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[Hackability Refactor] Collapse quant_ops into calling sites #1062
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Part of the overall refactoring work to make the repo more accessible, this PR moves quant related files into their respective call sites, flattening the qops file.
Specifically
qops.py=>gguf_loader.py(int4)quantize.py(int8 + Embedding)A separate PR will move this file to torchchat/torchchat/utils (Not done in this PR to avoid merge conflicts)
This results in the
quantize.pyfile growing in size, but this file itself will be slimmed via migration to torchao apis