Files
submmit/.modelhub_state/market_intelligence.json

773 lines
24 KiB
JSON

{
"communityAttemptedAt": "2026-09-21T15:53:52.755291+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-09-21T15:53:52.755291+00:00",
"frameworkAttemptedAt": "2026-09-21T15:33:56.261808+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b3": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 39973,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 19362,
"successRate": 0.4843769544442499,
"wilsonLowerBound": 0.4794794297091189
},
"vllm": {
"framework": "vllm",
"modelCount": 53509,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14911,
"successRate": 0.2786634024182848,
"wilsonLowerBound": 0.2748805496668656
},
"vllm_0.23.0": {
"framework": "vllm_0.23.0",
"modelCount": 0,
"officialConfigError": "framework_mismatch",
"officialConfigValid": false,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 3030,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 857,
"successRate": 0.28283828382838283,
"wilsonLowerBound": 0.26708445830688887
}
},
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 33291,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14791,
"successRate": 0.44429425370220177,
"wilsonLowerBound": 0.4389633308686534
},
"vllm": {
"framework": "vllm",
"modelCount": 37719,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10702,
"successRate": 0.28372968530448844,
"wilsonLowerBound": 0.2792023547568335
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 9305,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3950,
"successRate": 0.4245029554003224,
"wilsonLowerBound": 0.4144932208043317
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 64034,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12088,
"successRate": 0.18877471343348845,
"wilsonLowerBound": 0.1857623649808237
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 18911,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3819,
"successRate": 0.20194595737930304,
"wilsonLowerBound": 0.19628495445786476
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 6242,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 62,
"successRate": 0.00993271387375841,
"wilsonLowerBound": 0.007756347606611726
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26188,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3228,
"successRate": 0.12326256300595692,
"wilsonLowerBound": 0.11933614980668351
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16470,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1674,
"successRate": 0.10163934426229508,
"wilsonLowerBound": 0.09711690799427429
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 11582,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4853,
"successRate": 0.4190122604040753,
"wilsonLowerBound": 0.4100546729588871
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24252,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3788,
"successRate": 0.1561933036450602,
"wilsonLowerBound": 0.15167864712725093
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 8082,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 544,
"successRate": 0.06731007176441475,
"wilsonLowerBound": 0.06205039941839396
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 43890,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10976,
"successRate": 0.2500797448165869,
"wilsonLowerBound": 0.2460501966140812
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 23378,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3076,
"successRate": 0.13157669603901104,
"wilsonLowerBound": 0.12730397173909294
},
"vllm": {
"framework": "vllm",
"modelCount": 86685,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9764,
"successRate": 0.1126377112533887,
"wilsonLowerBound": 0.11055022023005767
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 41042,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5046,
"successRate": 0.12294722479411335,
"wilsonLowerBound": 0.11980549014925095
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 33005,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3439,
"successRate": 0.10419633388880473,
"wilsonLowerBound": 0.10094617949716594
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 88909,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21191,
"successRate": 0.23834482448346062,
"wilsonLowerBound": 0.23555547585716355
},
"transformers": {
"framework": "transformers",
"modelCount": 5244,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 568,
"successRate": 0.10831426392067124,
"wilsonLowerBound": 0.1001876830189251
},
"vllm": {
"framework": "vllm",
"modelCount": 112656,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16517,
"successRate": 0.14661447237608294,
"wilsonLowerBound": 0.14456095234592153
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 18078,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3539,
"successRate": 0.1957628056200907,
"wilsonLowerBound": 0.19004356596108474
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 42959,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5586,
"successRate": 0.13003095975232198,
"wilsonLowerBound": 0.12688344637946813
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 6881,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 577,
"successRate": 0.08385409097514897,
"wilsonLowerBound": 0.07753500660988152
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 200,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 36,
"successRate": 0.18,
"wilsonLowerBound": 0.1329455066253411
},
"vllm": {
"framework": "vllm",
"modelCount": 31418,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5703,
"successRate": 0.18152014768603986,
"wilsonLowerBound": 0.17729697332814412
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 60943,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12396,
"successRate": 0.20340318002067506,
"wilsonLowerBound": 0.2002260275601676
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 8503,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2462,
"successRate": 0.2895448665176996,
"wilsonLowerBound": 0.2800011878435359
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 13199,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3383,
"successRate": 0.25630729600727326,
"wilsonLowerBound": 0.24893055210903053
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 61756,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16921,
"successRate": 0.27399766824276184,
"wilsonLowerBound": 0.2704941063178307
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 0,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 46768,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 20510,
"successRate": 0.43854772494013,
"wilsonLowerBound": 0.43405570939604926
},
"vllm": {
"framework": "vllm",
"modelCount": 36819,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3567,
"successRate": 0.09687932860751243,
"wilsonLowerBound": 0.09389984759374836
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 632,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
}
},
"Sunrise_pt-200-x1": {
"sglang": {
"framework": "sglang",
"modelCount": 6280,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 192,
"successRate": 0.030573248407643312,
"wilsonLowerBound": 0.02659388008261268
},
"vllm": {
"framework": "vllm",
"modelCount": 10028,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 740,
"successRate": 0.07379337854008776,
"wilsonLowerBound": 0.06883801306073076
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 6043,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2573,
"successRate": 0.42578189640906833,
"wilsonLowerBound": 0.41336592357712526
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7378,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 235,
"successRate": 0.03185145025752236,
"wilsonLowerBound": 0.028081693938916925
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 12005,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3886,
"successRate": 0.32369845897542693,
"wilsonLowerBound": 0.3153861982632824
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 26620,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 13512,
"successRate": 0.5075882794891059,
"wilsonLowerBound": 0.5015818016813248
},
"vllm": {
"framework": "vllm",
"modelCount": 62938,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6368,
"successRate": 0.10117893800247862,
"wilsonLowerBound": 0.09884719332891848
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 12589,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1827,
"successRate": 0.14512669791087457,
"wilsonLowerBound": 0.13908196978028875
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-09-21T15:53:52.755291+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 967.9726027397261,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.8087666449616537,
"queueFactor": 0.9978561225360603,
"queueWeight": 0.9978561225360603,
"recentSuccess": 51,
"recentSuccessRate": 0.3493150684931507,
"recentTerminal": 146,
"recentWilsonLowerBound": 0.2767438059072339,
"running": 9,
"selectionWeight": 1.8048888709139945,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 24.333333333333332,
"waiting": 23554
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1258.5333333333333,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.059276402046973,
"queueFactor": 0.9593292310549322,
"queueWeight": 0.9593292310549322,
"recentSuccess": 50,
"recentSuccessRate": 0.37037037037037035,
"recentTerminal": 135,
"recentWilsonLowerBound": 0.29355089594078115,
"running": 8,
"selectionWeight": 1.9755240473052902,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 22.5,
"waiting": 28317
},
"Biren_166m": {
"available": true,
"backlogHours": 209.0958904109589,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.4557330381233311,
"queueFactor": 1.2557279519863613,
"queueWeight": 1.2557279519863613,
"recentSuccess": 30,
"recentSuccessRate": 0.2054794520547945,
"recentTerminal": 146,
"recentWilsonLowerBound": 0.147895261841292,
"running": 11,
"selectionWeight": 0.5722767146151329,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 24.333333333333332,
"waiting": 5088
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1959.9130434782608,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.7981179352928726,
"queueFactor": 0.8976599842073081,
"queueWeight": 0.8976599842073081,
"recentSuccess": 14,
"recentSuccessRate": 0.30434782608695654,
"recentTerminal": 46,
"recentWilsonLowerBound": 0.190796708074489,
"running": 7,
"selectionWeight": 0.7164385331905693,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 7.666666666666667,
"waiting": 15026
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 455.900826446281,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.15133435059661593,
"queueFactor": 1.117163734757872,
"queueWeight": 1.117163734757872,
"recentSuccess": 17,
"recentSuccessRate": 0.14049586776859505,
"recentTerminal": 121,
"recentWilsonLowerBound": 0.08960457234643845,
"running": 8,
"selectionWeight": 0.16906524830967265,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 20.166666666666668,
"waiting": 9194
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 39.51219512195122,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 13,
"recentSuccessRate": 0.03523035230352303,
"recentTerminal": 369,
"recentWilsonLowerBound": 0.020702246224202477,
"running": 24,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 61.5,
"waiting": 2430
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 85.25581395348837,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.06111001586028053,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 29,
"recentSuccessRate": 0.08430232558139535,
"recentTerminal": 344,
"recentWilsonLowerBound": 0.059336066506568155,
"running": 12,
"selectionWeight": 0.0794430206183647,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 57.333333333333336,
"waiting": 4888
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 3697.6153846153848,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 2.5,
"queueFactor": 0.8161295933050136,
"queueWeight": 0.8161295933050136,
"recentSuccess": 13,
"recentSuccessRate": 0.5,
"recentTerminal": 26,
"recentWilsonLowerBound": 0.3206030631500208,
"running": 2,
"selectionWeight": 2.040323983262534,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 4.333333333333333,
"waiting": 16023
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 480.77272727272725,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.2825207406651139,
"queueFactor": 1.1082976506660094,
"queueWeight": 1.1082976506660094,
"recentSuccess": 23,
"recentSuccessRate": 0.17424242424242425,
"recentTerminal": 132,
"recentWilsonLowerBound": 0.11900446899386959,
"running": 9,
"selectionWeight": 0.3131170731435666,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 22.0,
"waiting": 10577
},
"MetaX_c-500": {
"available": true,
"backlogHours": 604.7777777777778,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.34806537872796467,
"queueFactor": 1.0707991368288248,
"queueWeight": 1.0707991368288248,
"recentSuccess": 21,
"recentSuccessRate": 0.19444444444444445,
"recentTerminal": 108,
"recentWilsonLowerBound": 0.13084280853074545,
"running": 4,
"selectionWeight": 0.37270810710190255,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 18.0,
"waiting": 10886
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 2338.8214285714284,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 1.7952557746077953,
"queueFactor": 0.8741738814901032,
"queueWeight": 0.8741738814901032,
"recentSuccess": 22,
"recentSuccessRate": 0.39285714285714285,
"recentTerminal": 56,
"recentWilsonLowerBound": 0.27580225617512844,
"running": 4,
"selectionWeight": 1.5693657087564183,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 9.333333333333334,
"waiting": 21829
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 5899.875,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.20046324061107978,
"queueFactor": 0.7608884024844038,
"queueWeight": 0.7608884024844038,
"recentSuccess": 4,
"recentSuccessRate": 0.25,
"recentTerminal": 16,
"recentWilsonLowerBound": 0.10181901984237347,
"running": 3,
"selectionWeight": 0.15253015490541116,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 2.6666666666666665,
"waiting": 15733
},
"Vastai_va16": {
"available": true,
"backlogHours": 1769.7551020408164,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.13519097527896204,
"queueFactor": 0.9115078437260232,
"queueWeight": 0.9115078437260232,
"recentSuccess": 8,
"recentSuccessRate": 0.16326530612244897,
"recentTerminal": 49,
"recentWilsonLowerBound": 0.08512596988208977,
"running": 16,
"selectionWeight": 0.1232276343677448,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 8.166666666666666,
"waiting": 14453
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 940.4705882352941,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 0.7046563702898374,
"queueFactor": 1.0021797044722613,
"queueWeight": 1.0021797044722613,
"recentSuccess": 26,
"recentSuccessRate": 0.2549019607843137,
"recentTerminal": 102,
"recentWilsonLowerBound": 0.1802954037747794,
"running": 6,
"selectionWeight": 0.7061923129315656,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 17.0,
"waiting": 15988
}
},
"queueAttemptedAt": "2026-09-21T15:53:52.755291+00:00",
"queueError": null,
"queueUpdatedAt": "2026-09-21T15:53:52.755291+00:00",
"supportedGpus": [
"Vastai_va16",
"Kunlunxin_p-800",
"Cambricon_mlu-370-x4",
"Iluvatar_mrv-100",
"Iluvatar_bi-150",
"Ascend_910-b4",
"hygon_k100-ai",
"Ascend_910-b3",
"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
}