* 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
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Co-authored-by: lxobr <122801072+lxobr@users.noreply.github.com>
Currently TikToken is used for tokenizing by default which is only supported by OpenAI,
this is an initial commit in an attempt to add Cognee tokenizing support for multiple LLMs
* 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
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Co-authored-by: lxobr <122801072+lxobr@users.noreply.github.com>
Co-authored-by: hajdul88 <52442977+hajdul88@users.noreply.github.com>
