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Repository: soskek/attention_is_all_you_need
Branch: master
Commit: 1c72fd1e50c1
Files: 10
Total size: 435.3 KB

Directory structure:
gitextract_z4u87utv/

├── .gitignore
├── .gitmodules
├── LICENSE
├── Observe_Position_Encoding.ipynb
├── README.md
├── download_wmt.sh
├── net.py
├── preprocess.py
├── subfuncs.py
└── train.py

================================================
FILE CONTENTS
================================================

================================================
FILE: .gitignore
================================================
# Byte-compiled / optimized / DLL files
__pycache__/
*.py[cod]
*$py.class

# C extensions
*.so

# Distribution / packaging
.Python
env/
build/
develop-eggs/
dist/
downloads/
eggs/
.eggs/
lib/
lib64/
parts/
sdist/
var/
wheels/
*.egg-info/
.installed.cfg
*.egg

# PyInstaller
#  Usually these files are written by a python script from a template
#  before PyInstaller builds the exe, so as to inject date/other infos into it.
*.manifest
*.spec

# Installer logs
pip-log.txt
pip-delete-this-directory.txt

# Unit test / coverage reports
htmlcov/
.tox/
.coverage
.coverage.*
.cache
nosetests.xml
coverage.xml
*.cover
.hypothesis/

# Translations
*.mo
*.pot

# Django stuff:
*.log
local_settings.py

# Flask stuff:
instance/
.webassets-cache

# Scrapy stuff:
.scrapy

# Sphinx documentation
docs/_build/

# PyBuilder
target/

# Jupyter Notebook
.ipynb_checkpoints

# pyenv
.python-version

# celery beat schedule file
celerybeat-schedule

# SageMath parsed files
*.sage.py

# dotenv
.env

# virtualenv
.venv
venv/
ENV/

# Spyder project settings
.spyderproject
.spyproject

# Rope project settings
.ropeproject

# mkdocs documentation
/site

# mypy
.mypy_cache/


================================================
FILE: .gitmodules
================================================


================================================
FILE: LICENSE
================================================
BSD 3-Clause License

Copyright (c) 2017, Sosuke Kobayashi
All rights reserved.

Redistribution and use in source and binary forms, with or without
modification, are permitted provided that the following conditions are met:

* Redistributions of source code must retain the above copyright notice, this
  list of conditions and the following disclaimer.

* Redistributions in binary form must reproduce the above copyright notice,
  this list of conditions and the following disclaimer in the documentation
  and/or other materials provided with the distribution.

* Neither the name of the copyright holder nor the names of its
  contributors may be used to endorse or promote products derived from
  this software without specific prior written permission.

THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS"
AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE
IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE
DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE
FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL
DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR
SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER
CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY,
OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE
OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.


================================================
FILE: Observe_Position_Encoding.ipynb
================================================
{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/sos/.pyenv/versions/anaconda3-4.3.1/lib/python3.6/site-packages/matplotlib/__init__.py:1405: UserWarning: \n",
      "This call to matplotlib.use() has no effect because the backend has already\n",
      "been chosen; matplotlib.use() must be called *before* pylab, matplotlib.pyplot,\n",
      "or matplotlib.backends is imported for the first time.\n",
      "\n",
      "  warnings.warn(_use_error_msg)\n"
     ]
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "import numpy as np\n",
    "import matplotlib\n",
    "matplotlib.use(\"Agg\")\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def make_position_encoding(xp, batch, length, n_units, f=10000.):\n",
    "    assert(n_units % 2 == 0)\n",
    "    position_block = xp.broadcast_to(\n",
    "        xp.arange(length)[None, None, :],\n",
    "        (batch, n_units // 2, length)).astype('f')\n",
    "    unit_block = xp.broadcast_to(\n",
    "        xp.arange(n_units // 2)[None, :, None],\n",
    "        (batch, n_units // 2, length)).astype('f')\n",
    "    rad_block = position_block / (f * 1.) ** (unit_block / (n_units // 2))\n",
    "    sin_block = xp.sin(rad_block)\n",
    "    cos_block = xp.cos(rad_block)\n",
    "    emb_block = xp.concatenate([sin_block, cos_block], axis=1)\n",
    "    return emb_block"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x10fac99e8>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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rKCiwrVu3mplZVlaWJRIJi8fj9tZbb6VfiAAIV4jTJYsEY+ThJkN3QGPBfVoB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\nrkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10fab2f60>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set()\n",
    "a = make_position_encoding(np, 1, 100, 512, 10000)[0]\n",
    "plt.figure(figsize=(20, 10))\n",
    "sns.heatmap(a, cmap='afmhot')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1100ba710>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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cbEfqyEiZw17rSh/1IsmWARM5I5FlzQGNIYEO/YmpR5s2pAkNkZ4SGR2pHQdt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Wto3749evbsibKyssL3QFEUxUQ8koameBQfpUIqBhKgVFzFQAKWDq4oXsMxA6G2thbxeBzpdBoA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\nI4/gO9/5jsPdCQeClIPJ5JIRX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Download .txt
gitextract_z4u87utv/

├── .gitignore
├── .gitmodules
├── LICENSE
├── Observe_Position_Encoding.ipynb
├── README.md
├── download_wmt.sh
├── net.py
├── preprocess.py
├── subfuncs.py
└── train.py
Download .txt
SYMBOL INDEX (58 symbols across 4 files)

FILE: net.py
  function sentence_block_embed (line 17) | def sentence_block_embed(embed, x):
  function seq_func (line 35) | def seq_func(func, x, reconstruct_shape=True):
  class LayerNormalizationSentence (line 55) | class LayerNormalizationSentence(L.LayerNormalization):
    method __init__ (line 64) | def __init__(self, *args, **kwargs):
    method __call__ (line 67) | def __call__(self, x):
  class ConvolutionSentence (line 72) | class ConvolutionSentence(L.Convolution2D):
    method __init__ (line 82) | def __init__(self, in_channels, out_channels,
    method __call__ (line 90) | def __call__(self, x):
  class MultiHeadAttention (line 108) | class MultiHeadAttention(chainer.Chain):
    method __init__ (line 117) | def __init__(self, n_units, h=8, dropout=0.1, self_attention=True):
    method __call__ (line 139) | def __call__(self, x, z=None, mask=None):
  class FeedForwardLayer (line 182) | class FeedForwardLayer(chainer.Chain):
    method __init__ (line 183) | def __init__(self, n_units):
    method __call__ (line 194) | def __call__(self, e):
  class EncoderLayer (line 201) | class EncoderLayer(chainer.Chain):
    method __init__ (line 202) | def __init__(self, n_units, h=8, dropout=0.1):
    method __call__ (line 211) | def __call__(self, e, xx_mask):
  class DecoderLayer (line 222) | class DecoderLayer(chainer.Chain):
    method __init__ (line 223) | def __init__(self, n_units, h=8, dropout=0.1):
    method __call__ (line 235) | def __call__(self, e, s, xy_mask, yy_mask):
  class Encoder (line 250) | class Encoder(chainer.Chain):
    method __init__ (line 251) | def __init__(self, n_layers, n_units, h=8, dropout=0.1):
    method __call__ (line 260) | def __call__(self, e, xx_mask):
  class Decoder (line 266) | class Decoder(chainer.Chain):
    method __init__ (line 267) | def __init__(self, n_layers, n_units, h=8, dropout=0.1):
    method __call__ (line 276) | def __call__(self, e, source, xy_mask, yy_mask):
  class Transformer (line 282) | class Transformer(chainer.Chain):
    method __init__ (line 284) | def __init__(self, n_layers, n_source_vocab, n_target_vocab, n_units,
    method initialize_position_encoding (line 308) | def initialize_position_encoding(self, length, n_units):
    method make_input_embedding (line 342) | def make_input_embedding(self, embed, block):
    method make_attention_mask (line 354) | def make_attention_mask(self, source_block, target_block):
    method make_history_mask (line 360) | def make_history_mask(self, block):
    method output (line 368) | def output(self, h):
    method output_and_loss (line 371) | def output_and_loss(self, h_block, t_block):
    method __call__ (line 413) | def __call__(self, x_block, y_in_block, y_out_block, get_prediction=Fa...
    method translate (line 440) | def translate(self, x_block, max_length=50, beam=5):
    method translate_beam (line 478) | def translate_beam(self, x_block, max_length=50, beam=5):
  function get_topk (line 531) | def get_topk(x, k=5, axis=1):

FILE: preprocess.py
  function split_sentence (line 15) | def split_sentence(s):
  function open_file (line 26) | def open_file(path):
  function count_lines (line 30) | def count_lines(path):
  function read_file (line 35) | def read_file(path):
  function count_words (line 44) | def count_words(path, max_vocab_size=40000):
  function make_dataset (line 54) | def make_dataset(path, vocab):
  function make_array (line 70) | def make_array(word_id, words):

FILE: subfuncs.py
  class VaswaniRule (line 6) | class VaswaniRule(extension.Extension):
    method __init__ (line 25) | def __init__(self, attr, d, warmup_steps=4000,
    method initialize (line 37) | def initialize(self, trainer):
    method __call__ (line 49) | def __call__(self, trainer):
    method serialize (line 57) | def serialize(self, serializer):
    method _get_optimizer (line 61) | def _get_optimizer(self, trainer):
    method _update_value (line 64) | def _update_value(self, optimizer, value):

FILE: train.py
  function seq2seq_pad_concat_convert (line 24) | def seq2seq_pad_concat_convert(xy_batch, device, eos_id=0, bos_id=2):
  function source_pad_concat_convert (line 71) | def source_pad_concat_convert(x_seqs, device, eos_id=0, bos_id=2):
  class CalculateBleu (line 85) | class CalculateBleu(chainer.training.Extension):
    method __init__ (line 90) | def __init__(
    method __call__ (line 99) | def __call__(self, trainer):
  function main (line 124) | def main():
Condensed preview — 10 files, each showing path, character count, and a content snippet. Download the .json file or copy for the full structured content (453K chars).
[
  {
    "path": ".gitignore",
    "chars": 1157,
    "preview": "# Byte-compiled / optimized / DLL files\n__pycache__/\n*.py[cod]\n*$py.class\n\n# C extensions\n*.so\n\n# Distribution / packagi"
  },
  {
    "path": ".gitmodules",
    "chars": 0,
    "preview": ""
  },
  {
    "path": "LICENSE",
    "chars": 1516,
    "preview": "BSD 3-Clause License\n\nCopyright (c) 2017, Sosuke Kobayashi\nAll rights reserved.\n\nRedistribution and use in source and bi"
  },
  {
    "path": "Observe_Position_Encoding.ipynb",
    "chars": 399960,
    "preview": "{\n \"cells\": [\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 1,\n   \"metadata\": {\n    \"collapsed\": false\n   },\n   \"out"
  },
  {
    "path": "README.md",
    "chars": 4378,
    "preview": "# Transformer - Attention Is All You Need\n[Chainer](https://github.com/chainer/chainer/)-based Python implementation of "
  },
  {
    "path": "download_wmt.sh",
    "chars": 189,
    "preview": "curl -O http://www.statmt.org/europarl/v7/fr-en.tgz\ncurl -O http://www.statmt.org/wmt15/dev-v2.tgz\ngzip -dc fr-en.tgz | "
  },
  {
    "path": "net.py",
    "chars": 20450,
    "preview": "# encoding: utf-8\n\nimport numpy as np\n\nimport chainer\nfrom chainer import cuda\nimport chainer.functions as F\nimport chai"
  },
  {
    "path": "preprocess.py",
    "chars": 1752,
    "preview": "from __future__ import unicode_literals\n\nimport collections\nimport io\nimport re\n\nimport numpy\nimport progressbar\n\n\nsplit"
  },
  {
    "path": "subfuncs.py",
    "chars": 2398,
    "preview": "from __future__ import division\n\nfrom chainer.training import extension\n\n\nclass VaswaniRule(extension.Extension):\n\n    \""
  },
  {
    "path": "train.py",
    "chars": 13936,
    "preview": "# encoding: utf-8\n\nimport argparse\nimport json\nimport os.path\n\nfrom nltk.translate import bleu_score\nimport numpy\nimport"
  }
]

About this extraction

This page contains the full source code of the soskek/attention_is_all_you_need GitHub repository, extracted and formatted as plain text for AI agents and large language models (LLMs). The extraction includes 10 files (435.3 KB), approximately 276.3k tokens, and a symbol index with 58 extracted functions, classes, methods, constants, and types. Use this with OpenClaw, Claude, ChatGPT, Cursor, Windsurf, or any other AI tool that accepts text input. You can copy the full output to your clipboard or download it as a .txt file.

Extracted by GitExtract — free GitHub repo to text converter for AI. Built by Nikandr Surkov.

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