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

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

X Title: GitHub - Praeses/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" - Praeses/code2vec

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

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

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

X: @github

direct link

Domain: patch-diff.githubusercontent.com

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og:image:alt	TensorFlow code for the neural network presented in the paper: "code2vec: Learning Distributed Representations of Code" - Praeses/code2vec
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tech-srl/code2vec	https://patch-diff.githubusercontent.com/tech-srl/code2vec
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code2vec.org	https://code2vec.org
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Branches	https://patch-diff.githubusercontent.com/Praeses/code2vec/branches
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	https://patch-diff.githubusercontent.com/Praeses/code2vec/branches
	https://patch-diff.githubusercontent.com/Praeses/code2vec/tags
146 Commits	https://patch-diff.githubusercontent.com/Praeses/code2vec/commits/master/
	https://patch-diff.githubusercontent.com/Praeses/code2vec/commits/master/
CSharpExtractor	https://patch-diff.githubusercontent.com/Praeses/code2vec/tree/master/CSharpExtractor
CSharpExtractor	https://patch-diff.githubusercontent.com/Praeses/code2vec/tree/master/CSharpExtractor
JavaExtractor	https://patch-diff.githubusercontent.com/Praeses/code2vec/tree/master/JavaExtractor
JavaExtractor	https://patch-diff.githubusercontent.com/Praeses/code2vec/tree/master/JavaExtractor
images	https://patch-diff.githubusercontent.com/Praeses/code2vec/tree/master/images
images	https://patch-diff.githubusercontent.com/Praeses/code2vec/tree/master/images
.gitignore	https://patch-diff.githubusercontent.com/Praeses/code2vec/blob/master/.gitignore
.gitignore	https://patch-diff.githubusercontent.com/Praeses/code2vec/blob/master/.gitignore
Input.java	https://patch-diff.githubusercontent.com/Praeses/code2vec/blob/master/Input.java
Input.java	https://patch-diff.githubusercontent.com/Praeses/code2vec/blob/master/Input.java
LICENSE	https://patch-diff.githubusercontent.com/Praeses/code2vec/blob/master/LICENSE
LICENSE	https://patch-diff.githubusercontent.com/Praeses/code2vec/blob/master/LICENSE
README.md	https://patch-diff.githubusercontent.com/Praeses/code2vec/blob/master/README.md
README.md	https://patch-diff.githubusercontent.com/Praeses/code2vec/blob/master/README.md
__init__.py	https://patch-diff.githubusercontent.com/Praeses/code2vec/blob/master/__init__.py
__init__.py	https://patch-diff.githubusercontent.com/Praeses/code2vec/blob/master/__init__.py
build_extractor.sh	https://patch-diff.githubusercontent.com/Praeses/code2vec/blob/master/build_extractor.sh
build_extractor.sh	https://patch-diff.githubusercontent.com/Praeses/code2vec/blob/master/build_extractor.sh
code2vec.py	https://patch-diff.githubusercontent.com/Praeses/code2vec/blob/master/code2vec.py
code2vec.py	https://patch-diff.githubusercontent.com/Praeses/code2vec/blob/master/code2vec.py
common.py	https://patch-diff.githubusercontent.com/Praeses/code2vec/blob/master/common.py
common.py	https://patch-diff.githubusercontent.com/Praeses/code2vec/blob/master/common.py
config.py	https://patch-diff.githubusercontent.com/Praeses/code2vec/blob/master/config.py
config.py	https://patch-diff.githubusercontent.com/Praeses/code2vec/blob/master/config.py
extractor.py	https://patch-diff.githubusercontent.com/Praeses/code2vec/blob/master/extractor.py
extractor.py	https://patch-diff.githubusercontent.com/Praeses/code2vec/blob/master/extractor.py
interactive_predict.py	https://patch-diff.githubusercontent.com/Praeses/code2vec/blob/master/interactive_predict.py
interactive_predict.py	https://patch-diff.githubusercontent.com/Praeses/code2vec/blob/master/interactive_predict.py
keras_attention_layer.py	https://patch-diff.githubusercontent.com/Praeses/code2vec/blob/master/keras_attention_layer.py
keras_attention_layer.py	https://patch-diff.githubusercontent.com/Praeses/code2vec/blob/master/keras_attention_layer.py
keras_checkpoint_saver_callback.py	https://patch-diff.githubusercontent.com/Praeses/code2vec/blob/master/keras_checkpoint_saver_callback.py
keras_checkpoint_saver_callback.py	https://patch-diff.githubusercontent.com/Praeses/code2vec/blob/master/keras_checkpoint_saver_callback.py
keras_model.py	https://patch-diff.githubusercontent.com/Praeses/code2vec/blob/master/keras_model.py
keras_model.py	https://patch-diff.githubusercontent.com/Praeses/code2vec/blob/master/keras_model.py
keras_topk_word_predictions_layer.py	https://patch-diff.githubusercontent.com/Praeses/code2vec/blob/master/keras_topk_word_predictions_layer.py
keras_topk_word_predictions_layer.py	https://patch-diff.githubusercontent.com/Praeses/code2vec/blob/master/keras_topk_word_predictions_layer.py
keras_word_prediction_layer.py	https://patch-diff.githubusercontent.com/Praeses/code2vec/blob/master/keras_word_prediction_layer.py
keras_word_prediction_layer.py	https://patch-diff.githubusercontent.com/Praeses/code2vec/blob/master/keras_word_prediction_layer.py
keras_words_subtoken_metrics.py	https://patch-diff.githubusercontent.com/Praeses/code2vec/blob/master/keras_words_subtoken_metrics.py
keras_words_subtoken_metrics.py	https://patch-diff.githubusercontent.com/Praeses/code2vec/blob/master/keras_words_subtoken_metrics.py
model_base.py	https://patch-diff.githubusercontent.com/Praeses/code2vec/blob/master/model_base.py
model_base.py	https://patch-diff.githubusercontent.com/Praeses/code2vec/blob/master/model_base.py
path_context_reader.py	https://patch-diff.githubusercontent.com/Praeses/code2vec/blob/master/path_context_reader.py
path_context_reader.py	https://patch-diff.githubusercontent.com/Praeses/code2vec/blob/master/path_context_reader.py
preprocess.py	https://patch-diff.githubusercontent.com/Praeses/code2vec/blob/master/preprocess.py
preprocess.py	https://patch-diff.githubusercontent.com/Praeses/code2vec/blob/master/preprocess.py
preprocess.sh	https://patch-diff.githubusercontent.com/Praeses/code2vec/blob/master/preprocess.sh
preprocess.sh	https://patch-diff.githubusercontent.com/Praeses/code2vec/blob/master/preprocess.sh
preprocess_csharp.sh	https://patch-diff.githubusercontent.com/Praeses/code2vec/blob/master/preprocess_csharp.sh
preprocess_csharp.sh	https://patch-diff.githubusercontent.com/Praeses/code2vec/blob/master/preprocess_csharp.sh
requirements.txt	https://patch-diff.githubusercontent.com/Praeses/code2vec/blob/master/requirements.txt
requirements.txt	https://patch-diff.githubusercontent.com/Praeses/code2vec/blob/master/requirements.txt
tensorflow_model.py	https://patch-diff.githubusercontent.com/Praeses/code2vec/blob/master/tensorflow_model.py
tensorflow_model.py	https://patch-diff.githubusercontent.com/Praeses/code2vec/blob/master/tensorflow_model.py
train.sh	https://patch-diff.githubusercontent.com/Praeses/code2vec/blob/master/train.sh
train.sh	https://patch-diff.githubusercontent.com/Praeses/code2vec/blob/master/train.sh
vocabularies.py	https://patch-diff.githubusercontent.com/Praeses/code2vec/blob/master/vocabularies.py
vocabularies.py	https://patch-diff.githubusercontent.com/Praeses/code2vec/blob/master/vocabularies.py
README	https://patch-diff.githubusercontent.com/Praeses/code2vec
MIT license	https://patch-diff.githubusercontent.com/Praeses/code2vec
	https://patch-diff.githubusercontent.com/Praeses/code2vec#code2vec
Uri Alon	http://urialon.cswp.cs.technion.ac.il
Meital Zilberstein	http://www.cs.technion.ac.il/~mbs/
Omer Levy	https://levyomer.wordpress.com
Eran Yahav	http://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'2019	https://popl19.sigplan.org
here	https://www.youtube.com/watch?v=EJ8okcxL2Iw
here	https://patch-diff.githubusercontent.com/Praeses/code2vec#choosing-implementation-to-use
https://code2vec.org/	https://code2vec.org/
	https://patch-diff.githubusercontent.com/Praeses/code2vec#see-also
PDF	https://openreview.net/pdf?id=H1gKYo09tX
http://www.code2seq.org	http://www.code2seq.org
code	https://github.com/tech-srl/code2seq/
PDF	https://arxiv.org/pdf/1910.00577.pdf
PDF	https://arxiv.org/pdf/1910.07517.pdf
PDF	https://arxiv.org/pdf/1902.09122
Extending to other languages	https://patch-diff.githubusercontent.com/Praeses/code2vec#extending-to-other-languages
more details	https://patch-diff.githubusercontent.com/Praeses/code2vec#choosing-implementation-to-use
	https://github.com/tech-srl/code2vec/raw/master/images/network.png
	https://patch-diff.githubusercontent.com/Praeses/code2vec#table-of-contents
Requirements	https://patch-diff.githubusercontent.com/Praeses/code2vec#requirements
Quickstart	https://patch-diff.githubusercontent.com/Praeses/code2vec#quickstart
Configuration	https://patch-diff.githubusercontent.com/Praeses/code2vec#configuration
Features	https://patch-diff.githubusercontent.com/Praeses/code2vec#features
Extending to other languages	https://patch-diff.githubusercontent.com/Praeses/code2vec#extending-to-other-languages
Additional datasets	https://patch-diff.githubusercontent.com/Praeses/code2vec#additional-datasets
Citation	https://patch-diff.githubusercontent.com/Praeses/code2vec#citation
	https://patch-diff.githubusercontent.com/Praeses/code2vec#requirements
Python3	https://www.linuxbabe.com/ubuntu/install-python-3-6-ubuntu-16-04-16-10-17-04
install	https://www.tensorflow.org/install/install_linux
download	https://developer.nvidia.com/cuda-10.0-download-archive-base
download	http://developer.nvidia.com/cudnn
creating a new dataset	https://patch-diff.githubusercontent.com/Praeses/code2vec#creating-and-preprocessing-a-new-java-dataset
manually examining a trained model	https://patch-diff.githubusercontent.com/Praeses/code2vec#step-4-manual-examination-of-a-trained-model
Java JDK	https://openjdk.java.net/install/
	https://patch-diff.githubusercontent.com/Praeses/code2vec#quickstart
	https://patch-diff.githubusercontent.com/Praeses/code2vec#step-0-cloning-this-repository
	https://patch-diff.githubusercontent.com/Praeses/code2vec#step-1-creating-a-new-dataset-from-java-sources
	https://patch-diff.githubusercontent.com/Praeses/code2vec#download-our-preprocessed-dataset-of-14m-examples-compressed-63gb-extracted-32gb
	https://patch-diff.githubusercontent.com/Praeses/code2vec#creating-and-preprocessing-a-new-java-dataset
preprocess.sh	https://patch-diff.githubusercontent.com/Praeses/code2vec/blob/master/preprocess.sh
	https://patch-diff.githubusercontent.com/Praeses/code2vec#step-2-training-a-model
	https://patch-diff.githubusercontent.com/Praeses/code2vec#downloading-a-trained-model-14-gb
early stopping	https://en.wikipedia.org/wiki/Early_stopping
here	https://s3.amazonaws.com/code2vec/model/java14m_model.tar.gz
	https://patch-diff.githubusercontent.com/Praeses/code2vec#note
Releasing the model	https://patch-diff.githubusercontent.com/Praeses/code2vec#releasing-the-model
	https://patch-diff.githubusercontent.com/Praeses/code2vec#downloading-a-trained-model-35-gb-which-can-be-further-trained
here	https://s3.amazonaws.com/code2vec/model/java14m_model_trainable.tar.gz
	https://patch-diff.githubusercontent.com/Praeses/code2vec#training-a-model-from-scratch
train.sh	https://patch-diff.githubusercontent.com/Praeses/code2vec/blob/master/train.sh
config.py	https://patch-diff.githubusercontent.com/Praeses/code2vec/blob/master/config.py
Configuration	https://patch-diff.githubusercontent.com/Praeses/code2vec#configuration
train.sh	https://patch-diff.githubusercontent.com/Praeses/code2vec/blob/master/train.sh
	https://patch-diff.githubusercontent.com/Praeses/code2vec#notes
config.py	https://patch-diff.githubusercontent.com/Praeses/code2vec/blob/master/config.py
	https://patch-diff.githubusercontent.com/Praeses/code2vec#step-3-evaluating-a-trained-model
	https://patch-diff.githubusercontent.com/Praeses/code2vec#step-4-manual-examination-of-a-trained-model
Input.java	https://patch-diff.githubusercontent.com/Praeses/code2vec/blob/master/Input.java
	https://patch-diff.githubusercontent.com/Praeses/code2vec#configuration
config.py	https://patch-diff.githubusercontent.com/Praeses/code2vec/blob/master/config.py
	https://patch-diff.githubusercontent.com/Praeses/code2vec#confignum_train_epochs--20
	https://patch-diff.githubusercontent.com/Praeses/code2vec#configsave_every_epochs--1
	https://patch-diff.githubusercontent.com/Praeses/code2vec#configtrain_batch_size--1024
	https://patch-diff.githubusercontent.com/Praeses/code2vec#configtest_batch_size--configtrain_batch_size
	https://patch-diff.githubusercontent.com/Praeses/code2vec#configtop_k_words_considered_during_prediction--10
	https://patch-diff.githubusercontent.com/Praeses/code2vec#confignum_batches_to_log_progress--100
	https://patch-diff.githubusercontent.com/Praeses/code2vec#confignum_train_batches_to_evaluate--100
	https://patch-diff.githubusercontent.com/Praeses/code2vec#configreader_num_parallel_batches--4
	https://patch-diff.githubusercontent.com/Praeses/code2vec#configshuffle_buffer_size--10000
	https://patch-diff.githubusercontent.com/Praeses/code2vec#configcsv_buffer_size--100--1024--1024---100-mb
	https://patch-diff.githubusercontent.com/Praeses/code2vec#configmax_contexts--200
	https://patch-diff.githubusercontent.com/Praeses/code2vec#configmax_token_vocab_size--1301136
	https://patch-diff.githubusercontent.com/Praeses/code2vec#configmax_target_vocab_size--261245
	https://patch-diff.githubusercontent.com/Praeses/code2vec#configmax_path_vocab_size--911417
	https://patch-diff.githubusercontent.com/Praeses/code2vec#configdefault_embeddings_size--128
	https://patch-diff.githubusercontent.com/Praeses/code2vec#configtoken_embeddings_size--configembeddings_size
	https://patch-diff.githubusercontent.com/Praeses/code2vec#configpath_embeddings_size--configembeddings_size
	https://patch-diff.githubusercontent.com/Praeses/code2vec#configcode_vector_size--configpath_embeddings_size--2--configtoken_embeddings_size
	https://patch-diff.githubusercontent.com/Praeses/code2vec#configtarget_embeddings_size--configcode_vector_size
	https://patch-diff.githubusercontent.com/Praeses/code2vec#configmax_to_keep--10
	https://patch-diff.githubusercontent.com/Praeses/code2vec#configdropout_keep_rate--075
	https://patch-diff.githubusercontent.com/Praeses/code2vec#configseparate_oov_and_pad--false
	https://patch-diff.githubusercontent.com/Praeses/code2vec#features
	https://patch-diff.githubusercontent.com/Praeses/code2vec#choosing-implementation-to-use
tensorflow_model.py	https://patch-diff.githubusercontent.com/Praeses/code2vec/blob/master/tensorflow_model.py
keras_model.py	https://patch-diff.githubusercontent.com/Praeses/code2vec/blob/master/keras_model.py
	https://patch-diff.githubusercontent.com/Praeses/code2vec#releasing-the-model
	https://patch-diff.githubusercontent.com/Praeses/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
gensim	https://radimrehurek.com/gensim/models/word2vec.html
	https://patch-diff.githubusercontent.com/Praeses/code2vec#exporting-the-code-vectors-for-the-given-code-examples
	https://patch-diff.githubusercontent.com/Praeses/code2vec#extending-to-other-languages
@izosak	https://github.com/izosak
https://github.com/tech-srl/id2vec	https://github.com/tech-srl/id2vec
CMU SEI team	https://github.com/cmu-sei/code2vec-c
PathMiner	https://github.com/JetBrains-Research/astminer
JavaExtractor	https://patch-diff.githubusercontent.com/Praeses/code2vec/blob/master/JavaExtractor
preprocess.sh	https://patch-diff.githubusercontent.com/Praeses/code2vec/blob/master/preprocess.sh
	https://patch-diff.githubusercontent.com/Praeses/code2vec#additional-datasets
code2seq	https://arxiv.org/pdf/1808.01400
https://github.com/tech-srl/code2seq/blob/master/README.md#datasets	https://github.com/tech-srl/code2seq/blob/master/README.md#datasets
	https://patch-diff.githubusercontent.com/Praeses/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/Praeses/code2vec#java-med-compressed-18gb-extracted-93gb
	https://patch-diff.githubusercontent.com/Praeses/code2vec#java-large-compressed-72gb-extracted-37gb
	https://patch-diff.githubusercontent.com/Praeses/code2vec#citation
code2vec: Learning Distributed Representations of Code	https://urialon.cswp.cs.technion.ac.il/wp-content/uploads/sites/83/2018/12/code2vec-popl19.pdf
code2vec.org	https://code2vec.org
Readme	https://patch-diff.githubusercontent.com/Praeses/code2vec#readme-ov-file
MIT license	https://patch-diff.githubusercontent.com/Praeses/code2vec#MIT-1-ov-file
Please reload this page	https://patch-diff.githubusercontent.com/Praeses/code2vec
Activity	https://patch-diff.githubusercontent.com/Praeses/code2vec/activity
Custom properties	https://patch-diff.githubusercontent.com/Praeses/code2vec/custom-properties
0 stars	https://patch-diff.githubusercontent.com/Praeses/code2vec/stargazers
0 watching	https://patch-diff.githubusercontent.com/Praeses/code2vec/watchers
0 forks	https://patch-diff.githubusercontent.com/Praeses/code2vec/forks
Report repository	https://patch-diff.githubusercontent.com/contact/report-content?content_url=https%3A%2F%2Fgithub.com%2FPraeses%2Fcode2vec&report=Praeses+%28user%29
Releases	https://patch-diff.githubusercontent.com/Praeses/code2vec/releases
Packages 0	https://patch-diff.githubusercontent.com/orgs/Praeses/packages?repo_name=code2vec
	https://github.com
Terms	https://docs.github.com/site-policy/github-terms/github-terms-of-service
Privacy	https://docs.github.com/site-policy/privacy-policies/github-privacy-statement
Security	https://github.com/security
Status	https://www.githubstatus.com/
Community	https://github.community/
Docs	https://docs.github.com/
Contact	https://support.github.com?tags=dotcom-footer

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