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[Quantization] Refactor initialize for readability, Static group activation quantization #453

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[Quantization] Refactor initialize for readability, Static group activation quantization #453

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@kylesayrs kylesayrs commented Sep 9, 2025 •
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Purpose

  • Support group quantization of activations
    • This will be used for kv cache/ attention quantization experiments
    • This could be used to kv cache/ attention quantization kernels
    • This could be used in the future for fused activation/group quantization kernels

Prerequisites

Changes

  • Remove hard-coding around 2d weight shapes for group quantization
  • Remove safe_permute, which didn't support dim < 0 as argument
    • Deprecate safe_permute in favor of Tensor.index_select

Testing

  • Updated safe permute test with more coverage
  • Tested safe permute with torch==2.7.1 (2.7.0 is the lowest version supported by LLM Compressor and vLLM)
  • TODO: test e2e with LC
  • TODO: add more tests

@kylesayrs kylesayrs force-pushed the kylesayrs/group-activation-quantization branch from ce45326 to 26d449c Compare September 9, 2025 01:04
@kylesayrs kylesayrs changed the base branch from main to kylesayrs/deprecated-update September 9, 2025 01:09
@kylesayrs kylesayrs force-pushed the kylesayrs/group-activation-quantization branch from 26d449c to d06d093 Compare September 9, 2025 01:09
@kylesayrs kylesayrs changed the title [Quantization] Static group activation quantization [Quantization] Static group activation quantization, Deprecate safe permute Sep 9, 2025
@kylesayrs kylesayrs force-pushed the kylesayrs/group-activation-quantization branch from 3e69d69 to ac9d74e Compare September 9, 2025 13:13
@kylesayrs kylesayrs force-pushed the kylesayrs/deprecated-update branch from f7801f2 to a716206 Compare September 9, 2025 13:15
@kylesayrs kylesayrs force-pushed the kylesayrs/group-activation-quantization branch from ac9d74e to 35f8d46 Compare September 9, 2025 13:15
fynnsu
fynnsu reviewed Sep 9, 2025
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Nice catch with safe_permute. Added a couple questions below.

Base automatically changed from kylesayrs/deprecated-update to kylesayrs/loguru September 10, 2025 13:34
Base automatically changed from kylesayrs/loguru to main September 11, 2025 18:25
@kylesayrs kylesayrs mentioned this pull request Sep 11, 2025
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@kylesayrs kylesayrs force-pushed the kylesayrs/group-activation-quantization branch 2 times, most recently from fde779c to 1c217e4 Compare September 11, 2025 19:13
@kylesayrs kylesayrs changed the base branch from main to kylesayrs/deprecate-safe-permute September 11, 2025 19:13
@kylesayrs kylesayrs changed the title [Quantization] Static group activation quantization, Deprecate safe permute [Quantization] Refactor initialize for readability, Static group activation quantization Sep 11, 2025
Base automatically changed from kylesayrs/deprecate-safe-permute to main September 12, 2025 14:37
@kylesayrs
better type hints, warn once
03432a9 
Signed-off-by: Kyle Sayers <[email protected]>
@kylesayrs
remove unneeded import
3c9e499 
Signed-off-by: Kyle Sayers <[email protected]>
@kylesayrs
allow-group-dynamic-quantization
390a467 
Signed-off-by: Kyle Sayers <[email protected]>
@kylesayrs
satisfy quality checker
2a3feed 
Signed-off-by: Kyle Sayers <[email protected]>
@kylesayrs
more clear
b849d13 
Signed-off-by: Kyle Sayers <[email protected]>
@kylesayrs
basic support
9208fda 
Signed-off-by: Kyle Sayers <[email protected]>
@kylesayrs
fix merge
6e926b1 
Signed-off-by: Kyle Sayers <[email protected]>
@kylesayrs
ungate group activation quant
c959bf9 
Signed-off-by: Kyle Sayers <[email protected]>
@kylesayrs
refactor
86d504c 
Signed-off-by: Kyle Sayers <[email protected]>
@kylesayrs
reduce diff
3c91e5b 
Signed-off-by: Kyle Sayers <[email protected]>
@kylesayrs
activations have one row
e75195b 
Signed-off-by: Kyle Sayers <[email protected]>
@kylesayrs
cleanup, logging
3de48fe 
Signed-off-by: Kyle Sayers <[email protected]>
@kylesayrs kylesayrs force-pushed the kylesayrs/group-activation-quantization branch from d53ba36 to 3de48fe Compare September 17, 2025 15:37
@kylesayrs
fix merge
3fe08b8 
Signed-off-by: Kyle Sayers <[email protected]>
@kylesayrs
fix typo
6e6524a 
Signed-off-by: Kyle Sayers <[email protected]>
@kylesayrs
fix initialize
6c2c7ad 
Signed-off-by: Kyle Sayers <[email protected]>
@kylesayrs
rename strategy_cdiv
42ec9ee 
Signed-off-by: Kyle Sayers <[email protected]>
@kylesayrs
fix test
ed0cc93 
Signed-off-by: Kyle Sayers <[email protected]>
@kylesayrs
fix token shape
c415f0f 
Signed-off-by: Kyle Sayers <[email protected]>
@kylesayrs
simplify
954bb1c 
Signed-off-by: Kyle Sayers <[email protected]>
@kylesayrs
fix style
4718d79 
Signed-off-by: Kyle Sayers <[email protected]>
@kylesayrs
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#476

@kylesayrs kylesayrs closed this Oct 9, 2025
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