GitLab

* 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>

* 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>

* 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

* Update task.py

* Update __init__.py

* 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

* 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>

* Fixed generation args issue affection openai completion model

* Fixed hf unit test; removed pop attributes in OpenAi completion.

* fix format

* fix format

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

* 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

* add trust_remote_code as default

* task for testing recursive

* changed source of ALL_TASKS

* tasks should only accept TaskObjects

* initialize_tasks returns list of tasks and groups

* remove trust_remote_code for now

* moved constructor process to inside load_yaml_config

* more comprehensive way to index tasks and groups

* pre-commit format

* add exit after error

* adjust how task objects are called

* no need to use get_task_dict

* load_task_or_group works but only for tasks

* pre-commit format

* half working for nested groups

* changed variable names

* allow groups and tasks to work

* temp save

* indexing and loading are part of a task_manager object

* adapted initialize_tasks

* iron out bugs

* fixed typo

* fixed typo

* simplified code

* further tidy up

* remove lines for testing

* removed test lines

* removed unused code

* remove unused import

* fixed bug

* removed comments

* group in a list of group can accept parameter changes like `num_fewshot`

* add trust_remote_code as default

* task for testing recursive

* changed source of ALL_TASKS

* tasks should only accept TaskObjects

* initialize_tasks returns list of tasks and groups

* remove trust_remote_code for now

* moved constructor process to inside load_yaml_config

* more comprehensive way to index tasks and groups

* pre-commit format

* add exit after error

* adjust how task objects are called

* no need to use get_task_dict

* load_task_or_group works but only for tasks

* pre-commit format

* half working for nested groups

* changed variable names

* allow groups and tasks to work

* temp save

* indexing and loading are part of a task_manager object

* adapted initialize_tasks

* iron out bugs

* fixed typo

* fixed typo

* simplified code

* further tidy up

* remove lines for testing

* removed test lines

* removed unused code

* remove unused import

* fixed bug

* removed comments

* group in a list of group can accept parameter changes like `num_fewshot`

* check if config is task update

* add GroupConfig object

* edit test yaml

* remove args

* testing returning to python task list

* add weight_by_size config

* describe weight_by_size in docs

* fix weight by size potential error

* can load individual custom python class task

* moved import_function into the config loading file

* remove print lines

* add squadv2 yaml

* temporary scroll implementation

* revert back to use load_yaml_config but with modes

* fix group being loaded with a None

* reformat

* can load unregistered tasks from a group

* update scrolls

* edit scrolls multiplechoice task

* adjust class initialization

* fix initialization

* changed how to identify group and python tasks, fix logger

* allow loading "include" that is nested in a group config

* reworked flan benchmark

* allow duplicate task in the same group to co-exist

* process group_alias

* removed group_alias

* allow parameters set in group_config to apply to all tasks in tasklist

* add function, but comment for now

* reworked processing dict-base config

* fixed how configs in group are processed

* update to allow root group to have its alias used

* remove unused classes

* remove unused classes

* revert some parts to original

* forgot to change one variable

* adapt the new process to use get_task_dict

* fix for singular group call

* fix variable names

* add TaskManager into the evaluator

* format

* changed how dict tasks are loaded

* add docs

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

* Update evaluator.py

* Update evaluator.py

* remove groupconfig for now

* changed _config to config

* update interface.md to explain TaskManager

* added property functions

* adjusted logger

* update write_out.py

* updated tests

* added documentation and some modifications

* added docstring documentation

* precommit format

* updated task loading for tests

* updates tests

* changed arg order for load_yaml_config

* update to handle scrolls and edit log message

* remove unused lines

* return a list of task classes and not a dict

* Update __init__.py

* Delete lm_eval/tasks/benchmarks/test.yaml

* Update task.py

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

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

* Update utils.py

* re-added old functions with new log message

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

* Update new_task_guide.md

* added infor regarding `get_task_dict` and documentation

* add get_config for Task

* pre-commit formatting

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

* allow tasks to specify printed fewshot val

* fix to belebele

* update metadata field's documentation

* add bypass metric

* fixed `bypass` metric.

* add task attributes if predict_only

* add `predict_only` checks

* add docs

* added `overide_metric`, `override_config` to `Task`

* nits

* nit

* changed --predict_only to generations; nits

* nits

* nits

* change gen_kwargs warning

* add note about `--predict_only` in README.md

* added `predict_only`

* move table to bottom

* nit

* change null aggregation to bypass (conflict)

* bugfix; default `temp=0.0`

* typo

* delay filter init; remove `*args`

* bugfix

* optimize

* type hint

* get `doc` from instance

* acceletate bugfix: get ground doc from instance

* convert filter to `process_result`

* get docs from instances in `FilterEnsemble`

* rename

* nit

* better looping

* fix typehint

* tuple should be considered as well

* set option to keep callable as callable

* Refine scoring logic for multiple_target "exact_match" metric

* skip old tests from master

* skip old tests from master

* delete tests from master

* add hellaswag_nl

* add other languages and update readme to hellaswag

* refactor as new task

* update readme

* add endline to yaml files and readme.md

* add group, change folder location and update yaml file

* rename default hellaswag yaml file

* fix whitespace error in some labels

* downgrade log level of whitespace checking

---------
Co-authored-by: JorgeDeCorte <jorge.decorte@ravago.be>
Co-authored-by: Hailey Schoelkopf <65563625+haileyschoelkopf@users.noreply.github.com>

* Remove self.dataset_path post_init process

* Update task.py

* Update task.py

* add ruff and isort. remove black and flake8

* remove unnecessary dependencies

* remove dependency from table

* change order

* ran ruff

* check 3.9

* exclude evaluator

* update CI workflow

* use ruff config in pyproject.toml

* test

* add isort rules to ruff

* sort imports

* import `make_table`

* try stages for no-commit-to-branch

* turn on mypy for pre-commit

* test

* test

* test

* change no-commit-to-branch to default

* nits

* fixed dependency

* doc_to_decontamination_query can use function

* add option for doc_to_decontamination_query to follow doc_to_text

* added documentation for doc_to_decontamination_query

* adjust description

* format

* Additional process for doc_to_choice

* doc_to_choice can also parse a string