Files
submmit/.modelhub_state/market_intelligence.json

773 lines
24 KiB
JSON

{
"communityAttemptedAt": "2026-09-30T02:30:28.967650+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-09-30T02:30:28.967650+00:00",
"frameworkAttemptedAt": "2026-09-30T02:21:12.566642+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b3": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 40195,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 19518,
"successRate": 0.4855827839283493,
"wilsonLowerBound": 0.4806983277112154
},
"vllm": {
"framework": "vllm",
"modelCount": 53858,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14958,
"successRate": 0.27773032789929075,
"wilsonLowerBound": 0.2739636661434069
},
"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": 3205,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 906,
"successRate": 0.2826833073322933,
"wilsonLowerBound": 0.2673605865985704
}
},
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 34747,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 15860,
"successRate": 0.4564422827870032,
"wilsonLowerBound": 0.4512100161419619
},
"vllm": {
"framework": "vllm",
"modelCount": 38628,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10839,
"successRate": 0.2805995650823237,
"wilsonLowerBound": 0.2761409766542501
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 10804,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4521,
"successRate": 0.41845612736023696,
"wilsonLowerBound": 0.40918464163411417
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 64138,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12092,
"successRate": 0.18853098007421498,
"wilsonLowerBound": 0.1855225752776889
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 23756,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4872,
"successRate": 0.20508503115002524,
"wilsonLowerBound": 0.19999842488595082
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 7029,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 79,
"successRate": 0.011239152084222506,
"wilsonLowerBound": 0.009027922121244968
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26464,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3252,
"successRate": 0.1228839177750907,
"wilsonLowerBound": 0.11898303424872389
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16490,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1676,
"successRate": 0.10163735597331716,
"wilsonLowerBound": 0.09711764770880076
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 13206,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5408,
"successRate": 0.4095108284113282,
"wilsonLowerBound": 0.40115127498061653
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24471,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3796,
"successRate": 0.15512238976747988,
"wilsonLowerBound": 0.15064064588412457
},
"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": 47227,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 11745,
"successRate": 0.24869248523090606,
"wilsonLowerBound": 0.2448144988367385
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 23588,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3100,
"successRate": 0.13142275733423775,
"wilsonLowerBound": 0.12717099354142575
},
"vllm": {
"framework": "vllm",
"modelCount": 86819,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9767,
"successRate": 0.11249841624529193,
"wilsonLowerBound": 0.11041366545587353
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 43171,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5273,
"successRate": 0.12214217877742002,
"wilsonLowerBound": 0.11908684640379548
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 38864,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3550,
"successRate": 0.09134417455743105,
"wilsonLowerBound": 0.08852009576675245
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 90499,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 22037,
"successRate": 0.24350545309892926,
"wilsonLowerBound": 0.24072002939666878
},
"transformers": {
"framework": "transformers",
"modelCount": 5412,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 580,
"successRate": 0.10716925351071692,
"wilsonLowerBound": 0.09920478990009945
},
"vllm": {
"framework": "vllm",
"modelCount": 112754,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16526,
"successRate": 0.14656686237295352,
"wilsonLowerBound": 0.14451450898539636
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 20459,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3719,
"successRate": 0.18177819052739624,
"wilsonLowerBound": 0.17655339108209514
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 43284,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5633,
"successRate": 0.13014046760927825,
"wilsonLowerBound": 0.1270035254543304
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 7393,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 655,
"successRate": 0.08859732179088327,
"wilsonLowerBound": 0.08233158916631594
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 200,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 36,
"successRate": 0.18,
"wilsonLowerBound": 0.1329455066253411
},
"vllm": {
"framework": "vllm",
"modelCount": 32563,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6160,
"successRate": 0.18917175935878144,
"wilsonLowerBound": 0.18495462576641236
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 61284,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12404,
"successRate": 0.20240193198877357,
"wilsonLowerBound": 0.19923949733849936
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 11151,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3276,
"successRate": 0.2937853107344633,
"wilsonLowerBound": 0.28540309052388907
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 14369,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3600,
"successRate": 0.2505393555571021,
"wilsonLowerBound": 0.24352141480808184
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 64557,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 17697,
"successRate": 0.2741298387471537,
"wilsonLowerBound": 0.27070229667477813
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 331,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 208,
"successRate": 0.6283987915407855,
"wilsonLowerBound": 0.5751449274823321
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 47425,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 20994,
"successRate": 0.44267791249341065,
"wilsonLowerBound": 0.43821230244140635
},
"vllm": {
"framework": "vllm",
"modelCount": 37968,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4064,
"successRate": 0.10703750526759376,
"wilsonLowerBound": 0.10396736900903684
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 800,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
}
},
"Sunrise_pt-200-x1": {
"sglang": {
"framework": "sglang",
"modelCount": 6283,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 192,
"successRate": 0.030558650326277255,
"wilsonLowerBound": 0.02658115788279188
},
"vllm": {
"framework": "vllm",
"modelCount": 10048,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 747,
"successRate": 0.07434315286624203,
"wilsonLowerBound": 0.069374887461707
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 6540,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2836,
"successRate": 0.43363914373088686,
"wilsonLowerBound": 0.421670594989094
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7398,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 242,
"successRate": 0.03271154366044877,
"wilsonLowerBound": 0.02889439609899827
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 14655,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4737,
"successRate": 0.3232343909928352,
"wilsonLowerBound": 0.3157090346748608
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 27337,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 13934,
"successRate": 0.5097121117898818,
"wilsonLowerBound": 0.5037850670579854
},
"vllm": {
"framework": "vllm",
"modelCount": 64592,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6715,
"successRate": 0.10396024275452069,
"wilsonLowerBound": 0.10162997810451746
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 13036,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2011,
"successRate": 0.15426511199754525,
"wilsonLowerBound": 0.14816642736392852
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-09-30T02:30:28.967650+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 1298.64,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.7924689541544305,
"queueFactor": 0.9665063469629135,
"queueWeight": 0.9665063469629135,
"recentSuccess": 40,
"recentSuccessRate": 0.32,
"recentTerminal": 125,
"recentWilsonLowerBound": 0.24463985845742653,
"running": 8,
"selectionWeight": 0.7659262739613192,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 20.833333333333332,
"waiting": 27055
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1313.0454545454545,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.1217947819702394,
"queueFactor": 0.964908345431391,
"queueWeight": 0.964908345431391,
"recentSuccess": 48,
"recentSuccessRate": 0.36363636363636365,
"recentTerminal": 132,
"recentWilsonLowerBound": 0.28650505488913514,
"running": 8,
"selectionWeight": 1.0824291469844718,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 22.0,
"waiting": 28887
},
"Biren_166m": {
"available": true,
"backlogHours": 115.5566037735849,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.15667668670111834,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 34,
"recentSuccessRate": 0.16037735849056603,
"recentTerminal": 212,
"recentWilsonLowerBound": 0.11709470910753234,
"running": 8,
"selectionWeight": 0.20367969271145384,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 35.333333333333336,
"waiting": 4083
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1723.2222222222222,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.747494192677261,
"queueFactor": 0.9263536855404981,
"queueWeight": 0.9263536855404981,
"recentSuccess": 19,
"recentSuccessRate": 0.35185185185185186,
"recentTerminal": 54,
"recentWilsonLowerBound": 0.23822831722420018,
"running": 7,
"selectionWeight": 0.6924440003067,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 9.0,
"waiting": 15509
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 419.9032258064516,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.2595701117219406,
"queueFactor": 1.1448686020703254,
"queueWeight": 1.1448686020703254,
"recentSuccess": 26,
"recentSuccessRate": 0.20967741935483872,
"recentTerminal": 124,
"recentWilsonLowerBound": 0.1472978818443016,
"running": 7,
"selectionWeight": 0.29717367094633634,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 20.666666666666668,
"waiting": 8678
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 35.45454545454545,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 4,
"recentSuccessRate": 0.011019283746556474,
"recentTerminal": 363,
"recentWilsonLowerBound": 0.0042932279709453815,
"running": 24,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 60.5,
"waiting": 2145
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 115.07063197026022,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.05035972539250093,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 27,
"recentSuccessRate": 0.10037174721189591,
"recentTerminal": 269,
"recentWilsonLowerBound": 0.06990081838958982,
"running": 5,
"selectionWeight": 0.06546764301025121,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 44.833333333333336,
"waiting": 5159
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 3031.3125,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 1.3218313097685372,
"queueFactor": 0.8511055453139373,
"queueWeight": 0.8511055453139373,
"recentSuccess": 15,
"recentSuccessRate": 0.46875,
"recentTerminal": 32,
"recentWilsonLowerBound": 0.3086912990168234,
"running": 2,
"selectionWeight": 1.1250179577135868,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 5.333333333333333,
"waiting": 16167
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 389.31428571428575,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.6111440127180484,
"queueFactor": 1.1579317857040323,
"queueWeight": 1.1579317857040323,
"recentSuccess": 40,
"recentSuccessRate": 0.2857142857142857,
"recentTerminal": 140,
"recentWilsonLowerBound": 0.2173886674936126,
"running": 8,
"selectionWeight": 0.7076630779689377,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 23.333333333333332,
"waiting": 9084
},
"MetaX_c-500": {
"available": true,
"backlogHours": 759.7317073170732,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.3278680340930667,
"queueFactor": 1.0474395996931891,
"queueWeight": 1.0474395996931891,
"recentSuccess": 20,
"recentSuccessRate": 0.24390243902439024,
"recentTerminal": 82,
"recentWilsonLowerBound": 0.1637976208028234,
"running": 4,
"selectionWeight": 0.34342196238263467,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 13.666666666666666,
"waiting": 10383
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 1942.3235294117646,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 2.5,
"queueFactor": 0.9098709326858069,
"queueWeight": 0.9098709326858069,
"recentSuccess": 36,
"recentSuccessRate": 0.5294117647058824,
"recentTerminal": 68,
"recentWilsonLowerBound": 0.41240715813747064,
"running": 4,
"selectionWeight": 2.2746773317145172,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 11.333333333333334,
"waiting": 22013
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 2213.086956521739,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.05,
"queueFactor": 0.8922329444434316,
"queueWeight": 0.8922329444434316,
"recentSuccess": 6,
"recentSuccessRate": 0.13043478260869565,
"recentTerminal": 46,
"recentWilsonLowerBound": 0.06117757137492025,
"running": 2,
"selectionWeight": 0.044611647222171584,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 7.666666666666667,
"waiting": 16967
},
"Vastai_va16": {
"available": true,
"backlogHours": 962.2,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.2303858187329671,
"queueFactor": 1.010969896379269,
"queueWeight": 1.010969896379269,
"recentSuccess": 19,
"recentSuccessRate": 0.2111111111111111,
"recentTerminal": 90,
"recentWilsonLowerBound": 0.13952483847594746,
"running": 16,
"selectionWeight": 0.2329131272917208,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 15.0,
"waiting": 14433
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 1107.3861386138615,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 0.4581797612707978,
"queueFactor": 0.9898814008139363,
"queueWeight": 0.9898814008139363,
"recentSuccess": 27,
"recentSuccessRate": 0.26732673267326734,
"recentTerminal": 101,
"recentWilsonLowerBound": 0.19070838238104168,
"running": 6,
"selectionWeight": 0.45354362391133224,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 16.833333333333332,
"waiting": 18641
}
},
"queueAttemptedAt": "2026-09-30T02:30:28.967650+00:00",
"queueError": null,
"queueUpdatedAt": "2026-09-30T02:30:28.967650+00:00",
"supportedGpus": [
"Vastai_va16",
"Cambricon_mlu-370-x4",
"Kunlunxin_p-800",
"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
}