Adam Hillier

Add support for unipolar bconv2d inputs.

5

*This is very much a draft PR.* ## What do these changes do? This is a converter-only change that adds support for binary convolutions with unipolar inputs -- all credit...

Warn users when converting models which can't be optimally accelerated

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We should work out a good way to raise warnings for models which won't convert in an 'optimal' way -- essentially any eggregious violation of our [model optimisation guide](https://docs.larq.dev/compute-engine/model_optimization_guide/). It's...

Int8 default ranges break when a bconv is followed by a normal conv.

5

## Observed behaviour When converting this model... ```python model = tf.keras.models.Sequential([ tf.keras.Input((32, 32, 3)), lq.layers.QuantConv2D( 32, (3, 3), input_quantizer="ste_sign", kernel_quantizer="ste_sign", padding="same", pad_values=1.0, use_bias=False ), tf.keras.layers.Conv2D(32, (3, 3)), ]) converted_model =...

Classes defined inside a function aren't recognised as valid type annotations

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The following code triggers a Pytype error `Invalid type annotation 'A' [invalid-annotation]. Name 'A' is not defined`: ```python def some_function(): class A: pass class B: a: A = A() ```...

Snapshot tests of model summaries

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We should do the above.

From the [TF 2.3 release notes](https://github.com/tensorflow/tensorflow/releases/tag/v2.3.0): > * tf.data.experimental.cardinality is now a method on tf.data.Dataset. > * tf.data.Dataset now supports len(Dataset) when the cardinality is finite. We should make use...

RFC: Caching field values

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### Feature description and motivation At the moment, field values on component instances behave much like instance attributes of generic Python class instances. One value exists per instance, and if...

Nicer `__str__`

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At the moment, if a component appears multiple times in the nested component hierarchy, it will get printed multiple times in `__str__`. It would be nice if it would only...

I don't think there's any reason that this shouldn't be straightforward using the Click support for shell completion.