{"id":13443258,"url":"https://github.com/tensorflow/model-optimization","last_synced_at":"2025-05-12T15:35:01.968Z","repository":{"id":38427919,"uuid":"155619942","full_name":"tensorflow/model-optimization","owner":"tensorflow","description":"A toolkit to optimize ML models for deployment for Keras and TensorFlow, including quantization and pruning.","archived":false,"fork":false,"pushed_at":"2025-02-10T11:24:47.000Z","size":2333,"stargazers_count":1532,"open_issues_count":235,"forks_count":325,"subscribers_count":117,"default_branch":"master","last_synced_at":"2025-05-08T00:09:45.170Z","etag":null,"topics":["compression","deep-learning","keras","machine-learning","ml","model-compression","optimization","pruning","quantization","quantized-networks","quantized-neural-networks","quantized-training","sparsity","tensorflow"],"latest_commit_sha":null,"homepage":"https://www.tensorflow.org/model_optimization","language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"apache-2.0","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/tensorflow.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":"CONTRIBUTING.md","funding":null,"license":"LICENSE","code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":"SECURITY.md","support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null}},"created_at":"2018-10-31T20:34:28.000Z","updated_at":"2025-05-04T08:41:06.000Z","dependencies_parsed_at":"2022-07-10T15:00:28.103Z","dependency_job_id":"521202aa-05f6-4931-9520-5369ba7a94a5","html_url":"https://github.com/tensorflow/model-optimization","commit_stats":{"total_commits":735,"total_committers":88,"mean_commits":8.352272727272727,"dds":0.7891156462585034,"last_synced_commit":"ed3f0176b561fe693a3cc55b53a3605b943b6bbf"},"previous_names":[],"tags_count":22,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/tensorflow%2Fmodel-optimization","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/tensorflow%2Fmodel-optimization/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/tensorflow%2Fmodel-optimization/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/tensorflow%2Fmodel-optimization/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/tensorflow","download_url":"https://codeload.github.com/tensorflow/model-optimization/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":253766373,"owners_count":21960899,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":["compression","deep-learning","keras","machine-learning","ml","model-compression","optimization","pruning","quantization","quantized-networks","quantized-neural-networks","quantized-training","sparsity","tensorflow"],"created_at":"2024-07-31T03:01:58.230Z","updated_at":"2025-05-12T15:35:01.931Z","avatar_url":"https://github.com/tensorflow.png","language":"Python","readme":"# TensorFlow Model Optimization Toolkit\n\nThe **TensorFlow Model Optimization Toolkit** is a suite of tools that users,\nboth novice and advanced, can use to optimize machine learning models for\ndeployment and execution.\n\nSupported techniques include quantization and pruning for sparse weights.\nThere are APIs built specifically for Keras.\n\nFor an overview of this project and individual tools, the optimization gains,\nand our roadmap refer to\n[tensorflow.org/model_optimization](https://www.tensorflow.org/model_optimization).\nThe website also provides various tutorials and API docs.\n\nThe toolkit provides stable Python APIs.\n\n## Installation\nFor installation instructions, see\n[tensorflow.org/model_optimization/guide/install](https://www.tensorflow.org/model_optimization/guide/install).\n\n## Contribution guidelines\n\n**If you want to contribute to TensorFlow Model Optimization, be sure to review\nthe [contribution guidelines](CONTRIBUTING.md). This project adheres to\nTensorFlow's\n[code of conduct](https://github.com/tensorflow/tensorflow/blob/master/CODE_OF_CONDUCT.md).\nBy participating, you are expected to uphold this code.**\n\n**We use\n[GitHub issues](https://github.com/tensorflow/model-optimization/issues) for\ntracking requests and bugs.**\n\n## Maintainers\n\n\u003ctable\u003e\n  \u003ctr\u003e\n    \u003cth\u003eSubpackage\u003c/th\u003e\n    \u003cth\u003eMaintainers\u003c/th\u003e\n  \u003c/tr\u003e\n  \u003ctr\u003e\n    \u003ctd\u003etfmot.clustering\u003c/td\u003e\n    \u003ctd\u003eArm ML Tooling\u003c/td\u003e\n  \u003c/tr\u003e\n  \u003ctr\u003e\n    \u003ctd\u003etfmot.quantization\u003c/td\u003e\n    \u003ctd\u003eTensorFlow Model Optimization\u003c/td\u003e\n  \u003c/tr\u003e\n  \u003ctr\u003e\n    \u003ctd\u003etfmot.sparsity\u003c/td\u003e\n    \u003ctd\u003eTensorFlow Model Optimization\u003c/td\u003e\n  \u003c/tr\u003e\n\u003c/table\u003e\n\n## Community\n\nAs part of TensorFlow, we're committed to fostering an open and welcoming\nenvironment.\n\n*   [TensorFlow Blog](https://blog.tensorflow.org): Stay up to date on content\n    from the TensorFlow team and best articles from the community.\n","funding_links":[],"categories":["Python","Tutorials","Optimizations","Profiling","Deep Learning Framework","Tensorflow实用程序","其他_机器学习与深度学习","Tools"],"sub_categories":["Other Efficient Transformers / BERT","Profiling","High-Level DL APIs","Libraries"],"project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Ftensorflow%2Fmodel-optimization","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Ftensorflow%2Fmodel-optimization","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Ftensorflow%2Fmodel-optimization/lists"}