transformers/docs/source/en
Wenhua Cheng b3492ff9f7
Add AutoRound quantization support (#37393)
* add auto-round support

* Update src/transformers/quantizers/auto.py

Co-authored-by: Ilyas Moutawwakil <57442720+IlyasMoutawwakil@users.noreply.github.com>

* fix style issue

Signed-off-by: wenhuach <wenhuach87@gmail.com>

* tiny change

* tiny change

* refine ut and doc

* revert unnecessary change

* tiny change

* try to fix style issue

* try to fix style issue

* try to fix style issue

* try to fix style issue

* try to fix style issue

* try to fix style issue

* try to fix style issue

* fix doc issue

* Update tests/quantization/autoround/test_auto_round.py

* fix comments

* Update tests/quantization/autoround/test_auto_round.py

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

* Update tests/quantization/autoround/test_auto_round.py

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

* update doc

* Update src/transformers/quantizers/quantizer_auto_round.py

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

* update

* update

* fix

* try to fix style issue

* Update src/transformers/quantizers/auto.py

Co-authored-by: Mohamed Mekkouri <93391238+MekkCyber@users.noreply.github.com>

* Update docs/source/en/quantization/auto_round.md

Co-authored-by: Mohamed Mekkouri <93391238+MekkCyber@users.noreply.github.com>

* Update docs/source/en/quantization/auto_round.md

Co-authored-by: Mohamed Mekkouri <93391238+MekkCyber@users.noreply.github.com>

* Update docs/source/en/quantization/auto_round.md

Co-authored-by: Mohamed Mekkouri <93391238+MekkCyber@users.noreply.github.com>

* update

* fix style issue

* update doc

* update doc

* Refine the doc

* refine doc

* revert one change

* set sym to True by default

* Enhance the unit test's robustness.

* update

* add torch dtype

* tiny change

* add awq convert test

* fix typo

* update

* fix packing format issue

* use one gpu

---------

Signed-off-by: wenhuach <wenhuach87@gmail.com>
Co-authored-by: Ilyas Moutawwakil <57442720+IlyasMoutawwakil@users.noreply.github.com>
Co-authored-by: Marc Sun <57196510+SunMarc@users.noreply.github.com>
Co-authored-by: Mohamed Mekkouri <93391238+MekkCyber@users.noreply.github.com>
Co-authored-by: Shen, Haihao <haihao.shen@intel.com>
2025-04-22 13:56:54 +02:00
..
internal Introduce GradientCheckpointingLayer (#37223) 2025-04-22 11:33:31 +01:00
main_classes Add AutoRound quantization support (#37393) 2025-04-22 13:56:54 +02:00
model_doc Refactor phi doc (#37583) 2025-04-21 10:31:04 -07:00
quantization Add AutoRound quantization support (#37393) 2025-04-22 13:56:54 +02:00
tasks VDR task guide (#37485) 2025-04-15 08:55:13 -07:00
_config.py Add optimized PixtralImageProcessorFast (#34836) 2024-11-28 16:04:05 +01:00
_redirects.yml Docs / Quantization: Redirect deleted page (#31063) 2024-05-28 18:29:22 +02:00
_toctree.yml Add InternVL (2.5 MPO) (#35968) 2025-04-18 18:57:33 +02:00
accelerate.md [docs] Redesign (#31757) 2025-03-03 10:33:46 -08:00
add_new_model.md Add support for fast image processors in add-new-model-like CLI (#36313) 2025-03-13 14:16:37 -04:00
add_new_pipeline.md [docs] Redesign (#31757) 2025-03-03 10:33:46 -08:00
agents.md [agents] remove agents 🧹 (#37368) 2025-04-11 18:42:37 +01:00
attention_interface.md Fix AttentionInterface following feedback (#37010) 2025-03-28 18:00:35 +01:00
attention.md [Docs] Fix broken links and syntax issues (#28918) 2024-02-08 14:13:35 -08:00
backbones.md [docs] Redesign (#31757) 2025-03-03 10:33:46 -08:00
cache_explanation.md Fix typos (#36910) 2025-03-24 14:08:29 +00:00
chat_extras.md Update chat_extras.md with content correction (#36599) 2025-03-07 13:09:02 +00:00
chat_templating_multimodal.md [chat-template] Unify tests and clean up 🧼 (#37275) 2025-04-10 14:42:32 +02:00
chat_templating_writing.md [docs] Redesign (#31757) 2025-03-03 10:33:46 -08:00
chat_templating.md [docs] Redesign (#31757) 2025-03-03 10:33:46 -08:00
community.md Fixed Majority of the Typos in transformers[en] Documentation (#33350) 2024-09-09 10:47:24 +02:00
contributing.md Enable doc in Spanish (#16518) 2022-04-04 10:25:46 -04:00
conversations.md [docs] Redesign (#31757) 2025-03-03 10:33:46 -08:00
custom_models.md Fix typos (#36910) 2025-03-24 14:08:29 +00:00
debugging.md [docs] Redesign (#31757) 2025-03-03 10:33:46 -08:00
deepspeed.md chore: Fix typos in docs and examples (#36524) 2025-03-04 13:47:41 +00:00
executorch.md [docs] Redesign (#31757) 2025-03-03 10:33:46 -08:00
fast_tokenizers.md [docs] Redesign (#31757) 2025-03-03 10:33:46 -08:00
feature_extractors.md [docs] Redesign (#31757) 2025-03-03 10:33:46 -08:00
fsdp.md [docs] Redesign (#31757) 2025-03-03 10:33:46 -08:00
generation_features.md chore: Fix typos in docs and examples (#36524) 2025-03-04 13:47:41 +00:00
generation_strategies.md Fixing the example in generation strategy doc (#37598) 2025-04-18 12:50:17 -07:00
gguf.md Fix gguf docs (#36601) 2025-03-11 15:29:14 +01:00
glossary.md Fix typos (#31819) 2024-07-08 11:52:47 +01:00
gpu_selection.md Fix typos (#36910) 2025-03-24 14:08:29 +00:00
how_to_hack_models.md fix typos in the docs directory (#36639) 2025-03-11 09:41:41 -07:00
hpo_train.md [docs] Redesign (#31757) 2025-03-03 10:33:46 -08:00
image_processors.md [docs] Redesign (#31757) 2025-03-03 10:33:46 -08:00
index.md Adding Qwen3 and Qwen3MoE (#36878) 2025-03-31 09:50:49 +02:00
installation.md byebye torch 2.0 (#37277) 2025-04-07 15:19:47 +02:00
kv_cache.md fix link in kv_cache.md (#37652) 2025-04-21 09:01:11 -07:00
llm_optims.md [CI] green llama tests (#37244) 2025-04-03 14:15:53 +01:00
llm_tutorial_optimization.md fix typos in the docs directory (#36639) 2025-03-11 09:41:41 -07:00
llm_tutorial.md chore: Fix typos in docs and examples (#36524) 2025-03-04 13:47:41 +00:00
model_memory_anatomy.md Enable BNB multi-backend support (#31098) 2024-09-24 03:40:56 -06:00
model_sharing.md [docs] Redesign (#31757) 2025-03-03 10:33:46 -08:00
model_summary.md model_summary.md - Restore link to Harvard's Annotated Transformer. (#29702) 2024-03-23 18:29:39 -07:00
models.md [docs] Redesign (#31757) 2025-03-03 10:33:46 -08:00
modular_transformers.md Support custom dosctrings in modular (#36726) 2025-03-18 14:00:54 -04:00
notebooks.md Enable doc in Spanish (#16518) 2022-04-04 10:25:46 -04:00
optimizers.md [docs] Redesign (#31757) 2025-03-03 10:33:46 -08:00
pad_truncation.md Fixed Majority of the Typos in transformers[en] Documentation (#33350) 2024-09-09 10:47:24 +02:00
peft.md [docs] Redesign (#31757) 2025-03-03 10:33:46 -08:00
perf_hardware.md chore: Fix typos in docs and examples (#36524) 2025-03-04 13:47:41 +00:00
perf_infer_cpu.md [docs] Redesign (#31757) 2025-03-03 10:33:46 -08:00
perf_infer_gpu_multi.md enable tp on CPU (#36299) 2025-03-31 10:55:47 +02:00
perf_infer_gpu_one.md Add InternVL (2.5 MPO) (#35968) 2025-04-18 18:57:33 +02:00
perf_torch_compile.md [docs] Redesign (#31757) 2025-03-03 10:33:46 -08:00
perf_train_cpu_many.md [docs] Redesign (#31757) 2025-03-03 10:33:46 -08:00
perf_train_cpu.md [docs] Redesign (#31757) 2025-03-03 10:33:46 -08:00
perf_train_gpu_many.md docs: fix typo (#37567) 2025-04-17 14:54:44 +01:00
perf_train_gpu_one.md [docs] Redesign (#31757) 2025-03-03 10:33:46 -08:00
perf_train_special.md [docs] Redesign (#31757) 2025-03-03 10:33:46 -08:00
perf_train_tpu_tf.md [docs] Redesign (#31757) 2025-03-03 10:33:46 -08:00
perplexity.md [docs] use device-agnostic API instead of cuda (#34913) 2024-11-26 09:23:34 -08:00
philosophy.md [docs] fixed links with 404 (#27327) 2023-11-06 19:45:03 +00:00
pipeline_gradio.md [docs] Redesign (#31757) 2025-03-03 10:33:46 -08:00
pipeline_tutorial.md chore: Fix typos in docs and examples (#36524) 2025-03-04 13:47:41 +00:00
pipeline_webserver.md fix and enhance pipeline_webserver.md (#36992) 2025-04-15 08:35:05 -07:00
pr_checks.md Fixed Majority of the Typos in transformers[en] Documentation (#33350) 2024-09-09 10:47:24 +02:00
processors.md [docs] Fix image link (#36869) 2025-03-25 11:34:21 -07:00
quicktour.md [docs] Redesign (#31757) 2025-03-03 10:33:46 -08:00
run_scripts.md Remove research projects (#36645) 2025-03-11 13:47:38 +00:00
serialization.md [docs] Redesign (#31757) 2025-03-03 10:33:46 -08:00
serving.md [docs] Serving LLMs (#36522) 2025-03-10 13:14:19 -07:00
task_summary.md [doctest] Fixes (#35863) 2025-01-26 15:26:38 -08:00
tasks_explained.md fix: Wrong task mentioned in docs (#34757) 2024-11-18 18:42:28 +00:00
testing.md chore: Fix typos in docs and examples (#36524) 2025-03-04 13:47:41 +00:00
tf_xla.md [docs] Redesign (#31757) 2025-03-03 10:33:46 -08:00
tflite.md [docs] Redesign (#31757) 2025-03-03 10:33:46 -08:00
tokenizer_summary.md [docs] Spanish translation of tokenizer_summary.md (#31154) 2024-06-03 16:52:23 -07:00
tools.md [agents] remove agents 🧹 (#37368) 2025-04-11 18:42:37 +01:00
torchscript.md [docs] Redesign (#31757) 2025-03-03 10:33:46 -08:00
trainer.md (Part 2) feat: allow for tp_size attr for tplizing the model (#37054) 2025-04-10 17:44:09 +02:00
training.md [docs] Redesign (#31757) 2025-03-03 10:33:46 -08:00
troubleshooting.md Update all references to canonical models (#29001) 2024-02-16 08:16:58 +01:00