├── .circleci ├── cmake_test.sh ├── config.yml ├── gcc_test.sh ├── pip_test.sh ├── pull_data.sh ├── python_test.sh ├── run_locally.sh ├── setup_circleimg.sh └── setup_debian.sh ├── .gitignore ├── CMakeLists.txt ├── CONTRIBUTING.md ├── LICENSE ├── MANIFEST.in ├── Makefile ├── PATENTS ├── README.md ├── appveyor.yml ├── classification-example.sh ├── classification-results.sh ├── docs ├── api.md ├── cheatsheet.md ├── crawl-vectors.md ├── dataset.md ├── english-vectors.md ├── faqs.md ├── language-identification.md ├── options.md ├── pretrained-vectors.md ├── references.md ├── supervised-models.md ├── supervised-tutorial.md ├── support.md └── unsupervised-tutorials.md ├── eval.py ├── get-wikimedia.sh ├── pretrained-vectors.md ├── python ├── README.md ├── README.rst ├── benchmarks │ ├── README.rst │ └── get_word_vector.py ├── doc │ └── examples │ │ ├── FastTextEmbeddingBag.py │ │ ├── bin_to_vec.py │ │ ├── compute_accuracy.py │ │ ├── get_vocab.py │ │ ├── train_supervised.py │ │ └── train_unsupervised.py └── fastText │ ├── FastText.py │ ├── __init__.py │ ├── pybind │ └── fasttext_pybind.cc │ ├── tests │ ├── __init__.py │ ├── test_configurations.py │ └── test_script.py │ └── util │ ├── __init__.py │ └── util.py ├── quantization-example.sh ├── runtests.py ├── scripts ├── kbcompletion │ ├── README.md │ ├── data.sh │ ├── eval.cpp │ ├── fb15k.sh │ ├── fb15k237.sh │ ├── svo.sh │ └── wn18.sh └── quantization │ └── quantization-results.sh ├── setup.cfg ├── setup.py ├── src ├── args.cc ├── args.h ├── dictionary.cc ├── dictionary.h ├── fasttext.cc ├── fasttext.h ├── main.cc ├── matrix.cc ├── matrix.h ├── model.cc ├── model.h ├── productquantizer.cc ├── productquantizer.h ├── qmatrix.cc ├── qmatrix.h ├── real.h ├── utils.cc ├── utils.h ├── vector.cc └── vector.h ├── tests └── fetch_test_data.sh ├── website ├── README.md ├── blog │ ├── 2016-08-18-blog-post.md │ ├── 2017-05-02-blog-post.md │ └── 2017-10-02-blog-post.md ├── core │ └── Footer.js ├── package.json ├── pages │ └── en │ │ └── index.js ├── sidebars.json ├── siteConfig.js └── static │ ├── docs │ └── en │ │ └── html │ │ ├── .classfasttext_1_1QMatrix-members.html.i4eKqy │ │ ├── annotated.html │ │ ├── annotated_dup.js │ │ ├── args_8cc.html │ │ ├── args_8h.html │ │ ├── args_8h.js │ │ ├── args_8h_source.html │ │ ├── bc_s.png │ │ ├── bdwn.png │ │ ├── classes.html │ │ ├── classfasttext_1_1Args-members.html │ │ ├── classfasttext_1_1Args.html │ │ ├── classfasttext_1_1Args.js │ │ ├── classfasttext_1_1Dictionary-members.html │ │ ├── classfasttext_1_1Dictionary.html │ │ ├── classfasttext_1_1Dictionary.js │ │ ├── classfasttext_1_1FastText-members.html │ │ ├── classfasttext_1_1FastText.html │ │ ├── classfasttext_1_1FastText.js │ │ ├── classfasttext_1_1Matrix-members.html │ │ ├── classfasttext_1_1Matrix.html │ │ ├── classfasttext_1_1Matrix.js │ │ ├── classfasttext_1_1Model-members.html │ │ ├── classfasttext_1_1Model.html │ │ ├── classfasttext_1_1Model.js │ │ ├── classfasttext_1_1ProductQuantizer-members.html │ │ ├── classfasttext_1_1ProductQuantizer.html │ │ ├── classfasttext_1_1ProductQuantizer.js │ │ ├── classfasttext_1_1QMatrix-members.html │ │ ├── classfasttext_1_1QMatrix.html │ │ ├── classfasttext_1_1QMatrix.js │ │ ├── classfasttext_1_1Vector-members.html │ │ ├── classfasttext_1_1Vector.html │ │ ├── classfasttext_1_1Vector.js │ │ ├── closed.png │ │ ├── dictionary_8cc.html │ │ ├── dictionary_8h.html │ │ ├── dictionary_8h.js │ │ ├── dictionary_8h_source.html │ │ ├── dir_68267d1309a1af8e8297ef4c3efbcdba.html │ │ ├── dir_68267d1309a1af8e8297ef4c3efbcdba.js │ │ ├── doc.png │ │ ├── doxygen.css │ │ ├── doxygen.png │ │ ├── dynsections.js │ │ ├── fasttext_8cc.html │ │ ├── fasttext_8h.html │ │ ├── fasttext_8h.js │ │ ├── fasttext_8h_source.html │ │ ├── favicon.png │ │ ├── files.html │ │ ├── files.js │ │ ├── folderclosed.png │ │ ├── folderopen.png │ │ ├── functions.html │ │ ├── functions_0x7e.html │ │ ├── functions_b.html │ │ ├── functions_c.html │ │ ├── functions_d.html │ │ ├── functions_dup.js │ │ ├── functions_e.html │ │ ├── functions_f.html │ │ ├── functions_func.html │ │ ├── functions_g.html │ │ ├── functions_h.html │ │ ├── functions_i.html │ │ ├── functions_k.html │ │ ├── functions_l.html │ │ ├── functions_m.html │ │ ├── functions_n.html │ │ ├── functions_o.html │ │ ├── functions_p.html │ │ ├── functions_q.html │ │ ├── functions_r.html │ │ ├── functions_s.html │ │ ├── functions_t.html │ │ ├── functions_u.html │ │ ├── functions_v.html │ │ ├── functions_vars.html │ │ ├── functions_w.html │ │ ├── functions_z.html │ │ ├── globals.html │ │ ├── globals_defs.html │ │ ├── globals_func.html │ │ ├── index.html │ │ ├── jquery.js │ │ ├── main_8cc.html │ │ ├── main_8cc.js │ │ ├── matrix_8cc.html │ │ ├── matrix_8h.html │ │ ├── matrix_8h_source.html │ │ ├── menu.js │ │ ├── menudata.js │ │ ├── model_8cc.html │ │ ├── model_8h.html │ │ ├── model_8h.js │ │ ├── model_8h_source.html │ │ ├── namespacefasttext.html │ │ ├── namespacefasttext.js │ │ ├── namespacefasttext_1_1utils.html │ │ ├── namespacemembers.html │ │ ├── namespacemembers_enum.html │ │ ├── namespacemembers_func.html │ │ ├── namespacemembers_type.html │ │ ├── namespaces.html │ │ ├── namespaces.js │ │ ├── nav_f.png │ │ ├── nav_g.png │ │ ├── nav_h.png │ │ ├── navtree.css │ │ ├── navtree.js │ │ ├── navtreedata.js │ │ ├── navtreeindex0.js │ │ ├── navtreeindex1.js │ │ ├── open.png │ │ ├── productquantizer_8cc.html │ │ ├── productquantizer_8cc.js │ │ ├── productquantizer_8h.html │ │ ├── productquantizer_8h_source.html │ │ ├── qmatrix_8cc.html │ │ ├── qmatrix_8h.html │ │ ├── qmatrix_8h_source.html │ │ ├── real_8h.html │ │ ├── real_8h.js │ │ ├── real_8h_source.html │ │ ├── resize.js │ │ ├── search │ │ ├── .files_7.html.StRRNc │ │ ├── .variables_a.html.1MGQ27 │ │ ├── all_0.html │ │ ├── all_0.js │ │ ├── all_1.html │ │ ├── all_1.js │ │ ├── all_10.html │ │ ├── all_10.js │ │ ├── all_11.html │ │ ├── all_11.js │ │ ├── all_12.html │ │ ├── all_12.js │ │ ├── all_13.html │ │ ├── all_13.js │ │ ├── all_14.html │ │ ├── all_14.js │ │ ├── all_15.html │ │ ├── all_15.js │ │ ├── all_16.html │ │ ├── all_16.js │ │ ├── all_17.html │ │ ├── all_17.js │ │ ├── all_2.html │ │ ├── all_2.js │ │ ├── all_3.html │ │ ├── all_3.js │ │ ├── all_4.html │ │ ├── all_4.js │ │ ├── all_5.html │ │ ├── all_5.js │ │ ├── all_6.html │ │ ├── all_6.js │ │ ├── all_7.html │ │ ├── all_7.js │ │ ├── all_8.html │ │ ├── all_8.js │ │ ├── all_9.html │ │ ├── all_9.js │ │ ├── all_a.html │ │ ├── all_a.js │ │ ├── all_b.html │ │ ├── all_b.js │ │ ├── all_c.html │ │ ├── all_c.js │ │ ├── all_d.html │ │ ├── all_d.js │ │ ├── all_e.html │ │ ├── all_e.js │ │ ├── all_f.html │ │ ├── all_f.js │ │ ├── classes_0.html │ │ ├── classes_0.js │ │ ├── classes_1.html │ │ ├── classes_1.js │ │ ├── classes_2.html │ │ ├── classes_2.js │ │ ├── classes_3.html │ │ ├── classes_3.js │ │ ├── classes_4.html │ │ ├── classes_4.js │ │ ├── classes_5.html │ │ ├── classes_5.js │ │ ├── classes_6.html │ │ ├── classes_6.js │ │ ├── classes_7.html │ │ ├── classes_7.js │ │ ├── classes_8.html │ │ ├── classes_8.js │ │ ├── close.png │ │ ├── defines_0.html │ │ ├── defines_0.js │ │ ├── defines_1.html │ │ ├── defines_1.js │ │ ├── defines_2.html │ │ ├── defines_2.js │ │ ├── defines_3.html │ │ ├── defines_3.js │ │ ├── enums_0.html │ │ ├── enums_0.js │ │ ├── enums_1.html │ │ ├── enums_1.js │ │ ├── enums_2.html │ │ ├── enums_2.js │ │ ├── enumvalues_0.html │ │ ├── enumvalues_0.js │ │ ├── enumvalues_1.html │ │ ├── enumvalues_1.js │ │ ├── enumvalues_2.html │ │ ├── enumvalues_2.js │ │ ├── enumvalues_3.html │ │ ├── enumvalues_3.js │ │ ├── enumvalues_4.html │ │ ├── enumvalues_4.js │ │ ├── enumvalues_5.html │ │ ├── enumvalues_5.js │ │ ├── files_0.html │ │ ├── files_0.js │ │ ├── files_1.html │ │ ├── files_1.js │ │ ├── files_2.html │ │ ├── files_2.js │ │ ├── files_3.html │ │ ├── files_3.js │ │ ├── files_4.html │ │ ├── files_4.js │ │ ├── files_5.html │ │ ├── files_5.js │ │ ├── files_6.html │ │ ├── files_6.js │ │ ├── files_7.html │ │ ├── files_7.js │ │ ├── files_8.html │ │ ├── files_8.js │ │ ├── functions_0.html │ │ ├── functions_0.js │ │ ├── functions_1.html │ │ ├── functions_1.js │ │ ├── functions_10.html │ │ ├── functions_10.js │ │ ├── functions_11.html │ │ ├── functions_11.js │ │ ├── functions_12.html │ │ ├── functions_12.js │ │ ├── functions_13.html │ │ ├── functions_13.js │ │ ├── functions_14.html │ │ ├── functions_14.js │ │ ├── functions_15.html │ │ ├── functions_15.js │ │ ├── functions_16.html │ │ ├── functions_16.js │ │ ├── functions_17.html │ │ ├── functions_17.js │ │ ├── functions_2.html │ │ ├── functions_2.js │ │ ├── functions_3.html │ │ ├── functions_3.js │ │ ├── functions_4.html │ │ ├── functions_4.js │ │ ├── functions_5.html │ │ ├── functions_5.js │ │ ├── functions_6.html │ │ ├── functions_6.js │ │ ├── functions_7.html │ │ ├── functions_7.js │ │ ├── functions_8.html │ │ ├── functions_8.js │ │ ├── functions_9.html │ │ ├── functions_9.js │ │ ├── functions_a.html │ │ ├── functions_a.js │ │ ├── functions_b.html │ │ ├── functions_b.js │ │ ├── functions_c.html │ │ ├── functions_c.js │ │ ├── functions_d.html │ │ ├── functions_d.js │ │ ├── functions_e.html │ │ ├── functions_e.js │ │ ├── functions_f.html │ │ ├── functions_f.js │ │ ├── mag_sel.png │ │ ├── namespaces_0.html │ │ ├── namespaces_0.js │ │ ├── nomatches.html │ │ ├── search.css │ │ ├── search.js │ │ ├── search_l.png │ │ ├── search_m.png │ │ ├── search_r.png │ │ ├── searchdata.js │ │ ├── typedefs_0.html │ │ ├── typedefs_0.js │ │ ├── typedefs_1.html │ │ ├── typedefs_1.js │ │ ├── variables_0.html │ │ ├── variables_0.js │ │ ├── variables_1.html │ │ ├── variables_1.js │ │ ├── variables_10.html │ │ ├── variables_10.js │ │ ├── variables_11.html │ │ ├── variables_11.js │ │ ├── variables_12.html │ │ ├── variables_12.js │ │ ├── variables_13.html │ │ ├── variables_13.js │ │ ├── variables_2.html │ │ ├── variables_2.js │ │ ├── variables_3.html │ │ ├── variables_3.js │ │ ├── variables_4.html │ │ ├── variables_4.js │ │ ├── variables_5.html │ │ ├── variables_5.js │ │ ├── variables_6.html │ │ ├── variables_6.js │ │ ├── variables_7.html │ │ ├── variables_7.js │ │ ├── variables_8.html │ │ ├── variables_8.js │ │ ├── variables_9.html │ │ ├── variables_9.js │ │ ├── variables_a.html │ │ ├── variables_a.js │ │ ├── variables_b.html │ │ ├── variables_b.js │ │ ├── variables_c.html │ │ ├── variables_c.js │ │ ├── variables_d.html │ │ ├── variables_d.js │ │ ├── variables_e.html │ │ ├── variables_e.js │ │ ├── variables_f.html │ │ └── variables_f.js │ │ ├── splitbar.png │ │ ├── structfasttext_1_1Node-members.html │ │ ├── structfasttext_1_1Node.html │ │ ├── structfasttext_1_1Node.js │ │ ├── structfasttext_1_1entry-members.html │ │ ├── structfasttext_1_1entry.html │ │ ├── structfasttext_1_1entry.js │ │ ├── sync_off.png │ │ ├── sync_on.png │ │ ├── tab_a.png │ │ ├── tab_b.png │ │ ├── tab_h.png │ │ ├── tab_s.png │ │ ├── tabs.css │ │ ├── utils_8cc.html │ │ ├── utils_8cc.js │ │ ├── utils_8h.html │ │ ├── utils_8h.js │ │ ├── utils_8h_source.html │ │ ├── vector_8cc.html │ │ ├── vector_8cc.js │ │ ├── vector_8h.html │ │ ├── vector_8h.js │ │ └── vector_8h_source.html │ ├── fasttext.css │ └── img │ ├── authors │ ├── armand_joulin.jpg │ ├── christian_puhrsch.png │ ├── edouard_grave.jpeg │ ├── piotr_bojanowski.jpg │ └── tomas_mikolov.jpg │ ├── blog │ ├── 2016-08-18-blog-post-img1.png │ ├── 2016-08-18-blog-post-img2.png │ ├── 2017-05-02-blog-post-img1.jpg │ ├── 2017-05-02-blog-post-img2.jpg │ └── 2017-10-02-blog-post-img1.png │ ├── cbo_vs_skipgram.png │ ├── fasttext-icon-api.png │ ├── fasttext-icon-bg-web.png │ ├── fasttext-icon-color-square.png │ ├── fasttext-icon-color-web.png │ ├── fasttext-icon-faq.png │ ├── fasttext-icon-tutorial.png │ ├── fasttext-icon-white-web.png │ ├── fasttext-logo-color-web.png │ ├── fasttext-logo-white-web.png │ ├── logo-color.png │ ├── model-black.png │ ├── model-blue.png │ ├── model-red.png │ ├── ogimage.png │ └── oss_logo.png ├── wikifil.pl └── word-vector-example.sh /.circleci/cmake_test.sh: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env bash 2 | # 3 | # Copyright (c) 2016-present, Facebook, Inc. 4 | # All rights reserved. 5 | # 6 | # This source code is licensed under the BSD-style license found in the 7 | # LICENSE file in the root directory of this source tree. An additional grant 8 | # of patent rights can be found in the PATENTS file in the same directory. 9 | # 10 | 11 | RESULTDIR=result 12 | DATADIR=data 13 | 14 | ./.circleci/pull_data.sh 15 | mkdir buildc && cd buildc && cmake .. && make && cd .. 16 | cp buildc/fasttext . 17 | ./fasttext supervised -input "${DATADIR}/dbpedia.train" -output "${RESULTDIR}/dbpedia" -dim 10 -lr 0.1 -wordNgrams 2 -minCount 1 -bucket 10000000 -epoch 5 -thread 4 -verbose 0 18 | ./fasttext test "${RESULTDIR}/dbpedia.bin" "${DATADIR}/dbpedia.test" 19 | ./fasttext predict "${RESULTDIR}/dbpedia.bin" "${DATADIR}/dbpedia.test" > "${RESULTDIR}/dbpedia.test.predict" 20 | -------------------------------------------------------------------------------- /.circleci/gcc_test.sh: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env bash 2 | # 3 | # Copyright (c) 2016-present, Facebook, Inc. 4 | # All rights reserved. 5 | # 6 | # This source code is licensed under the BSD-style license found in the 7 | # LICENSE file in the root directory of this source tree. An additional grant 8 | # of patent rights can be found in the PATENTS file in the same directory. 9 | # 10 | 11 | RESULTDIR=result 12 | DATADIR=data 13 | 14 | ./.circleci/pull_data.sh 15 | make opt 16 | ./fasttext supervised -input "${DATADIR}/dbpedia.train" -output "${RESULTDIR}/dbpedia" -dim 10 -lr 0.1 -wordNgrams 2 -minCount 1 -bucket 10000000 -epoch 5 -thread 4 -verbose 0 17 | ./fasttext test "${RESULTDIR}/dbpedia.bin" "${DATADIR}/dbpedia.test" 18 | ./fasttext predict "${RESULTDIR}/dbpedia.bin" "${DATADIR}/dbpedia.test" > "${RESULTDIR}/dbpedia.test.predict" 19 | -------------------------------------------------------------------------------- /.circleci/pip_test.sh: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env bash 2 | # 3 | # Copyright (c) 2016-present, Facebook, Inc. 4 | # All rights reserved. 5 | # 6 | # This source code is licensed under the BSD-style license found in the 7 | # LICENSE file in the root directory of this source tree. An additional grant 8 | # of patent rights can be found in the PATENTS file in the same directory. 9 | # 10 | 11 | sudo pip install --index-url https://test.pypi.org/simple/ fasttext 12 | python runtests.py -u 13 | -------------------------------------------------------------------------------- /.circleci/pull_data.sh: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env bash 2 | # 3 | # Copyright (c) 2016-present, Facebook, Inc. 4 | # All rights reserved. 5 | # 6 | # This source code is licensed under the BSD-style license found in the 7 | # LICENSE file in the root directory of this source tree. An additional grant 8 | # of patent rights can be found in the PATENTS file in the same directory. 9 | # 10 | 11 | myshuf() { 12 | perl -MList::Util=shuffle -e 'print shuffle(<>);' "$@"; 13 | } 14 | 15 | normalize_text() { 16 | tr '[:upper:]' '[:lower:]' | sed -e 's/^/__label__/g' | \ 17 | sed -e "s/'/ ' /g" -e 's/"//g' -e 's/\./ \. /g' -e 's/
/ /g' \ 18 | -e 's/,/ , /g' -e 's/(/ ( /g' -e 's/)/ ) /g' -e 's/\!/ \! /g' \ 19 | -e 's/\?/ \? /g' -e 's/\;/ /g' -e 's/\:/ /g' | tr -s " " | myshuf 20 | } 21 | 22 | RESULTDIR=result 23 | DATADIR=data 24 | 25 | mkdir -p "${RESULTDIR}" 26 | mkdir -p "${DATADIR}" 27 | 28 | if [ ! -f "${DATADIR}/dbpedia.train" ] 29 | then 30 | wget -c "https://github.com/le-scientifique/torchDatasets/raw/master/dbpedia_csv.tar.gz" -O "${DATADIR}/dbpedia_csv.tar.gz" 31 | tar -xzvf "${DATADIR}/dbpedia_csv.tar.gz" -C "${DATADIR}" 32 | cat "${DATADIR}/dbpedia_csv/train.csv" | normalize_text > "${DATADIR}/dbpedia.train" 33 | cat "${DATADIR}/dbpedia_csv/test.csv" | normalize_text > "${DATADIR}/dbpedia.test" 34 | fi 35 | -------------------------------------------------------------------------------- /.circleci/python_test.sh: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env bash 2 | # 3 | # Copyright (c) 2016-present, Facebook, Inc. 4 | # All rights reserved. 5 | # 6 | # This source code is licensed under the BSD-style license found in the 7 | # LICENSE file in the root directory of this source tree. An additional grant 8 | # of patent rights can be found in the PATENTS file in the same directory. 9 | # 10 | 11 | sudo pip install . 12 | python runtests.py -u 13 | -------------------------------------------------------------------------------- /.circleci/run_locally.sh: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env bash 2 | # 3 | # Copyright (c) 2016-present, Facebook, Inc. 4 | # All rights reserved. 5 | # 6 | # This source code is licensed under the BSD-style license found in the 7 | # LICENSE file in the root directory of this source tree. An additional grant 8 | # of patent rights can be found in the PATENTS file in the same directory. 9 | # 10 | 11 | # This script illustrates how to run the build tests locally 12 | # This requires docker 13 | 14 | tail -n 15 .circleci/config.yml | sed s/.\\+\"\\\(\.\\+\\\)\"/\\1/g | xargs -P 4 -o -I {} bash -c "circleci build --job {} && (>&2 echo "{}")" > /dev/null 15 | -------------------------------------------------------------------------------- /.circleci/setup_circleimg.sh: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env bash 2 | # 3 | # Copyright (c) 2016-present, Facebook, Inc. 4 | # All rights reserved. 5 | # 6 | # This source code is licensed under the BSD-style license found in the 7 | # LICENSE file in the root directory of this source tree. An additional grant 8 | # of patent rights can be found in the PATENTS file in the same directory. 9 | # 10 | 11 | sudo apt-get update 12 | sudo apt-get install -y cmake python-pip python-dev build-essential 13 | -------------------------------------------------------------------------------- /.circleci/setup_debian.sh: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env bash 2 | # 3 | # Copyright (c) 2016-present, Facebook, Inc. 4 | # All rights reserved. 5 | # 6 | # This source code is licensed under the BSD-style license found in the 7 | # LICENSE file in the root directory of this source tree. An additional grant 8 | # of patent rights can be found in the PATENTS file in the same directory. 9 | # 10 | 11 | apt-get update 12 | apt-get install -y vim g++ make cmake wget git python-pip python-dev build-essential 13 | -------------------------------------------------------------------------------- /.gitignore: -------------------------------------------------------------------------------- 1 | .*.swp 2 | *.o 3 | *.bin 4 | *.vec 5 | data 6 | fasttext 7 | result 8 | *.VC.db 9 | *.VC.VC.opendb 10 | .vs 11 | build -------------------------------------------------------------------------------- /MANIFEST.in: -------------------------------------------------------------------------------- 1 | include LICENSE 2 | include PATENTS 3 | 4 | recursive-include python *.md *.rst 5 | recursive-include src *.h 6 | -------------------------------------------------------------------------------- /docs/api.md: -------------------------------------------------------------------------------- 1 | --- 2 | id: api 3 | title:API 4 | --- 5 | 6 | We automatically generate our [API documentation](/docs/en/html/index.html) with doxygen. 7 | -------------------------------------------------------------------------------- /docs/dataset.md: -------------------------------------------------------------------------------- 1 | --- 2 | id: dataset 3 | title: Datasets 4 | --- 5 | 6 | [Download YFCC100M Dataset](https://fb-public.box.com/s/htfdbrvycvroebv9ecaezaztocbcnsdn) 7 | -------------------------------------------------------------------------------- /docs/support.md: -------------------------------------------------------------------------------- 1 | --- 2 | id: support 3 | title: Get started 4 | --- 5 | 6 | ## What is fastText? 7 | 8 | fastText is a library for efficient learning of word representations and sentence classification. 9 | 10 | ## Requirements 11 | 12 | fastText builds on modern Mac OS and Linux distributions. 13 | Since it uses C++11 features, it requires a compiler with good C++11 support. 14 | These include : 15 | 16 | * (gcc-4.6.3 or newer) or (clang-3.3 or newer) 17 | 18 | Compilation is carried out using a Makefile, so you will need to have a working **make**. 19 | For the word-similarity evaluation script you will need: 20 | 21 | * python 2.6 or newer 22 | * numpy & scipy 23 | 24 | ## Building fastText 25 | 26 | In order to build `fastText`, use the following: 27 | 28 | ```bash 29 | $ git clone https://github.com/facebookresearch/fastText.git 30 | $ cd fastText 31 | $ make 32 | ``` 33 | 34 | This will produce object files for all the classes as well as the main binary `fasttext`. 35 | If you do not plan on using the default system-wide compiler, update the two macros defined at the beginning of the Makefile (CC and INCLUDES). 36 | 37 | -------------------------------------------------------------------------------- /python/benchmarks/README.rst: -------------------------------------------------------------------------------- 1 | These programs allow us to compare the performance of a few key operations when consindering changes. 2 | 3 | It is important to run these to make sure a change doesn't introduce a regression. 4 | -------------------------------------------------------------------------------- /python/doc/examples/bin_to_vec.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | 3 | # Copyright (c) 2017-present, Facebook, Inc. 4 | # All rights reserved. 5 | # 6 | # This source code is licensed under the BSD-style license found in the 7 | # LICENSE file in the root directory of this source tree. An additional grant 8 | # of patent rights can be found in the PATENTS file in the same directory. 9 | 10 | from __future__ import absolute_import 11 | from __future__ import division 12 | from __future__ import print_function 13 | from __future__ import unicode_literals 14 | from __future__ import division, absolute_import, print_function 15 | 16 | from fastText import load_model 17 | import argparse 18 | import errno 19 | 20 | if __name__ == "__main__": 21 | parser = argparse.ArgumentParser( 22 | description=("Print fasttext .vec file to stdout from .bin file") 23 | ) 24 | parser.add_argument( 25 | "model", 26 | help="Model to use", 27 | ) 28 | args = parser.parse_args() 29 | 30 | f = load_model(args.model) 31 | words = f.get_words() 32 | print(str(len(words)) + " " + str(f.get_dimension())) 33 | for w in words: 34 | v = f.get_word_vector(w) 35 | vstr = "" 36 | for vi in v: 37 | vstr += " " + str(vi) 38 | try: 39 | print(w + vstr) 40 | except IOError as e: 41 | if e.errno == errno.EPIPE: 42 | pass 43 | -------------------------------------------------------------------------------- /python/fastText/__init__.py: -------------------------------------------------------------------------------- 1 | # Copyright (c) 2017-present, Facebook, Inc. 2 | # All rights reserved. 3 | # 4 | # This source code is licensed under the BSD-style license found in the 5 | # LICENSE file in the root directory of this source tree. An additional grant 6 | # of patent rights can be found in the PATENTS file in the same directory. 7 | 8 | from __future__ import absolute_import 9 | from __future__ import division 10 | from __future__ import print_function 11 | from __future__ import unicode_literals 12 | 13 | from .FastText import train_supervised 14 | from .FastText import train_unsupervised 15 | from .FastText import load_model 16 | from .FastText import tokenize 17 | from .FastText import EOS 18 | from .FastText import BOW 19 | from .FastText import EOW 20 | -------------------------------------------------------------------------------- /python/fastText/tests/__init__.py: -------------------------------------------------------------------------------- 1 | # Copyright (c) 2017-present, Facebook, Inc. 2 | # All rights reserved. 3 | # 4 | # This source code is licensed under the BSD-style license found in the 5 | # LICENSE file in the root directory of this source tree. An additional grant 6 | # of patent rights can be found in the PATENTS file in the same directory. 7 | 8 | from __future__ import absolute_import 9 | from __future__ import division 10 | from __future__ import print_function 11 | from __future__ import unicode_literals 12 | 13 | from .test_configurations import get_supervised_models 14 | from .test_script import gen_tests 15 | from .test_script import gen_unit_tests 16 | -------------------------------------------------------------------------------- /python/fastText/util/__init__.py: -------------------------------------------------------------------------------- 1 | # Copyright (c) 2017-present, Facebook, Inc. 2 | # All rights reserved. 3 | # 4 | # This source code is licensed under the BSD-style license found in the 5 | # LICENSE file in the root directory of this source tree. An additional grant 6 | # of patent rights can be found in the PATENTS file in the same directory. 7 | 8 | from __future__ import absolute_import 9 | from __future__ import division 10 | from __future__ import print_function 11 | from __future__ import unicode_literals 12 | 13 | from .util import test 14 | from .util import find_nearest_neighbor 15 | -------------------------------------------------------------------------------- /scripts/kbcompletion/README.md: -------------------------------------------------------------------------------- 1 | # Fast Linear Model for Knowledge Graph Embeddings 2 | 3 | ## Knowledge base completion 4 | 5 | These scripts require the [fastText library](https://github.com/facebookresearch/fastText). 6 | 7 | Run the data.sh script to download and format the datasets. Then run any of the scripts to train and test on a given dataset. 8 | 9 | ## Reference 10 | 11 | If you use this code please cite: 12 | 13 | @article{joulin2017fast, 14 | title={Fast Linear Model for Knowledge Graph Embeddings}, 15 | author={Joulin, Armand and Grave, Edouard and Bojanowski, Piotr and Nickel, Maximilian and Mikolov, Tomas}, 16 | journal={arXiv preprint arXiv:1710.10881}, 17 | year={2017} 18 | } 19 | 20 | -------------------------------------------------------------------------------- /scripts/kbcompletion/svo.sh: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env bash 2 | # 3 | # copyright (c) 2017-present, facebook, inc. 4 | # all rights reserved. 5 | # 6 | # this source code is licensed under the bsd-style license found in the 7 | # license file in the root directory of this source tree. an additional grant 8 | # of patent rights can be found in the patents file in the same directory. 9 | # 10 | # script for SVO 11 | DIR=data/SVO-tensor-dataset 12 | FASTTEXTDIR=../../ 13 | 14 | # compile 15 | pushd $FASTTEXTDIR 16 | make opt 17 | popd 18 | ft=${FASTTEXTDIR}/fasttext 19 | 20 | ## Train model and test it on validation: 21 | 22 | dim=200 23 | epoch=3 24 | model=svo 25 | 26 | echo "---- train ----" 27 | time $ft supervised -input ${DIR}/ft_svo_data_train_1000000.dat \ 28 | -dim $dim -epoch $epoch -output ${model} -lr .2 -thread 20 29 | 30 | echo "computing raw hit@5%..." 31 | $ft test ${model}.bin ${DIR}/ft_svo_data_test_250000.dat 227 2> /dev/null | awk '{if(NR==3) print "raw hit@5%="$2}' 32 | 33 | 34 | echo "---- train + valid ----" 35 | time $ft supervised -input ${DIR}/ft_svo_data-valid+train.dat \ 36 | -dim $dim -epoch $epoch -output ${model} -lr .2 -thread 20 37 | 38 | echo "computing raw hit@5%..." 39 | $ft test ${model}.bin ${DIR}/ft_svo_data_test_250000.dat 227 2> /dev/null | awk '{if(NR==3) print "raw hit@5%="$2}' 40 | 41 | -------------------------------------------------------------------------------- /setup.cfg: -------------------------------------------------------------------------------- 1 | [metadata] 2 | description-file = README.md 3 | -------------------------------------------------------------------------------- /src/qmatrix.h: -------------------------------------------------------------------------------- 1 | /** 2 | * Copyright (c) 2016-present, Facebook, Inc. 3 | * All rights reserved. 4 | * 5 | * This source code is licensed under the BSD-style license found in the 6 | * LICENSE file in the root directory of this source tree. An additional grant 7 | * of patent rights can be found in the PATENTS file in the same directory. 8 | */ 9 | 10 | #pragma once 11 | 12 | #include 13 | #include 14 | #include 15 | 16 | #include 17 | #include 18 | 19 | #include "real.h" 20 | 21 | #include "matrix.h" 22 | #include "vector.h" 23 | 24 | #include "productquantizer.h" 25 | 26 | namespace fasttext { 27 | 28 | class QMatrix { 29 | protected: 30 | std::unique_ptr pq_; 31 | std::unique_ptr npq_; 32 | 33 | std::vector codes_; 34 | std::vector norm_codes_; 35 | 36 | bool qnorm_; 37 | 38 | int64_t m_; 39 | int64_t n_; 40 | 41 | int32_t codesize_; 42 | 43 | public: 44 | 45 | QMatrix(); 46 | QMatrix(const Matrix&, int32_t, bool); 47 | 48 | int64_t getM() const; 49 | int64_t getN() const; 50 | 51 | void quantizeNorm(const Vector&); 52 | void quantize(const Matrix&); 53 | 54 | void addToVector(Vector& x, int32_t t) const; 55 | real dotRow(const Vector&, int64_t) const; 56 | 57 | void save(std::ostream&); 58 | void load(std::istream&); 59 | }; 60 | 61 | } 62 | -------------------------------------------------------------------------------- /src/real.h: -------------------------------------------------------------------------------- 1 | /** 2 | * Copyright (c) 2016-present, Facebook, Inc. 3 | * All rights reserved. 4 | * 5 | * This source code is licensed under the BSD-style license found in the 6 | * LICENSE file in the root directory of this source tree. An additional grant 7 | * of patent rights can be found in the PATENTS file in the same directory. 8 | */ 9 | 10 | #pragma once 11 | 12 | namespace fasttext { 13 | 14 | typedef float real; 15 | 16 | } 17 | -------------------------------------------------------------------------------- /src/utils.cc: -------------------------------------------------------------------------------- 1 | /** 2 | * Copyright (c) 2016-present, Facebook, Inc. 3 | * All rights reserved. 4 | * 5 | * This source code is licensed under the BSD-style license found in the 6 | * LICENSE file in the root directory of this source tree. An additional grant 7 | * of patent rights can be found in the PATENTS file in the same directory. 8 | */ 9 | 10 | #include "utils.h" 11 | 12 | #include 13 | 14 | namespace fasttext { 15 | 16 | namespace utils { 17 | 18 | int64_t size(std::ifstream& ifs) { 19 | ifs.seekg(std::streamoff(0), std::ios::end); 20 | return ifs.tellg(); 21 | } 22 | 23 | void seek(std::ifstream& ifs, int64_t pos) { 24 | ifs.clear(); 25 | ifs.seekg(std::streampos(pos)); 26 | } 27 | } 28 | 29 | } 30 | -------------------------------------------------------------------------------- /src/utils.h: -------------------------------------------------------------------------------- 1 | /** 2 | * Copyright (c) 2016-present, Facebook, Inc. 3 | * All rights reserved. 4 | * 5 | * This source code is licensed under the BSD-style license found in the 6 | * LICENSE file in the root directory of this source tree. An additional grant 7 | * of patent rights can be found in the PATENTS file in the same directory. 8 | */ 9 | 10 | #pragma once 11 | 12 | #include 13 | 14 | #if defined(__clang__) || defined(__GNUC__) 15 | # define FASTTEXT_DEPRECATED(msg) __attribute__((__deprecated__(msg))) 16 | #elif defined(_MSC_VER) 17 | # define FASTTEXT_DEPRECATED(msg) __declspec(deprecated(msg)) 18 | #else 19 | # define FASTTEXT_DEPRECATED(msg) 20 | #endif 21 | 22 | namespace fasttext { 23 | 24 | namespace utils { 25 | 26 | int64_t size(std::ifstream&); 27 | void seek(std::ifstream&, int64_t); 28 | } 29 | 30 | } 31 | -------------------------------------------------------------------------------- /website/README.md: -------------------------------------------------------------------------------- 1 | Prerequisites 2 | - nodejs 3 | 4 | To build locally, navigate into subfolder website and execute 5 | - npm install 6 | - npm run start 7 | -------------------------------------------------------------------------------- /website/package.json: -------------------------------------------------------------------------------- 1 | { 2 | "scripts": { 3 | "start": "docusaurus-start", 4 | "build": "docusaurus-build", 5 | "publish-gh-pages": "docusaurus-publish", 6 | "examples": "docusaurus-examples" 7 | }, 8 | "devDependencies": { 9 | "docusaurus": "^1.0.0-alpha.35", 10 | "babel-preset-react": "^6.24.1" 11 | } 12 | } 13 | -------------------------------------------------------------------------------- /website/sidebars.json: -------------------------------------------------------------------------------- 1 | { 2 | "docs": { 3 | "Introduction": ["support", "cheatsheet", "options"], 4 | "Tutorials": ["supervised-tutorial", "unsupervised-tutorial"], 5 | "Help": ["faqs", "api", "references"] 6 | }, 7 | "download": { 8 | "Download": [ 9 | "english-vectors", 10 | "crawl-vectors", 11 | "pretrained-vectors", 12 | "supervised-models", 13 | "language-identification", 14 | "dataset" 15 | ] 16 | } 17 | } 18 | -------------------------------------------------------------------------------- /website/static/docs/en/html/.classfasttext_1_1QMatrix-members.html.i4eKqy: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/xiamx/fastText/4ef502882f46b12a505ce355c0ebb27cd0e2ca42/website/static/docs/en/html/.classfasttext_1_1QMatrix-members.html.i4eKqy -------------------------------------------------------------------------------- /website/static/docs/en/html/annotated_dup.js: -------------------------------------------------------------------------------- 1 | var annotated_dup = 2 | [ 3 | [ "fasttext", "namespacefasttext.html", "namespacefasttext" ] 4 | ]; 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25 | 26 | 27 | -------------------------------------------------------------------------------- /website/static/docs/en/html/search/functions_12.js: -------------------------------------------------------------------------------- 1 | var searchData= 2 | [ 3 | ['test',['test',['../classfasttext_1_1FastText.html#af13c347cb7dde5fea3b0122f029a0b5b',1,'fasttext::FastText::test()'],['../main_8cc.html#a425a56e6d14ed741a6565821124c9413',1,'test(): main.cc']]], 4 | ['textvectors',['textVectors',['../classfasttext_1_1FastText.html#aadb72a552ff01b6d6efe9b161ad8dd49',1,'fasttext::FastText']]], 5 | ['threshold',['threshold',['../classfasttext_1_1Dictionary.html#a17c340c21fee9497945a0fab9521f3a1',1,'fasttext::Dictionary']]], 6 | ['train',['train',['../classfasttext_1_1FastText.html#a7430c17374a28e7f1fd50a9c86ac659b',1,'fasttext::FastText::train()'],['../classfasttext_1_1ProductQuantizer.html#a40e3090d1f7e525c3e9787d9856d3b7d',1,'fasttext::ProductQuantizer::train()'],['../main_8cc.html#a7137053a88d8b242fcac8625ce302b16',1,'train(): main.cc']]], 7 | ['trainthread',['trainThread',['../classfasttext_1_1FastText.html#a1b6d83563616330a64d6db4921e835f1',1,'fasttext::FastText']]] 8 | ]; 9 | -------------------------------------------------------------------------------- /website/static/docs/en/html/search/functions_13.html: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 |
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