Add a comprehensive Jupyter notebook tutorial demonstrating TFLM's
compression pipeline using the MNIST dataset. The tutorial covers weight
clustering with TensorFlow Model Optimization toolkit, post-training
quantization, and TFLM's LUT-based compression.
Update documentation to reference the new tutorial from the main README,
Python interpreter guide, and compression documentation.
BUG=#2636
Co-authored-by: Esun Kim <veblush@google.com>
Add mechanism and scripts for building and uploading the Python distribution
package `tflite_micro` to PyPI. These scripts are intended mainly for use by CI
when generating packages for distribution via for PyPI, and won't be used by
most developers. Building a package for local use is still done via a normal
Bazel build.
Heavily comment the scripts with rationale and technical details of the
implementation.
Make significant updates to python/tflite_micro/README.md which explain
building, installing, and uploading the package to PyPI. Leave some cleanup of
the existing text for later.
Add a build setting `--//python/tflite_micro:compatibility_tag` for setting
:whl's platform compatibility tag. Unfortunately, it cannot derived
automatically from the execution environment by the current implementation of
@rules_python.
BUG=part of #1484
To package the module `runtime` as `tflite_micro.runtime`, put `runtime` under
a directory representing the Python namespace package `tflite_micro`. For
organization's sake, move it all to the top-level directory `python/`. Adjust
tests and docs to match.
Some code outside of the Python extension module has come to depend on
`python/tflite_micro:python_ops_resolver` as a replacement for
`all_ops_resolver` (e.g.:`t/l/m/integration_tests/seanet/add/integration_tests.cc`).
`python_ops_resolver` is intended to be a private implementation detail of the
Python extension module. For now, grandfather in the dependent code by updating
its references to the resolver's location; however, soon the dependent code
should be migrated away to a different resolver. (#2033,
https://issuetracker.google.com/286508251)
BUG=part of #1484
2023-06-15 06:25:19 +00:00
Renamed from tensorflow/lite/micro/python/interpreter/README.md (Browse further)
