Files
submmit/.modelhub_state/market_intelligence.json

755 lines
24 KiB
JSON

{
"communityAttemptedAt": "2026-09-19T15:00:39.791321+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-09-19T15:00:39.791321+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": "2026-09-19T15:09:15.237725+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 494.0281690140845,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.19064405910929616,
"queueFactor": 0.7970932099836693,
"queueWeight": 0.7970932099836693,
"recentSuccess": 33,
"recentSuccessRate": 0.11619718309859155,
"recentTerminal": 284,
"recentWilsonLowerBound": 0.08394525442652484,
"running": 8,
"selectionWeight": 0.15196108503974526,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 47.333333333333336,
"waiting": 23384
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 294.12653778558877,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.14217399041480316,
"queueFactor": 0.8615723142456672,
"queueWeight": 0.8615723142456672,
"recentSuccess": 54,
"recentSuccessRate": 0.09490333919156414,
"recentTerminal": 569,
"recentWilsonLowerBound": 0.07346587223001519,
"running": 8,
"selectionWeight": 0.12249317394722327,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 94.83333333333333,
"waiting": 27893
},
"Biren_166m": {
"available": true,
"backlogHours": 38.9597855227882,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.05,
"queueFactor": 1.1667542269004054,
"queueWeight": 1.1667542269004054,
"recentSuccess": 24,
"recentSuccessRate": 0.032171581769437,
"recentTerminal": 746,
"recentWilsonLowerBound": 0.021712865141096542,
"running": 8,
"selectionWeight": 0.05833771134502028,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 124.33333333333333,
"waiting": 4844
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 98.80893854748604,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.05,
"queueFactor": 1.014734512180907,
"queueWeight": 1.014734512180907,
"recentSuccess": 20,
"recentSuccessRate": 0.0223463687150838,
"recentTerminal": 895,
"recentWilsonLowerBound": 0.014511574620550957,
"running": 7,
"selectionWeight": 0.05073672560904535,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 149.16666666666666,
"waiting": 14739
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 84.70093457943925,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.05,
"queueFactor": 1.0384572822035094,
"queueWeight": 1.0384572822035094,
"recentSuccess": 20,
"recentSuccessRate": 0.03115264797507788,
"recentTerminal": 642,
"recentWilsonLowerBound": 0.020255428303631678,
"running": 7,
"selectionWeight": 0.05192286411017547,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 107.0,
"waiting": 9063
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 52.85324232081911,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.1145796805276502,
"queueWeight": 1.1145796805276502,
"recentSuccess": 10,
"recentSuccessRate": 0.034129692832764506,
"recentTerminal": 293,
"recentWilsonLowerBound": 0.018642113511349753,
"running": 24,
"selectionWeight": 0.055728984026382516,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 48.833333333333336,
"waiting": 2581
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 107.50180505415163,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.10808831230497218,
"queueFactor": 1.0019810385695263,
"queueWeight": 1.0019810385695263,
"recentSuccess": 26,
"recentSuccessRate": 0.09386281588447654,
"recentTerminal": 277,
"recentWilsonLowerBound": 0.06485984464230345,
"running": 4,
"selectionWeight": 0.10830243942056332,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 46.166666666666664,
"waiting": 4963
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 2293.4285714285716,
"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": 0.40476190476190477,
"recentTerminal": 42,
"recentWilsonLowerBound": 0.2704264767120908,
"running": 2,
"selectionWeight": 1.75,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 7.0,
"waiting": 16054
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 150.68085106382978,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.05,
"queueFactor": 0.9524959919184831,
"queueWeight": 0.9524959919184831,
"recentSuccess": 24,
"recentSuccessRate": 0.05673758865248227,
"recentTerminal": 423,
"recentWilsonLowerBound": 0.03842037834460498,
"running": 8,
"selectionWeight": 0.04762479959592416,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 70.5,
"waiting": 10623
},
"MetaX_c-500": {
"available": true,
"backlogHours": 147.40969162995594,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.05,
"queueFactor": 0.9556370101534628,
"queueWeight": 0.9556370101534628,
"recentSuccess": 24,
"recentSuccessRate": 0.05286343612334802,
"recentTerminal": 454,
"recentWilsonLowerBound": 0.035778044018849264,
"running": 4,
"selectionWeight": 0.04778185050767314,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 75.66666666666667,
"waiting": 11154
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 110.357328707719,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.05,
"queueFactor": 0.9980485995871975,
"queueWeight": 0.9980485995871975,
"recentSuccess": 23,
"recentSuccessRate": 0.0199479618386817,
"recentTerminal": 1153,
"recentWilsonLowerBound": 0.013328553072817152,
"running": 4,
"selectionWeight": 0.049902429979359876,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 192.16666666666666,
"waiting": 21207
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 5600.470588235294,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 1.5265357751467743,
"queueFactor": 0.7,
"queueWeight": 0.7,
"recentSuccess": 7,
"recentSuccessRate": 0.4117647058823529,
"recentTerminal": 17,
"recentWilsonLowerBound": 0.21610786039131383,
"running": 2,
"selectionWeight": 1.0685750426027418,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 2.8333333333333335,
"waiting": 15868
},
"Vastai_va16": {
"available": true,
"backlogHours": 71.36192109777015,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.05,
"queueFactor": 1.0654961543719719,
"queueWeight": 1.0654961543719719,
"recentSuccess": 8,
"recentSuccessRate": 0.00686106346483705,
"recentTerminal": 1166,
"recentWilsonLowerBound": 0.0034805974483894963,
"running": 16,
"selectionWeight": 0.0532748077185986,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 194.33333333333334,
"waiting": 13868
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 67.70370370370371,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 0.05,
"queueFactor": 1.0739399604669213,
"queueWeight": 1.0739399604669213,
"recentSuccess": 27,
"recentSuccessRate": 0.020833333333333332,
"recentTerminal": 1296,
"recentWilsonLowerBound": 0.014356804200477026,
"running": 6,
"selectionWeight": 0.05369699802334607,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 216.0,
"waiting": 14624
}
},
"queueAttemptedAt": "2026-09-19T15:00:39.791321+00:00",
"queueError": null,
"queueUpdatedAt": "2026-09-19T15:00:39.791321+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
}