tensorflow / tensorflow/model-optimization
Make TFMOT model files available
Nobody has claimed this yet.
- Dominant language
- Python
- Stars
- 1.6k
- Forks
- 349
- Avg merge
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- Merged PRs (30d)
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Description
Motivation
Some people are interested in directly using or examining the models described under the overview pages of the different techniques under https://www.tensorflow.org/model_optimization.
Describe the feature
This is a master tracker for this. As people request for them, we can share them if readily available. Eventually, It would be best to host these models on
TFHub or a standardized location. This is useful for each model only if we can point them to an open source pipeline to reproduce the results also, though if users are aware of such pipelines and only need the model files, they can mention that also.
Technique:
- Pruning models: not readily available
- Quantization models: mostly readily available
- Clustering models: comment on https://github.com/tensorflow/model-optimization/issues/530
Contributor guide
First steps
- Read the whole issue, then the project's contributing guide.
- Comment on the issue to say you are picking it up — it saves two people doing the same work.
- Fork the repository and make your change on a branch.
- Open a pull request that references the issue number.
Research direction
Start by reviewing the technique overview pages linked from the issue and the existing availability of pruning, quantization, and clustering models. Check issue 530 for related discussion; done would require an agreed location for the model files and reproducible open-source pipelines where available.
Written by the indexing model from the issue text.
Assessment
- Tech stack
- python, tensorflow
- Domain
- machine-learning
- Issue type
- Feature
- Difficulty
- 5/5
- Estimated time
- Over a week
- Activity status
- Stale
- Clarity
- Needs clarification
- Newbie friendliness
- 25/100