Files
submmit/.modelhub_state/market_intelligence.json

712 lines
22 KiB
JSON

{
"communityAttemptedAt": "2026-09-27T06:30:00.981246+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-09-27T06:30:00.981246+00:00",
"frameworkAttemptedAt": "2026-09-27T05:26:38.077246+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 34244,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 15491,
"successRate": 0.45237121831561733,
"wilsonLowerBound": 0.44710510825181593
},
"vllm": {
"framework": "vllm",
"modelCount": 38206,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10788,
"successRate": 0.2823640265926818,
"wilsonLowerBound": 0.2778722320505638
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 10381,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4355,
"successRate": 0.4195164242365861,
"wilsonLowerBound": 0.41005485285212173
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 64123,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12091,
"successRate": 0.18855948723546934,
"wilsonLowerBound": 0.18555055539471527
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 21969,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4544,
"successRate": 0.20683690655013884,
"wilsonLowerBound": 0.20153231503874772
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 6811,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 74,
"successRate": 0.01086477756570254,
"wilsonLowerBound": 0.008663801318255377
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26401,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3246,
"successRate": 0.12294988826180826,
"wilsonLowerBound": 0.11904349510247504
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16485,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1676,
"successRate": 0.10166818319684562,
"wilsonLowerBound": 0.09714717632753626
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 12611,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5214,
"successRate": 0.41344857663944173,
"wilsonLowerBound": 0.40488121790198733
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24415,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3795,
"successRate": 0.15543723121032152,
"wilsonLowerBound": 0.15094660524099493
},
"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": 46097,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 11475,
"successRate": 0.24893160075492982,
"wilsonLowerBound": 0.24500533715719863
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 23513,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3093,
"successRate": 0.1315442521158508,
"wilsonLowerBound": 0.12728409550185116
},
"vllm": {
"framework": "vllm",
"modelCount": 86766,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9764,
"successRate": 0.11253255883641057,
"wilsonLowerBound": 0.11044689658290072
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 42344,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5200,
"successRate": 0.12280370300396751,
"wilsonLowerBound": 0.11971169304630133
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 36840,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3513,
"successRate": 0.09535830618892509,
"wilsonLowerBound": 0.092401098622068
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 89914,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21711,
"successRate": 0.2414640656627444,
"wilsonLowerBound": 0.23867773514540452
},
"transformers": {
"framework": "transformers",
"modelCount": 5356,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 577,
"successRate": 0.10772964899178492,
"wilsonLowerBound": 0.09970570228906317
},
"vllm": {
"framework": "vllm",
"modelCount": 112723,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16525,
"successRate": 0.14659829848389413,
"wilsonLowerBound": 0.14454548012648705
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 19491,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3683,
"successRate": 0.18895900672105073,
"wilsonLowerBound": 0.18352453112791606
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 43127,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5605,
"successRate": 0.1299649871310316,
"wilsonLowerBound": 0.1268242368163194
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 7180,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 617,
"successRate": 0.08593314763231198,
"wilsonLowerBound": 0.0796697160147846
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 200,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 36,
"successRate": 0.18,
"wilsonLowerBound": 0.1329455066253411
},
"vllm": {
"framework": "vllm",
"modelCount": 32144,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6003,
"successRate": 0.18675335988053757,
"wilsonLowerBound": 0.18253047165664849
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 61199,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12401,
"successRate": 0.20263402996780994,
"wilsonLowerBound": 0.1994680373056249
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 10149,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2994,
"successRate": 0.29500443393437775,
"wilsonLowerBound": 0.28621071859134584
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 14062,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3534,
"successRate": 0.25131560233252737,
"wilsonLowerBound": 0.24421463351080622
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 63633,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 17436,
"successRate": 0.2740087690349347,
"wilsonLowerBound": 0.2705570141588735
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 196,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 132,
"successRate": 0.673469387755102,
"wilsonLowerBound": 0.6050312299902708
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 47193,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 20834,
"successRate": 0.44146377640751805,
"wilsonLowerBound": 0.43698859210555074
},
"vllm": {
"framework": "vllm",
"modelCount": 37533,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3893,
"successRate": 0.10372205792236165,
"wilsonLowerBound": 0.10067785185785727
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 762,
"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": 10040,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 743,
"successRate": 0.07400398406374502,
"wilsonLowerBound": 0.06904470201407993
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 6370,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2746,
"successRate": 0.43108320251177396,
"wilsonLowerBound": 0.4189667182513431
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7392,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 240,
"successRate": 0.032467532467532464,
"wilsonLowerBound": 0.028663661771611153
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 13744,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4459,
"successRate": 0.3244324796274738,
"wilsonLowerBound": 0.31665546608651535
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 27090,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 13796,
"successRate": 0.509265411590993,
"wilsonLowerBound": 0.5033113674672747
},
"vllm": {
"framework": "vllm",
"modelCount": 64048,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6575,
"successRate": 0.10265738196352736,
"wilsonLowerBound": 0.10033056937131402
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 12889,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1944,
"successRate": 0.15082628598029327,
"wilsonLowerBound": 0.14475186878716254
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-09-27T06:42:21.964550+00:00",
"gpuStats": {
"Ascend_910-b4": {
"available": true,
"backlogHours": 1307.4045801526718,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.386282276820867,
"queueFactor": 0.9232285797467199,
"queueWeight": 0.9232285797467199,
"recentSuccess": 53,
"recentSuccessRate": 0.40458015267175573,
"recentTerminal": 131,
"recentWilsonLowerBound": 0.3244106182615046,
"running": 8,
"selectionWeight": 1.2798554175573782,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 21.833333333333332,
"waiting": 28545
},
"Biren_166m": {
"available": true,
"backlogHours": 149.33742331288343,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.13158450466504995,
"queueFactor": 1.2783372448164978,
"queueWeight": 1.2783372448164978,
"recentSuccess": 26,
"recentSuccessRate": 0.15950920245398773,
"recentTerminal": 163,
"recentWilsonLowerBound": 0.11123860940055755,
"running": 8,
"selectionWeight": 0.16820937315406356,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 27.166666666666668,
"waiting": 4057
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1296.9428571428573,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.2828556549364393,
"queueFactor": 0.9243418454758306,
"queueWeight": 0.9243418454758306,
"recentSuccess": 17,
"recentSuccessRate": 0.24285714285714285,
"recentTerminal": 70,
"recentWilsonLowerBound": 0.1575173261192311,
"running": 7,
"selectionWeight": 0.26145531808722305,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 11.666666666666666,
"waiting": 15131
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 414.99212598425197,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.4005533961332124,
"queueFactor": 1.096641715189117,
"queueWeight": 1.096641715189117,
"recentSuccess": 32,
"recentSuccessRate": 0.25196850393700787,
"recentTerminal": 127,
"recentWilsonLowerBound": 0.18450499480603022,
"running": 7,
"selectionWeight": 0.4392635633603519,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 21.166666666666668,
"waiting": 8784
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 35.15183246073298,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 15,
"recentSuccessRate": 0.03926701570680628,
"recentTerminal": 382,
"recentWilsonLowerBound": 0.02393819487155893,
"running": 24,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 63.666666666666664,
"waiting": 2238
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 81.32022471910112,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.15734890962944342,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 55,
"recentSuccessRate": 0.1544943820224719,
"recentTerminal": 356,
"recentWilsonLowerBound": 0.1206577134864276,
"running": 1,
"selectionWeight": 0.20455358251827646,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 59.333333333333336,
"waiting": 4825
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 2592.810810810811,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.8770524755476465,
"queueFactor": 0.8331153112830881,
"queueWeight": 0.8331153112830881,
"recentSuccess": 15,
"recentSuccessRate": 0.40540540540540543,
"recentTerminal": 37,
"recentWilsonLowerBound": 0.2634629583994014,
"running": 2,
"selectionWeight": 0.7306858461774806,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 6.166666666666667,
"waiting": 15989
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 438.9160305343512,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.4721650267966574,
"queueFactor": 1.0874605828464396,
"queueWeight": 1.0874605828464396,
"recentSuccess": 35,
"recentSuccessRate": 0.26717557251908397,
"recentTerminal": 131,
"recentWilsonLowerBound": 0.1988281418105372,
"running": 8,
"selectionWeight": 0.5134608552399978,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 21.833333333333332,
"waiting": 9583
},
"MetaX_c-500": {
"available": true,
"backlogHours": 546.6724137931035,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.5779799210698893,
"queueFactor": 1.0522323910411329,
"queueWeight": 1.0522323910411329,
"recentSuccess": 34,
"recentSuccessRate": 0.29310344827586204,
"recentTerminal": 116,
"recentWilsonLowerBound": 0.21796941154524363,
"running": 4,
"selectionWeight": 0.6081691943211348,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 19.333333333333332,
"waiting": 10569
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 2263.8214285714284,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 2.5,
"queueFactor": 0.850245643780651,
"queueWeight": 0.850245643780651,
"recentSuccess": 31,
"recentSuccessRate": 0.5535714285714286,
"recentTerminal": 56,
"recentWilsonLowerBound": 0.4241298613178389,
"running": 4,
"selectionWeight": 2.1256141094516274,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 9.333333333333334,
"waiting": 21129
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 3954.24,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.4914360550860083,
"queueFactor": 0.7820081634738768,
"queueWeight": 0.7820081634738768,
"recentSuccess": 9,
"recentSuccessRate": 0.36,
"recentTerminal": 25,
"recentWilsonLowerBound": 0.20247656431735636,
"running": 2,
"selectionWeight": 0.3843070069026563,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 4.166666666666667,
"waiting": 16476
},
"Vastai_va16": {
"available": true,
"backlogHours": 925.8461538461539,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.355327531941601,
"queueFactor": 0.9722767854908843,
"queueWeight": 0.9722767854908843,
"recentSuccess": 23,
"recentSuccessRate": 0.25274725274725274,
"recentTerminal": 91,
"recentWilsonLowerBound": 0.17472595343886432,
"running": 16,
"selectionWeight": 0.34547671055258933,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 15.166666666666666,
"waiting": 14042
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 767.6058394160584,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 0.19472255488592133,
"queueFactor": 1.0,
"queueWeight": 1.0,
"recentSuccess": 26,
"recentSuccessRate": 0.1897810218978102,
"recentTerminal": 137,
"recentWilsonLowerBound": 0.13293043284804856,
"running": 6,
"selectionWeight": 0.19472255488592133,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 22.833333333333332,
"waiting": 17527
}
},
"queueAttemptedAt": "2026-09-27T06:34:47.166892+00:00",
"queueError": null,
"queueUpdatedAt": "2026-09-27T06:34:47.166892+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
}