Files
submmit/.modelhub_state/market_intelligence.json

755 lines
24 KiB
JSON

{
"communityAttemptedAt": "2026-09-19T12:51:26.090229+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-09-19T12:51:26.090229+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": "2026-09-19T12:51:26.090229+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 477.38775510204084,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.32631115986275594,
"queueFactor": 0.804720380798742,
"queueWeight": 0.804720380798742,
"recentSuccess": 41,
"recentSuccessRate": 0.13945578231292516,
"recentTerminal": 294,
"recentWilsonLowerBound": 0.10448917640552996,
"running": 8,
"selectionWeight": 0.2625892408236361,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 49.0,
"waiting": 23392
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 288.76683937823833,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.1315671208480616,
"queueFactor": 0.8677479453501664,
"queueWeight": 0.8677479453501664,
"recentSuccess": 52,
"recentSuccessRate": 0.08981001727115717,
"recentTerminal": 579,
"recentWilsonLowerBound": 0.06914489862007774,
"running": 8,
"selectionWeight": 0.1141670987915425,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 96.5,
"waiting": 27866
},
"Biren_166m": {
"available": true,
"backlogHours": 37.43005181347151,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.05,
"queueFactor": 1.1789425100984,
"queueWeight": 1.1789425100984,
"recentSuccess": 26,
"recentSuccessRate": 0.03367875647668394,
"recentTerminal": 772,
"recentWilsonLowerBound": 0.023085184053386568,
"running": 8,
"selectionWeight": 0.05894712550492,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 128.66666666666666,
"waiting": 4816
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 98.68085106382978,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.05,
"queueFactor": 1.0193909155315415,
"queueWeight": 1.0193909155315415,
"recentSuccess": 18,
"recentSuccessRate": 0.020156774916013438,
"recentTerminal": 893,
"recentWilsonLowerBound": 0.012787450727466036,
"running": 7,
"selectionWeight": 0.05096954577657708,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 148.83333333333334,
"waiting": 14687
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 84.553125,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.05,
"queueFactor": 1.0432928773822252,
"queueWeight": 1.0432928773822252,
"recentSuccess": 25,
"recentSuccessRate": 0.0390625,
"recentTerminal": 640,
"recentWilsonLowerBound": 0.02659655474602655,
"running": 7,
"selectionWeight": 0.052164643869111266,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 106.66666666666667,
"waiting": 9019
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 61.56521739130435,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.0941462578484729,
"queueWeight": 1.0941462578484729,
"recentSuccess": 11,
"recentSuccessRate": 0.043478260869565216,
"recentTerminal": 253,
"recentWilsonLowerBound": 0.024448065140738544,
"running": 24,
"selectionWeight": 0.05470731289242364,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 42.166666666666664,
"waiting": 2596
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 115.08880308880309,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.2884647308038784,
"queueFactor": 0.9961408059487004,
"queueWeight": 0.9961408059487004,
"recentSuccess": 35,
"recentSuccessRate": 0.13513513513513514,
"recentTerminal": 259,
"recentWilsonLowerBound": 0.09879507690356609,
"running": 8,
"selectionWeight": 0.28735148943075034,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 43.166666666666664,
"waiting": 4968
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 2241.767441860465,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 2.5,
"queueFactor": 0.7,
"queueWeight": 0.7,
"recentSuccess": 17,
"recentSuccessRate": 0.3953488372093023,
"recentTerminal": 43,
"recentWilsonLowerBound": 0.263651061984564,
"running": 2,
"selectionWeight": 1.75,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 7.166666666666667,
"waiting": 16066
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 151.81861575179,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.06622125140702059,
"queueFactor": 0.9556017531631489,
"queueWeight": 0.9556017531631489,
"recentSuccess": 30,
"recentSuccessRate": 0.07159904534606205,
"recentTerminal": 419,
"recentWilsonLowerBound": 0.05061012648046582,
"running": 8,
"selectionWeight": 0.06328114394120651,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 69.83333333333333,
"waiting": 10602
},
"MetaX_c-500": {
"available": true,
"backlogHours": 153.27522935779817,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.05,
"queueFactor": 0.9542340198517159,
"queueWeight": 0.9542340198517159,
"recentSuccess": 23,
"recentSuccessRate": 0.052752293577981654,
"recentTerminal": 436,
"recentWilsonLowerBound": 0.03540545563616003,
"running": 4,
"selectionWeight": 0.047711700992585794,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 72.66666666666667,
"waiting": 11138
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 109.23116883116883,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.05,
"queueFactor": 1.0039768638200492,
"queueWeight": 1.0039768638200492,
"recentSuccess": 29,
"recentSuccessRate": 0.025108225108225107,
"recentTerminal": 1155,
"recentWilsonLowerBound": 0.01753793960754816,
"running": 4,
"selectionWeight": 0.050198843191002464,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 192.5,
"waiting": 21027
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 5938.125,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 1.8687607859954392,
"queueFactor": 0.7,
"queueWeight": 0.7,
"recentSuccess": 7,
"recentSuccessRate": 0.4375,
"recentTerminal": 16,
"recentWilsonLowerBound": 0.2309836333518552,
"running": 2,
"selectionWeight": 1.3081325501968073,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 2.6666666666666665,
"waiting": 15835
},
"Vastai_va16": {
"available": true,
"backlogHours": 71.91630340017437,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.05,
"queueFactor": 1.0689357167231361,
"queueWeight": 1.0689357167231361,
"recentSuccess": 6,
"recentSuccessRate": 0.0052310374891020054,
"recentTerminal": 1147,
"recentWilsonLowerBound": 0.0023995379524277753,
"running": 16,
"selectionWeight": 0.05344678583615681,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 191.16666666666666,
"waiting": 13748
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 68.12539184952978,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 0.05,
"queueFactor": 1.0776539868161208,
"queueWeight": 1.0776539868161208,
"recentSuccess": 24,
"recentSuccessRate": 0.018808777429467086,
"recentTerminal": 1276,
"recentWilsonLowerBound": 0.012671501947191393,
"running": 6,
"selectionWeight": 0.05388269934080604,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 212.66666666666666,
"waiting": 14488
}
},
"queueAttemptedAt": "2026-09-19T12:48:19.799326+00:00",
"queueError": null,
"queueUpdatedAt": "2026-09-19T12:48:19.799326+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
}