Files
submmit/.modelhub_state/market_intelligence.json

782 lines
24 KiB
JSON

{
"communityAttemptedAt": "2026-10-14T22:57:20.202114+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-10-14T22:57:20.202114+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": "2026-10-14T22:57:20.202114+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 1398.2,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.717175685460298,
"queueFactor": 0.9869659794306898,
"queueWeight": 0.9869659794306898,
"recentSuccess": 41,
"recentSuccessRate": 0.3416666666666667,
"recentTerminal": 120,
"recentWilsonLowerBound": 0.26290306359700033,
"running": 8,
"selectionWeight": 1.694793982254889,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 20.0,
"waiting": 27964
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1385.2941176470588,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.5,
"queueFactor": 0.9883397873857618,
"queueWeight": 0.9883397873857618,
"recentSuccess": 53,
"recentSuccessRate": 0.3897058823529412,
"recentTerminal": 136,
"recentWilsonLowerBound": 0.3118483860305096,
"running": 9,
"selectionWeight": 2.4708494684644045,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 22.666666666666668,
"waiting": 31400
},
"Biren_166m": {
"available": true,
"backlogHours": 144.50704225352112,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.091101855926462,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 22,
"recentSuccessRate": 0.10328638497652583,
"recentTerminal": 213,
"recentWilsonLowerBound": 0.06920213731653324,
"running": 10,
"selectionWeight": 0.11843241270440061,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 35.5,
"waiting": 5130
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1500.6176470588234,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.4191575958465326,
"queueFactor": 0.9765558143468268,
"queueWeight": 0.9765558143468268,
"recentSuccess": 15,
"recentSuccessRate": 0.22058823529411764,
"recentTerminal": 68,
"recentWilsonLowerBound": 0.1384889157967965,
"running": 8,
"selectionWeight": 0.40933078735156875,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 11.333333333333334,
"waiting": 17007
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 546.2376237623763,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.6894992704237074,
"queueFactor": 1.1363976736726862,
"queueWeight": 1.1363976736726862,
"recentSuccess": 25,
"recentSuccessRate": 0.24752475247524752,
"recentTerminal": 101,
"recentWilsonLowerBound": 0.1736472685476873,
"running": 7,
"selectionWeight": 0.7835453669085154,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 16.833333333333332,
"waiting": 9195
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 45.8,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 2,
"recentSuccessRate": 0.004761904761904762,
"recentTerminal": 420,
"recentWilsonLowerBound": 0.0013068314925680279,
"running": 25,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 70.0,
"waiting": 3206
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 212.66341463414636,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 17,
"recentSuccessRate": 0.08292682926829269,
"recentTerminal": 205,
"recentWilsonLowerBound": 0.05241787752543188,
"running": 11,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 34.166666666666664,
"waiting": 7266
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 1390.9565217391305,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.05,
"queueFactor": 0.9877352300950955,
"queueWeight": 0.9877352300950955,
"recentSuccess": 7,
"recentSuccessRate": 0.10144927536231885,
"recentTerminal": 69,
"recentWilsonLowerBound": 0.05001600257161549,
"running": 2,
"selectionWeight": 0.049386761504754774,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 11.5,
"waiting": 15996
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 363.9310344827586,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.5829006595566091,
"queueFactor": 1.207771323325847,
"queueWeight": 1.207771323325847,
"recentSuccess": 32,
"recentSuccessRate": 0.2206896551724138,
"recentTerminal": 145,
"recentWilsonLowerBound": 0.16088432964348773,
"running": 10,
"selectionWeight": 0.7040107009601947,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 24.166666666666668,
"waiting": 8795
},
"MetaX_c-500": {
"available": true,
"backlogHours": 470.7826086956522,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.8878086629974026,
"queueFactor": 1.1620224426856685,
"queueWeight": 1.1620224426856685,
"recentSuccess": 36,
"recentSuccessRate": 0.2608695652173913,
"recentTerminal": 138,
"recentWilsonLowerBound": 0.19479171755846406,
"running": 6,
"selectionWeight": 1.0316535912137392,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 23.0,
"waiting": 10828
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 3588.5581395348836,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.37424673964235355,
"queueFactor": 0.8568396980923457,
"queueWeight": 0.8568396980923457,
"recentSuccess": 10,
"recentSuccessRate": 0.23255813953488372,
"recentTerminal": 43,
"recentWilsonLowerBound": 0.1315353846924483,
"running": 5,
"selectionWeight": 0.32066946340719893,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 7.166666666666667,
"waiting": 25718
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 3108.342857142857,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.05,
"queueFactor": 0.8755042125601366,
"queueWeight": 0.8755042125601366,
"recentSuccess": 4,
"recentSuccessRate": 0.11428571428571428,
"recentTerminal": 35,
"recentWilsonLowerBound": 0.0453510585448975,
"running": 2,
"selectionWeight": 0.04377521062800683,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 5.833333333333333,
"waiting": 18132
},
"Vastai_va16": {
"available": true,
"backlogHours": 1508.9538461538461,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.05,
"queueFactor": 0.9757446620190068,
"queueWeight": 0.9757446620190068,
"recentSuccess": 2,
"recentSuccessRate": 0.03076923076923077,
"recentTerminal": 65,
"recentWilsonLowerBound": 0.008478819400945354,
"running": 17,
"selectionWeight": 0.048787233100950345,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 10.833333333333334,
"waiting": 16347
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 1176.9107142857142,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 0.5447581441544596,
"queueFactor": 1.0128054975439185,
"queueWeight": 1.0128054975439185,
"recentSuccess": 25,
"recentSuccessRate": 0.22321428571428573,
"recentTerminal": 112,
"recentWilsonLowerBound": 0.15601066350684975,
"running": 6,
"selectionWeight": 0.551734043231459,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 18.666666666666668,
"waiting": 21969
}
},
"queueAttemptedAt": "2026-10-14T22:57:20.202114+00:00",
"queueError": null,
"queueUpdatedAt": "2026-10-14T22:57:20.202114+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
}