Lukas Geiger

Average pooling is used in many neural networks so it would be great if XNNPACK would support a `int8` / `qs8` version of this operation as well. Currently `int8` max...

Support int8 transposed convolutions with per-channel weight quantization

3

TFLite uses int8 per-channel weight quantization for transposed convolutions. While XNNPACK includes a fast transposed convolution operation it only supports per-tensor weight quantization (i.e. a single quantisation scale for the...

@honglh added optimized kernels for ARM32 in #432. It would be great if we could add support for bitpacked activations to them to match the AArch64 optimized bgemm kernels.

Since #384 we can make use of the [IR verification](https://mlir.llvm.org/docs/OpDefinitions/#custom-verifier-code) features of MLIR. Our BConv op has a few parameter combinations where [it can throw during `Init` or `Prepare`]( https://github.com/larq/compute-engine/blob/master/larq_compute_engine/tflite/kernels/bconv2d.cc)....

Support `float16` input for `tf.quantization.fake_quant_*` ops

2

**System information** - TensorFlow version (you are using): 2.6, nightly - Are you willing to contribute it (Yes/No): Yes **Describe the feature and the current behavior/state.** Currently `tf.quantization.fake_quant_*` ops do...

Tensorboard doesn't update if experiments are added to a group

4

### Describe the bug It is great that polyaxon allows me to start a TensorBoard for a group. Unfortunately it doesn't update if new experiments are added to a group....

When linting the following code with `[email protected]` adding a `from tensorflow.keras import backend` import breaks linting. The following code breaks: ```python import tensorflow as tf from tensorflow.keras import backend #...

`distutils` has been deprecated in https://peps.python.org/pep-0632/ and will be completely removed in 3.12. `distutils.version.LooseVersion` already started throwing deprecation warnings in Python 3.9 so this PR replaces its usage with [`packaging.version.parse`](https://peps.python.org/pep-0632/#migration-advice)...

### TL;DR When working with [metadata customizations](https://github.com/google-github-actions/deploy-cloudrun#metadata-customizations) it is required to set the `image` name in the YAML file. This can cause problems since it is not easily possible to...