Files
submmit/.modelhub_state/market_intelligence.json

773 lines
24 KiB
JSON

{
"communityAttemptedAt": "2026-09-21T23:58:34.577341+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-09-21T23:58:34.577341+00:00",
"frameworkAttemptedAt": "2026-09-21T21:44:28.512816+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b3": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 40008,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 19385,
"successRate": 0.48452809438112376,
"wilsonLowerBound": 0.479632650912117
},
"vllm": {
"framework": "vllm",
"modelCount": 53576,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14918,
"successRate": 0.2784455726444677,
"wilsonLowerBound": 0.2746660025950494
},
"vllm_0.23.0": {
"framework": "vllm_0.23.0",
"modelCount": 0,
"officialConfigError": "framework_mismatch",
"officialConfigValid": false,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 3064,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 867,
"successRate": 0.28296344647519583,
"wilsonLowerBound": 0.26729337960483135
}
},
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 33331,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14821,
"successRate": 0.4446611262788395,
"wilsonLowerBound": 0.4393329166733955
},
"vllm": {
"framework": "vllm",
"modelCount": 37755,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10710,
"successRate": 0.2836710369487485,
"wilsonLowerBound": 0.2791461444710626
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 9359,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3967,
"successRate": 0.423870071588845,
"wilsonLowerBound": 0.41389138016641364
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 64045,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12089,
"successRate": 0.1887579045983293,
"wilsonLowerBound": 0.18574591777528976
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 19042,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3852,
"successRate": 0.202289675454259,
"wilsonLowerBound": 0.19664427966647877
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 6260,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 62,
"successRate": 0.009904153354632588,
"wilsonLowerBound": 0.007734023601240715
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26191,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3228,
"successRate": 0.12324844412202665,
"wilsonLowerBound": 0.1193224506256753
},
"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": 11630,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4868,
"successRate": 0.4185726569217541,
"wilsonLowerBound": 0.40963497203419497
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24261,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3788,
"successRate": 0.15613536127941965,
"wilsonLowerBound": 0.15162223168543956
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 8088,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 544,
"successRate": 0.06726013847675569,
"wilsonLowerBound": 0.06200424390885557
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 43993,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10997,
"successRate": 0.24997158638874367,
"wilsonLowerBound": 0.2459473250516482
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 23382,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3077,
"successRate": 0.13159695492259002,
"wilsonLowerBound": 0.12732430470812026
},
"vllm": {
"framework": "vllm",
"modelCount": 86689,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9764,
"successRate": 0.11263251392910288,
"wilsonLowerBound": 0.11054511329016717
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 41082,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5047,
"successRate": 0.12285185726108758,
"wilsonLowerBound": 0.11971270328449583
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 33139,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3441,
"successRate": 0.1038353601496726,
"wilsonLowerBound": 0.1005967727871908
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 88939,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21213,
"successRate": 0.2385117889789631,
"wilsonLowerBound": 0.23572222816619437
},
"transformers": {
"framework": "transformers",
"modelCount": 5256,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 568,
"successRate": 0.1080669710806697,
"wilsonLowerBound": 0.09995794938526699
},
"vllm": {
"framework": "vllm",
"modelCount": 112662,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16518,
"successRate": 0.146615540288651,
"wilsonLowerBound": 0.14456206835414961
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 18111,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3539,
"successRate": 0.1954061067859312,
"wilsonLowerBound": 0.18969608183663103
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 42976,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5586,
"successRate": 0.1299795234549516,
"wilsonLowerBound": 0.12683316566088484
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 6890,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 577,
"successRate": 0.083744557329463,
"wilsonLowerBound": 0.07743339324799352
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 200,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 36,
"successRate": 0.18,
"wilsonLowerBound": 0.1329455066253411
},
"vllm": {
"framework": "vllm",
"modelCount": 31456,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5718,
"successRate": 0.18177772126144456,
"wilsonLowerBound": 0.17755469370593635
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 60954,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12397,
"successRate": 0.20338287889227943,
"wilsonLowerBound": 0.20020613145564378
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 8568,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2481,
"successRate": 0.28956582633053224,
"wilsonLowerBound": 0.28005782993352074
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 13244,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3394,
"successRate": 0.2562669888251284,
"wilsonLowerBound": 0.24890305970937632
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 61844,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16949,
"successRate": 0.2740605394217709,
"wilsonLowerBound": 0.2705592060164876
},
"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": 46788,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 20525,
"successRate": 0.43868085833974524,
"wilsonLowerBound": 0.43418964167376023
},
"vllm": {
"framework": "vllm",
"modelCount": 36855,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3582,
"successRate": 0.0971916971916972,
"wilsonLowerBound": 0.0942092783390529
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 657,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
}
},
"Sunrise_pt-200-x1": {
"sglang": {
"framework": "sglang",
"modelCount": 6280,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 192,
"successRate": 0.030573248407643312,
"wilsonLowerBound": 0.02659388008261268
},
"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": 6053,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2579,
"successRate": 0.4260697174954568,
"wilsonLowerBound": 0.4136626919701463
}
},
"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": 12049,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3891,
"successRate": 0.3229313635986389,
"wilsonLowerBound": 0.3146396028095886
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 26642,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 13525,
"successRate": 0.5076570828015915,
"wilsonLowerBound": 0.5016530882411748
},
"vllm": {
"framework": "vllm",
"modelCount": 62969,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6379,
"successRate": 0.10130381616350903,
"wilsonLowerBound": 0.09897134272792102
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 12613,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1833,
"successRate": 0.1453262506937287,
"wilsonLowerBound": 0.13928360800312015
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-09-21T23:58:34.577341+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 979.1666666666666,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.5892242841853491,
"queueFactor": 0.9972810192940773,
"queueWeight": 0.9972810192940773,
"recentSuccess": 38,
"recentSuccessRate": 0.2638888888888889,
"recentTerminal": 144,
"recentWilsonLowerBound": 0.1987136611938409,
"running": 8,
"selectionWeight": 0.5876221947251881,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 24.0,
"waiting": 23500
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1220.8489208633093,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.7392347622955056,
"queueFactor": 0.9648210229809128,
"queueWeight": 0.9648210229809128,
"recentSuccess": 56,
"recentSuccessRate": 0.4028776978417266,
"recentTerminal": 139,
"recentWilsonLowerBound": 0.32501196368104285,
"running": 8,
"selectionWeight": 1.6780502625619143,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 23.166666666666668,
"waiting": 28283
},
"Biren_166m": {
"available": true,
"backlogHours": 180.53571428571428,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.3352575809456031,
"queueFactor": 1.2851729534667333,
"queueWeight": 1.2851729534667333,
"recentSuccess": 35,
"recentSuccessRate": 0.20833333333333334,
"recentTerminal": 168,
"recentWilsonLowerBound": 0.15378310320374775,
"running": 8,
"selectionWeight": 0.43086397547597316,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 28.0,
"waiting": 5055
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 2101.6744186046512,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.6305466178638047,
"queueFactor": 0.8893264943907511,
"queueWeight": 0.8893264943907511,
"recentSuccess": 14,
"recentSuccessRate": 0.32558139534883723,
"recentTerminal": 43,
"recentWilsonLowerBound": 0.20493115181779817,
"running": 8,
"selectionWeight": 0.560761813214762,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 7.166666666666667,
"waiting": 15062
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 483.1578947368421,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.2657477529253461,
"queueFactor": 1.10874757883722,
"queueWeight": 1.10874757883722,
"recentSuccess": 23,
"recentSuccessRate": 0.20175438596491227,
"recentTerminal": 114,
"recentWilsonLowerBound": 0.13836966525548045,
"running": 7,
"selectionWeight": 0.2946471776374092,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 19.0,
"waiting": 9180
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 40.56410256410256,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 10,
"recentSuccessRate": 0.02849002849002849,
"recentTerminal": 351,
"recentWilsonLowerBound": 0.015547266406963859,
"running": 25,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 58.5,
"waiting": 2373
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 117.44578313253012,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.05149534516257742,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 24,
"recentSuccessRate": 0.0963855421686747,
"recentTerminal": 249,
"recentWilsonLowerBound": 0.06562746137893503,
"running": 3,
"selectionWeight": 0.06694394871135065,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 41.5,
"waiting": 4874
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 2830.235294117647,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.5420321664225047,
"queueFactor": 0.8504967632319744,
"queueWeight": 0.8504967632319744,
"recentSuccess": 11,
"recentSuccessRate": 0.3235294117647059,
"recentTerminal": 34,
"recentWilsonLowerBound": 0.19131451326458573,
"running": 2,
"selectionWeight": 0.46099660310995516,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 5.666666666666667,
"waiting": 16038
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 658.75,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.6665162636305064,
"queueFactor": 1.0583710508514597,
"queueWeight": 1.0583710508514597,
"recentSuccess": 28,
"recentSuccessRate": 0.2916666666666667,
"recentTerminal": 96,
"recentWilsonLowerBound": 0.21016461419964405,
"running": 8,
"selectionWeight": 0.7054215183482077,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 16.0,
"waiting": 10540
},
"MetaX_c-500": {
"available": true,
"backlogHours": 669.8969072164948,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.7823269110878763,
"queueFactor": 1.0557105232681236,
"queueWeight": 1.0557105232681236,
"recentSuccess": 30,
"recentSuccessRate": 0.30927835051546393,
"recentTerminal": 97,
"recentWilsonLowerBound": 0.22604022957947018,
"running": 4,
"selectionWeight": 0.8259107526713168,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 16.166666666666668,
"waiting": 10830
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 2740.375,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 2.5,
"queueFactor": 0.85462294178185,
"queueWeight": 0.85462294178185,
"recentSuccess": 25,
"recentSuccessRate": 0.5208333333333334,
"recentTerminal": 48,
"recentWilsonLowerBound": 0.38328995635984375,
"running": 4,
"selectionWeight": 2.136557354454625,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 8.0,
"waiting": 21923
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 4308.0,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.38417183556728784,
"queueFactor": 0.7985547408121914,
"queueWeight": 0.7985547408121914,
"recentSuccess": 7,
"recentSuccessRate": 0.3181818181818182,
"recentTerminal": 22,
"recentWilsonLowerBound": 0.16360387354692477,
"running": 2,
"selectionWeight": 0.30678224057877934,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 3.6666666666666665,
"waiting": 15796
},
"Vastai_va16": {
"available": true,
"backlogHours": 1704.8235294117646,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.05,
"queueFactor": 0.9176860541809757,
"queueWeight": 0.9176860541809757,
"recentSuccess": 6,
"recentSuccessRate": 0.11764705882352941,
"recentTerminal": 51,
"recentWilsonLowerBound": 0.05504998764172767,
"running": 17,
"selectionWeight": 0.04588430270904879,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 8.5,
"waiting": 14491
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 943.9411764705883,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 0.20371044052485024,
"queueFactor": 1.0027768673215995,
"queueWeight": 1.0027768673215995,
"recentSuccess": 19,
"recentSuccessRate": 0.18627450980392157,
"recentTerminal": 102,
"recentWilsonLowerBound": 0.12261984082072329,
"running": 7,
"selectionWeight": 0.20427611739021234,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 17.0,
"waiting": 16047
}
},
"queueAttemptedAt": "2026-09-21T23:49:41.847306+00:00",
"queueError": null,
"queueUpdatedAt": "2026-09-21T23:49:41.847306+00:00",
"supportedGpus": [
"Vastai_va16",
"Kunlunxin_p-800",
"Cambricon_mlu-370-x4",
"Iluvatar_mrv-100",
"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
}