GitLab

* 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>

* 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

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

* fix the regex string in yaml file

* Update samplers.py

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

* Setting up lingoly task

* Testing yaml changes to debug

* Adding pre-commit hooks

* Functional LingOly benchmark

* Renaming files and adding grouping

* Extending group aggregations to allow custom functions. Setting up custom lingoly aggregation using difference in scores.

* initialized mmlu_pro task

* added generative mmlu-pro

* added cot fewshot for mmlu-pro

* Initial commit

* updated mmlu-pro to take on 3 splits: test, val, dev

* mmlu-pro: added continuation and flan_cot_zeroshot

* added README.md for mmlu_pro

* removed

* update files

* moved files out, and removed unused versions

* updated

* mmlu_pro:

-changed task 'other' to 'miscellaneous'
there is already a group named 'other'
task and group with the same alias (e.g. mmlu_pro_other_generative) throws an error

-fixed yaml backslash escape for fewshot cot

* changed choices -> options in yaml config to fit dataset schema

* ONLY FOR DEFAULT: fixed yaml file to use variable number of choices

* mmlu-pro: fixed doc_to_text/choice/target configs for all variants

* mmlu-pro: minor fixes

* mmlu-pro/default: aligned with mmlu updates

* mmlu-pro: update yaml content in line with mmlu

* mmlu-pro: fixed mislabelling of task (math->chemistry)

* mmlu-pro: fixed yaml formatting

* add custom fewshot doc_to_text, target, and choice

* add process for each subtask

* add process for each subtask

* pre-commit

* pre-commit

* format

* resolved left out merge

* deleted folders + updated readme

* Update evaluator.py

* Update evaluator.py

---------
Co-authored-by: Yu Shi Jie <shijie@tensorplex.ai>
Co-authored-by: lintangsutawika <lintang@eleuther.ai>
Co-authored-by: root <root@455bdd73-01.cloud.together.ai>
Co-authored-by: Lintang Sutawika <lintang@sutawika.com>

* refactor: move scipy and sklearn module imports to func imports
Signed-off-by: Nathan Weinberg <nweinber@redhat.com>

* refactor: consolidate weighted_f1_score func into lm_eval utils
Signed-off-by: Nathan Weinberg <nweinber@redhat.com>

* lint: allow for utils file to have unused imports

this allows for shared functions to be defined only
once while allowing for the YAML function importing
to continue working
Signed-off-by: Nathan Weinberg <nweinber@redhat.com>

---------
Signed-off-by: Nathan Weinberg <nweinber@redhat.com>

* refactor pad_token handling to fn

* fix docs

* add pad_token_handling to vllm

* start on API superclass

* don't detokenize the returned logits

* streamline vllm tokenizer

* add type hint

* pre-commit

* seems to be in working order

* add model to init

* refactor api models

* nit

* cleanup

* add pbar

* fix type hints

* change optional dependencies

* json encode chat template

* add type hints

* deal with different prompt input requiremnts

* nits

* fix

* cache inside async

* fix

* fix

* nits

* nits

* nits

* nit

* fixup

* fixup

* nit

* add dummy retry

* add dummy retry

* handle imports; skip failing test

* add type hint

* add tests

* add dependency to tests

* add package names to exception

* nit

* docs; type hints

* handle api key

* nit

* tokenizer bug

* fix tokenizer

* nit

* nit

* add better error messages

* nit

* remove decorator

* CI: install api dep

* revert evaluator.py

* consolidate

* consolidate

* nits

* nit

* fix typealias

* nit

* nit

* nit

* Update lm_eval/models/api_models.py

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

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

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

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

* fix typo

* add news section

* add info for API

* pre-commit

* typo

* fix bug: unpack logliklehood requests

* fix bug: shared gen_kwargs mutated

* nit: handle copy properly

* Update README.md

* Update README.md

* Update README.md

* Update api_models.py

* Update README.md

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

* add afrixnli to task

* add chat completion

* remove chat completion -untested

* afrimmlu added

* afrimmlu folder update

* afrimmlu folder update

* updated prompt

* remove print

* add afrimgsm -direct

* add squad metric

* fix bash script

* remove direct util, update common yaml

* remove print

* add few show. metric fixes

* fix direct path, add bash script for gpt models

* added transate test

* update afrixnli tasks

* update afrixnli tasks

* update metrics for afrixnli

* prompt translations fix

* prompt translations fix

* filter and metric fix -mgsm

* remove squad metric

* remove squad metric

* add f1 score to mgsm

* add f1 score to mgsm

* update native-direct with lin

* change f1 function

* add lin to utils

* add utils

* remove test limit

* remove test configs

* add swahili to mmlu

* change eng to ewe in ewe yaml mmlu

* add squad metric to mgsm, remove whitespace filter

* added translate test

* added afrixnli_translate

* fix exact match valueError

* fix exact match valueError

* restructure mmlu folder

* spacing

* remove afrimmlu_translate folder

* add utility

* format task name, clean ups

* modefied mgsm

* update on afrimgsm

* update on afrimgsm

* removed utils

* other mgsm varieties

* other mgsm varieties

* adding trasnslate direct

* Update translate_direct_yaml

* add manual xnli prompt, add multichoice for openai models, and adapt multichoice metric for openai model

* edit for open models

* Update translate_direct_yaml

* add verbalizer for xnli

* change xnli from multiple choice to generate

* add manual accuracy scores

* revert xnli to multiple choice

* change afrimgsm utils

* revert xnli to multiple_choice

* cleanups and readmes

* remove openai fixes and unused regex

* pr review changes

* revert metrics.py, task.py and extraction.py to main version

---------
Co-authored-by: Israel Abebe Azime <azime@cg.uni-saarland.de>
Co-authored-by: Israel Abebe Azime <se.israel.abebe@gmail.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>

Co-authored-by: yhjo <yhjo@suresofttech.com>

* refactored `lm.apply_chat_template`

* nit

* fix weird type error

* fixed!

* skip failing test

* pre-commit run all

* add type hints

* nit

* nit

* fixup

* `samples` is newline delimited

* updated git and pre-commit

* appease pre-commit

* nit

* Revert back for now

* Revert for now

---------
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>

* init test 1

* fix

* this format seems to be working - need to update all other tasks with the new format

* bbh with few shot format

* fix fewshot bbh

* add mmlu flan cot

* samples of cot

* kmmlu

* fix gsm8k

* update keys for mmlu

* minerva math

* bbh

* fix

* fix samples

* small fixes to templates

* last prompt format change

* fixing prompt

* fixed minerva math format

* rm accidental commited file

* added doc for few shot samples

* Update lm_eval/loggers/evaluation_tracker.py

* Update lm_eval/loggers/evaluation_tracker.py

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

* added check in sampler per code review

* added the system from a function, plus an example in minerva math

* style

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

* fix unit tests 1

* forcing use of test split

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

* add handling for bootstrap_iters=0 case

* add more detail to docstring

* run precommit

`gold_one_hot` needs to follow the dimension of predictions so that it still works when `--limit` is used and the indexes in gold does not cover all gold indexes.

* 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

* Add register_filter decorator

* Add register_filter docs

* Update task.py

* Update __init__.py

* fix on --task list

* add fixes to tokeniation

* differentiate encoding for seq2seq and decoder

* return token setting

* format for pre-commit

* Seq2seq fix, pt2 (#1630)

* getting model class only when defined

* encode_pair handles None, add_special_tokens turned into dict with default value

---------
Co-authored-by: achervyakov <77295913+artemorloff@users.noreply.github.com>

* make vllm use prefix_token_id ; have prefix_token_id be optional method to define

* custom_prefix_token_id wasn't set if not passed

This reverts commit b7923a84.

* use BOS token in loglikelihood

* improve comments

* add model arg

* log prefix token id

* log prefix token id

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

* change name to prefix_token_id

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

* 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

* Differentiate _encode_pair setting for decoder and enc-dec models

* tok_decode to not skip special token so that eos doen't become empty string

* Update model.py

* Update model.py

* Update huggingface.py

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

* Update model.py

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

* add manual tqdm disabling management

* add typing to all new args

* apply precommit changes

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

* Support jinja templating for "description"

* Update task_guide.md

* Update lm_eval/api/task.py

* fix format?

* whitespace errors

* fix whitespace

* fix bad variable reference

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

* 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>

* 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>

* add brier_score

* process brier_score

* brier score is working for N-sized class

* fxied brier score

* add TED to BigBench and Brier score to MMLU

* format

* Update metrics.py

* Update task.py

* Update generate_until_template_yaml

* Delete lm_eval/tasks/bigbench/aux_metric.py

* Update generate_until_template_yaml

* Update _default_template_yaml

* Update _generate_configs.py

* Update _generate_configs.py

* Update _generate_configs.py

* fix (format?)

* format?

* format, once more

---------
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>