{ "schema_version": 2, "assembled_at_utc": "2026-09-11T14:48:07.280327+00:00", "runs": [ { "archive": "artifacts/dataset-default-tables/measurements-ml1m-features-v3.json", "schema_version": 1, "measured_at_utc": "2026-09-09T19:58:06.997704+00:00", "method": "Installed builder defaults, annotations disabled, full sources, exact builder splits", "downloads_permitted": false, "code_sha256": { "examples/validation/dataset_default_tables.py": "82ed1c5edb8a26bd89320fbfbc0adc1ff2b1471de8257b7ffdc780e581455b83", "examples/validation/amazon_evaluation_details.py": "5584b6c4a6a0b9e36983bfe52073020fcd7ca7853dca6ad3da31cecfe63bb28f", "examples/validation/amazon_profile.py": "3921201c2513929546a780fd57bff300815298006ecb4de27be6fc2522821008", "examples/validation/dataset_sweep.py": "3a376828c97dc5aa9953b5c95fd050e441398240fb2d9523a3f8eea333a10254", "src/compresso_recsys/builder.py": "6cd78494bd0217634b60335096d5028e2ef02924b2fcae64957b1b19ec42e3a3", "src/compresso_recsys/retrieval.py": "003349cd2027b7058ce46097eb6dacb4887584236695dcbda690d65b7e47fe10", "src/compresso_recsys/multimodal.py": "7f72a29eceb3c511ca47f700b16d8ef22b1afeb6898b45f8d4991488ed7357f0", "src/compresso_recsys/sequences.py": "2645bc8a9cdf26b227ad78b6a9485605d780f7637a887f06e5d6ea73421757db", "src/compresso_recsys/datasets/__init__.py": "4c1d4fc61d38bd446343796d886078fc7b1cfa34430115e277e4f4f011d879e9", "src/compresso_recsys/datasets/_amazon_defaults.py": "d4c8aa07bcb8b3bc4c9e309b4a1dedcac367838e112797892abe6b127052094e", "src/compresso_recsys/datasets/_amazon_text_defaults.py": "05e9d93fadc1c58f1b0c2a69cf34a0ab5fe8ee5f1b067081dd0dfd98211eed2d", "src/compresso_recsys/datasets/_download.py": "bc6426134d39de38d7c3fca7686fdcc10f8a7cdecb4454102b2e00ce79e3b153", "src/compresso_recsys/datasets/_public.py": "36767d1830fa382d509942962df0a5e99d9bb137428eea90e4af3a69613b6af8", "src/compresso_recsys/datasets/amazon2023.py": "22fbdb2f3afc9b7c583fa617ff8a69ee6db467b5c0109b09bcf30388b3acd005", "src/compresso_recsys/datasets/base.py": "06ca01db4bba710cf3618a12eb816779ecf81015817cb1224fdc284555bece36", "src/compresso_recsys/datasets/goodbooks.py": "8540e45a4d017c97a821fef75ef7a7d08a1e74c9cb9cb2226a8c314465a574da", "src/compresso_recsys/datasets/gowalla.py": "5cad52d2273c800f3796533afb588749d5263818e3bbd9f4a109e079151ced28", "src/compresso_recsys/datasets/movielens1m.py": "0797c0c309332f3a3369181f4eb12274edfda974b570c8bafd7299d79375d964", "src/compresso_recsys/datasets/movielens20m.py": "c6da0e0cf65c0c9030683b7e877192e2806389f44368387862fd445289892fba", "src/compresso_recsys/datasets/multimodal.py": "c0fd01413c6a10d2a6620ca37ed5a65d0c742afcf6c3f39e7f1ba3e68ef79198", "src/compresso_recsys/datasets/netflix.py": "7f832e95bae427d0086aae5dc23437090ace244dce9b42b7d01e3d7a0c5a4710", "src/compresso_recsys/datasets/steam.py": "c6bb6f8d1d26a8c38da6c0cf237e3b257708e325372116e6d9f30286559cc3a3", "src/compresso_recsys/datasets/taste_profile.py": "19c598c278a81cfb3b0dc985c54cbd200105821d87bcaf8a0b740262bfff4af1" }, "datasets": [ "ml1m" ] }, { "archive": "artifacts/dataset-default-tables/measurements-dbbook-goodbooks-v4.json", "schema_version": 1, "measured_at_utc": "2026-09-09T20:05:28.343958+00:00", "method": "Installed builder defaults, annotations disabled, full sources, exact builder splits", "downloads_permitted": false, "code_sha256": { "examples/validation/dataset_default_tables.py": "081a2ea1f1429f85f4d7e66e9afa5e818ebcaaf9feba104deef67c76bced6b28", "examples/validation/amazon_evaluation_details.py": "5584b6c4a6a0b9e36983bfe52073020fcd7ca7853dca6ad3da31cecfe63bb28f", "examples/validation/amazon_profile.py": "3921201c2513929546a780fd57bff300815298006ecb4de27be6fc2522821008", "examples/validation/dataset_sweep.py": "3a376828c97dc5aa9953b5c95fd050e441398240fb2d9523a3f8eea333a10254", "src/compresso_recsys/builder.py": "6cd78494bd0217634b60335096d5028e2ef02924b2fcae64957b1b19ec42e3a3", "src/compresso_recsys/retrieval.py": "003349cd2027b7058ce46097eb6dacb4887584236695dcbda690d65b7e47fe10", "src/compresso_recsys/multimodal.py": "7f72a29eceb3c511ca47f700b16d8ef22b1afeb6898b45f8d4991488ed7357f0", "src/compresso_recsys/sequences.py": "2645bc8a9cdf26b227ad78b6a9485605d780f7637a887f06e5d6ea73421757db", "src/compresso_recsys/datasets/__init__.py": "4c1d4fc61d38bd446343796d886078fc7b1cfa34430115e277e4f4f011d879e9", "src/compresso_recsys/datasets/_amazon_defaults.py": "d4c8aa07bcb8b3bc4c9e309b4a1dedcac367838e112797892abe6b127052094e", "src/compresso_recsys/datasets/_amazon_text_defaults.py": "05e9d93fadc1c58f1b0c2a69cf34a0ab5fe8ee5f1b067081dd0dfd98211eed2d", "src/compresso_recsys/datasets/_download.py": "bc6426134d39de38d7c3fca7686fdcc10f8a7cdecb4454102b2e00ce79e3b153", "src/compresso_recsys/datasets/_public.py": "36767d1830fa382d509942962df0a5e99d9bb137428eea90e4af3a69613b6af8", "src/compresso_recsys/datasets/amazon2023.py": "22fbdb2f3afc9b7c583fa617ff8a69ee6db467b5c0109b09bcf30388b3acd005", "src/compresso_recsys/datasets/base.py": "06ca01db4bba710cf3618a12eb816779ecf81015817cb1224fdc284555bece36", "src/compresso_recsys/datasets/goodbooks.py": "8540e45a4d017c97a821fef75ef7a7d08a1e74c9cb9cb2226a8c314465a574da", "src/compresso_recsys/datasets/gowalla.py": "5cad52d2273c800f3796533afb588749d5263818e3bbd9f4a109e079151ced28", "src/compresso_recsys/datasets/movielens1m.py": "0797c0c309332f3a3369181f4eb12274edfda974b570c8bafd7299d79375d964", "src/compresso_recsys/datasets/movielens20m.py": "c6da0e0cf65c0c9030683b7e877192e2806389f44368387862fd445289892fba", "src/compresso_recsys/datasets/multimodal.py": "c0fd01413c6a10d2a6620ca37ed5a65d0c742afcf6c3f39e7f1ba3e68ef79198", "src/compresso_recsys/datasets/netflix.py": "7f832e95bae427d0086aae5dc23437090ace244dce9b42b7d01e3d7a0c5a4710", "src/compresso_recsys/datasets/steam.py": "c6bb6f8d1d26a8c38da6c0cf237e3b257708e325372116e6d9f30286559cc3a3", "src/compresso_recsys/datasets/taste_profile.py": "19c598c278a81cfb3b0dc985c54cbd200105821d87bcaf8a0b740262bfff4af1" }, "datasets": [ "dbbook", "goodbooks" ] }, { "archive": "artifacts/dataset-default-tables/measurements-lfm2k-features-v4.json", "schema_version": 1, "measured_at_utc": "2026-09-09T20:12:28.301599+00:00", "method": "Installed builder defaults, annotations disabled, full sources, exact builder splits", "downloads_permitted": false, "code_sha256": { "examples/validation/dataset_default_tables.py": "081a2ea1f1429f85f4d7e66e9afa5e818ebcaaf9feba104deef67c76bced6b28", "examples/validation/amazon_evaluation_details.py": "5584b6c4a6a0b9e36983bfe52073020fcd7ca7853dca6ad3da31cecfe63bb28f", "examples/validation/amazon_profile.py": "3921201c2513929546a780fd57bff300815298006ecb4de27be6fc2522821008", "examples/validation/dataset_sweep.py": "3a376828c97dc5aa9953b5c95fd050e441398240fb2d9523a3f8eea333a10254", "src/compresso_recsys/builder.py": "6cd78494bd0217634b60335096d5028e2ef02924b2fcae64957b1b19ec42e3a3", "src/compresso_recsys/retrieval.py": "003349cd2027b7058ce46097eb6dacb4887584236695dcbda690d65b7e47fe10", "src/compresso_recsys/multimodal.py": "7f72a29eceb3c511ca47f700b16d8ef22b1afeb6898b45f8d4991488ed7357f0", "src/compresso_recsys/sequences.py": "2645bc8a9cdf26b227ad78b6a9485605d780f7637a887f06e5d6ea73421757db", "src/compresso_recsys/datasets/__init__.py": "4c1d4fc61d38bd446343796d886078fc7b1cfa34430115e277e4f4f011d879e9", "src/compresso_recsys/datasets/_amazon_defaults.py": "d4c8aa07bcb8b3bc4c9e309b4a1dedcac367838e112797892abe6b127052094e", "src/compresso_recsys/datasets/_amazon_text_defaults.py": "05e9d93fadc1c58f1b0c2a69cf34a0ab5fe8ee5f1b067081dd0dfd98211eed2d", "src/compresso_recsys/datasets/_download.py": "bc6426134d39de38d7c3fca7686fdcc10f8a7cdecb4454102b2e00ce79e3b153", "src/compresso_recsys/datasets/_public.py": "36767d1830fa382d509942962df0a5e99d9bb137428eea90e4af3a69613b6af8", "src/compresso_recsys/datasets/amazon2023.py": "22fbdb2f3afc9b7c583fa617ff8a69ee6db467b5c0109b09bcf30388b3acd005", "src/compresso_recsys/datasets/base.py": "06ca01db4bba710cf3618a12eb816779ecf81015817cb1224fdc284555bece36", "src/compresso_recsys/datasets/goodbooks.py": "8540e45a4d017c97a821fef75ef7a7d08a1e74c9cb9cb2226a8c314465a574da", "src/compresso_recsys/datasets/gowalla.py": "5cad52d2273c800f3796533afb588749d5263818e3bbd9f4a109e079151ced28", "src/compresso_recsys/datasets/movielens1m.py": "0797c0c309332f3a3369181f4eb12274edfda974b570c8bafd7299d79375d964", "src/compresso_recsys/datasets/movielens20m.py": "c6da0e0cf65c0c9030683b7e877192e2806389f44368387862fd445289892fba", "src/compresso_recsys/datasets/multimodal.py": "c0fd01413c6a10d2a6620ca37ed5a65d0c742afcf6c3f39e7f1ba3e68ef79198", "src/compresso_recsys/datasets/netflix.py": "7f832e95bae427d0086aae5dc23437090ace244dce9b42b7d01e3d7a0c5a4710", "src/compresso_recsys/datasets/steam.py": "c6bb6f8d1d26a8c38da6c0cf237e3b257708e325372116e6d9f30286559cc3a3", "src/compresso_recsys/datasets/taste_profile.py": "19c598c278a81cfb3b0dc985c54cbd200105821d87bcaf8a0b740262bfff4af1" }, "datasets": [ "lfm2k" ] }, { "archive": "artifacts/dataset-default-tables/abaddon-medium.json", "schema_version": 1, "measured_at_utc": "2026-09-09T19:59:44.852770+00:00", "method": "Installed builder defaults, annotations disabled, full sources, exact builder splits", "downloads_permitted": false, "code_sha256": { "examples/validation/dataset_default_tables.py": "82ed1c5edb8a26bd89320fbfbc0adc1ff2b1471de8257b7ffdc780e581455b83", "examples/validation/amazon_evaluation_details.py": "5584b6c4a6a0b9e36983bfe52073020fcd7ca7853dca6ad3da31cecfe63bb28f", "examples/validation/amazon_profile.py": "3921201c2513929546a780fd57bff300815298006ecb4de27be6fc2522821008", "examples/validation/dataset_sweep.py": "3a376828c97dc5aa9953b5c95fd050e441398240fb2d9523a3f8eea333a10254", "src/compresso_recsys/builder.py": "6cd78494bd0217634b60335096d5028e2ef02924b2fcae64957b1b19ec42e3a3", "src/compresso_recsys/retrieval.py": "003349cd2027b7058ce46097eb6dacb4887584236695dcbda690d65b7e47fe10", "src/compresso_recsys/multimodal.py": "7f72a29eceb3c511ca47f700b16d8ef22b1afeb6898b45f8d4991488ed7357f0", "src/compresso_recsys/sequences.py": "2645bc8a9cdf26b227ad78b6a9485605d780f7637a887f06e5d6ea73421757db", "src/compresso_recsys/datasets/__init__.py": "4c1d4fc61d38bd446343796d886078fc7b1cfa34430115e277e4f4f011d879e9", "src/compresso_recsys/datasets/_amazon_defaults.py": "d4c8aa07bcb8b3bc4c9e309b4a1dedcac367838e112797892abe6b127052094e", "src/compresso_recsys/datasets/_amazon_text_defaults.py": "05e9d93fadc1c58f1b0c2a69cf34a0ab5fe8ee5f1b067081dd0dfd98211eed2d", "src/compresso_recsys/datasets/_download.py": "bc6426134d39de38d7c3fca7686fdcc10f8a7cdecb4454102b2e00ce79e3b153", "src/compresso_recsys/datasets/_public.py": "36767d1830fa382d509942962df0a5e99d9bb137428eea90e4af3a69613b6af8", "src/compresso_recsys/datasets/amazon2023.py": "22fbdb2f3afc9b7c583fa617ff8a69ee6db467b5c0109b09bcf30388b3acd005", "src/compresso_recsys/datasets/base.py": "06ca01db4bba710cf3618a12eb816779ecf81015817cb1224fdc284555bece36", "src/compresso_recsys/datasets/goodbooks.py": "8540e45a4d017c97a821fef75ef7a7d08a1e74c9cb9cb2226a8c314465a574da", "src/compresso_recsys/datasets/gowalla.py": "5cad52d2273c800f3796533afb588749d5263818e3bbd9f4a109e079151ced28", "src/compresso_recsys/datasets/movielens1m.py": "0797c0c309332f3a3369181f4eb12274edfda974b570c8bafd7299d79375d964", "src/compresso_recsys/datasets/movielens20m.py": "c6da0e0cf65c0c9030683b7e877192e2806389f44368387862fd445289892fba", "src/compresso_recsys/datasets/multimodal.py": "c0fd01413c6a10d2a6620ca37ed5a65d0c742afcf6c3f39e7f1ba3e68ef79198", "src/compresso_recsys/datasets/netflix.py": "7f832e95bae427d0086aae5dc23437090ace244dce9b42b7d01e3d7a0c5a4710", "src/compresso_recsys/datasets/steam.py": "c6bb6f8d1d26a8c38da6c0cf237e3b257708e325372116e6d9f30286559cc3a3", "src/compresso_recsys/datasets/taste_profile.py": "19c598c278a81cfb3b0dc985c54cbd200105821d87bcaf8a0b740262bfff4af1" }, "datasets": [ "ml20m", "steam" ] }, { "archive": "artifacts/dataset-default-tables/abaddon-netflix.json", "schema_version": 1, "measured_at_utc": "2026-09-09T19:59:49.366176+00:00", "method": "Installed builder defaults, annotations disabled, full sources, exact builder splits", "downloads_permitted": false, "code_sha256": { "examples/validation/dataset_default_tables.py": "82ed1c5edb8a26bd89320fbfbc0adc1ff2b1471de8257b7ffdc780e581455b83", "examples/validation/amazon_evaluation_details.py": "5584b6c4a6a0b9e36983bfe52073020fcd7ca7853dca6ad3da31cecfe63bb28f", "examples/validation/amazon_profile.py": "3921201c2513929546a780fd57bff300815298006ecb4de27be6fc2522821008", "examples/validation/dataset_sweep.py": "3a376828c97dc5aa9953b5c95fd050e441398240fb2d9523a3f8eea333a10254", "src/compresso_recsys/builder.py": "6cd78494bd0217634b60335096d5028e2ef02924b2fcae64957b1b19ec42e3a3", "src/compresso_recsys/retrieval.py": "003349cd2027b7058ce46097eb6dacb4887584236695dcbda690d65b7e47fe10", "src/compresso_recsys/multimodal.py": "7f72a29eceb3c511ca47f700b16d8ef22b1afeb6898b45f8d4991488ed7357f0", "src/compresso_recsys/sequences.py": "2645bc8a9cdf26b227ad78b6a9485605d780f7637a887f06e5d6ea73421757db", "src/compresso_recsys/datasets/__init__.py": "4c1d4fc61d38bd446343796d886078fc7b1cfa34430115e277e4f4f011d879e9", "src/compresso_recsys/datasets/_amazon_defaults.py": "d4c8aa07bcb8b3bc4c9e309b4a1dedcac367838e112797892abe6b127052094e", "src/compresso_recsys/datasets/_amazon_text_defaults.py": "05e9d93fadc1c58f1b0c2a69cf34a0ab5fe8ee5f1b067081dd0dfd98211eed2d", "src/compresso_recsys/datasets/_download.py": "bc6426134d39de38d7c3fca7686fdcc10f8a7cdecb4454102b2e00ce79e3b153", "src/compresso_recsys/datasets/_public.py": "36767d1830fa382d509942962df0a5e99d9bb137428eea90e4af3a69613b6af8", "src/compresso_recsys/datasets/amazon2023.py": "22fbdb2f3afc9b7c583fa617ff8a69ee6db467b5c0109b09bcf30388b3acd005", "src/compresso_recsys/datasets/base.py": "06ca01db4bba710cf3618a12eb816779ecf81015817cb1224fdc284555bece36", "src/compresso_recsys/datasets/goodbooks.py": "8540e45a4d017c97a821fef75ef7a7d08a1e74c9cb9cb2226a8c314465a574da", "src/compresso_recsys/datasets/gowalla.py": "5cad52d2273c800f3796533afb588749d5263818e3bbd9f4a109e079151ced28", "src/compresso_recsys/datasets/movielens1m.py": "0797c0c309332f3a3369181f4eb12274edfda974b570c8bafd7299d79375d964", "src/compresso_recsys/datasets/movielens20m.py": "c6da0e0cf65c0c9030683b7e877192e2806389f44368387862fd445289892fba", "src/compresso_recsys/datasets/multimodal.py": "c0fd01413c6a10d2a6620ca37ed5a65d0c742afcf6c3f39e7f1ba3e68ef79198", "src/compresso_recsys/datasets/netflix.py": "7f832e95bae427d0086aae5dc23437090ace244dce9b42b7d01e3d7a0c5a4710", "src/compresso_recsys/datasets/steam.py": "c6bb6f8d1d26a8c38da6c0cf237e3b257708e325372116e6d9f30286559cc3a3", "src/compresso_recsys/datasets/taste_profile.py": "19c598c278a81cfb3b0dc985c54cbd200105821d87bcaf8a0b740262bfff4af1" }, "datasets": [ "netflix" ] }, { "archive": "artifacts/dataset-default-tables/abaddon-taste-profile.json", "schema_version": 1, "measured_at_utc": "2026-09-09T20:13:22.113758+00:00", "method": "Installed builder defaults, annotations disabled, full sources, exact builder splits", "downloads_permitted": false, "code_sha256": { "examples/validation/dataset_default_tables.py": "82ed1c5edb8a26bd89320fbfbc0adc1ff2b1471de8257b7ffdc780e581455b83", "examples/validation/amazon_evaluation_details.py": "5584b6c4a6a0b9e36983bfe52073020fcd7ca7853dca6ad3da31cecfe63bb28f", "examples/validation/amazon_profile.py": "3921201c2513929546a780fd57bff300815298006ecb4de27be6fc2522821008", "examples/validation/dataset_sweep.py": "3a376828c97dc5aa9953b5c95fd050e441398240fb2d9523a3f8eea333a10254", "src/compresso_recsys/builder.py": "6cd78494bd0217634b60335096d5028e2ef02924b2fcae64957b1b19ec42e3a3", "src/compresso_recsys/retrieval.py": "003349cd2027b7058ce46097eb6dacb4887584236695dcbda690d65b7e47fe10", "src/compresso_recsys/multimodal.py": "7f72a29eceb3c511ca47f700b16d8ef22b1afeb6898b45f8d4991488ed7357f0", "src/compresso_recsys/sequences.py": "2645bc8a9cdf26b227ad78b6a9485605d780f7637a887f06e5d6ea73421757db", "src/compresso_recsys/datasets/__init__.py": "4c1d4fc61d38bd446343796d886078fc7b1cfa34430115e277e4f4f011d879e9", "src/compresso_recsys/datasets/_amazon_defaults.py": "d4c8aa07bcb8b3bc4c9e309b4a1dedcac367838e112797892abe6b127052094e", "src/compresso_recsys/datasets/_amazon_text_defaults.py": "05e9d93fadc1c58f1b0c2a69cf34a0ab5fe8ee5f1b067081dd0dfd98211eed2d", "src/compresso_recsys/datasets/_download.py": "bc6426134d39de38d7c3fca7686fdcc10f8a7cdecb4454102b2e00ce79e3b153", "src/compresso_recsys/datasets/_public.py": "36767d1830fa382d509942962df0a5e99d9bb137428eea90e4af3a69613b6af8", "src/compresso_recsys/datasets/amazon2023.py": "22fbdb2f3afc9b7c583fa617ff8a69ee6db467b5c0109b09bcf30388b3acd005", "src/compresso_recsys/datasets/base.py": "06ca01db4bba710cf3618a12eb816779ecf81015817cb1224fdc284555bece36", "src/compresso_recsys/datasets/goodbooks.py": "8540e45a4d017c97a821fef75ef7a7d08a1e74c9cb9cb2226a8c314465a574da", "src/compresso_recsys/datasets/gowalla.py": "5cad52d2273c800f3796533afb588749d5263818e3bbd9f4a109e079151ced28", "src/compresso_recsys/datasets/movielens1m.py": "0797c0c309332f3a3369181f4eb12274edfda974b570c8bafd7299d79375d964", "src/compresso_recsys/datasets/movielens20m.py": "c6da0e0cf65c0c9030683b7e877192e2806389f44368387862fd445289892fba", "src/compresso_recsys/datasets/multimodal.py": "c0fd01413c6a10d2a6620ca37ed5a65d0c742afcf6c3f39e7f1ba3e68ef79198", "src/compresso_recsys/datasets/netflix.py": "7f832e95bae427d0086aae5dc23437090ace244dce9b42b7d01e3d7a0c5a4710", "src/compresso_recsys/datasets/steam.py": "c6bb6f8d1d26a8c38da6c0cf237e3b257708e325372116e6d9f30286559cc3a3", "src/compresso_recsys/datasets/taste_profile.py": "19c598c278a81cfb3b0dc985c54cbd200105821d87bcaf8a0b740262bfff4af1" }, "datasets": [ "taste-profile" ] }, { "archive": "artifacts/gowalla-default-verification/measurements-720h-verified.json", "schema_version": 1, "measured_at_utc": "2026-09-11T14:48:07.280327+00:00", "method": "Installed builder defaults, annotations disabled, full sources, exact builder splits", "downloads_permitted": false, "code_sha256": { "examples/validation/dataset_default_tables.py": "8f501ce4ee4b18f79abbd17f8cbfea146605a1d14e1df74afccf80641b87a1b0", "examples/validation/amazon_evaluation_details.py": "5584b6c4a6a0b9e36983bfe52073020fcd7ca7853dca6ad3da31cecfe63bb28f", "examples/validation/amazon_profile.py": "3921201c2513929546a780fd57bff300815298006ecb4de27be6fc2522821008", "examples/validation/dataset_sweep.py": "96012711dce21a005728af0fbe56e45cb8e0f0c4e4c20e90f54dbe28c71c9a71", "src/compresso_recsys/builder.py": "1b78047088e977a7e0d7b95259bbdb27e212f82147233d849048c20466578cf0", "src/compresso_recsys/retrieval.py": "003349cd2027b7058ce46097eb6dacb4887584236695dcbda690d65b7e47fe10", "src/compresso_recsys/multimodal.py": "7f72a29eceb3c511ca47f700b16d8ef22b1afeb6898b45f8d4991488ed7357f0", "src/compresso_recsys/sequences.py": "2645bc8a9cdf26b227ad78b6a9485605d780f7637a887f06e5d6ea73421757db", "src/compresso_recsys/datasets/__init__.py": "4c1d4fc61d38bd446343796d886078fc7b1cfa34430115e277e4f4f011d879e9", "src/compresso_recsys/datasets/_amazon_defaults.py": "d4c8aa07bcb8b3bc4c9e309b4a1dedcac367838e112797892abe6b127052094e", "src/compresso_recsys/datasets/_amazon_text_defaults.py": "05e9d93fadc1c58f1b0c2a69cf34a0ab5fe8ee5f1b067081dd0dfd98211eed2d", "src/compresso_recsys/datasets/_download.py": "c04ac4f456d6355512eda2fcf18c93f57ec0e09c4ef7901830bfa4824d074e58", "src/compresso_recsys/datasets/_grouplens.py": "6ef3bbce32aa774fa41834f607033455074b8c3312d67afa2a779d4adac8b490", "src/compresso_recsys/datasets/_public.py": "36767d1830fa382d509942962df0a5e99d9bb137428eea90e4af3a69613b6af8", "src/compresso_recsys/datasets/amazon2023.py": "22fbdb2f3afc9b7c583fa617ff8a69ee6db467b5c0109b09bcf30388b3acd005", "src/compresso_recsys/datasets/base.py": "06ca01db4bba710cf3618a12eb816779ecf81015817cb1224fdc284555bece36", "src/compresso_recsys/datasets/goodbooks.py": "8540e45a4d017c97a821fef75ef7a7d08a1e74c9cb9cb2226a8c314465a574da", "src/compresso_recsys/datasets/gowalla.py": "5cad52d2273c800f3796533afb588749d5263818e3bbd9f4a109e079151ced28", "src/compresso_recsys/datasets/movielens1m.py": "9f672f566296737c9e1d1d4b06e49ceb7b4907e07463552073665929d6d07423", "src/compresso_recsys/datasets/movielens20m.py": "37e351cee35bfbcd386818893d0d87378d42d6b25903fe5255f99274ede1b50d", "src/compresso_recsys/datasets/multimodal.py": "c0fd01413c6a10d2a6620ca37ed5a65d0c742afcf6c3f39e7f1ba3e68ef79198", "src/compresso_recsys/datasets/netflix.py": "7f832e95bae427d0086aae5dc23437090ace244dce9b42b7d01e3d7a0c5a4710", "src/compresso_recsys/datasets/steam.py": "c6bb6f8d1d26a8c38da6c0cf237e3b257708e325372116e6d9f30286559cc3a3", "src/compresso_recsys/datasets/taste_profile.py": "19c598c278a81cfb3b0dc985c54cbd200105821d87bcaf8a0b740262bfff4af1" }, "datasets": [ "gowalla" ] } ], "datasets": [ { "dataset": "ml1m", "sources": [ { "path": "data/movielens1m/ml-1m/ratings.dat", "bytes": 24594131, "sha256": "506d64ca44484487c11dc2d9a28de5c54948213e6b96285e298afe28d6ea4e0f" }, { "path": "data/movielens1m/ml-1m/movies.dat", "bytes": 171308, "sha256": "0140fc2356357c1a851d0f52e893a1e4d3696df632c4141cea8d5bc3d621f0b9" }, { "path": "data/movielens1m/item_text_descriptions.feather", "bytes": 6613978, "sha256": "fffc9dae4cc786550929d69ad9a497adc4207abf4ddc07a7a70f8f7580de6cae" } ], "splits": { "user_split": { "parameters": { "multimodal_features": null, "dataset": "ml1m", "seed": 42, "val_users": 500, "test_users": 1000, "min_user_support": 5, "item_min_support": 1, "min_value_to_keep": 4.0, "set_all_values_to": 1.0, "eval_draws": 1, "eval_holdout_frac": 0.2, "split_mode": "user_split", "val_items": null, "test_items": null, "item_val_frac": 0.05, "item_test_frac": 0.1, "temporal_test_frac": null, "temporal_period_hours": 8136.0, "min_source_items": 1, "min_target_items": 1, "metadata_text_fields": [ "title", "genres", "description" ], "min_entity_text_words": 30, "include_image_urls": false, "annotation_source": "none", "annotation_min_count": 100, "show_progress": false }, "status": "measured", "stats": { "users": 6033, "items": 3260, "pairs": 419648, "train_users": 4533, "train_items": 3260, "train_observed_items": 3260, "val_users": 500, "val_target_pairs": 9558, "test_users": 1000, "test_target_pairs": 19410, "preprocessed_users": 6033, "preprocessed_items": 3295, "preprocessed_pairs": 561451, "val_target_items": 1860, "val_cold_target_items": 0, "val_cold_target_item_fraction": 0.0, "val_catalog_items": 3260, "test_target_items": 2256, "test_cold_target_items": 0, "test_cold_target_item_fraction": 0.0, "test_catalog_items": 3260 } }, "item_split": { "parameters": { "multimodal_features": null, "dataset": "ml1m", "seed": 42, "val_users": 500, "test_users": 1000, "min_user_support": 5, "item_min_support": 1, "min_value_to_keep": 4.0, "set_all_values_to": 1.0, "eval_draws": 1, "eval_holdout_frac": 0.2, "split_mode": "item_split", "val_items": null, "test_items": null, "item_val_frac": 0.05, "item_test_frac": 0.1, "temporal_test_frac": null, "temporal_period_hours": 8136.0, "min_source_items": 1, "min_target_items": 1, "metadata_text_fields": [ "title", "genres", "description" ], "min_entity_text_words": 30, "include_image_urls": false, "annotation_source": "none", "annotation_min_count": 100, "show_progress": false }, "status": "measured", "stats": { "users": 6033, "items": 3295, "pairs": 477742, "train_users": 6033, "train_items": 3295, "train_observed_items": 2800, "val_users": 5338, "val_target_pairs": 27135, "test_users": 5643, "test_target_pairs": 56574, "preprocessed_users": 6033, "preprocessed_items": 3295, "preprocessed_pairs": 561451, "val_target_items": 165, "val_cold_target_items": 165, "val_cold_target_item_fraction": 1.0, "val_catalog_items": 3295, "test_target_items": 330, "test_cold_target_items": 330, "test_cold_target_item_fraction": 1.0, "test_catalog_items": 3295 } }, "leave_last_out": { "parameters": { "multimodal_features": null, "dataset": "ml1m", "seed": 42, "val_users": 500, "test_users": 1000, "min_user_support": 5, "item_min_support": 1, "min_value_to_keep": 4.0, "set_all_values_to": 1.0, "eval_draws": 1, "eval_holdout_frac": 0.2, "split_mode": "leave_last_out", "val_items": null, "test_items": null, "item_val_frac": 0.05, "item_test_frac": 0.1, "temporal_test_frac": null, "temporal_period_hours": 8136.0, "min_source_items": 1, "min_target_items": 1, "metadata_text_fields": [ "title", "genres", "description" ], "min_entity_text_words": 30, "include_image_urls": false, "annotation_source": "none", "annotation_min_count": 100, "show_progress": false }, "status": "measured", "stats": { "users": 6033, "items": 3295, "pairs": 549385, "train_users": 6033, "train_items": 3295, "train_observed_items": 3287, "val_users": 6033, "val_target_pairs": 6033, "test_users": 6033, "test_target_pairs": 6033, "preprocessed_users": 6033, "preprocessed_items": 3295, "preprocessed_pairs": 561451, "val_target_items": 1722, "val_cold_target_items": 5, "val_cold_target_item_fraction": 0.0029036004645760743, "val_catalog_items": 3295, "test_target_items": 1758, "test_cold_target_items": 3, "test_cold_target_item_fraction": 0.0017064846416382253, "test_catalog_items": 3295 } }, "temporal": { "parameters": { "multimodal_features": null, "dataset": "ml1m", "seed": 42, "val_users": 500, "test_users": 1000, "min_user_support": 5, "item_min_support": 1, "min_value_to_keep": 4.0, "set_all_values_to": 1.0, "eval_draws": 1, "eval_holdout_frac": 0.2, "split_mode": "temporal", "val_items": null, "test_items": null, "item_val_frac": 0.05, "item_test_frac": 0.1, "temporal_test_frac": null, "temporal_period_hours": 8136.0, "min_source_items": 1, "min_target_items": 1, "metadata_text_fields": [ "title", "genres", "description" ], "min_entity_text_words": 30, "include_image_urls": false, "annotation_source": "none", "annotation_min_count": 100, "show_progress": false }, "status": "measured", "stats": { "users": 943, "items": 3117, "pairs": 12946, "train_users": 91, "train_items": 1935, "train_observed_items": 1935, "val_users": 771, "val_target_pairs": 20542, "test_users": 435, "test_target_pairs": 9892, "val_target_items": 2439, "val_cold_target_items": 658, "val_cold_target_item_fraction": 0.2697826978269783, "val_catalog_items": 3085, "test_target_items": 2033, "test_cold_target_items": 395, "test_cold_target_item_fraction": 0.19429414658140678, "test_catalog_items": 3117 } }, "official": { "status": "unsupported", "reason": "Only DBbook supplies the supported official split" } }, "metadata": { "status": "measured", "splits": [ "user_split", "item_split", "leave_last_out", "temporal" ], "union_items": 3295, "image_url_items": null, "text_ge10_items": 3295, "precomputed_features": { "status": "measured", "source": { "path": "artifacts/multimodal-smoke/data/multimodal/ml1m_mm_json.zip", "bytes": 263954483, "sha256": "a58498e77bc20a878433a8dd9f678e9fffbb80e88f4293bb20c352db96ce9281" }, "verified_release": true, "union_items": 3295, "spaces": { "text/minilm": { "items": 3295, "dimension": 384, "source_items": 3859, "interaction_derived": false }, "text/mpnet": { "items": 3295, "dimension": 768, "source_items": 3859, "interaction_derived": false }, "image/resnet152": { "items": 2942, "dimension": 1000, "source_items": 3196, "interaction_derived": false }, "image/vgg": { "items": 2942, "dimension": 4096, "source_items": 3196, "interaction_derived": false }, "image/vit_cls": { "items": 2942, "dimension": 768, "source_items": 3196, "interaction_derived": false }, "image/vit_avg": { "items": 2942, "dimension": 768, "source_items": 3196, "interaction_derived": false }, "audio/vggish": { "items": 3171, "dimension": 128, "source_items": 3537, "interaction_derived": false }, "audio/whisper": { "items": 3171, "dimension": 512, "source_items": 3537, "interaction_derived": false }, "video/i3d": { "items": 3170, "dimension": 2048, "source_items": 3536, "interaction_derived": false }, "video/r2p1d": { "items": 3171, "dimension": 512, "source_items": 3537, "interaction_derived": false } } } }, "interaction_caches": [] }, { "dataset": "ml20m", "sources": [ { "path": "/home/vojta/git/sae_adaptors/data/movielens20m/ml-20m/ratings.csv", "bytes": 533444411, "sha256": "784e85369bbdbbb32e54cbec653a79d087ae1525ffbc5b875de952b72316c00e" }, { "path": "/home/vojta/git/sae_adaptors/data/movielens20m/ml-20m/movies.csv", "bytes": 1397542, "sha256": "eed80dd12706c10362fea572a248f625cee3cfd3dba05086158314ac69d78fac" }, { "path": "/home/vojta/git/sae_adaptors/data/movielens20m/item_text_descriptions.feather", "bytes": 6613978, "sha256": "fffc9dae4cc786550929d69ad9a497adc4207abf4ddc07a7a70f8f7580de6cae" } ], "splits": { "user_split": { "parameters": { "multimodal_features": null, "dataset": "ml20m", "seed": 42, "val_users": 2500, "test_users": 5000, "min_user_support": 5, "item_min_support": 1, "min_value_to_keep": 4.0, "set_all_values_to": 1.0, "eval_draws": 1, "eval_holdout_frac": 0.2, "split_mode": "user_split", "val_items": null, "test_items": null, "item_val_frac": 0.05, "item_test_frac": 0.1, "temporal_test_frac": null, "temporal_period_hours": 8136.0, "min_source_items": 1, "min_target_items": 1, "metadata_text_fields": [ "title", "genres", "description" ], "min_entity_text_words": 30, "include_image_urls": false, "annotation_source": "none", "annotation_min_count": 100, "show_progress": false }, "status": "measured", "stats": { "users": 136589, "items": 16768, "pairs": 9162098, "train_users": 129089, "train_items": 16768, "train_observed_items": 16768, "val_users": 2500, "val_target_pairs": 35873, "test_users": 5000, "test_target_pairs": 73588, "preprocessed_users": 136589, "preprocessed_items": 16902, "preprocessed_pairs": 9694668, "val_target_items": 4549, "val_cold_target_items": 0, "val_cold_target_item_fraction": 0.0, "val_catalog_items": 16768, "test_target_items": 5972, "test_cold_target_items": 0, "test_cold_target_item_fraction": 0.0, "test_catalog_items": 16768 } }, "item_split": { "parameters": { "multimodal_features": null, "dataset": "ml20m", "seed": 42, "val_users": 2500, "test_users": 5000, "min_user_support": 5, "item_min_support": 1, "min_value_to_keep": 4.0, "set_all_values_to": 1.0, "eval_draws": 1, "eval_holdout_frac": 0.2, "split_mode": "item_split", "val_items": null, "test_items": null, "item_val_frac": 0.05, "item_test_frac": 0.1, "temporal_test_frac": null, "temporal_period_hours": 8136.0, "min_source_items": 1, "min_target_items": 1, "metadata_text_fields": [ "title", "genres", "description" ], "min_entity_text_words": 30, "include_image_urls": false, "annotation_source": "none", "annotation_min_count": 100, "show_progress": false }, "status": "measured", "stats": { "users": 136589, "items": 16902, "pairs": 8282830, "train_users": 136589, "train_items": 16902, "train_observed_items": 14365, "val_users": 102285, "val_target_pairs": 435045, "test_users": 124822, "test_target_pairs": 976793, "preprocessed_users": 136589, "preprocessed_items": 16902, "preprocessed_pairs": 9694668, "val_target_items": 846, "val_cold_target_items": 846, "val_cold_target_item_fraction": 1.0, "val_catalog_items": 16902, "test_target_items": 1691, "test_cold_target_items": 1691, "test_cold_target_item_fraction": 1.0, "test_catalog_items": 16902 } }, "leave_last_out": { "parameters": { "multimodal_features": null, "dataset": "ml20m", "seed": 42, "val_users": 2500, "test_users": 5000, "min_user_support": 5, "item_min_support": 1, "min_value_to_keep": 4.0, "set_all_values_to": 1.0, "eval_draws": 1, "eval_holdout_frac": 0.2, "split_mode": "leave_last_out", "val_items": null, "test_items": null, "item_val_frac": 0.05, "item_test_frac": 0.1, "temporal_test_frac": null, "temporal_period_hours": 8136.0, "min_source_items": 1, "min_target_items": 1, "metadata_text_fields": [ "title", "genres", "description" ], "min_entity_text_words": 30, "include_image_urls": false, "annotation_source": "none", "annotation_min_count": 100, "show_progress": false }, "status": "measured", "stats": { "users": 136589, "items": 16902, "pairs": 9421490, "train_users": 136589, "train_items": 16902, "train_observed_items": 16790, "val_users": 136589, "val_target_pairs": 136589, "test_users": 136589, "test_target_pairs": 136589, "preprocessed_users": 136589, "preprocessed_items": 16902, "preprocessed_pairs": 9694668, "val_target_items": 7353, "val_cold_target_items": 44, "val_cold_target_item_fraction": 0.0059839521283829725, "val_catalog_items": 16902, "test_target_items": 7784, "test_cold_target_items": 70, "test_cold_target_item_fraction": 0.008992805755395683, "test_catalog_items": 16902 } }, "temporal": { "parameters": { "multimodal_features": null, "dataset": "ml20m", "seed": 42, "val_users": 2500, "test_users": 5000, "min_user_support": 5, "item_min_support": 1, "min_value_to_keep": 4.0, "set_all_values_to": 1.0, "eval_draws": 1, "eval_holdout_frac": 0.2, "split_mode": "temporal", "val_items": null, "test_items": null, "item_val_frac": 0.05, "item_test_frac": 0.1, "temporal_test_frac": null, "temporal_period_hours": 8136.0, "min_source_items": 1, "min_target_items": 1, "metadata_text_fields": [ "title", "genres", "description" ], "min_entity_text_words": 30, "include_image_urls": false, "annotation_source": "none", "annotation_min_count": 100, "show_progress": false }, "status": "measured", "stats": { "users": 5903, "items": 15399, "pairs": 879606, "train_users": 3801, "train_items": 13209, "train_observed_items": 13209, "val_users": 3323, "val_target_pairs": 61045, "test_users": 3217, "test_target_pairs": 72990, "val_target_items": 6705, "val_cold_target_items": 816, "val_cold_target_item_fraction": 0.12170022371364653, "val_catalog_items": 14207, "test_target_items": 7346, "test_cold_target_items": 1356, "test_cold_target_item_fraction": 0.18459025319901987, "test_catalog_items": 15399 } }, "official": { "status": "unsupported", "reason": "Only DBbook supplies the supported official split" } }, "metadata": { "status": "measured", "splits": [ "user_split", "item_split", "leave_last_out", "temporal" ], "union_items": 16902, "image_url_items": null, "text_ge10_items": 16902 }, "interaction_caches": [] }, { "dataset": "goodbooks", "sources": [ { "path": "data/goodbooks/ratings.csv", "bytes": 72126826, "sha256": "1ee8a97172bd6d97147a30d9cfb3029ac240bd27ba2aa9365981c051c65113f8" }, { "path": "data/goodbooks/books.csv", "bytes": 3286659, "sha256": "4d21d0e0433128657c752e3a3d0405ac0ec11675d6c70c64cb0abf4ab1acb76a" }, { "path": "data/goodbooks/item_text_descriptions.feather", "bytes": 3750826, "sha256": "e7c0dffc838cf80f0882a2ccd491187365c5cdeb8543d56013c74a329f8e55e5" } ], "splits": { "user_split": { "parameters": { "multimodal_features": null, "dataset": "goodbooks", "seed": 0, "val_users": 1000, "test_users": 2500, "min_user_support": 5, "item_min_support": 1, "min_value_to_keep": 4.0, "set_all_values_to": 1.0, "eval_draws": 1, "eval_holdout_frac": 0.2, "split_mode": "user_split", "val_items": null, "test_items": null, "item_val_frac": 0.05, "item_test_frac": 0.1, "temporal_test_frac": null, "temporal_period_hours": 8136.0, "min_source_items": 1, "min_target_items": 1, "metadata_text_fields": [ "title", "authors", "description" ], "min_entity_text_words": 30, "include_image_urls": false, "annotation_source": "none", "annotation_min_count": 100, "show_progress": false }, "status": "measured", "stats": { "users": 53365, "items": 9975, "pairs": 3849466, "train_users": 49865, "train_items": 9975, "train_observed_items": 9975, "val_users": 1000, "val_target_pairs": 15928, "test_users": 2500, "test_target_pairs": 39488, "preprocessed_users": 53365, "preprocessed_items": 9975, "preprocessed_pairs": 4119623, "val_target_items": 5361, "val_cold_target_items": 0, "val_cold_target_item_fraction": 0.0, "val_catalog_items": 9975, "test_target_items": 7820, "test_cold_target_items": 0, "test_cold_target_item_fraction": 0.0, "test_catalog_items": 9975 } }, "item_split": { "parameters": { "multimodal_features": null, "dataset": "goodbooks", "seed": 0, "val_users": 1000, "test_users": 2500, "min_user_support": 5, "item_min_support": 1, "min_value_to_keep": 4.0, "set_all_values_to": 1.0, "eval_draws": 1, "eval_holdout_frac": 0.2, "split_mode": "item_split", "val_items": null, "test_items": null, "item_val_frac": 0.05, "item_test_frac": 0.1, "temporal_test_frac": null, "temporal_period_hours": 8136.0, "min_source_items": 1, "min_target_items": 1, "metadata_text_fields": [ "title", "authors", "description" ], "min_entity_text_words": 30, "include_image_urls": false, "annotation_source": "none", "annotation_min_count": 100, "show_progress": false }, "status": "measured", "stats": { "users": 53365, "items": 9975, "pairs": 3457623, "train_users": 53365, "train_items": 9975, "train_observed_items": 8478, "val_users": 51301, "val_target_pairs": 235287, "test_users": 53070, "test_target_pairs": 426713, "preprocessed_users": 53365, "preprocessed_items": 9975, "preprocessed_pairs": 4119623, "val_target_items": 499, "val_cold_target_items": 499, "val_cold_target_item_fraction": 1.0, "val_catalog_items": 9975, "test_target_items": 998, "test_cold_target_items": 998, "test_cold_target_item_fraction": 1.0, "test_catalog_items": 9975 } }, "leave_last_out": { "status": "unsupported", "reason": "No interaction timestamps" }, "temporal": { "status": "unsupported", "reason": "No interaction timestamps" }, "official": { "status": "unsupported", "reason": "Only DBbook supplies the supported official split" } }, "metadata": { "status": "measured", "splits": [ "user_split", "item_split" ], "union_items": 9975, "image_url_items": null, "text_ge10_items": 9975 }, "interaction_caches": [] }, { "dataset": "steam", "sources": [ { "path": "/home/vojta/git/sae_adaptors/data/steam/steam_reviews.json.gz", "bytes": 1329769950, "sha256": "2a2166b28961889276b167780ca9fa3361022f9ea6fefcf51d34957395266316" }, { "path": "/home/vojta/git/sae_adaptors/data/steam/steam_games.json.gz", "bytes": 2664464, "sha256": "20aaed0cbbb35a8a7e481b6941c18ad515c5808b5cf32767c163bcb36e3c7e0a" } ], "splits": { "user_split": { "parameters": { "multimodal_features": null, "dataset": "steam", "seed": 42, "val_users": 10000, "test_users": 10000, "min_user_support": 5, "item_min_support": 1, "min_value_to_keep": null, "set_all_values_to": 1.0, "eval_draws": 1, "eval_holdout_frac": 0.2, "split_mode": "user_split", "val_items": null, "test_items": null, "item_val_frac": 0.05, "item_test_frac": 0.1, "temporal_test_frac": null, "temporal_period_hours": 8136.0, "min_source_items": 1, "min_target_items": 1, "metadata_text_fields": [ "title", "genres", "tags", "developer", "publisher" ], "min_entity_text_words": 0, "include_image_urls": false, "annotation_source": "none", "annotation_min_count": 100, "show_progress": false }, "status": "measured", "stats": { "users": 281637, "items": 14985, "pairs": 3245502, "train_users": 261645, "train_items": 14985, "train_observed_items": 14985, "val_users": 9994, "val_target_pairs": 28431, "test_users": 9998, "test_target_pairs": 28573, "preprocessed_users": 281645, "preprocessed_items": 15051, "preprocessed_pairs": 3493355, "val_target_items": 4949, "val_cold_target_items": 0, "val_cold_target_item_fraction": 0.0, "val_catalog_items": 14985, "test_target_items": 4897, "test_cold_target_items": 0, "test_cold_target_item_fraction": 0.0, "test_catalog_items": 14985 } }, "item_split": { "parameters": { "multimodal_features": null, "dataset": "steam", "seed": 42, "val_users": 10000, "test_users": 10000, "min_user_support": 5, "item_min_support": 1, "min_value_to_keep": null, "set_all_values_to": 1.0, "eval_draws": 1, "eval_holdout_frac": 0.2, "split_mode": "item_split", "val_items": null, "test_items": null, "item_val_frac": 0.05, "item_test_frac": 0.1, "temporal_test_frac": null, "temporal_period_hours": 8136.0, "min_source_items": 1, "min_target_items": 1, "metadata_text_fields": [ "title", "genres", "tags", "developer", "publisher" ], "min_entity_text_words": 0, "include_image_urls": false, "annotation_source": "none", "annotation_min_count": 100, "show_progress": false }, "status": "measured", "stats": { "users": 281639, "items": 15051, "pairs": 3014190, "train_users": 281639, "train_items": 15051, "train_observed_items": 12792, "val_users": 98181, "val_target_pairs": 151827, "test_users": 162161, "test_target_pairs": 327306, "preprocessed_users": 281645, "preprocessed_items": 15051, "preprocessed_pairs": 3493355, "val_target_items": 753, "val_cold_target_items": 753, "val_cold_target_item_fraction": 1.0, "val_catalog_items": 15051, "test_target_items": 1506, "test_cold_target_items": 1506, "test_cold_target_item_fraction": 1.0, "test_catalog_items": 15051 } }, "leave_last_out": { "parameters": { "multimodal_features": null, "dataset": "steam", "seed": 42, "val_users": 10000, "test_users": 10000, "min_user_support": 5, "item_min_support": 1, "min_value_to_keep": null, "set_all_values_to": 1.0, "eval_draws": 1, "eval_holdout_frac": 0.2, "split_mode": "leave_last_out", "val_items": null, "test_items": null, "item_val_frac": 0.05, "item_test_frac": 0.1, "temporal_test_frac": null, "temporal_period_hours": 8136.0, "min_source_items": 1, "min_target_items": 1, "metadata_text_fields": [ "title", "genres", "tags", "developer", "publisher" ], "min_entity_text_words": 0, "include_image_urls": false, "annotation_source": "none", "annotation_min_count": 100, "show_progress": false }, "status": "measured", "stats": { "users": 334730, "items": 15068, "pairs": 3111553, "train_users": 334730, "train_items": 15068, "train_observed_items": 14586, "val_users": 334730, "val_target_pairs": 334730, "test_users": 334730, "test_target_pairs": 334730, "preprocessed_users": 334730, "preprocessed_items": 15068, "preprocessed_pairs": 3689836, "val_target_items": 10453, "val_cold_target_items": 215, "val_cold_target_item_fraction": 0.02056825791638764, "val_catalog_items": 15068, "test_target_items": 10621, "test_cold_target_items": 349, "test_cold_target_item_fraction": 0.03285942943225685, "test_catalog_items": 15068 } }, "temporal": { "parameters": { "multimodal_features": null, "dataset": "steam", "seed": 42, "val_users": 10000, "test_users": 10000, "min_user_support": 5, "item_min_support": 1, "min_value_to_keep": null, "set_all_values_to": 1.0, "eval_draws": 1, "eval_holdout_frac": 0.2, "split_mode": "temporal", "val_items": null, "test_items": null, "item_val_frac": 0.05, "item_test_frac": 0.1, "temporal_test_frac": null, "temporal_period_hours": 8136.0, "min_source_items": 1, "min_target_items": 1, "metadata_text_fields": [ "title", "genres", "tags", "developer", "publisher" ], "min_entity_text_words": 0, "include_image_urls": false, "annotation_source": "none", "annotation_min_count": 100, "show_progress": false }, "status": "measured", "stats": { "users": 250498, "items": 14965, "pairs": 1158948, "train_users": 91041, "train_items": 6883, "train_observed_items": 6883, "val_users": 138434, "val_target_pairs": 643596, "test_users": 192164, "test_target_pairs": 860218, "val_target_items": 9904, "val_cold_target_items": 3466, "val_cold_target_item_fraction": 0.34995961227786754, "val_catalog_items": 10379, "test_target_items": 13781, "test_cold_target_items": 7557, "test_cold_target_item_fraction": 0.5483636891372179, "test_catalog_items": 14965 } }, "official": { "status": "unsupported", "reason": "Only DBbook supplies the supported official split" } }, "metadata": { "status": "measured", "splits": [ "user_split", "item_split", "leave_last_out", "temporal" ], "union_items": 15068, "image_url_items": null, "text_ge10_items": 9727 }, "interaction_caches": [ { "path": "/home/vojta/git/sae_adaptors/data/steam/steam_reviews.json.gz.interactions.parquet", "bytes": 110358784, "sha256": "4fcb3cf049d1b5eb5565dcba5d4af23833917e8925dc66a65bad27eff1b347b9" }, { "path": "/home/vojta/git/sae_adaptors/data/steam/steam_reviews.json.gz.interactions.json", "bytes": 67, "sha256": "3490f1b4c494a48407a83d7f269eded57da26f037b4e1b627a3e8ec2336db9e5" } ] }, { "dataset": "netflix", "sources": [ { "path": "/home/vojta/git/sae_adaptors/data/netflix/nf_prize_dataset.tar.gz", "bytes": 697552028, "sha256": "864c7da830766febcc8cb0a4e47b1057183aff6b7ad253425e129d80950e954d" } ], "splits": { "user_split": { "parameters": { "multimodal_features": null, "dataset": "netflix", "seed": 98765, "val_users": 40000, "test_users": 40000, "min_user_support": 5, "item_min_support": 1, "min_value_to_keep": 4.0, "set_all_values_to": 1.0, "eval_draws": 1, "eval_holdout_frac": 0.2, "split_mode": "user_split", "val_items": null, "test_items": null, "item_val_frac": 0.05, "item_test_frac": 0.1, "temporal_test_frac": null, "temporal_period_hours": 8136.0, "min_source_items": 1, "min_target_items": 1, "metadata_text_fields": [ "title", "release_year" ], "min_entity_text_words": 0, "include_image_urls": false, "annotation_source": "none", "annotation_min_count": 100, "show_progress": false }, "status": "measured", "stats": { "users": 463435, "items": 17769, "pairs": 47041107, "train_users": 383435, "train_items": 17769, "train_observed_items": 17769, "val_users": 40000, "val_target_pairs": 997758, "test_users": 40000, "test_target_pairs": 1001878, "preprocessed_users": 463435, "preprocessed_items": 17769, "preprocessed_pairs": 56880037, "val_target_items": 14546, "val_cold_target_items": 0, "val_cold_target_item_fraction": 0.0, "val_catalog_items": 17769, "test_target_items": 14474, "test_cold_target_items": 0, "test_cold_target_item_fraction": 0.0, "test_catalog_items": 17769 } }, "item_split": { "parameters": { "multimodal_features": null, "dataset": "netflix", "seed": 98765, "val_users": 40000, "test_users": 40000, "min_user_support": 5, "item_min_support": 1, "min_value_to_keep": 4.0, "set_all_values_to": 1.0, "eval_draws": 1, "eval_holdout_frac": 0.2, "split_mode": "item_split", "val_items": null, "test_items": null, "item_val_frac": 0.05, "item_test_frac": 0.1, "temporal_test_frac": null, "temporal_period_hours": 8136.0, "min_source_items": 1, "min_target_items": 1, "metadata_text_fields": [ "title", "release_year" ], "min_entity_text_words": 0, "include_image_urls": false, "annotation_source": "none", "annotation_min_count": 100, "show_progress": false }, "status": "measured", "stats": { "users": 463434, "items": 17769, "pairs": 48149391, "train_users": 463434, "train_items": 17769, "train_observed_items": 15103, "val_users": 377662, "val_target_pairs": 2680734, "test_users": 440315, "test_target_pairs": 6049907, "preprocessed_users": 463435, "preprocessed_items": 17769, "preprocessed_pairs": 56880037, "val_target_items": 889, "val_cold_target_items": 889, "val_cold_target_item_fraction": 1.0, "val_catalog_items": 17769, "test_target_items": 1777, "test_cold_target_items": 1777, "test_cold_target_item_fraction": 1.0, "test_catalog_items": 17769 } }, "leave_last_out": { "parameters": { "multimodal_features": null, "dataset": "netflix", "seed": 98765, "val_users": 40000, "test_users": 40000, "min_user_support": 5, "item_min_support": 1, "min_value_to_keep": 4.0, "set_all_values_to": 1.0, "eval_draws": 1, "eval_holdout_frac": 0.2, "split_mode": "leave_last_out", "val_items": null, "test_items": null, "item_val_frac": 0.05, "item_test_frac": 0.1, "temporal_test_frac": null, "temporal_period_hours": 8136.0, "min_source_items": 1, "min_target_items": 1, "metadata_text_fields": [ "title", "release_year" ], "min_entity_text_words": 0, "include_image_urls": false, "annotation_source": "none", "annotation_min_count": 100, "show_progress": false }, "status": "measured", "stats": { "users": 463435, "items": 17769, "pairs": 55953167, "train_users": 463435, "train_items": 17769, "train_observed_items": 17769, "val_users": 463435, "val_target_pairs": 463435, "test_users": 463435, "test_target_pairs": 463435, "preprocessed_users": 463435, "preprocessed_items": 17769, "preprocessed_pairs": 56880037, "val_target_items": 13185, "val_cold_target_items": 0, "val_cold_target_item_fraction": 0.0, "val_catalog_items": 17769, "test_target_items": 13433, "test_cold_target_items": 0, "test_cold_target_item_fraction": 0.0, "test_catalog_items": 17769 } }, "temporal": { "parameters": { "multimodal_features": null, "dataset": "netflix", "seed": 98765, "val_users": 40000, "test_users": 40000, "min_user_support": 5, "item_min_support": 1, "min_value_to_keep": 4.0, "set_all_values_to": 1.0, "eval_draws": 1, "eval_holdout_frac": 0.2, "split_mode": "temporal", "val_items": null, "test_items": null, "item_val_frac": 0.05, "item_test_frac": 0.1, "temporal_test_frac": null, "temporal_period_hours": 8136.0, "min_source_items": 1, "min_target_items": 1, "metadata_text_fields": [ "title", "release_year" ], "min_entity_text_words": 0, "include_image_urls": false, "annotation_source": "none", "annotation_min_count": 100, "show_progress": false }, "status": "measured", "stats": { "users": 262636, "items": 17766, "pairs": 6319278, "train_users": 58419, "train_items": 12162, "train_observed_items": 12162, "val_users": 130014, "val_target_pairs": 7967043, "test_users": 241687, "test_target_pairs": 13529839, "val_target_items": 15317, "val_cold_target_items": 3402, "val_cold_target_item_fraction": 0.22210615655807273, "val_catalog_items": 15568, "test_target_items": 17612, "test_cold_target_items": 5595, "test_cold_target_item_fraction": 0.3176811265046559, "test_catalog_items": 17766 } }, "official": { "status": "unsupported", "reason": "Only DBbook supplies the supported official split" } }, "metadata": { "status": "measured", "splits": [ "user_split", "item_split", "leave_last_out", "temporal" ], "union_items": 17769, "image_url_items": null, "text_ge10_items": 581 }, "interaction_caches": [ { "path": "/home/vojta/git/sae_adaptors/data/netflix/nf_prize_dataset.tar.gz.interactions.parquet", "bytes": 965128540, "sha256": "c35f072d2e0eaebda459fed050fcd2c07d53b33ffc437003198a4886acb68c04" }, { "path": "/home/vojta/git/sae_adaptors/data/netflix/nf_prize_dataset.tar.gz.interactions.json", "bytes": 66, "sha256": "ea4bf81654c2d5d6a5b162912b2eb530b834d533bb9309d909f45ffa73a85a89" } ] }, { "dataset": "taste-profile", "sources": [ { "path": "/home/vojta/git/sae_adaptors/data/taste-profile/train_triplets.txt.zip", "bytes": 512137572, "sha256": "307d95b69a8c7aa6dca3e2c078dd0493828991e1861caa3ee7680cb4ee6210e9" } ], "splits": { "user_split": { "parameters": { "multimodal_features": null, "dataset": "taste-profile", "seed": 98765, "val_users": 50000, "test_users": 50000, "min_user_support": 20, "item_min_support": 200, "min_value_to_keep": null, "set_all_values_to": 1.0, "eval_draws": 1, "eval_holdout_frac": 0.2, "split_mode": "user_split", "val_items": null, "test_items": null, "item_val_frac": 0.05, "item_test_frac": 0.1, "temporal_test_frac": null, "temporal_period_hours": 8136.0, "min_source_items": 1, "min_target_items": 1, "metadata_text_fields": [], "min_entity_text_words": 0, "include_image_urls": false, "annotation_source": "none", "annotation_min_count": 100, "show_progress": false }, "status": "measured", "stats": { "users": 558350, "items": 36385, "pairs": 26696623, "train_users": 458350, "train_items": 36385, "train_observed_items": 36385, "val_users": 50000, "val_target_pairs": 602573, "test_users": 50000, "test_target_pairs": 603309, "preprocessed_users": 558350, "preprocessed_items": 36385, "preprocessed_pairs": 32525889, "val_target_items": 36262, "val_cold_target_items": 0, "val_cold_target_item_fraction": 0.0, "val_catalog_items": 36385, "test_target_items": 36256, "test_cold_target_items": 0, "test_cold_target_item_fraction": 0.0, "test_catalog_items": 36385 } }, "item_split": { "parameters": { "multimodal_features": null, "dataset": "taste-profile", "seed": 98765, "val_users": 50000, "test_users": 50000, "min_user_support": 20, "item_min_support": 200, "min_value_to_keep": null, "set_all_values_to": 1.0, "eval_draws": 1, "eval_holdout_frac": 0.2, "split_mode": "item_split", "val_items": null, "test_items": null, "item_val_frac": 0.05, "item_test_frac": 0.1, "temporal_test_frac": null, "temporal_period_hours": 8136.0, "min_source_items": 1, "min_target_items": 1, "metadata_text_fields": [], "min_entity_text_words": 0, "include_image_urls": false, "annotation_source": "none", "annotation_min_count": 100, "show_progress": false }, "status": "measured", "stats": { "users": 558350, "items": 36385, "pairs": 27469766, "train_users": 558350, "train_items": 36385, "train_observed_items": 30926, "val_users": 478324, "val_target_pairs": 1634602, "test_users": 543782, "test_target_pairs": 3421521, "preprocessed_users": 558350, "preprocessed_items": 36385, "preprocessed_pairs": 32525889, "val_target_items": 1820, "val_cold_target_items": 1820, "val_cold_target_item_fraction": 1.0, "val_catalog_items": 36385, "test_target_items": 3639, "test_cold_target_items": 3639, "test_cold_target_item_fraction": 1.0, "test_catalog_items": 36385 } }, "leave_last_out": { "status": "unsupported", "reason": "No interaction timestamps" }, "temporal": { "status": "unsupported", "reason": "No interaction timestamps" }, "official": { "status": "unsupported", "reason": "Only DBbook supplies the supported official split" } }, "metadata": { "status": "measured", "splits": [ "user_split", "item_split" ], "union_items": 36385, "image_url_items": null, "text_ge10_items": 0 }, "interaction_caches": [ { "path": "/home/vojta/git/sae_adaptors/data/taste-profile/train_triplets.txt.zip.interactions.parquet", "bytes": 469693542, "sha256": "d4694ef54d082d4181fd034e1d9668198ee9ef642173f4439060a9b2be93bffa" }, { "path": "/home/vojta/git/sae_adaptors/data/taste-profile/train_triplets.txt.zip.interactions.json", "bytes": 66, "sha256": "cba31dc5d4973fedac95644fc8f92f303359d02dae5739d12d868a031b32af1c" } ] }, { "dataset": "gowalla", "sources": [ { "path": "artifacts/gowalla-default-verification/data/gowalla/loc-gowalla_totalCheckins.txt.gz", "bytes": 105470044, "sha256": "c1c3e19effba649b6c89aeab3c1f9459fad88cfdc2b460fc70fd54e295d83ea0" } ], "splits": { "user_split": { "parameters": { "multimodal_features": null, "dataset": "gowalla", "seed": 42, "val_users": 10000, "test_users": 10000, "min_user_support": 10, "item_min_support": 10, "min_value_to_keep": null, "set_all_values_to": 1, "eval_draws": 1, "eval_holdout_frac": 0.2, "split_mode": "user_split", "val_items": null, "test_items": null, "item_val_frac": 0.05, "item_test_frac": 0.1, "temporal_test_frac": null, "temporal_period_hours": 720, "min_source_items": 1, "min_target_items": 1, "metadata_text_fields": [], "min_entity_text_words": 0, "include_image_urls": false, "annotation_source": "none", "annotation_min_count": 100, "show_progress": false }, "status": "measured", "stats": { "users": 29785, "items": 40756, "pairs": 333735, "train_users": 9858, "train_items": 40756, "train_observed_items": 40756, "val_users": 9966, "val_target_pairs": 73354, "test_users": 9961, "test_target_pairs": 72640, "preprocessed_users": 29858, "preprocessed_items": 40988, "preprocessed_pairs": 1027464, "val_target_items": 28823, "val_cold_target_items": 0, "val_cold_target_item_fraction": 0, "val_catalog_items": 40756, "test_target_items": 28653, "test_cold_target_items": 0, "test_cold_target_item_fraction": 0, "test_catalog_items": 40756 } }, "item_split": { "parameters": { "multimodal_features": null, "dataset": "gowalla", "seed": 42, "val_users": 10000, "test_users": 10000, "min_user_support": 10, "item_min_support": 10, "min_value_to_keep": null, "set_all_values_to": 1, "eval_draws": 1, "eval_holdout_frac": 0.2, "split_mode": "item_split", "val_items": null, "test_items": null, "item_val_frac": 0.05, "item_test_frac": 0.1, "temporal_test_frac": null, "temporal_period_hours": 720, "min_source_items": 1, "min_target_items": 1, "metadata_text_fields": [], "min_entity_text_words": 0, "include_image_urls": false, "annotation_source": "none", "annotation_min_count": 100, "show_progress": false }, "status": "measured", "stats": { "users": 29858, "items": 40988, "pairs": 876018, "train_users": 29858, "train_items": 40988, "train_observed_items": 34839, "val_users": 19376, "val_target_pairs": 47989, "test_users": 25848, "test_target_pairs": 103457, "preprocessed_users": 29858, "preprocessed_items": 40988, "preprocessed_pairs": 1027464, "val_target_items": 2050, "val_cold_target_items": 2050, "val_cold_target_item_fraction": 1, "val_catalog_items": 40988, "test_target_items": 4099, "test_cold_target_items": 4099, "test_cold_target_item_fraction": 1, "test_catalog_items": 40988 } }, "leave_last_out": { "parameters": { "multimodal_features": null, "dataset": "gowalla", "seed": 42, "val_users": 10000, "test_users": 10000, "min_user_support": 10, "item_min_support": 10, "min_value_to_keep": null, "set_all_values_to": 1, "eval_draws": 1, "eval_holdout_frac": 0.2, "split_mode": "leave_last_out", "val_items": null, "test_items": null, "item_val_frac": 0.05, "item_test_frac": 0.1, "temporal_test_frac": null, "temporal_period_hours": 720, "min_source_items": 1, "min_target_items": 1, "metadata_text_fields": [], "min_entity_text_words": 0, "include_image_urls": false, "annotation_source": "none", "annotation_min_count": 100, "show_progress": false }, "status": "measured", "stats": { "users": 52985, "items": 121866, "pairs": 1489306, "train_users": 52985, "train_items": 121866, "train_observed_items": 121866, "val_users": 52985, "val_target_pairs": 52985, "test_users": 52985, "test_target_pairs": 52985, "preprocessed_users": 52985, "preprocessed_items": 121866, "preprocessed_pairs": 1540895, "val_target_items": 36247, "val_cold_target_items": 0, "val_cold_target_item_fraction": 0, "val_catalog_items": 121866, "test_target_items": 36292, "test_cold_target_items": 0, "test_cold_target_item_fraction": 0, "test_catalog_items": 121866 } }, "temporal": { "parameters": { "multimodal_features": null, "dataset": "gowalla", "seed": 42, "val_users": 10000, "test_users": 10000, "min_user_support": 10, "item_min_support": 10, "min_value_to_keep": null, "set_all_values_to": 1, "eval_draws": 1, "eval_holdout_frac": 0.2, "split_mode": "temporal", "val_items": null, "test_items": null, "item_val_frac": 0.05, "item_test_frac": 0.1, "temporal_test_frac": null, "temporal_period_hours": 720, "min_source_items": 1, "min_target_items": 1, "metadata_text_fields": [], "min_entity_text_words": 0, "include_image_urls": false, "annotation_source": "none", "annotation_min_count": 100, "show_progress": false }, "status": "measured", "stats": { "users": 16862, "items": 21503, "pairs": 310892, "train_users": 8533, "train_items": 12878, "train_observed_items": 12878, "val_users": 10557, "val_target_pairs": 79114, "test_users": 13091, "test_target_pairs": 100088, "val_target_items": 14713, "val_cold_target_items": 3636, "val_cold_target_item_fraction": 0.2471283898593081, "val_catalog_items": 16781, "test_target_items": 18537, "test_cold_target_items": 7531, "test_cold_target_item_fraction": 0.40626854399309487, "test_catalog_items": 21503 } }, "official": { "status": "unsupported", "reason": "Only DBbook supplies the supported official split" } }, "metadata": { "status": "measured", "splits": [ "user_split", "item_split", "leave_last_out", "temporal" ], "union_items": 121866, "image_url_items": null, "text_ge10_items": 0 }, "interaction_caches": [] }, { "dataset": "dbbook", "sources": [ { "path": "artifacts/multimodal-smoke/data/dbbook/dbbook_interaction_data.zip", "bytes": 679636, "sha256": "689566f42f26e408801330f2cc28dcb11c36f43585367bf39252ed79a0a4c414" } ], "splits": { "user_split": { "parameters": { "multimodal_features": null, "dataset": "dbbook", "seed": 42, "val_users": 500, "test_users": 1000, "min_user_support": 5, "item_min_support": 1, "min_value_to_keep": 1.0, "set_all_values_to": 1.0, "eval_draws": 1, "eval_holdout_frac": 0.2, "split_mode": "user_split", "val_items": null, "test_items": null, "item_val_frac": 0.05, "item_test_frac": 0.1, "temporal_test_frac": null, "temporal_period_hours": 8136.0, "min_source_items": 1, "min_target_items": 1, "metadata_text_fields": [ "title" ], "min_entity_text_words": 0, "include_image_urls": false, "annotation_source": "none", "annotation_min_count": 100, "show_progress": false }, "status": "measured", "stats": { "users": 5878, "items": 6081, "pairs": 53950, "train_users": 4384, "train_items": 6081, "train_observed_items": 6081, "val_users": 496, "val_target_pairs": 1408, "test_users": 998, "test_target_pairs": 2791, "preprocessed_users": 5884, "preprocessed_items": 6538, "preprocessed_pairs": 72437, "val_target_items": 916, "val_cold_target_items": 0, "val_cold_target_item_fraction": 0.0, "val_catalog_items": 6081, "test_target_items": 1443, "test_cold_target_items": 0, "test_cold_target_item_fraction": 0.0, "test_catalog_items": 6081 } }, "item_split": { "parameters": { "multimodal_features": null, "dataset": "dbbook", "seed": 42, "val_users": 500, "test_users": 1000, "min_user_support": 5, "item_min_support": 1, "min_value_to_keep": 1.0, "set_all_values_to": 1.0, "eval_draws": 1, "eval_holdout_frac": 0.2, "split_mode": "item_split", "val_items": null, "test_items": null, "item_val_frac": 0.05, "item_test_frac": 0.1, "temporal_test_frac": null, "temporal_period_hours": 8136.0, "min_source_items": 1, "min_target_items": 1, "metadata_text_fields": [ "title" ], "min_entity_text_words": 0, "include_image_urls": false, "annotation_source": "none", "annotation_min_count": 100, "show_progress": false }, "status": "measured", "stats": { "users": 5883, "items": 6538, "pairs": 62110, "train_users": 5883, "train_items": 6538, "train_observed_items": 5557, "val_users": 2498, "val_target_pairs": 3344, "test_users": 3974, "test_target_pairs": 6978, "preprocessed_users": 5884, "preprocessed_items": 6538, "preprocessed_pairs": 72437, "val_target_items": 327, "val_cold_target_items": 327, "val_cold_target_item_fraction": 1.0, "val_catalog_items": 6538, "test_target_items": 654, "test_cold_target_items": 654, "test_cold_target_item_fraction": 1.0, "test_catalog_items": 6538 } }, "leave_last_out": { "status": "unsupported", "reason": "No interaction timestamps" }, "temporal": { "status": "unsupported", "reason": "No interaction timestamps" }, "official": { "parameters": { "multimodal_features": null, "dataset": "dbbook", "seed": 42, "val_users": 500, "test_users": 1000, "min_user_support": 5, "item_min_support": 1, "min_value_to_keep": 1.0, "set_all_values_to": 1.0, "eval_draws": 1, "eval_holdout_frac": 0.2, "split_mode": "official", "val_items": null, "test_items": null, "item_val_frac": 0.05, "item_test_frac": 0.1, "temporal_test_frac": null, "temporal_period_hours": 8136.0, "min_source_items": 1, "min_target_items": 1, "metadata_text_fields": [ "title" ], "min_entity_text_words": 0, "include_image_urls": false, "annotation_source": "none", "annotation_min_count": 100, "show_progress": false }, "status": "measured", "stats": { "users": 2799, "items": 4548, "pairs": 19937, "train_users": 2799, "train_items": 4548, "train_observed_items": 4081, "val_users": 2799, "val_target_pairs": 6371, "test_users": 2144, "test_target_pairs": 12916, "preprocessed_users": 2799, "preprocessed_items": 4548, "preprocessed_pairs": 26308, "val_target_items": 2335, "val_cold_target_items": 467, "val_cold_target_item_fraction": 0.2, "val_catalog_items": 4548, "test_target_items": 2742, "test_cold_target_items": 186, "test_cold_target_item_fraction": 0.06783369803063458, "test_catalog_items": 4548 } } }, "metadata": { "status": "measured", "splits": [ "user_split", "item_split", "official" ], "union_items": 6538, "image_url_items": null, "text_ge10_items": 64, "precomputed_features": { "status": "measured", "source": { "path": "data/multimodal/dbbook_mm_json.zip", "bytes": 347538427, "sha256": "90d99293d1732676c5deaa80cb7923c124c0a5cee2f7241a3b64f4d719e6dba8" }, "verified_release": true, "union_items": 6538, "spaces": { "text/minilm": { "items": 5698, "dimension": 384, "source_items": 6471, "interaction_derived": false }, "text/mpnet": { "items": 5698, "dimension": 768, "source_items": 6471, "interaction_derived": false }, "image/resnet152": { "items": 6287, "dimension": 1000, "source_items": 7819, "interaction_derived": false }, "image/vgg": { "items": 6287, "dimension": 4096, "source_items": 7819, "interaction_derived": false }, "image/vit_cls": { "items": 6287, "dimension": 768, "source_items": 7819, "interaction_derived": false }, "image/vit_avg": { "items": 6287, "dimension": 768, "source_items": 7819, "interaction_derived": false } } } }, "interaction_caches": [] }, { "dataset": "lfm2k", "sources": [ { "path": "artifacts/multimodal-smoke/data/lfm2k/lfm2k_interaction_data.zip", "bytes": 2663498, "sha256": "7872e485f1653a1eccbf87e0cac6fde1e76af7d4f85b3ff3ff077a6511021537" } ], "splits": { "user_split": { "parameters": { "multimodal_features": null, "dataset": "lfm2k", "seed": 42, "val_users": 200, "test_users": 400, "min_user_support": 5, "item_min_support": 1, "min_value_to_keep": null, "set_all_values_to": 1.0, "eval_draws": 1, "eval_holdout_frac": 0.2, "split_mode": "user_split", "val_items": null, "test_items": null, "item_val_frac": 0.05, "item_test_frac": 0.1, "temporal_test_frac": null, "temporal_period_hours": 8136.0, "min_source_items": 1, "min_target_items": 1, "metadata_text_fields": [ "name" ], "min_entity_text_words": 0, "include_image_urls": false, "annotation_source": "none", "annotation_min_count": 100, "show_progress": false }, "status": "measured", "stats": { "users": 1877, "items": 13765, "pairs": 63051, "train_users": 1277, "train_items": 13765, "train_observed_items": 13765, "val_users": 200, "val_target_pairs": 1754, "test_users": 400, "test_target_pairs": 3553, "preprocessed_users": 1877, "preprocessed_items": 17617, "preprocessed_pairs": 92801, "val_target_items": 1070, "val_cold_target_items": 0, "val_cold_target_item_fraction": 0.0, "val_catalog_items": 13765, "test_target_items": 1731, "test_cold_target_items": 0, "test_cold_target_item_fraction": 0.0, "test_catalog_items": 13765 } }, "item_split": { "parameters": { "multimodal_features": null, "dataset": "lfm2k", "seed": 42, "val_users": 200, "test_users": 400, "min_user_support": 5, "item_min_support": 1, "min_value_to_keep": null, "set_all_values_to": 1.0, "eval_draws": 1, "eval_holdout_frac": 0.2, "split_mode": "item_split", "val_items": null, "test_items": null, "item_val_frac": 0.05, "item_test_frac": 0.1, "temporal_test_frac": null, "temporal_period_hours": 8136.0, "min_source_items": 1, "min_target_items": 1, "metadata_text_fields": [ "name" ], "min_entity_text_words": 0, "include_image_urls": false, "annotation_source": "none", "annotation_min_count": 100, "show_progress": false }, "status": "measured", "stats": { "users": 1877, "items": 17617, "pairs": 78158, "train_users": 1877, "train_items": 17617, "train_observed_items": 14974, "val_users": 1748, "val_target_pairs": 4982, "test_users": 1864, "test_target_pairs": 9661, "preprocessed_users": 1877, "preprocessed_items": 17617, "preprocessed_pairs": 92801, "val_target_items": 881, "val_cold_target_items": 881, "val_cold_target_item_fraction": 1.0, "val_catalog_items": 17617, "test_target_items": 1762, "test_cold_target_items": 1762, "test_cold_target_item_fraction": 1.0, "test_catalog_items": 17617 } }, "leave_last_out": { "status": "unsupported", "reason": "No interaction timestamps" }, "temporal": { "status": "unsupported", "reason": "No interaction timestamps" }, "official": { "status": "unsupported", "reason": "Only DBbook supplies the supported official split" } }, "metadata": { "status": "measured", "splits": [ "user_split", "item_split" ], "union_items": 17617, "image_url_items": 17173, "text_ge10_items": 19, "precomputed_features": { "status": "measured", "source": { "path": "data/multimodal/lfm2k_mm_json.zip", "bytes": 623560841, "sha256": "ad589313426c5ce426cdb68a8493d07dbe0b6e94d95114c5df67002c24172e0a" }, "verified_release": true, "union_items": 17617, "spaces": { "text/minilm": { "items": 12124, "dimension": 384, "source_items": 12523, "interaction_derived": true }, "text/mpnet": { "items": 12124, "dimension": 768, "source_items": 12523, "interaction_derived": true }, "image/resnet152": { "items": 2314, "dimension": 1000, "source_items": 2314, "interaction_derived": false }, "image/vgg": { "items": 2314, "dimension": 4096, "source_items": 2314, "interaction_derived": false }, "image/vit_cls": { "items": 2314, "dimension": 768, "source_items": 2314, "interaction_derived": false }, "image/vit_avg": { "items": 2314, "dimension": 768, "source_items": 2314, "interaction_derived": false }, "audio/vggish": { "items": 2364, "dimension": 128, "source_items": 2364, "interaction_derived": false }, "audio/whisper": { "items": 2364, "dimension": 512, "source_items": 2364, "interaction_derived": false } } } }, "interaction_caches": [] } ] }