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python-telegram-bot
src/telegram/ext/_callbackcontext.py
.py
#!/usr/bin/env python # # A library that provides a Python interface to the Telegram Bot API # Copyright (C) 2015-2026 # Leandro Toledo de Souza <devs@python-telegram-bot.org> # # This program is free software: you can redistribute it and/or modify # it under the terms of the GNU Lesser Public License as published by #...
426
17,758
python-telegram-bot
src/telegram/ext/_application.py
.py
#!/usr/bin/env python # # A library that provides a Python interface to the Telegram Bot API # Copyright (C) 2015-2026 # Leandro Toledo de Souza <devs@python-telegram-bot.org> # # This program is free software: you can redistribute it and/or modify # it under the terms of the GNU Lesser Public License as published by #...
1,941
84,907
python-telegram-bot
src/telegram/ext/_contexttypes.py
.py
#!/usr/bin/env python # # A library that provides a Python interface to the Telegram Bot API # Copyright (C) 2015-2026 # Leandro Toledo de Souza <devs@python-telegram-bot.org> # # This program is free software: you can redistribute it and/or modify # it under the terms of the GNU Lesser Public License as published by #...
228
7,750
python-telegram-bot
src/telegram/ext/_handlers/callbackqueryhandler.py
.py
#!/usr/bin/env python # # A library that provides a Python interface to the Telegram Bot API # Copyright (C) 2015-2026 # Leandro Toledo de Souza <devs@python-telegram-bot.org> # # This program is free software: you can redistribute it and/or modify # it under the terms of the GNU Lesser Public License as published by #...
207
9,209
python-telegram-bot
src/telegram/ext/_handlers/chatjoinrequesthandler.py
.py
#!/usr/bin/env python # # A library that provides a Python interface to the Telegram Bot API # Copyright (C) 2015-2026 # Leandro Toledo de Souza <devs@python-telegram-bot.org> # # This program is free software: you can redistribute it and/or modify # it under the terms of the GNU Lesser Public License as published by #...
110
4,451
python-telegram-bot
src/telegram/ext/_handlers/choseninlineresulthandler.py
.py
#!/usr/bin/env python # # A library that provides a Python interface to the Telegram Bot API # Copyright (C) 2015-2026 # Leandro Toledo de Souza <devs@python-telegram-bot.org> # # This program is free software: you can redistribute it and/or modify # it under the terms of the GNU Lesser Public License as published by #...
124
4,896
python-telegram-bot
src/telegram/ext/_handlers/stringcommandhandler.py
.py
#!/usr/bin/env python # # A library that provides a Python interface to the Telegram Bot API # Copyright (C) 2015-2026 # Leandro Toledo de Souza <devs@python-telegram-bot.org> # # This program is free software: you can redistribute it and/or modify # it under the terms of the GNU Lesser Public License as published by #...
109
4,460
python-telegram-bot
src/telegram/ext/_handlers/inlinequeryhandler.py
.py
#!/usr/bin/env python # # A library that provides a Python interface to the Telegram Bot API # Copyright (C) 2015-2026 # Leandro Toledo de Souza <devs@python-telegram-bot.org> # # This program is free software: you can redistribute it and/or modify # it under the terms of the GNU Lesser Public License as published by #...
141
5,785
python-telegram-bot
src/telegram/ext/_handlers/typehandler.py
.py
#!/usr/bin/env python # # A library that provides a Python interface to the Telegram Bot API # Copyright (C) 2015-2026 # Leandro Toledo de Souza <devs@python-telegram-bot.org> # # This program is free software: you can redistribute it and/or modify # it under the terms of the GNU Lesser Public License as published by #...
99
4,111
python-telegram-bot
src/telegram/ext/_handlers/messagereactionhandler.py
.py
#!/usr/bin/env python # # A library that provides a Python interface to the Telegram Bot API # Copyright (C) 2015-2026 # Leandro Toledo de Souza <devs@python-telegram-bot.org> # # This program is free software: you can redistribute it and/or modify # it under the terms of the GNU Lesser Public License as published by #...
181
8,153
python-telegram-bot
src/telegram/ext/_handlers/conversationhandler.py
.py
#!/usr/bin/env python # # A library that provides a Python interface to the Telegram Bot API # Copyright (C) 2015-2026 # Leandro Toledo de Souza <devs@python-telegram-bot.org> # # This program is free software: you can redistribute it and/or modify # it under the terms of the GNU Lesser Public License as published by #...
958
42,417
python-telegram-bot
src/telegram/ext/_handlers/businessmessagesdeletedhandler.py
.py
#!/usr/bin/env python # # A library that provides a Python interface to the Telegram Bot API # Copyright (C) 2015-2026 # Leandro Toledo de Souza <devs@python-telegram-bot.org> # # This program is free software: you can redistribute it and/or modify # it under the terms of the GNU Lesser Public License as published by #...
97
3,873
python-telegram-bot
src/telegram/ext/_handlers/businessconnectionhandler.py
.py
#!/usr/bin/env python # # A library that provides a Python interface to the Telegram Bot API # Copyright (C) 2015-2026 # Leandro Toledo de Souza <devs@python-telegram-bot.org> # # This program is free software: you can redistribute it and/or modify # it under the terms of the GNU Lesser Public License as published by #...
97
3,829
python-telegram-bot
src/telegram/ext/_handlers/paidmediapurchasedhandler.py
.py
#!/usr/bin/env python # # A library that provides a Python interface to the Telegram Bot API # Copyright (C) 2015-2026 # Leandro Toledo de Souza <devs@python-telegram-bot.org> # # This program is free software: you can redistribute it and/or modify # it under the terms of the GNU Lesser Public License as published by #...
94
3,783
python-telegram-bot
src/telegram/ext/_handlers/messagehandler.py
.py
#!/usr/bin/env python # # A library that provides a Python interface to the Telegram Bot API # Copyright (C) 2015-2026 # Leandro Toledo de Souza <devs@python-telegram-bot.org> # # This program is free software: you can redistribute it and/or modify # it under the terms of the GNU Lesser Public License as published by #...
113
4,695
python-telegram-bot
src/telegram/ext/_handlers/stringregexhandler.py
.py
#!/usr/bin/env python # # A library that provides a Python interface to the Telegram Bot API # Copyright (C) 2015-2026 # Leandro Toledo de Souza <devs@python-telegram-bot.org> # # This program is free software: you can redistribute it and/or modify # it under the terms of the GNU Lesser Public License as published by #...
116
4,547
python-telegram-bot
src/telegram/ext/_handlers/precheckoutqueryhandler.py
.py
#!/usr/bin/env python # # A library that provides a Python interface to the Telegram Bot API # Copyright (C) 2015-2026 # Leandro Toledo de Souza <devs@python-telegram-bot.org> # # This program is free software: you can redistribute it and/or modify # it under the terms of the GNU Lesser Public License as published by #...
103
4,017
python-telegram-bot
src/telegram/ext/_handlers/commandhandler.py
.py
#!/usr/bin/env python # # A library that provides a Python interface to the Telegram Bot API # Copyright (C) 2015-2026 # Leandro Toledo de Souza <devs@python-telegram-bot.org> # # This program is free software: you can redistribute it and/or modify # it under the terms of the GNU Lesser Public License as published by #...
225
9,994
python-telegram-bot
src/telegram/ext/_handlers/pollhandler.py
.py
#!/usr/bin/env python # # A library that provides a Python interface to the Telegram Bot API # Copyright (C) 2015-2026 # Leandro Toledo de Souza <devs@python-telegram-bot.org> # # This program is free software: you can redistribute it and/or modify # it under the terms of the GNU Lesser Public License as published by #...
71
2,752
python-telegram-bot
src/telegram/ext/_handlers/basehandler.py
.py
#!/usr/bin/env python # # A library that provides a Python interface to the Telegram Bot API # Copyright (C) 2015-2026 # Leandro Toledo de Souza <devs@python-telegram-bot.org> # # This program is free software: you can redistribute it and/or modify # it under the terms of the GNU Lesser Public License as published by #...
177
7,328
python-telegram-bot
src/telegram/ext/_handlers/chatboosthandler.py
.py
#!/usr/bin/env python # # A library that provides a Python interface to the Telegram Bot API # Copyright (C) 2015-2026 # Leandro Toledo de Souza <devs@python-telegram-bot.org> # # This program is free software: you can redistribute it and/or modify # it under the terms of the GNU Lesser Public License as published by #...
131
5,526
python-telegram-bot
src/telegram/ext/_handlers/pollanswerhandler.py
.py
#!/usr/bin/env python # # A library that provides a Python interface to the Telegram Bot API # Copyright (C) 2015-2026 # Leandro Toledo de Souza <devs@python-telegram-bot.org> # # This program is free software: you can redistribute it and/or modify # it under the terms of the GNU Lesser Public License as published by #...
71
2,787
python-telegram-bot
src/telegram/ext/_handlers/chatmemberhandler.py
.py
#!/usr/bin/env python # # A library that provides a Python interface to the Telegram Bot API # Copyright (C) 2015-2026 # Leandro Toledo de Souza <devs@python-telegram-bot.org> # # This program is free software: you can redistribute it and/or modify # it under the terms of the GNU Lesser Public License as published by #...
127
5,269
python-telegram-bot
src/telegram/ext/_handlers/prefixhandler.py
.py
#!/usr/bin/env python # # A library that provides a Python interface to the Telegram Bot API # Copyright (C) 2015-2026 # Leandro Toledo de Souza <devs@python-telegram-bot.org> # # This program is free software: you can redistribute it and/or modify # it under the terms of the GNU Lesser Public License as published by #...
186
7,870
python-telegram-bot
src/telegram/ext/_handlers/managedbotupdatedhandler.py
.py
#!/usr/bin/env python # # A library that provides a Python interface to the Telegram Bot API # Copyright (C) 2015-2026 # Leandro Toledo de Souza <devs@python-telegram-bot.org> # # This program is free software: you can redistribute it and/or modify # it under the terms of the GNU Lesser Public License as published by #...
105
4,174
python-telegram-bot
src/telegram/ext/_handlers/shippingqueryhandler.py
.py
#!/usr/bin/env python # # A library that provides a Python interface to the Telegram Bot API # Copyright (C) 2015-2026 # Leandro Toledo de Souza <devs@python-telegram-bot.org> # # This program is free software: you can redistribute it and/or modify # it under the terms of the GNU Lesser Public License as published by #...
70
2,762
python-telegram-bot
src/telegram/ext/_utils/types.py
.py
#!/usr/bin/env python # # A library that provides a Python interface to the Telegram Bot API # Copyright (C) 2015-2026 # Leandro Toledo de Souza <devs@python-telegram-bot.org> # # This program is free software: you can redistribute it and/or modify # it under the terms of the GNU Lesser Public License as published by #...
106
3,039
python-telegram-bot
src/telegram/ext/_utils/trackingdict.py
.py
#!/usr/bin/env python # # A library that provides a Python interface to the Telegram Bot API # Copyright (C) 2015-2026 # Leandro Toledo de Souza <devs@python-telegram-bot.org> # # This program is free software: you can redistribute it and/or modify # it under the terms of the GNU Lesser Public License as published by #...
135
4,901
python-telegram-bot
src/telegram/ext/_utils/asyncio.py
.py
#!/usr/bin/env python # # A library that provides a Python interface to the Telegram Bot API # Copyright (C) 2015-2026 # Leandro Toledo de Souza <devs@python-telegram-bot.org> # # This program is free software: you can redistribute it and/or modify # it under the terms of the GNU Lesser Public License as published by #...
57
1,933
python-telegram-bot
src/telegram/ext/_utils/_update_parsing.py
.py
#!/usr/bin/env python # # A library that provides a Python interface to the Telegram Bot API # Copyright (C) 2015-2026 # Leandro Toledo de Souza <devs@python-telegram-bot.org> # # This program is free software: you can redistribute it and/or modify # it under the terms of the GNU Lesser Public License as published by #...
50
1,904
python-telegram-bot
src/telegram/ext/_utils/networkloop.py
.py
#!/usr/bin/env python # # A library that provides a Python interface to the Telegram Bot API # Copyright (C) 2015-2026 # Leandro Toledo de Souza <devs@python-telegram-bot.org> # # This program is free software: you can redistribute it and/or modify # it under the terms of the GNU Lesser Public License as published by #...
201
7,830
python-telegram-bot
src/telegram/ext/_utils/webhookhandler.py
.py
#!/usr/bin/env python # # A library that provides a Python interface to the Telegram Bot API # Copyright (C) 2015-2026 # Leandro Toledo de Souza <devs@python-telegram-bot.org> # # This program is free software: you can redistribute it and/or modify # it under the terms of the GNU Lesser Public License as published by #...
224
7,986
python-telegram-bot
src/telegram/ext/_utils/stack.py
.py
#!/usr/bin/env python # # A library that provides a Python interface to the Telegram Bot API # Copyright (C) 2015-2026 # Leandro Toledo de Souza <devs@python-telegram-bot.org> # # This program is free software: you can redistribute it and/or modify # it under the terms of the GNU Lesser Public License as published by #...
77
2,556
python-telegram-bot
src/telegram/request/_httpxrequest.py
.py
#!/usr/bin/env python # # A library that provides a Python interface to the Telegram Bot API # Copyright (C) 2015-2026 # Leandro Toledo de Souza <devs@python-telegram-bot.org> # # This program is free software: you can redistribute it and/or modify # it under the terms of the GNU Lesser Public License as published by #...
306
13,293
python-telegram-bot
src/telegram/request/_baserequest.py
.py
#!/usr/bin/env python # # A library that provides a Python interface to the Telegram Bot API # Copyright (C) 2015-2026 # Leandro Toledo de Souza <devs@python-telegram-bot.org> # # This program is free software: you can redistribute it and/or modify # it under the terms of the GNU Lesser Public License as published by #...
445
19,597
python-telegram-bot
src/telegram/request/_requestparameter.py
.py
#!/usr/bin/env python # # A library that provides a Python interface to the Telegram Bot API # Copyright (C) 2015-2026 # Leandro Toledo de Souza <devs@python-telegram-bot.org> # # This program is free software: you can redistribute it and/or modify # it under the terms of the GNU Lesser Public License as published...
208
9,087
python-telegram-bot
src/telegram/request/_requestdata.py
.py
#!/usr/bin/env python # # A library that provides a Python interface to the Telegram Bot API # Copyright (C) 2015-2026 # Leandro Toledo de Souza <devs@python-telegram-bot.org> # # This program is free software: you can redistribute it and/or modify # it under the terms of the GNU Lesser Public License as published...
144
5,597
python-telegram-bot
src/telegram/_utils/types.py
.py
#!/usr/bin/env python # # A library that provides a Python interface to the Telegram Bot API # Copyright (C) 2015-2026 # Leandro Toledo de Souza <devs@python-telegram-bot.org> # # This program is free software: you can redistribute it and/or modify # it under the terms of the GNU Lesser Public License as published by #...
108
4,281
python-telegram-bot
src/telegram/_utils/logging.py
.py
#!/usr/bin/env python # # A library that provides a Python interface to the Telegram Bot API # Copyright (C) 2015-2026 # Leandro Toledo de Souza <devs@python-telegram-bot.org> # # This program is free software: you can redistribute it and/or modify # it under the terms of the GNU Lesser Public License as published by #...
51
1,940
python-telegram-bot
src/telegram/_utils/files.py
.py
#!/usr/bin/env python # # A library that provides a Python interface to the Telegram Bot API # Copyright (C) 2015-2026 # Leandro Toledo de Souza <devs@python-telegram-bot.org> # # This program is free software: you can redistribute it and/or modify # it under the terms of the GNU Lesser Public License as published by #...
161
5,984
python-telegram-bot
src/telegram/_utils/strings.py
.py
#!/usr/bin/env python # # A library that provides a Python interface to the Telegram Bot API # Copyright (C) 2015-2026 # Leandro Toledo de Souza <devs@python-telegram-bot.org> # # This program is free software: you can redistribute it and/or modify # it under the terms of the GNU Lesser Public License as published by #...
56
1,802
python-telegram-bot
src/telegram/_utils/repr.py
.py
#!/usr/bin/env python # # A library that provides a Python interface to the Telegram Bot API # Copyright (C) 2015-2026 # Leandro Toledo de Souza <devs@python-telegram-bot.org> # # This program is free software: you can redistribute it and/or modify # it under the terms of the GNU Lesser Public License as published by #...
47
1,834
python-telegram-bot
src/telegram/_utils/enum.py
.py
#!/usr/bin/env python # # A library that provides a Python interface to the Telegram Bot API # Copyright (C) 2015-2026 # Leandro Toledo de Souza <devs@python-telegram-bot.org> # # This program is free software: you can redistribute it and/or modify # it under the terms of the GNU Lesser Public License as published by #...
92
3,008
python-telegram-bot
src/telegram/_utils/usernames.py
.py
#!/usr/bin/env python # # A library that provides a Python interface to the Telegram Bot API # Copyright (C) 2015-2026 # Leandro Toledo de Souza <devs@python-telegram-bot.org> # # This program is free software: you can redistribute it and/or modify # it under the terms of the GNU Lesser Public License as published by #...
110
3,559
python-telegram-bot
src/telegram/_utils/warnings_transition.py
.py
#!/usr/bin/env python # # A library that provides a Python interface to the Telegram Bot API # Copyright (C) 2015-2026 # Leandro Toledo de Souza <devs@python-telegram-bot.org> # # This program is free software: you can redistribute it and/or modify # it under the terms of the GNU Lesser Public License as published by #...
117
4,105
python-telegram-bot
src/telegram/_utils/warnings.py
.py
#!/usr/bin/env python # # A library that provides a Python interface to the Telegram Bot API # Copyright (C) 2015-2026 # Leandro Toledo de Souza <devs@python-telegram-bot.org> # # This program is free software: you can redistribute it and/or modify # it under the terms of the GNU Lesser Public License as published by #...
57
2,140
python-telegram-bot
src/telegram/_utils/datetime.py
.py
#!/usr/bin/env python # # A library that provides a Python interface to the Telegram Bot API # Copyright (C) 2015-2026 # Leandro Toledo de Souza <devs@python-telegram-bot.org> # # This program is free software: you can redistribute it and/or modify # it under the terms of the GNU Lesser Public License as published by #...
290
11,804
python-telegram-bot
src/telegram/_utils/defaultvalue.py
.py
#!/usr/bin/env python # # A library that provides a Python interface to the Telegram Bot API # Copyright (C) 2015-2026 # Leandro Toledo de Souza <devs@python-telegram-bot.org> # # This program is free software: you can redistribute it and/or modify # it under the terms of the GNU Lesser Public License as published by #...
150
4,293
python-telegram-bot
src/telegram/_utils/entities.py
.py
#!/usr/bin/env python # # A library that provides a Python interface to the Telegram Bot API # Copyright (C) 2015-2026 # Leandro Toledo de Souza <devs@python-telegram-bot.org> # # This program is free software: you can redistribute it and/or modify # it under the terms of the GNU Lesser Public License as published by #...
74
3,013
python-telegram-bot
src/telegram/_utils/de_json.py
.py
#!/usr/bin/env python # # A library that provides a Python interface to the Telegram Bot API # Copyright (C) 2015-2026 # Leandro Toledo de Souza <devs@python-telegram-bot.org> # # This program is free software: you can redistribute it and/or modify # it under the terms of the GNU Lesser Public License as published by #...
137
4,936
python-telegram-bot
src/telegram/_utils/argumentparsing.py
.py
#!/usr/bin/env python # # A library that provides a Python interface to the Telegram Bot API # Copyright (C) 2015-2026 # Leandro Toledo de Souza <devs@python-telegram-bot.org> # # This program is free software: you can redistribute it and/or modify # it under the terms of the GNU Lesser Public License as published by #...
93
3,101
python-telegram-bot
src/telegram/_utils/markup.py
.py
#!/usr/bin/env python # # A library that provides a Python interface to the Telegram Bot API # Copyright (C) 2015-2026 # Leandro Toledo de Souza <devs@python-telegram-bot.org> # # This program is free software: you can redistribute it and/or modify # it under the terms of the GNU Lesser Public License as published by #...
51
2,099
d2l-en
setup.py
.py
from setuptools import setup, find_packages import d2l requirements = [ 'jupyter==1.0.0', 'numpy==1.23.5', 'matplotlib==3.7.2', 'matplotlib-inline==0.1.6', 'requests==2.31.0', 'pandas==2.0.3', 'scipy==1.10.1' ] setup( name='d2l', version=d2l.__version__, python_requires='>=3.8'...
27
566
d2l-en
d2l/__init__.py
.py
"""Saved source code for "Dive into Deep Learning" (https://d2l.ai). Please import d2l by one of the following ways: from d2l import mxnet as d2l # Use MXNet as the backend from d2l import torch as d2l # Use PyTorch as the backend from d2l import tensorflow as d2l # Use TensorFlow as the backend from d2l import ja...
13
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d2l-en
d2l/jax.py
.py
DATA_HUB = dict() DATA_URL = 'http://d2l-data.s3-accelerate.amazonaws.com/' import jax import flax from jax import numpy as jnp from flax import linen as nn import random get_seed = lambda: random.randint(0, 1e6) get_key = lambda: jax.random.PRNGKey(get_seed()) nn_Module = nn.Module ################# WARNING #...
1,584
60,703
d2l-en
d2l/torch.py
.py
DATA_HUB = dict() DATA_URL = 'http://d2l-data.s3-accelerate.amazonaws.com/' import numpy as np import torch import torchvision from PIL import Image from torch import nn from torch.nn import functional as F from torch.utils import data from torchvision import transforms nn_Module = nn.Module ################# WARN...
3,516
139,955
d2l-en
d2l/mxnet.py
.py
USE_MXNET = True USE_PYTORCH = False USE_TENSORFLOW = False DATA_HUB = dict() DATA_URL = 'http://d2l-data.s3-accelerate.amazonaws.com/' from mxnet import autograd, context, gluon, image, init, np, npx from mxnet.gluon import nn, rnn from mxnet.gluon.data.vision import transforms nn_Module = nn.Block ###############...
3,376
137,105
d2l-en
d2l/tensorflow.py
.py
DATA_HUB = dict() DATA_URL = 'http://d2l-data.s3-accelerate.amazonaws.com/' import numpy as np import tensorflow as tf nn_Module = tf.keras.Model ################# WARNING ################ # The below part is generated automatically through: # d2lbook build lib # Don't edit it directly import collections imp...
2,004
76,589
d2l-en
static/post_latex/main.py
.py
import os import re import regex import sys def _unnumber_chaps_and_secs(lines): # Preface, Installation, and Notation are unnumbered chapters NUM_UNNUMBERED_CHAPS = 3 # Prelimilaries TOC2_START_CHAP_NO = 5 preface_reached = False ch2_reached = False num_chaps = 0 for i, l in enumerat...
297
10,905
d2l-en
ci/submit-job.py
.py
import argparse import random import os import re import sys import time from datetime import datetime import boto3 from botocore.compat import total_seconds from botocore.config import Config job_type_info = { 'ci-cpu': { 'job_definition': 'd2l-ci-cpu-builder:2', 'job_queue': 'D2L-CI-CPU' },...
203
7,554
data-science-ipython-notebooks
analyses/churn_measurements.py
.py
from __future__ import division import numpy as np __author__ = "Eric Chiang" __email__ = "eric[at]yhathq.com" """ Measurements inspired by Philip Tetlock's "Expert Political Judgment" Equations take from Yaniv, Yates, & Smith (1991): "Measures of Descrimination Skill in Probabilistic Judgement" """ def calib...
90
2,795
data-science-ipython-notebooks
deep-learning/theano-tutorial/scan_tutorial/scan_ex2_solution.py
.py
import theano import theano.tensor as T import numpy as np probabilities = T.vector() nb_samples = T.iscalar() rng = T.shared_randomstreams.RandomStreams(1234) def sample_from_pvect(pvect): """ Provided utility function: given a symbolic vector of probabilities (which MUST sum to 1), sample one element ...
51
1,394
data-science-ipython-notebooks
deep-learning/theano-tutorial/scan_tutorial/scan_ex1_solution.py
.py
import theano import theano.tensor as T import numpy as np coefficients = T.vector("coefficients") x = T.scalar("x") max_coefficients_supported = 10000 def step(coeff, power, prior_value, free_var): return prior_value + (coeff * (free_var ** power)) # Generate the components of the polynomial full_range = T.ara...
29
952
data-science-ipython-notebooks
deep-learning/theano-tutorial/intro_theano/utils.py
.py
""" This file contains different utility functions that are not connected in anyway to the networks presented in the tutorials, but rather help in processing the outputs into a more understandable way. For example ``tile_raster_images`` helps in generating a easy to grasp image from a set of samples or weights. """ ...
141
5,130
data-science-ipython-notebooks
deep-learning/theano-tutorial/rnn_tutorial/synthetic.py
.py
import collections import numpy as np def mackey_glass(sample_len=1000, tau=17, seed=None, n_samples = 1): ''' mackey_glass(sample_len=1000, tau=17, seed = None, n_samples = 1) -> input Generate the Mackey Glass time-series. Parameters are: - sample_len: length of the time-series in timesteps. Def...
86
2,930
data-science-ipython-notebooks
deep-learning/theano-tutorial/rnn_tutorial/lstm_text.py
.py
import cPickle as pkl import time import numpy import theano from theano import config import theano.tensor as T from theano.tensor.nnet import categorical_crossentropy from fuel.datasets import TextFile from fuel.streams import DataStream from fuel.schemes import ConstantScheme from fuel.transformers import Batch, P...
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deep-learning/theano-tutorial/rnn_tutorial/rnn_precompile.py
.py
"""This file is only here to speed up the execution of notebooks. It contains a subset of the code defined in simple_rnn.ipynb and lstm_text.ipynb, in particular the code compiling Theano function. Executing this script first will populate the cache of compiled C code, which will make subsequent compilations faster. ...
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deep-learning/tensor-flow-examples/input_data.py
.py
"""Functions for downloading and reading MNIST data.""" from __future__ import print_function import gzip import os import urllib import numpy SOURCE_URL = 'http://yann.lecun.com/exdb/mnist/' def maybe_download(filename, work_directory): """Download the data from Yann's website, unless it's already here.""" if not ...
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deep-learning/tensor-flow-examples/multigpu_basics.py
.py
#Multi GPU Basic example ''' This tutorial requires your machine to have 2 GPUs "/cpu:0": The CPU of your machine. "/gpu:0": The first GPU of your machine "/gpu:1": The second GPU of your machine ''' import numpy as np import tensorflow as tf import datetime #Processing Units logs log_device_placement = True #num of...
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deep-learning/keras-tutorial/w2v.py
.py
from gensim.models import word2vec from os.path import join, exists, split import os import numpy as np def train_word2vec(sentence_matrix, vocabulary_inv, num_features=300, min_word_count=1, context=10): """ Trains, saves, loads Word2Vec model Returns initial weights for embedding layer...
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deep-learning/keras-tutorial/data_helpers.py
.py
import numpy as np import re import itertools from collections import Counter """ Original taken from https://github.com/dennybritz/cnn-text-classification-tf """ def clean_str(string): """ Tokenization/string cleaning for all datasets except for SST. Original taken from https://github.com/yoonkim/CNN_sent...
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deep-learning/keras-tutorial/solutions/sol_111.py
.py
ann = ANN(2, 10, 1) %timeit -n 1 -r 1 ann.train(zip(X,y), iterations=2) plot_decision_boundary(ann) plt.title("Our next model with 10 hidden units")
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deep-learning/keras-tutorial/solutions/sol_112.py
.py
ann = ANN(2, 10, 1) %timeit -n 1 -r 1 ann.train(zip(X,y), iterations=100) plot_decision_boundary(ann) plt.title("Our model with 10 hidden units and 100 iterations")
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deep-learning/keras-tutorial/deep_learning_models/vgg19.py
.py
# -*- coding: utf-8 -*- '''VGG19 model for Keras. # Reference: - [Very Deep Convolutional Networks for Large-Scale Image Recognition](https://arxiv.org/abs/1409.1556) ''' from __future__ import print_function import numpy as np import warnings from keras.models import Model from keras.layers import Flatten, Dense,...
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deep-learning/keras-tutorial/deep_learning_models/imagenet_utils.py
.py
import numpy as np import json from keras.utils.data_utils import get_file from keras import backend as K CLASS_INDEX = None CLASS_INDEX_PATH = 'https://s3.amazonaws.com/deep-learning-models/image-models/imagenet_class_index.json' def preprocess_input(x, dim_ordering='default'): if dim_ordering == 'default': ...
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deep-learning/keras-tutorial/deep_learning_models/vgg16.py
.py
# -*- coding: utf-8 -*- '''VGG16 model for Keras. # Reference: - [Very Deep Convolutional Networks for Large-Scale Image Recognition](https://arxiv.org/abs/1409.1556) ''' from __future__ import print_function import numpy as np import warnings from keras.models import Model from keras.layers import Flatten, Dense,...
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deep-learning/keras-tutorial/deep_learning_models/resnet50.py
.py
# -*- coding: utf-8 -*- '''ResNet50 model for Keras. # Reference: - [Deep Residual Learning for Image Recognition](https://arxiv.org/abs/1512.03385) Adapted from code contributed by BigMoyan. ''' from __future__ import print_function import numpy as np import warnings from keras.layers import merge, Input from ker...
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scikit-learn/fig_code/sgd_separator.py
.py
import numpy as np import matplotlib.pyplot as plt from sklearn.linear_model import SGDClassifier from sklearn.datasets.samples_generator import make_blobs def plot_sgd_separator(): # we create 50 separable points X, Y = make_blobs(n_samples=50, centers=2, random_state=0, cluster_std=0.60...
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scikit-learn/fig_code/svm_gui.py
.py
""" ========== Libsvm GUI ========== A simple graphical frontend for Libsvm mainly intended for didactic purposes. You can create data points by point and click and visualize the decision region induced by different kernels and parameter settings. To create positive examples click the left mouse button; to create neg...
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scikit-learn/fig_code/data.py
.py
import numpy as np def linear_data_sample(N=40, rseed=0, m=3, b=-2): rng = np.random.RandomState(rseed) x = 10 * rng.rand(N) dy = m / 2 * (1 + rng.rand(N)) y = m * x + b + dy * rng.randn(N) return (x, y, dy) def linear_data_sample_big_errs(N=40, rseed=0, m=3, b=-2): rng = np.random.RandomS...
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scikit-learn/fig_code/figures.py
.py
import numpy as np import matplotlib.pyplot as plt import warnings def plot_venn_diagram(): fig, ax = plt.subplots(subplot_kw=dict(frameon=False, xticks=[], yticks=[])) ax.add_patch(plt.Circle((0.3, 0.3), 0.3, fc='red', alpha=0.5)) ax.add_patch(plt.Circle((0.6, 0.3), 0.3, fc='blue', alpha=0.5)) ax.add...
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scikit-learn/fig_code/linear_regression.py
.py
import numpy as np import matplotlib.pyplot as plt from sklearn.linear_model import LinearRegression def plot_linear_regression(): a = 0.5 b = 1.0 # x from 0 to 10 x = 30 * np.random.random(20) # y = a*x + b with noise y = a * x + b + np.random.normal(size=x.shape) # create a linear reg...
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scikit-learn/fig_code/helpers.py
.py
""" Small helpers for code that is not shown in the notebooks """ from sklearn import neighbors, datasets, linear_model import pylab as pl import numpy as np from matplotlib.colors import ListedColormap # Create color maps for 3-class classification problem, as with iris cmap_light = ListedColormap(['#FFAAAA', '#AAFF...
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scikit-learn/fig_code/ML_flow_chart.py
.py
""" Tutorial Diagrams ----------------- This script plots the flow-charts used in the scikit-learn tutorials. """ import numpy as np import pylab as pl from matplotlib.patches import Circle, Rectangle, Polygon, Arrow, FancyArrow def create_base(box_bg = '#CCCCCC', arrow1 = '#88CCFF', ...
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mapreduce/mr_s3_log_parser.py
.py
import time from mrjob.job import MRJob from mrjob.protocol import RawValueProtocol, ReprProtocol import re class MrS3LogParser(MRJob): """Parses the logs from S3 based on the S3 logging format: http://docs.aws.amazon.com/AmazonS3/latest/dev/LogFormat.html Aggregates a user's daily requests by user ...
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mapreduce/test_mr_s3_log_parser.py
.py
from StringIO import StringIO import unittest2 as unittest from mr_s3_log_parser import MrS3LogParser class MrTestsUtil: def run_mr_sandbox(self, mr_job, stdin): # inline runs the job in the same process so small jobs tend to # run faster and stack traces are simpler # --no-conf prevents...
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python-data/transform_util.py
.py
import re class TransformUtil: @classmethod def remove_punctuation(cls, value): """Removes !, #, and ?. """ return re.sub('[!#?]', '', value) @classmethod def clean_strings(cls, strings, ops): """General purpose method to clean strings. Pass in a se...
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python-data/type_util.py
.py
class TypeUtil: @classmethod def is_iterable(cls, obj): """Determines if obj is iterable. Useful when writing functions that can accept multiple types of input (list, tuple, ndarray, iterator). Pairs well with convert_to_list. """ try: iter(obj) ...
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python-data/tests/test_transform_util.py
.py
from nose.tools import assert_equal from ..transform_util import TransformUtil class TestTransformUtil(): states = [' Alabama ', 'Georgia!', 'Georgia', 'georgia', \ 'FlOrIda', 'south carolina##', 'West virginia?'] expected_output = ['Alabama', 'Georgia', ...
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python-data/tests/test_type_util.py
.py
from nose.tools import assert_equal from ..type_util import TypeUtil class TestUtil(): def test_is_iterable(self): assert_equal(TypeUtil.is_iterable('foo'), True) assert_equal(TypeUtil.is_iterable(7), False) def test_convert_to_list(self): assert_equal(isinstance(TypeUtil.convert_to_...
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data/titanic/myfirstforest.py
.py
""" Writing my first randomforest code. Author : AstroDave Date : 23rd September 2012 Revised: 15 April 2014 please see packages.python.org/milk/randomforests.html for more """ import pandas as pd import numpy as np import csv as csv from sklearn.ensemble import RandomForestClassifier # Data cleanup # TRAIN DATA tra...
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data/titanic/gendermodel.py
.py
""" This simple code is desinged to teach a basic user to read in the files in python, simply find what proportion of males and females survived and make a predictive model based on this Author : AstroDave Date : 18 September 2012 Revised: 28 March 2014 """ import csv as csv import numpy as np csv_file_object = csv...
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data/titanic/genderclassmodel.py
.py
""" Now that the user can read in a file this creates a model which uses the price, class and gender Author : AstroDave Date : 18th September 2012 Revised : 28 March 2014 """ import csv as csv import numpy as np csv_file_object = csv.reader(open('train.csv', 'rb')) # Load in the csv file header = csv_file_obj...
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scipy/first.py
.py
"""This file contains code used in "Think Stats", by Allen B. Downey, available from greenteapress.com Copyright 2014 Allen B. Downey License: GNU GPLv3 http://www.gnu.org/licenses/gpl.html """ from __future__ import print_function import math import numpy as np import nsfg import thinkstats2 import thinkplot def...
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scipy/thinkplot.py
.py
"""This file contains code for use with "Think Stats", by Allen B. Downey, available from greenteapress.com Copyright 2014 Allen B. Downey License: GNU GPLv3 http://www.gnu.org/licenses/gpl.html """ from __future__ import print_function import math import matplotlib import matplotlib.pyplot as pyplot import numpy as...
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scipy/thinkstats2.py
.py
"""This file contains code for use with "Think Stats" and "Think Bayes", both by Allen B. Downey, available from greenteapress.com Copyright 2014 Allen B. Downey License: GNU GPLv3 http://www.gnu.org/licenses/gpl.html """ from __future__ import print_function, division """This file contains class definitions for: H...
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scipy/nsfg.py
.py
"""This file contains code for use with "Think Stats", by Allen B. Downey, available from greenteapress.com Copyright 2010 Allen B. Downey License: GNU GPLv3 http://www.gnu.org/licenses/gpl.html """ from __future__ import print_function from collections import defaultdict import numpy as np import sys import thinks...
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GitHub520
fetch_ips.py
.py
#!/usr/bin/env python # -*- coding:utf-8 -*- # # Author : XueWeiHan # E-mail : 595666367@qq.com # Date : 2020-05-19 15:27 # Desc : 获取最新的 GitHub 相关域名对应 IP from typing import Any, Dict, List, Optional from datetime import datetime import socket import time import sys import asyncio import aiodn...
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GitHub520
common.py
.py
#!/usr/bin/env python # -*- coding:utf-8 -*- # # Author : XueWeiHan # E-mail : 595666367@qq.com # Date : 2025-01-16 15:27 # Desc : 公共函数 import os import json from typing import Any, Optional from datetime import datetime, timezone, timedelta from retry import retry GITHUB_URLS = [ 'alive.g...
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update_ips.py
.py
#!/usr/bin/env python # -*- coding:utf-8 -*- # # Author : XueWeiHan # E-mail : 595666367@qq.com # Date : 2025-01-16 15:27 # Desc : GitHub Action 运行的脚本 import json from typing import Any, Optional import requests from retry import retry from common import write_hosts_content @retry(tries=3) d...
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