380e18639f
🐛 fix torch memory profiling ( #9516 )
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Signed-off-by: Joe Runde <Joseph.Runde@ibm.com >
2024-10-18 21:25:19 -04:00
051eaf6db3
[Model] Add user-configurable task for models that support both generation and embedding ( #9424 )
2024-10-18 11:31:58 -07:00
22f8a69549
[Misc] Directly use compressed-tensors for checkpoint definitions ( #8909 )
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Co-authored-by: DarkLight1337 <tlleungac@connect.ust.hk >
2024-10-15 15:40:25 -07:00
ca77dd7a44
[Hardware][CPU] Support AWQ for CPU backend ( #7515 )
2024-10-09 10:28:08 -06:00
2f4117c38e
support bitsandbytes quantization with more models ( #9148 )
2024-10-08 19:52:19 -06:00
172d1cd276
[Kernel] AQ AZP 4/4: Integrate asymmetric quantization to linear method ( #7271 )
2024-09-27 14:25:10 -04:00
13f9f7a3d0
[[Misc]Upgrade bitsandbytes to the latest version 0.44.0 ( #8768 )
2024-09-24 17:08:55 -07:00
6ffa3f314c
[CI/Build] Avoid CUDA initialization ( #8534 )
2024-09-18 10:38:11 +00:00
9855b99502
[Feature][kernel] tensor parallelism with bitsandbytes quantization ( #8434 )
2024-09-17 08:09:12 -07:00
a2469127db
[misc][ci] fix quant test ( #8449 )
2024-09-13 17:20:14 +08:00
0b952af458
[Hardware][Intel] Support compressed-tensor W8A8 for CPU backend ( #7257 )
2024-09-11 09:46:46 -07:00
4664ceaad6
support bitsandbytes 8-bit and FP4 quantized models ( #7445 )
2024-08-29 19:09:08 -04:00
fc911880cc
[Kernel] Expand MoE weight loading + Add Fused Marlin MoE Kernel ( #7766 )
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Co-authored-by: ElizaWszola <eliza@neuralmagic.com >
2024-08-27 15:07:09 -07:00
9e51b6a626
[ci][test] adjust max wait time for cpu offloading test ( #7709 )
2024-08-20 17:12:44 -07:00
7fc23be81c
[Kernel] W8A16 Int8 inside FusedMoE ( #7415 )
2024-08-16 10:06:51 -07:00
50b8d08dbd
[Misc/Testing] Use torch.testing.assert_close ( #7324 )
2024-08-16 04:24:04 +00:00
e165528778
[CI] Move quantization cpu offload tests out of fastcheck ( #7574 )
2024-08-15 21:16:20 -07:00
f55a9aea45
[Misc] Revert compressed-tensors code reuse ( #7521 )
2024-08-14 15:07:37 -07:00
373538f973
[Misc] compressed-tensors code reuse ( #7277 )
2024-08-13 19:05:15 -04:00
5223199e03
[Bugfix][FP8] Fix dynamic FP8 Marlin quantization ( #7219 )
2024-08-07 11:23:12 -07:00
0f7052bc7e
[Misc] Refactor linear layer weight loading; introduce BasevLLMParameter and weight_loader_v2 ( #5874 )
2024-08-07 09:17:58 -07:00
360bd67cf0
[Core] Support loading GGUF model ( #5191 )
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Co-authored-by: Michael Goin <michael@neuralmagic.com >
2024-08-05 17:54:23 -06:00
fb3db61688
[CI/Build] Remove sparseml requirement from testing ( #7037 )
2024-08-01 12:00:51 -07:00
d7a299edaa
[Kernel] Remove scaled_fp8_quant kernel padding footgun ( #6842 )
2024-07-30 16:37:01 -04:00
65b1f121c8
[Bugfix] Fix kv_cache_dtype=fp8 without scales for FP8 checkpoints ( #6761 )
2024-07-25 09:46:15 -07:00
87525fab92
[bitsandbytes]: support read bnb pre-quantized model ( #5753 )
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Co-authored-by: Michael Goin <michael@neuralmagic.com >
2024-07-23 23:45:09 +00:00
01c16ede6b
[CI] Add smoke test for non-uniform AutoFP8 quantization ( #6702 )
2024-07-23 22:45:12 +00:00
9e0b558a09
[Misc] Support FP8 kv cache scales from compressed-tensors ( #6528 )
2024-07-23 04:11:50 +00:00
396d92d5e0
[Kernel][Core] Add AWQ support to the Marlin kernel ( #6612 )
2024-07-21 19:41:42 -04:00
978aed5300
[Kernel][Attention] Separate Attention.kv_scale into k_scale and v_scale ( #6081 )
2024-07-16 15:31:32 -07:00
b675069d74
[ Misc ] Refactor Marlin Python Utilities ( #6082 )
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Co-authored-by: Robert Shaw <rshaw@neuralmagic.com >
2024-07-11 15:40:11 +00:00
abfe705a02
[ Misc ] Support Fp8 via llm-compressor ( #6110 )
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Co-authored-by: Robert Shaw <rshaw@neuralmagic>
2024-07-07 20:42:11 +00:00
62963d129e
[ Misc ] Clean Up CompressedTensorsW8A8 ( #6113 )
2024-07-03 22:50:08 +00:00
47f0954af0
[Kernel] Expand FP8 support to Ampere GPUs using FP8 Marlin ( #5975 )
2024-07-03 17:38:00 +00:00
482045ee77
[hardware][misc] introduce platform abstraction ( #6080 )
2024-07-02 20:12:22 -07:00
ee93f4f92a
[CORE] Quantized lm-head Framework ( #4442 )
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Co-authored-by: Robert Shaw <rshaw@neuralmagic.com >
Co-authored-by: ZX <zx@lbx.dev >
2024-07-02 22:25:17 +00:00
614aa51203
[misc][cuda] use nvml to avoid accidentally cuda initialization ( #6007 )
2024-06-30 20:07:34 -07:00
af9ad46fca
[ Misc ] Refactor w8a8 to use process_weights_after_load (Simplify Weight Loading) ( #5940 )
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Co-authored-by: Robert Shaw <rshaw@neuralmagic>
2024-06-30 23:06:27 +00:00
dd248f7675
[Misc] Update w4a16 compressed-tensors support to include w8a16 ( #5794 )
2024-06-25 19:23:35 +00:00
4a30d7e3cc
[Misc] Add per channel support for static activation quantization; update w8a8 schemes to share base classes ( #5650 )
2024-06-19 18:06:44 -04:00
95db455e7f
[Misc] Add channel-wise quantization support for w8a8 dynamic per token activation quantization ( #5542 )
2024-06-18 12:45:05 -04:00
890d8d960b
[Kernel] compressed-tensors marlin 24 support ( #5435 )
2024-06-17 12:32:48 -04:00
4a6769053a
[CI][BugFix] Flip is_quant_method_supported condition ( #5577 )
2024-06-16 14:07:34 +00:00
0e9164b40a
[mypy] Enable type checking for test directory ( #5017 )
2024-06-15 04:45:31 +00:00
23ec72fa03
[CI/Build][REDO] Add is_quant_method_supported to control quantization test configurations ( #5466 )
2024-06-13 15:18:08 +00:00
c2637a613b
[Kernel] w4a16 support for compressed-tensors ( #5385 )
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Co-authored-by: Robert Shaw <114415538+robertgshaw2-neuralmagic@users.noreply.github.com >
2024-06-13 10:19:56 -04:00
5985e3427d
[Kernel] Vectorized FP8 quantize kernel ( #5396 )
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Inspired by #5146 , this PR improves FP8 quantize kernel by vectorizing data transfer to better utilize memory bandwidth. Microbenchmark shows that this improved kernel can achieve 1.0x-1.5x speedup (especially when hidden size is large).
In details, we applied 3 optimizations:
- Use inverted scale so that most divisions are changed to multiplications.
- Unroll the loop by 4 times to improve ILP.
- Use vectorized 4 to transfer data between HBM and SRAM.
2024-06-12 14:07:26 -07:00
e3c12bf6d2
Revert "[CI/Build] Add is_quant_method_supported to control quantization test configurations" ( #5463 )
2024-06-12 10:03:24 -07:00
3dd6853bc8
[CI/Build] Add is_quant_method_supported to control quantization test configurations ( #5253 )
2024-06-12 09:58:02 -07:00
5884c2b454
[Misc] Update to comply with the new compressed-tensors config ( #5350 )
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Co-authored-by: Michael Goin <michael@neuralmagic.com >
2024-06-10 03:49:46 +00:00
