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Title: GitHub - LL3Lin/code2vec: TensorFlow code for the neural network presented in the paper: "code2vec: Learning Distributed Representations of Code"

Open Graph Title: GitHub - LL3Lin/code2vec: TensorFlow code for the neural network presented in the paper: "code2vec: Learning Distributed Representations of Code"

X Title: GitHub - LL3Lin/code2vec: TensorFlow code for the neural network presented in the paper: "code2vec: Learning Distributed Representations of Code"

Description: TensorFlow code for the neural network presented in the paper: "code2vec: Learning Distributed Representations of Code" - LL3Lin/code2vec

Open Graph Description: TensorFlow code for the neural network presented in the paper: "code2vec: Learning Distributed Representations of Code" - LL3Lin/code2vec

X Description: TensorFlow code for the neural network presented in the paper: "code2vec: Learning Distributed Representations of Code" - LL3Lin/code2vec

Opengraph URL: https://github.com/LL3Lin/code2vec

X: @github

direct link

Domain: patch-diff.githubusercontent.com

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159 Commitshttps://patch-diff.githubusercontent.com/LL3Lin/code2vec/commits/master/
https://patch-diff.githubusercontent.com/LL3Lin/code2vec/commits/master/
CSharpExtractorhttps://patch-diff.githubusercontent.com/LL3Lin/code2vec/tree/master/CSharpExtractor
CSharpExtractorhttps://patch-diff.githubusercontent.com/LL3Lin/code2vec/tree/master/CSharpExtractor
JavaExtractorhttps://patch-diff.githubusercontent.com/LL3Lin/code2vec/tree/master/JavaExtractor
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Input.javahttps://patch-diff.githubusercontent.com/LL3Lin/code2vec/blob/master/Input.java
LICENSEhttps://patch-diff.githubusercontent.com/LL3Lin/code2vec/blob/master/LICENSE
LICENSEhttps://patch-diff.githubusercontent.com/LL3Lin/code2vec/blob/master/LICENSE
README.mdhttps://patch-diff.githubusercontent.com/LL3Lin/code2vec/blob/master/README.md
README.mdhttps://patch-diff.githubusercontent.com/LL3Lin/code2vec/blob/master/README.md
__init__.pyhttps://patch-diff.githubusercontent.com/LL3Lin/code2vec/blob/master/__init__.py
__init__.pyhttps://patch-diff.githubusercontent.com/LL3Lin/code2vec/blob/master/__init__.py
build_extractor.shhttps://patch-diff.githubusercontent.com/LL3Lin/code2vec/blob/master/build_extractor.sh
build_extractor.shhttps://patch-diff.githubusercontent.com/LL3Lin/code2vec/blob/master/build_extractor.sh
code2vec.pyhttps://patch-diff.githubusercontent.com/LL3Lin/code2vec/blob/master/code2vec.py
code2vec.pyhttps://patch-diff.githubusercontent.com/LL3Lin/code2vec/blob/master/code2vec.py
common.pyhttps://patch-diff.githubusercontent.com/LL3Lin/code2vec/blob/master/common.py
common.pyhttps://patch-diff.githubusercontent.com/LL3Lin/code2vec/blob/master/common.py
config.pyhttps://patch-diff.githubusercontent.com/LL3Lin/code2vec/blob/master/config.py
config.pyhttps://patch-diff.githubusercontent.com/LL3Lin/code2vec/blob/master/config.py
extractor.pyhttps://patch-diff.githubusercontent.com/LL3Lin/code2vec/blob/master/extractor.py
extractor.pyhttps://patch-diff.githubusercontent.com/LL3Lin/code2vec/blob/master/extractor.py
interactive_predict.pyhttps://patch-diff.githubusercontent.com/LL3Lin/code2vec/blob/master/interactive_predict.py
interactive_predict.pyhttps://patch-diff.githubusercontent.com/LL3Lin/code2vec/blob/master/interactive_predict.py
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keras_attention_layer.pyhttps://patch-diff.githubusercontent.com/LL3Lin/code2vec/blob/master/keras_attention_layer.py
keras_checkpoint_saver_callback.pyhttps://patch-diff.githubusercontent.com/LL3Lin/code2vec/blob/master/keras_checkpoint_saver_callback.py
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keras_model.pyhttps://patch-diff.githubusercontent.com/LL3Lin/code2vec/blob/master/keras_model.py
keras_model.pyhttps://patch-diff.githubusercontent.com/LL3Lin/code2vec/blob/master/keras_model.py
keras_topk_word_predictions_layer.pyhttps://patch-diff.githubusercontent.com/LL3Lin/code2vec/blob/master/keras_topk_word_predictions_layer.py
keras_topk_word_predictions_layer.pyhttps://patch-diff.githubusercontent.com/LL3Lin/code2vec/blob/master/keras_topk_word_predictions_layer.py
keras_word_prediction_layer.pyhttps://patch-diff.githubusercontent.com/LL3Lin/code2vec/blob/master/keras_word_prediction_layer.py
keras_word_prediction_layer.pyhttps://patch-diff.githubusercontent.com/LL3Lin/code2vec/blob/master/keras_word_prediction_layer.py
keras_words_subtoken_metrics.pyhttps://patch-diff.githubusercontent.com/LL3Lin/code2vec/blob/master/keras_words_subtoken_metrics.py
keras_words_subtoken_metrics.pyhttps://patch-diff.githubusercontent.com/LL3Lin/code2vec/blob/master/keras_words_subtoken_metrics.py
model_base.pyhttps://patch-diff.githubusercontent.com/LL3Lin/code2vec/blob/master/model_base.py
model_base.pyhttps://patch-diff.githubusercontent.com/LL3Lin/code2vec/blob/master/model_base.py
path_context_reader.pyhttps://patch-diff.githubusercontent.com/LL3Lin/code2vec/blob/master/path_context_reader.py
path_context_reader.pyhttps://patch-diff.githubusercontent.com/LL3Lin/code2vec/blob/master/path_context_reader.py
preprocess.pyhttps://patch-diff.githubusercontent.com/LL3Lin/code2vec/blob/master/preprocess.py
preprocess.pyhttps://patch-diff.githubusercontent.com/LL3Lin/code2vec/blob/master/preprocess.py
preprocess.shhttps://patch-diff.githubusercontent.com/LL3Lin/code2vec/blob/master/preprocess.sh
preprocess.shhttps://patch-diff.githubusercontent.com/LL3Lin/code2vec/blob/master/preprocess.sh
preprocess_csharp.shhttps://patch-diff.githubusercontent.com/LL3Lin/code2vec/blob/master/preprocess_csharp.sh
preprocess_csharp.shhttps://patch-diff.githubusercontent.com/LL3Lin/code2vec/blob/master/preprocess_csharp.sh
requirements.txthttps://patch-diff.githubusercontent.com/LL3Lin/code2vec/blob/master/requirements.txt
requirements.txthttps://patch-diff.githubusercontent.com/LL3Lin/code2vec/blob/master/requirements.txt
tensorflow_model.pyhttps://patch-diff.githubusercontent.com/LL3Lin/code2vec/blob/master/tensorflow_model.py
tensorflow_model.pyhttps://patch-diff.githubusercontent.com/LL3Lin/code2vec/blob/master/tensorflow_model.py
train.shhttps://patch-diff.githubusercontent.com/LL3Lin/code2vec/blob/master/train.sh
train.shhttps://patch-diff.githubusercontent.com/LL3Lin/code2vec/blob/master/train.sh
vocabularies.pyhttps://patch-diff.githubusercontent.com/LL3Lin/code2vec/blob/master/vocabularies.py
vocabularies.pyhttps://patch-diff.githubusercontent.com/LL3Lin/code2vec/blob/master/vocabularies.py
READMEhttps://patch-diff.githubusercontent.com/LL3Lin/code2vec
MIT licensehttps://patch-diff.githubusercontent.com/LL3Lin/code2vec
https://patch-diff.githubusercontent.com/LL3Lin/code2vec#code2vec
Uri Alonhttp://urialon.cswp.cs.technion.ac.il
Meital Zilbersteinhttp://www.cs.technion.ac.il/~mbs/
Omer Levyhttps://levyomer.wordpress.com
Eran Yahavhttp://www.cs.technion.ac.il/~yahave/
[PDF]https://urialon.cswp.cs.technion.ac.il/wp-content/uploads/sites/83/2018/12/code2vec-popl19.pdf
POPL'2019https://popl19.sigplan.org
herehttps://www.youtube.com/watch?v=EJ8okcxL2Iw
herehttps://patch-diff.githubusercontent.com/LL3Lin/code2vec#choosing-implementation-to-use
https://code2vec.org/https://code2vec.org/
https://patch-diff.githubusercontent.com/LL3Lin/code2vec#see-also
PDFhttps://openreview.net/pdf?id=H1gKYo09tX
http://www.code2seq.orghttp://www.code2seq.org
codehttps://github.com/tech-srl/code2seq/
PDFhttps://arxiv.org/pdf/1910.00577.pdf
http://AnyCodeGen.orghttp://AnyCodeGen.org
PDFhttps://arxiv.org/pdf/1910.07517.pdf
PDFhttps://arxiv.org/pdf/1902.09122
Extending to other languageshttps://patch-diff.githubusercontent.com/LL3Lin/code2vec#extending-to-other-languages
more detailshttps://patch-diff.githubusercontent.com/LL3Lin/code2vec#choosing-implementation-to-use
https://github.com/tech-srl/code2vec/raw/master/images/network.png
https://patch-diff.githubusercontent.com/LL3Lin/code2vec#table-of-contents
Requirementshttps://patch-diff.githubusercontent.com/LL3Lin/code2vec#requirements
Quickstarthttps://patch-diff.githubusercontent.com/LL3Lin/code2vec#quickstart
Configurationhttps://patch-diff.githubusercontent.com/LL3Lin/code2vec#configuration
Featureshttps://patch-diff.githubusercontent.com/LL3Lin/code2vec#features
Extending to other languageshttps://patch-diff.githubusercontent.com/LL3Lin/code2vec#extending-to-other-languages
Additional datasetshttps://patch-diff.githubusercontent.com/LL3Lin/code2vec#additional-datasets
Citationhttps://patch-diff.githubusercontent.com/LL3Lin/code2vec#citation
https://patch-diff.githubusercontent.com/LL3Lin/code2vec#requirements
Python3https://www.linuxbabe.com/ubuntu/install-python-3-6-ubuntu-16-04-16-10-17-04
installhttps://www.tensorflow.org/install/install_linux
downloadhttps://developer.nvidia.com/cuda-10.0-download-archive-base
downloadhttp://developer.nvidia.com/cudnn
creating a new datasethttps://patch-diff.githubusercontent.com/LL3Lin/code2vec#creating-and-preprocessing-a-new-java-dataset
manually examining a trained modelhttps://patch-diff.githubusercontent.com/LL3Lin/code2vec#step-4-manual-examination-of-a-trained-model
Java JDKhttps://openjdk.java.net/install/
https://patch-diff.githubusercontent.com/LL3Lin/code2vec#quickstart
https://patch-diff.githubusercontent.com/LL3Lin/code2vec#step-0-cloning-this-repository
https://patch-diff.githubusercontent.com/LL3Lin/code2vec#step-1-creating-a-new-dataset-from-java-sources
https://patch-diff.githubusercontent.com/LL3Lin/code2vec#download-our-preprocessed-dataset-of-14m-examples-compressed-63gb-extracted-32gb
https://patch-diff.githubusercontent.com/LL3Lin/code2vec#creating-and-preprocessing-a-new-java-dataset
preprocess.shhttps://patch-diff.githubusercontent.com/LL3Lin/code2vec/blob/master/preprocess.sh
https://patch-diff.githubusercontent.com/LL3Lin/code2vec#step-2-training-a-model
https://patch-diff.githubusercontent.com/LL3Lin/code2vec#downloading-a-trained-model-14-gb
early stoppinghttps://en.wikipedia.org/wiki/Early_stopping
herehttps://s3.amazonaws.com/code2vec/model/java14m_model.tar.gz
https://patch-diff.githubusercontent.com/LL3Lin/code2vec#note
Releasing the modelhttps://patch-diff.githubusercontent.com/LL3Lin/code2vec#releasing-the-model
https://patch-diff.githubusercontent.com/LL3Lin/code2vec#downloading-a-trained-model-35-gb-which-can-be-further-trained
herehttps://s3.amazonaws.com/code2vec/model/java14m_model_trainable.tar.gz
https://patch-diff.githubusercontent.com/LL3Lin/code2vec#a-model-that-was-trained-on-the-java-large-dataset
Java-largehttps://patch-diff.githubusercontent.com/LL3Lin/code2vec#java-large-compressed-72gb-extracted-37gb
https://patch-diff.githubusercontent.com/LL3Lin/code2vec#training-a-model-from-scratch
train.shhttps://patch-diff.githubusercontent.com/LL3Lin/code2vec/blob/master/train.sh
config.pyhttps://patch-diff.githubusercontent.com/LL3Lin/code2vec/blob/master/config.py
Configurationhttps://patch-diff.githubusercontent.com/LL3Lin/code2vec#configuration
train.shhttps://patch-diff.githubusercontent.com/LL3Lin/code2vec/blob/master/train.sh
https://patch-diff.githubusercontent.com/LL3Lin/code2vec#notes
config.pyhttps://patch-diff.githubusercontent.com/LL3Lin/code2vec/blob/master/config.py
https://patch-diff.githubusercontent.com/LL3Lin/code2vec#step-3-evaluating-a-trained-model
https://patch-diff.githubusercontent.com/LL3Lin/code2vec#step-4-manual-examination-of-a-trained-model
Input.javahttps://patch-diff.githubusercontent.com/LL3Lin/code2vec/blob/master/Input.java
https://patch-diff.githubusercontent.com/LL3Lin/code2vec#configuration
config.pyhttps://patch-diff.githubusercontent.com/LL3Lin/code2vec/blob/master/config.py
https://patch-diff.githubusercontent.com/LL3Lin/code2vec#confignum_train_epochs--20
https://patch-diff.githubusercontent.com/LL3Lin/code2vec#configsave_every_epochs--1
https://patch-diff.githubusercontent.com/LL3Lin/code2vec#configtrain_batch_size--1024
https://patch-diff.githubusercontent.com/LL3Lin/code2vec#configtest_batch_size--configtrain_batch_size
https://patch-diff.githubusercontent.com/LL3Lin/code2vec#configtop_k_words_considered_during_prediction--10
https://patch-diff.githubusercontent.com/LL3Lin/code2vec#confignum_batches_to_log_progress--100
https://patch-diff.githubusercontent.com/LL3Lin/code2vec#confignum_train_batches_to_evaluate--100
https://patch-diff.githubusercontent.com/LL3Lin/code2vec#configreader_num_parallel_batches--4
https://patch-diff.githubusercontent.com/LL3Lin/code2vec#configshuffle_buffer_size--10000
https://patch-diff.githubusercontent.com/LL3Lin/code2vec#configcsv_buffer_size--100--1024--1024---100-mb
https://patch-diff.githubusercontent.com/LL3Lin/code2vec#configmax_contexts--200
https://patch-diff.githubusercontent.com/LL3Lin/code2vec#configmax_token_vocab_size--1301136
https://patch-diff.githubusercontent.com/LL3Lin/code2vec#configmax_target_vocab_size--261245
https://patch-diff.githubusercontent.com/LL3Lin/code2vec#configmax_path_vocab_size--911417
https://patch-diff.githubusercontent.com/LL3Lin/code2vec#configdefault_embeddings_size--128
https://patch-diff.githubusercontent.com/LL3Lin/code2vec#configtoken_embeddings_size--configembeddings_size
https://patch-diff.githubusercontent.com/LL3Lin/code2vec#configpath_embeddings_size--configembeddings_size
https://patch-diff.githubusercontent.com/LL3Lin/code2vec#configcode_vector_size--configpath_embeddings_size--2--configtoken_embeddings_size
https://patch-diff.githubusercontent.com/LL3Lin/code2vec#configtarget_embeddings_size--configcode_vector_size
https://patch-diff.githubusercontent.com/LL3Lin/code2vec#configmax_to_keep--10
https://patch-diff.githubusercontent.com/LL3Lin/code2vec#configdropout_keep_rate--075
https://patch-diff.githubusercontent.com/LL3Lin/code2vec#configseparate_oov_and_pad--false
https://patch-diff.githubusercontent.com/LL3Lin/code2vec#features
https://patch-diff.githubusercontent.com/LL3Lin/code2vec#choosing-implementation-to-use
tensorflow_model.pyhttps://patch-diff.githubusercontent.com/LL3Lin/code2vec/blob/master/tensorflow_model.py
keras_model.pyhttps://patch-diff.githubusercontent.com/LL3Lin/code2vec/blob/master/keras_model.py
https://patch-diff.githubusercontent.com/LL3Lin/code2vec#releasing-the-model
https://patch-diff.githubusercontent.com/LL3Lin/code2vec#exporting-the-trained-token-vectors-and-target-vectors
[Token vectors]https://s3.amazonaws.com/code2vec/model/token_vecs.tar.gz
[Method name vectors]https://s3.amazonaws.com/code2vec/model/target_vecs.tar.gz
gensimhttps://radimrehurek.com/gensim/models/word2vec.html
https://patch-diff.githubusercontent.com/LL3Lin/code2vec#exporting-the-code-vectors-for-the-given-code-examples
https://patch-diff.githubusercontent.com/LL3Lin/code2vec#extending-to-other-languages
@basedrhyshttps://github.com/basedrhys
https://github.com/basedrhys/obfuscated-code2vechttps://github.com/basedrhys/obfuscated-code2vec
@izosakhttps://github.com/izosak
https://github.com/tech-srl/id2vechttps://github.com/tech-srl/id2vec
CMU SEI teamhttps://github.com/cmu-sei/code2vec-c
PathMinerhttps://github.com/JetBrains-Research/astminer
JavaExtractorhttps://patch-diff.githubusercontent.com/LL3Lin/code2vec/blob/master/JavaExtractor
preprocess.shhttps://patch-diff.githubusercontent.com/LL3Lin/code2vec/blob/master/preprocess.sh
https://patch-diff.githubusercontent.com/LL3Lin/code2vec#additional-datasets
code2seqhttps://arxiv.org/pdf/1808.01400
https://github.com/tech-srl/code2seq/blob/master/README.md#datasetshttps://github.com/tech-srl/code2seq/blob/master/README.md#datasets
https://patch-diff.githubusercontent.com/LL3Lin/code2vec#java-small-compressed-366mb-extracted-19gb
Allamanis et al. (ICML'2016)http://groups.inf.ed.ac.uk/cup/codeattention/
https://patch-diff.githubusercontent.com/LL3Lin/code2vec#java-med-compressed-18gb-extracted-93gb
https://patch-diff.githubusercontent.com/LL3Lin/code2vec#java-large-compressed-72gb-extracted-37gb
https://patch-diff.githubusercontent.com/LL3Lin/code2vec#citation
code2vec: Learning Distributed Representations of Codehttps://urialon.cswp.cs.technion.ac.il/wp-content/uploads/sites/83/2018/12/code2vec-popl19.pdf
code2vec.orghttps://code2vec.org
Readme https://patch-diff.githubusercontent.com/LL3Lin/code2vec#readme-ov-file
MIT license https://patch-diff.githubusercontent.com/LL3Lin/code2vec#MIT-1-ov-file
Please reload this pagehttps://patch-diff.githubusercontent.com/LL3Lin/code2vec
Activityhttps://patch-diff.githubusercontent.com/LL3Lin/code2vec/activity
0 starshttps://patch-diff.githubusercontent.com/LL3Lin/code2vec/stargazers
0 watchinghttps://patch-diff.githubusercontent.com/LL3Lin/code2vec/watchers
0 forkshttps://patch-diff.githubusercontent.com/LL3Lin/code2vec/forks
Report repository https://patch-diff.githubusercontent.com/contact/report-content?content_url=https%3A%2F%2Fgithub.com%2FLL3Lin%2Fcode2vec&report=LL3Lin+%28user%29
Releaseshttps://patch-diff.githubusercontent.com/LL3Lin/code2vec/releases
Packages 0https://patch-diff.githubusercontent.com/users/LL3Lin/packages?repo_name=code2vec
https://github.com
Termshttps://docs.github.com/site-policy/github-terms/github-terms-of-service
Privacyhttps://docs.github.com/site-policy/privacy-policies/github-privacy-statement
Securityhttps://github.com/security
Statushttps://www.githubstatus.com/
Communityhttps://github.community/
Docshttps://docs.github.com/
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