Files
submmit/.modelhub_state/market_intelligence.json

755 lines
24 KiB
JSON

{
"communityAttemptedAt": "2026-09-19T10:42:53.153161+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-09-19T10:42:53.153161+00:00",
"frameworkAttemptedAt": "2026-09-19T10:55:53.360314+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b3": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 39649,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 19173,
"successRate": 0.48356831193724936,
"wilsonLowerBound": 0.4786511590050993
},
"vllm": {
"framework": "vllm",
"modelCount": 52929,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14803,
"successRate": 0.2796765478282227,
"wilsonLowerBound": 0.2758687915255134
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 2727,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 774,
"successRate": 0.2838283828382838,
"wilsonLowerBound": 0.2672197210297423
}
},
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 32941,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14560,
"successRate": 0.4420023678698279,
"wilsonLowerBound": 0.43664633598673586
},
"vllm": {
"framework": "vllm",
"modelCount": 37487,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10658,
"successRate": 0.2843118947901939,
"wilsonLowerBound": 0.27976776380124685
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 8803,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3793,
"successRate": 0.4308758377825741,
"wilsonLowerBound": 0.4205634454732765
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 63943,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12085,
"successRate": 0.18899644996324852,
"wilsonLowerBound": 0.18598059285508717
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 17739,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3555,
"successRate": 0.20040588533739218,
"wilsonLowerBound": 0.19458013428186713
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 6055,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 61,
"successRate": 0.010074318744838976,
"wilsonLowerBound": 0.007851232482495736
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26149,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3222,
"successRate": 0.12321694902290718,
"wilsonLowerBound": 0.11928829014571207
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16467,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1674,
"successRate": 0.10165786117689925,
"wilsonLowerBound": 0.09713464441717601
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 11219,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4718,
"successRate": 0.42053658971387825,
"wilsonLowerBound": 0.41143062139785014
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24160,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3787,
"successRate": 0.15674668874172185,
"wilsonLowerBound": 0.15221686421980002
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 8066,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 544,
"successRate": 0.0674435903793702,
"wilsonLowerBound": 0.0621738174048722
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 43001,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10783,
"successRate": 0.25076161019511173,
"wilsonLowerBound": 0.24668707847642302
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 23275,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3058,
"successRate": 0.13138560687432868,
"wilsonLowerBound": 0.12710628044551123
},
"vllm": {
"framework": "vllm",
"modelCount": 86638,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9764,
"successRate": 0.11269881576213671,
"wilsonLowerBound": 0.1106102621394359
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 40495,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4966,
"successRate": 0.12263242375601927,
"wilsonLowerBound": 0.11947333290376597
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 31872,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3412,
"successRate": 0.10705321285140562,
"wilsonLowerBound": 0.10370603594923977
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 88608,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21053,
"successRate": 0.23759705669916936,
"wilsonLowerBound": 0.2348060555643921
},
"transformers": {
"framework": "transformers",
"modelCount": 5176,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 566,
"successRate": 0.10935085007727975,
"wilsonLowerBound": 0.10113674531118214
},
"vllm": {
"framework": "vllm",
"modelCount": 112544,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16510,
"successRate": 0.14669818026727324,
"wilsonLowerBound": 0.1446431533880307
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 17386,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3447,
"successRate": 0.1982629702059128,
"wilsonLowerBound": 0.1924034789077327
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 42842,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5572,
"successRate": 0.13005928761495728,
"wilsonLowerBound": 0.1269072268820772
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 6716,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 553,
"successRate": 0.0823406789755807,
"wilsonLowerBound": 0.07600270288220645
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 200,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 36,
"successRate": 0.18,
"wilsonLowerBound": 0.1329455066253411
},
"vllm": {
"framework": "vllm",
"modelCount": 31163,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5594,
"successRate": 0.1795077495748163,
"wilsonLowerBound": 0.1752862958884982
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 60885,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12390,
"successRate": 0.20349839862034985,
"wilsonLowerBound": 0.20031917905724989
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 7940,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2298,
"successRate": 0.28942065491183877,
"wilsonLowerBound": 0.2795492911887878
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 12909,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3334,
"successRate": 0.25826942443256645,
"wilsonLowerBound": 0.25079173096035
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 60959,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16706,
"successRate": 0.2740530520513788,
"wilsonLowerBound": 0.2705265281208323
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 46588,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 20396,
"successRate": 0.43779514037949685,
"wilsonLowerBound": 0.4332953794169114
},
"vllm": {
"framework": "vllm",
"modelCount": 36538,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3457,
"successRate": 0.09461382670096885,
"wilsonLowerBound": 0.09165521722299894
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 529,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
}
},
"Sunrise_pt-200-x1": {
"sglang": {
"framework": "sglang",
"modelCount": 6278,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 192,
"successRate": 0.030582988212806625,
"wilsonLowerBound": 0.026602368317046696
},
"vllm": {
"framework": "vllm",
"modelCount": 10025,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 739,
"successRate": 0.07371571072319202,
"wilsonLowerBound": 0.06876213429325025
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 5945,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2522,
"successRate": 0.42422203532380154,
"wilsonLowerBound": 0.4117116168026808
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7376,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 235,
"successRate": 0.03186008676789588,
"wilsonLowerBound": 0.02808932214804452
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 11639,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3830,
"successRate": 0.32906607096829626,
"wilsonLowerBound": 0.32058719684809334
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 26465,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 13426,
"successRate": 0.5073115435480824,
"wilsonLowerBound": 0.501287491899656
},
"vllm": {
"framework": "vllm",
"modelCount": 62390,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6274,
"successRate": 0.10056098733771437,
"wilsonLowerBound": 0.09822559492565791
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 12473,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1793,
"successRate": 0.14375050108233786,
"wilsonLowerBound": 0.13770307117974315
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-09-19T10:55:53.360314+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 443.7151898734177,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.282424545118754,
"queueFactor": 0.8316290051562972,
"queueWeight": 0.8316290051562972,
"recentSuccess": 45,
"recentSuccessRate": 0.14240506329113925,
"recentTerminal": 316,
"recentWilsonLowerBound": 0.10816059741120874,
"running": 8,
"selectionWeight": 0.23487244348882916,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 52.666666666666664,
"waiting": 23369
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 284.58603066439525,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.11253393811816853,
"queueFactor": 0.8889211424397748,
"queueWeight": 0.8889211424397748,
"recentSuccess": 54,
"recentSuccessRate": 0.0919931856899489,
"recentTerminal": 587,
"recentWilsonLowerBound": 0.07119083936004317,
"running": 8,
"selectionWeight": 0.1000337968352493,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 97.83333333333333,
"waiting": 27842
},
"Biren_166m": {
"available": true,
"backlogHours": 37.46842105263158,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.05,
"queueFactor": 1.2048846280968026,
"queueWeight": 1.2048846280968026,
"recentSuccess": 24,
"recentSuccessRate": 0.031578947368421054,
"recentTerminal": 760,
"recentWilsonLowerBound": 0.021311193069509987,
"running": 8,
"selectionWeight": 0.060244231404840136,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 126.66666666666667,
"waiting": 4746
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 97.29046563192904,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.05,
"queueFactor": 1.044202503721623,
"queueWeight": 1.044202503721623,
"recentSuccess": 18,
"recentSuccessRate": 0.019955654101995565,
"recentTerminal": 902,
"recentWilsonLowerBound": 0.012659492716022578,
"running": 7,
"selectionWeight": 0.05221012518608115,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 150.33333333333334,
"waiting": 14626
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 83.73831775700934,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.05,
"queueFactor": 1.067964059967855,
"queueWeight": 1.067964059967855,
"recentSuccess": 30,
"recentSuccessRate": 0.04672897196261682,
"recentTerminal": 642,
"recentWilsonLowerBound": 0.03292559580951046,
"running": 7,
"selectionWeight": 0.053398202998392756,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 107.0,
"waiting": 8960
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 63.925925925925924,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.1120996867146065,
"queueWeight": 1.1120996867146065,
"recentSuccess": 12,
"recentSuccessRate": 0.04938271604938271,
"recentTerminal": 243,
"recentWilsonLowerBound": 0.028471265998368658,
"running": 24,
"selectionWeight": 0.05560498433573033,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 40.5,
"waiting": 2589
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 154.05154639175257,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.4762483229708909,
"queueFactor": 0.9746425403368031,
"queueWeight": 0.9746425403368031,
"recentSuccess": 36,
"recentSuccessRate": 0.18556701030927836,
"recentTerminal": 194,
"recentWilsonLowerBound": 0.13715749404238659,
"running": 4,
"selectionWeight": 0.4641718753314914,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 32.333333333333336,
"waiting": 4981
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 2755.5428571428574,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 1.5087128471288824,
"queueFactor": 0.7,
"queueWeight": 0.7,
"recentSuccess": 13,
"recentSuccessRate": 0.37142857142857144,
"recentTerminal": 35,
"recentWilsonLowerBound": 0.2316560736889106,
"running": 2,
"selectionWeight": 1.0560989929902176,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 5.833333333333333,
"waiting": 16074
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 150.75534441805226,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.06214983597745556,
"queueFactor": 0.9778097533535148,
"queueWeight": 0.9778097533535148,
"recentSuccess": 32,
"recentSuccessRate": 0.07600950118764846,
"recentTerminal": 421,
"recentWilsonLowerBound": 0.05435287344880462,
"running": 8,
"selectionWeight": 0.060770715788077224,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 70.16666666666667,
"waiting": 10578
},
"MetaX_c-500": {
"available": true,
"backlogHours": 154.74709976798144,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.05,
"queueFactor": 0.9739841617432894,
"queueWeight": 0.9739841617432894,
"recentSuccess": 18,
"recentSuccessRate": 0.04176334106728538,
"recentTerminal": 431,
"recentWilsonLowerBound": 0.026577873784237566,
"running": 4,
"selectionWeight": 0.04869920808716447,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 71.83333333333333,
"waiting": 11116
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 108.8608695652174,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.05,
"queueFactor": 1.0267495061265384,
"queueWeight": 1.0267495061265384,
"recentSuccess": 29,
"recentSuccessRate": 0.025217391304347827,
"recentTerminal": 1150,
"recentWilsonLowerBound": 0.017614434978022345,
"running": 4,
"selectionWeight": 0.05133747530632692,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 191.66666666666666,
"waiting": 20865
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 7306.153846153847,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 2.5,
"queueFactor": 0.7,
"queueWeight": 0.7,
"recentSuccess": 7,
"recentSuccessRate": 0.5384615384615384,
"recentTerminal": 13,
"recentWilsonLowerBound": 0.29143432431832045,
"running": 2,
"selectionWeight": 1.75,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 2.1666666666666665,
"waiting": 15830
},
"Vastai_va16": {
"available": true,
"backlogHours": 70.65116279069767,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.05,
"queueFactor": 1.0955378214863198,
"queueWeight": 1.0955378214863198,
"recentSuccess": 8,
"recentSuccessRate": 0.0068906115417743325,
"recentTerminal": 1161,
"recentWilsonLowerBound": 0.0034956043088087345,
"running": 16,
"selectionWeight": 0.05477689107431599,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 193.5,
"waiting": 13671
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 66.85580670303975,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 0.05,
"queueFactor": 1.1046492511024415,
"queueWeight": 1.1046492511024415,
"recentSuccess": 22,
"recentSuccessRate": 0.0171473109898675,
"recentTerminal": 1283,
"recentWilsonLowerBound": 0.011350688899629837,
"running": 6,
"selectionWeight": 0.055232462555122076,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 213.83333333333334,
"waiting": 14296
}
},
"queueAttemptedAt": "2026-09-19T10:48:25.668122+00:00",
"queueError": null,
"queueUpdatedAt": "2026-09-19T10:48:25.668122+00:00",
"supportedGpus": [
"Vastai_va16",
"Kunlunxin_p-800",
"Iluvatar_mrv-100",
"Cambricon_mlu-370-x4",
"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
}