Commit graph

9 commits

Author SHA1 Message Date
alekszievr
4e3a666b33
Feat: Save and load contexts and answers for eval (#462)
* feat: make tasks a configurable argument in the cognify function

* fix: add data points task

* eval on random samples instead of first couple

* Save and load contexts and answers

* Fix random seed usage and handle empty descriptions

* include insights search in cognee option

* create output dir if doesnt exist

---------

Co-authored-by: lxobr <122801072+lxobr@users.noreply.github.com>
2025-01-22 16:17:01 +01:00
alekszievr
75bc7f67eb
feat: Add incremental eval option to paramset (#446)
* QA eval dataset as argument, with hotpot and 2wikimultihop as options. Json schema validation for datasets.

* Load dataset file by filename, outsource utilities

* restructure metric selection

* Add comprehensiveness, diversity and empowerment metrics

* add promptfoo as an option

* refactor RAG solution in eval;2C

* LLM as a judge metrics implemented in a uniform way

* Use requests.get instead of wget

* clean up promptfoo config template

* minor fixes

* get promptfoo path instead of hardcoding

* minor fixes

* Add LLM as a judge prompts

* Support 4 different rag options in eval

* Minor refactor and logger usage

* feat: make tasks a configurable argument in the cognify function

* Run eval on a set of parameters and save results as json and png

* fix: add data points task

* script for running all param combinations

* enable context provider to get tasks as param

* bugfix in simple rag

* Incremental eval of cognee pipeline

* potential fix: single asyncio run

* temp fix: exclude insights

* Remove insights, have single asyncio run, refactor

* Include incremental eval in accepted paramsets

* minor fixes

* handle pipeline slices in utils

* Handle insights and customize search types

* Handle retrieved edges more safely

* bugfix

* fix simple rag

---------

Co-authored-by: lxobr <122801072+lxobr@users.noreply.github.com>
Co-authored-by: hajdul88 <52442977+hajdul88@users.noreply.github.com>
2025-01-17 18:04:31 +01:00
alekszievr
2e010f8dd1
Incremental eval of cognee pipeline (#445)
* QA eval dataset as argument, with hotpot and 2wikimultihop as options. Json schema validation for datasets.

* Load dataset file by filename, outsource utilities

* restructure metric selection

* Add comprehensiveness, diversity and empowerment metrics

* add promptfoo as an option

* refactor RAG solution in eval;2C

* LLM as a judge metrics implemented in a uniform way

* Use requests.get instead of wget

* clean up promptfoo config template

* minor fixes

* get promptfoo path instead of hardcoding

* minor fixes

* Add LLM as a judge prompts

* Support 4 different rag options in eval

* Minor refactor and logger usage

* feat: make tasks a configurable argument in the cognify function

* Run eval on a set of parameters and save results as json and png

* fix: add data points task

* script for running all param combinations

* enable context provider to get tasks as param

* bugfix in simple rag

* Incremental eval of cognee pipeline

* potential fix: single asyncio run

* temp fix: exclude insights

* Remove insights, have single asyncio run, refactor

* minor fixes

* handle pipeline slices in utils

* include all options in params json

---------

Co-authored-by: lxobr <122801072+lxobr@users.noreply.github.com>
Co-authored-by: hajdul88 <52442977+hajdul88@users.noreply.github.com>
2025-01-17 14:16:48 +01:00
alekszievr
8ec1e48ff6
Run eval on a set of parameters and save them as png and json (#443)
* QA eval dataset as argument, with hotpot and 2wikimultihop as options. Json schema validation for datasets.

* Load dataset file by filename, outsource utilities

* restructure metric selection

* Add comprehensiveness, diversity and empowerment metrics

* add promptfoo as an option

* refactor RAG solution in eval;2C

* LLM as a judge metrics implemented in a uniform way

* Use requests.get instead of wget

* clean up promptfoo config template

* minor fixes

* get promptfoo path instead of hardcoding

* minor fixes

* Add LLM as a judge prompts

* Support 4 different rag options in eval

* Minor refactor and logger usage

* Run eval on a set of parameters and save results as json and png

* script for running all param combinations

* bugfix in simple rag

* potential fix: single asyncio run

* temp fix: exclude insights

* Remove insights, have single asyncio run, refactor

---------

Co-authored-by: lxobr <122801072+lxobr@users.noreply.github.com>
2025-01-17 00:18:51 +01:00
alekszievr
3494521cae
Support 4 different rag options in eval (#439)
* QA eval dataset as argument, with hotpot and 2wikimultihop as options. Json schema validation for datasets.

* Load dataset file by filename, outsource utilities

* restructure metric selection

* Add comprehensiveness, diversity and empowerment metrics

* add promptfoo as an option

* refactor RAG solution in eval;2C

* LLM as a judge metrics implemented in a uniform way

* Use requests.get instead of wget

* clean up promptfoo config template

* minor fixes

* get promptfoo path instead of hardcoding

* minor fixes

* Add LLM as a judge prompts

* Support 4 different rag options in eval

* Minor refactor and logger usage
2025-01-15 15:34:13 +01:00
alekszievr
6653d73556
Feat/cog 950 improve metric selection (#435)
* QA eval dataset as argument, with hotpot and 2wikimultihop as options. Json schema validation for datasets.

* Load dataset file by filename, outsource utilities

* restructure metric selection

* Add comprehensiveness, diversity and empowerment metrics

* add promptfoo as an option

* refactor RAG solution in eval;2C

* LLM as a judge metrics implemented in a uniform way

* Use requests.get instead of wget

* clean up promptfoo config template

* minor fixes

* get promptfoo path instead of hardcoding

* minor fixes

* Add LLM as a judge prompts

* Minor refactor and logger usage
2025-01-15 10:45:55 +01:00
alekszievr
a4ad1702ed
Feat/cog 946 abstract eval dataset (#418)
* QA eval dataset as argument, with hotpot and 2wikimultihop as options. Json schema validation for datasets.

* Load dataset file by filename, outsource utilities

* Use requests.get instead of wget
2025-01-14 11:33:55 +01:00
vasilije
60c8fd103b ruff format 2025-01-05 19:09:08 +01:00
alekszievr
4f2745504c
Calculate official hotpot EM and F1 scores (#292) 2024-12-10 19:16:12 +01:00
Renamed from evals/llm_as_a_judge.py (Browse further)