Files
submmit/.modelhub_state/market_intelligence.json

712 lines
22 KiB
JSON

{
"communityAttemptedAt": "2026-09-23T02:31:48.075376+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-09-23T02:31:48.075376+00:00",
"frameworkAttemptedAt": "2026-09-23T01:39:44.904617+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 33522,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14972,
"successRate": 0.44663206252610227,
"wilsonLowerBound": 0.4413165014100769
},
"vllm": {
"framework": "vllm",
"modelCount": 37885,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10729,
"successRate": 0.28319915533852447,
"wilsonLowerBound": 0.27868432555059713
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 9619,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4050,
"successRate": 0.42104168832518973,
"wilsonLowerBound": 0.4112083068888436
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 64092,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12089,
"successRate": 0.18861948449104413,
"wilsonLowerBound": 0.18560945625417716
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 19683,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3976,
"successRate": 0.20200172737895647,
"wilsonLowerBound": 0.1964510780026152
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 6356,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 65,
"successRate": 0.010226557583385778,
"wilsonLowerBound": 0.008032098669339785
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26223,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3233,
"successRate": 0.12328871601266064,
"wilsonLowerBound": 0.11936452080982458
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16472,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1674,
"successRate": 0.1016270033997086,
"wilsonLowerBound": 0.09710508731059955
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 11824,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4939,
"successRate": 0.41770974289580515,
"wilsonLowerBound": 0.40884830026001817
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24305,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3789,
"successRate": 0.1558938490022629,
"wilsonLowerBound": 0.15138767266168512
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 8117,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 544,
"successRate": 0.06701983491437723,
"wilsonLowerBound": 0.061782123503913065
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 44514,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 11103,
"successRate": 0.2494271465157029,
"wilsonLowerBound": 0.24542934745078349
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 23396,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3077,
"successRate": 0.1315182082407249,
"wilsonLowerBound": 0.12724793098498738
},
"vllm": {
"framework": "vllm",
"modelCount": 86713,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9764,
"successRate": 0.11260134005281791,
"wilsonLowerBound": 0.11051448155701736
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 41166,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5061,
"successRate": 0.12294126220667541,
"wilsonLowerBound": 0.11980427661360105
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 33890,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3446,
"successRate": 0.10168191206845677,
"wilsonLowerBound": 0.09850913754310354
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 89059,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21299,
"successRate": 0.23915606508045228,
"wilsonLowerBound": 0.23636575709937582
},
"transformers": {
"framework": "transformers",
"modelCount": 5275,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 572,
"successRate": 0.10843601895734598,
"wilsonLowerBound": 0.10032830162541802
},
"vllm": {
"framework": "vllm",
"modelCount": 112673,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16519,
"successRate": 0.1466101017990113,
"wilsonLowerBound": 0.1445567614259641
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 18308,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3553,
"successRate": 0.19406816692156434,
"wilsonLowerBound": 0.18840381195247902
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 42985,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5586,
"successRate": 0.1299523089449808,
"wilsonLowerBound": 0.12680656258764683
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 6914,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 577,
"successRate": 0.08345386172982355,
"wilsonLowerBound": 0.07716372194340888
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 200,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 36,
"successRate": 0.18,
"wilsonLowerBound": 0.1329455066253411
},
"vllm": {
"framework": "vllm",
"modelCount": 31610,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5782,
"successRate": 0.1829167984814932,
"wilsonLowerBound": 0.17869350910752324
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 61010,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12400,
"successRate": 0.20324536961153908,
"wilsonLowerBound": 0.20007088477216128
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 8883,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2572,
"successRate": 0.2895418214567151,
"wilsonLowerBound": 0.28020245558873214
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 13436,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3431,
"successRate": 0.2553587377195594,
"wilsonLowerBound": 0.2480559502473149
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 62273,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 17062,
"successRate": 0.2739871212242866,
"wilsonLowerBound": 0.2704981168908029
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 3,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2,
"successRate": 0.6666666666666666,
"wilsonLowerBound": 0.20765495512648788
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 46871,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 20593,
"successRate": 0.439354824945062,
"wilsonLowerBound": 0.4348667769133688
},
"vllm": {
"framework": "vllm",
"modelCount": 37028,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3650,
"successRate": 0.09857405206870476,
"wilsonLowerBound": 0.0955793187698912
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 685,
"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": 10029,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 741,
"successRate": 0.0738857313790009,
"wilsonLowerBound": 0.06892762728669295
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 6119,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2611,
"successRate": 0.4267037097564962,
"wilsonLowerBound": 0.4143607238280708
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7379,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 235,
"successRate": 0.03184713375796178,
"wilsonLowerBound": 0.028077881387858192
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 12193,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3897,
"successRate": 0.3196096120725006,
"wilsonLowerBound": 0.31139021690565494
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 26731,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 13579,
"successRate": 0.5079869814073548,
"wilsonLowerBound": 0.501993005090935
},
"vllm": {
"framework": "vllm",
"modelCount": 63249,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6423,
"successRate": 0.10155101266423185,
"wilsonLowerBound": 0.09922109618427101
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 12682,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1855,
"successRate": 0.14627030436839616,
"wilsonLowerBound": 0.14022706216766626
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-09-23T02:41:06.871415+00:00",
"gpuStats": {
"Ascend_910-b4": {
"available": true,
"backlogHours": 1273.3533834586465,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.2284852403068665,
"queueFactor": 0.9693276066905777,
"queueWeight": 0.9693276066905777,
"recentSuccess": 56,
"recentSuccessRate": 0.42105263157894735,
"recentTerminal": 133,
"recentWilsonLowerBound": 0.3405146523621463,
"running": 8,
"selectionWeight": 1.190804657841354,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 22.166666666666668,
"waiting": 28226
},
"Biren_166m": {
"available": true,
"backlogHours": 184.3803680981595,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.19629408490507494,
"queueFactor": 1.2952563260648653,
"queueWeight": 1.2952563260648653,
"recentSuccess": 33,
"recentSuccessRate": 0.20245398773006135,
"recentTerminal": 163,
"recentWilsonLowerBound": 0.147947384091432,
"running": 6,
"selectionWeight": 0.2542511552424121,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 27.166666666666668,
"waiting": 5009
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1658.5090909090911,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.33139454748395003,
"queueFactor": 0.9316552706936355,
"queueWeight": 0.9316552706936355,
"recentSuccess": 16,
"recentSuccessRate": 0.2909090909090909,
"recentTerminal": 55,
"recentWilsonLowerBound": 0.18771037010850325,
"running": 7,
"selectionWeight": 0.3087454768425543,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 9.166666666666666,
"waiting": 15203
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 439.2096774193548,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.21494730373564325,
"queueFactor": 1.137135292431544,
"queueWeight": 1.137135292431544,
"recentSuccess": 27,
"recentSuccessRate": 0.21774193548387097,
"recentTerminal": 124,
"recentWilsonLowerBound": 0.15417986080833496,
"running": 7,
"selectionWeight": 0.24442416509080261,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 20.666666666666668,
"waiting": 9077
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 47.16,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 2,
"recentSuccessRate": 0.006666666666666667,
"recentTerminal": 300,
"recentWilsonLowerBound": 0.0018301100329710777,
"running": 23,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 50.0,
"waiting": 2358
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 151.8341968911917,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 14,
"recentSuccessRate": 0.07253886010362694,
"recentTerminal": 193,
"recentWilsonLowerBound": 0.04369812519329993,
"running": 6,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 32.166666666666664,
"waiting": 4884
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 2519.5263157894738,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.5373943252527023,
"queueFactor": 0.8750141757314279,
"queueWeight": 0.8750141757314279,
"recentSuccess": 14,
"recentSuccessRate": 0.3684210526315789,
"recentTerminal": 38,
"recentWilsonLowerBound": 0.23384013155413794,
"running": 2,
"selectionWeight": 0.47022765255374016,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 6.333333333333333,
"waiting": 15957
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 500.8064516129032,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.3951917095286977,
"queueFactor": 1.1149680855412678,
"queueWeight": 1.1149680855412678,
"recentSuccess": 34,
"recentSuccessRate": 0.27419354838709675,
"recentTerminal": 124,
"recentWilsonLowerBound": 0.2033498857097495,
"running": 8,
"selectionWeight": 0.4406261437949929,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 20.666666666666668,
"waiting": 10350
},
"MetaX_c-500": {
"available": true,
"backlogHours": 552.5641025641025,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.296591719197918,
"queueFactor": 1.0986402948384868,
"queueWeight": 1.0986402948384868,
"recentSuccess": 29,
"recentSuccessRate": 0.24786324786324787,
"recentTerminal": 117,
"recentWilsonLowerBound": 0.1784782855379003,
"running": 4,
"selectionWeight": 0.3258476138262543,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 19.5,
"waiting": 10775
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 3016.95,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 2.5,
"queueFactor": 0.8516824670093004,
"queueWeight": 0.8516824670093004,
"recentSuccess": 25,
"recentSuccessRate": 0.625,
"recentTerminal": 40,
"recentWilsonLowerBound": 0.4703216005453191,
"running": 4,
"selectionWeight": 2.129206167523251,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 6.666666666666667,
"waiting": 20113
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 4995.1578947368425,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.3462630752298841,
"queueFactor": 0.7896425469330481,
"queueWeight": 0.7896425469330481,
"recentSuccess": 7,
"recentSuccessRate": 0.3684210526315789,
"recentTerminal": 19,
"recentWilsonLowerBound": 0.1914927237627384,
"running": 2,
"selectionWeight": 0.2734240566333953,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 3.1666666666666665,
"waiting": 15818
},
"Vastai_va16": {
"available": true,
"backlogHours": 2311.263157894737,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.05,
"queueFactor": 0.8864117702794178,
"queueWeight": 0.8864117702794178,
"recentSuccess": 0,
"recentSuccessRate": 0.0,
"recentTerminal": 38,
"recentWilsonLowerBound": 0.0,
"running": 15,
"selectionWeight": 0.04432058851397089,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 6.333333333333333,
"waiting": 14638
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 1034.5531914893618,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 0.2628121829373565,
"queueFactor": 1.0,
"queueWeight": 1.0,
"recentSuccess": 23,
"recentSuccessRate": 0.24468085106382978,
"recentTerminal": 94,
"recentWilsonLowerBound": 0.16893343002359543,
"running": 6,
"selectionWeight": 0.2628121829373565,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 15.666666666666666,
"waiting": 16208
}
},
"queueAttemptedAt": "2026-09-23T02:34:31.553646+00:00",
"queueError": null,
"queueUpdatedAt": "2026-09-23T02:34:31.553646+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
}