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@@ -13,6 +13,12 @@ _**July 2019** - Add `tf.keras` model implementation (see [here](#choosing-imple
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An **online demo** is available at [https://code2vec.org/](https://code2vec.org/).
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## See also:
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* **code2seq** (ICLR'2019) is our newer model. It uses LSTMs to encode paths node-by-node (rather than monolithic path embeddings as in code2vec), and an LSTM to decode a target sequence (rather than predicting a single label at a time as in code2vec). See [PDF](https://openreview.net/pdf?id=H1gKYo09tX), demo at [http://www.code2seq.org](http://www.code2seq.org) and [code](https://github.com/tech-srl/code2seq/).
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* **Structural Language Models for Any-Code Generation** is a new paper that learns to generate the missing code within a larger code snippet. This is similar to code completion, but is able to predict complex expressions rather than a single token at a time. See [PDF](https://arxiv.org/pdf/1910.00577.pdf) (demo: soon).
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* **Adversarial Examples for Models of Code** is a new paper that shows how to slightly mutate the input code snippet of code2vec and GNNs models (thus, introducing adversarial examples), such that the model (code2vec or GNNs) will output a prediction of our choice. See [PDF](https://arxiv.org/pdf/1910.07517.pdf) (code: soon).
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* **Neural Reverse Engineering of Stripped Binaries** is a new paper that learns to predict procedure names in stripped binaries, thus use neural networks for reverse engineering. See [PDF](https://arxiv.org/pdf/1902.09122) (code: soon).
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This is a TensorFlow implementation, designed to be easy and useful in research,
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and for experimenting with new ideas in machine learning for code tasks.
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By default, it learns Java source code and predicts Java method names, but it can be easily extended to other languages,
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On Ubuntu:
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* [Python3](https://www.linuxbabe.com/ubuntu/install-python-3-6-ubuntu-16-04-16-10-17-04). To check if you have it:
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> python3 --version
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* TensorFlow - version 2.0.0-beta1 ([install](https://www.tensorflow.org/install/install_linux)).
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* TensorFlow - version 2.0.0 ([install](https://www.tensorflow.org/install/install_linux)).
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To check TensorFlow version:
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> python3 -c 'import tensorflow as tf; print(tf.\_\_version\_\_)'
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* If you are using a GPU, you will need CUDA 10.0

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