): rv = cls(result['id']) return Markup(result.highlights('content', text=rv.text)) or None @classmethod def iter_pages(cls): base_folder = os.path.abspath(app.config['DOCUMENTATION_PATH']) for dirpath, dirnames, filenames in os.walk(base_folder): if 'index.html' in filenames: slug = dirpath[len(base_folder) + 1:] # skip the index page. useless if slug: yield DocumentationPage(slug) import re import creoleparser from datetime import datetime, timedelta from genshi import builder from functools import wraps from creoleparser.elements import PreBlock from pygments import highlight from pygments.formatters import HtmlFormatter from pygments.lexers import get_lexer_by_name from pygments.util import ClassNotFound from flask import g, url_for, flash, abort, request, redirect, Markup from flask_website.flaskystyle import FlaskyStyle # same as docs pygments_formatter = HtmlFormatter(style=FlaskyStyle) _ws_split_re = re.compile(r'(\s+)') TIMEDELTA_UNITS = ( ('year', 3600 * 24 * 365), ('month', 3600 * 24 * 30), ('week', 3600 * 24 * 7), ('day', 3600 * 24), ('hour', 3600), ('minute', 60), ('second', 1) ) class CodeBlock(PreBlock): def __init__(self): super(CodeBlock, self).__init__('pre', ['{{{', '}}}']) def _build(self, mo, element_store, environ): lines = self.regexp2.sub(r'\1', mo.group(1)).splitlines() if lines and lines[0].startswith('#!'): try: lexer = get_lexer_by_name(lines.pop(0)[2:].strip()) except ClassNotFound: pass else: return Markup(highlight(u'\n'.join(lines), lexer, pygments_formatter)) return builder.tag.pre(u'\n'.join(lines)) custom_dialect = creoleparser.create_dialect(creoleparser.creole10_base) # hacky way to get rid of image support custom_dialect.img = custom_dialect.no_wiki custom_dialect.pre = CodeBlock() _parser = creoleparser.Parser( dialect=custom_dialect, method='html' ) def format_creole(text): return Markup(_parser.render(text, encoding=None)) def split_lines_wrapping(text, width=74, threshold=82): lines = text.splitlines() if all(len(line) <= threshold for line in lines): return lines result = [] for line in lines: if len(line) <= threshold: result.append(line) continue line_width = 0 line_buffer = [] for piece in _ws_split_re.split(line): line_width += len(piece) if line_width > width: result.append(u''.join(line_buffer)) line_buffer = [] if not piece.isspace(): line_buffer.append(piece) line_width = len(piece) else: line_width = 0 else: line_buffer.append(piece) if line_buffer: result.append(u''.join(line_buffer)) return result def request_wants_json(): # we only accept json if the quality of json is greater than the # quality of text/html because text/html is preferred to support # browsers that accept on */* best = request.accept_mimetypes \ .best_match(['application/json', 'text/html']) return best == 'application/json' and \ request.accept_mimetypes[best] > request.accept_mimetypes['text/html'] def requires_login(f): @wraps(f) def decorated_function(*args, **kwargs): if g.user is None: flash(u'You need to be signed in for this page.') return redirect(url_for('general.login', next=request.path)) return f(*args, **kwargs) return decorated_function def requires_admin(f): @wraps(f) def decorated_function(*args, **kwargs): if not g.user.is_admin: abort(401) return f(*args, **kwargs) return requires_login(decorated_function) def format_datetime(dt): return dt.strftime('%Y-%m-%d @ %H:%M') def format_date(dt): return dt.strftime('%Y-%m-%d') def format_timedelta(delta, granularity='second', threshold=.85): if isinstance(delta, datetime): delta = datetime.utcnow() - delta if isinstance(delta, timedelta): seconds = int((delta.days * 86400) + delta.seconds) else: seconds = delta for unit, secs_per_unit in TIMEDELTA_UNITS: value = abs(seconds) / secs_per_unit if value >= threshold or unit == granularity: if unit == granularity and value > 0: value = max(1, value) value = int(round(value)) rv = u'%s %s' % (value, unit) if value != 1: rv += u's' return rv return u'' def display_openid(openid): if not openid: return '' rv = openid if rv.startswith(('http://', 'https://')): rv = rv.split('/', 2)[-1] return rv.rstrip('/') from time import time from openid.association import Association from openid.store.interface import OpenIDStore from openid.store import nonce from flask_website.database import db_session, OpenIDAssociation, \ OpenIDUserNonce class DatabaseOpenIDStore(OpenIDStore): """Implements the open store for the website using the database.""" def storeAssociation(self, server_url, association): assoc = OpenIDAssociation( server_url=server_url, handle=association.handle, secret=association.secret.encode('base64'), issued=association.issued, lifetime=association.lifetime, assoc_type=association.assoc_type ) db_session.add(assoc) db_session.commit() def getAssociation(self, server_url, handle=None): q = OpenIDAssociation.query.filter_by(server_url=server_url) if handle is not None: q = q.filter_by(handle=handle) result_assoc = None for item in q.all(): assoc = Association(item.handle, item.secret.decode('base64'), item.issued, item.lifetime, item.assoc_type) if assoc.getExpiresIn() <= 0: self.removeAssociation(server_url, assoc.handle) else: result_assoc = assoc return result_assoc def removeAssociation(self, server_url, handle): try: return OpenIDAssociation.query.filter( (OpenIDAssociation.server_url == server_url) & (OpenIDAssociation.handle == handle) ).delete() finally: db_session.commit() def useNonce(self, server_url, timestamp, salt): if abs(timestamp - time()) > nonce.SKEW: return False rv = OpenIDUserNonce.query.filter( (OpenIDUserNonce.server_url == server_url) & (OpenIDUserNonce.timestamp == timestamp) & (OpenIDUserNonce.salt == salt) ).first() if rv is not None: return False rv = OpenIDUserNonce(server_url=server_url, timestamp=timestamp, salt=salt) db_session.add(rv) db_session.commit() return True def cleanupNonces(self): try: return OpenIDUserNonce.query.filter( OpenIDUserNonce.timestamp <= int(time() - nonce.SKEW) ).delete() finally: db_session.commit() def cleanupAssociations(self): try: return OpenIDAssociation.query.filter( OpenIDAssociation.lifetime < int(time()) ).delete() finally: db_session.commit() # -*- coding: utf-8 -*- import os from whoosh import highlight, analysis, qparser from whoosh.support.charset import accent_map from flask import Markup from flask_website import app from werkzeug import import_string def open_index(): from whoosh import index, fields as f if os.path.isdir(app.config['WHOOSH_INDEX']): return index.open_dir(app.config['WHOOSH_INDEX']) os.mkdir(app.config['WHOOSH_INDEX']) analyzer = analysis.StemmingAnalyzer() | analysis.CharsetFilter(accent_map) schema = f.Schema( url=f.ID(stored=True, unique=True), id=f.ID(stored=True), title=f.TEXT(stored=True, field_boost=2.0, analyzer=analyzer), type=f.ID(stored=True), keywords=f.KEYWORD(commas=True), content=f.TEXT(analyzer=analyzer) ) return index.create_in(app.config['WHOOSH_INDEX'], schema) index = open_index() class Indexable(object): search_document_kind = None def add_to_search_index(self, writer): writer.add_document(url=unicode(self.url), type=self.search_document_type, **self.get_search_document()) @classmethod def describe_search_result(cls, result): return None @property def search_document_type(self): cls = type(self) return cls.__module__ + u'.' + cls.__name__ def get_search_document(self): raise NotImplementedError() def remove_from_search_index(self, writer): writer.delete_by_term('url', unicode(self.url)) def highlight_all(result, field): text = result[field] return Markup(highlight.Highlighter( fragmenter=highlight.WholeFragmenter(), formatter=result.results.highlighter.formatter) .highlight_hit(result, field, text=text)) or text class SearchResult(object): def __init__(self, result): self.url = result['url'] self.title_text = result['title'] self.title = highlight_all(result, 'title') cls = import_string(result['type']) self.kind = cls.search_document_kind self.description = cls.describe_search_result(result) class SearchResultPage(object): def __init__(self, results, page): self.page = page if results is None: self.results = [] self.pages = 1 self.total = 0 else: self.results = [SearchResult(r) for r in results] self.pages = results.pagecount self.total = results.total def __iter__(self): return iter(self.results) def search(query, page=1, per_page=20): with index.searcher() as s: qp = qparser.MultifieldParser(['title', 'content'], index.schema) q = qp.parse(unicode(query)) try: result_page = s.search_page(q, page, pagelen=per_page) except ValueError: if page == 1: return SearchResultPage(None, page) return None results = result_page.results results.highlighter.fragmenter.maxchars = 512 results.highlighter.fragmenter.surround = 40 results.highlighter.formatter = highlight.HtmlFormatter('em', classname='search-match', termclass='search-term', between=u'<span class=ellipsis> … </span>') return SearchResultPage(result_page, page) def update_model_based_indexes(session, flush_context): """Called by a session event, updates the model based documents.""" to_delete = [] to_add = [] for model in session.new: if isinstance(model, Indexable): to_add.append(model) for model in session.dirty: if isinstance(model, Indexable): to_delete.append(model) to_add.append(model) for model in session.dirty: if isinstance(model, Indexable): to_delete.append(model) if not (to_delete or to_add): return writer = index.writer() for model in to_delete: model.remove_from_search_index(writer) for model in to_add: model.add_to_search_index(writer) writer.commit() def update_documentation_index(): from flask_website.docs import DocumentationPage writer = index.writer() for page in DocumentationPage.iter_pages(): page.remove_from_search_index(writer) page.add_to_search_index(writer) writer.commit() def reindex_snippets(): from flask_website.database import Snippet writer = index.writer() for snippet in Snippet.query.all(): snippet.remove_from_search_index(writer) snippet.add_to_search_index(writer) writer.commit() from __future__ import with_statement from flask import Blueprint, render_template, redirect mod = Blueprint('mailinglist', __name__, url_prefix='/mailinglist') @mod.route('/') def index(): return render_template('mailinglist/index.html') @mod.route('/archive/', defaults={'page': 1}) @mod.route('/archive/page/<int:page>/') def archive(page): return redirect('http://librelist.com/browser/flask/') @mod.route('/archive/<int:year>/<int:month>/<int:day>/<slug>/') def show_thread(year, month, day, slug): return redirect('http://librelist.com/browser/flask/%s/%s/%s/%s' % (year, month, day, slug)) from flask import Blueprint, render_template, jsonify, redirect, \ url_for from flask_website.utils import request_wants_json from flask_website.listings.extensions import extensions, unlisted mod = Blueprint('extensions', __name__, url_prefix='/extensions') @mod.route('/') def index(): if request_wants_json(): return jsonify(extensions=[ext.to_json() for ext in extensions], unlisted_extensions=[ext.to_json() for ext in unlisted]) return render_template('extensions/index.html', extensions=extensions) @mod.route('/creating/') def creating(): return redirect(url_for('docs.show', page='extensiondev'), 301) from flask import Blueprint, render_template, jsonify from flask_website.utils import request_wants_json from flask_website.listings.projects import projects mod = Blueprint('community', __name__, url_prefix='/community') @mod.route('/') def index(): return render_template('community/index.html') @mod.route('/irc/') def irc(): return render_template('community/irc.html') @mod.route('/badges/') def badges(): return render_template('community/badges.html') @mod.route('/poweredby/') def poweredby(): if request_wants_json(): return jsonify((k, [p.to_json() for p in v]) for k, v in projects.iteritems()) return render_template('community/poweredby.html', projects=projects) @mod.route('/logos/') def logos(): return render_template('community/logos.html') # -*- coding: utf-8 -*- from flask import Blueprint, abort, flash, g, jsonify, redirect, \ render_template, request, url_for from flask_website.utils import format_creole, request_wants_json, \ requires_admin, requires_login from flask_website.database import Category, Comment, Snippet, db_session mod = Blueprint('snippets', __name__, url_prefix='/snippets') @mod.route('/') def index(): return render_template('snippets/index.html', categories=Category.query.order_by(Category.name).all()) @mod.route('/<int:id>/', methods=['GET', 'POST']) def show(id): snippet = Snippet.query.get(id) if snippet is None: abort(404) if request_wants_json(): return jsonify(snippet=snippet.to_json()) if request.method == 'POST': title = request.form['title'] text = request.form['text'] if text: db_session.add(Comment(snippet, g.user, title, text)) db_session.commit() flash(u'Your comment was added') return redirect(snippet.url) return render_template('snippets/show.html', snippet=snippet) @mod.route('/comments/<int:id>/', methods=['GET', 'POST']) @requires_admin def edit_comment(id): comment = Comment.query.get(id) if comment is None: abort(404) snippet = comment.snippet form = dict(title=comment.title, text=comment.text) if request.method == 'POST': if 'delete' in request.form: db_session.delete(comment) db_session.commit() flash(u'Comment was deleted.') return redirect(snippet.url) elif 'cancel' in request.form: return redirect(snippet.url) form['title'] = request.form['title'] form['text'] = request.form['text'] if not form['text']: flash(u'Error: comment text is required.') else: comment.title = form['title'] comment.text = form['text'] db_session.commit() flash(u'Comment was updated.') return redirect(snippet.url) return render_template('snippets/edit_comment.html', form=form, comment=comment) @mod.route('/edit/<int:id>/', methods=['GET', 'POST']) @requires_login def edit(id): snippet = Snippet.query.get(id) if snippet is None: abort(404) if g.user is None or (not g.user.is_admin and snippet.author != g.user): abort(401) preview = None form = dict(title=snippet.title, body=snippet.body, category=snippet.category.id) if request.method == 'POST': form['title'] = request.form['title'] form['body'] = request.form['body'] form['category'] = request.form.get('category', type=int) if 'preview' in request.form: preview = format_creole(request.form['body']) elif 'delete' in request.form: for comment in snippet.comments: db_session.delete(comment) db_session.delete(snippet) db_session.commit() flash(u'Your snippet was deleted') return redirect(url_for('snippets.index')) else: category_id = request.form.get('category', type=int) if not form['body']: flash(u'Error: you have to enter a snippet') else: category = Category.query.get(category_id) if category is not None: snippet.title = form['title'] snippet.body = form['body'] snippet.category = category db_session.commit() flash(u'Your snippet was modified') return redirect(snippet.url) return render_template('snippets/edit.html', snippet=snippet, preview=preview, form=form, categories=Category.query.order_by(Category.name).all()) @mod.route('/category/<slug>/') def category(slug): category = Category.query.filter_by(slug=slug).first() if category is None: abort(404) snippets = category.snippets.order_by(Snippet.title).all() if request_wants_json(): return jsonify(category=category.to_json(), snippets=[s.id for s in snippets]) return render_template('snippets/category.html', category=category, snippets=snippets) from flask import Blueprint, render_template, session, redirect, url_for, \ request, flash, g, jsonify, abort from flask_openid import COMMON_PROVIDERS from flask_website import oid from flask_website.search import search as perform_search from flask_website.utils import requires_login, request_wants_json from flask_website.database import db_session, User from flask_website.listings.releases import releases mod = Blueprint('general', __name__) @mod.route('/') def index(): if request_wants_json(): return jsonify(releases=[r.to_json() for r in releases]) return render_template( 'general/index.html', latest_release=releases[-1], # pdf link does not redirect, needs version # docs version only includes major.minor docs_pdf_version='.'.join(releases[-1].version.split('.', 2)[:2]) ) @mod.route('/search/') def search(): q = request.args.get('q') or '' page = request.args.get('page', type=int) or 1 results = None if q: results = perform_search(q, page=page) if results is None: abort(404) return render_template('general/search.html', results=results, q=q) @mod.route('/logout/') def logout(): if 'openid' in session: flash(u'Logged out') del session['openid'] return redirect(request.referrer or url_for('general.index')) @mod.route('/login/', methods=['GET', 'POST']) @oid.loginhandler def login(): if g.user is not None: return redirect(url_for('general.index')) if 'cancel' in request.form: flash(u'Cancelled. The OpenID was not changed.') return redirect(oid.get_next_url()) openid = request.values.get('openid') if not openid: openid = COMMON_PROVIDERS.get(request.args.get('provider')) if openid: return oid.try_login(openid, ask_for=['fullname', 'nickname']) error = oid.fetch_error() if error: flash(u'Error: ' + error) return render_template('general/login.html', next=oid.get_next_url()) @mod.route('/first-login/', methods=['GET', 'POST']) def first_login(): if g.user is not None or 'openid' not in session: return redirect(url_for('.login')) if request.method == 'POST': if 'cancel' in request.form: del session['openid'] flash(u'Login was aborted') return redirect(url_for('general.login')) db_session.add(User(request.form['name'], session['openid'])) db_session.commit() flash(u'Successfully created profile and logged in') return redirect(oid.get_next_url()) return render_template('general/first_login.html', next=oid.get_next_url(), openid=session['openid']) @mod.route('/profile/', methods=['GET', 'POST']) @requires_login def profile(): name = g.user.name if request.method == 'POST': name = request.form['name'].strip() if not name: flash(u'Error: a name is required') else: g.user.name = name db_session.commit() flash(u'User profile updated') return redirect(url_for('.index')) return render_template('general/profile.html', name=name) @mod.route('/profile/change-openid/', methods=['GET', 'POST']) @requires_login @oid.loginhandler def change_openid(): if request.method == 'POST': if 'cancel' in request.form: flash(u'Cancelled. The OpenID was not changed.') return redirect(oid.get_next_url()) openid = request.values.get('openid') if not openid: openid = COMMON_PROVIDERS.get(request.args.get('provider')) if openid: return oid.try_login(openid) error = oid.fetch_error() if error: flash(u'Error: ' + error) return render_template('general/change_openid.html', next=oid.get_next_url()) @oid.after_login def create_or_login(resp): session['openid'] = resp.identity_url user = g.user or User.query.filter_by(openid=resp.identity_url).first() if user is None: return redirect(url_for('.first_login', next=oid.get_next_url(), name=resp.fullname or resp.nickname)) if user.openid != resp.identity_url: user.openid = resp.identity_url db_session.commit() flash(u'OpenID identity changed') else: flash(u'Successfully signed in') return redirect(oid.get_next_url())
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vfoot/graphics/__init__.py
filipecn/vfoot
0
17476
import glfw import OpenGL.GL as gl import imgui from imgui.integrations.glfw import GlfwRenderer def app(render): imgui.create_context() window = impl_glfw_init() impl = GlfwRenderer(window) while not glfw.window_should_close(window): glfw.poll_events() impl.process_inputs() gl.glClearColor(.2, .5, .2, 0.6) gl.glClear(gl.GL_COLOR_BUFFER_BIT) imgui.new_frame() render() imgui.render() impl.render(imgui.get_draw_data()) glfw.swap_buffers(window) impl.shutdown() glfw.terminate() def impl_glfw_init(): width, height = 1280, 720 window_name = "minimal ImGui/GLFW3 example" if not glfw.init(): print("Could not initialize OpenGL context") exit(1) # OS X supports only forward-compatible core profiles from 3.2 glfw.window_hint(glfw.CONTEXT_VERSION_MAJOR, 3) glfw.window_hint(glfw.CONTEXT_VERSION_MINOR, 3) glfw.window_hint(glfw.OPENGL_PROFILE, glfw.OPENGL_CORE_PROFILE) glfw.window_hint(glfw.OPENGL_FORWARD_COMPAT, gl.GL_TRUE) # Create a windowed mode window and its OpenGL context window = glfw.create_window( int(width), int(height), window_name, None, None ) glfw.make_context_current(window) if not window: glfw.terminate() print("Could not initialize Window") exit(1) return window
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gbot/libs/helper.py
dgw/goshu
5
15422
#!/usr/bin/env python3 # Goshu IRC Bot # written by <NAME> <<EMAIL>> # licensed under the ISC license """extends several builtin functions and provides helper functions The default Python library is extensive and well-stocked. There are some times however, you wish a small task was taken care of for you. This module if chock full of little extensions and helper functions I've needed while writing Goshu. Small, interesting, self-contained functions that can probably be reused elsewhere. """ import collections.abc import datetime import imp import json import os import re import string import sys import urllib.parse from girc.formatting import escape from http_status import Status from pyquery import PyQuery as pq import importlib import requests import xml.sax.saxutils as saxutils import yaml valid_filename_chars = string.ascii_letters + string.digits + '#._- ' def true_or_false(in_str): """Returns True/False if string represents it, else None.""" in_str = in_str.lower() if in_str.startswith(('true', 'y', '1', 'on')): return True elif in_str.startswith(('false', 'n', '0', 'off')): return False else: return None def split_num(line, chars=' ', maxsplits=1, empty=''): """/lazy/ wrapper, to stop us having to bounds-check when splitting. Arguments: line -- line to split chars -- character(s) to split line on maxsplits -- how many split items are returned empty -- character to put in place of nothing Returns: line.split(chars, items); return value is padded until `maxsplits + 1` number of values are present""" line = line.split(chars, maxsplits) while len(line) <= maxsplits: line.append(empty) return line def is_ok(func, prompt, blank='', clearline=False): """Prompt the user for yes/no and returns True/False Arguments: prompt -- Prompt for the user blank -- If True, a blank response will return True, ditto for False, the default '' will not accept blank responses and ask until the user gives an appropriate response Returns: True if user accepts, False if user does not""" while True: ok = func(prompt).lower().strip() if len(ok) > 0: if ok[0] == 'y' or ok[0] == 't' or ok[0] == '1': # yes, true, 1 return True elif ok[0] == 'n' or ok[0] == 'f' or ok[0] == '0': # no, false, 0 return False else: if blank is True: return True elif blank is False: return False def bytes_to_str(bytes, base=2, precision=0): """Convert number of bytes to a human-readable format Arguments: bytes -- number of bytes base -- base 2 'regular' multiplexer, or base 10 'storage' multiplexer precision -- number of decimal places to output Returns: Human-readable string such as '1.32M' """ if base == 2: multiplexer = 1024 elif base == 10: multiplexer = 1000 else: return None # raise error precision_string = '%.' + str(precision) + 'f' mebi_convert = True if bytes >= (multiplexer ** 4): terabytes = float(bytes / (multiplexer ** 4)) output = (precision_string % terabytes) + 'T' elif bytes >= (multiplexer ** 3): gigabytes = float(bytes / (multiplexer ** 3)) output = (precision_string % gigabytes) + 'G' elif bytes >= (multiplexer ** 2): megabytes = float(bytes / (multiplexer ** 2)) output = (precision_string % megabytes) + 'M' elif bytes >= (multiplexer ** 1): kilobytes = float(bytes / (multiplexer ** 1)) output = (precision_string % kilobytes) + 'K' else: output = (precision_string % float(bytes)) + 'B' mebi_convert = False # mebibytes and gibibytes all those weird HDD manufacturer terms if base == 10 and mebi_convert: num, base = output[:-1], output[-1] output = num + base.lower() + 'B' return output def time_metric(secs=60, mins=0): """Returns user-readable string representing given number of seconds.""" if mins: secs += (mins * 60) time = '' for metric_secs, metric_char in [[7 * 24 * 60 * 60, 'w'], [24 * 60 * 60, 'd'], [60 * 60, 'h'], [60, 'm']]: if secs > metric_secs: time += '{}{}'.format(int(secs / metric_secs), metric_char) secs -= int(secs / metric_secs) * metric_secs if secs > 0: time += '{}s'.format(secs) return time def metric(num, metric_list=[[10 ** 9, 'B'], [10 ** 6, 'M'], [10 ** 3, 'k']], additive=False): """Returns user-readable string representing given value. Arguments: num is the base value we're converting. metric_list is the list of data we're working off. additive is whether we add the various values together, or separate them. Return: a string such as 345K or 23w6d2h53s""" output = '' for metric_count, metric_char in metric_list: if num > metric_count: if additive: format_str = '{}{}' else: format_str = '{:.1f}{}' num = (num / metric_count) if not additive: num = float(num) output += format_str.format(num, metric_char) if not additive: break # just in case no output if output == '': output = str(num) return output def get_url(url, **kwargs): """Gets a url, handles all the icky requests stuff.""" try: if 'timeout' not in kwargs: kwargs['timeout'] = 20 r = requests.get(url, **kwargs) r.status = Status(r.status_code) if not r.ok: return 'HTTP Error - {code} {name} - {description}'.format(**{ 'code': r.status.code, 'name': r.status.name, 'description': r.status.description }) except requests.exceptions.Timeout: return 'Connection timed out' except requests.exceptions.RequestException as x: return '{}'.format(x.__class__.__name__) return r def format_extract(format_json, input_element, format=None, debug=False, fail='Failure'): if not format: if 'format' in format_json: format = format_json['format'] else: return 'No format for format_extract()' if 'debug' in format_json: debug = format_json['debug'] # format-specific settings if format == 'json': input_element = json.loads(input_element) retrieve = json_return elif format == 'xml': # ignore xml namespaces input_element = input_element.replace(' xmlns:', ' xmlnamespace:') input_element = input_element.replace(' xmlns=', ' xmlnamespace=') retrieve = xml_return # format extraction - format kwargs format_dict = {} if 'response_dict' in format_json: for name in format_json['response_dict']: try: if isinstance(format_json['response_dict'][name], collections.abc.Callable): try: format_dict[name] = format_json['response_dict'][name](format_json, input_element) except BaseException as x: if debug: return 'Unknown failure: {}'.format(x) else: return 'Code error' else: format_dict[name] = retrieve(input_element, format_json['response_dict'][name]) if format_dict[name] is None: return fail except KeyError: if debug: return 'Fail on {}'.format(name) else: return fail except IndexError: if debug: return 'Fail on {}'.format(name) else: return fail try: return format_json['response'].format(**format_dict) except KeyError: if debug: return 'Fail on format() key' else: return fail except IndexError: if debug: return 'Fail on format() index' else: return fail def xml_return(input_xml, selector): pq_xml = pq(input_xml) if selector[0] == 'text': return selector[1] elif selector[0] == 'text.escape': return escape(selector[1]) elif selector[0] == 'jquery': return pq_xml(selector[1]).text() elif selector[0] == 'jquery.attr': return pq_xml(selector[1]).attr(selector[2]) def json_return(input_json, selector): if selector[0] == 'text': return selector[1] elif selector[0] == 'text.escape': return escape(selector[1]) elif selector[0] == 'json.lower': if len(selector) > 2: default = selector[2] else: default = "" return str(json_element(input_json, selector[1], default=default)).lower() elif selector[0] == 'json.quote_plus': if len(selector) > 2: default = selector[2] else: default = "" return urllib.parse.quote_plus(str(json_element(input_json, selector[1], default=default))) elif selector[0] == 'json.num.metric': if len(selector) > 2: default = selector[2] else: default = 0 return metric(int(json_element(input_json, selector[1], default=default))) elif selector[0] == 'json.datetime.fromtimestamp': if len(selector) > 2: default = selector[2] else: default = 0 ts = json_element(input_json, selector[1], default=default) return datetime.datetime.fromtimestamp(ts).strftime(selector[2]) elif selector[0] == 'json.dict.returntrue': keys = [] json_dict = json_element(input_json, selector[1]) for key in json_dict: if json_dict[key]: keys.append(key) return selector[2].join(keys) # before general json else: if len(selector) > 2: default = selector[2] else: default = None return escape(str(json_element(input_json, selector[1], default=default))) def json_element(input_dict, query, default=None): """Runs through a data structure and returns the selected element.""" for element in query: is_list_index = isinstance(element, int) and isinstance(input_dict, (list, tuple)) if is_list_index or element in input_dict: input_dict = input_dict[element] else: return default return input_dict def filename_escape(unsafe, replace_char='_', valid_chars=valid_filename_chars): """Escapes a string to provide a safe local filename Arguments: unsafe -- Unsafe string to escape replace_char -- Character to replace unsafe characters with valid_chars -- Valid filename characters Returns: Safe local filename string """ if not unsafe: return '' safe = '' for character in unsafe: if character in valid_chars: safe += character else: safe += replace_char return safe _unescape_map = { '&#39;': "'", '&#039;': "'", '&quot;': "'", } def html_unescape(input): """Turns any html-escaped characters back to their normal equivalents.""" output = saxutils.unescape(input) for char in _unescape_map.keys(): output = output.replace(char, _unescape_map[char]) return output def utf8_bom(input): """Strips BOM from a utf8 string, because open() leaves it in for some reason.""" output = input.replace('\ufeff', '') return output class JsonHandler: def __init__(self, base, folder, attr=None, callback_name=None, ext=None, yaml=False): if ext: self.pattern = [x.format(ext) for x in ['*.{}.yaml', '*.{}.json', '*_{}.py']] else: self.pattern = ['*.yaml', '*.json', '*.py'] self.base = base self.attr = attr self.folder = folder self.ext = ext self.callback_name = callback_name self.yaml = yaml self.reload() def spread_new_json(self, new_json): if self.attr: setattr(self.base, self.attr, new_json) if self.callback_name: getattr(self.base, self.callback_name, None)(new_json) def reload(self): new_json = {} if not os.path.exists(self.folder): self.spread_new_json(new_json) return # loading folders_to_scan = [self.folder] # loading list of folders that contain modules for f in os.listdir(self.folder): if f == 'disabled': continue full_name = os.path.join(self.folder, f) if os.path.isdir(full_name): folders_to_scan.append(full_name) # loading actual modules for folder in folders_to_scan: for f in os.listdir(folder): full_name = os.path.join(folder, f) if os.path.isfile(full_name): (extname, ext) = os.path.splitext(full_name) if ext.lower() not in ['.json', '.yaml']: continue # check for loader-specific extension if self.ext: name, ext = os.path.splitext(extname) pyfile = '{}_{}'.format('.'.join(name.split(os.sep)), self.ext) # not really our module if ext != os.extsep + self.ext: continue else: name, ext = extname, '' pyfile = '.'.join(name[2:].split(os.sep)) # NOTE: this is static, and that is bad pyfile = pyfile.lstrip('..modules.') # py file if self.yaml: try: module = importlib.import_module(pyfile) imp.reload(module) # so reloading works # we should capture this and output errors to stderr except: pass # yaml / json with open(full_name, encoding='utf-8') as js_f: if self.yaml: try: info = yaml.load(js_f.read(), Loader=yaml.FullLoader) # we should capture this and output errors to stderr except Exception as ex: print('failed to load YAML file', full_name, ':', ex) continue else: info = json.loads(js_f.read()) # set module name and info if 'name' not in info: new_name = name.split('/')[-1].split('\\')[-1] info['name'] = [new_name] new_json[info['name'][0]] = info # set info on base object and / or call callback self.spread_new_json(new_json) # timedelta functions _td_str_map = [ ('d', 'days'), ('h', 'hours'), ('m', 'minutes'), ('s', 'seconds'), ] _str_td = r'' for istr, td in _td_str_map: _str_td += r'\s*(?:(?P<' + td + r'>[0-9]+)\s*' + istr + r')?' _TD_STR_REGEX = re.compile(_str_td) def timedelta_to_string(delta): """Converts a timedelta dict to a string.""" td_string = '' for istr, td in _td_str_map: if td in delta: td_string += str(delta[td]) td_string += istr return td_string def string_to_timedelta(td_string): """Converts a string to a timedelta dict.""" match = _TD_STR_REGEX.match(td_string) delta = {} for istr, td in _td_str_map: if match.group(td): if '.' in match.group(td): val = float(match.group(td)) else: val = int(match.group(td)) delta[td] = val return delta # path def add_path(path): if path not in sys.path: sys.path.insert(0, path)
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teams/api/views/teams_views.py
Onlynfk/Freshdesk-CRM-Platform
0
174964
<filename>teams/api/views/teams_views.py from rest_framework import generics from rest_framework.permissions import IsAuthenticated from teams.api.serializers.teams_serializers import TeamSerializer from teams.models import Teams class TeamAPIList(generics.ListAPIView): permission_classes = [IsAuthenticated] queryset = Teams.objects.all().order_by('-created_on') serializer_class = TeamSerializer class CreateTeam(generics.CreateAPIView): permission_classes = [IsAuthenticated] queryset = Teams.objects.all() serializer_class = TeamSerializer class UpdateTeam(generics.UpdateAPIView): permission_classes = [IsAuthenticated] queryset = Teams.objects.all() serializer_class = TeamSerializer class RetrieveTeam(generics.RetrieveAPIView): permission_classes = [IsAuthenticated] queryset = Teams.objects.all() serializer_class = TeamSerializer class DestroyTeam(generics.DestroyAPIView): permission_classes = [IsAuthenticated] queryset = Teams.objects.all() serializer_class = TeamSerializer
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examples/vanilla/multiple_defaults_vs_ar.py
pfistfl/openml-defaults
1
63638
import arff import argparse import json import logging import numpy as np import openmlcontrib import openmldefaults import os import pandas as pd # SSHFS NEMO FREIBURG: # sshfs <EMAIL>:/rigel/home/jv2657/experiments ~/habanero_experiments # # SSHFS GRACE LEIDEN: # ssh -f -N -L 1233:grace.liacs.nl:22 <EMAIL> # sshfs -p 1233 vanrijn@localhost:/home/vanrijn/experiments ~/grace_experiments def parse_args(): metadata_file_text_classification = os.path.expanduser('../../data/text_classification.arff') parser = argparse.ArgumentParser(description='Creates an ARFF file') parser.add_argument('--output_directory', type=str, help='directory to store output', default=os.path.expanduser('~/experiments/openml-defaults/at_vs_ar/')) parser.add_argument('--task_idx', type=int) parser.add_argument('--metadata_files', type=str, nargs='+', default=[metadata_file_text_classification]) parser.add_argument('--scoring', type=str, default='missclassification_rate') parser.add_argument('--search_space_identifier', type=str, default='ferreira') parser.add_argument('--minimize', action='store_true', default=True) parser.add_argument('--normalize_base', type=str, default=None) parser.add_argument('--normalize_a3r', type=str, default=None) parser.add_argument('--a3r_r', type=int, default=2) parser.add_argument('--aggregate', type=str, choices=openmldefaults.experiments.AGGREGATES, default='sum') parser.add_argument('--n_defaults', type=int, default=384) parser.add_argument('--n_estimators', type=int, default=64) parser.add_argument('--minimum_evals', type=int, default=128) parser.add_argument('--random_iterations', type=int, default=1) parser.add_argument('--run_on_surrogates', action='store_true', default=True) parser.add_argument('--task_limit', type=int, default=None, help='For speed') parser.add_argument('--task_id_column', default='dataset', type=str) parser.add_argument('--override_parameters', type=str) args_ = parser.parse_args() return args_ def run(args): root = logging.getLogger() root.setLevel(logging.INFO) task_ids = None for arff_file in args.metadata_files: with open(arff_file, 'r') as fp: df = openmlcontrib.meta.arff_to_dataframe(arff.load(fp), None) if task_ids is None: task_ids = np.sort(np.unique(df[args.task_id_column].values)) else: task_ids = np.sort(np.unique(np.append(task_ids, df[args.task_id_column].values))) logging.info('Task ids: %s' % task_ids) if args.task_idx is None: task_ids_to_process = task_ids else: task_ids_to_process = [task_ids[args.task_idx]] # run random search for random_seed in range(args.random_iterations): for task_id in task_ids_to_process: openmldefaults.experiments.run_vanilla_surrogates_on_task( task_id=task_id, models=[openmldefaults.models.AverageRankDefaults(), openmldefaults.models.ActiveTestingDefaults()], use_surrogates=False, random_seed=random_seed, search_space_identifier=args.search_space_identifier, metadata_files=args.metadata_files, scoring=args.scoring, minimize_measure=args.minimize, n_defaults=args.n_defaults, aggregate=args.aggregate, a3r_r=args.a3r_r, normalize_base=args.normalize_base, normalize_a3r=args.normalize_a3r, surrogate_n_estimators=args.n_estimators, surrogate_minimum_evals=args.minimum_evals, runtime_column='runtime', consider_a3r=True, evaluate_on_surrogate=args.run_on_surrogates, task_limit=args.task_limit, output_directory=args.output_directory, task_id_column=args.task_id_column, skip_row_check=True, override_parameters=json.loads(args.override_parameters) if args.override_parameters else None ) if __name__ == '__main__': pd.options.mode.chained_assignment = 'raise' run(parse_args())
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exps/algos-v2/bohb.py
PeterouZh/AutoDL-Projects
0
86761
################################################## # Copyright (c) <NAME> [GitHub D-X-Y], 2020 # ################################################################### # BOHB: Robust and Efficient Hyperparameter Optimization at Scale # # required to install hpbandster ################################## # pip install hpbandster ################################## ################################################################### # OMP_NUM_THREADS=4 python exps/algos-v2/bohb.py --search_space tss --dataset cifar10 --num_samples 4 --random_fraction 0.0 --bandwidth_factor 3 --rand_seed 1 # OMP_NUM_THREADS=4 python exps/algos-v2/bohb.py --search_space sss --dataset cifar10 --num_samples 4 --random_fraction 0.0 --bandwidth_factor 3 --rand_seed 1 ################################################################### import os, sys, time, random, argparse, collections from copy import deepcopy from pathlib import Path import torch lib_dir = (Path(__file__).parent / '..' / '..' / 'lib').resolve() if str(lib_dir) not in sys.path: sys.path.insert(0, str(lib_dir)) from config_utils import load_config from datasets import get_datasets, SearchDataset from procedures import prepare_seed, prepare_logger from log_utils import AverageMeter, time_string, convert_secs2time from nas_201_api import NASBench201API, NASBench301API from models import CellStructure, get_search_spaces # BOHB: Robust and Efficient Hyperparameter Optimization at Scale, ICML 2018 import ConfigSpace from hpbandster.optimizers.bohb import BOHB import hpbandster.core.nameserver as hpns from hpbandster.core.worker import Worker def get_topology_config_space(search_space, max_nodes=4): cs = ConfigSpace.ConfigurationSpace() #edge2index = {} for i in range(1, max_nodes): for j in range(i): node_str = '{:}<-{:}'.format(i, j) cs.add_hyperparameter(ConfigSpace.CategoricalHyperparameter(node_str, search_space)) return cs def get_size_config_space(search_space): cs = ConfigSpace.ConfigurationSpace() for ilayer in range(search_space['numbers']): node_str = 'layer-{:}'.format(ilayer) cs.add_hyperparameter(ConfigSpace.CategoricalHyperparameter(node_str, search_space['candidates'])) return cs def config2topology_func(max_nodes=4): def config2structure(config): genotypes = [] for i in range(1, max_nodes): xlist = [] for j in range(i): node_str = '{:}<-{:}'.format(i, j) op_name = config[node_str] xlist.append((op_name, j)) genotypes.append( tuple(xlist) ) return CellStructure( genotypes ) return config2structure def config2size_func(search_space): def config2structure(config): channels = [] for ilayer in range(search_space['numbers']): node_str = 'layer-{:}'.format(ilayer) channels.append(str(config[node_str])) return ':'.join(channels) return config2structure class MyWorker(Worker): def __init__(self, *args, convert_func=None, dataset=None, api=None, **kwargs): super().__init__(*args, **kwargs) self.convert_func = convert_func self._dataset = dataset self._api = api self.total_times = [] self.trajectory = [] def compute(self, config, budget, **kwargs): arch = self.convert_func( config ) accuracy, latency, time_cost, total_time = self._api.simulate_train_eval(arch, self._dataset, iepoch=int(budget)-1, hp='12') self.trajectory.append((accuracy, arch)) self.total_times.append(total_time) return ({'loss': 100 - accuracy, 'info': self._api.query_index_by_arch(arch)}) def main(xargs, api): torch.set_num_threads(4) prepare_seed(xargs.rand_seed) logger = prepare_logger(args) logger.log('{:} use api : {:}'.format(time_string(), api)) api.reset_time() search_space = get_search_spaces(xargs.search_space, 'nas-bench-301') if xargs.search_space == 'tss': cs = get_topology_config_space(search_space) config2structure = config2topology_func() else: cs = get_size_config_space(search_space) config2structure = config2size_func(search_space) hb_run_id = '0' NS = hpns.NameServer(run_id=hb_run_id, host='localhost', port=0) ns_host, ns_port = NS.start() num_workers = 1 workers = [] for i in range(num_workers): w = MyWorker(nameserver=ns_host, nameserver_port=ns_port, convert_func=config2structure, dataset=xargs.dataset, api=api, run_id=hb_run_id, id=i) w.run(background=True) workers.append(w) start_time = time.time() bohb = BOHB(configspace=cs, run_id=hb_run_id, eta=3, min_budget=1, max_budget=12, nameserver=ns_host, nameserver_port=ns_port, num_samples=xargs.num_samples, random_fraction=xargs.random_fraction, bandwidth_factor=xargs.bandwidth_factor, ping_interval=10, min_bandwidth=xargs.min_bandwidth) results = bohb.run(xargs.n_iters, min_n_workers=num_workers) bohb.shutdown(shutdown_workers=True) NS.shutdown() # print('There are {:} runs.'.format(len(results.get_all_runs()))) # workers[0].total_times # workers[0].trajectory current_best_index = [] for idx in range(len(workers[0].trajectory)): trajectory = workers[0].trajectory[:idx+1] arch = max(trajectory, key=lambda x: x[0])[1] current_best_index.append(api.query_index_by_arch(arch)) best_arch = max(workers[0].trajectory, key=lambda x: x[0])[1] logger.log('Best found configuration: {:} within {:.3f} s'.format(best_arch, workers[0].total_times[-1])) info = api.query_info_str_by_arch(best_arch, '200' if xargs.search_space == 'tss' else '90') logger.log('{:}'.format(info)) logger.log('-'*100) logger.close() return logger.log_dir, current_best_index, workers[0].total_times if __name__ == '__main__': parser = argparse.ArgumentParser("BOHB: Robust and Efficient Hyperparameter Optimization at Scale") parser.add_argument('--dataset', type=str, choices=['cifar10', 'cifar100', 'ImageNet16-120'], help='Choose between Cifar10/100 and ImageNet-16.') # general arg parser.add_argument('--search_space', type=str, choices=['tss', 'sss'], help='Choose the search space.') parser.add_argument('--time_budget', type=int, default=20000, help='The total time cost budge for searching (in seconds).') parser.add_argument('--loops_if_rand', type=int, default=500, help='The total runs for evaluation.') # BOHB parser.add_argument('--strategy', default="sampling", type=str, nargs='?', help='optimization strategy for the acquisition function') parser.add_argument('--min_bandwidth', default=.3, type=float, nargs='?', help='minimum bandwidth for KDE') parser.add_argument('--num_samples', default=64, type=int, nargs='?', help='number of samples for the acquisition function') parser.add_argument('--random_fraction', default=.33, type=float, nargs='?', help='fraction of random configurations') parser.add_argument('--bandwidth_factor', default=3, type=int, nargs='?', help='factor multiplied to the bandwidth') parser.add_argument('--n_iters', default=300, type=int, nargs='?', help='number of iterations for optimization method') # log parser.add_argument('--save_dir', type=str, default='./output/search', help='Folder to save checkpoints and log.') parser.add_argument('--rand_seed', type=int, default=-1, help='manual seed') args = parser.parse_args() if args.search_space == 'tss': api = NASBench201API(verbose=False) elif args.search_space == 'sss': api = NASBench301API(verbose=False) else: raise ValueError('Invalid search space : {:}'.format(args.search_space)) args.save_dir = os.path.join('{:}-{:}'.format(args.save_dir, args.search_space), args.dataset, 'BOHB') print('save-dir : {:}'.format(args.save_dir)) if args.rand_seed < 0: save_dir, all_info = None, collections.OrderedDict() for i in range(args.loops_if_rand): print ('{:} : {:03d}/{:03d}'.format(time_string(), i, args.loops_if_rand)) args.rand_seed = random.randint(1, 100000) save_dir, all_archs, all_total_times = main(args, api) all_info[i] = {'all_archs': all_archs, 'all_total_times': all_total_times} save_path = save_dir / 'results.pth' print('save into {:}'.format(save_path)) torch.save(all_info, save_path) else: main(args, api)
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accounts/models.py
olamijinadebayo/hood-watch
0
175888
<reponame>olamijinadebayo/hood-watch<filename>accounts/models.py from django.db import models from django.contrib import auth # Create your models here. class User(auth.models.User, auth.models.PermissionsMixin): ''' This will initialize the user class which inherits classes from the django.contrib class ''' def __str__(self): ''' This is a string reperesentation of each user ''' return "@{}".format(self.username)
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tests/bitly/*REPL* [python].py
goldsborough/lnk
3
27166
Python 3.5.0 (default, Sep 14 2015, 02:37:27) [GCC 4.2.1 Compatible Apple LLVM 6.1.0 (clang-602.0.53)] on darwin Type "help", "copyright", "credits" or "license" for more information. >>> a = [{'a': 1}, {'b': 2}] >>> sorted(a) Traceback (most recent call last): File "<stdin>", line 1, in <module> TypeError: unorderable types: dict() < dict() >>> b = [{'b': 2}, {'a': 1}]
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src/stk/molecular/topology_graphs/topology_graph/topology_graph/__init__.py
stevenbennett96/stk
21
104231
<reponame>stevenbennett96/stk from .topology_graph import * # noqa
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http_shadow/__init__.py
abador/http-shadow
0
13391
<gh_stars>0 from .backend import Backend from .thread import HttpPool
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Translocations_Detector/mAP/Scalable_mean_avg_precision.py
dariodematties/NANOPORE_TRANSLOCATIOS
0
97749
<filename>Translocations_Detector/mAP/Scalable_mean_avg_precision.py # Mean average precision (mAP) computation # Source from this amazing tutorial by <NAME> # https://github.com/aladdinpersson/Machine-Learning-Collection/blob/master/ML/Pytorch/object_detection/metrics/mean_avg_precision.py # But I modified it to make it scalable import sys import torch from collections import Counter sys.path.append('./mAP') from Scalable_IoU import intersection_over_union def mean_average_precision( device, pred_segments, true_segments, iou_threshold=0.5, seg_format="mix", num_classes=1 ): """ Calculates mean average precision Parameters: device (str): the device used in the run pred_segments (list): list of lists containing all bsegments with each bsegments specified as [train_idx, class_prediction, prob_score, x1, x2] true_segments (list): Similar as pred_segments except all the correct ones iou_threshold (float): threshold where predicted bsegments is correct segment_format (str): mix/midpoint/extremes, if (left,w) or (center,w) or (left,right) are respectively used to specify bsegments num_classes (int): number of classes Returns: float: mAP value across all classes given a specific IoU threshold """ # list storing all AP for respective classes average_precisions = [] # used for numerical stability later on epsilon = 1e-6 for c in range(num_classes): detections = [] ground_truths = [] # Go through all predictions and targets, # and only add the ones that belong to the # current class c for detection in pred_segments: if detection[1] == c: detections.append(detection) for true_segment in true_segments: if true_segment[1] == c: ground_truths.append(true_segment) # find the amount of bsegments for each training example # Counter here finds how many ground truth bsegments we get # for each training example, so let's say wind 0 has 3, # wind 1 has 5 then we will obtain a dictionary with: # amount_bsegments = {0:3, 1:5} amount_bsegments = Counter([gt[0] for gt in ground_truths]) # We then go through each key, val in this dictionary # and convert to the following (w.r.t same example): # ammount_bsegments = {0:torch.tensor[0,0,0], 1:torch.tensor[0,0,0,0,0]} for key, val in amount_bsegments.items(): amount_bsegments[key] = torch.zeros(val) # sort by segment probabilities which is index 2 detections.sort(key=lambda x: x[2], reverse=True) TP = torch.zeros((len(detections))) FP = torch.zeros((len(detections))) total_true_bsegments = len(ground_truths) # If none exists for this class then we can safely skip if total_true_bsegments == 0: continue ground_truths = torch.tensor(ground_truths) for detection_idx, detection in enumerate(detections): detection = torch.tensor(detection) # Only take out the ground_truths that have the same # training idx as detection loc = detection[0] == ground_truths[:,0] ground_truth_wind = ground_truths[loc] num_gts = ground_truth_wind.shape[0] best_iou = 0 if num_gts > 0: iou = intersection_over_union( torch.unsqueeze(detection[3:],0).to(device), ground_truth_wind[:,3:].to(device), segment_format=seg_format, ) best_iou = torch.max(iou) best_gt_idx = torch.argmax(iou) if best_iou > iou_threshold: # only detect ground truth detection once if amount_bsegments[int(detection[0])][best_gt_idx] == 0: # true positive and add this bounding segment to seen TP[detection_idx] = 1 amount_bsegments[int(detection[0])][best_gt_idx] = 1 else: FP[detection_idx] = 1 # if IOU is lower then the detection is a false positive else: FP[detection_idx] = 1 TP_cumsum = torch.cumsum(TP, dim=0) FP_cumsum = torch.cumsum(FP, dim=0) recalls = TP_cumsum / (total_true_bsegments + epsilon) precisions = TP_cumsum / (TP_cumsum + FP_cumsum + epsilon) precisions = torch.cat((torch.tensor([1]).type(torch.float32), precisions)) recalls = torch.cat((torch.tensor([0]).type(torch.float32), recalls)) # torch.trapz for numerical integration average_precisions.append(torch.trapz(precisions, recalls)) return sum(average_precisions) / len(average_precisions)
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script/hassfest/translations.py
KingofTown/core
0
124204
"""Validate integration translation files.""" import json from typing import Dict import voluptuous as vol from voluptuous.humanize import humanize_error from .model import Integration def data_entry_schema(*, require_title: bool, require_step_title: bool): """Generate a data entry schema.""" step_title_class = vol.Required if require_step_title else vol.Optional data_entry_schema = { vol.Optional("flow_title"): str, vol.Required("step"): { str: { step_title_class("title"): str, vol.Optional("description"): str, vol.Optional("data"): {str: str}, } }, vol.Optional("error"): {str: str}, vol.Optional("abort"): {str: str}, vol.Optional("create_entry"): {str: str}, } if require_title: data_entry_schema[vol.Required("title")] = str return data_entry_schema STRINGS_SCHEMA = vol.Schema( { vol.Optional("title"): str, vol.Optional("config"): data_entry_schema( require_title=False, require_step_title=True ), vol.Optional("options"): data_entry_schema( require_title=False, require_step_title=False ), vol.Optional("device_automation"): { vol.Optional("action_type"): {str: str}, vol.Optional("condition_type"): {str: str}, vol.Optional("trigger_type"): {str: str}, vol.Optional("trigger_subtype"): {str: str}, }, vol.Optional("state"): {str: str}, } ) AUTH_SCHEMA = vol.Schema( { vol.Optional("mfa_setup"): { str: data_entry_schema(require_title=True, require_step_title=True) } } ) ONBOARDING_SCHEMA = vol.Schema({vol.Required("area"): {str: str}}) def validate_translation_file(integration: Integration): """Validate translation files for integration.""" strings_file = integration.path / "strings.json" if not strings_file.is_file(): return strings = json.loads(strings_file.read_text()) if integration.domain == "auth": schema = AUTH_SCHEMA elif integration.domain == "onboarding": schema = ONBOARDING_SCHEMA else: schema = STRINGS_SCHEMA try: schema(strings) except vol.Invalid as err: integration.add_error( "translations", f"Invalid strings.json: {humanize_error(strings, err)}" ) def validate(integrations: Dict[str, Integration], config): """Handle JSON files inside integrations.""" for integration in integrations.values(): validate_translation_file(integration)
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python/paddle/fluid/contrib/slim/tests/test_imperative_ptq.py
SmirnovKol/Paddle
0
139468
<reponame>SmirnovKol/Paddle # copyright (c) 2018 paddlepaddle authors. all rights reserved. # # licensed under the apache license, version 2.0 (the "license"); # you may not use this file except in compliance with the license. # you may obtain a copy of the license at # # http://www.apache.org/licenses/license-2.0 # # unless required by applicable law or agreed to in writing, software # distributed under the license is distributed on an "as is" basis, # without warranties or conditions of any kind, either express or implied. # see the license for the specific language governing permissions and # limitations under the license. from __future__ import print_function import os import numpy as np import random import shutil import time import unittest import copy import logging import paddle.nn as nn import paddle import paddle.fluid as fluid from paddle.fluid.contrib.slim.quantization import * from paddle.fluid.log_helper import get_logger from paddle.dataset.common import download from paddle.fluid.framework import _test_eager_guard from imperative_test_utils import fix_model_dict, ImperativeLenet, ImperativeLinearBn from imperative_test_utils import ImperativeLinearBn_hook _logger = get_logger(__name__, logging.INFO, fmt='%(asctime)s-%(levelname)s: %(message)s') class TestFuseLinearBn(unittest.TestCase): """ Fuse the linear and bn layers, and then quantize the model. """ def test_fuse(self): model = ImperativeLinearBn() model_h = ImperativeLinearBn_hook() inputs = paddle.randn((3, 10), dtype="float32") config = PTQConfig(AbsmaxQuantizer(), AbsmaxQuantizer()) ptq = ImperativePTQ(config) f_l = [['linear', 'bn']] quant_model = ptq.quantize(model, fuse=True, fuse_list=f_l) quant_h = ptq.quantize(model_h, fuse=True, fuse_list=f_l) for name, layer in quant_model.named_sublayers(): if name in f_l: assert not (isinstance(layer, nn.BatchNorm1D) or isinstance(layer, nn.BatchNorm2D)) out = model(inputs) out_h = model_h(inputs) out_quant = quant_model(inputs) out_quant_h = quant_h(inputs) cos_sim_func = nn.CosineSimilarity(axis=0) print('fuse linear+bn', cos_sim_func(out.flatten(), out_quant.flatten())) print(cos_sim_func(out_h.flatten(), out_quant_h.flatten())) class TestImperativePTQ(unittest.TestCase): """ """ @classmethod def setUpClass(cls): timestamp = time.strftime('%Y-%m-%d-%H-%M-%S', time.localtime()) cls.root_path = os.path.join(os.getcwd(), "imperative_ptq_" + timestamp) cls.save_path = os.path.join(cls.root_path, "model") cls.download_path = 'dygraph_int8/download' cls.cache_folder = os.path.expanduser('~/.cache/paddle/dataset/' + cls.download_path) cls.lenet_url = "https://paddle-inference-dist.cdn.bcebos.com/int8/unittest_model_data/lenet_pretrained.tar.gz" cls.lenet_md5 = "953b802fb73b52fae42896e3c24f0afb" seed = 1 np.random.seed(seed) paddle.static.default_main_program().random_seed = seed paddle.static.default_startup_program().random_seed = seed @classmethod def tearDownClass(cls): try: pass # shutil.rmtree(cls.root_path) except Exception as e: print("Failed to delete {} due to {}".format(cls.root_path, str(e))) def cache_unzipping(self, target_folder, zip_path): if not os.path.exists(target_folder): cmd = 'mkdir {0} && tar xf {1} -C {0}'.format( target_folder, zip_path) os.system(cmd) def download_model(self, data_url, data_md5, folder_name): download(data_url, self.download_path, data_md5) file_name = data_url.split('/')[-1] zip_path = os.path.join(self.cache_folder, file_name) print('Data is downloaded at {0}'.format(zip_path)) data_cache_folder = os.path.join(self.cache_folder, folder_name) self.cache_unzipping(data_cache_folder, zip_path) return data_cache_folder def set_vars(self): config = PTQConfig(AbsmaxQuantizer(), AbsmaxQuantizer()) self.ptq = ImperativePTQ(config) self.batch_num = 10 self.batch_size = 10 self.eval_acc_top1 = 0.95 # the input, output and weight thresholds of quantized op self.gt_thresholds = { 'conv2d_0': [[1.0], [0.37673383951187134], [0.10933732241392136]], 'batch_norm2d_0': [[0.37673383951187134], [0.44249194860458374]], 're_lu_0': [[0.44249194860458374], [0.25804123282432556]], 'max_pool2d_0': [[0.25804123282432556], [0.25804123282432556]], 'linear_0': [[1.7058950662612915], [14.405526161193848], [0.4373355209827423]], 'add_0': [[1.7058950662612915, 0.0], [1.7058950662612915]], } def model_test(self, model, batch_num=-1, batch_size=8): model.eval() test_reader = paddle.batch(paddle.dataset.mnist.test(), batch_size=batch_size) eval_acc_top1_list = [] for batch_id, data in enumerate(test_reader()): x_data = np.array([x[0].reshape(1, 28, 28) for x in data]).astype('float32') y_data = np.array([x[1] for x in data]).astype('int64').reshape(-1, 1) img = paddle.to_tensor(x_data) label = paddle.to_tensor(y_data) out = model(img) acc_top1 = fluid.layers.accuracy(input=out, label=label, k=1) acc_top5 = fluid.layers.accuracy(input=out, label=label, k=5) eval_acc_top1_list.append(float(acc_top1.numpy())) if batch_id % 50 == 0: _logger.info("Test | At step {}: acc1 = {:}, acc5 = {:}".format( batch_id, acc_top1.numpy(), acc_top5.numpy())) if batch_num > 0 and batch_id + 1 >= batch_num: break eval_acc_top1 = sum(eval_acc_top1_list) / len(eval_acc_top1_list) return eval_acc_top1 def program_test(self, program_path, batch_num=-1, batch_size=8): exe = paddle.static.Executor(paddle.CPUPlace()) [inference_program, feed_target_names, fetch_targets ] = (paddle.static.load_inference_model(program_path, exe)) test_reader = paddle.batch(paddle.dataset.mnist.test(), batch_size=batch_size) top1_correct_num = 0. total_num = 0. for batch_id, data in enumerate(test_reader()): img = np.array([x[0].reshape(1, 28, 28) for x in data]).astype('float32') label = np.array([x[1] for x in data]).astype('int64') feed = {feed_target_names[0]: img} results = exe.run(inference_program, feed=feed, fetch_list=fetch_targets) pred = np.argmax(results[0], axis=1) top1_correct_num += np.sum(np.equal(pred, label)) total_num += len(img) if total_num % 50 == 49: _logger.info("Test | Test num {}: acc1 = {:}".format( total_num, top1_correct_num / total_num)) if batch_num > 0 and batch_id + 1 >= batch_num: break return top1_correct_num / total_num def func_ptq(self): start_time = time.time() self.set_vars() # Load model params_path = self.download_model(self.lenet_url, self.lenet_md5, "lenet") params_path += "/lenet_pretrained/lenet.pdparams" model = ImperativeLenet() model_state_dict = paddle.load(params_path) model.set_state_dict(model_state_dict) # Quantize, calibrate and save quant_model = self.ptq.quantize(model) before_acc_top1 = self.model_test(quant_model, self.batch_num, self.batch_size) input_spec = [ paddle.static.InputSpec(shape=[None, 1, 28, 28], dtype='float32') ] self.ptq.save_quantized_model(model=quant_model, path=self.save_path, input_spec=input_spec) print('Quantized model saved in {%s}' % self.save_path) after_acc_top1 = self.model_test(quant_model, self.batch_num, self.batch_size) paddle.enable_static() infer_acc_top1 = self.program_test(self.save_path, self.batch_num, self.batch_size) paddle.disable_static() # Check print('Before converted acc_top1: %s' % before_acc_top1) print('After converted acc_top1: %s' % after_acc_top1) print('Infer acc_top1: %s' % infer_acc_top1) self.assertTrue(after_acc_top1 >= self.eval_acc_top1, msg="The test acc {%f} is less than {%f}." % (after_acc_top1, self.eval_acc_top1)) self.assertTrue(infer_acc_top1 >= after_acc_top1, msg='The acc is lower after converting model.') end_time = time.time() print("total time: %ss \n" % (end_time - start_time)) def test_ptq(self): with _test_eager_guard(): self.func_ptq() self.func_ptq() class TestImperativePTQfuse(TestImperativePTQ): def func_ptq(self): start_time = time.time() self.set_vars() # Load model params_path = self.download_model(self.lenet_url, self.lenet_md5, "lenet") params_path += "/lenet_pretrained/lenet.pdparams" model = ImperativeLenet() model_state_dict = paddle.load(params_path) model.set_state_dict(model_state_dict) # Quantize, calibrate and save f_l = [['features.0', 'features.1'], ['features.4', 'features.5']] quant_model = self.ptq.quantize(model, fuse=True, fuse_list=f_l) for name, layer in quant_model.named_sublayers(): if name in f_l: assert not (isinstance(layer, nn.BatchNorm1D) or isinstance(layer, nn.BatchNorm2D)) before_acc_top1 = self.model_test(quant_model, self.batch_num, self.batch_size) input_spec = [ paddle.static.InputSpec(shape=[None, 1, 28, 28], dtype='float32') ] self.ptq.save_quantized_model(model=quant_model, path=self.save_path, input_spec=input_spec) print('Quantized model saved in {%s}' % self.save_path) after_acc_top1 = self.model_test(quant_model, self.batch_num, self.batch_size) paddle.enable_static() infer_acc_top1 = self.program_test(self.save_path, self.batch_num, self.batch_size) paddle.disable_static() # Check print('Before converted acc_top1: %s' % before_acc_top1) print('After converted acc_top1: %s' % after_acc_top1) print('Infer acc_top1: %s' % infer_acc_top1) #Check whether the quant_model is correct after converting. #The acc of quantized model should be higher than 0.95. self.assertTrue(after_acc_top1 >= self.eval_acc_top1, msg="The test acc {%f} is less than {%f}." % (after_acc_top1, self.eval_acc_top1)) #Check the saved infer_model.The acc of infer model #should not be lower than the one of dygraph model. self.assertTrue(infer_acc_top1 >= after_acc_top1, msg='The acc is lower after converting model.') end_time = time.time() print("total time: %ss \n" % (end_time - start_time)) def test_ptq(self): with _test_eager_guard(): self.func_ptq() self.func_ptq() class TestImperativePTQHist(TestImperativePTQ): def set_vars(self): config = PTQConfig(HistQuantizer(), AbsmaxQuantizer()) self.ptq = ImperativePTQ(config) self.batch_num = 10 self.batch_size = 10 self.eval_acc_top1 = 0.98 self.gt_thresholds = { 'conv2d_0': [[0.99853515625], [0.35732391771364225], [0.10933732241392136]], 'batch_norm2d_0': [[0.35732391771364225], [0.4291427868761275]], 're_lu_0': [[0.4291427868761275], [0.2359918110742001]], 'max_pool2d_0': [[0.2359918110742001], [0.25665526917146053]], 'linear_0': [[1.7037603475152991], [14.395224522473026], [0.4373355209827423]], 'add_0': [[1.7037603475152991, 0.0], [1.7037603475152991]], } class TestImperativePTQKL(TestImperativePTQ): def set_vars(self): config = PTQConfig(KLQuantizer(), PerChannelAbsmaxQuantizer()) self.ptq = ImperativePTQ(config) self.batch_num = 10 self.batch_size = 10 self.eval_acc_top1 = 1.0 conv2d_1_wt_thresholds = [ 0.18116560578346252, 0.17079241573810577, 0.1702047884464264, 0.179476797580719, 0.1454375684261322, 0.22981858253479004 ] self.gt_thresholds = { 'conv2d_0': [[0.99267578125], [0.37695913558696836]], 'conv2d_1': [[0.19189296757394914], [0.24514256547263358], [conv2d_1_wt_thresholds]], 'batch_norm2d_0': [[0.37695913558696836], [0.27462541429440535]], 're_lu_0': [[0.27462541429440535], [0.19189296757394914]], 'max_pool2d_0': [[0.19189296757394914], [0.19189296757394914]], 'linear_0': [[1.2839322163611087], [8.957185942414352]], 'add_0': [[1.2839322163611087, 0.0], [1.2839322163611087]], } if __name__ == '__main__': unittest.main()
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examples/test_buckcol.py
Tarheel-Formal-Methods/kaa-optimize
0
71187
from models.buckcol import BuckCol_UnitBox from kaa.experi_init import * from kaa.timer import Timer def test_box_BuckCol(): num_steps = 4 model = BuckCol_UnitBox() experi_input = dict(model=model, strat=None, label=f"BuckCol Box Reachable Set", num_steps=num_steps) experi = PhasePlotExperiment(experi_input) experi.execute(0, 1, plot_border_traj=True) Timer.generate_stats() def test_sliding_equal_BuckCol(): num_steps = 60 model = BuckCol_UnitBox() test_equal_sliding_strat(model, num_steps) def test_max_sliding_lin_strat_BuckCol(): num_steps = 20 model = BuckCol_UnitBox() test_max_sliding_lin_strat(model, num_steps) def test_pca_dominant_BuckCol(): num_steps = 20 model = BuckCol_UnitBox() use_supp = True use_pregen = False num_trajs = 5000 pca_strat = SlidingPCAStrat(model, lifespan=5) lin_strat = SlidingLinStrat(model, lifespan=15) experi_input = dict(model=model, strat=MultiStrategy(pca_strat, lin_strat), label=f"SlidingPCA Size 15, SlidingLin Size 5", supp_mode = use_supp, pregen_mode = use_pregen, num_trajs=num_trajs, num_steps=num_steps-1, max_steps=num_steps) if use_supp: file_identifier = "(SUPP)" elif use_pregen: file_identifier = f"(PREGEN: {num_trajs})" else: file_identifier = "(RAND)" experi = PhasePlotExperiment(experi_input) experi.execute(0, 1, plot_border_traj=True) Timer.generate_stats()
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destiny_timelost/constants.py
dmfigol/destiny-timelost
0
125118
<gh_stars>0 GOOGLE_SHEET_URL = ( "https://sheets.googleapis.com/v4/spreadsheets/{sheet_id}/values/{table_name}" ) LOGGING_DICT = { "version": 1, "disable_existing_loggers": False, "formatters": {"standard": {"format": "%(message)s"}}, "handlers": { "file": { "level": "INFO", "class": "logging.handlers.RotatingFileHandler", "filename": "app.log", "maxBytes": 1024 * 1024 * 5, "backupCount": 5, "formatter": "standard", }, "console": { "level": "INFO", "class": "logging.StreamHandler", "stream": "ext://sys.stdout", "formatter": "standard", }, }, "loggers": {}, "root": {"handlers": ["file"], "level": "INFO"}, }
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HW1/main.py
mapa17/LearningFromData
0
43721
<filename>HW1/main.py # -*- coding: utf-8 -*- """ Created on Fri Nov 20 18:28:50 2015 @author: <NAME> , <EMAIL> Homework Assignment from https://work.caltech.edu/telecourse.html Simple Perceptron Learning Model Algorithm """ import sys import errno import random def main(argv): if len(argv) < 2: print('Please specify the number of random Training sample Points N') print('Usage %s N' % argv[0]) sys.exit(errno.EINVAL) trainingData = createTestData(N) def createTestData(N): #Sample N random values in the range x =[-1,1], y=[-1,1], and asign them two either #group 0, or 1 depending if the are left of x = 0 or right of it. coordinates = [(-1.0 + random.random()*2.0, -1.0 + random.random()*2.0) for x in range(N)] points = [ (p[0], p[1], 0) if p[0] < 0.0 else (p[0], p[1], 1) for p in coordinates] return points if __name__ == '__main__': main(sys.argv)
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umlawuli/urls.py
mrdvince/dgenie
0
186739
<filename>umlawuli/urls.py from django.urls import include, path from . import views urlpatterns = [ path("", include("common.urls")), path("admins/", views.admin_api_view, name="admins"), path("users/", views.users_api_view, name="users"), ]
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110.py
whoophee/DCP
2
62020
<reponame>whoophee/DCP<filename>110.py # This problem was asked by Facebook. # Given a binary tree, return all paths from the root to leaves. # For example, given the tree # 1 # / \ # 2 3 # / \ # 4 5 # it should return [[1, 2], [1, 3, 4], [1, 3, 5]]. #### class Node: def __init__(self, val = None, left = None, right = None): self.val = val self.left = left self.right = right l1 = Node(5) l2 = Node(3) l3 = Node(7) l4 = Node(4) m1 = Node(2, l1, l2) m2 = Node(1, l3, l4) root = Node(6, m1, m2) #### def paths(root): # if no node, it does not contribute to the path if not root: return [] # if leaf node, return node as is if not root.left and not root.right: return [[root.val]] # generate paths to the left and right of current node p = paths(root.left) + paths(root.right) # prepend current value to generated paths p = [[root.val] + p[i] for i in range(len(p))] return p #### print(paths(root))
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example2.py
jwllee/pygame-menu
0
154333
# coding=utf-8 """ pygame-menu https://github.com/ppizarror/pygame-menu EXAMPLE 2 Game menu with 3 difficulty options. License: ------------------------------------------------------------------------------- The MIT License (MIT) Copyright 2017-2019 <NAME>. @ppizarror 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. ------------------------------------------------------------------------------- """ # Import libraries from random import randrange import os # Import pygame import pygame import pygameMenu ABOUT = ['pygameMenu {0}'.format(pygameMenu.__version__), 'Author: {0}'.format(pygameMenu.__author__), pygameMenu.locals.PYGAMEMENU_TEXT_NEWLINE, 'Email: {0}'.format(pygameMenu.__email__)] COLOR_BACKGROUND = (128, 0, 128) COLOR_BLACK = (0, 0, 0) COLOR_WHITE = (255, 255, 255) FPS = 60.0 MENU_BACKGROUND_COLOR = (228, 55, 36) WINDOW_SIZE = (640, 480) # ----------------------------------------------------------------------------- # Init pygame # ----------------------------------------------------------------------------- pygame.init() os.environ['SDL_VIDEO_CENTERED'] = '1' # Create pygame screen and objects surface = pygame.display.set_mode(WINDOW_SIZE) pygame.display.set_caption('PygameMenu Example 2') clock = pygame.time.Clock() dt = 1 / FPS # Global variables DIFFICULTY = ['EASY'] # ----------------------------------------------------------------------------- # Methods # ----------------------------------------------------------------------------- def change_difficulty(value, d): """ Change difficulty of the game. :param value: Tuple containing the data of the selected object :type value: tuple :param d: Optional parameter passed as argument to add_selector :type d: basestring :return: None """ selected, index = value print('Selected difficulty: "{0}" ({1}) at index {2}'.format(selected, d, index)) DIFFICULTY[0] = d def random_color(): """ Return random color. :return: Color tuple :rtype: tuple """ return randrange(0, 255), randrange(0, 255), randrange(0, 255) def play_function(difficulty, font): """ Main game function. :param difficulty: Difficulty of the game :type difficulty: basestring :param font: Pygame font :type font: pygame._font.Font :return: None """ difficulty = difficulty[0] assert isinstance(difficulty, str) if difficulty == 'EASY': f = font.render('Playing as baby', 1, COLOR_WHITE) elif difficulty == 'MEDIUM': f = font.render('Playing as normie', 1, COLOR_WHITE) elif difficulty == 'HARD': f = font.render('Playing as god', 1, COLOR_WHITE) else: raise Exception('Unknown difficulty {0}'.format(difficulty)) # Draw random color and text bg_color = random_color() f_width = f.get_size()[0] # Reset main menu and disable # You also can set another menu, like a 'pause menu', or just use the same # main_menu as the menu that will check all your input. main_menu.disable() main_menu.reset(1) while True: # Clock tick clock.tick(60) # Application events playevents = pygame.event.get() for e in playevents: if e.type == pygame.QUIT: exit() elif e.type == pygame.KEYDOWN: if e.key == pygame.K_ESCAPE and main_menu.is_disabled(): main_menu.enable() # Quit this function, then skip to loop of main-menu on line 260 return # Pass events to main_menu main_menu.mainloop(playevents) # Continue playing surface.fill(bg_color) surface.blit(f, ((WINDOW_SIZE[0] - f_width) / 2, WINDOW_SIZE[1] / 2)) pygame.display.flip() def main_background(): """ Function used by menus, draw on background while menu is active. :return: None """ surface.fill(COLOR_BACKGROUND) # ----------------------------------------------------------------------------- # Create menus # ----------------------------------------------------------------------------- # Play menu play_menu = pygameMenu.Menu(surface, bgfun=main_background, color_selected=COLOR_WHITE, font=pygameMenu.fonts.FONT_BEBAS, font_color=COLOR_BLACK, font_size=30, menu_alpha=100, menu_color=MENU_BACKGROUND_COLOR, menu_height=int(WINDOW_SIZE[1] * 0.6), menu_width=int(WINDOW_SIZE[0] * 0.7), onclose=pygameMenu.events.PYGAME_MENU_DISABLE_CLOSE, option_shadow=False, title='Play menu', window_height=WINDOW_SIZE[1], window_width=WINDOW_SIZE[0] ) # When pressing return -> play(DIFFICULTY[0], font) play_menu.add_option('Start', play_function, DIFFICULTY, pygame.font.Font(pygameMenu.fonts.FONT_FRANCHISE, 30)) play_menu.add_selector('Select difficulty', [('1 - Easy', 'EASY'), ('2 - Medium', 'MEDIUM'), ('3 - Hard', 'HARD')], onchange=change_difficulty) play_menu.add_option('Return to main menu', pygameMenu.events.PYGAME_MENU_BACK) # About menu about_menu = pygameMenu.TextMenu(surface, bgfun=main_background, color_selected=COLOR_WHITE, font=pygameMenu.fonts.FONT_BEBAS, font_color=COLOR_BLACK, font_size_title=30, font_title=pygameMenu.fonts.FONT_8BIT, menu_color=MENU_BACKGROUND_COLOR, menu_color_title=COLOR_WHITE, menu_height=int(WINDOW_SIZE[1] * 0.6), menu_width=int(WINDOW_SIZE[0] * 0.6), onclose=pygameMenu.events.PYGAME_MENU_DISABLE_CLOSE, option_shadow=False, text_color=COLOR_BLACK, text_fontsize=20, title='About', window_height=WINDOW_SIZE[1], window_width=WINDOW_SIZE[0] ) for m in ABOUT: about_menu.add_line(m) about_menu.add_line(pygameMenu.locals.PYGAMEMENU_TEXT_NEWLINE) about_menu.add_option('Return to menu', pygameMenu.events.PYGAME_MENU_BACK) # Main menu main_menu = pygameMenu.Menu(surface, bgfun=main_background, color_selected=COLOR_WHITE, font=pygameMenu.fonts.FONT_BEBAS, font_color=COLOR_BLACK, font_size=30, menu_alpha=100, menu_color=MENU_BACKGROUND_COLOR, menu_height=int(WINDOW_SIZE[1] * 0.6), menu_width=int(WINDOW_SIZE[0] * 0.6), onclose=pygameMenu.events.PYGAME_MENU_DISABLE_CLOSE, option_shadow=False, title='Main menu', window_height=WINDOW_SIZE[1], window_width=WINDOW_SIZE[0] ) main_menu.add_option('Play', play_menu) main_menu.add_option('About', about_menu) main_menu.add_option('Quit', pygameMenu.events.PYGAME_MENU_EXIT) # ----------------------------------------------------------------------------- # Main loop # ----------------------------------------------------------------------------- while True: # Tick clock.tick(60) # Paint background main_background() # Application events events = pygame.event.get() for event in events: if event.type == pygame.QUIT: exit() # Main menu main_menu.mainloop(events) # Flip surface pygame.display.flip()
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textpreprocess/__init__.py
dreamvrutik/textclean
0
94692
<reponame>dreamvrutik/textclean<gh_stars>0 from textpreprocess.process import process
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DS_Scripts/functionsLoadCSV.py
SoulfulArt/Mapa_Vivo_Producao_Brasil
0
90742
<reponame>SoulfulArt/Mapa_Vivo_Producao_Brasil #These are functions and variables that support script loadCSV.py from os import remove from os import path #function that organizes numerical data because some files use , as thousand #separator or , as decimal separator def simplifyNumber (df): df["Producao"] = df["Producao"].astype(str).str.replace(',','.') df["AreaH"] = df["AreaH"].astype(str).str.replace(',','.') df["Valor"] = df["Valor"].astype(str).str.replace(',','.') df["Producao"] = df["Producao"].astype(float) df["AreaH"] = df["AreaH"].astype(float) df["Valor"] = df["Valor"].astype(float) #Rendimento is a function of producao and area df["Rendimento"] = (df["Producao"]/df["AreaH"]) df["Rendimento"] = round(df["Rendimento"],2) return df '''Function that replace letter with accent for letter without accent it can generate problems in finding cities that are the same but has different accents from the datasets. Other transformations that are specific of the data that is used in this project such as '/' for ' e ' were identified as an important substituion to help data manipulation through the project.''' def simplifyText (pdSeries): #it's better to work with homogenous casing pdSeries = pdSeries.str.lower() #cities that have name changes pdSeries = pdSeries.str.replace('fortaleza do tabocão','tabocão') pdSeries = pdSeries.str.replace('augusto severo','campo grande') #problems with accent in Portuguese pdSeries = pdSeries.str.replace('á','a') pdSeries = pdSeries.str.replace('ã','a') pdSeries = pdSeries.str.replace('â','a') pdSeries = pdSeries.str.replace('é','e') pdSeries = pdSeries.str.replace('ê','e') pdSeries = pdSeries.str.replace('í','i') pdSeries = pdSeries.str.replace('ó','o') pdSeries = pdSeries.str.replace('ô','o') pdSeries = pdSeries.str.replace('õ','o') pdSeries = pdSeries.str.replace('ú','u') pdSeries = pdSeries.str.replace('û','u') pdSeries = pdSeries.str.replace('ü','u') pdSeries = pdSeries.str.replace('j','g') pdSeries = pdSeries.str.replace('-','') pdSeries = pdSeries.str.replace('y','i') #old portuguese had y #problems related to Portugese language pdSeries = pdSeries.str.replace('za','sa') #Izabel x Isabel pdSeries = pdSeries.str.replace('zo','so') #Brazopolis x Braspolis pdSeries = pdSeries.str.replace('ze','se') #Euzebia x Eusebia pdSeries = pdSeries.str.replace('reo','reu') #poxoreu x poxoreo pdSeries = pdSeries.str.replace('tho','to') #thome x thome pdSeries = pdSeries.str.replace('tomaz','tomas') #thomaz x thomas pdSeries = pdSeries.str.replace('thi','ti') #thiago x tiago pdSeries = pdSeries.str.replace('luiz','luis') #luiz x luis pdSeries = pdSeries.str.replace('florinea','florinia') #florinea x florinia pdSeries = pdSeries.str.replace(' moz',' mos') # moz x mos (porto) pdSeries = pdSeries.str.replace(' luz',' lus') # santa luz x lus pdSeries = pdSeries.str.replace('cruz','crus') #vera cruz x crus pdSeries = pdSeries.str.replace('das artes','') #embu das artes x embu pdSeries = pdSeries.str.replace('terezinha','teresinha') #terezinha x teresinha #articles pdSeries = pdSeries.str.replace(' de ','dx') pdSeries = pdSeries.str.replace(' da ','dx') pdSeries = pdSeries.str.replace(' do ','dx') pdSeries = pdSeries.str.replace(' das ','dx') pdSeries = pdSeries.str.replace(' dos ','dx') #separator / and e pdSeries = pdSeries.str.replace('/','e') pdSeries = pdSeries.str.replace(' ','') #some cities are comming with state initials pdSeries = pdSeries.str.replace('(ac)','', regex = False) pdSeries = pdSeries.str.replace('(al)','', regex = False) pdSeries = pdSeries.str.replace('(ap)','', regex = False) pdSeries = pdSeries.str.replace('(am)','', regex = False) pdSeries = pdSeries.str.replace('(ba)','', regex = False) pdSeries = pdSeries.str.replace('(ce)','', regex = False) pdSeries = pdSeries.str.replace('(df)','', regex = False) pdSeries = pdSeries.str.replace('(es)','', regex = False) pdSeries = pdSeries.str.replace('(go)','', regex = False) pdSeries = pdSeries.str.replace('(ma)','', regex = False) pdSeries = pdSeries.str.replace('(mt)','', regex = False) pdSeries = pdSeries.str.replace('(ms)','', regex = False) pdSeries = pdSeries.str.replace('(mg)','', regex = False) pdSeries = pdSeries.str.replace('(pa)','', regex = False) pdSeries = pdSeries.str.replace('(pb)','', regex = False) pdSeries = pdSeries.str.replace('(pr)','', regex = False) pdSeries = pdSeries.str.replace('(pe)','', regex = False) pdSeries = pdSeries.str.replace('(pi)','', regex = False) pdSeries = pdSeries.str.replace('(rj)','', regex = False) pdSeries = pdSeries.str.replace('(rg)','', regex = False) pdSeries = pdSeries.str.replace('(rn)','', regex = False) pdSeries = pdSeries.str.replace('(rs)','', regex = False) pdSeries = pdSeries.str.replace('(ro)','', regex = False) pdSeries = pdSeries.str.replace('(rr)','', regex = False) pdSeries = pdSeries.str.replace('(sc)','', regex = False) pdSeries = pdSeries.str.replace('(sp)','', regex = False) pdSeries = pdSeries.str.replace('(se)','', regex = False) pdSeries = pdSeries.str.replace('(to)','', regex = False) return pdSeries #Function cleanDataCSV clens data from a DataFrame def cleanDataCSV (df): #Valor Produção (Moeda em Real) must have number values df = df[df['Valor Produção (Moeda em Real)']!='...'] df = df[df['Valor Produção (Moeda em Real)']!='..'] df = df[df['Valor Produção (Moeda em Real)']!='-'] df = df[df['Nome Lavoura']!='Total'] #Qtd.Produzida can't be NaN, but Valor can df = df[df["Qtd.Produzida"].notna()] df = df.reset_index(drop = True) return df
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forherobj_app/urls.py
chaitphani/ForHerObj-repo
0
35506
<filename>forherobj_app/urls.py from django.urls import path from . import views urlpatterns = [ path('', views.home, name='home'), path('login', views.login_fun, name='login'), path('signup', views.signup, name='signup'), path('logout', views.logout, name='logout'), ]
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robovat/simulation/camera/__init__.py
leobxpan/robovat
62
1606064
from robovat.simulation.camera.bullet_camera import BulletCamera
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core/api_shortcode.py
royrogers/operative-framework
5
104044
<reponame>royrogers/operative-framework #!/usr/bin/env python import sys menu_list_api = { 'list_module': 'API_listmodule', 'use_module': 'API_startmodule', 'requirement_module': 'API_requirementModule' }
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src/telliot_core/queries/snapshot.py
tellor-io/telliot-core
9
48753
<gh_stars>1-10 import logging from dataclasses import dataclass from telliot_core.dtypes.value_type import ValueType from telliot_core.queries.abi_query import AbiQuery logger = logging.getLogger(__name__) @dataclass class Snapshot(AbiQuery): """Returns the result for a given option ID (a specific proposal) on Snapshot. An array of values representing the amount of votes (uints) for each vote option should be returned Attributes: proposal_id: Specifies the requested data a of a valid proposal on Snapshot. see https://docs.snapshot.org/graphql-api for reference """ proposal_id: str #: ABI used for encoding/decoding parameters abi = [{"name": "proposal_id", "type": "string"}] @property def value_type(self) -> ValueType: """Data type returned for a Snapshot query. - `uint256[]`: variable-length array of 256-bit values with 18 decimals of precision - `packed`: false """ return ValueType(abi_type="uint256[]", packed=False)
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samaf/model/EvaluationSinhalaSongsDataset.py
pasinducw/scs-4224-fyp
1
129689
import os import math import torch import numpy as np class EvaluationSinhalaSongsDataset(torch.utils.data.Dataset): def __init__(self, root_dir, trim_seconds=10, indexing=False): self.dir = root_dir self.feature_list = sorted(os.listdir(self.dir)) self.trim_seconds = trim_seconds self.indexing = indexing self.divisor = 1 if indexing else 10 length = len(self.feature_list) block_1 = math.floor((length/5.0) * 0.6) * 5 # 60% of originals block_2 = math.floor((length/5.0) * 0.8) * 5 # 80% of originals start_index = block_1 end_index = block_2 self.feature_list = self.feature_list[start_index:end_index] def __len__(self): return len(self.feature_list) * self.divisor def __getitem__(self, idx): if torch.is_tensor(idx): idx = idx.tolist() file_id = idx // self.divisor song_id = self.feature_list[file_id].split(".")[0] offset_id = idx % self.divisor song_path = os.path.join(self.dir, self.feature_list[file_id]) _, features = np.load(song_path, allow_pickle=True) # mfccs = torch.from_numpy(np.load(song_path)) trim_frames = self.trim_seconds * 100 # mfccs = mfccs[:, :trim_frames] # trim song to given number of seconds all_mfccs = [] features = [features[offset_id]] for mfccs in features: # trim song to given number of seconds mfccs = torch.from_numpy(mfccs[:, :trim_frames]) # converting to shape [M_number_of_mfcc_coefficients, I_MFCC_blocks, T_number_of_steps] mfccs = mfccs.view(13, -1, 100) # converting to shape [I_MFCC_blocks, T_number_of_steps, M_number_of_mfcc_coefficients] mfccs = mfccs.permute(1, 2, 0) all_mfccs.append(mfccs) return int(song_id), torch.cat(all_mfccs).float()
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scripts/Data_eda.py
abimur-123/Mentalhealth_project
1
54420
#!/usr/bin/env python # coding: utf-8 # # Data EDA # Author - <NAME> # Written - December 2017 # This script take cleansed data from a csv file and writes figures to a results folder # Parameters required - # 1. Cleansed csv file # 2. Codebook csv file # 3. Destination folder for figures import pandas as pd import numpy as np import sys import os import matplotlib as mpl if os.environ.get('DISPLAY','') == '': print('no display found. Using non-interactive Agg backend') mpl.use('Agg') import matplotlib.pyplot as plt import seaborn as sns #%matplotlib inline sns.set_style("dark") def plotBar(var, data,title,filename,directory): ''' This function takes in a pandas data frame and a column and prints/saves count of instances in a categorical variable Users can specify where this file needs to be saved Args: var - variable to plot data - input data title - Graph title filename - File name for plot directory - Folder location for plot ''' bar_df = data[[var]].groupby([var]).size().reset_index(name='count') bar_plot = sns.barplot(x = var,y = "count",data = bar_df) plt.ylabel("count") plt.xlabel(" ") plt.title("{0}".format(title)) fig = bar_plot.get_figure() if(filename is not None): di = directory if not os.path.exists(di):#checks if data directory exists, creates one otherwise os.makedirs(di) fig.savefig(di + "/" + filename + ".png") def plot_data(cleansed_file,codebook_src,results_dest): ''' This function takes in a cleansed file,the codebook and saves images of bar plots to the specified folder Args: cleansed_file - file with cleansed data codebook_src - variable codebook results_dest - destination specifying where the images need to be stored ''' # Read cleansed data and codebook clean_fn = cleansed_file di = clean_fn.rsplit('/',1)[0] if not os.path.exists(di):#checks if data directory exists, creates one otherwise os.makedirs(di) df = pd.read_csv(clean_fn, encoding='latin-1') code_fn = codebook_src di = code_fn.rsplit('/',1)[0] if not os.path.exists(di): #checks if data directory exists, creates one otherwise os.makedirs(di) cb = pd.read_csv(code_fn, encoding='latin-1') a = cb.loc[cb['Old_names'] == 'Have you been diagnosed with a mental health condition by a medical professional?','New_names'] plotBar(a.values[0],df,"Have you been diagnosed for mental disorder by a professional?","diag_prof",results_dest) b = cb.loc[cb['Old_names'] == 'Do you currently have a mental health disorder?','New_names'] plotBar(b.values[0],df,"Do you have mental disorder?","have_disorder",results_dest) c = cb.loc[cb['Old_names'] == 'What is your gender?','New_names'] plotBar(c.values[0],df,"Gender breakdown","gender_breakdown",results_dest) d = cb.loc[cb['Old_names'] == 'Does your employer provide mental health benefits as part of healthcare coverage?','New_names'] plotBar(d.values[0],df,"Does your employee provide Mental health benefits?","employee_benefits",results_dest) e = cb.loc[cb['Old_names'] == 'Would you feel comfortable discussing a mental health disorder with your coworkers?','New_names'] plotBar(e.values[0],df,"Comfortable with discussing about mental health condition with coworkers?","coworker_comfort",results_dest) f = cb.loc[cb['Old_names'] == 'Do you feel that your employer takes mental health as seriously as physical health?','New_names'] plotBar(f.values[0],df,"Do you feel that your employer takes mental health as seriously as physical health?","mental_physical",results_dest) g = cb.loc[cb['Old_names'] == 'Does your employer offer resources to learn more about mental health concerns and options for seeking help?','New_names'] plotBar(g.values[0],df,"Does employee offer resources to learn about mental health?","emp_resources",results_dest) h = cb.loc[cb['Old_names'] == 'Do you think that discussing a mental health disorder with your employer would have negative consequences?','New_names'] plotBar(h.values[0],df,"Do you think discussing mental health would have a negative consequence?","disc_negative",results_dest) i = cb.loc[cb['Old_names'] == 'Is your anonymity protected if you choose to take advantage of mental health or substance abuse treatment resources provided by your employer?','New_names'] plotBar(i.values[0],df,"Anonymity when one opens up about mental health?","anonymity",results_dest) if __name__ == '__main__': cleansed_file = sys.argv[1] if len(sys.argv) > 1 else 'data/cleansed_data.csv' codebook_src = sys.argv[2] if len(sys.argv) > 2 else 'docs/codebook.csv' results_dest = sys.argv[3] if len(sys.argv) > 3 else 'results/figures' plot_data(cleansed_file,codebook_src,results_dest) print("End of program")
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time_series_example.py
techBeck03/intersight-python-utils
2
191319
import logging from pprint import pformat import traceback import intersight.api.telemetry_api import intersight.model.telemetry_druid_data_source import intersight.model.telemetry_druid_period_granularity import intersight.model.telemetry_druid_query_context import intersight.model.telemetry_druid_time_series_request import credentials FORMAT = '%(asctime)-15s [%(levelname)s] [%(filename)s:%(lineno)s] %(message)s' logging.basicConfig(format=FORMAT, level=logging.DEBUG) logger = logging.getLogger('openapi') def get_time_series(api_client): """Query Druid time series""" # Create an instance of the API telemetry service. api_instance = intersight.api.telemetry_api.TelemetryApi(api_client) logger.info("Query 'ucs_ether_port_stat' time series") req = intersight.model.telemetry_druid_time_series_request.TelemetryDruidTimeSeriesRequest( query_type="timeseries", data_source=intersight.model.telemetry_druid_data_source.TelemetryDruidDataSource( type="table", name="ucs_ether_port_stat", ), intervals=[ "2021-01-01T00:00:00.000Z/2021-01-15T00:00:00.000Z", ], granularity=intersight.model.telemetry_druid_period_granularity.TelemetryDruidPeriodGranularity( type="period", period="P1D", ), context=intersight.model.telemetry_druid_query_context.TelemetryDruidQueryContext( timeout=30, query_id="ucs_ether_port_stat-QueryIdentifier", ), ) api_response = api_instance.query_telemetry_time_series( telemetry_druid_time_series_request=req, ) logger.info(pformat(api_response)) ########################## logger.info("Query 'device_connector' time series") req = intersight.model.telemetry_druid_time_series_request.TelemetryDruidTimeSeriesRequest( query_type="timeseries", data_source=intersight.model.telemetry_druid_data_source.TelemetryDruidDataSource( type="table", name="device_connector", ), intervals=[ "2021-01-01T00:00:00.000Z/2021-01-15T00:00:00.000Z", ], granularity=intersight.model.telemetry_druid_period_granularity.TelemetryDruidPeriodGranularity( type="period", period="P1D", ), context=intersight.model.telemetry_druid_query_context.TelemetryDruidQueryContext( timeout=30, query_id="device_connector-QueryIdentifier", ), ) api_response = api_instance.query_telemetry_time_series( telemetry_druid_time_series_request=req, ) logger.info(pformat(api_response)) ########################## logger.info("Query 'PSU stat' time series") req = intersight.model.telemetry_druid_time_series_request.TelemetryDruidTimeSeriesRequest( aggregations=[ intersight.model.telemetry_druid_aggregator.TelemetryDruidAggregator( field_name="sumEnergyConsumed", type="doubleSum", name="energyConsumed", field_names=["sumEnergyConsumed"] ), ], query_type="timeseries", data_source=intersight.model.telemetry_druid_data_source.TelemetryDruidDataSource( type="table", name="psu_stat", ), intervals=[ "2021-01-01T00:00:00.000Z/2021-01-15T00:00:00.000Z", ], granularity=intersight.model.telemetry_druid_period_granularity.TelemetryDruidPeriodGranularity( type="period", period="P1D", ), context=intersight.model.telemetry_druid_query_context.TelemetryDruidQueryContext( timeout=30, query_id="psu_stat-QueryIdentifier", ), ) api_response = api_instance.query_telemetry_time_series( telemetry_druid_time_series_request=req, ) logger.info(pformat(api_response)) def main(): # Configure API key settings for authentication api_client = credentials.config_credentials() try: # Get example time series data get_time_series(api_client) except intersight.OpenApiException as e: logger.error("Exception when calling API: %s\n" % e) traceback.print_exc() if __name__ == "__main__": main()
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year_3/comppi_1/managers/views.py
honchardev/KPI
0
33363
<gh_stars>0 import json from django.contrib.auth import authenticate, login, logout from django.contrib.auth.models import User from django.http import JsonResponse from django.shortcuts import get_object_or_404 from django.utils.decorators import method_decorator from django.views.decorators.csrf import csrf_exempt from .models import ManagersModelsJSONEncoder from .models import PubOrgAdmin, PubOrgRegistrant @method_decorator(csrf_exempt, name='dispatch') def apilogin(req): if req.method == 'POST': req_params = req.body.decode("utf-8") login_fields = json.loads(req_params) username = login_fields.get('username') password = login_fields.get('password') auth_user = authenticate(username=username, password=password) if auth_user is not None: login(req, auth_user) json_positive_response = {'status': True} return JsonResponse(json_positive_response) json_negative_response = {'status': False} return JsonResponse(json_negative_response) json_err_response = {'status': 405, 'descr': 'method not allowed'} return JsonResponse(json_err_response) @method_decorator(csrf_exempt, name='dispatch') def apilogout(req): if req.method == 'POST': if req.user.is_authenticated: saved_user = req.user else: saved_user = None logout(req) json_logout_state_response = { 'logged_out_user': saved_user, 'logged_out': not req.user.is_authenticated } return JsonResponse(json_logout_state_response, safe=False, encoder=ManagersModelsJSONEncoder) json_err_response = {'status': 405, 'descr': 'method not allowed'} return JsonResponse(json_err_response) @method_decorator(csrf_exempt, name='dispatch') def apimanageadmin(req): try: current_user_instance = req.user current_admin_instance = get_object_or_404(PubOrgAdmin, user=req.user.id) except Exception as e: json_err_response = {'status': 404, 'descr': 'Some exception: {0}'.format(e)} return JsonResponse(json_err_response) if req.method == 'GET': json_get_response = { 'user_inst': current_user_instance, 'admin_inst': current_admin_instance } return JsonResponse(json_get_response, safe=False, encoder=ManagersModelsJSONEncoder) elif req.method == 'POST': req_params = req.body.decode("utf-8") post_fields = json.loads(req_params) username = post_fields.get('username') password = post_fields.get('password') doc_code = post_fields.get('doc_code') credentials = post_fields.get('credentials') # Create and save User instance. new_user_inst = User(username=username, password=password) new_user_inst.save() # Create and save PubOrgAdmin instance. new_puborgadmin_inst = PubOrgAdmin( user=new_user_inst.pk, doc_code=doc_code, credentials=credentials ) new_puborgadmin_inst.save() # Send resulting json response. json_post_response = { 'new_user_inst': new_user_inst, 'new_admin_inst': new_puborgadmin_inst, } return JsonResponse(json_post_response, safe=False, encoder=ManagersModelsJSONEncoder) elif req.method == 'PUT': req_params = req.body.decode("utf-8") put_fields = json.loads(req_params) admin_id = put_fields.get('admin_id') doc_code = put_fields.get('doc_code') credentials = put_fields.get('credentials') # Update and save PubOrgAdmin instance. admin_to_update = PubOrgAdmin.objects.get(pk=admin_id) admin_to_update.doc_code = doc_code admin_to_update.credentials = credentials admin_to_update.save() # Send resulting json response. json_put_response = { 'upd_admin_inst': admin_to_update } return JsonResponse(json_put_response, safe=False, encoder=ManagersModelsJSONEncoder) elif req.method == 'DELETE': req_params = req.body.decode("utf-8") delete_fields = json.loads(req_params) admin_id = delete_fields.get('admin_id') admin_instance = get_object_or_404(PubOrgAdmin, pk=admin_id) admin_user_instance = get_object_or_404(User, pk=admin_instance.user.pk) admin_instance.delete() admin_user_instance.delete() json_delete_response = { 'deleted_id': admin_id, } return JsonResponse(json_delete_response) json_err_response = {'status': 405, 'descr': 'method not allowed'} return JsonResponse(json_err_response) @method_decorator(csrf_exempt, name='dispatch') def apimanageregistrant(req): try: current_user_instance = req.user current_registrant_instance = get_object_or_404(PubOrgRegistrant, user=req.user.id) except Exception as e: json_err_response = {'status': 404, 'descr': 'Some exception: {0}'.format(e)} return JsonResponse(json_err_response) if req.method == 'GET': json_get_response = { 'user_inst': current_user_instance, 'registrant_inst': current_registrant_instance } return JsonResponse(json_get_response, safe=False, encoder=ManagersModelsJSONEncoder) elif req.method == 'POST': req_params = req.body.decode("utf-8") post_fields = json.loads(req_params) username = post_fields.get('username') password = post_fields.get('password') hired_by = post_fields.get('hired_by') hired_order_code = post_fields.get('hired_order_code') doc_code = post_fields.get('doc_code') credentials = post_fields.get('credentials') # Create and save User instance. new_user_inst = User(username=username, password=password) new_user_inst.save() # Create and save PubOrgRegistrant instance. new_puborgregistrant_inst = PubOrgRegistrant( user=new_user_inst.pk, hired_by=hired_by, hired_order_code=hired_order_code, doc_code=doc_code, credentials=credentials ) new_puborgregistrant_inst.save() # Send resulting json response. json_post_response = { 'new_user_inst': new_user_inst, 'new_registrant_inst': new_puborgregistrant_inst, } return JsonResponse(json_post_response, safe=False, encoder=ManagersModelsJSONEncoder) elif req.method == 'PUT': req_params = req.body.decode("utf-8") put_fields = json.loads(req_params) registrant_id = put_fields.get('registrant_id') hired_by = put_fields.get('hired_by') hired_order_code = put_fields.get('hired_order_code') doc_code = put_fields.get('doc_code') credentials = put_fields.get('credentials') # Update and save PubOrgRegistrant instance. registrant_to_update = PubOrgRegistrant.objects.get(pk=registrant_id) registrant_to_update.hired_by = hired_by registrant_to_update.hired_order_code = hired_order_code registrant_to_update.doc_code = doc_code registrant_to_update.credentials = credentials registrant_to_update.save() # Send resulting json response. json_put_response = { 'upd_registrant_inst': registrant_to_update } return JsonResponse(json_put_response, safe=False, encoder=ManagersModelsJSONEncoder) elif req.method == 'DELETE': req_params = req.body.decode("utf-8") delete_fields = json.loads(req_params) registrant_id = delete_fields.get('registrant_id') registrant_instance = get_object_or_404(PubOrgRegistrant, pk=registrant_id) registrant_user_instance = get_object_or_404(User, pk=registrant_instance.user.pk) registrant_instance.delete() registrant_user_instance.delete() json_delete_response = { 'deleted_id': registrant_id, } return JsonResponse(json_delete_response) json_err_response = {'status': 405, 'descr': 'method not allowed'} return JsonResponse(json_err_response)
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353, 12428, 29889, 2587, 29889, 13808, 703, 9420, 29899, 29947, 1159, 13, 4706, 5217, 29918, 9621, 353, 4390, 29889, 18132, 29898, 7971, 29918, 7529, 29897, 13, 4706, 21557, 424, 29918, 333, 353, 5217, 29918, 9621, 29889, 657, 877, 29238, 424, 29918, 333, 1495, 13, 4706, 21557, 424, 29918, 8758, 353, 679, 29918, 3318, 29918, 272, 29918, 29946, 29900, 29946, 29898, 21076, 2816, 29887, 4597, 2132, 424, 29892, 282, 29895, 29922, 29238, 424, 29918, 333, 29897, 13, 4706, 21557, 424, 29918, 1792, 29918, 8758, 353, 679, 29918, 3318, 29918, 272, 29918, 29946, 29900, 29946, 29898, 2659, 29892, 282, 29895, 29922, 29238, 424, 29918, 8758, 29889, 1792, 29889, 20571, 29897, 13, 4706, 21557, 424, 29918, 8758, 29889, 8143, 580, 13, 4706, 21557, 424, 29918, 1792, 29918, 8758, 29889, 8143, 580, 13, 4706, 4390, 29918, 8143, 29918, 5327, 353, 426, 13, 9651, 525, 311, 22742, 29918, 333, 2396, 21557, 424, 29918, 333, 29892, 13, 4706, 500, 13, 4706, 736, 14355, 5103, 29898, 3126, 29918, 8143, 29918, 5327, 29897, 13, 1678, 4390, 29918, 3127, 29918, 5327, 353, 11117, 4882, 2396, 29871, 29946, 29900, 29945, 29892, 525, 2783, 7283, 2396, 525, 5696, 451, 6068, 10827, 13, 1678, 736, 14355, 5103, 29898, 3126, 29918, 3127, 29918, 5327, 29897, 13, 2 ]
utils/cloudmusic_dao.py
awesome-archive/MusicTaster
45
75255
# coding=utf-8 """ 负责进行云音乐的数据库相关操作 Created by jayvee on 16/12/24. """ from utils.db_utils import get_db_inst from utils.logger_utils import data_process_logger class CloudMusicDAO: def __init__(self, db_name, collection_name): self.db_name = db_name self.collection_name = collection_name self.db_inst = get_db_inst(self.db_name, self.collection_name) def save_unique_item(self, data_obj, primary_key='userId', is_overwrite=False, is_inform=False): """ 存储数据对象,并避免重复存储 Args: data_obj: primary_key: is_overwrite: Returns: """ find_result = self.db_inst.find_one({primary_key: data_obj[primary_key]}, {primary_key: 1}) # is_exist = user_dbinst.find({'userId': userinfo['userId']}).count() != 0 # print find_result.count() if not find_result: self.db_inst.insert(data_obj) elif is_overwrite: self.db_inst.update({primary_key: data_obj[primary_key]}, data_obj) if is_inform: data_process_logger.warn( 'overwrite item %s in %s' % (data_obj[primary_key], self.collection_name)) else: if is_inform: data_process_logger.warn( 'Item %s exist! in %s' % (data_obj[primary_key], self.collection_name))
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button/take_screen.py
PitPietro/gpiozero-pyqt5
0
15382
import os # from signal import pause from gpiozero import Button from datetime import datetime def take_screen(): screen_btn = Button(2) while True: if screen_btn.is_pressed: timestamp = datetime.now() cmd = "scrot -u d 5 $n {}.png".format('screen_' + str(timestamp)) os.system(cmd) #screen_btn.when_pressed=os.system(cmd) #pause() take_screen()
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labscript_devices/chipfpgaui.py
specialforcea/labscript_suite
0
176715
<reponame>specialforcea/labscript_suite # -*- coding: utf-8 -*- # Form implementation generated from reading ui file 'chipfpga.ui' # # Created by: PyQt4 UI code generator 4.11.4 # # WARNING! All changes made in this file will be lost! from PyQt4 import QtCore, QtGui try: _fromUtf8 = QtCore.QString.fromUtf8 except AttributeError: def _fromUtf8(s): return s try: _encoding = QtGui.QApplication.UnicodeUTF8 def _translate(context, text, disambig): return QtGui.QApplication.translate(context, text, disambig, _encoding) except AttributeError: def _translate(context, text, disambig): return QtGui.QApplication.translate(context, text, disambig) class Ui_Form(object): def setupUi(self, Form): Form.setObjectName(_fromUtf8("Form")) Form.resize(663, 635) Form.setMaximumSize(QtCore.QSize(15777191, 16777215)) self.gridLayout = QtGui.QGridLayout(Form) self.gridLayout.setObjectName(_fromUtf8("gridLayout")) self.scrollArea = QtGui.QScrollArea(Form) self.scrollArea.setWidgetResizable(True) self.scrollArea.setObjectName(_fromUtf8("scrollArea")) self.scrollAreaWidgetContents_2 = QtGui.QWidget() self.scrollAreaWidgetContents_2.setGeometry(QtCore.QRect(0, 0, 643, 310)) self.scrollAreaWidgetContents_2.setObjectName(_fromUtf8("scrollAreaWidgetContents_2")) self.gridLayout_6 = QtGui.QGridLayout(self.scrollAreaWidgetContents_2) self.gridLayout_6.setObjectName(_fromUtf8("gridLayout_6")) self.tab = QtGui.QTabWidget(self.scrollAreaWidgetContents_2) self.tab.setObjectName(_fromUtf8("tab")) self.load_tab = QtGui.QWidget() self.load_tab.setObjectName(_fromUtf8("load_tab")) self.gridLayout_3 = QtGui.QGridLayout(self.load_tab) self.gridLayout_3.setObjectName(_fromUtf8("gridLayout_3")) self.load_table = QtGui.QTableWidget(self.load_tab) self.load_table.setObjectName(_fromUtf8("load_table")) self.load_table.setColumnCount(0) self.load_table.setRowCount(0) self.gridLayout_3.addWidget(self.load_table, 0, 0, 1, 1) self.tab.addTab(self.load_tab, _fromUtf8("")) self.read_table_tab = QtGui.QWidget() self.read_table_tab.setObjectName(_fromUtf8("read_table_tab")) self.gridLayout_2 = QtGui.QGridLayout(self.read_table_tab) self.gridLayout_2.setObjectName(_fromUtf8("gridLayout_2")) self.read_table = QtGui.QTableWidget(self.read_table_tab) self.read_table.setObjectName(_fromUtf8("read_table")) self.read_table.setColumnCount(0) self.read_table.setRowCount(0) self.gridLayout_2.addWidget(self.read_table, 0, 0, 1, 1) self.tab.addTab(self.read_table_tab, _fromUtf8("")) self.read_graph_tab = QtGui.QWidget() self.read_graph_tab.setObjectName(_fromUtf8("read_graph_tab")) self.verticalLayout = QtGui.QVBoxLayout(self.read_graph_tab) self.verticalLayout.setObjectName(_fromUtf8("verticalLayout")) self.read_graph = QtGui.QGraphicsView(self.read_graph_tab) self.read_graph.setObjectName(_fromUtf8("read_graph")) self.verticalLayout.addWidget(self.read_graph) self.tab.addTab(self.read_graph_tab, _fromUtf8("")) self.gridLayout_6.addWidget(self.tab, 0, 0, 1, 1) self.scrollArea.setWidget(self.scrollAreaWidgetContents_2) self.gridLayout.addWidget(self.scrollArea, 0, 1, 1, 1) self.scrollArea_2 = QtGui.QScrollArea(Form) sizePolicy = QtGui.QSizePolicy(QtGui.QSizePolicy.Expanding, QtGui.QSizePolicy.Expanding) sizePolicy.setHorizontalStretch(0) sizePolicy.setVerticalStretch(0) sizePolicy.setHeightForWidth(self.scrollArea_2.sizePolicy().hasHeightForWidth()) self.scrollArea_2.setSizePolicy(sizePolicy) self.scrollArea_2.setWidgetResizable(True) self.scrollArea_2.setObjectName(_fromUtf8("scrollArea_2")) self.scrollAreaWidgetContents = QtGui.QWidget() self.scrollAreaWidgetContents.setGeometry(QtCore.QRect(0, 0, 643, 297)) self.scrollAreaWidgetContents.setObjectName(_fromUtf8("scrollAreaWidgetContents")) self.gridLayout_7 = QtGui.QGridLayout(self.scrollAreaWidgetContents) self.gridLayout_7.setObjectName(_fromUtf8("gridLayout_7")) self.file_dir_Edit = QtGui.QLineEdit(self.scrollAreaWidgetContents) self.file_dir_Edit.setObjectName(_fromUtf8("file_dir_Edit")) self.gridLayout_7.addWidget(self.file_dir_Edit, 1, 1, 1, 1) self.read_status_edit = QtGui.QLineEdit(self.scrollAreaWidgetContents) self.read_status_edit.setObjectName(_fromUtf8("read_status_edit")) self.gridLayout_7.addWidget(self.read_status_edit, 3, 1, 1, 1) self.byte_to_read_edit = QtGui.QLineEdit(self.scrollAreaWidgetContents) self.byte_to_read_edit.setObjectName(_fromUtf8("byte_to_read_edit")) self.gridLayout_7.addWidget(self.byte_to_read_edit, 5, 1, 1, 1) self.Load_Button = QtGui.QPushButton(self.scrollAreaWidgetContents) self.Load_Button.setObjectName(_fromUtf8("Load_Button")) self.gridLayout_7.addWidget(self.Load_Button, 1, 0, 1, 1) self.Write_Button = QtGui.QPushButton(self.scrollAreaWidgetContents) self.Write_Button.setObjectName(_fromUtf8("Write_Button")) self.gridLayout_7.addWidget(self.Write_Button, 3, 0, 1, 1) self.write_status_edit = QtGui.QLineEdit(self.scrollAreaWidgetContents) self.write_status_edit.setObjectName(_fromUtf8("write_status_edit")) self.gridLayout_7.addWidget(self.write_status_edit, 5, 2, 1, 1) self.Read_button = QtGui.QPushButton(self.scrollAreaWidgetContents) self.Read_button.setObjectName(_fromUtf8("Read_button")) self.gridLayout_7.addWidget(self.Read_button, 5, 0, 1, 1) self.correct_button = QtGui.QPushButton(self.scrollAreaWidgetContents) self.correct_button.setObjectName(_fromUtf8("correct_button")) self.gridLayout_7.addWidget(self.correct_button, 7, 0, 1, 1) self.correct_byte_edit = QtGui.QLineEdit(self.scrollAreaWidgetContents) self.correct_byte_edit.setObjectName(_fromUtf8("correct_byte_edit")) self.gridLayout_7.addWidget(self.correct_byte_edit, 7, 1, 1, 1) self.write_status = QtGui.QLabel(self.scrollAreaWidgetContents) self.write_status.setObjectName(_fromUtf8("write_status")) self.gridLayout_7.addWidget(self.write_status, 2, 1, 1, 1, QtCore.Qt.AlignBottom) self.read_status = QtGui.QLabel(self.scrollAreaWidgetContents) self.read_status.setObjectName(_fromUtf8("read_status")) self.gridLayout_7.addWidget(self.read_status, 4, 2, 1, 1, QtCore.Qt.AlignBottom) self.table_dir = QtGui.QLabel(self.scrollAreaWidgetContents) self.table_dir.setMaximumSize(QtCore.QSize(308, 48)) self.table_dir.setObjectName(_fromUtf8("table_dir")) self.gridLayout_7.addWidget(self.table_dir, 0, 1, 1, 1, QtCore.Qt.AlignBottom) self.correct_value_edit = QtGui.QLineEdit(self.scrollAreaWidgetContents) self.correct_value_edit.setObjectName(_fromUtf8("correct_value_edit")) self.gridLayout_7.addWidget(self.correct_value_edit, 7, 2, 1, 1) self.bytes_to_read = QtGui.QLabel(self.scrollAreaWidgetContents) self.bytes_to_read.setObjectName(_fromUtf8("bytes_to_read")) self.gridLayout_7.addWidget(self.bytes_to_read, 4, 1, 1, 1, QtCore.Qt.AlignBottom) self.correct_byte = QtGui.QLabel(self.scrollAreaWidgetContents) self.correct_byte.setObjectName(_fromUtf8("correct_byte")) self.gridLayout_7.addWidget(self.correct_byte, 6, 1, 1, 1, QtCore.Qt.AlignBottom) self.corret_value = QtGui.QLabel(self.scrollAreaWidgetContents) self.corret_value.setObjectName(_fromUtf8("corret_value")) self.gridLayout_7.addWidget(self.corret_value, 6, 2, 1, 1, QtCore.Qt.AlignBottom) self.Load_Button.raise_() self.Load_Button.raise_() self.Write_Button.raise_() self.Read_button.raise_() self.byte_to_read_edit.raise_() self.read_status_edit.raise_() self.file_dir_Edit.raise_() self.correct_button.raise_() self.correct_byte_edit.raise_() self.correct_value_edit.raise_() self.write_status_edit.raise_() self.table_dir.raise_() self.write_status.raise_() self.read_status.raise_() self.bytes_to_read.raise_() self.correct_byte.raise_() self.corret_value.raise_() self.scrollArea_2.setWidget(self.scrollAreaWidgetContents) self.gridLayout.addWidget(self.scrollArea_2, 1, 1, 1, 1) self.retranslateUi(Form) self.tab.setCurrentIndex(0) QtCore.QMetaObject.connectSlotsByName(Form) def retranslateUi(self, Form): Form.setWindowTitle(_translate("Form", "Form", None)) self.tab.setTabText(self.tab.indexOf(self.load_tab), _translate("Form", "Loaded table", None)) self.tab.setTabText(self.tab.indexOf(self.read_table_tab), _translate("Form", "Read table", None)) self.tab.setTabText(self.tab.indexOf(self.read_graph_tab), _translate("Form", "Read graph", None)) self.Load_Button.setText(_translate("Form", "Load", None)) self.Write_Button.setText(_translate("Form", "Write", None)) self.Read_button.setText(_translate("Form", "Read", None)) self.correct_button.setText(_translate("Form", "Correct", None)) self.write_status.setText(_translate("Form", "Write status", None)) self.read_status.setText(_translate("Form", "Read status", None)) self.table_dir.setText(_translate("Form", "Table file directory", None)) self.bytes_to_read.setText(_translate("Form", "bytes to read", None)) self.correct_byte.setText(_translate("Form", "correct byte", None)) self.corret_value.setText(_translate("Form", "correct_value", None))
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lib/raven/transport/eventlet.py
lightopa/Aiopa-Battles
1
141491
""" raven.transport.eventlet ~~~~~~~~~~~~~~~~~~~~~~~~ :copyright: (c) 2010-2012 by the Sentry Team, see AUTHORS for more details. :license: BSD, see LICENSE for more details. """ from __future__ import absolute_import import sys from raven.transport.http import HTTPTransport try: import eventlet try: from eventlet.green import urllib2 as eventlet_urllib2 except ImportError: from eventlet.green.urllib import request as eventlet_urllib2 has_eventlet = True except: has_eventlet = False class EventletHTTPTransport(HTTPTransport): scheme = ['eventlet+http', 'eventlet+https'] def __init__(self, parsed_url, pool_size=100, **kwargs): if not has_eventlet: raise ImportError('EventletHTTPTransport requires eventlet.') super(EventletHTTPTransport, self).__init__(parsed_url, **kwargs) # remove the eventlet+ from the protocol, as it is not a real protocol self._url = self._url.split('+', 1)[-1] def _send_payload(self, payload): req = eventlet_urllib2.Request(self._url, headers=payload[1]) try: if sys.version_info < (2, 6): response = eventlet_urllib2.urlopen(req, payload[0]).read() else: response = eventlet_urllib2.urlopen(req, payload[0], self.timeout).read() return response except Exception as err: return err def send(self, data, headers): """ Spawn an async request to a remote webserver. """ eventlet.spawn(self._send_payload, (data, headers))
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pycollo/quadrature.py
NoNotCar/pycollo
3
64208
"""Computation of quadrature points and weights for different schemes. Attributes ---------- DEFAULT_COLLOCATION_POINTS_MAX : int Constant default limitation on the maximum number of collocation points per mesh section that a user can specify. The value of 20 has been chosen as above this the algorithms that are used for evaluating the orthogonal polynomials become numerically unstable and raise a warning. DEFAULT_COLLOCATION_POINTS_MIN : int Constant default limitation on the minimum number of collocation points per mesh section that a user can specify. The value of 2 has been chosen as this is the smallest possible value that still makes logical sense (i.e. a mesh section cannot have fewer than two nodes). GAUSS : str Keyword identifier for Legendre-Gauss quadrature method. LOBATTO : str Keyword identifier for Legendre-Gauss-Lobatto quadrature method. RADAU : str Keyword identifier for Legendre-Gauss-Radau quadrature method. """ __all__ = [] import numpy as np import scipy.interpolate as interpolate from pyproprop import Options GAUSS = "gauss" LOBATTO = "lobatto" RADAU = "radau" QUADRATURES = Options((GAUSS, LOBATTO, RADAU), default=LOBATTO, unsupported=GAUSS) DEFAULT_COLLOCATION_POINTS_MIN = 4 DEFAULT_COLLOCATION_POINTS_MAX = 10 class Quadrature: """Class for quadrature schemes including weights and points.""" def __init__(self, backend): self.backend = backend self._polynomials = {} self._quadrature_points = {} self._quadrature_weights = {} self._butcher_arrays = {} self._D_matrices = {} self._A_matrices = {} self._W_matrices = {} self._D_index_arrays = {} self._A_index_arrays = {} @property def settings(self): return self.backend.ocp.settings @property def backend(self): return self._backend @backend.setter def backend(self, backend): self._backend = backend self.order_range = list(range( self.settings.collocation_points_min, self.settings.collocation_points_max)) if self.settings.quadrature_method == LOBATTO: self.quadrature_generator = self.lobatto_generator elif self.settings.quadrature_method == RADAU: self.quadrature_generator = self.radau_generator elif self.settings.quadrature_method == GAUSS: self.quadrature_generator = self.gauss_generator def _retrive_or_generate_dict_value(self, quad_dict, order): try: quad_dict[order] except KeyError: self.quadrature_generator(order) return quad_dict[order] def polynomials(self, order): return self._retrive_or_generate_dict_value(self._polynomials, order) def quadrature_point(self, order, *, domain=None): points = self._retrive_or_generate_dict_value( self._quadrature_points, order) if domain: stretch = 0.5 * (domain[1] - domain[0]) scale = 0.5 * (domain[0] + domain[1]) return stretch * points + scale else: return points def quadrature_weight(self, order): return self._retrive_or_generate_dict_value(self._quadrature_weights, order) def butcher_array(self, order): return self._retrive_or_generate_dict_value(self._butcher_arrays, order) def D_matrix(self, order): return self._retrive_or_generate_dict_value(self._D_matrices, order) def A_matrix(self, order): return self._retrive_or_generate_dict_value(self._A_matrices, order) def W_matrix(self, order): return self._retrive_or_generate_dict_value(self._W_matrices, order) def D_index_array(self, order): return self._retrive_or_generate_dict_value(self._D_index_arrays, order) def A_index_array(self, order): return self._retrive_or_generate_dict_value(self._A_index_arrays, order) def radau_generator(self, order): coefficients = [0] * (order - 2) coefficients.extend([1, 1]) legendre_polynomial = np.polynomial.legendre.Legendre(coefficients) self._polynomials.update({order: legendre_polynomial}) radau_points = legendre_polynomial.roots() radau_points = np.concatenate([radau_points, np.array([0])]) self._quadrature_points.update({order: radau_points}) coefficients = [0] * (order - 2) coefficients.extend([1]) legendre_polynomial = np.polynomial.legendre.Legendre(coefficients) radau_weights = [2 / (order - 1)**2] radau_weights = np.array( radau_weights + [(1 - x) / ((order - 1)**2 * (legendre_polynomial(x)**2)) for x in radau_points[1:-1]]) radau_weights = np.concatenate([radau_weights, np.array([0])]) self._quadrature_weights.update({order: radau_weights}) butcher_points = self.quadrature_point(order, domain=[0, 1]) butcher_array = np.zeros((order, order)) butcher_array[-1, :] = radau_weights / 2 if order > 2: A_row = (order + 1) * (order - 2) A_col = order * (order - 2) A = np.zeros((A_row, A_col)) b = np.zeros(A_row) for k in range(order - 2): for j in range(order): row = j + k * order for i in range(order - 2): col = i + j * (order - 2) A[row, col] = radau_weights[i + 1] * \ butcher_points[i + 1]**k b[row] = (radau_weights[j] / (k + 1)) * (1 - butcher_points[j] ** (k + 1)) - radau_weights[-1] * radau_weights[j] del_row = [] for i, row in enumerate(A): if np.count_nonzero(row) == 0: del_row.append(i) A = np.delete(A, del_row, axis=0) b = np.delete(b, del_row, axis=0) a = np.linalg.solve(A, b) butcher_array[1:-1, :] = a.reshape(order - 2, -1, order='F') self._butcher_arrays.update({order: butcher_array}) D_left = np.ones((order - 1, 1), dtype=int) D_right = np.diag(-1 * np.ones((order - 1, ), dtype=int)) D_matrix = np.hstack([D_left, D_right]) self._D_matrices.update({order: D_matrix}) A_matrix = self.butcher_array(order)[1:, :] self._A_matrices.update({order: A_matrix}) A_index_array = np.array(range(A_matrix.size), dtype=int) self._A_index_arrays.update({order: A_index_array}) D_num_row, D_num_col = D_matrix.shape D_rows = np.array(range(D_num_row), dtype=int) D_left = D_rows * D_num_col D_right = D_rows * (D_num_col + 1) + 1 D_index_array = np.concatenate((D_left, D_right)) D_index_array.sort() self._D_index_arrays.update({order: D_index_array}) # print(f'x: {radau_points}') # print(f'w: {radau_weights}, {sum(radau_weights)}') # print(f"a: {butcher_array}") # print(f"A: {D_matrix}") # print(f"I: {A_matrix}") # input() def lobatto_generator(self, order): num_interior_points = order - 1 coefficients = [0] * (num_interior_points) coefficients.append(1) legendre_polynomial = np.polynomial.legendre.Legendre(coefficients) self._polynomials.update({order: legendre_polynomial}) lobatto_points = legendre_polynomial.deriv().roots() lobatto_points = np.insert(lobatto_points, 0, -1, axis=0) lobatto_points = np.append(lobatto_points, 1) self._quadrature_points.update({order: lobatto_points}) lobatto_weights = np.array( [1 / (order * (order - 1) * (legendre_polynomial(x)**2)) for x in lobatto_points]) self._quadrature_weights.update({order: lobatto_weights}) butcher_points = self.quadrature_point(order, domain=[0, 1]) # print(f'x\': {butcher_points}') butcher_array = np.zeros((order, order)) butcher_array[-1, :] = lobatto_weights if order > 2: A_row = (order + 1) * (order - 2) A_col = order * (order - 2) A = np.zeros((A_row, A_col)) b = np.zeros(A_row) for k in range(order - 2): # print(f'k: {k}') for j in range(order): # print(f'j: {j}') row = j + k * order # print(f'row: {row}') for i in range(order - 2): # print(f'i: {i}') col = i + j * (order - 2) # print(f'col: {col}') A[row, col] = lobatto_weights[i + 1] * \ butcher_points[i + 1]**k # print(f'A: {lobatto_weights[i+1] * butcher_points[i+1]**k}') b[row] = (lobatto_weights[j] / (k + 1)) * (1 - butcher_points[j] ** (k + 1)) - lobatto_weights[-1] * lobatto_weights[j] # print(f'b: {(lobatto_weights[j]/(k+1))*(1 - butcher_points[j]**(k+1)) - lobatto_weights[-1]*lobatto_weights[j]}\n') del_row = [] for i, row in enumerate(A): if np.count_nonzero(row) == 0: del_row.append(i) A = np.delete(A, del_row, axis=0) b = np.delete(b, del_row, axis=0) a = np.linalg.solve(A, b) # print(f'A: {A}') # print(f'b: {b}') # print(f'a: {a}') butcher_array[1:-1, :] = a.reshape(order - 2, -1, order='F') self._butcher_arrays.update({order: butcher_array}) D_left = np.ones((num_interior_points, 1), dtype=int) D_right = np.diag(-1 * np.ones((num_interior_points, ), dtype=int)) D_matrix = np.hstack([D_left, D_right]) self._D_matrices.update({order: D_matrix}) A_matrix = self.butcher_array(order)[1:, :] self._A_matrices.update({order: A_matrix}) A_index_array = np.array(range(A_matrix.size), dtype=int) self._A_index_arrays.update({order: A_index_array}) D_num_row, D_num_col = D_matrix.shape D_rows = np.array(range(D_num_row), dtype=int) D_left = D_rows * D_num_col D_right = D_rows * (D_num_col + 1) + 1 D_index_array = np.concatenate((D_left, D_right)) D_index_array.sort() self._D_index_arrays.update({order: D_index_array}) # print(f'x: {lobatto_points}') # print(f'w: {lobatto_weights}, {sum(lobatto_weights)}') # print(f"a: {butcher_array}") # print(f"A: {D_matrix}") # print(f"I: {A_matrix}") # input()
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mocket/utils.py
hectorcanto/python-mocket
0
21204
<reponame>hectorcanto/python-mocket<filename>mocket/utils.py import binascii import io import os import ssl from .compat import decode_from_bytes, encode_to_bytes SSL_PROTOCOL = ssl.PROTOCOL_SSLv23 class MocketSocketCore(io.BytesIO): def write(self, content): super(MocketSocketCore, self).write(content) from mocket import Mocket if Mocket.r_fd and Mocket.w_fd: os.write(Mocket.w_fd, content) def wrap_ssl_socket( cls, sock, context, keyfile=None, certfile=None, server_side=False, cert_reqs=ssl.CERT_NONE, ssl_version=SSL_PROTOCOL, ca_certs=None, do_handshake_on_connect=True, suppress_ragged_eofs=True, ciphers=None, ): return cls( sock=sock, keyfile=keyfile, certfile=certfile, server_side=server_side, cert_reqs=cert_reqs, ssl_version=ssl_version, ca_certs=ca_certs, do_handshake_on_connect=do_handshake_on_connect, suppress_ragged_eofs=suppress_ragged_eofs, ciphers=ciphers, _context=context, ) def hexdump(binary_string): r""" >>> hexdump(b"bar foobar foo") == decode_from_bytes(encode_to_bytes("62 61 72 20 66 6F 6F 62 61 72 20 66 6F 6F")) True """ bs = decode_from_bytes(binascii.hexlify(binary_string).upper()) return " ".join(a + b for a, b in zip(bs[::2], bs[1::2])) def hexload(string): r""" >>> hexload("62 61 72 20 66 6F 6F 62 61 72 20 66 6F 6F") == encode_to_bytes("bar foobar foo") True """ string_no_spaces = "".join(string.split()) return encode_to_bytes(binascii.unhexlify(string_no_spaces))
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scripts/hyperdrive/widgets.py
timlehr/hyperdrive
55
127829
# ----------------------------------------------------------------------------- # This source file has been developed within the scope of the # Technical Director course at Filmakademie Baden-Wuerttemberg. # http://technicaldirector.de # # Written by <NAME> # Copyright (c) 2019 Animationsinstitut of <NAME> # ----------------------------------------------------------------------------- from __future__ import division from abc import abstractmethod from random import randint import logging import pymel.core as pm from collections import OrderedDict from Qt import QtWidgets, QtGui, QtCore from maya.app.general.mayaMixin import MayaQWidgetDockableMixin from . import HdPoseNode, utils from .models import HdCacheTableModel, MayaNodeTableModel from .utils import logger log = logger.get_logger(__name__) class HdManagerWidget(MayaQWidgetDockableMixin, QtWidgets.QWidget): """Main Hyperdrive Manager window. Dockable in Maya main window. """ def __init__(self, parent, *args, **kwargs): super(HdManagerWidget, self).__init__(parent, *args, **kwargs) utils.mayautil.load_hyperdrive_plugin() self._cache_tab = None self._whitelist_tab = None self._blacklist_tab = None self._controller_widget = None self._settings_widget = None self._setup_ui() self._update_rig_select_cbx() def _setup_ui(self): self.setWindowTitle("Hyperdrive") self._tabwidget = QtWidgets.QTabWidget() self._layout = QtWidgets.QVBoxLayout() self._rig_layout = QtWidgets.QHBoxLayout() self._rig_select_cbx = QtWidgets.QComboBox() self._rig_select_cbx.currentIndexChanged.connect(self._on_rig_selection_changed) self._add_rig_btn = QtWidgets.QPushButton("Add Rig") self._add_rig_btn.clicked.connect(self._on_add_rig) self._rig_layout.addWidget(self._rig_select_cbx) self._rig_layout.addWidget(self._add_rig_btn) self._layout.addLayout(self._rig_layout) self._layout.addWidget(self._tabwidget) self.setLayout(self._layout) self.installEventFilter(self) def update_ui(self, pose_node=None): self._tabwidget.clear() if pose_node: self._cache_tab = CacheWidget(pose_node) self._whitelist_tab = WhitelistWidget(pose_node) self._blacklist_tab = BlacklistWidget(pose_node) self._controller_widget = CtrlAttrsWidget(pose_node) self._settings_widget = SettingsWidget(pose_node) self._tabwidget.addTab(self._cache_tab, "Caches") self._tabwidget.addTab(self._controller_widget, "Controls") self._tabwidget.addTab(self._whitelist_tab, "Whitelist") self._tabwidget.addTab(self._blacklist_tab, "Blacklist") self._tabwidget.addTab(self._settings_widget, "Settings") def _on_add_rig(self): text, accepted = QtWidgets.QInputDialog.getText(self, "Add Rig to Hyperdrive", "Please enter a unique ID for your rig. e.g. 'Chewie_v009'", QtWidgets.QLineEdit.Normal, "") if accepted: if not text: rand_number = "{}".format(randint(0, 999999)) rig_tag = "RigTag_{}".format(rand_number.zfill(6)) else: rig_tag = text self._create_pose_node(rig_tag) def _update_rig_select_cbx(self, active_pose_node=None): current_pose_node = self._rig_select_cbx.currentData() if self._rig_select_cbx.count() > 0 else None self._rig_select_cbx.clear() pose_nodes = HdPoseNode.get_all() if not pose_nodes: self._rig_select_cbx.addItem("- No configured rigs -", None) else: for pose_node in pose_nodes: self._rig_select_cbx.addItem(pose_node.rig_tag, pose_node) if active_pose_node in pose_nodes: self._rig_select_cbx.setCurrentIndex(pose_nodes.index(active_pose_node)) elif current_pose_node in pose_nodes: self._rig_select_cbx.setCurrentIndex(pose_nodes.index(current_pose_node)) def _create_pose_node(self, rig_tag): node = HdPoseNode.create(rig_tag) self._update_rig_select_cbx(node) def _on_rig_selection_changed(self, index): pose_node = self._rig_select_cbx.itemData(index) self.update_ui(pose_node) def eventFilter(self, object, event): catch = [QtCore.QEvent.WindowActivate, QtCore.QEvent.FocusIn] if event.type() in catch: pose_node = self._rig_select_cbx.currentData() if not pose_node or not pose_node.exists(): self._update_rig_select_cbx() return super(HdManagerWidget, self).eventFilter(object, event) class CacheWidget(QtWidgets.QWidget): def __init__(self, pose_node): super(CacheWidget, self).__init__() self._pose_node = pose_node self._setup_ui() self.update_ui() def _setup_ui(self): mapping = [ {"display_attr": "display_name", "header_str": "Node"}, {"display_attr": "display_mem_size", "header_str": "Memory Size", "edit_attr": "max_cache_mem_size", "editor": SpinboxEditor(min_value=64, max_value=64000)}, ] self._layout = QtWidgets.QVBoxLayout() self._layout.setContentsMargins(0, 0, 0, 0) self.setLayout(self._layout) self._node_table_view = QtWidgets.QTableView() self._node_table_view.setItemDelegateForColumn(1, mapping[1]["editor"]) self._node_table_model = HdCacheTableModel(self._pose_node, mapping) self._node_table_view.setModel(self._node_table_model) self._node_table_view.horizontalHeader().setStretchLastSection(True) self._node_table_view.setSelectionBehavior(QtWidgets.QAbstractItemView.SelectRows) self._node_table_view.verticalHeader().hide() self._btn_box = QtWidgets.QHBoxLayout() self._add_cache_node_btn = QtWidgets.QPushButton("Add Mesh") self._remove_cache_node_btn = QtWidgets.QPushButton("Remove Mesh") self._clear_cache_btn = QtWidgets.QPushButton("Clear Cache") self._add_cache_node_btn.clicked.connect(self._on_btn_clicked) self._remove_cache_node_btn.clicked.connect(self._on_btn_clicked) self._clear_cache_btn.clicked.connect(self._on_btn_clicked) self._btn_box.addWidget(self._add_cache_node_btn) self._btn_box.addWidget(self._remove_cache_node_btn) self._btn_box.addWidget(self._clear_cache_btn) self._layout.addWidget(self._node_table_view) self._layout.addLayout(self._btn_box) self.installEventFilter(self) self.setContentsMargins(0, 0, 0, 0) def _on_btn_clicked(self): sender = self.sender() if sender == self._add_cache_node_btn: log.debug("Add cache node") self.add_meshes() elif sender == self._remove_cache_node_btn: log.debug("Remove cache node") selected = self._get_selected_nodes() for node in selected: node.delete() elif sender == self._clear_cache_btn: log.debug("Clear cache") selected = self._get_selected_nodes() if not selected: log.info("Select at least one cache node to clear.") for node in selected: node.clear_cache() self.update_ui() def _get_selected_nodes(self): indexes = self._node_table_view.selectionModel().selectedRows() return [index.data(role=QtCore.Qt.UserRole) for index in indexes] def add_meshes(self): shapes = [] for node in pm.selected(): shape = node if shape.nodeType() == 'transform': shape = node.getShape() if shape.nodeType() == 'mesh': shapes.append(node) else: log.warning("'{}' is not a valid mesh node. Skip.".format(shape)) self._pose_node.add_meshes(*shapes) def update_ui(self): self._node_table_model.refresh() def eventFilter(self, object, event): catch = [QtCore.QEvent.WindowActivate, QtCore.QEvent.FocusIn] if event.type() in catch: self.update_ui() return super(CacheWidget, self).eventFilter(object, event) class NodelistWidget(QtWidgets.QWidget): _add_btn_text = "Add" _remove_btn_text = "Remove" def __init__(self, pose_node): super(NodelistWidget, self).__init__() self._pose_node = pose_node self._setup_ui() self.update_ui() def _setup_ui(self): self._layout = QtWidgets.QVBoxLayout() self._layout.setContentsMargins(0, 0, 0, 0) self.setLayout(self._layout) self._node_table_view = QtWidgets.QTableView() self._node_table_model = self._get_table_model() self._node_table_view.setModel(self._node_table_model) self._node_table_view.horizontalHeader().setStretchLastSection(True) self._node_table_view.setSelectionBehavior(QtWidgets.QAbstractItemView.SelectRows) self._node_table_view.verticalHeader().hide() self._btn_box = QtWidgets.QHBoxLayout() self._add_btn = QtWidgets.QPushButton(self._add_btn_text) self._remove_btn = QtWidgets.QPushButton(self._remove_btn_text) self._refresh_btn = QtWidgets.QPushButton("Refresh") self._add_btn.clicked.connect(self._on_btn_clicked) self._remove_btn.clicked.connect(self._on_btn_clicked) self._refresh_btn.clicked.connect(self._on_btn_clicked) self._btn_box.addWidget(self._add_btn) self._btn_box.addWidget(self._remove_btn) self._btn_box.addWidget(self._refresh_btn) self._layout.addWidget(self._node_table_view) self._layout.addLayout(self._btn_box) self.setContentsMargins(0, 0, 0, 0) def _on_btn_clicked(self): sender = self.sender() if sender == self._add_btn: log.debug("Add Node") self.add_nodes() elif sender == self._remove_btn: log.debug("Remove Node") nodes = self._get_selected_nodes() self.remove_nodes(nodes) elif sender == self._refresh_btn: log.debug("Refresh UI") self.update_ui() def _get_selected_nodes(self): return [] # TODO: Fix remove. Currently crashes for some index access reason. """ indexes = self._node_table_view.selectionModel().selectedRows() return [index.data(role=QtCore.Qt.UserRole) for index in indexes]""" @abstractmethod def _get_table_model(self): raise NotImplementedError @abstractmethod def add_nodes(self): raise NotImplementedError @abstractmethod def remove_nodes(self, selected): raise NotImplementedError def update_ui(self): self._node_table_model.refresh() def showEvent(self, event): val = super(NodelistWidget, self).showEvent(event) self.update_ui() return val class CtrlAttrsWidget(NodelistWidget): _add_btn_text = "Add Control Attrs." _remove_btn_text = "Remove Attrs." def _get_table_model(self): mapping = [ {"display_attr": "name", "header_str": "Controller Attribute Name"} ] return MayaNodeTableModel(self._pose_node, "get_controller_attrs", mapping) def add_nodes(self): for node in pm.selected(): t = node.listAttr(st='translate*', keyable=True) self._pose_node.add_controller_attrs(*t) s = node.listAttr(st='scale*', keyable=True) self._pose_node.add_controller_attrs(*s) r = node.listAttr(st='rotate*', keyable=True) self._pose_node.add_controller_attrs(*r) def remove_nodes(self, selected): self._pose_node.remove_controller_attrs(*selected) class WhitelistWidget(NodelistWidget): _add_btn_text = "Add Node" _remove_btn_text = "Remove Node" def _get_table_model(self): mapping = [ {"display_attr": "name", "header_str": "Node Name"} ] return MayaNodeTableModel(self._pose_node, "get_whitelisted_nodes", mapping) def add_nodes(self): self._pose_node.add_whitelisted_nodes(*pm.selected()) def remove_nodes(self, selected): self._pose_node.remove_whitelisted_nodes(*selected) class BlacklistWidget(NodelistWidget): _add_btn_text = "Add Node" _remove_btn_text = "Remove Node" def _get_table_model(self): mapping = [ {"display_attr": "name", "header_str": "Node Name"} ] return MayaNodeTableModel(self._pose_node, "get_blacklisted_nodes", mapping) def add_nodes(self): self._pose_node.add_blacklisted_nodes(*pm.selected()) def remove_nodes(self, selected): self._pose_node.remove_blacklisted_nodes(*selected) class SettingsWidget(QtWidgets.QWidget): rig_tag_changed = QtCore.Signal(str) _log_level_mapping = OrderedDict([ ("Debug", (3, logging.DEBUG)), ("Info", (2, logging.INFO)), ("Warning", (1, logging.WARNING)), ("Critical", (0, logging.CRITICAL)) ]) def __init__(self, pose_node): super(SettingsWidget, self).__init__() self._pose_node = pose_node self._setup_ui() def _setup_ui(self): self._layout = QtWidgets.QFormLayout() self.setLayout(self._layout) self._rig_tag_edit = QtWidgets.QLineEdit() self._log_level_cbx = QtWidgets.QComboBox() self._rig_tag_edit.installEventFilter(self) self._rig_tag_edit.setText(self._pose_node.rig_tag) self._log_level_cbx.addItems(self._log_level_mapping.keys()) self._log_level_cbx.currentIndexChanged.connect(self._on_log_level_changed) self._hd_bypass_chx = QtWidgets.QCheckBox("Disable Hyperdrive for '{}'".format(self._pose_node.rig_tag)) self._hd_bypass_chx.setChecked(not self._pose_node.enabled) self._hd_bypass_chx.stateChanged.connect(self._on_bypass_changed) self._layout.addRow("<b>Rig Tag:</b>", self._rig_tag_edit) self._layout.addRow("<b>Log Level:</b>", self._log_level_cbx) self._layout.addRow("<b>Bypass:</b>", self._hd_bypass_chx) def _on_bypass_changed(self, checked): self._pose_node.enabled = not checked def _on_log_level_changed(self, index): current_text = self._log_level_cbx.itemText(index) data = self._log_level_mapping[current_text] pm.other.hdLog("-verbosity", data[0]) logger.set_log_level(data[1]) def _on_rig_tag_edited(self): text = self._rig_tag_edit.text() if text: self._pose_node.rig_tag = text self.rig_tag_changed.emit(text) def eventFilter(self, object, event): catch = [QtCore.QEvent.KeyRelease] if event.type() in catch: self._on_rig_tag_edited() return super(SettingsWidget, self).eventFilter(object, event) class SpinboxEditor(QtWidgets.QStyledItemDelegate): """ComboBox model instance editor.""" def __init__(self, **kwargs): self._display_attr = kwargs.get("display_attr") or "display_str" self._none_item = kwargs.get("none_valid") if kwargs.get("none_valid") is not None else False self._deco_pos = kwargs.get("deco_pos", QtWidgets.QStyleOptionViewItem.Right) self._deco_size = kwargs.get("deco_size", QtCore.QSize(12, 12)) self._min_value = kwargs.get("min_value") self._max_value = kwargs.get("max_value") super(SpinboxEditor, self).__init__() def initStyleOption(self, option, index): super(SpinboxEditor, self).initStyleOption(option, index) if self._deco_pos: option.decorationPosition = self._deco_pos if self._deco_size: option.decorationSize = self._deco_size def createEditor(self, parent, option, index): widget = QtWidgets.QSpinBox(parent) if self._min_value: widget.setMinimum(self._min_value) if self._max_value: widget.setMaximum(self._max_value) return widget def setEditorData(self, editor, index): edit_value = index.data(role=QtCore.Qt.EditRole) editor.setValue(edit_value) def setModelData(self, editor, model, index): if not index.isValid(): return False model.setData(index, editor.value(), role=QtCore.Qt.EditRole) return True
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swipe.py
amagrabi/preference-learning
1
176154
import datetime import matplotlib.pyplot as plt import matplotlib.image as mpimg import os import shutil import sys import time import pandas as pd import pynder import urllib.request from pynput import keyboard from pylab import rcParams from config import FACEBOOK_AUTH_TOKEN, FACEBOOK_ID, RATING_THRESHOLD # Iterable needed to store ratings from keypresses RATINGS = [] # Directory structure DF_PATH = 'data/df_swipes.p' IMG_PATH_LIKES = 'data/images/likes' IMG_PATH_DISLIKES = 'data/images/dislikes' IMG_PATH_NEARBY = 'data/images/nearby' # Create image directories IMG_PATHS = [IMG_PATH_LIKES, IMG_PATH_DISLIKES, IMG_PATH_NEARBY] for path in IMG_PATHS: if not os.path.exists(path): os.makedirs(path) def rate_photos(event): sys.stdout.flush() rating_set = [str(i) for i in list(range(1,10))] rating_set.append('escape') if event.key in rating_set: RATINGS.append(event.key) plt.close(fig) def show_images(filenames, fig, user=None, session=None, pause=0.0, figure_pos_x=500, figure_pos_y=0): # plt.style.use('dark_background') thismanager = plt.get_current_fig_manager() thismanager.window.wm_geometry(f'+{figure_pos_x}+{figure_pos_y}') for j, photo in enumerate(filenames): a = fig.add_subplot(1, len(filenames), j + 1) a.axis('off') a.set_facecolor('black') img = mpimg.imread(filenames[j]) plt.imshow(img) title = '' if user: title += f'Name: {user.name}, \n' title += f'Age: {user.age} \n' title += f'Distance: {user.distance_km} \n' fig.text(0.01, 0.1, f'Bio: {user.bio}', bbox={'facecolor': 'white', 'alpha': 1, 'edgecolor': 'none', 'pad': 1}) if session: title += f' Likes remaining: {session.likes_remaining}' plt.suptitle(title) fig.canvas.mpl_connect('key_release_event', rate_photos) plt.show() if pause: time.sleep(pause) def add_data_to_df(df, path, user, liked, rating): new_data = pd.DataFrame({ 'name': user.name, 'id': user.id, 'liked': liked, 'rating': rating, 'age': user.age, 'bio': user.bio, 'photos': [list(user.get_photos())], 'photos_instagram': [user.instagram_photos], 'common_likes': [user.common_likes], 'common_like_count': len(user.common_likes), 'common_interests': [user._data.get('common_interests', [])], 'common_interests_count': len(user._data.get('common_interests', [])), 'common_friends': [user._data.get('common_friends', [])], 'common_friend_count': len(user._data.get('common_friends', [])), 'connection_count': [user.common_connections], 'jobs': [user.jobs], 'schools': [user.schools], 'distance_km': user.distance_km, 'distance_mi': user.distance_mi, 'ping_time': user._data['ping_time'], 'teasers': [user._data['teasers']], 'gender': user.gender, 'birth_date': user.birth_date, 'instagram_name': user.instagram_username, 'content_hash': user._data.get('content_hash', None), 'datetime': datetime.datetime.isoformat(datetime.datetime.now()) }) df = df.append(new_data, ignore_index=True) df.to_pickle(path) return df if __name__ == "__main__": reset = False if reset: if os.path.exists(IMG_PATH_LIKES): shutil.rmtree(IMG_PATH_LIKES) os.makedirs(IMG_PATH_LIKES) if os.path.exists(IMG_PATH_DISLIKES): shutil.rmtree(IMG_PATH_DISLIKES) os.makedirs(IMG_PATH_DISLIKES) if os.path.exists(IMG_PATH_NEARBY): shutil.rmtree(IMG_PATH_NEARBY) os.makedirs(IMG_PATH_NEARBY) if os.path.exists(DF_PATH): os.remove(DF_PATH) # Load DataFrame if os.path.exists(DF_PATH): df = pd.read_pickle(DF_PATH) else: # columns = [ # 'name', 'id', 'liked', 'age', 'bio', 'photos', 'photos_instagram', # 'common_likes', 'common_like_count', 'common_friends_count', 'common_friends_count', # 'jobs', 'schools', 'distance_km', 'distance_mi', # 'ping_time', 'teasers', 'gender', 'birth_date' # ] df = pd.DataFrame() session = pynder.Session(FACEBOOK_AUTH_TOKEN) # Get nearby users liked = False abort = False while True: print(f'Starting session...') print(f'Likes remaining: {session.likes_remaining}') print(f'Super likes remaining: {session.super_likes_remaining}') for i, user in enumerate(session.nearby_users(limit=1)): # print(f'User {i}: {user.name}') # Download user photos to nearby folder photo_filenames = [] for j, photo in enumerate(user.photos): photo_filename = os.path.join(IMG_PATH_NEARBY, f'{user.id}_{str(j).zfill(4)}.jpg') urllib.request.urlretrieve(photo, photo_filename) photo_filenames.append(photo_filename) # Show images rcParams['figure.figsize'] = 10, 5 fig = plt.figure() show_images(photo_filenames, fig, user=user, session=session, pause=0.0) # Process rating rating = RATINGS.pop() if rating == 'escape': abort = True break elif int(rating) < RATING_THRESHOLD: liked = False df = add_data_to_df(df=df, path=DF_PATH, user=user, liked=liked, rating=int(rating)) for photo in photo_filenames: filepath, file_extension = os.path.splitext(photo) new_filename = os.path.basename(filepath) + f'_{str(rating).zfill(2)}' + file_extension new_filepath = os.path.join(IMG_PATH_DISLIKES, new_filename) shutil.copyfile(photo, new_filepath) # user.dislike() resp = session._api.dislike(user.id) print(f'{user.name} was disliked ({int(rating)})') else: liked = True df = add_data_to_df(df=df, path=DF_PATH, user=user, liked=liked, rating=int(rating)) for photo in photo_filenames: filepath, file_extension = os.path.splitext(photo) new_filename = os.path.basename(filepath) + f'_{str(rating).zfill(2)}' + file_extension new_filepath = os.path.join(IMG_PATH_LIKES, new_filename) shutil.copyfile(photo, new_filepath) # user.like() resp = session._api.like(user.id) print(f'{user.name} was LIKED ({int(rating)})') print(f'{resp}') if abort: break time.sleep(0)
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DiffGCN.py
BGUCompSci/DiffGCNs.py
4
101632
import torch from torch_geometric.nn.conv import MessagePassing from torch_geometric.utils import to_dense_adj, contains_self_loops, contains_isolated_nodes from torch_cluster import knn_graph import torch.nn as nn from torch_geometric.nn.inits import reset from torch.nn import Sequential as Seq, Linear as Lin, ReLU, BatchNorm1d as BN from torch.nn import functional as F from message_passing2 import MessagePassing2 import numpy as np import networkx as nx import matplotlib.pyplot as plt from torch.nn.init import kaiming_normal import os.path as osp from torch_geometric.nn.pool import graclus, avg_pool_x import torch_sparse from mgpool import mgpool currPath = osp.dirname(osp.realpath(__file__)) epsilon = 1e-20 class mySequential(nn.Sequential): def forward(self, *inputs): for module in self._modules.values(): if type(inputs) == tuple: x, pos, edge_index, batch, k = inputs inputs = module(x, pos, edge_index) res = inputs inputs = (inputs, pos, edge_index, batch, k) else: res = module(inputs) return res device = torch.device('cuda' if torch.cuda.is_available() else 'cpu') def MLP(channels, batch_norm=True, relu=False): return Seq(*[ Seq(nn.Linear(channels[i - 1], channels[i]), BN(channels[i]) if batch_norm else Seq(), nn.ReLU() if relu else Seq()) for i in range(1, len(channels)) ]) def CreateTransposedAuxGraph(edge_index): source = edge_index[0, :] target = edge_index[1, :] new_edge_index = torch.zeros_like(edge_index) new_edge_index[0, :] = target new_edge_index[1, :] = source return new_edge_index def CreateAuxGraph(edge_index, pos_i, pos_j, original_vertex_features, pos): # Build new auxiliary graph: num_graph_verts = original_vertex_features.shape[0] new_verts = torch.arange(num_graph_verts, num_graph_verts + len(edge_index[0, :])) # Add edges in G as vertices in aux G new_vertex_pos = torch.cat( [pos, torch.zeros(len(new_verts), pos.shape[1]).to(device)] , dim=0) new_vertex_features = torch.cat( [original_vertex_features, torch.zeros(len(new_verts), original_vertex_features.shape[1]).to(device)] , dim=0) # Compute needed components: sources = edge_index[0, :] targets = edge_index[1, :] edge_indices = num_graph_verts + torch.arange(0, len(edge_index[0, :])) edge_indices = edge_indices.to(device) new_source_edges = torch.stack((sources, edge_indices), dim=0) new_target_edges = torch.stack((targets, edge_indices), dim=0) new_vertex_pos[num_graph_verts:, :] = (pos_i + pos_j) / 2 # Build graph from components: edge_index_aux = torch.cat([new_target_edges, new_source_edges], dim=1) assert (not contains_self_loops(edge_index_aux)) assert (not contains_isolated_nodes(edge_index_aux)) return edge_index_aux, new_vertex_features, new_vertex_pos class EdgeAggr(MessagePassing): def __init__(self, in_planes, aggr='add', **kwargs): super(EdgeAggr, self).__init__(aggr=aggr, **kwargs) # self.bn = torch.nn.BatchNorm1d(num_features=3*in_planes) self.aggr = aggr def forward(self, x, edge_index, pos): """""" x = x.unsqueeze(-1) if x.dim() == 1 else x return self.propagate(edge_index, x=x, pos=pos) def message(self, x_i, x_j, pos_i, pos_j, x): dist = torch.pow(pos_i - pos_j, 2) dist = torch.sum(dist, dim=1) + epsilon subs = pos_i - pos_j sx = subs[:, 0] sy = subs[:, 1] sz = subs[:, 2] dx = x_j * sx[:, None] dy = x_j * sy[:, None] dz = x_j * sz[:, None] derivs = torch.cat([dx, dy, dz], dim=1) return derivs class VertToEdge(MessagePassing2): def __init__(self, aggr='add', **kwargs): super(VertToEdge, self).__init__(aggr=aggr, **kwargs) self.reset_parameters() def reset_parameters(self): a = 10 def forward(self, x, edge_index, pos): """""" x = x.unsqueeze(-1) if x.dim() == 1 else x return self.propagate(edge_index, x=x, pos=pos) def message(self, pos_i, pos_j, edge_index, x, pos): edge_index_aux, new_vertex_features, new_vertex_pos = CreateAuxGraph(edge_index, pos_i, pos_j, x, pos) return edge_index_aux, new_vertex_features, new_vertex_pos class AvgTranspose(MessagePassing): def __init__(self, aggr='mean', **kwargs): super(AvgTranspose, self).__init__(aggr=aggr, **kwargs) self.aggr = aggr def forward(self, x, edge_index): """""" x = x.unsqueeze(-1) if x.dim() == 1 else x return self.propagate(edge_index, x=x) def message(self, x_j): return x_j class GraphTranspose(MessagePassing): def __init__(self, aggr='add', **kwargs): super(GraphTranspose, self).__init__(aggr=aggr, **kwargs) self.aggr = aggr def forward(self, x, edge_index, pos): """""" x = x.unsqueeze(-1) if x.dim() == 1 else x return self.propagate(edge_index, x=x, pos=pos) def message(self, x_j, pos_i, pos_j): pos_i = pos_i - pos_j feature_size = int(x_j.shape[1] / 3) d2x = x_j[:, 0:feature_size] * pos_i[:, 0][:, None] d2y = x_j[:, feature_size: 2 * feature_size] * pos_i[:, 1][:, None] d2z = x_j[:, 2 * feature_size:] * pos_i[:, 2][:, None] pos_i = torch.pow(pos_i, 2) pos_i = torch.sum(pos_i, dim=1) + epsilon return torch.cat([d2x, d2y, d2z], dim=1) class DiffGCNLayer(MessagePassing): def __init__(self, in_planes, out_planes, relu=True, **kwargs): super(DiffGCNLayer, self).__init__() self.VtoE = VertToEdge(aggr='mean') self.EdgeAggr = EdgeAggr(in_planes=in_planes, aggr='mean') self.avgTrans = AvgTranspose(aggr='mean') self.GraphTrans = GraphTranspose(aggr='mean') self.combine = MLP([3 * in_planes, out_planes], relu=relu) # if in_planes != out_planes: # self.shortcut = MLP([in_planes, out_planes], relu=False) self.in_planes = in_planes self.out_planes = out_planes def forward(self, x, pos, edge_index, batch=None): # Create aux graph: edge_index_aux, new_vertex_features, new_vertex_pos = self.VtoE(x, edge_index, pos) edge_index_aux = edge_index_aux.to(device) edge_index_aux = edge_index_aux.to(device) new_vertex_features = new_vertex_features.to(device) new_vertex_pos = new_vertex_pos.to(device) # Gradient via local aggregation: edge_aggr = self.EdgeAggr(new_vertex_features, edge_index_aux, new_vertex_pos) # Create transposed graph (flipped edges): transposed_edge_index_aux = CreateTransposedAuxGraph(edge_index_aux) # Calculate Gradient term: gradAggr = self.avgTrans(edge_aggr, transposed_edge_index_aux) gradAggr = gradAggr[0:x.shape[0], :] # Calculate Laplacian term: laplacianAggr = self.GraphTrans(edge_aggr, transposed_edge_index_aux, new_vertex_pos) laplacianAggr = laplacianAggr[0:x.shape[0], :] return F.relu(self.combine(gradAggr)) if self.out_planes == self.in_planes: return F.relu(self.combine(torch.cat([x, gradAggr, laplacianAggr], dim=1))) else: return F.relu(self.combine(torch.cat([x, gradAggr, laplacianAggr], dim=1))) class DiffGCNBlock(MessagePassing): def __init__(self, in_planes, out_planes, k, blocks=3, pool=False, **kwargs): super(DiffGCNBlock, self).__init__() self.blocks = blocks self.k = k self.openLayer = DiffGCNLayer(in_planes, out_planes, relu=False) self.layers = self._make_layer(self.openLayer, out_planes, self.blocks) self.pool = pool def _make_layer(self, openLayer, planes, blocks): layers = [openLayer] for i in range(1, blocks): layers.append(DiffGCNLayer(planes, planes, relu=False)) return mySequential(*layers) def forward(self, x, pos, batch=None, edge_index=None): if edge_index is None: edge_index = knn_graph(x, self.k, batch, loop=False) edge_index = edge_index.to(device) if self.pool: new_adj, new_feat, new_pos, new_batch, index, values, origsize, newsize = mgpool(x, pos, edge_index, batch) return self.layers(new_feat, new_pos, new_adj, new_batch, self.k), new_pos, new_batch, ( index, values, origsize, newsize) else: new_pos = pos new_batch = batch new_feat = x new_adj = edge_index return self.layers(new_feat, new_pos, new_adj, new_batch, self.k), new_pos, new_batch
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down.py
mostafabasuni/video_downloader_gui
0
127700
<gh_stars>0 from posixpath import split import threading from PyQt5.QtGui import * from PyQt5.QtWidgets import * from PyQt5.QtCore import * from PyQt5.uic import loadUiType from pytube import YouTube from pytube import Playlist from pytube.cli import on_progress from threading import Thread import os from os import path import sys import urllib.request Form_Class,_ = loadUiType(path.join(path.dirname(__file__),"DownLoad.ui")) # Form_Class اسم اختياري للتطبيق class MainApp(QMainWindow, Form_Class): def __init__(self, parent=None): super(MainApp, self).__init__(parent) QMainWindow.__init__(self) self.setupUi(self) self.handel_Ui() self.handel_button() def handel_Ui(self): self.setWindowTitle('Mostafa Downloader') self.setFixedSize(750,290) def handel_button(self): self.pushButton.clicked.connect(self.Download) self.pushButton_2.clicked.connect(self.handel_browse) self.pushButton_3.clicked.connect(self.Save_Browse) self.pushButton_4.clicked.connect(self.Video_Download) self.pushButton_5.clicked.connect(self.Save_Browse) self.pushButton_6.clicked.connect(self.Play_List_Download) self.pushButton_7.clicked.connect(self.Save_Browse) self.pushButton_8.clicked.connect(self.Select_From_Playlist) def handel_browse(self): # save_place = QFileDialog.getSaveFileName(self, caption='Save As', directory='.', filter='All File(*.*)') # text = str(save_place) # name = (text[2:].split(',')[0].replace("'",'')) # self.lineEdit_2.setText(name) save_location = QFileDialog.getExistingDirectory(self, "Save Location") self.lineEdit_2.setText(save_location) def handel_progress(self, blocknum, blocksize, totalsize): read = blocknum * blocksize percent = int(read * 100 / totalsize) self.progressBar.setValue(percent) QApplication.processEvents() # to solve "Not Responding" proplem def Download(self): url = self.lineEdit.text() file_name = url.split("/")[-1] self.lineEdit_3.setText(file_name) location = self.lineEdit_2.text() save_location = location + "/" + self.lineEdit_3.text() exists = os.path.exists(save_location) if not exists: try: urllib.request.urlretrieve(url, save_location , self.handel_progress) except Exception: QMessageBox.warning(self, 'Download Error', 'Download Faild') return QMessageBox.information(self, 'Download Completed', 'Download Finished') self.progressBar.setValue(0) self.lineEdit.setText('') self.lineEdit_2.setText('') self.lineEdit_3.setText('') else: QMessageBox.warning(self, 'Download Notation', 'This File Already Exist') def Save_Browse(self): save_location = QFileDialog.getExistingDirectory(self, "Save Location") self.lineEdit_13.setText(save_location) self.lineEdit_5.setText(save_location) self.lineEdit_7.setText(save_location) def on_Progress_Video(self, stream, chunk, bytes_remaining): total_size = stream.filesize bytes_downloaded = total_size - bytes_remaining percentage_of_completion = bytes_downloaded / total_size * 100 self.progressBar_2.setValue(percentage_of_completion) QApplication.processEvents() def on_Progress_Playlist(self, stream, chunk, bytes_remaining): total_size = stream.filesize bytes_downloaded = total_size - bytes_remaining percentage_of_completion = bytes_downloaded / total_size * 100 self.progressBar_3.setValue(percentage_of_completion) QApplication.processEvents() def on_Progress_Select_From_Playlist(self, stream, chunk, bytes_remaining): total_size = stream.filesize bytes_downloaded = total_size - bytes_remaining percentage_of_completion = bytes_downloaded / total_size * 100 self.progressBar_4.setValue(percentage_of_completion) QApplication.processEvents() def Video_Download(self): url = self.lineEdit_4.text() save_location = self.lineEdit_5.text() try: # quality = self.comboBox.currentText() yt = YouTube(url) #, on_progress_callback=on_progress) yt.register_on_progress_callback(self.on_Progress_Video) # (video, chunk_size, video.filesize)) # video = yt.streams.order_by('resolution') # video = yt.streams.get_highest_resolution() video = yt.streams.filter(progressive = True, file_extension = "mp4").last() #order_by('resolution').last() video.download(save_location) except Exception: QMessageBox.warning(self, 'Download Error', 'Download Faild') return QMessageBox.information(self, 'Download Completed', 'Video Download Finished') self.progressBar_2.setValue(0) self.lineEdit_4.setText('') self.lineEdit_5.setText('') def Play_List_Download(self): url_playlist = self.lineEdit_6.text() save_location = self.lineEdit_7.text() try: pl = Playlist(url_playlist) l = len(pl.videos) self.lineEdit_8.setText(str(l)) i = 1 for video in (pl.videos): self.lineEdit_9.setText(str(i)) video.register_on_progress_callback(self.on_Progress_Playlist) i += 1 video.streams.filter(progressive = True, file_extension = "mp4").order_by('resolution').get_highest_resolution().download(save_location) self.progressBar_3.setValue(0) except Exception: QMessageBox.warning(self, 'Download Error', 'Download Faild') return QMessageBox.information(self, 'Download Completed', 'Playlist Download Finished') self.lineEdit_6.setText('') self.lineEdit_7.setText('') self.lineEdit_8.setText('') self.lineEdit_9.setText('') def Select_From_Playlist(self): url_playlist = self.lineEdit_12.text() save_location = self.lineEdit_13.text() start = int(self.lineEdit_11.text()) end = int(self.lineEdit_10.text()) try: pl = Playlist(url_playlist) for video in (pl.videos[start-1:end]): video.register_on_progress_callback(self.on_Progress_Select_From_Playlist) video.streams.filter(progressive = True, file_extension = "mp4").order_by('resolution').get_lowest_resolution().download(save_location) self.progressBar_4.setValue(0) except Exception: QMessageBox.warning(self, 'Download Error', 'Download Faild') return QMessageBox.information(self, 'Download Completed', 'Selected Playlist Download Finished') self.lineEdit_10.setText('') self.lineEdit_11.setText('') self.lineEdit_12.setText('') self.lineEdit_13.setText('') def main(): app = QApplication(sys.argv) window = MainApp() window.show() app.exec_() if __name__ == '__main__': main()
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showspectralImage.py
guanguanboy/MyHybridSNNew
0
69485
<gh_stars>0 import keras from keras.layers import Conv2D, Conv3D, Flatten, Dense, Reshape, BatchNormalization from keras.layers import Dropout, Input from keras.models import Model from keras.optimizers import Adam from keras.callbacks import ModelCheckpoint from keras.utils import np_utils from sklearn.decomposition import PCA from sklearn.model_selection import train_test_split from sklearn.metrics import confusion_matrix, accuracy_score, classification_report, cohen_kappa_score from operator import truediv from plotly.offline import init_notebook_mode import numpy as np import matplotlib.pyplot as plt import scipy.io as sio import os import spectral os.environ["CUDA_VISIBLE_DEVICES"] = "3" ## GLOBAL VARIABLES dataset = 'IP' test_ratio = 0.7 windowSize = 25 def loadData(name): data_path = os.path.join(os.getcwd(), 'data') if name == 'IP': data = sio.loadmat(os.path.join(data_path, 'Indian_pines_corrected.mat'))['indian_pines_corrected'] labels = sio.loadmat(os.path.join(data_path, 'Indian_pines_gt.mat'))['indian_pines_gt'] elif name == 'SA': data = sio.loadmat(os.path.join(data_path, 'Salinas_corrected.mat'))['salinas_corrected'] labels = sio.loadmat(os.path.join(data_path, 'Salinas_gt.mat'))['salinas_gt'] elif name == 'PU': data = sio.loadmat(os.path.join(data_path, 'PaviaU.mat'))['paviaU'] labels = sio.loadmat(os.path.join(data_path, 'PaviaU_gt.mat'))['paviaU_gt'] return data, labels X, y = loadData(dataset) print(X.shape, y.shape) view = spectral.imshow(X, (29, 19, 9)) #view = spectral.imshow(X, (1, 2, 3)) print(view) plt.show() #show grandtruth gt_view = spectral.imshow(classes=y) plt.show() #show both the data and the class value img = X gt = y view = spectral.imshow(img, (30, 20, 10), classes=gt) view.set_display_mode('overlay') view.class_alpha = 0.5 plt.show() #saving rgb image files spectral.save_rgb('rgb.jpg', img, [29, 19, 9]) spectral.save_rgb('gt.jpg', gt, colors=spectral.spy_colors) #spectral.view_cube(img, spectral.bands=[29, 19, 9]) spectral.view_cube(img,bands=[29, 19, 9]) plt.show()
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tests/unit/test_base_adapter.py
norton120/snowshu
0
59927
<gh_stars>0 import pytest from snowshu.adapters import BaseSQLAdapter from tests.common import rand_string from snowshu.core.models.credentials import Credentials, USER, PASSWORD, HOST, ACCOUNT, SCHEMA, DATABASE, ROLE def rand_creds(args) -> Credentials: kwargs = dict(zip(args, [rand_string(10) for _ in range(len(args))])) return Credentials(**kwargs) class TestAdapter(BaseSQLAdapter): REQUIRED_CREDENTIALS = (USER, PASSWORD, HOST) ALLOWED_CREDENTIALS = (ACCOUNT, SCHEMA) DATA_TYPE_MAPPINGS = dict() MATERIALIZATION_MAPPINGS = dict() def test_sets_credentials(): base = TestAdapter() with pytest.raises(KeyError): base.credentials = rand_creds((HOST,)) with pytest.raises(KeyError): base.credentials = rand_creds((USER, PASSWORD, HOST, DATABASE,)) base.credentials = rand_creds((USER, PASSWORD, HOST,)) base.credentials = rand_creds((USER, PASSWORD, HOST, ACCOUNT,)) def test_default_conn_string(): base = TestAdapter() base.dialect = 'postgres' base.REQUIRED_CREDENTIALS = (USER, PASSWORD, DATABASE, HOST) base.ALLOWED_CREDENTIALS = (ROLE, SCHEMA, ACCOUNT) creds = rand_creds((USER, PASSWORD, HOST, DATABASE, ACCOUNT,)) base.credentials = creds assert base._build_conn_string( ) == f'postgres://{creds.user}:{creds.password}@{creds.host}/{creds.database}?account={creds.account}'
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model/constants.py
JIMENOFONSECA/HBLM-USA
1
147507
<filename>model/constants.py<gh_stars>1-10 ''' MIT License Copyright (c) 2020 <NAME> 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. ''' MODEL_NAME = "HBLM-USA 1.0" samples = 100 response_variable = "LOG_SITE_ENERGY_kWh_yr" predictor_variables = ["LOG_THERMAL_ENERGY_kWh_yr", "CLUSTER_LOG_SITE_EUI_kWh_m2yr"] random_state = 170 n_clusters = 5 storey_height_m = 3 air_density_kgm3 = 1.202 hours_of_day = 24 COP_cooling = 3.3 COP_heating = 3.0 RH_base_cooling_perc = 60 RH_base_heating_perc = 30 T_base_cooling_C = 18.5 T_base_heating_C = 18.5 ACH_Commercial = 6.0 ACH_Residential = 4.0 ZONE_NAMES = {"Hot-humid": ["1A", "2A", "3A"], "Hot-dry": ["2B", "3B"], "Hot-marine": ["3C"], "Mixed-humid": ["4A"], "Mixed-dry": ["4B"], "Mixed-marine": ["4C"], "Cold-humid": ["5A", "6A"], "Cold-dry": ["5B", "6B", "7"]}
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