Files
submmit/.modelhub_state/market_intelligence.json

764 lines
24 KiB
JSON

{
"communityAttemptedAt": "2026-09-21T00:09:06.404084+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-09-21T00:09:06.404084+00:00",
"frameworkAttemptedAt": "2026-09-20T23:23:29.953242+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b3": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 39869,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 19299,
"successRate": 0.4840602974742281,
"wilsonLowerBound": 0.4791565204216216
},
"vllm": {
"framework": "vllm",
"modelCount": 53341,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14883,
"successRate": 0.27901614142966946,
"wilsonLowerBound": 0.2752258599965162
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 2915,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 821,
"successRate": 0.2816466552315609,
"wilsonLowerBound": 0.2656133113258325
}
},
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 33175,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14713,
"successRate": 0.44349660889223813,
"wilsonLowerBound": 0.4381574478699906
},
"vllm": {
"framework": "vllm",
"modelCount": 37646,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10693,
"successRate": 0.2840408011475323,
"wilsonLowerBound": 0.27950756702277346
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 9147,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3900,
"successRate": 0.42636930141029844,
"wilsonLowerBound": 0.4162672428291489
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 63999,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12088,
"successRate": 0.18887795121798778,
"wilsonLowerBound": 0.1858641422226047
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 18553,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3736,
"successRate": 0.20136905082735945,
"wilsonLowerBound": 0.19566057274297793
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 6192,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 61,
"successRate": 0.00985142118863049,
"wilsonLowerBound": 0.007677354569361673
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26175,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3226,
"successRate": 0.12324737344794652,
"wilsonLowerBound": 0.11932021206064729
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16470,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1674,
"successRate": 0.10163934426229508,
"wilsonLowerBound": 0.09711690799427429
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 11469,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4809,
"successRate": 0.4193042113523411,
"wilsonLowerBound": 0.41030177823178565
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24215,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3788,
"successRate": 0.15643196365888912,
"wilsonLowerBound": 0.15191101907637264
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 8073,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 544,
"successRate": 0.06738511086337173,
"wilsonLowerBound": 0.062119761674820494
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 43621,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10923,
"successRate": 0.2504069141010064,
"wilsonLowerBound": 0.24636322975341807
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 23345,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3070,
"successRate": 0.13150567573356178,
"wilsonLowerBound": 0.12723097978953987
},
"vllm": {
"framework": "vllm",
"modelCount": 86674,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9764,
"successRate": 0.11265200636869188,
"wilsonLowerBound": 0.11056426674817671
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 40865,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5016,
"successRate": 0.12274562584118438,
"wilsonLowerBound": 0.11959943516066503
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 32657,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3430,
"successRate": 0.1050310806258995,
"wilsonLowerBound": 0.1017521083857065
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 88824,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21152,
"successRate": 0.2381338377015221,
"wilsonLowerBound": 0.2353440218502034
},
"transformers": {
"framework": "transformers",
"modelCount": 5226,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 566,
"successRate": 0.10830463069269039,
"wilsonLowerBound": 0.10016488954146914
},
"vllm": {
"framework": "vllm",
"modelCount": 112642,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16511,
"successRate": 0.1465794286323041,
"wilsonLowerBound": 0.14452598740084546
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 17818,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3509,
"successRate": 0.19693568301717365,
"wilsonLowerBound": 0.19116193148180813
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 42935,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5584,
"successRate": 0.13005706300221265,
"wilsonLowerBound": 0.12690840540927084
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 6824,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 570,
"successRate": 0.08352872215709262,
"wilsonLowerBound": 0.07719602443828909
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 200,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 36,
"successRate": 0.18,
"wilsonLowerBound": 0.1329455066253411
},
"vllm": {
"framework": "vllm",
"modelCount": 31347,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5672,
"successRate": 0.18094235493029637,
"wilsonLowerBound": 0.1767198075854004
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 60917,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12394,
"successRate": 0.20345716302509972,
"wilsonLowerBound": 0.20027901742824522
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 8308,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2414,
"successRate": 0.2905633124699085,
"wilsonLowerBound": 0.2808988478910527
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 13106,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3366,
"successRate": 0.2568289333129864,
"wilsonLowerBound": 0.24942119189811188
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 61503,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16851,
"successRate": 0.27398663479830254,
"wilsonLowerBound": 0.27047594825503946
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 0,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 46717,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 20477,
"successRate": 0.4383200976090074,
"wilsonLowerBound": 0.4338259085647337
},
"vllm": {
"framework": "vllm",
"modelCount": 36735,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3535,
"successRate": 0.09622975364094188,
"wilsonLowerBound": 0.09325605535927686
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 620,
"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": 10028,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 740,
"successRate": 0.07379337854008776,
"wilsonLowerBound": 0.06883801306073076
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 6012,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2556,
"successRate": 0.4251497005988024,
"wilsonLowerBound": 0.4127047104528379
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7378,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 235,
"successRate": 0.03185145025752236,
"wilsonLowerBound": 0.028081693938916925
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 11868,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3865,
"successRate": 0.32566565554432086,
"wilsonLowerBound": 0.3172920140208696
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 26585,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 13493,
"successRate": 0.5075418469061501,
"wilsonLowerBound": 0.5015314146534223
},
"vllm": {
"framework": "vllm",
"modelCount": 62739,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6327,
"successRate": 0.10084636350595323,
"wilsonLowerBound": 0.09851442773190662
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 12561,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1820,
"successRate": 0.1448929225380145,
"wilsonLowerBound": 0.13884577224152606
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-09-21T00:09:06.404084+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 849.4698795180723,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.8466069299134799,
"queueFactor": 0.9995618359580932,
"queueWeight": 0.9995618359580932,
"recentSuccess": 40,
"recentSuccessRate": 0.24096385542168675,
"recentTerminal": 166,
"recentWilsonLowerBound": 0.18223732595595787,
"running": 8,
"selectionWeight": 0.8462359771991627,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 27.666666666666668,
"waiting": 23502
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1250.6029411764705,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.5,
"queueFactor": 0.9432220543663794,
"queueWeight": 0.9432220543663794,
"recentSuccess": 51,
"recentSuccessRate": 0.375,
"recentTerminal": 136,
"recentWilsonLowerBound": 0.29811996168499116,
"running": 8,
"selectionWeight": 2.3580551359159485,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 22.666666666666668,
"waiting": 28347
},
"Biren_166m": {
"available": true,
"backlogHours": 147.77227722772278,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.4136486609351706,
"queueFactor": 1.29940016869301,
"queueWeight": 1.29940016869301,
"recentSuccess": 36,
"recentSuccessRate": 0.1782178217821782,
"recentTerminal": 202,
"recentWilsonLowerBound": 0.13159848249936945,
"running": 8,
"selectionWeight": 0.5374951397987984,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 33.666666666666664,
"waiting": 4975
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1478.9508196721313,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.7114680554310743,
"queueFactor": 0.9197902546938054,
"queueWeight": 0.9197902546938054,
"recentSuccess": 16,
"recentSuccessRate": 0.26229508196721313,
"recentTerminal": 61,
"recentWilsonLowerBound": 0.16838645195913182,
"running": 7,
"selectionWeight": 0.6544013839114543,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 10.166666666666666,
"waiting": 15036
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 412.4888888888889,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.35317311391672557,
"queueFactor": 1.113961100454371,
"queueWeight": 1.113961100454371,
"recentSuccess": 24,
"recentSuccessRate": 0.17777777777777778,
"recentTerminal": 135,
"recentWilsonLowerBound": 0.12247545696005419,
"running": 7,
"selectionWeight": 0.3934211106295725,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 22.5,
"waiting": 9281
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 45.821538461538466,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 13,
"recentSuccessRate": 0.04,
"recentTerminal": 325,
"recentWilsonLowerBound": 0.023522615095956836,
"running": 24,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 54.166666666666664,
"waiting": 2482
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 142.27751196172247,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.13233401242912773,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 24,
"recentSuccessRate": 0.11483253588516747,
"recentTerminal": 209,
"recentWilsonLowerBound": 0.07839150432193796,
"running": 10,
"selectionWeight": 0.17203421615786607,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 34.833333333333336,
"waiting": 4956
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 2689.5,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.8243389802290352,
"queueFactor": 0.8408744011966124,
"queueWeight": 0.8408744011966124,
"recentSuccess": 11,
"recentSuccessRate": 0.3055555555555556,
"recentTerminal": 36,
"recentWilsonLowerBound": 0.18004270282805357,
"running": 2,
"selectionWeight": 0.693165546383116,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 6.0,
"waiting": 16137
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 530.8264462809917,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.452410862085459,
"queueFactor": 1.0726029348907884,
"queueWeight": 1.0726029348907884,
"recentSuccess": 24,
"recentSuccessRate": 0.19834710743801653,
"recentTerminal": 121,
"recentWilsonLowerBound": 0.13706713532662643,
"running": 8,
"selectionWeight": 0.485257218449335,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 20.166666666666668,
"waiting": 10705
},
"MetaX_c-500": {
"available": true,
"backlogHours": 522.992125984252,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.28314216288516453,
"queueFactor": 1.074997838876504,
"queueWeight": 1.074997838876504,
"recentSuccess": 21,
"recentSuccessRate": 0.16535433070866143,
"recentTerminal": 127,
"recentWilsonLowerBound": 0.11076955003924022,
"running": 4,
"selectionWeight": 0.30437721319637095,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 21.166666666666668,
"waiting": 11070
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 2282.7368421052633,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 1.1570436116930358,
"queueFactor": 0.8618138842161863,
"queueWeight": 0.8618138842161863,
"recentSuccess": 18,
"recentSuccessRate": 0.3157894736842105,
"recentTerminal": 57,
"recentWilsonLowerBound": 0.2100412363168152,
"running": 4,
"selectionWeight": 0.9971562492007,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 9.5,
"waiting": 21686
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 1843.6470588235295,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.06080588035523543,
"queueFactor": 0.8898774383988133,
"queueWeight": 0.8898774383988133,
"recentSuccess": 6,
"recentSuccessRate": 0.11764705882352941,
"recentTerminal": 51,
"recentWilsonLowerBound": 0.05504998764172767,
"running": 2,
"selectionWeight": 0.05410978105010163,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 8.5,
"waiting": 15671
},
"Vastai_va16": {
"available": true,
"backlogHours": 1043.7108433734938,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.05,
"queueFactor": 0.9691585564608188,
"queueWeight": 0.9691585564608188,
"recentSuccess": 3,
"recentSuccessRate": 0.03614457831325301,
"recentTerminal": 83,
"recentWilsonLowerBound": 0.012367579124893054,
"running": 16,
"selectionWeight": 0.048457927823040946,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 13.833333333333334,
"waiting": 14438
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 844.5132743362832,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 0.322958750604716,
"queueFactor": 1.0004396409098943,
"queueWeight": 1.0004396409098943,
"recentSuccess": 20,
"recentSuccessRate": 0.17699115044247787,
"recentTerminal": 113,
"recentWilsonLowerBound": 0.11759646319919158,
"running": 6,
"selectionWeight": 0.3231007364836902,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 18.833333333333332,
"waiting": 15905
}
},
"queueAttemptedAt": "2026-09-21T00:06:36.846763+00:00",
"queueError": null,
"queueUpdatedAt": "2026-09-21T00:06:36.846763+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
}