GitLab

* fix(hf-gguf): skip gguf_file if external tokenizer is provided

* docs(readme): add instructions for evaluating GGUF models with Hugging Face backend

* Try fixing issue 3026 which is caused by the quantization_config argument introduced in Commit 758c5ed8

.
The argument is in Dict type, but for a GPTQ quantized model, it has a conflict with the huggingface interface which expects QuantizationConfigMixin type.
Current solution is removing quantization_config argument in HFLM._create_model() of lm_eval/models/huggingface.py.
Require further modification to restore the functionality provided by the previous commit.

* wrap quantization_config in AutoQuantizationConfig

* handle quantization config not dict

* wrap quantization_config in AutoQuantizationConfig if dict

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Co-authored-by: shanhx2000 <hs359@duke.edu>

* add subfolder

* lint

* change it to empty string

* fix typehints

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Co-authored-by: Baber <baber@hey.com>

* FIX error due to grouping queries with different continuation length

Make Collator choose query with the longest continuation as the
candidate for generation

* use max for key selection

* added comments explaining variable cont length (identical ctx+cont[:-1])

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Co-authored-by: Baber <baber@hey.com>

* Added softmax_dtype argument to coerce log_softmax computations

* move softmax_dtype

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Co-authored-by: Baber <baber@hey.com>

* fix resolve_hf_chat_template version

* pre-commit

* Add support for quantization_config

Summary:
Previously quantization_config is ignored, so torchao quantized models are not supported,
this PR adds that.

Test Plan:
lm_eval --model hf --model_args pretrained=jerryzh168/gemma3-int4wo --tasks hellaswag --device cuda:0 --batch_size 8

Reviewers:

Subscribers:

Tasks:

Tags:

* quantization_config is optional

* changed source of eval_logger

* allow eval_logger to be set from args

* removed verbosity arg from non-main methods

* fix logging

* pre-commit

* set verbosity in eval logger

* replace utils.eval_logger

* fix logging in main

* add logging to docs

* add logging message

* nit

* add logging to docs

* refactor setup_logging to utils

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Co-authored-by: Baber <baber@hey.com>

* update pre-commit

* add assistant prefix

* add arc_challenge from llama

* nit

* nit

* nit

* add assistant prefix

* add mmlu_llama

* nit

* nit

* Revert "nit"

This reverts commit 6a97f8356237305e375212b966b30e8de59dd4bc.

* fix regex bug

* add assistant_prefix to vllm

* add `Question:`

* add mmlu_pro

* add fewshot assistant_prefix

* use `assistant_prefill`

* typehints

* nits

* nits

* add to docs

* add readme

* hf support load gguf file

* code review

* code review

* code clean up

* note about use_fast compat with gguf

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Co-authored-by: Qubitium-ModelCloud <qubitium@modelcloud.ai>

* add warning for truncation

* batch all rolling token windows

* nit

* copy to vllm

* fix max_length for `get_rolling_token_windows`

* bugfix

* bugfix

* add type hints

* make utility function to handle `until`

* fix text

* pre-commit update

* update github actions

* make logging less verbose

* fix artifacts

* batch commit

* :Revert "batch commit"

This reverts commit d859d1ca

.

* batch commit

* checkout from main

* checkout from main

* checkout from main

* checkout from main

* checkout from main

* cleanup

* cleanup

* cleanup

* cleanup

* cleanup

* cleanup

* cleanup

* cleanup

* cleanup

* Chat template fix (#7)

* cleanup

* cleanup

* cleanup

* linting

* fix tests

* add ifeval install to new_task CI

* Revert "add ifeval install to new_task CI"

This reverts commit 1d19449bb7fbfa05d51e7cd20950475eae533bf1.

* adds leaderboard tasks (#1)

* adds leaderboard tasks

* Delete lm_eval/tasks/leaderboard/leaderboard_chat_template.yaml

* add readme

* Delete lm_eval/tasks/leaderboard/mmlu_pro/mmlu_pro_chat_template.yaml

* modify readme

* fix bbh task

* fix bbh salient task

* modify the readme

* Delete lm_eval/tasks/leaderboard/ifeval/README.md

* Delete lm_eval/tasks/leaderboard/math/README.md

* add leaderboard to the tasks repertory

* add anouncment about new leaderbaord tasks

* linting

* Update README.md
Co-authored-by: Hailey Schoelkopf <65563625+haileyschoelkopf@users.noreply.github.com>

* installs ifeval dependency in new_task github workflow

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Co-authored-by: Nathan Habib <nathan.habib@huggingface.com>
Co-authored-by: Hailey Schoelkopf <65563625+haileyschoelkopf@users.noreply.github.com>

* fix math parser

* fix math parser

* fix version

* add warning about chat template

---------
Co-authored-by: Nathan Habib <nathan.habib@huggingface.co>
Co-authored-by: Nathan Habib <30601243+NathanHB@users.noreply.github.com>
Co-authored-by: Nathan Habib <nathan.habib@huggingface.com>
Co-authored-by: Hailey Schoelkopf <65563625+haileyschoelkopf@users.noreply.github.com>
Co-authored-by: Nathan Habib <nathan.habib19@gmail.com>

* pass device_map other than auto for parallelize

* support gptqmodel

* code opt

* add gptqmodel option

* Update huggingface.py

* Update pyproject.toml

* gptqmodel version upgraded to 1.0.6

* GPTQModel version upgraded to 1.0.8

* Update pyproject.toml

* fix ruff-format error

* add gptqmodel test

* Update gptqmodel test model

* skip cuda

* python3.8 compatible

* Update README.md

* Update README.md

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Co-authored-by: CL-ModelCloud <cl@modelcloud.ai>

* Replace generic exception classes with a more specific ones

* rerun pre-commit to pass linter tests

* Revert "rerun pre-commit to pass linter tests"

This reverts commit 67f88ccf144469853217704520e613196042d859.

* reduce repetitions in errors or so

* Replace generic exception class with a more specific one

* switch conditional checks to `self.backend`

* nit

* nit

* commit feedback

* fix test; update precommit hooks

* add escape hatch for custom self.AUTO_MODEL_CLASS

* add escape hatch for custom self.AUTO_MODEL_CLASS

* fix

* move assertion

* add logging messages

* update AUTO_MODEL_CLASS behavior in _get_backend

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Co-authored-by: haileyschoelkopf <hailey@eleuther.ai>

* add WIP hf vlm class

* add doc_to_image

* add mmmu tasks

* fix merge conflicts

* add lintang's changes to hf_vlms.py

* fix doc_to_image

* added yaml_path for config-loading

* revert

* add line to process str type v

* update

* modeling cleanup

* add aggregation for mmmu

* rewrite MMMU processing code based on only MMMU authors' repo (doc_to_image still WIP)

* implemented doc_to_image

* update doc_to_image to accept list of features

* update functions

* readd image processed

* update args process

* bugfix for repeated images fed to model

* push WIP loglikelihood code

* commit most recent code (generative ; qwen2-vl testing)

* preliminary image_token_id handling

* small mmmu update: some qs have >4 mcqa options

* push updated modeling code

* use processor.apply_chat_template

* add mathvista draft

* nit

* nit

* ensure no footguns in text<>multimodal LM<>task incompatibility

* add notification to readme regarding launch of prototype!

* fix compatibility check

* reorganize mmmu configs

* chat_template=None

* add interleave chat_template

* add condition

* add max_images; interleave=true

* nit

* testmini_mcq

* nit

* pass image string; convert img

* add vllm

* add init

* vlm add multi attr

* fixup

* pass max images to vllm model init

* nit

* encoding to device

* fix HFMultimodalLM.chat_template ?

* add mmmu readme

* remove erroneous prints

* use HFMultimodalLM.chat_template ; restore tasks/__init__.py

* add docstring for replace_placeholders in utils

* fix `replace_placeholders`; set image_string=None

* fix typo

* cleanup + fix merge conflicts

* update MMMU readme

* del mathvista

* add some sample scores

* Update README.md

* add log msg for image_string value

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Co-authored-by: haileyschoelkopf <hailey@eleuther.ai>
Co-authored-by: Baber Abbasi <baber@eleuther.ai>
Co-authored-by: Baber <baber@hey.com>
Co-authored-by: Hailey Schoelkopf <65563625+haileyschoelkopf@users.noreply.github.com>

* default chat template method fix

* move chat_template to TemplateLM

* remove hotfix

* handle openai `chat_template`

* Update lm_eval/api/model.py
Co-authored-by: Hailey Schoelkopf <65563625+haileyschoelkopf@users.noreply.github.com>

* add 'max_tokens' to gen_kwargs

* pre-commit

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Co-authored-by: KonradSzafer <szafer.konrad@gmail.com>
Co-authored-by: Hailey Schoelkopf <65563625+haileyschoelkopf@users.noreply.github.com>

* fix revision type

* allow for None-input loglikelihood reqs to be cached

* handle no remaining cache items

* pre-commit

* change cache_hook.add_partial(loglikelihood_rolling...) convention

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Co-authored-by: Baber Abbasi <baber@eleuther.ai>

* multiple chat template support

* help doc update

* add transformers link to docstring

* model args update

* comment update

* statement simplification

* simplified chat_template property

* docs update

* removed template arg from HFLM class

* interface doc update

* model guide update

* interface doc update

* reuse apply_chat_template variable

* model guide refactor

* interface doc update

* removed old definition

* last nits

* last nits

* last nits

* better wording

* last nits

* Remove unnecessary Optional

* Apply suggestions from code review
Co-authored-by: Hailey Schoelkopf <65563625+haileyschoelkopf@users.noreply.github.com>

* return variable rename

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Co-authored-by: Clémentine Fourrier <22726840+clefourrier@users.noreply.github.com>
Co-authored-by: Hailey Schoelkopf <65563625+haileyschoelkopf@users.noreply.github.com>

* batch commit

* :Revert "batch commit"

This reverts commit d859d1ca

.

* batch commit

* checkout from main

* checkout from main

* checkout from main

* checkout from main

* checkout from main

* cleanup

* cleanup

* cleanup

* cleanup

* cleanup

* cleanup

* cleanup

* cleanup

* linting

* add doc

* Update lm_eval/models/huggingface.py
Co-authored-by: Hailey Schoelkopf <65563625+haileyschoelkopf@users.noreply.github.com>

* Update README.md
Co-authored-by: Hailey Schoelkopf <65563625+haileyschoelkopf@users.noreply.github.com>

* Update lm_eval/models/huggingface.py

* linter

* Apply suggestions from code review
Co-authored-by: Hailey Schoelkopf <65563625+haileyschoelkopf@users.noreply.github.com>

* style

* remove prepare

* fix

* style

* last check

* Update lm_eval/models/huggingface.py
Co-authored-by: Hailey Schoelkopf <65563625+haileyschoelkopf@users.noreply.github.com>

---------
Co-authored-by: Clémentine Fourrier <22726840+clefourrier@users.noreply.github.com>
Co-authored-by: Hailey Schoelkopf <65563625+haileyschoelkopf@users.noreply.github.com>
Co-authored-by: clementine@huggingface.co <clementine@huggingface.co>

* add chat template

* refactor token padding

* nit

* nit

* check on failing test

* check transformers version

* remove transformers pin

* add ids to test

* nit

* fixup

* fix bos bug

* nit

* fixup! fix bos bug

* increase tolerance for table test

* don't detokenize vllm logprobs

* Update lm_eval/models/utils.py
Co-authored-by: Hailey Schoelkopf <65563625+haileyschoelkopf@users.noreply.github.com>

* pre-commit run --all-files

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Co-authored-by: Hailey Schoelkopf <65563625+haileyschoelkopf@users.noreply.github.com>

* initial chat template

* tokenizer attribute check

* variable rename

* interface update

* system instruction

* system inst default update

* fewshot as multiturn

* typing update

* indent update

* added comments

* Adding a fewshot in a more readable way

* linting

* Moved apply chat template to LM

* multiturn alternation fix

* cache key update

* apply chat template method fix

* add system prompt hash to cache_key

* tokenizer name property for cache_key

* property name fix

* linting backward compatibility fix

* docs and errors update

* add documentation on adding chat template compatibility to model_guide

* fewshot as multiturn check fix

* saving system inst and chat template in results

* eval tracker update

* docs update

* Apply suggestions from code review
Co-authored-by: Hailey Schoelkopf <65563625+haileyschoelkopf@users.noreply.github.com>

---------
Co-authored-by: haileyschoelkopf <hailey@eleuther.ai>
Co-authored-by: Clémentine Fourrier <22726840+clefourrier@users.noreply.github.com>
Co-authored-by: Hailey Schoelkopf <65563625+haileyschoelkopf@users.noreply.github.com>

* [HFLM]Add support for Ascend NPU
Co-authored-by: jiaqiw09 <jiaqiw960714@gmail.com>
Co-authored-by: zhabuye <2947436155@qq.com>

* bump accelerate dependency version to 0.26.0 for NPU compat.

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Co-authored-by: jiaqiw09 <jiaqiw960714@gmail.com>
Co-authored-by: zhabuye <2947436155@qq.com>
Co-authored-by: Hailey Schoelkopf <65563625+haileyschoelkopf@users.noreply.github.com>

* resize model embeddings

* resize only

* tokenizer help

* load tokenizer before model

* add comment and run precommit lint

* Add log message
Co-authored-by: Hailey Schoelkopf <65563625+haileyschoelkopf@users.noreply.github.com>

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Co-authored-by: Hailey Schoelkopf <65563625+haileyschoelkopf@users.noreply.github.com>

* fix auto-batch size bug for seq2seq models

* alphabetize task + group tables ; fix eval tracker bug

* fix eval tracker bug