Files
submmit/.modelhub_state/market_intelligence.json

712 lines
22 KiB
JSON

{
"communityAttemptedAt": "2026-09-27T23:35:50.280144+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-09-27T23:35:50.280144+00:00",
"frameworkAttemptedAt": "2026-09-27T23:28:54.373769+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 34385,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 15596,
"successRate": 0.4535698705831031,
"wilsonLowerBound": 0.4483132259412944
},
"vllm": {
"framework": "vllm",
"modelCount": 38255,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10795,
"successRate": 0.2821853352502941,
"wilsonLowerBound": 0.27769728810659694
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 10486,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4402,
"successRate": 0.419797825672325,
"wilsonLowerBound": 0.41038259944601707
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 64126,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12091,
"successRate": 0.18855066587655553,
"wilsonLowerBound": 0.185541858867957
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 22431,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4643,
"successRate": 0.20699032588827962,
"wilsonLowerBound": 0.20173863868820371
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 6866,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 75,
"successRate": 0.010923390620448586,
"wilsonLowerBound": 0.008723743710988422
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26438,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3249,
"successRate": 0.1228912928360693,
"wilsonLowerBound": 0.11898841531930271
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16487,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1676,
"successRate": 0.10165585006368653,
"wilsonLowerBound": 0.0971353627253932
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 12750,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5266,
"successRate": 0.41301960784313724,
"wilsonLowerBound": 0.4045003612931109
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24431,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3796,
"successRate": 0.15537636609225983,
"wilsonLowerBound": 0.15088792835588064
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 8123,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 544,
"successRate": 0.066970331158439,
"wilsonLowerBound": 0.061736366111672984
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 46358,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 11554,
"successRate": 0.24923422063074335,
"wilsonLowerBound": 0.24531734270332362
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 23527,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3093,
"successRate": 0.1314659752624644,
"wilsonLowerBound": 0.1272081715530364
},
"vllm": {
"framework": "vllm",
"modelCount": 86781,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9764,
"successRate": 0.11251310770790841,
"wilsonLowerBound": 0.1104277837662243
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 42613,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5223,
"successRate": 0.12256823035223993,
"wilsonLowerBound": 0.11948847970398756
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 37348,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3529,
"successRate": 0.09448966477455285,
"wilsonLowerBound": 0.0915646150426511
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 90056,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21807,
"successRate": 0.24214932930620947,
"wilsonLowerBound": 0.23936245974464082
},
"transformers": {
"framework": "transformers",
"modelCount": 5368,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 579,
"successRate": 0.10786140089418778,
"wilsonLowerBound": 0.09984157384700253
},
"vllm": {
"framework": "vllm",
"modelCount": 112737,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16525,
"successRate": 0.14658009349193254,
"wilsonLowerBound": 0.14452750865122607
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 19808,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3696,
"successRate": 0.18659127625201938,
"wilsonLowerBound": 0.18122678227998876
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 43180,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5617,
"successRate": 0.13008337193144975,
"wilsonLowerBound": 0.12694329089712694
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 7243,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 628,
"successRate": 0.08670440425238161,
"wilsonLowerBound": 0.08044079225749916
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 200,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 36,
"successRate": 0.18,
"wilsonLowerBound": 0.1329455066253411
},
"vllm": {
"framework": "vllm",
"modelCount": 32252,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6049,
"successRate": 0.18755426020091778,
"wilsonLowerBound": 0.18333128051434153
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 61225,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12401,
"successRate": 0.2025479787668436,
"wilsonLowerBound": 0.1993831641508634
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 10371,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3058,
"successRate": 0.29486066917365733,
"wilsonLowerBound": 0.2861620247531009
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 14147,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3559,
"successRate": 0.25157277161235597,
"wilsonLowerBound": 0.244490463253843
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 63871,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 17508,
"successRate": 0.2741150130732257,
"wilsonLowerBound": 0.2706692458667205
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 238,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 154,
"successRate": 0.6470588235294118,
"wilsonLowerBound": 0.5844474394566809
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 47250,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 20876,
"successRate": 0.44182010582010584,
"wilsonLowerBound": 0.43734721205240756
},
"vllm": {
"framework": "vllm",
"modelCount": 37638,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3945,
"successRate": 0.10481428343695201,
"wilsonLowerBound": 0.1017598736130076
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 773,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
}
},
"Sunrise_pt-200-x1": {
"sglang": {
"framework": "sglang",
"modelCount": 6282,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 192,
"successRate": 0.030563514804202482,
"wilsonLowerBound": 0.02658539726335166
},
"vllm": {
"framework": "vllm",
"modelCount": 10042,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 744,
"successRate": 0.07408882692690699,
"wilsonLowerBound": 0.06912729387165777
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 6410,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2766,
"successRate": 0.4315132605304212,
"wilsonLowerBound": 0.41943277205277346
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7394,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 241,
"successRate": 0.03259399513118745,
"wilsonLowerBound": 0.028782966020733367
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 13992,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4547,
"successRate": 0.3249714122355632,
"wilsonLowerBound": 0.3172596897382483
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 27151,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 13828,
"successRate": 0.5092998416264595,
"wilsonLowerBound": 0.5033524929824741
},
"vllm": {
"framework": "vllm",
"modelCount": 64215,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6607,
"successRate": 0.1028887331620338,
"wilsonLowerBound": 0.10056256303166106
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 12925,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1959,
"successRate": 0.15156673114119923,
"wilsonLowerBound": 0.1454879927066719
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-09-27T23:48:56.787704+00:00",
"gpuStats": {
"Ascend_910-b4": {
"available": true,
"backlogHours": 634.1911764705882,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.5,
"queueFactor": 0.9100688460122136,
"queueWeight": 0.9100688460122136,
"recentSuccess": 52,
"recentSuccessRate": 0.19117647058823528,
"recentTerminal": 272,
"recentWilsonLowerBound": 0.1488729324505493,
"running": 8,
"selectionWeight": 2.275172115030534,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 45.333333333333336,
"waiting": 28750
},
"Biren_166m": {
"available": true,
"backlogHours": 78.68023255813954,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.7107832980707054,
"queueFactor": 1.2445932224953096,
"queueWeight": 1.2445932224953096,
"recentSuccess": 39,
"recentSuccessRate": 0.11337209302325581,
"recentTerminal": 344,
"recentWilsonLowerBound": 0.08405077951257889,
"running": 8,
"selectionWeight": 0.8846360754416633,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 57.333333333333336,
"waiting": 4511
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 441.25714285714287,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.5386528427158804,
"queueFactor": 0.9609560262484814,
"queueWeight": 0.9609560262484814,
"recentSuccess": 23,
"recentSuccessRate": 0.10952380952380952,
"recentTerminal": 210,
"recentWilsonLowerBound": 0.07409717119737672,
"running": 7,
"selectionWeight": 0.5176216952637007,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 35.0,
"waiting": 15444
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 225.9327731092437,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.3618121464569688,
"queueFactor": 1.0624546264254064,
"queueWeight": 1.0624546264254064,
"recentSuccess": 22,
"recentSuccessRate": 0.09243697478991597,
"recentTerminal": 238,
"recentWilsonLowerBound": 0.061836434517739416,
"running": 7,
"selectionWeight": 0.3844089889001132,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 39.666666666666664,
"waiting": 8962
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 25.890243902439025,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 11,
"recentSuccessRate": 0.022357723577235773,
"recentTerminal": 492,
"recentWilsonLowerBound": 0.012529052554535073,
"running": 24,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 82.0,
"waiting": 2123
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 80.52808988764045,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 1.3673075293576076,
"queueFactor": 1.2402669392776433,
"queueWeight": 1.2402669392776433,
"recentSuccess": 52,
"recentSuccessRate": 0.14606741573033707,
"recentTerminal": 356,
"recentWilsonLowerBound": 0.11315956960655822,
"running": 8,
"selectionWeight": 1.6958263244876364,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 59.333333333333336,
"waiting": 4778
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 557.3142857142857,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.25378593543672473,
"queueFactor": 0.9278809331646176,
"queueWeight": 0.9278809331646176,
"recentSuccess": 15,
"recentSuccessRate": 0.08571428571428572,
"recentTerminal": 175,
"recentWilsonLowerBound": 0.05263048266283356,
"running": 2,
"selectionWeight": 0.23548313059708353,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 29.166666666666668,
"waiting": 16255
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 230.72289156626505,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.7420372357605652,
"queueFactor": 1.0591163538057136,
"queueWeight": 1.0591163538057136,
"recentSuccess": 30,
"recentSuccessRate": 0.12048192771084337,
"recentTerminal": 249,
"recentWilsonLowerBound": 0.08571098998271487,
"running": 8,
"selectionWeight": 0.7859037715268005,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 41.5,
"waiting": 9575
},
"MetaX_c-500": {
"available": true,
"backlogHours": 269.97435897435895,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.7802713891259467,
"queueFactor": 1.0344485593561017,
"queueWeight": 1.0344485593561017,
"recentSuccess": 29,
"recentSuccessRate": 0.12393162393162394,
"recentTerminal": 234,
"recentWilsonLowerBound": 0.08769093196687233,
"running": 4,
"selectionWeight": 0.8071506143881199,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 39.0,
"waiting": 10529
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 655.2299999999999,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 1.2122627702970445,
"queueFactor": 0.9056245997599367,
"queueWeight": 0.9056245997599367,
"recentSuccess": 30,
"recentSuccessRate": 0.15,
"recentTerminal": 200,
"recentWilsonLowerBound": 0.107135265876273,
"running": 4,
"selectionWeight": 1.0978549861541331,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 33.333333333333336,
"waiting": 21841
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 599.8922155688623,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.05,
"queueFactor": 0.9176906206054289,
"queueWeight": 0.9176906206054289,
"recentSuccess": 8,
"recentSuccessRate": 0.04790419161676647,
"recentTerminal": 167,
"recentWilsonLowerBound": 0.02447054596309352,
"running": 2,
"selectionWeight": 0.04588453103027145,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 27.833333333333332,
"waiting": 16697
},
"Vastai_va16": {
"available": true,
"backlogHours": 338.3622047244094,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 1.3099689645016537,
"queueFactor": 1.0,
"queueWeight": 1.0,
"recentSuccess": 38,
"recentSuccessRate": 0.14960629921259844,
"recentTerminal": 254,
"recentWilsonLowerBound": 0.11097735722080321,
"running": 16,
"selectionWeight": 1.3099689645016537,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 42.333333333333336,
"waiting": 14324
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 445.8,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 0.44770541277946135,
"queueFactor": 0.9594807529980106,
"queueWeight": 0.9594807529980106,
"recentSuccess": 24,
"recentSuccessRate": 0.1,
"recentTerminal": 240,
"recentWilsonLowerBound": 0.06812304903363427,
"running": 6,
"selectionWeight": 0.42956472657492273,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 40.0,
"waiting": 17832
}
},
"queueAttemptedAt": "2026-09-27T23:48:56.787704+00:00",
"queueError": null,
"queueUpdatedAt": "2026-09-27T23:48:56.787704+00:00",
"supportedGpus": [
"Vastai_va16",
"Cambricon_mlu-370-x4",
"Kunlunxin_p-800",
"Iluvatar_mrv-100",
"Iluvatar_bi-150",
"Ascend_910-b4",
"hygon_k100-ai",
"MetaX_c-500",
"Sunrise_pt-200-x1",
"Biren_166m",
"Iluvatar_bi-100",
"Cambricon_mlu-370-x8",
"Mthreads_s4000"
],
"taskTypes": [
"text-generation"
],
"throughputWindowHours": 6,
"version": 3
}