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Move DelayWrapper logic to Proxy #1023

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Giuseppe5 opened this issue Sep 10, 2024 · 2 comments
Open

Move DelayWrapper logic to Proxy #1023

Giuseppe5 opened this issue Sep 10, 2024 · 2 comments
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core Anything related to core operators good first issue Good for newcomers refactoring

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@Giuseppe5
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Giuseppe5 commented Sep 10, 2024 •
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Currently it's handled at the lowest level of integer quantization, but I argue it's not very intuitive.
When a quantizer is called, it should always quantize. Then the proxy will decide whether to return the original float value (having still called the quantizer and accumulated statics/computed gradients) or the quantized value.

Pro:

  • More clear behaviour of the quantizer (will come in handy later when dealing with real quantization (opposite to fake quantization )
  • Support for DelayWrapper for all QuantDtype in one go
  • Proxy is still the ultimate controller over QuantTensor vs Tensor (and not the quantizer)

Cons:

  • Proxy might get messy in the future, keep track
  • Perform small, useless computation for a few iterations
@Giuseppe5 Giuseppe5 added good first issue Good for newcomers refactoring core Anything related to core operators labels Sep 10, 2024
@aditya-167
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Hi I would like to work on this.. I am new to brevitas

@Giuseppe5
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Hello,
Thanks for offering!
Although the general idea is relatively clear in my mind, there are some technical details about the implementation that I still need to figure out and discuss with @nickfraser. We'll keep this thread up-to-date when there are news.

vishwamartur added a commit to vishwamartur/brevitas that referenced this issue Nov 3, 2024
@vishwamartur
Move DelayWrapper logic to Proxy
8626a51 
Related to Xilinx#1023

Move `DelayWrapper` logic to Proxy classes.

* Add `DelayWrapper` instantiation in the `WeightQuantProxyFromInjectorBase` class in `src/brevitas/proxy/parameter_quant.py`.
* Modify the `forward` method in `WeightQuantProxyFromInjectorBase` to use `DelayWrapper` to decide the return value.
* Remove `DelayWrapper` instantiation and usage from the `IntQuant` and `DecoupledIntQuant` classes in `src/brevitas/core/quant/int_base.py`.
* Add tests in `tests/brevitas/proxy/test_proxy.py` to ensure the new behavior of `DelayWrapper` in the proxy classes.
@vishwamartur vishwamartur mentioned this issue Nov 3, 2024
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@Giuseppe5 Giuseppe5 mentioned this issue Dec 30, 2024
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