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Initial upload of evaluation data

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  1. .gitattributes +23 -0
  2. README.md +44 -0
  3. ground_truth/dpr/flat_results_nq_k3.json +0 -0
  4. ground_truth/dpr/id_map.json +3 -0
  5. ground_truth/rpj_wiki/flat_results_nq_k3.json +0 -0
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  20. indices/rpj_wiki/leann.labels.map +3 -0
  21. indices/rpj_wiki/rpj_wiki.index +3 -0
  22. indices/rpj_wiki/rpj_wiki.index.meta.json +69 -0
  23. indices/rpj_wiki/rpj_wiki.passages.0.idx +3 -0
  24. indices/rpj_wiki/rpj_wiki.passages.0.jsonl +3 -0
  25. indices/rpj_wiki/rpj_wiki.passages.1.idx +3 -0
  26. indices/rpj_wiki/rpj_wiki.passages.1.jsonl +3 -0
  27. indices/rpj_wiki/rpj_wiki.passages.2.idx +3 -0
  28. indices/rpj_wiki/rpj_wiki.passages.2.jsonl +3 -0
  29. indices/rpj_wiki/rpj_wiki.passages.3.idx +3 -0
  30. indices/rpj_wiki/rpj_wiki.passages.3.jsonl +3 -0
  31. indices/rpj_wiki/rpj_wiki.passages.4.idx +3 -0
  32. indices/rpj_wiki/rpj_wiki.passages.4.jsonl +3 -0
  33. indices/rpj_wiki/rpj_wiki.passages.5.idx +3 -0
  34. indices/rpj_wiki/rpj_wiki.passages.5.jsonl +3 -0
  35. indices/rpj_wiki/rpj_wiki.passages.6.idx +3 -0
  36. indices/rpj_wiki/rpj_wiki.passages.6.jsonl +3 -0
  37. indices/rpj_wiki/rpj_wiki.passages.7.idx +3 -0
  38. indices/rpj_wiki/rpj_wiki.passages.7.jsonl +3 -0
  39. queries/nq_open.jsonl +0 -0
.gitattributes CHANGED
@@ -57,3 +57,26 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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  # Video files - compressed
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  *.mp4 filter=lfs diff=lfs merge=lfs -text
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  *.webm filter=lfs diff=lfs merge=lfs -text
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  # Video files - compressed
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  *.mp4 filter=lfs diff=lfs merge=lfs -text
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  *.webm filter=lfs diff=lfs merge=lfs -text
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+ ground_truth/dpr/id_map.json filter=lfs diff=lfs merge=lfs -text
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README.md ADDED
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+ ---
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+ license: mit
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+ ---
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+
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+ # LEANN-RAG Evaluation Data
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+
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+ This repository contains the necessary data to run the recall evaluation scripts for the [LEANN-RAG](https://huggingface.co/LEANN-RAG) project.
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+
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+ ## Dataset Components
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+
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+ This dataset is structured into three main parts:
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+
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+ 1. **Pre-built LEANN Indices**:
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+ * `dpr/`: A pre-built index for the DPR dataset.
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+ * `rpj_wiki/`: A pre-built index for the RPJ-Wiki dataset.
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+ These indices were created using the `leann-core` library and are required by the `LeannSearcher`.
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+
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+ 2. **Ground Truth Data**:
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+ * `ground_truth/`: Contains the ground truth files (`flat_results_nq_k3.json`) for both the DPR and RPJ-Wiki datasets. These files map queries to the original passage IDs from the Natural Questions benchmark, evaluated using the Contriever model.
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+
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+ 3. **Queries**:
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+ * `queries/`: Contains the `nq_open.jsonl` file with the Natural Questions queries used for the evaluation.
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+
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+ ## Usage
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+
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+ To use this data, you can download it locally using the `huggingface-hub` library. First, install the library:
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+
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+ ```bash
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+ pip install huggingface-hub
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+ ```
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+
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+ Then, you can download the entire dataset to a local directory (e.g., `data/`) with the following Python script:
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+
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+ ```python
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+ from huggingface_hub import snapshot_download
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+
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+ snapshot_download(
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+ repo_id="LEANN-RAG/leann-rag-evaluation-data",
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+ repo_type="dataset",
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+ local_dir="data"
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+ )
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+ ```
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+
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+ This will download all the necessary files into a local `data` folder, preserving the repository structure. The evaluation scripts in the main [LEANN-RAG Space](https://huggingface.co/LEANN-RAG) are configured to work with this data structure.
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