Files
submmit/.modelhub_state/market_intelligence.json

782 lines
24 KiB
JSON

{
"communityAttemptedAt": "2026-10-14T23:24:06.161141+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-10-14T23:24:06.161141+00:00",
"frameworkAttemptedAt": "2026-10-14T22:57:20.202114+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b3": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 42724,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21308,
"successRate": 0.4987360734013669,
"wilsonLowerBound": 0.49399519516728413
},
"vllm": {
"framework": "vllm",
"modelCount": 57216,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 15421,
"successRate": 0.2695225111856823,
"wilsonLowerBound": 0.26590228839940233
},
"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": 4663,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1433,
"successRate": 0.3073128886982629,
"wilsonLowerBound": 0.29423312846961064
}
},
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 37510,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 17730,
"successRate": 0.47267395361237,
"wilsonLowerBound": 0.4676245486684042
},
"vllm": {
"framework": "vllm",
"modelCount": 40099,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 11058,
"successRate": 0.2757674754981421,
"wilsonLowerBound": 0.2714149002709288
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 13207,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5512,
"successRate": 0.41735443325509197,
"wilsonLowerBound": 0.4089694080151087
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 64222,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12096,
"successRate": 0.18834667247983558,
"wilsonLowerBound": 0.18534137010842236
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 31723,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6805,
"successRate": 0.21451312927528923,
"wilsonLowerBound": 0.210030679551531
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 8014,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 112,
"successRate": 0.013975542800099825,
"wilsonLowerBound": 0.011628341029058579
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26684,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3281,
"successRate": 0.12295757757457652,
"wilsonLowerBound": 0.11907155839180301
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16512,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1676,
"successRate": 0.10150193798449612,
"wilsonLowerBound": 0.09698793477280081
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 16220,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6368,
"successRate": 0.39260172626387174,
"wilsonLowerBound": 0.38511275197946726
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24788,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3808,
"successRate": 0.15362272067129257,
"wilsonLowerBound": 0.14918746727178753
},
"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": 52903,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 13332,
"successRate": 0.2520083927187494,
"wilsonLowerBound": 0.24832674510337463
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 24832,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3160,
"successRate": 0.12725515463917525,
"wilsonLowerBound": 0.1231676632434203
},
"vllm": {
"framework": "vllm",
"modelCount": 87044,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9772,
"successRate": 0.11226506134828362,
"wilsonLowerBound": 0.1101848973616574
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 47128,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5601,
"successRate": 0.11884654557800034,
"wilsonLowerBound": 0.11595586634595176
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 48459,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3727,
"successRate": 0.07691037784518871,
"wilsonLowerBound": 0.0745713981624979
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 94264,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 23615,
"successRate": 0.25051981668505474,
"wilsonLowerBound": 0.2477638168315434
},
"transformers": {
"framework": "transformers",
"modelCount": 5599,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 588,
"successRate": 0.10501875334881229,
"wilsonLowerBound": 0.09725728475947151
},
"vllm": {
"framework": "vllm",
"modelCount": 112880,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16533,
"successRate": 0.1464652728561304,
"wilsonLowerBound": 0.14441465435074266
},
"vllm-0.17.0": {
"framework": "vllm-0.17.0",
"modelCount": 176,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 1.6976680132512056e-18
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 24195,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4053,
"successRate": 0.1675139491630502,
"wilsonLowerBound": 0.16286129352933562
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 43744,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5690,
"successRate": 0.13007498171177762,
"wilsonLowerBound": 0.12695508533831923
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 8240,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 781,
"successRate": 0.09478155339805826,
"wilsonLowerBound": 0.08864446752081583
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 205,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 37,
"successRate": 0.18048780487804877,
"wilsonLowerBound": 0.13387369642098657
},
"vllm": {
"framework": "vllm",
"modelCount": 34749,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6909,
"successRate": 0.19882586549253217,
"wilsonLowerBound": 0.19466278064202405
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 61520,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12425,
"successRate": 0.2019668400520156,
"wilsonLowerBound": 0.19881301746942115
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 16662,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4700,
"successRate": 0.2820789821149922,
"wilsonLowerBound": 0.27529674218921135
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 15661,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3792,
"successRate": 0.24213013217546772,
"wilsonLowerBound": 0.23548473735472258
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 68467,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 18841,
"successRate": 0.2751836651233441,
"wilsonLowerBound": 0.27185100503407955
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 1149,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 692,
"successRate": 0.6022628372497825,
"wilsonLowerBound": 0.5736671561158383
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 48474,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21730,
"successRate": 0.4482815529974832,
"wilsonLowerBound": 0.4438585567569405
},
"vllm": {
"framework": "vllm",
"modelCount": 40219,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4923,
"successRate": 0.12240483353638827,
"wilsonLowerBound": 0.11923762634478116
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 1123,
"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": 10093,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 763,
"successRate": 0.07559694838006539,
"wilsonLowerBound": 0.07059950132152285
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 7469,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3275,
"successRate": 0.4384790467264694,
"wilsonLowerBound": 0.42726016064762196
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7424,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 245,
"successRate": 0.0330010775862069,
"wilsonLowerBound": 0.029172852259161434
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 18665,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5462,
"successRate": 0.2926332708277525,
"wilsonLowerBound": 0.28614928426949865
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 28600,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14638,
"successRate": 0.5118181818181818,
"wilsonLowerBound": 0.5060237408911125
},
"vllm": {
"framework": "vllm",
"modelCount": 67662,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 7256,
"successRate": 0.10723892288138098,
"wilsonLowerBound": 0.10492972320852462
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 13841,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2355,
"successRate": 0.17014666570334513,
"wilsonLowerBound": 0.1639782413998138
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-10-14T23:37:27.173394+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 1342.1760000000002,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.4810652210374067,
"queueFactor": 0.9857195794842908,
"queueWeight": 0.9857195794842908,
"recentSuccess": 44,
"recentSuccessRate": 0.352,
"recentTerminal": 125,
"recentWilsonLowerBound": 0.27382659191147585,
"running": 10,
"selectionWeight": 2.4456345663540913,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 20.833333333333332,
"waiting": 27962
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1281.591836734694,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.5,
"queueFactor": 0.9925727399244707,
"queueWeight": 0.9925727399244707,
"recentSuccess": 51,
"recentSuccessRate": 0.3469387755102041,
"recentTerminal": 147,
"recentWilsonLowerBound": 0.27477451624254084,
"running": 8,
"selectionWeight": 2.4814318498111767,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 24.5,
"waiting": 31399
},
"Biren_166m": {
"available": true,
"backlogHours": 141.6221198156682,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.05754763832330602,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 17,
"recentSuccessRate": 0.07834101382488479,
"recentTerminal": 217,
"recentWilsonLowerBound": 0.04948468028334022,
"running": 8,
"selectionWeight": 0.07481192982029783,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 36.166666666666664,
"waiting": 5122
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1595.15625,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.5236988441624014,
"queueFactor": 0.9605153703790366,
"queueWeight": 0.9605153703790366,
"recentSuccess": 14,
"recentSuccessRate": 0.21875,
"recentTerminal": 64,
"recentWilsonLowerBound": 0.13502197461349752,
"running": 7,
"selectionWeight": 0.5030207892677223,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 10.666666666666666,
"waiting": 17015
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 511.8888888888889,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.700662636778199,
"queueFactor": 1.139064843852368,
"queueWeight": 1.139064843852368,
"recentSuccess": 24,
"recentSuccessRate": 0.2222222222222222,
"recentTerminal": 108,
"recentWilsonLowerBound": 0.15412441082279263,
"running": 7,
"selectionWeight": 0.7981001769549476,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 18.0,
"waiting": 9214
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 49.41450777202073,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 3,
"recentSuccessRate": 0.007772020725388601,
"recentTerminal": 386,
"recentWilsonLowerBound": 0.0026465904620726153,
"running": 25,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 64.33333333333333,
"waiting": 3179
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 211.36893203883494,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.07549941645884516,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 18,
"recentSuccessRate": 0.08737864077669903,
"recentTerminal": 206,
"recentWilsonLowerBound": 0.055984653053097376,
"running": 13,
"selectionWeight": 0.09814924139649871,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 34.333333333333336,
"waiting": 7257
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 1352.112676056338,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.08226587420554024,
"queueFactor": 0.9846295622145481,
"queueWeight": 0.9846295622145481,
"recentSuccess": 8,
"recentSuccessRate": 0.11267605633802817,
"recentTerminal": 71,
"recentWilsonLowerBound": 0.05821202176555297,
"running": 2,
"selectionWeight": 0.08100141170419817,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 11.833333333333334,
"waiting": 16000
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 372.2112676056338,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.6231482294196476,
"queueFactor": 1.1948307086967909,
"queueWeight": 1.1948307086967909,
"recentSuccess": 29,
"recentSuccessRate": 0.20422535211267606,
"recentTerminal": 142,
"recentWilsonLowerBound": 0.14612585612225176,
"running": 8,
"selectionWeight": 0.744556640580628,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 23.666666666666668,
"waiting": 8809
},
"MetaX_c-500": {
"available": true,
"backlogHours": 537.0247933884298,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 1.1624530266361763,
"queueFactor": 1.1309037727528384,
"queueWeight": 1.1309037727528384,
"recentSuccess": 32,
"recentSuccessRate": 0.2644628099173554,
"recentTerminal": 121,
"recentWilsonLowerBound": 0.1940040187978015,
"running": 4,
"selectionWeight": 1.3146225134708076,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 20.166666666666668,
"waiting": 10830
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 3214.75,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.5072449995316232,
"queueFactor": 0.8646746417809978,
"queueWeight": 0.8646746417809978,
"recentSuccess": 11,
"recentSuccessRate": 0.22916666666666666,
"recentTerminal": 48,
"recentWilsonLowerBound": 0.13307691028989044,
"running": 4,
"selectionWeight": 0.4386018882652087,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 8.0,
"waiting": 25718
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 3108.171428571429,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.09653316215043554,
"queueFactor": 0.869058594420177,
"queueWeight": 0.869058594420177,
"recentSuccess": 5,
"recentSuccessRate": 0.14285714285714285,
"recentTerminal": 35,
"recentWilsonLowerBound": 0.06260138804853498,
"running": 2,
"selectionWeight": 0.08389297421339255,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 5.833333333333333,
"waiting": 18131
},
"Vastai_va16": {
"available": true,
"backlogHours": 1486.4545454545455,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.05,
"queueFactor": 0.9707380620867069,
"queueWeight": 0.9707380620867069,
"recentSuccess": 3,
"recentSuccessRate": 0.045454545454545456,
"recentTerminal": 66,
"recentWilsonLowerBound": 0.015577991894810295,
"running": 16,
"selectionWeight": 0.048536903104335345,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 11.0,
"waiting": 16351
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 1157.3157894736842,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 0.9352786782096625,
"queueFactor": 1.0078758095788607,
"queueWeight": 1.0078758095788607,
"recentSuccess": 28,
"recentSuccessRate": 0.24561403508771928,
"recentTerminal": 114,
"recentWilsonLowerBound": 0.17574622644308974,
"running": 6,
"selectionWeight": 0.9426447549824103,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 19.0,
"waiting": 21989
}
},
"queueAttemptedAt": "2026-10-14T23:37:27.173394+00:00",
"queueError": null,
"queueUpdatedAt": "2026-10-14T23:37:27.173394+00:00",
"supportedGpus": [
"Cambricon_mlu-370-x4",
"Vastai_va16",
"Iluvatar_mrv-100",
"Kunlunxin_p-800",
"Iluvatar_bi-150",
"Ascend_910-b3",
"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
}