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Swift for TensorFlow Deep Learning Library

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There are a lot of layers which dont have test cases. I will start with adding test cases for Global Average Pooling and Global Max pooling, yet many are left....

help wanted
good first issue

[The documentation](https://www.tensorflow.org/swift/api_docs/Structs/Tensor#initrandomuniform:lowerbound:upperbound:seed:_1) for `Tensor(randomUniform:lowerBound:upperBound:seed:)` says > **Creates a tensor with the specified shape**, randomly sampling scalar values from a uniform distribution between lowerBound and upperBound. However, I have found that...

What has really helped in assuring our layers' correctness is adding a Python reproducer per layer test like [this example](https://github.com/tensorflow/swift-apis/blob/9616543321a279ebb550fbfdd37fb10d63842f25/Tests/TensorFlowTests/LayerTests.swift#L310). Thank you @eaplatanios, @Shashi456, @jon-tow and @t-ae for doing this!...

For many raw APIs, we already have corresponding idiomatic APIs that implement all of the raw API's functionality, e.g. `Tensor.init(_:)` for `Raw.cast(_:)`, `Tensor.reshaped(to:)` for `Raw.reshape(_:shape:)`, etc. These raw APIs are...

enhancement
good first issue

The bug can be viewed [here](https://bugs.swift.org/browse/TF-499?jql=labels%20%3D%20StarterBug). This is the first step in solving #111. You can view the discussion [here](https://github.com/tensorflow/swift-apis/issues/111#issuecomment-486106358). This issue is for discussion of the same. CC :...

enhancement

Currently, we define all layers assuming everything to be true by default. For example, `bias` within a variety of layers could be added as a boolean option, and initialization of...

It would be really nice to have a set of recurrent layers including LSTMs and GRUs as part of the core layers API. Ideally we can parameterize the activation functions...

help wanted
good first issue

@rxwei @dan-zheng I wasn't sure where to put this, but I believe an issue here is a good place to collect our thoughts and comments. My initial thoughts are: ###...