Specifying minimal TF version required (currently 1.13, due to dependency on the train module).
PiperOrigin-RevId: 248809713
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README.md
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README.md
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### Dependencies
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### Dependencies
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This library uses [TensorFlow](https://www.tensorflow.org/) to define machine
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This library uses [TensorFlow](https://www.tensorflow.org/) to define machine
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learning models. Therefore, installing TensorFlow is a pre-requisite. You can
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learning models. Therefore, installing TensorFlow (>= 1.13) is a pre-requisite.
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find instructions [here](https://www.tensorflow.org/install/). For better
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You can find instructions [here](https://www.tensorflow.org/install/). For
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performance, it is also recommended to install TensorFlow with GPU support
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better performance, it is also recommended to install TensorFlow with GPU
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(detailed instructions on how to do this are available in the TensorFlow
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support (detailed instructions on how to do this are available in the TensorFlow
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installation documentation).
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installation documentation).
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In addition to TensorFlow and its dependencies, other prerequisites are:
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In addition to TensorFlow and its dependencies, other prerequisites are:
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* `scipy` >= 0.17
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* `scipy` >= 0.17
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* `mpmath` (for testing)
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* `mpmath` (for testing)
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* `tensorflow_datasets` (for the RNN tutorial `lm_dpsgd_tutorial.py` only)
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* `tensorflow_datasets` (for the RNN tutorial `lm_dpsgd_tutorial.py` only)
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### Installing TensorFlow Privacy
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### Installing TensorFlow Privacy
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@ -50,7 +50,7 @@ and then cloning your fork rather than cloning this repository directly.
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## Contributing
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## Contributing
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Contributions are welcomed! Bug fixes and new features can be initiated through
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Contributions are welcomed! Bug fixes and new features can be initiated through
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Github pull requests. To speed the code review process, we ask that:
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GitHub pull requests. To speed the code review process, we ask that:
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* When making code contributions to TensorFlow Privacy, you follow the `PEP8
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* When making code contributions to TensorFlow Privacy, you follow the `PEP8
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with two spaces` coding style (the same as the one used by TensorFlow) in
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with two spaces` coding style (the same as the one used by TensorFlow) in
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@ -73,7 +73,7 @@ TensorFlow (TF) Privacy. You will also learn how to tune the parameters
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introduced by differentially private optimization and how to
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introduced by differentially private optimization and how to
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measure the privacy guarantees provided using analysis tools included in TF
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measure the privacy guarantees provided using analysis tools included in TF
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Privacy.
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Privacy.
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In addition, the
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In addition, the
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`tutorials/` folder comes with scripts demonstrating how to use the library
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`tutorials/` folder comes with scripts demonstrating how to use the library
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features. The list of tutorials is described in the README included in the
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features. The list of tutorials is described in the README included in the
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@ -94,12 +94,12 @@ directory, but rather intended as a convenient archive.
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The content of this repository supersedes the following existing folder in the
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The content of this repository supersedes the following existing folder in the
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tensorflow/models [repository](https://github.com/tensorflow/models/tree/master/research/differential_privacy)
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tensorflow/models [repository](https://github.com/tensorflow/models/tree/master/research/differential_privacy)
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## Contacts
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## Contacts
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If you have any questions that cannot be addressed by raising an issue, feel
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If you have any questions that cannot be addressed by raising an issue, feel
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free to contact:
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free to contact:
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* Galen Andrew (@galenmandrew)
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* Galen Andrew (@galenmandrew)
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* Steve Chien (@schien1729)
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* Steve Chien (@schien1729)
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* Nicolas Papernot (@npapernot)
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* Nicolas Papernot (@npapernot)
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@ -1,3 +1,3 @@
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tensorflow
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tensorflow>=1.13
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mpmath
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mpmath
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scipy
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scipy>=0.17
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