GitLab

* bug fix

* add warning for instruct models

* nit

* 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

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

* add custom filter

* fix type casting of references

* add humaneval

* fix a bug in humaneval

* add greedy version of humaneval

* update tasks README

* test humaneval

* return multiple metrics

* nit

* add confirmation to run code tasks

* nit

* nit

---------
Co-authored-by: Hojin Lee <19949034+hjlee1371@users.noreply.github.com>
Co-authored-by: Baber <baber@hey.com>

* allow !function filters

* bugfix

* nit

* add `filter` to logged samples

* add `filter` and `metric` to logged samples to identification

* convert `metric` to `metrics`: list

* fix test task

* dont call lm.chat_template each time

* 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

---------
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>

* max_images are passed on to vllms `limit_mm_per_prompt`

* replace max image placeholders in string

* handle chat_template error

* move `fewshot_random_seed` to global

* Fix float limit override

See: https://github.com/EleutherAI/lm-evaluation-harness/issues/2324

The float limit will be override with the previous int limit of multiple tasks are triggered together.

This PR fix this issue

* Update evaluator.py

* Update evaluator.py

* 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

---------
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

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

* Update evaluator.py

* update error msg

* chat template hotfix

* pre-commit

* 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

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

* add greoup_config arg

* add a group config that allows disabling table for group score and group aggregate in general

* fixed size configuration

* adjust config

* add group config

* adjust mmlu to use group_config

* fixed args input in aggregate_subtask_metrics

* fixed issues related to printing alias of group and updated yaml

* update all mmlu variants to include group_config

* edit format

* modify mmlu tasks

* adjust group to also be a configurable group

* add configurable group

* simplify get_task_list

* adjust group scoring with using ConfigurableGroup

* adjust args

* update mmlu

* update mmlu

* update to work with new group and task configuration

* readd group_agg

* readd files

* move prepare_print_tasks to evaluator_utils

* sort set to False by default, fix predict_only arg

* add version for groups

* reversed task list

* update additional condition when loading a group in a group yaml

* update truthfulqa

* add description regarding tags replacing group

* replace group to tag

* fixed conditional statement

* remove warning

* update loading of task group and newly added tags

* reformat with pre-commit

* fixed info log

* update

* fix bug

* fix bug

* use task id to differentiate tasks

* convert all groups to configurable groups

* use task_id

* reformat

* add task_id for python tasks as well

* add task_id for python tasks as well

* add task_id for python tasks as well

* revert truthfulqa

* revert mmlu tasks

* new mmlu config

* new group config parameter `tag_to_task`

* Update truthfulqa_mc2.yaml

* reformate

* add _process_group_config

* adjust task_id

* add get_subtask_list function to get proper subtask list

* group config to_dict update

* remove tag check

* update mmlu

* fix config passing issues

* add test yaml

* format fix

* add documentation

* corner case for single tag being called

* fix indentation

* formatting

* update all mmlu variants

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

* remove group_alias

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

* remove version for metadata

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

* update mmlu/

* removed " " in make_table

* change how aggregate_metric is loaded

* change how aggregate_metric is loaded

* update aggregate_metric arg

* update format

* update format

* some docs fixes

* add groups for agieval, aexams, aclue

* add more explicit aggregation groups

* add more groupings / tags distinctions

* add more groupings

* more groupings

* add many explicit group configs

* add many explicit group configs

* add more explicit group configs

* add more explicit group configs

* add more error msgs, agg_metric -> agg_metric_list

* some docs updates

* update task_id to be updateable and uses group:task format

* make KMMLU a tag for now

* update docs

* don't duplicate task names

* fix merge conflicts?

* giving this a try

* clean up diff

* switch mmlu variants over to using

* don't use to-be-deprecated group: config field in overview notebook

* Python tasks which subclass ConfigurableTask now run

* update mmlu

* pre-commit format

* fixed sorting for multi-level printing

* move group api to separate file

* fix bbh aggregation filter usage

* track api/group.py

* adjust group and tags loading

* make explicit group configs for leaderboard and other newer tasks

* fix arabicmmlu

* update

* change arabicmmlu template name???

* update group alias

* fix printing bugs

* check table printing is correct ; update tests

* use mmlu_stem to have a group included in print tests

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

* refactored `lm.apply_chat_template`

* nit

* fix weird type error

* fixed!

* skip failing test

* pre-commit run all

* add type hints

* nit

* nit

* fixup

* add tokenizer logs info

* add no tokenizer case

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

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

* add updates

* fix conflict

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

* log fewshot_as_multiturn in general tracker args

* Update evaluator.py

---------
Co-authored-by: Lintang Sutawika <lintang@eleuther.ai>

* 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>

Fix #1906

* Higher is better tickers in output table

* add extra check for `higher_is_better` not being None already

* Update lm_eval/evaluator.py

* fixup format I messed up

* add comment (and retrigger tests)

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

* rename lm_eval.logging module

* fix evaluation tracker args

* add handling for bootstrap_iters=0 case

* add more detail to docstring

* run precommit

* Added fewshot sampling seeds to evaluator.simple_evaluate signature

Way to control seed of fewshot sampling
may help with #1591

* Added ability for custom sampler for ConfigurableTask

May be set in config like
```
fewshot_config:
  sampler: !function utils.MyFewshotSampler
```

* explicitly set fewshot random generator seed for HFLM generate_until_task test

* add backward compatibility for three args seed setup

* save seeds info to logs/reports

* evaluation tracker implementation

* OVModelForCausalLM test fix

* typo fix

* moved methods args

* multiple args in one flag

* loggers moved to dedicated dir

* improved filename sanitization

* add logging of model args

* nit

* Add warnings.

* nit

* add warning

* nit

* Update interface.md

* fix: make caching reqs always work with accelerate launch

* remove stale task migration checklist

* remove deprecation warnings

* make informative TypeErrors for get_task_dict

* bump version metadata

* fix num_fewshot printing bug

* add fewshot value to cache key

* Remove unused `decontamination_ngrams_path` and all mentions (still no alternative path provided)

* Fix improper import of LM and usage of evaluator in one of scripts

* update type hints in instance and task api

* raising errors in task.py instead of asserts

* Fix warnings from ruff

* raising errors in __main__.py instead of asserts

* raising errors in tasks/__init__.py instead of asserts

* raising errors in evaluator.py instead of asserts

* evaluator: update type hints and remove unused variables in code

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

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

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

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

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

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

* pre-commit induced fixes

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

* Fix padding

* Fix elif in model loading

* format

* change `all_gather` to `gather`

* add TaskOutput utility class

* Add FilterResults class and refactor task handling.

* Rename `key` to `filter_key` for clarity

* Add `print_writeout` function in utils.py

* Add function to calculate limit size.

* Add doc_iterator method to Task class

* Refactor `doc_iterator` and cleanup in Task class

* remove superfluous bits

* change `all_gather` to `gather`

* bugfix

* bugfix

* fix `gather`

* Refactor `gather` loop

* Refactor aggregate metrics calculation

* Refactor and simplify aggregate metrics calculation
Removed unused code

* Simplify metrics calculation and remove unused code.

* simplify the metrics calculation in `utils.py` and `evaluator.py`.

* Fix group metric

* change evaluate to hf_evaluate

* change evaluate to hf_evaluate

* add docs

* add docs

* nits

* make isslice keyword only

* nit

* add todo

* nit

* nit

* nit: swap order samples_metrics tuple

* move instance sorting outside loop

* nit

* nit

* Add __repr__ for ConfigurableTask

* nit

* nit

* Revert "nit"

This reverts commit dab8d9977a643752a17f840fd8cf7e4b107df28f.

* fix some logging

* nit

* fix `predict_only` bug. thanks to `@LSinev`!

* change `print_tasks` to `prepare_print_tasks`

* nits

* move eval utils

* move eval utils

* nit

* add comment

* added tqdm descriptions

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

* fix mgsm bug

* nit

* fix `build_all_requests`

* pre-commit

* add ceil to limit

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

* Create a means for caching task registration and request building. Add the ability to specify an args dict for simple_evaluate().

* Remove extra S in cache path in caching module
Co-authored-by: Hailey Schoelkopf <65563625+haileyschoelkopf@users.noreply.github.com>

* Rename requests cache args, make model_args polymorphic so that a dict can also be accepted.

* Update docs to reflect new caching behavior, add CLI args for requests caching. Create a function for deleting items in the cache.

* Update documentation, fix minor bug with arg parsing for requests caching where an undefined variable was used.

* Remove line from gitignore, add to cli for caching datasets.

* Add hashing suffix to .pickles. Update test script typo.

* Favor isinstance() over type() in evaluator.py

* Add tests for caching, gets tests working, remove unneeded arg from build_all_requests().

* Update arg description to simple_evaluate.

* Update pyproject.toml

* Fix typehint

* Remove the use of random() for creating default cache pickle hash.

* Check that cache dir exists before clearing it in request cache tests.

* Fix linting problems.

* Fix additional formatting errors.

* Remove trailing whitespace.

* Add new line to the end of .gitignore.

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

* Save git_hash to results even if git is not available to call as subprocess

* Store more info about environment and transformers version in results to help researchers track inconsistencies

* moved added logging to logging_utils

* moved get_git_commit_hash to logging_utils.py

* moved add_env_info inside evaluator

* log group membership

* no stray prints

* Update evaluator.py

* Added seeds to `evaluator.simple_evaluate` signature

* Added  CLI argument

* Updated  to add  arg.

* un-exclude `evaluate.py` from linting

* readability

* readability

* add task name to build info message

* fix link

* nit

* add functions for var and mean pooling

* add functions for var and mean pooling

* metadata compatibility with task

* rename `override_config` to `set_config` and move to `Task`

* add unit test

* nit

* nit

* bugfix

* nit

* nit

* nit

* add docstrings

* fix metadata-fewshot

* revert metric refactor

* nit

* type checking

* type hints

* type hints

* move `override_metric` to `Task`

* change metadata

* change name

* pre-commit

* rename

* remove

* remove

* `override_metric` backwards compatible with `Task`

* type hints

* use generic

* type hint