enable torchao quantization on CPU (#36146)

* enable torchao quantization on CPU

Signed-off-by: jiqing-feng <jiqing.feng@intel.com>

* fix int4

Signed-off-by: jiqing-feng <jiqing.feng@intel.com>

* fix format

Signed-off-by: jiqing-feng <jiqing.feng@intel.com>

* enable CPU torchao tests

Signed-off-by: jiqing-feng <jiqing.feng@intel.com>

* fix cuda tests

Signed-off-by: jiqing-feng <jiqing.feng@intel.com>

* fix cpu tests

Signed-off-by: jiqing-feng <jiqing.feng@intel.com>

* update tests

Signed-off-by: jiqing-feng <jiqing.feng@intel.com>

* fix style

Signed-off-by: jiqing-feng <jiqing.feng@intel.com>

* fix cuda tests

Signed-off-by: jiqing-feng <jiqing.feng@intel.com>

* fix torchao available

Signed-off-by: jiqing-feng <jiqing.feng@intel.com>

* fix torchao available

Signed-off-by: jiqing-feng <jiqing.feng@intel.com>

* fix torchao config cannot convert to json

* fix docs

Signed-off-by: jiqing-feng <jiqing.feng@intel.com>

* rm to_dict to rebase

Signed-off-by: jiqing-feng <jiqing.feng@intel.com>

* limited torchao version for CPU

Signed-off-by: jiqing-feng <jiqing.feng@intel.com>

* fix format

Signed-off-by: jiqing-feng <jiqing.feng@intel.com>

* fix skip

Signed-off-by: jiqing-feng <jiqing.feng@intel.com>

* fix format

Signed-off-by: jiqing-feng <jiqing.feng@intel.com>

* Update src/transformers/testing_utils.py

Co-authored-by: Marc Sun <57196510+SunMarc@users.noreply.github.com>

* fix cpu test

Signed-off-by: jiqing-feng <jiqing.feng@intel.com>

* fix format

Signed-off-by: jiqing-feng <jiqing.feng@intel.com>

---------

Signed-off-by: jiqing-feng <jiqing.feng@intel.com>
Co-authored-by: Mohamed Mekkouri <93391238+MekkCyber@users.noreply.github.com>
Co-authored-by: Marc Sun <57196510+SunMarc@users.noreply.github.com>
This commit is contained in:
jiqing-feng
2025-02-25 18:06:52 +08:00
committed by GitHub
parent 401543a825
commit 9d6abf9778
5 changed files with 125 additions and 70 deletions

View File

@@ -59,7 +59,7 @@ Use the table below to help you decide which quantization method to use.
| [HQQ](./hqq.md) | 🟢 | 🟢 | 🟢 | 🔴 | 🔴 | 🔴 | 🟢 | 1/8 | 🟢 | 🔴 | 🟢 | https://github.com/mobiusml/hqq/ |
| [optimum-quanto](./quanto.md) | 🟢 | 🟢 | 🟢 | 🔴 | 🟢 | 🔴 | 🟢 | 2/4/8 | 🔴 | 🔴 | 🟢 | https://github.com/huggingface/optimum-quanto |
| [FBGEMM_FP8](./fbgemm_fp8.md) | 🟢 | 🔴 | 🟢 | 🔴 | 🔴 | 🔴 | 🔴 | 8 | 🔴 | 🟢 | 🟢 | https://github.com/pytorch/FBGEMM |
| [torchao](./torchao.md) | 🟢 | | 🟢 | 🔴 | 🟡 <sub>5</sub> | 🔴 | | 4/8 | | 🟢🔴 | 🟢 | https://github.com/pytorch/ao |
| [torchao](./torchao.md) | 🟢 | 🟢 | 🟢 | 🔴 | 🟡 <sub>5</sub> | 🔴 | | 4/8 | | 🟢🔴 | 🟢 | https://github.com/pytorch/ao |
| [VPTQ](./vptq.md) | 🔴 | 🔴 | 🟢 | 🟡 | 🔴 | 🔴 | 🟢 | 1/8 | 🔴 | 🟢 | 🟢 | https://github.com/microsoft/VPTQ |
| [SpQR](./spqr.md) | 🔴 | 🔴 | 🟢 | 🔴 | 🔴 | 🔴 | 🟢 | 3 | 🔴 | 🟢 | 🟢 | https://github.com/Vahe1994/SpQR/ |
| [FINEGRAINED_FP8](./finegrained_fp8.md) | 🟢 | 🔴 | 🟢 | 🔴 | 🔴 | 🔴 | 🔴 | 8 | 🔴 | 🟢 | 🟢 | |