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* add data_parallel for V1

* use Process instead of Queue

* ray used if V0 DP

* better error handling

* fix truncation warning comparison

* fix arguments

* pacify pre-commit

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

* add `sglang-generate`

* nit

* nit

* nit

* pacify pre-commit

* fix: pass device arg in model_ar in vllm_causallms

* casting device arg to str in vLLM model args

* fix resolve_hf_chat_template version

* pre-commit

* Add support for chat templates defined outside of tokenizer_config.json, as supported by vLLM

* Update template name to avoid conflict with other variable

* remove ray.remote resources

* remove kobtest tag (registered as group)

* 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>

* fix vllm

* fix data_parallel

* copy to multimodal

* 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

* 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

* fix: use lora_request for data parallel vllm evals

* fix(docs): include type hint

* chore: lint, et pre-commit al

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Co-authored-by: Chris Kerwell Gresla <chris@wafer.systems>

* 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

* 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>

* max_length - 1 (generation always >= 1)

* vllm: fix rolling prefix_token

* nit: add comment

* fixup! max_length should be handled for logliklihoods

* 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>

* 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>

* Update vllm_causallms.py

* adjust

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

* Reorder vllm imports in vllm_causallms.py

* Update vllm_causallms.py

* vllm lora support

* remove print

* version check, rename lora kwarg

* 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

* add manual tqdm disabling management

* add typing to all new args

* apply precommit changes

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

* Add compatibility for vLLM's new Logprob object

* Fix

* Update lm_eval/models/vllm_causallms.py

* fix format?

* trailing whitespace

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

* use `@ray.remote` with distributed vLLM

* update versions

* bugfix

* unpin vllm

* fix pre-commit

* added version assertion error

* Revert "added version assertion error"

This reverts commit 8041e9b78e95eea9f4f4d0dc260115ba8698e9cc.

* added version assertion for DP

* expand DP note

* add warning

* nit

* pin vllm

* fix typos

* add undistribute + use more_itertools

* remove divide() util fn

* add more_itertools as dependency