# model-optimization

**Repository Path**: mirrors_tensorflow/model-optimization

## Basic Information

- **Project Name**: model-optimization
- **Description**: A toolkit to optimize ML models for deployment for Keras and TensorFlow, including quantization and pruning.
- **Primary Language**: Unknown
- **License**: Apache-2.0
- **Default Branch**: master
- **Homepage**: None
- **GVP Project**: No

## Statistics

- **Stars**: 0
- **Forks**: 0
- **Created**: 2020-08-22
- **Last Updated**: 2026-02-21

## Categories & Tags

**Categories**: Uncategorized

**Tags**: None

## README

# TensorFlow Model Optimization Toolkit

The **TensorFlow Model Optimization Toolkit** is a suite of tools that users,
both novice and advanced, can use to optimize machine learning models for
deployment and execution.

Supported techniques include quantization and pruning for sparse weights.
There are APIs built specifically for Keras.

For an overview of this project and individual tools, the optimization gains,
and our roadmap refer to
[tensorflow.org/model_optimization](https://www.tensorflow.org/model_optimization).
The website also provides various tutorials and API docs.

The toolkit provides stable Python APIs.

## Installation
For installation instructions, see
[tensorflow.org/model_optimization/guide/install](https://www.tensorflow.org/model_optimization/guide/install).

## Contribution guidelines

**If you want to contribute to TensorFlow Model Optimization, be sure to review
the [contribution guidelines](CONTRIBUTING.md). This project adheres to
TensorFlow's
[code of conduct](https://github.com/tensorflow/tensorflow/blob/master/CODE_OF_CONDUCT.md).
By participating, you are expected to uphold this code.**

**We use
[GitHub issues](https://github.com/tensorflow/model-optimization/issues) for
tracking requests and bugs.**

## Maintainers

<table>
  <tr>
    <th>Subpackage</th>
    <th>Maintainers</th>
  </tr>
  <tr>
    <td>tfmot.clustering</td>
    <td>Arm ML Tooling</td>
  </tr>
  <tr>
    <td>tfmot.quantization</td>
    <td>TensorFlow Model Optimization</td>
  </tr>
  <tr>
    <td>tfmot.sparsity</td>
    <td>TensorFlow Model Optimization</td>
  </tr>
</table>

## Community

As part of TensorFlow, we're committed to fostering an open and welcoming
environment.

*   [TensorFlow Blog](https://blog.tensorflow.org): Stay up to date on content
    from the TensorFlow team and best articles from the community.