Files
submmit/.modelhub_state/market_intelligence.json

712 lines
22 KiB
JSON

{
"communityAttemptedAt": "2026-09-23T02:01:45.345913+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-09-23T02:01:45.345913+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": "2026-09-23T02:06:58.651001+00:00",
"gpuStats": {
"Ascend_910-b4": {
"available": true,
"backlogHours": 1303.1538461538462,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.6631459417888008,
"queueFactor": 0.9541807783080172,
"queueWeight": 0.9541807783080172,
"recentSuccess": 55,
"recentSuccessRate": 0.4230769230769231,
"recentTerminal": 130,
"recentWilsonLowerBound": 0.34155499024701075,
"running": 8,
"selectionWeight": 1.5869418891758582,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 21.666666666666668,
"waiting": 28235
},
"Biren_166m": {
"available": true,
"backlogHours": 181.6987951807229,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.21508098404936535,
"queueFactor": 1.282263292841861,
"queueWeight": 1.282263292841861,
"recentSuccess": 31,
"recentSuccessRate": 0.18674698795180722,
"recentTerminal": 166,
"recentWilsonLowerBound": 0.1347953849388279,
"running": 8,
"selectionWeight": 0.27579045083480697,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 27.666666666666668,
"waiting": 5027
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1940.808510638298,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.6425152317355626,
"queueFactor": 0.8988404612052547,
"queueWeight": 0.8988404612052547,
"recentSuccess": 16,
"recentSuccessRate": 0.3404255319148936,
"recentTerminal": 47,
"recentWilsonLowerBound": 0.2216726071376219,
"running": 7,
"selectionWeight": 0.5775186872245942,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 7.833333333333333,
"waiting": 15203
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 425.625,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.24326968385427875,
"queueFactor": 1.128563363574534,
"queueWeight": 1.128563363574534,
"recentSuccess": 26,
"recentSuccessRate": 0.203125,
"recentTerminal": 128,
"recentWilsonLowerBound": 0.14255643643579252,
"running": 7,
"selectionWeight": 0.2745452526662983,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 21.333333333333332,
"waiting": 9080
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 42.70694864048338,
"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": 0.012084592145015106,
"recentTerminal": 331,
"recentWilsonLowerBound": 0.0047091473116656095,
"running": 24,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 55.166666666666664,
"waiting": 2356
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 131.64864864864865,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 13,
"recentSuccessRate": 0.05855855855855856,
"recentTerminal": 222,
"recentWilsonLowerBound": 0.03453747531112645,
"running": 3,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 37.0,
"waiting": 4871
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 2519.5263157894738,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.7226680696415356,
"queueFactor": 0.8643351647734924,
"queueWeight": 0.8643351647734924,
"recentSuccess": 14,
"recentSuccessRate": 0.3684210526315789,
"recentTerminal": 38,
"recentWilsonLowerBound": 0.23384013155413794,
"running": 2,
"selectionWeight": 0.6246274250501583,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 6.333333333333333,
"waiting": 15957
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 428.9793103448276,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.3440961604836127,
"queueFactor": 1.1272352600505497,
"queueWeight": 1.1272352600505497,
"recentSuccess": 33,
"recentSuccessRate": 0.22758620689655173,
"recentTerminal": 145,
"recentWilsonLowerBound": 0.16689282461508925,
"running": 8,
"selectionWeight": 0.3878773249451409,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 24.166666666666668,
"waiting": 10367
},
"MetaX_c-500": {
"available": true,
"backlogHours": 509.62204724409446,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.3619375316827328,
"queueFactor": 1.098481597877436,
"queueWeight": 1.098481597877436,
"recentSuccess": 30,
"recentSuccessRate": 0.23622047244094488,
"recentTerminal": 127,
"recentWilsonLowerBound": 0.17077199899216422,
"running": 4,
"selectionWeight": 0.3975817181346635,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 21.166666666666668,
"waiting": 10787
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 2805.767441860465,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 2.5,
"queueFactor": 0.8504959823513284,
"queueWeight": 0.8504959823513284,
"recentSuccess": 24,
"recentSuccessRate": 0.5581395348837209,
"recentTerminal": 43,
"recentWilsonLowerBound": 0.4110735806551172,
"running": 4,
"selectionWeight": 2.126239955878321,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 7.166666666666667,
"waiting": 20108
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 5583.176470588235,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.6075642388551664,
"queueFactor": 0.7670926364424122,
"queueWeight": 0.7670926364424122,
"recentSuccess": 7,
"recentSuccessRate": 0.4117647058823529,
"recentTerminal": 17,
"recentWilsonLowerBound": 0.21610786039131383,
"running": 2,
"selectionWeight": 0.4660580537915371,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 2.8333333333333335,
"waiting": 15819
},
"Vastai_va16": {
"available": true,
"backlogHours": 3137.785714285714,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.05,
"queueFactor": 0.8363470413425208,
"queueWeight": 0.8363470413425208,
"recentSuccess": 0,
"recentSuccessRate": 0.0,
"recentTerminal": 28,
"recentWilsonLowerBound": 0.0,
"running": 16,
"selectionWeight": 0.04181735206712604,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 4.666666666666667,
"waiting": 14643
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 953.2352941176471,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 0.32898174033489436,
"queueFactor": 1.0,
"queueWeight": 1.0,
"recentSuccess": 24,
"recentSuccessRate": 0.23529411764705882,
"recentTerminal": 102,
"recentWilsonLowerBound": 0.1635198113173856,
"running": 6,
"selectionWeight": 0.32898174033489436,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 17.0,
"waiting": 16205
}
},
"queueAttemptedAt": "2026-09-23T02:01:45.345913+00:00",
"queueError": null,
"queueUpdatedAt": "2026-09-23T02:01:45.345913+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
}