Files
submmit/.modelhub_state/market_intelligence.json

755 lines
24 KiB
JSON

{
"communityAttemptedAt": "2026-09-19T17:42:47.495024+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-09-19T17:42:47.495024+00:00",
"frameworkAttemptedAt": "2026-09-19T16:57:00.094728+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b3": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 39680,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 19193,
"successRate": 0.4836945564516129,
"wilsonLowerBound": 0.4787792709478902
},
"vllm": {
"framework": "vllm",
"modelCount": 52987,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14816,
"successRate": 0.27961575480778306,
"wilsonLowerBound": 0.2758103327278731
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 2753,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 782,
"successRate": 0.2840537595350527,
"wilsonLowerBound": 0.267517858082399
}
},
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 32979,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14584,
"successRate": 0.44222080718032686,
"wilsonLowerBound": 0.4368675574806479
},
"vllm": {
"framework": "vllm",
"modelCount": 37516,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10661,
"successRate": 0.2841720865763941,
"wilsonLowerBound": 0.2796303945037936
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 8863,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3811,
"successRate": 0.42998984542479973,
"wilsonLowerBound": 0.4197152754642753
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 63946,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12085,
"successRate": 0.1889875832733869,
"wilsonLowerBound": 0.18597185159120364
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 17873,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3579,
"successRate": 0.20024618139092487,
"wilsonLowerBound": 0.19444385225854224
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 6078,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 61,
"successRate": 0.010036196117143797,
"wilsonLowerBound": 0.007821493248097717
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26157,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3223,
"successRate": 0.12321749436097412,
"wilsonLowerBound": 0.11928942022491816
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16468,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1674,
"successRate": 0.10165168812241923,
"wilsonLowerBound": 0.09712873155638158
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 11255,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4735,
"successRate": 0.42070191026210574,
"wilsonLowerBound": 0.41160992109971617
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24164,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3788,
"successRate": 0.1567621254759146,
"wilsonLowerBound": 0.15223248521681057
},
"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": 43098,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10806,
"successRate": 0.25073089238479745,
"wilsonLowerBound": 0.24666109266673353
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 23282,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3059,
"successRate": 0.13138905592303066,
"wilsonLowerBound": 0.12711031484186042
},
"vllm": {
"framework": "vllm",
"modelCount": 86642,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9764,
"successRate": 0.11269361279748852,
"wilsonLowerBound": 0.11060514965061183
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 40541,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4971,
"successRate": 0.12261661034508275,
"wilsonLowerBound": 0.11945947056123453
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 31992,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3417,
"successRate": 0.106807951987997,
"wilsonLowerBound": 0.10347041729843114
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 88629,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21070,
"successRate": 0.2377325706033014,
"wilsonLowerBound": 0.2349413430908641
},
"transformers": {
"framework": "transformers",
"modelCount": 5181,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 566,
"successRate": 0.10924531943640224,
"wilsonLowerBound": 0.10103871178963275
},
"vllm": {
"framework": "vllm",
"modelCount": 112547,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16510,
"successRate": 0.14669426994944335,
"wilsonLowerBound": 0.1446392932437984
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 17440,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3456,
"successRate": 0.1981651376146789,
"wilsonLowerBound": 0.1923157411675186
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 42850,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5574,
"successRate": 0.13008168028004669,
"wilsonLowerBound": 0.1269296755781395
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 6733,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 555,
"successRate": 0.08242982325857716,
"wilsonLowerBound": 0.07609627867751127
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 200,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 36,
"successRate": 0.18,
"wilsonLowerBound": 0.1329455066253411
},
"vllm": {
"framework": "vllm",
"modelCount": 31197,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5609,
"successRate": 0.1797929288072571,
"wilsonLowerBound": 0.17557107925014906
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 60889,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12391,
"successRate": 0.20350145346450096,
"wilsonLowerBound": 0.20032231965167654
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 7994,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2319,
"successRate": 0.2900925694270703,
"wilsonLowerBound": 0.28024710343656134
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 12941,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3340,
"successRate": 0.25809442856038944,
"wilsonLowerBound": 0.2506276124741752
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 61040,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16732,
"successRate": 0.27411533420707734,
"wilsonLowerBound": 0.2705908872031442
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 46607,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 20409,
"successRate": 0.43789559508228376,
"wilsonLowerBound": 0.43339662776602217
},
"vllm": {
"framework": "vllm",
"modelCount": 36575,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3470,
"successRate": 0.09487354750512646,
"wilsonLowerBound": 0.0919127038523324
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 535,
"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": 10026,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 739,
"successRate": 0.07370835826850189,
"wilsonLowerBound": 0.06875525826123706
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 5955,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2525,
"successRate": 0.42401343408900083,
"wilsonLowerBound": 0.4115144236485661
}
},
"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": 11685,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3836,
"successRate": 0.3282841249465126,
"wilsonLowerBound": 0.3198272664249393
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 26485,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 13438,
"successRate": 0.5073815367188975,
"wilsonLowerBound": 0.5013597623186946
},
"vllm": {
"framework": "vllm",
"modelCount": 62428,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6281,
"successRate": 0.10061190491446145,
"wilsonLowerBound": 0.09827668247931033
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 12490,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1801,
"successRate": 0.14419535628502803,
"wilsonLowerBound": 0.1381439247920521
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-09-19T17:46:38.123595+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 1252.0714285714284,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.7616450806910137,
"queueFactor": 0.9767757887553612,
"queueWeight": 0.9767757887553612,
"recentSuccess": 32,
"recentSuccessRate": 0.2857142857142857,
"recentTerminal": 112,
"recentWilsonLowerBound": 0.21024717263298542,
"running": 8,
"selectionWeight": 0.7439564744436056,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 18.666666666666668,
"waiting": 23372
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1443.2068965517242,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.5,
"queueFactor": 0.9561806764063046,
"queueWeight": 0.9561806764063046,
"recentSuccess": 52,
"recentSuccessRate": 0.4482758620689655,
"recentTerminal": 116,
"recentWilsonLowerBound": 0.3608783144793255,
"running": 9,
"selectionWeight": 2.3904516910157616,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 19.333333333333332,
"waiting": 27902
},
"Biren_166m": {
"available": true,
"backlogHours": 170.85882352941178,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.24908638890280715,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 30,
"recentSuccessRate": 0.17647058823529413,
"recentTerminal": 170,
"recentWilsonLowerBound": 0.1265006037723213,
"running": 9,
"selectionWeight": 0.3238123055736493,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 28.333333333333332,
"waiting": 4841
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1429.5483870967741,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.3091404552250685,
"queueFactor": 0.9575455075766538,
"queueWeight": 0.9575455075766538,
"recentSuccess": 14,
"recentSuccessRate": 0.22580645161290322,
"recentTerminal": 62,
"recentWilsonLowerBound": 0.13955057139297952,
"running": 7,
"selectionWeight": 0.29601605411096604,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 10.333333333333334,
"waiting": 14772
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 421.4418604651163,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.257079376467951,
"queueFactor": 1.150081457526648,
"queueWeight": 1.150081457526648,
"recentSuccess": 24,
"recentSuccessRate": 0.18604651162790697,
"recentTerminal": 129,
"recentWilsonLowerBound": 0.12832985632587554,
"running": 7,
"selectionWeight": 0.29566222398830294,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 21.5,
"waiting": 9061
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 41.5,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 12,
"recentSuccessRate": 0.03225806451612903,
"recentTerminal": 372,
"recentWilsonLowerBound": 0.018547347148893566,
"running": 25,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 62.0,
"waiting": 2573
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 101.06122448979592,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.08636036451106796,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 32,
"recentSuccessRate": 0.10884353741496598,
"recentTerminal": 294,
"recentWilsonLowerBound": 0.07816017792459272,
"running": 10,
"selectionWeight": 0.11226847386438835,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 49.0,
"waiting": 4952
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 3207.2,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 1.361455496217008,
"queueFactor": 0.8482431195161734,
"queueWeight": 0.8482431195161734,
"recentSuccess": 13,
"recentSuccessRate": 0.43333333333333335,
"recentTerminal": 30,
"recentWilsonLowerBound": 0.27377237430615114,
"running": 2,
"selectionWeight": 1.1548452571935546,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 5.0,
"waiting": 16036
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 559.6842105263158,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.30341443517109773,
"queueFactor": 1.1021679901080108,
"queueWeight": 1.1021679901080108,
"recentSuccess": 23,
"recentSuccessRate": 0.20175438596491227,
"recentTerminal": 114,
"recentWilsonLowerBound": 0.13836966525548045,
"running": 8,
"selectionWeight": 0.3344136781822861,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 19.0,
"waiting": 10634
},
"MetaX_c-500": {
"available": true,
"backlogHours": 712.0212765957447,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.4173094043010301,
"queueFactor": 1.0630784300002571,
"queueWeight": 1.0630784300002571,
"recentSuccess": 22,
"recentSuccessRate": 0.23404255319148937,
"recentTerminal": 94,
"recentWilsonLowerBound": 0.1599410529376495,
"running": 4,
"selectionWeight": 0.4436326263486816,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 15.666666666666666,
"waiting": 11155
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 1852.0869565217392,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 1.0777090069996662,
"queueFactor": 0.9210645046394735,
"queueWeight": 0.9210645046394735,
"recentSuccess": 24,
"recentSuccessRate": 0.34782608695652173,
"recentTerminal": 69,
"recentWilsonLowerBound": 0.2461797794825202,
"running": 4,
"selectionWeight": 0.9926395126776465,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 11.5,
"waiting": 21299
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 5600.117647058823,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 1.2323232620394746,
"queueFactor": 0.7802067071238249,
"queueWeight": 0.7802067071238249,
"recentSuccess": 8,
"recentSuccessRate": 0.47058823529411764,
"recentTerminal": 17,
"recentWilsonLowerBound": 0.26164801196088106,
"running": 2,
"selectionWeight": 0.9614668743879089,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 2.8333333333333335,
"waiting": 15867
},
"Vastai_va16": {
"available": true,
"backlogHours": 1986.7142857142858,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.05,
"queueFactor": 0.9114208089128032,
"queueWeight": 0.9114208089128032,
"recentSuccess": 5,
"recentSuccessRate": 0.11904761904761904,
"recentTerminal": 42,
"recentWilsonLowerBound": 0.05193726765019085,
"running": 16,
"selectionWeight": 0.045571040445640164,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 7.0,
"waiting": 13907
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 888.969696969697,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 1.0116152942751329,
"queueFactor": 1.0282677344739275,
"queueWeight": 1.0282677344739275,
"recentSuccess": 32,
"recentSuccessRate": 0.32323232323232326,
"recentTerminal": 99,
"recentWilsonLowerBound": 0.23919862826396276,
"running": 7,
"selectionWeight": 1.0402113668034663,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 16.5,
"waiting": 14668
}
},
"queueAttemptedAt": "2026-09-19T17:42:47.495024+00:00",
"queueError": null,
"queueUpdatedAt": "2026-09-19T17:42:47.495024+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
}