Files
submmit/.modelhub_state/market_intelligence.json

712 lines
22 KiB
JSON

{
"communityAttemptedAt": "2026-09-28T07:47:17.682939+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-09-28T07:47:17.682939+00:00",
"frameworkAttemptedAt": "2026-09-28T05:29:38.757504+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 34416,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 15620,
"successRate": 0.453858670385867,
"wilsonLowerBound": 0.4486040752665093
},
"vllm": {
"framework": "vllm",
"modelCount": 38323,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10805,
"successRate": 0.2819455679357044,
"wilsonLowerBound": 0.2774626710671131
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 10520,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4418,
"successRate": 0.4199619771863118,
"wilsonLowerBound": 0.41056135629944535
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 64126,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12091,
"successRate": 0.18855066587655553,
"wilsonLowerBound": 0.185541858867957
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 22599,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4666,
"successRate": 0.2064693128014514,
"wilsonLowerBound": 0.20124200126174852
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 6889,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 75,
"successRate": 0.010886921178690665,
"wilsonLowerBound": 0.008694589504160381
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26438,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3249,
"successRate": 0.1228912928360693,
"wilsonLowerBound": 0.11898841531930271
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16487,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1676,
"successRate": 0.10165585006368653,
"wilsonLowerBound": 0.0971353627253932
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 12803,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5281,
"successRate": 0.41248144966023587,
"wilsonLowerBound": 0.40398160818369533
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24435,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3796,
"successRate": 0.15535093104153877,
"wilsonLowerBound": 0.15086316357720062
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 8123,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 544,
"successRate": 0.066970331158439,
"wilsonLowerBound": 0.061736366111672984
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 46444,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 11572,
"successRate": 0.24916027904573249,
"wilsonLowerBound": 0.24524740578263718
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 23535,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3093,
"successRate": 0.13142128744423198,
"wilsonLowerBound": 0.1271648270960522
},
"vllm": {
"framework": "vllm",
"modelCount": 86785,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9764,
"successRate": 0.11250792187590021,
"wilsonLowerBound": 0.11042268813228984
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 42718,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5236,
"successRate": 0.12257128142703311,
"wilsonLowerBound": 0.11949524285426359
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 37515,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3534,
"successRate": 0.09420231907237105,
"wilsonLowerBound": 0.09128775868903354
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 90109,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21842,
"successRate": 0.2423953212220755,
"wilsonLowerBound": 0.2396082915408655
},
"transformers": {
"framework": "transformers",
"modelCount": 5371,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 579,
"successRate": 0.10780115434742134,
"wilsonLowerBound": 0.0997855670958526
},
"vllm": {
"framework": "vllm",
"modelCount": 112739,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16525,
"successRate": 0.14657749314789026,
"wilsonLowerBound": 0.1445249416624312
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 19902,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3698,
"successRate": 0.18581047130941614,
"wilsonLowerBound": 0.1804674092709296
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 43205,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5621,
"successRate": 0.1301006827913436,
"wilsonLowerBound": 0.12696131987585094
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 7269,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 637,
"successRate": 0.08763241161095062,
"wilsonLowerBound": 0.08134795712848727
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 200,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 36,
"successRate": 0.18,
"wilsonLowerBound": 0.1329455066253411
},
"vllm": {
"framework": "vllm",
"modelCount": 32281,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6063,
"successRate": 0.1878194603636814,
"wilsonLowerBound": 0.18359601611509577
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 61227,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12401,
"successRate": 0.20254136247080537,
"wilsonLowerBound": 0.19937663843856054
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 10470,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3083,
"successRate": 0.2944603629417383,
"wilsonLowerBound": 0.28580616991767743
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 14159,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3560,
"successRate": 0.251430185747581,
"wilsonLowerBound": 0.24435223333484743
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 63967,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 17525,
"successRate": 0.2739693904669595,
"wilsonLowerBound": 0.2705267799759555
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 241,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 155,
"successRate": 0.6431535269709544,
"wilsonLowerBound": 0.5808570824452765
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 47274,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 20891,
"successRate": 0.4419131023395524,
"wilsonLowerBound": 0.4374412371417048
},
"vllm": {
"framework": "vllm",
"modelCount": 37673,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3953,
"successRate": 0.10492925968200037,
"wilsonLowerBound": 0.10187474171470277
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 773,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
}
},
"Sunrise_pt-200-x1": {
"sglang": {
"framework": "sglang",
"modelCount": 6282,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 192,
"successRate": 0.030563514804202482,
"wilsonLowerBound": 0.02658539726335166
},
"vllm": {
"framework": "vllm",
"modelCount": 10042,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 744,
"successRate": 0.07408882692690699,
"wilsonLowerBound": 0.06912729387165777
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 6424,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2775,
"successRate": 0.4319738480697385,
"wilsonLowerBound": 0.41990465208429023
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7394,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 241,
"successRate": 0.03259399513118745,
"wilsonLowerBound": 0.028782966020733367
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 14072,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4569,
"successRate": 0.3246873223422399,
"wilsonLowerBound": 0.3169992428851391
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 27173,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 13841,
"successRate": 0.5093659146947337,
"wilsonLowerBound": 0.5034209796217549
},
"vllm": {
"framework": "vllm",
"modelCount": 64263,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6619,
"successRate": 0.10299861506621229,
"wilsonLowerBound": 0.1006721885436488
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 12942,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1967,
"successRate": 0.15198578272291763,
"wilsonLowerBound": 0.14590384284296412
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-09-28T07:57:33.164535+00:00",
"gpuStats": {
"Ascend_910-b4": {
"available": true,
"backlogHours": 1417.3658536585365,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.5,
"queueFactor": 0.9233512368366771,
"queueWeight": 0.9233512368366771,
"recentSuccess": 50,
"recentSuccessRate": 0.4065040650406504,
"recentTerminal": 123,
"recentWilsonLowerBound": 0.32380845131879504,
"running": 8,
"selectionWeight": 2.3083780920916928,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 20.5,
"waiting": 29056
},
"Biren_166m": {
"available": true,
"backlogHours": 122.39461883408073,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.10636236860937724,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 25,
"recentSuccessRate": 0.11210762331838565,
"recentTerminal": 223,
"recentWilsonLowerBound": 0.07709696227379467,
"running": 8,
"selectionWeight": 0.13827107919219042,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 37.166666666666664,
"waiting": 4549
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1408.3636363636363,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.5862257092131069,
"queueFactor": 0.9242341461960721,
"queueWeight": 0.9242341461960721,
"recentSuccess": 17,
"recentSuccessRate": 0.25757575757575757,
"recentTerminal": 66,
"recentWilsonLowerBound": 0.1674870734589668,
"running": 7,
"selectionWeight": 0.5418098178327627,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 11.0,
"waiting": 15492
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 503.1028037383178,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.4986729207888227,
"queueFactor": 1.0785510836067314,
"queueWeight": 1.0785510836067314,
"recentSuccess": 24,
"recentSuccessRate": 0.22429906542056074,
"recentTerminal": 107,
"recentWilsonLowerBound": 0.15561444075406777,
"running": 7,
"selectionWeight": 0.5378442190821184,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 17.833333333333332,
"waiting": 8972
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 30.444444444444443,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 24,
"recentSuccessRate": 0.05555555555555555,
"recentTerminal": 432,
"recentWilsonLowerBound": 0.03761388195809814,
"running": 24,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 72.0,
"waiting": 2192
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 93.9622641509434,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.36690173682150135,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 55,
"recentSuccessRate": 0.17295597484276728,
"recentTerminal": 318,
"recentWilsonLowerBound": 0.13535504064253795,
"running": 10,
"selectionWeight": 0.4769722578679518,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 53.0,
"waiting": 4980
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 2502.153846153846,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 1.4015397244103278,
"queueFactor": 0.8478951064598879,
"queueWeight": 0.8478951064598879,
"recentSuccess": 15,
"recentSuccessRate": 0.38461538461538464,
"recentTerminal": 39,
"recentWilsonLowerBound": 0.24891162547007062,
"running": 2,
"selectionWeight": 1.1883586738366567,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 6.5,
"waiting": 16264
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 415.5217391304348,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.3124569331265879,
"queueFactor": 1.1099416992058986,
"queueWeight": 1.1099416992058986,
"recentSuccess": 25,
"recentSuccessRate": 0.18115942028985507,
"recentTerminal": 138,
"recentWilsonLowerBound": 0.12582458991984352,
"running": 8,
"selectionWeight": 0.34680897928318877,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 23.0,
"waiting": 9557
},
"MetaX_c-500": {
"available": true,
"backlogHours": 715.159090909091,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 1.2967985741063295,
"queueFactor": 1.023125315283685,
"queueWeight": 1.023125315283685,
"recentSuccess": 29,
"recentSuccessRate": 0.32954545454545453,
"recentTerminal": 88,
"recentWilsonLowerBound": 0.240276916679746,
"running": 4,
"selectionWeight": 1.3267874499919714,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 14.666666666666666,
"waiting": 10489
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 1979.2835820895523,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 2.453238700865696,
"queueFactor": 0.8782396225677993,
"queueWeight": 0.8782396225677993,
"recentSuccess": 29,
"recentSuccessRate": 0.43283582089552236,
"recentTerminal": 67,
"recentWilsonLowerBound": 0.32104123341736546,
"running": 4,
"selectionWeight": 2.154531430717007,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 11.166666666666666,
"waiting": 22102
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 2644.7368421052633,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.33535753394125406,
"queueFactor": 0.8408758125636439,
"queueWeight": 0.8408758125636439,
"recentSuccess": 9,
"recentSuccessRate": 0.23684210526315788,
"recentTerminal": 38,
"recentWilsonLowerBound": 0.12993561496969508,
"running": 2,
"selectionWeight": 0.28199403885219176,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 6.333333333333333,
"waiting": 16750
},
"Vastai_va16": {
"available": true,
"backlogHours": 832.9038461538462,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.6594786079414838,
"queueFactor": 1.0,
"queueWeight": 1.0,
"recentSuccess": 26,
"recentSuccessRate": 0.25,
"recentTerminal": 104,
"recentWilsonLowerBound": 0.17669524526012348,
"running": 16,
"selectionWeight": 0.6594786079414838,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 17.333333333333332,
"waiting": 14437
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 929.1864406779661,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 0.35616364339792994,
"queueFactor": 0.9837252085432097,
"queueWeight": 0.9837252085432097,
"recentSuccess": 23,
"recentSuccessRate": 0.19491525423728814,
"recentTerminal": 118,
"recentWilsonLowerBound": 0.1335397978223456,
"running": 6,
"selectionWeight": 0.350367154377138,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 19.666666666666668,
"waiting": 18274
}
},
"queueAttemptedAt": "2026-09-28T07:52:28.162159+00:00",
"queueError": null,
"queueUpdatedAt": "2026-09-28T07:52:28.162159+00:00",
"supportedGpus": [
"Vastai_va16",
"Cambricon_mlu-370-x4",
"Kunlunxin_p-800",
"Iluvatar_mrv-100",
"Iluvatar_bi-150",
"Ascend_910-b4",
"hygon_k100-ai",
"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
}