songid_eval_report.json
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{
"backend": "faiss-as-pgvector-standin",
"note": "Uses song-level aggregation compatible with a future pgvector online path.",
"overall": {
"count": 22,
"top1": 0.909091,
"top3": 0.954545,
"top10": 0.954545,
"mrr": 0.934343,
"mean_rank": 1.8182,
"median_rank": 1.0
},
"by_query_type": {
"1": {
"count": 20,
"top1": 1.0,
"top3": 1.0,
"top10": 1.0,
"mrr": 1.0,
"mean_rank": 1.0,
"median_rank": 1.0
},
"7": {
"count": 2,
"top1": 0.0,
"top3": 0.5,
"top10": 0.5,
"mrr": 0.277778,
"mean_rank": 10.0,
"median_rank": 10.0
}
},
"examples": {
"1": [
{
"song_id": "100",
"rank": 1,
"top3": [
[
"100",
0.9099869644641876,
0.9999855160713196,
0.9999855160713196,
1
],
[
"116",
0.8674689626693726,
0.9527432918548584,
0.9527432918548584,
1
],
[
"103",
0.8665370559692382,
0.9517078399658203,
0.9517078399658203,
1
]
]
},
{
"song_id": "101",
"rank": 1,
"top3": [
[
"101",
0.9099996781349182,
0.9999996423721313,
0.9999996423721313,
1
],
[
"118",
0.8930539643764497,
0.9811710715293884,
0.9811710715293884,
1
],
[
"116",
0.8920178270339967,
0.9800198078155518,
0.9800198078155518,
1
]
]
},
{
"song_id": "102",
"rank": 1,
"top3": [
[
"102",
0.9099974250793457,
0.9999971389770508,
0.9999971389770508,
1
],
[
"113",
0.878619978427887,
0.9651333093643188,
0.9651333093643188,
1
],
[
"118",
0.8727551674842834,
0.9586168527603149,
0.9586168527603149,
1
]
]
},
{
"song_id": "103",
"rank": 1,
"top3": [
[
"103",
0.9078967189788818,
0.9976630210876465,
0.9976630210876465,
1
],
[
"116",
0.8892688846588135,
0.9769654273986816,
0.9769654273986816,
1
],
[
"109",
0.8786498045921325,
0.965166449546814,
0.965166449546814,
1
]
]
},
{
"song_id": "104",
"rank": 1,
"top3": [
[
"104",
0.9099890029430389,
0.999987781047821,
0.999987781047821,
1
],
[
"109",
0.8646899795532226,
0.9496555328369141,
0.9496555328369141,
1
],
[
"116",
0.8414634442329406,
0.9238482713699341,
0.9238482713699341,
1
]
]
}
],
"7": [
{
"song_id": "111",
"rank": 18,
"top3": [
[
"109",
0.8765411591529846,
0.9628235101699829,
0.9628235101699829,
1
],
[
"116",
0.8749382710456848,
0.9610425233840942,
0.9610425233840942,
1
],
[
"118",
0.8641276276111602,
0.9490306973457336,
0.9490306973457336,
1
]
]
},
{
"song_id": "116",
"rank": 2,
"top3": [
[
"109",
0.8701787447929383,
0.9557541608810425,
0.9557541608810425,
1
],
[
"116",
0.8674952483177185,
0.9527724981307983,
0.9527724981307983,
1
],
[
"103",
0.8659579670429229,
0.95106440782547,
0.95106440782547,
1
]
]
}
]
}
}