ML20M Performance Summary

This is a summary view of model performance on the ML20M data set.

part split variant model train_task infer_task train_time train_cpu train_power train_mem ... infer_time infer_cpu infer_power RBP DCG NDCG RecipRank Hit RMSE MAE
0 valid temporal default als-biased 4e60d006-6d24-4fb5-b69f-5492c619c0b9 d9e112c6-7061-4b32-b4e4-a884ac8babb1 158.595067 4291.724721 38416.536363 5183164416 ... 10.505276 70.364120 2088.229321 0.097862 1.353376 0.068003 0.238212 0.784848 0.781140 0.628145
1 test temporal default als-biased f3fa841a-24f8-432e-9d3c-661aaab6f2ed 5399e57c-db5a-44e5-890e-2dd587c2ce24 57.297616 926.670669 14084.439614 7819354112 ... 9.022901 86.771938 1633.078695 0.087957 1.219267 0.066226 0.225429 0.773305 0.752079 0.604917
2 valid temporal default als-implicit 3423d374-0a32-4cb2-9720-a1990c72e128 d87dd822-b341-48d7-ac7c-5c5073656cd6 168.024799 4771.417937 41335.769549 5361364992 ... 9.431417 75.639087 4109.589965 0.129589 2.482380 0.108537 0.246594 0.817778 NaN NaN
3 test temporal default als-implicit b9f74fcc-de1c-48d7-948a-c05340f15178 2576ac49-a766-41a6-aab2-027dc499f18c 69.558158 1566.420691 16847.416162 7938641920 ... 7.395394 89.479179 1470.290158 0.129779 2.444117 0.105834 0.250259 0.819467 NaN NaN
4 valid temporal default bias 6db64dc9-f291-4d69-8d28-3331e33a4188 abf76092-e1f8-458c-a782-2d271e09a54f 3.235859 3.244975 1267.204850 3876433920 ... 7.409938 19.903691 2114.486925 0.037060 0.980648 0.048430 0.063266 0.807879 0.805983 0.652560

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Top-N Recommendation Accuracy

Rating Prediction Accuracy