umbrela 0.0.5

A Package for generating query-passage relevance assessment labels.

umBRELA

📟 Instructions

Create Conda Environment

conda create -n umbrela python=3.10
conda activate umbrela

If you do not already have JDK 21 installed, install via conda:

conda install -c conda-forge openjdk=21 maven -y

Install following dependencies for retrieval:

conda install -c pytorch faiss-cpu pytorch -y

Install Dependencies

pip install -r requirements.txt

Judgment generation snippet

Setting up the model jugde:

from umbrela.vicuna_judge import VicunaJudge

judge_vicuna = OSLLMJudge("dl19-passage", "lmsys/vicuna-7b-v1.5")

Passing qrel-passages for evaluations:

input_dict = {
    "query": {"text": "how long is life cycle of flea", "qid": "264014"},
    "candidates": [
        {
            "doc": {
                "segment": "The life cycle of a flea can last anywhere from 20 days to an entire year. It depends on how long the flea remains in the dormant stage (eggs, larvae, pupa). Outside influences, such as weather, affect the flea cycle. A female flea can lay around 20 to 25 eggs in one day."
            },
            "docid": "4834547",
            "score": 14.971799850463867,
        },
    ]
}

judgments = judge_vicuna.judge(input_dict)

🙏 Acknowledgments

This research is supported in part by the Natural Sciences and Engineering Research Council (NSERC) of Canada.