[Unity][MSC][M3.2] Add gym for pruning and quantization, enable auto prune/quantize#16280
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Hzfengsy merged 2 commits intoapache:unityfrom Dec 31, 2023
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[Unity][MSC][M3.2] Add gym for pruning and quantization, enable auto prune/quantize#16280Hzfengsy merged 2 commits intoapache:unityfrom
Hzfengsy merged 2 commits intoapache:unityfrom
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Hzfengsy
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Dec 28, 2023
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This is a pull request for MSC(Multi-System Compile)
RFC: https://discuss.tvm.apache.org/t/rfc-unity-msc-introduction-to-multi-system-compiler/15251/5
Tracking issue: #15233
This is the Milestone 3 for MSC: Add MSCGym, enable auto compression. Add distiller, enable knowledge distilliation.
To limit each PR in reviewable size, the Milestone 3 will be split into some steps:
M3.1 Add distiller for distill model
M3.2 Add gym for pruning and quantization, enable auto prune/quantize
Gym in MSC works like auto tvm in tvm. It extract tasks from tools and search the best policy for apply pruning/quantization. The design of gym is similar with OpenAI Gym: https://github.com/openai/gym. It defines the optimization process as "envs" and search methods as "agents". More than one agents can work together with one env.
cc @Hzfengsy