mirror of
https://github.com/deepset-ai/haystack.git
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f3a3b73d9b
* Adapt to new dataset_from_dicts return signature * rename fn * Align similarity fn in benchmark doc store * Better choice of similarity fn * Increase postgres wait time * Add more expected returned variables * update benchmark results * Fix typo * update all benchmark runs * multiply stats by 100 * Specify similarity fns for website Co-authored-by: Malte Pietsch <malte.pietsch@deepset.ai>
101 lines
2.7 KiB
JSON
101 lines
2.7 KiB
JSON
{
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"chart_type": "LineChart",
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"title": "Retriever Accuracy",
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"subtitle": "mAP at different number of docs",
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"description": "Here you can see how the mean avg. precision (mAP) of the retriever decays as the number of documents increases. The set up is the same as the above querying benchmark except that a varying number of negative documents are used to fill the document store.",
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"columns": [
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"n_docs",
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"BM25 / ElasticSearch",
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"DPR / ElasticSearch",
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"DPR / FAISS (flat)",
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"DPR / FAISS (HSNW)"
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],
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"axis": [
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{
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"x": "Number of docs",
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"y": "mAP"
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}
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],
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"data": [
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{
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"model": "DPR / ElasticSearch",
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"n_docs": 1000,
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"map": 92.95105322830888
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},
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{
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"model": "DPR / ElasticSearch",
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"n_docs": 10000,
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"map": 89.87097014904354
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},
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{
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"model": "DPR / ElasticSearch",
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"n_docs": 100000,
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"map": 86.54564090434241
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},
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{
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"model": "DPR / ElasticSearch",
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"n_docs": 500000,
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"map": 80.86137228234089
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},
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{
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"model": "BM25 / ElasticSearch",
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"n_docs": 1000,
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"map": 74.20444712972909
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},
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{
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"model": "BM25 / ElasticSearch",
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"n_docs": 10000,
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"map": 66.20627317806674
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},
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{
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"model": "BM25 / ElasticSearch",
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"n_docs": 100000,
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"map": 56.25959153101251
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},
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{
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"model": "BM25 / ElasticSearch",
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"n_docs": 500000,
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"map": 45.59452709000341
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},
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{
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"model": "DPR / FAISS (flat)",
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"n_docs": 1000,
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"map": 92.95105322830888
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},
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{
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"model": "DPR / FAISS (flat)",
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"n_docs": 10000,
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"map": 89.87097014904354
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},
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{
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"model": "DPR / FAISS (flat)",
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"n_docs": 100000,
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"map": 86.54606328368972
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},
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{
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"model": "DPR / FAISS (flat)",
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"n_docs": 500000,
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"map": 80.8613722823409
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},
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{
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"model": "DPR / FAISS (HSNW)",
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"n_docs": 1000,
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"map": 92.95105322830888
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},
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{
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"model": "DPR / FAISS (HSNW)",
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"n_docs": 10000,
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"map": 89.69941373746582
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},
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{
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"model": "DPR / FAISS (HSNW)",
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"n_docs": 100000,
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"map": 85.07984377595874
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},
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{
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"model": "DPR / FAISS (HSNW)",
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"n_docs": 500000,
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"map": 76.91475821598232
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}
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]
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} |