Files
submmit/.modelhub_state/market_intelligence.json

791 lines
25 KiB
JSON

{
"communityAttemptedAt": "2026-10-19T15:18:37.068241+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-10-19T15:18:37.068241+00:00",
"frameworkAttemptedAt": "2026-10-19T14:14:08.450933+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b3": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 43499,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21839,
"successRate": 0.5020575185636451,
"wilsonLowerBound": 0.49735878975760417
},
"vllm": {
"framework": "vllm",
"modelCount": 58023,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 15513,
"successRate": 0.2673594953725247,
"wilsonLowerBound": 0.263773766681591
},
"vllm_0.23.0": {
"framework": "vllm_0.23.0",
"modelCount": 1,
"officialConfigError": "framework_mismatch",
"officialConfigValid": false,
"successCount": 1,
"successRate": 1.0,
"wilsonLowerBound": 0.20654329147389294
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 5146,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1631,
"successRate": 0.31694520015546057,
"wilsonLowerBound": 0.30437296647791007
}
},
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 38426,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 18340,
"successRate": 0.47728100765106957,
"wilsonLowerBound": 0.4722893420057006
},
"vllm": {
"framework": "vllm",
"modelCount": 40509,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 11101,
"successRate": 0.2740378681280703,
"wilsonLowerBound": 0.26971592032341624
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 14038,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5824,
"successRate": 0.41487391366291493,
"wilsonLowerBound": 0.406747746939637
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 64264,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12098,
"successRate": 0.18825469936511888,
"wilsonLowerBound": 0.18525094549360915
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 34353,
"officialConfigError": "malformed_command_argv",
"officialConfigValid": false,
"successCount": 7342,
"successRate": 0.21372223677699181,
"wilsonLowerBound": 0.20941939609900143
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 8300,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 115,
"successRate": 0.013855421686746987,
"wilsonLowerBound": 0.011556105070564138
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26769,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3288,
"successRate": 0.12282864507452651,
"wilsonLowerBound": 0.11895050672083039
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16520,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1676,
"successRate": 0.10145278450363196,
"wilsonLowerBound": 0.09694085230477067
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 17233,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6677,
"successRate": 0.3874543027911565,
"wilsonLowerBound": 0.38020645782039325
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24817,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3808,
"successRate": 0.15344320425514768,
"wilsonLowerBound": 0.14901268534306283
},
"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": 54786,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 13790,
"successRate": 0.2517066403825795,
"wilsonLowerBound": 0.24808997093290183
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 25185,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3215,
"successRate": 0.12765535040698828,
"wilsonLowerBound": 0.12359062358624283
},
"vllm": {
"framework": "vllm",
"modelCount": 87120,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9772,
"successRate": 0.11216712580348943,
"wilsonLowerBound": 0.11008866513739408
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 48990,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5666,
"successRate": 0.11565625637885282,
"wilsonLowerBound": 0.11285431587118507
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 51139,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3790,
"successRate": 0.07411173468390074,
"wilsonLowerBound": 0.07187318335710455
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 94885,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 23907,
"successRate": 0.251957632924066,
"wilsonLowerBound": 0.2492053280257805
},
"llamacpp_opt": {
"framework": "llamacpp_opt",
"modelCount": 143,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
},
"transformers": {
"framework": "transformers",
"modelCount": 5666,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 590,
"successRate": 0.10412989763501589,
"wilsonLowerBound": 0.09644334486767916
},
"vllm": {
"framework": "vllm",
"modelCount": 112908,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16539,
"successRate": 0.14648209161441172,
"wilsonLowerBound": 0.14443162724436873
},
"vllm-0.17.0": {
"framework": "vllm-0.17.0",
"modelCount": 302,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1,
"successRate": 0.0033112582781456954,
"wilsonLowerBound": 0.0005847426840939249
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 25385,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4153,
"successRate": 0.16360055150679534,
"wilsonLowerBound": 0.1591009320610104
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 44293,
"officialConfigError": "malformed_command_argv",
"officialConfigValid": false,
"successCount": 5721,
"successRate": 0.12916262163321518,
"wilsonLowerBound": 0.1260713672948631
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 8459,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 814,
"successRate": 0.09622886866059818,
"wilsonLowerBound": 0.09012629711640216
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 205,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 37,
"successRate": 0.18048780487804877,
"wilsonLowerBound": 0.13387369642098657
},
"vllm": {
"framework": "vllm",
"modelCount": 35472,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 7124,
"successRate": 0.2008344609833108,
"wilsonLowerBound": 0.19669777606498962
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 61555,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12430,
"successRate": 0.2019332304443181,
"wilsonLowerBound": 0.19878049850180526
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 18095,
"officialConfigError": "malformed_command_argv",
"officialConfigValid": false,
"successCount": 5124,
"successRate": 0.2831721470019342,
"wilsonLowerBound": 0.2766540872265956
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 16128,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3899,
"successRate": 0.2417534722222222,
"wilsonLowerBound": 0.23520766348298355
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 69406,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 19087,
"successRate": 0.27500504279168947,
"wilsonLowerBound": 0.27169559654759934
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 1575,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 935,
"successRate": 0.5936507936507937,
"wilsonLowerBound": 0.5691947200689467
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 48591,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21730,
"successRate": 0.4472021567780042,
"wilsonLowerBound": 0.4427855771941597
},
"vllm": {
"framework": "vllm",
"modelCount": 40986,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5164,
"successRate": 0.12599424193627093,
"wilsonLowerBound": 0.1228165487483543
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 1215,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
}
},
"Sunrise_pt-200-x1": {
"sglang": {
"framework": "sglang",
"modelCount": 6288,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 192,
"successRate": 0.030534351145038167,
"wilsonLowerBound": 0.02655998124483518
},
"vllm": {
"framework": "vllm",
"modelCount": 10113,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 765,
"successRate": 0.07564520913675467,
"wilsonLowerBound": 0.07065102319044637
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 7747,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3409,
"successRate": 0.4400413063121208,
"wilsonLowerBound": 0.4290198624358576
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7431,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 245,
"successRate": 0.03296999058000269,
"wilsonLowerBound": 0.02914532054852906
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 19495,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5574,
"successRate": 0.28591946652987943,
"wilsonLowerBound": 0.27961919872974084
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 29009,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14849,
"successRate": 0.5118756248060946,
"wilsonLowerBound": 0.5061221907667223
},
"vllm": {
"framework": "vllm",
"modelCount": 68312,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 7373,
"successRate": 0.10793125658742242,
"wilsonLowerBound": 0.10562635065142881
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 14220,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2516,
"successRate": 0.1769338959212377,
"wilsonLowerBound": 0.17074905666537285
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-10-19T15:22:55.854403+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 1358.304,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.1650609365409124,
"queueFactor": 0.9452835737647995,
"queueWeight": 0.9452835737647995,
"recentSuccess": 36,
"recentSuccessRate": 0.288,
"recentTerminal": 125,
"recentWilsonLowerBound": 0.21587365721299623,
"running": 8,
"selectionWeight": 1.1013129657471579,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 20.833333333333332,
"waiting": 28298
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1476.0,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.5,
"queueFactor": 0.9335739062849503,
"queueWeight": 0.9335739062849503,
"recentSuccess": 50,
"recentSuccessRate": 0.38461538461538464,
"recentTerminal": 130,
"recentWilsonLowerBound": 0.3054379513321147,
"running": 8,
"selectionWeight": 2.333934765712376,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 21.666666666666668,
"waiting": 31980
},
"Biren_166m": {
"available": true,
"backlogHours": 137.04950495049505,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.36454165447065284,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 35,
"recentSuccessRate": 0.17326732673267325,
"recentTerminal": 202,
"recentWilsonLowerBound": 0.12730203311982186,
"running": 8,
"selectionWeight": 0.4739041508118487,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 33.666666666666664,
"waiting": 4614
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1301.7831325301204,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.39477974102849006,
"queueFactor": 0.9513292766836855,
"queueWeight": 0.9513292766836855,
"recentSuccess": 17,
"recentSuccessRate": 0.20481927710843373,
"recentTerminal": 83,
"recentWilsonLowerBound": 0.13199762324683,
"running": 7,
"selectionWeight": 0.3755655254820061,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 13.833333333333334,
"waiting": 18008
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 416.64335664335664,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.44293776298096726,
"queueFactor": 1.1286180429069934,
"queueWeight": 1.1286180429069934,
"recentSuccess": 28,
"recentSuccessRate": 0.1958041958041958,
"recentTerminal": 143,
"recentWilsonLowerBound": 0.1390874232541636,
"running": 7,
"selectionWeight": 0.499907551185181,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 23.833333333333332,
"waiting": 9930
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 69.66257668711656,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.051891919277446394,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 25,
"recentSuccessRate": 0.07668711656441718,
"recentTerminal": 326,
"recentWilsonLowerBound": 0.05248021438067608,
"running": 24,
"selectionWeight": 0.06745949506068032,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 54.333333333333336,
"waiting": 3785
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 165.6206896551724,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.099436575551919,
"queueFactor": 1.2961177846987706,
"queueWeight": 1.2961177846987706,
"recentSuccess": 29,
"recentSuccessRate": 0.1,
"recentTerminal": 290,
"recentWilsonLowerBound": 0.07053104839298739,
"running": 6,
"selectionWeight": 0.12888151402238518,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 48.333333333333336,
"waiting": 8005
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 2319.8571428571427,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.7037675640971719,
"queueFactor": 0.8723534277334971,
"queueWeight": 0.8723534277334971,
"recentSuccess": 12,
"recentSuccessRate": 0.2857142857142857,
"recentTerminal": 42,
"recentWilsonLowerBound": 0.1716685874457567,
"running": 2,
"selectionWeight": 0.6139340468678215,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 7.0,
"waiting": 16239
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 525.5454545454546,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.0533963060579927,
"queueFactor": 1.0899839813946026,
"queueWeight": 1.0899839813946026,
"recentSuccess": 31,
"recentSuccessRate": 0.2818181818181818,
"recentTerminal": 110,
"recentWilsonLowerBound": 0.206210213519945,
"running": 8,
"selectionWeight": 1.1481850996634582,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 18.333333333333332,
"waiting": 9635
},
"MetaX_c-500": {
"available": true,
"backlogHours": 693.3861386138615,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.8017889368489892,
"queueFactor": 1.0455995431681948,
"queueWeight": 1.0455995431681948,
"recentSuccess": 26,
"recentSuccessRate": 0.25742574257425743,
"recentTerminal": 101,
"recentWilsonLowerBound": 0.18215123164243846,
"running": 4,
"selectionWeight": 0.8383501460866157,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 16.833333333333332,
"waiting": 11672
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 2241.857142857143,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.4106645872410778,
"queueFactor": 0.8768402312673925,
"queueWeight": 0.8768402312673925,
"recentSuccess": 15,
"recentSuccessRate": 0.21428571428571427,
"recentTerminal": 70,
"recentWilsonLowerBound": 0.13438585667978445,
"running": 4,
"selectionWeight": 0.36008723164979495,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 11.666666666666666,
"waiting": 26155
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 639.7241379310345,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.05,
"queueFactor": 1.0583096288250164,
"queueWeight": 1.0583096288250164,
"recentSuccess": 9,
"recentSuccessRate": 0.05172413793103448,
"recentTerminal": 174,
"recentWilsonLowerBound": 0.027447467541595556,
"running": 2,
"selectionWeight": 0.05291548144125083,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 29.0,
"waiting": 18552
},
"Vastai_va16": {
"available": true,
"backlogHours": 1173.4565217391305,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.06997857121118509,
"queueFactor": 0.9662546739637298,
"queueWeight": 0.9662546739637298,
"recentSuccess": 10,
"recentSuccessRate": 0.10869565217391304,
"recentTerminal": 92,
"recentWilsonLowerBound": 0.06012087589842425,
"running": 16,
"selectionWeight": 0.06761712151011129,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 15.333333333333334,
"waiting": 17993
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 1210.4,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 0.34590915498367125,
"queueFactor": 0.9617724242186397,
"queueWeight": 0.9617724242186397,
"recentSuccess": 22,
"recentSuccessRate": 0.18333333333333332,
"recentTerminal": 120,
"recentWilsonLowerBound": 0.12430210244218538,
"running": 6,
"selectionWeight": 0.3326858865480667,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 20.0,
"waiting": 24208
}
},
"queueAttemptedAt": "2026-10-19T15:18:37.068241+00:00",
"queueError": null,
"queueUpdatedAt": "2026-10-19T15:18:37.068241+00:00",
"supportedGpus": [
"Cambricon_mlu-370-x4",
"Vastai_va16",
"Iluvatar_mrv-100",
"Kunlunxin_p-800",
"Iluvatar_bi-150",
"Biren_166m",
"Ascend_910-b3",
"Ascend_910-b4",
"hygon_k100-ai",
"MetaX_c-500",
"Sunrise_pt-200-x1",
"Iluvatar_bi-100",
"Cambricon_mlu-370-x8",
"Mthreads_s4000"
],
"taskTypes": [
"text-generation"
],
"throughputWindowHours": 6,
"version": 3
}