Spaces:
Sleeping
Sleeping
fix: resave models with correct module paths
Browse files- models/als_model.pkl +3 -0
- models/evaluation_results.json +64 -0
- models/model_summary.json +25 -0
- models/popularity_model.pkl +3 -0
- models/two_tower_model.pkl +3 -0
- models/two_tower_model.pt +3 -0
models/als_model.pkl
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version https://git-lfs.github.com/spec/v1
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oid sha256:313c466af1708cffbf3bc70ec48ee39cefd1717d251d57fdbf7f8b273c8132ad
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size 343395
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models/evaluation_results.json
ADDED
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{
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"experiment": "recsys-ecommerce-phase5",
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"n_users_evaluated": 500,
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"k_values": [
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5,
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10,
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20
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],
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"primary_metric": "ndcg@10",
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"production_model": "svd_als",
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"models": {
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"popularity": {
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"precision@5": 0.0,
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"recall@5": 0.0,
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"ndcg@5": 0.0,
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"hit_rate@5": 0.0,
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"precision@10": 0.0,
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"recall@10": 0.0,
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"ndcg@10": 0.0,
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"hit_rate@10": 0.0,
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"precision@20": 0.00042016806722689084,
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"recall@20": 0.008403361344537815,
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"ndcg@20": 0.00211167066648204,
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"hit_rate@20": 0.008403361344537815,
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"n_users_evaluated": 357
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},
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"svd_als": {
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"precision@5": 0.006162464985994398,
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"recall@5": 0.03081232492997199,
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"ndcg@5": 0.021947652454100654,
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"hit_rate@5": 0.03081232492997199,
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"precision@10": 0.00700280112044818,
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"recall@10": 0.0700280112044818,
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"ndcg@10": 0.03450153194012712,
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"hit_rate@10": 0.0700280112044818,
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"precision@20": 0.0056022408963585435,
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"recall@20": 0.11204481792717087,
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"ndcg@20": 0.045510617120764534,
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"hit_rate@20": 0.11204481792717087,
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"n_users_evaluated": 357
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},
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"two_tower": {
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"precision@5": 0.0,
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"recall@5": 0.0,
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"ndcg@5": 0.0,
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"hit_rate@5": 0.0,
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"precision@10": 0.0,
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"recall@10": 0.0,
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"ndcg@10": 0.0,
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"hit_rate@10": 0.0,
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"precision@20": 0.0,
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"recall@20": 0.0,
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"ndcg@20": 0.0,
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"hit_rate@20": 0.0,
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"n_users_evaluated": 357
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}
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},
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"winner": "svd_als",
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"coverage": {
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"popularity": 0.0271,
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"svd_als": 0.453,
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"two_tower": 0.2797
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}
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}
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models/model_summary.json
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{
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"models": {
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"popularity": {
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"type": "PopularityRecommender",
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"description": "Bayesian popularity score baseline",
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"path": "c:\\Users\\DELL\\recsys-ecommerce\\models\\popularity_model.pkl"
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},
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"als": {
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"type": "ALSRecommender",
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"factors": 50,
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"iterations": 20,
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"regularization": 0.01,
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"path": "c:\\Users\\DELL\\recsys-ecommerce\\models\\als_model.pkl"
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},
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"two_tower": {
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"type": "TwoTowerRecommender",
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"embedding_dim": 64,
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"hidden_dim": 128,
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"epochs": 10,
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"path": "c:\\Users\\DELL\\recsys-ecommerce\\models\\two_tower_model.pkl"
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}
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},
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"n_users": 357,
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"n_items": 479
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}
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models/popularity_model.pkl
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version https://git-lfs.github.com/spec/v1
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oid sha256:f1189eee9608c0fe1535e37f3db08ca75cfe78d30210de8c08e0ea346b922ba7
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size 12670
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models/two_tower_model.pkl
ADDED
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@@ -0,0 +1,3 @@
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version https://git-lfs.github.com/spec/v1
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oid sha256:651d7573b832ba018324509ab6d1db5c39816f77ef61a1666a6ebdf0f9c6afe4
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size 234885
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models/two_tower_model.pt
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version https://git-lfs.github.com/spec/v1
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oid sha256:a66d1ecbb33f2fd89e8f7e1cd31e1b26c270e224d65c00f7c037f2f32248ce74
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size 230643
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