GitLab

* Lazy-load submodules to reduce import time

* pacify pre-commit

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

This reverts commit 4dbd5ec9

* fix(output_path): support direct JSON file paths

* fix linting

* turn off external Lm tests for now

* Update help text for `output_path`

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

 Add `--samples` Argument for Fine-Grained Task Evaluation in `lm-evaluation-harness`. This feature is the first step towards efficient multi-prompt evaluation with PromptEval [1,2] (#2520)

* added option --examples

* specifying examples in dictionary

* run pre-commit - fix arg type

Signed-off-by: Mírian Silva <mirianfrsilva@ibm.com

* fixing bug when examples==None

* fixing bug when examples==None

* limit or examples must be None in simple_evaluate.py and in evaluator.py

* run pre-commit (fix formatting)

Signed-off-by: Mírian Silva <mirianfrsilva@ibm.com

* merge main and run pre-commit (fix formatting)

Signed-off-by: Mírian Silva <mirianfrsilva@ibm.com

* Update __main__.py

undefined "limit" and "examples"

* update branch, fix conflicts, run pre-commit

* nits

* nits

* change 'examples' to 'samples'

---------

Signed-off-by: Mírian Silva <mirianfrsilva@ibm.com
Co-authored-by: mirianfrsilva <mirianfrsilva@ibm.com>
Co-authored-by: Stella Biderman <stellabiderman@gmail.com>
Co-authored-by: Baber <baber@hey.com>

* Allow writing confing to wandb

* set defaults

* Update help

* Update help

suport for longcontext (and other synthetic tasks)
* add ruler
* add longbench
* pass `metadata` to TaskConfig

* 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

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

* 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>

* add  and ; move task list newline logic to new TaskManager.list_all_tasks() method

* format table list into markdown table; add config location column

* add Output Type column

* add logic for printing table of tags separately

* merge with main and fix conflicts ; update docstrings

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Co-authored-by: haileyschoelkopf <hailey@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>

* dataset card initial

* few fixes

* adds groups for math, mmlu, gpqa

* added summary agrs

* moved sanitize_list to utils

* readme update

* recreate metadata moved

* multiple model support

* results latest split fix

* readme update and small refactor

* fix grouping

* add comments

* added pathlib

* corrected pathlib approach

* check whether to create a metadata card

* convert posix paths to str

* default hf org from token

* hf token value error

* Add logs after successful upload

* logging updates

* dataset card example in the readme

---------
Co-authored-by: Nathan Habib <nathan.habib@huggingface.com>
Co-authored-by: Alina Lozovskaia <alinailozovskaya@gmail.com>

* rename lm_eval.logging module

* fix evaluation tracker args

* 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

* correction bug EleutherAI#1664

* add any invalid characters for Windows filenames and Unix-like systems

see:
https://gist.github.com/doctaphred/d01d05291546186941e1b7ddc02034d3?permalink_comment_id=3958715



* Update lm_eval/__main__.py

* Update scripts/zeno_visualize.py

* fix format

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

* 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

* New tests for CLI args

* fix spacing

* change tests for parsing

* add tests, fix parser

* remove defaults for store_true

* 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>

* setting trust_remote_code

* dataset list no notebooks

* respect trust remote code

* Address changes, move cli options and change datasets

* fix task for tests

* headqa

* remove kobest

* pin datasets and address comments

* clean up space

* make `WandbLogger` init args optional

* nit

* nit

* nit

* move import warning to `WandbLogger`

* nit

* update docs

* nit

* 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>

* add wandb as extra dependency

* wandb metrics logging

* refactor

* log samples as tables

* fix linter

* refactor: put in a class

* change dir

* add panels

* log eval as table

* improve tables logging

* improve reports logging

* precommit run

* ruff check

* handle importing reports api gracefully

* ruff

* compare results

* minor pre-commit fixes

* build comparison report

* ruff check

* log results as artifacts

* remove comparison script

* update dependency

* type annotate and docstring

* add example

* update readme

* fix typo

* teardown

* handle outside wandb run

* gracefully fail reports creation

* precommit checks

* add report url to summary

* use wandb  printer for better url stdout

* fix ruff

* handle N/A and groups

* fix eval table

* remove unused var

* update wandb version req + disable reports stdout

* remove reports feature to TODO

* add label to multi-choice question data

* log model predictions

* lints

* loglikelihood_rolling

* log eval result for groups

* log tables by group for better handling

* precommit

* choices column for multi-choice

* graciously fail wandb

* remove reports feature

* track system metrics + total eval time + stdout

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

* Added seeds to `evaluator.simple_evaluate` signature

* Added  CLI argument

* Updated  to add  arg.