Remove CSV artifacts
Browse files- ITMKNN/REPORT.txt +0 -5
- ITMKNN/metrics.json +0 -11
- ITMKNN/test_metrics.csv +0 -2
- ITMKNN/train_log.csv +0 -31
- LIGHTGCN/best.weights.h5 +3 -0
- MF/REPORT.txt +0 -5
- MF/eval_test_metrics.csv +0 -2
- MF/eval_test_metrics.json +0 -7
- MF/hparams.json +0 -28
- MF/metrics.json +0 -11
- MF/test_metrics.csv +0 -2
- MF/train_log.csv +0 -22
- NEUMF+Attention/best.weights.h5 +3 -0
- NEUMF+Attention/item_embeddings.npy +3 -0
- NEUMF+Attention/user_embeddings.npy +3 -0
- NEUMF/REPORT.txt +0 -5
- NEUMF/eval_test_metrics.csv +0 -2
- NEUMF/eval_test_metrics.json +0 -7
- NEUMF/hparams.json +0 -28
- NEUMF/metrics.json +0 -11
- NEUMF/test_metrics.csv +0 -2
- NEUMF/train_log.csv +0 -22
ITMKNN/REPORT.txt
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Model: itemknn | Loss: bpr
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Experiment: exp-itemknn-2
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Users: 260039 | Items: 365797
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Best val Recall@10: 0.9396 (epoch 19)
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Test: P@10=0.0956 R@10=0.9556 F1@10=0.1738 MAP@10=0.8720 NDCG@10=0.8932
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ITMKNN/metrics.json
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{
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"best_val_recall": 0.939646649967552,
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"best_epoch": 19,
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"test": {
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"precision": 0.09556335780402173,
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"recall": 0.9556335780402171,
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"f1": 0.17375155964367578,
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"map": 0.872031991294102,
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"ndcg": 0.8932185284730066
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}
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}
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ITMKNN/test_metrics.csv
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model,loss,exp_name,timestamp,best_epoch,best_val_recall,test_precision,test_recall,test_f1,test_map,test_ndcg,epochs_run,emb_dim,lr,l2,batch_size,topk,eval_negs,seed,itemknn_topk_neighbors,lightgcn_layers,policy_name,epsilon,alpha,candidate_topn,slate_k,bootstrap_iters
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itemknn,bpr,exp-itemknn-2,2025-09-03T10:07:41,19,0.939646649967552,0.09556335780402173,0.9556335780402171,0.17375155964367578,0.872031991294102,0.8932185284730066,30,64,0.003,1e-06,1024,10,99,42,200,3,none,0.1,1.0,200,10,1000
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ITMKNN/train_log.csv
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epoch,train_loss,val_precision,val_recall,val_f1,val_map,val_ndcg,is_best
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12,0.0,0.09393555273867504,0.9393555273867503,0.17079191407031824,0.825562406178191,0.8543691195968114,1
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30,0.0,0.09392948768490834,0.9392948768490833,0.17078088669983332,0.8253999806688443,0.8542313515926303,0
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LIGHTGCN/best.weights.h5
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version https://git-lfs.github.com/spec/v1
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oid sha256:bb2eb2a1845ef3a573327bc67a9290cb5239bb1e0e3d3b28f63660ec617194cb
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size 160221552
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MF/REPORT.txt
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Model: neumf | Loss: bpr
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Experiment: exp-neumf-64-2
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Users: 260039 | Items: 365797
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Best val Recall@10: 0.6105 (epoch 18)
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Test: P@10=0.0571 R@10=0.5713 F1@10=0.1039 MAP@10=0.2927 NDCG@10=0.3587
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MF/eval_test_metrics.csv
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precision,recall,f1,map,ndcg
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0.057159887555328234,0.5715988755532824,0.10392706828241499,0.2927710797592815,0.35885029532421475
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MF/eval_test_metrics.json
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{
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"precision": 0.057159887555328234,
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"recall": 0.5715988755532824,
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"f1": 0.10392706828241499,
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"map": 0.2927710797592815,
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"ndcg": 0.35885029532421475
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}
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MF/hparams.json
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{
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"data_dir": "artifacts/movies_from_music-2/data",
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"out_root": "checkpoint",
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"model": "neumf",
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"loss": "bpr",
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"exp_name": "exp-neumf-64-2",
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"epochs": 30,
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"batch_size": 1024,
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"emb_dim": 64,
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"lr": 0.003,
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"l2": 1e-06,
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"topk": 10,
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"eval_negs": 99,
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"patience": 3,
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"seed": 42,
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"resume": false,
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"save_embeddings": false,
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"itemknn_topk_neighbors": 200,
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"lightgcn_layers": 3,
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"cache_lightgcn": true,
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"policy_name": "none",
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"epsilon": 0.1,
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"alpha": 1.0,
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"replay_after_train": false,
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"candidate_topn": 200,
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"slate_k": 10,
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"bootstrap_iters": 1000
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}
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MF/metrics.json
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{
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"best_val_recall": 0.6105204422637207,
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"best_epoch": 18,
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"test": {
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"precision": 0.057131045727756215,
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"recall": 0.5713104572775622,
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"f1": 0.10387462859592039,
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"map": 0.29267769633089835,
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"ndcg": 0.35869102500499395
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}
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}
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MF/test_metrics.csv
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model,loss,exp_name,timestamp,best_epoch,best_val_recall,test_precision,test_recall,test_f1,test_map,test_ndcg,epochs_run,emb_dim,lr,l2,batch_size,topk,eval_negs,seed,itemknn_topk_neighbors,lightgcn_layers,policy_name,epsilon,alpha,candidate_topn,slate_k,bootstrap_iters
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neumf,bpr,exp-neumf-64-2,2025-09-02T20:54:12,18,0.6105204422637207,0.057131045727756215,0.5713104572775622,0.10387462859592039,0.29267769633089835,0.35869102500499395,21,64,0.003,1e-06,1024,10,99,42,200,3,none,0.1,1.0,200,10,1000
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MF/train_log.csv
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epoch,train_loss,val_precision,val_recall,val_f1,val_map,val_ndcg,is_best
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1,0.4332443844435111,0.05776175255793643,0.5776175255793643,0.10502136828715714,0.2970680904332249,0.363401807198025,1
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2,0.4221300712535081,0.05839373116042673,0.5839373116042673,0.106170420291685,0.2998897219192102,0.36700822138137806,1
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3,0.3981855443050257,0.058811006859575805,0.5881100685957581,0.10692910338104693,0.29974338083618224,0.36795376431695764,1
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| 5 |
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4,0.37657057752645445,0.058739439225128726,0.5873943922512873,0.10679898040932499,0.30108399598859265,0.36875952099624354,0
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5,0.36171849572454956,0.05969711121489091,0.5969711121489092,0.10854020220889256,0.31136125125717495,0.37889346579433286,1
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6,0.35156996092941095,0.05996458008600245,0.5996458008600246,0.10902650924727722,0.31264725685801137,0.3805723807582111,1
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7,0.34525731386903113,0.06003008266668283,0.6003008266668284,0.10914560484851427,0.3132384094656427,0.38124417458153415,1
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| 9 |
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8,0.3394609433725467,0.05970863481704765,0.5970863481704766,0.10856115421281395,0.30804575592086436,0.37645880778928925,0
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| 10 |
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9,0.3338334590554765,0.06006101444089301,0.6006101444089302,0.10920184443798732,0.31268827058072496,0.3809059433293145,1
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10,0.3302042118399148,0.059904536053712105,0.5990453605371212,0.10891733827947661,0.31250389294621733,0.38036872594166926,0
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11,0.3269095296613933,0.06018231551622706,0.6018231551622705,0.10942239184768557,0.3135066990444267,0.3817811479869565,1
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12,0.32374349191247626,0.05958672723633694,0.5958672723633694,0.10833950406606721,0.3107562645507138,0.37830376161550133,0
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| 15 |
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14,0.31883900507502283,0.060627490462702945,0.6062749046270295,0.11023180084127812,0.31987454099336143,0.3877318944143875,0
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| 16 |
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15,0.31878021661048445,0.06078457535526053,0.6078457535526053,0.11051740973683731,0.31967137131924644,0.38791024493134885,1
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16,0.3163065833995645,0.06041885261312841,0.6041885261312842,0.10985245929659712,0.3181031000415216,0.3858787978054781,0
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17,0.314131417582112,0.06051649997877232,0.6051649997877231,0.11002999996140425,0.3188828686009953,0.38673444060865514,0
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| 19 |
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18,0.312700189758448,0.061052044226372074,0.6105204422637207,0.11100371677522197,0.32074223839184807,0.38942340723714847,1
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| 20 |
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19,0.3108912939930324,0.06092164557038796,0.6092164557038798,0.11076662830979635,0.31984155624658656,0.3883655961784558,0
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| 21 |
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20,0.31016012417372835,0.06073241589286689,0.6073241589286689,0.11042257435066709,0.31813274900872474,0.3866863852633505,0
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| 22 |
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21,0.30859343544506407,0.06088343573165776,0.6088343573165776,0.11069715587574143,0.31432612150305117,0.384078808150901,0
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NEUMF+Attention/best.weights.h5
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NEUMF+Attention/item_embeddings.npy
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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size 93644160
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NEUMF+Attention/user_embeddings.npy
ADDED
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@@ -0,0 +1,3 @@
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| 1 |
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version https://git-lfs.github.com/spec/v1
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oid sha256:92aece29c98eab9f1a994101d90be984e02ccaeed7ffef5eb258ba7fc16d3baf
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size 66570112
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NEUMF/REPORT.txt
DELETED
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@@ -1,5 +0,0 @@
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| 1 |
-
Model: neumf | Loss: bpr
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| 2 |
-
Experiment: exp-neumf-64-2
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| 3 |
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Users: 260039 | Items: 365797
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| 4 |
-
Best val Recall@10: 0.6105 (epoch 18)
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| 5 |
-
Test: P@10=0.0571 R@10=0.5713 F1@10=0.1039 MAP@10=0.2927 NDCG@10=0.3587
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NEUMF/eval_test_metrics.csv
DELETED
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precision,recall,f1,map,ndcg
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0.057159887555328234,0.5715988755532824,0.10392706828241499,0.2927710797592815,0.35885029532421475
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NEUMF/eval_test_metrics.json
DELETED
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{
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NEUMF/hparams.json
DELETED
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@@ -1,28 +0,0 @@
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| 1 |
-
{
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| 2 |
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"data_dir": "artifacts/movies_from_music-2/data",
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| 3 |
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"out_root": "checkpoint",
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| 4 |
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"model": "neumf",
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| 5 |
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"loss": "bpr",
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| 6 |
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"exp_name": "exp-neumf-64-2",
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"batch_size": 1024,
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"lr": 0.003,
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"l2": 1e-06,
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"topk": 10,
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"patience": 3,
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"seed": 42,
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"resume": false,
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"save_embeddings": false,
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"itemknn_topk_neighbors": 200,
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"lightgcn_layers": 3,
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| 20 |
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"cache_lightgcn": true,
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| 21 |
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"policy_name": "none",
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| 22 |
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"epsilon": 0.1,
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"alpha": 1.0,
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"replay_after_train": false,
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"candidate_topn": 200,
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"slate_k": 10,
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"bootstrap_iters": 1000
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| 28 |
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}
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NEUMF/metrics.json
DELETED
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@@ -1,11 +0,0 @@
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{
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NEUMF/test_metrics.csv
DELETED
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model,loss,exp_name,timestamp,best_epoch,best_val_recall,test_precision,test_recall,test_f1,test_map,test_ndcg,epochs_run,emb_dim,lr,l2,batch_size,topk,eval_negs,seed,itemknn_topk_neighbors,lightgcn_layers,policy_name,epsilon,alpha,candidate_topn,slate_k,bootstrap_iters
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NEUMF/train_log.csv
DELETED
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epoch,train_loss,val_precision,val_recall,val_f1,val_map,val_ndcg,is_best
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