Files
submmit/.modelhub_state/market_intelligence.json

755 lines
24 KiB
JSON

{
"communityAttemptedAt": "2026-09-17T06:58:16.540830+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-09-17T06:58:16.540830+00:00",
"frameworkAttemptedAt": "2026-09-17T02:40:25.916083+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b3": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 39324,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 18958,
"successRate": 0.48209744685179534,
"wilsonLowerBound": 0.47716066800941404
},
"vllm": {
"framework": "vllm",
"modelCount": 52293,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14696,
"successRate": 0.2810318780716348,
"wilsonLowerBound": 0.27719535570417475
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 2501,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 688,
"successRate": 0.27508996401439423,
"wilsonLowerBound": 0.2579432900048845
}
},
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 32537,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14286,
"successRate": 0.4390693671819774,
"wilsonLowerBound": 0.4336843948048854
},
"vllm": {
"framework": "vllm",
"modelCount": 37265,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10616,
"successRate": 0.2848785723869583,
"wilsonLowerBound": 0.28031818841137845
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 8353,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3633,
"successRate": 0.434933556805938,
"wilsonLowerBound": 0.4243343325497206
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 63894,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12072,
"successRate": 0.18893792844398535,
"wilsonLowerBound": 0.18592128632883567
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 16644,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3330,
"successRate": 0.20007209805335255,
"wilsonLowerBound": 0.19406382261046465
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 5819,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 53,
"successRate": 0.009108094174256745,
"wilsonLowerBound": 0.006970415948178855
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26113,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3213,
"successRate": 0.12304216290736415,
"wilsonLowerBound": 0.11911329137586564
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16464,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1674,
"successRate": 0.10167638483965015,
"wilsonLowerBound": 0.09715238732010051
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 10782,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4559,
"successRate": 0.42283435355221666,
"wilsonLowerBound": 0.4135386096142239
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24121,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3781,
"successRate": 0.15675137846689607,
"wilsonLowerBound": 0.15221788098170744
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 8066,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 544,
"successRate": 0.0674435903793702,
"wilsonLowerBound": 0.0621738174048722
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 42046,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10566,
"successRate": 0.25129619940065645,
"wilsonLowerBound": 0.24717292921019227
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 23181,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3052,
"successRate": 0.1316595487683879,
"wilsonLowerBound": 0.12736778891795317
},
"vllm": {
"framework": "vllm",
"modelCount": 86590,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9764,
"successRate": 0.11276128883242868,
"wilsonLowerBound": 0.1106716488921255
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 40009,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4915,
"successRate": 0.12284735934414756,
"wilsonLowerBound": 0.11966691512660059
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 30497,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3375,
"successRate": 0.11066662294651933,
"wilsonLowerBound": 0.10719452288721909
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 88323,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 20884,
"successRate": 0.23645030173341033,
"wilsonLowerBound": 0.23365954612828566
},
"transformers": {
"framework": "transformers",
"modelCount": 5150,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 565,
"successRate": 0.10970873786407767,
"wilsonLowerBound": 0.10146217960449863
},
"vllm": {
"framework": "vllm",
"modelCount": 112500,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16506,
"successRate": 0.14672,
"wilsonLowerBound": 0.144664445593628
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 16732,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3374,
"successRate": 0.20164953382739662,
"wilsonLowerBound": 0.19563869467257045
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 42791,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5570,
"successRate": 0.13016755859877077,
"wilsonLowerBound": 0.12701250238318218
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 6570,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 526,
"successRate": 0.08006088280060883,
"wilsonLowerBound": 0.07374120868188
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 200,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 36,
"successRate": 0.18,
"wilsonLowerBound": 0.1329455066253411
},
"vllm": {
"framework": "vllm",
"modelCount": 30849,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5462,
"successRate": 0.17705598236571687,
"wilsonLowerBound": 0.17283659851182676
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 60826,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12389,
"successRate": 0.20367934764738763,
"wilsonLowerBound": 0.20049752581521216
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 7299,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2133,
"successRate": 0.2922318125770654,
"wilsonLowerBound": 0.28190969205405986
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 12515,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3247,
"successRate": 0.2594486616060727,
"wilsonLowerBound": 0.25184360754190915
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 60269,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16480,
"successRate": 0.27344074067928786,
"wilsonLowerBound": 0.2698966892453307
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 46405,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 20263,
"successRate": 0.4366555328089646,
"wilsonLowerBound": 0.43214832527606106
},
"vllm": {
"framework": "vllm",
"modelCount": 36240,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3323,
"successRate": 0.09169426048565121,
"wilsonLowerBound": 0.08876606276432066
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 425,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
}
},
"Sunrise_pt-200-x1": {
"sglang": {
"framework": "sglang",
"modelCount": 6277,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 192,
"successRate": 0.03058786044288673,
"wilsonLowerBound": 0.026606614466574273
},
"vllm": {
"framework": "vllm",
"modelCount": 10019,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 736,
"successRate": 0.07346042519213494,
"wilsonLowerBound": 0.06851366643509127
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 5809,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2454,
"successRate": 0.422447925632639,
"wilsonLowerBound": 0.4098008214606837
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7372,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 235,
"successRate": 0.031877373846988605,
"wilsonLowerBound": 0.028104591006162857
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 11290,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3774,
"successRate": 0.33427812223206377,
"wilsonLowerBound": 0.3256339820895458
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 26288,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 13317,
"successRate": 0.5065809494826536,
"wilsonLowerBound": 0.5005366349981349
},
"vllm": {
"framework": "vllm",
"modelCount": 61826,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6152,
"successRate": 0.09950506259502474,
"wilsonLowerBound": 0.09717031350924202
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 12378,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1760,
"successRate": 0.14218775246404913,
"wilsonLowerBound": 0.13614612943828594
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-09-17T06:58:16.540830+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 1276.875,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.9924714795819258,
"queueFactor": 0.9919040689517716,
"queueWeight": 0.9919040689517716,
"recentSuccess": 49,
"recentSuccessRate": 0.4375,
"recentTerminal": 112,
"recentWilsonLowerBound": 0.3492101316397166,
"running": 8,
"selectionWeight": 1.976340567867669,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 18.666666666666668,
"waiting": 23835
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1626.9230769230771,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.5,
"queueFactor": 0.9565041893132229,
"queueWeight": 0.9565041893132229,
"recentSuccess": 50,
"recentSuccessRate": 0.4807692307692308,
"recentTerminal": 104,
"recentWilsonLowerBound": 0.387151844921483,
"running": 8,
"selectionWeight": 2.391260473283057,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 17.333333333333332,
"waiting": 28200
},
"Biren_166m": {
"available": true,
"backlogHours": 194.874251497006,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.24210291064567935,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 31,
"recentSuccessRate": 0.18562874251497005,
"recentTerminal": 167,
"recentWilsonLowerBound": 0.13396751941877452,
"running": 7,
"selectionWeight": 0.31473378383938316,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 27.833333333333332,
"waiting": 5424
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1330.5217391304348,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.8219940624157817,
"queueFactor": 0.9857995899906576,
"queueWeight": 0.9857995899906576,
"recentSuccess": 23,
"recentSuccessRate": 0.3333333333333333,
"recentTerminal": 69,
"recentWilsonLowerBound": 0.2335089100698828,
"running": 7,
"selectionWeight": 0.8103214097042326,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 11.5,
"waiting": 15301
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 597.75,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.3407686699842796,
"queueFactor": 1.1115115801160642,
"queueWeight": 1.1115115801160642,
"recentSuccess": 22,
"recentSuccessRate": 0.22916666666666666,
"recentTerminal": 96,
"recentWilsonLowerBound": 0.15648804837983804,
"running": 7,
"selectionWeight": 0.37876832282827627,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 16.0,
"waiting": 9564
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 33.526315789473685,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 21,
"recentSuccessRate": 0.046052631578947366,
"recentTerminal": 456,
"recentWilsonLowerBound": 0.03031562541662388,
"running": 24,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 76.0,
"waiting": 2548
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 91.8576512455516,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.2196653577380519,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 47,
"recentSuccessRate": 0.16725978647686832,
"recentTerminal": 281,
"recentWilsonLowerBound": 0.1281740849416823,
"running": 11,
"selectionWeight": 0.2855649650594675,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 46.833333333333336,
"waiting": 4302
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 3096.5806451612902,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 1.9823313145556212,
"queueFactor": 0.8684794971072788,
"queueWeight": 0.8684794971072788,
"recentSuccess": 16,
"recentSuccessRate": 0.5161290322580645,
"recentTerminal": 31,
"recentWilsonLowerBound": 0.3484011828697317,
"running": 2,
"selectionWeight": 1.7216141031652767,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 5.166666666666667,
"waiting": 15999
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 469.0,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.3679163785671168,
"queueFactor": 1.1526992298639047,
"queueWeight": 1.1526992298639047,
"recentSuccess": 32,
"recentSuccessRate": 0.2222222222222222,
"recentTerminal": 144,
"recentWilsonLowerBound": 0.16203646060411442,
"running": 8,
"selectionWeight": 0.4240969262286323,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 24.0,
"waiting": 11256
},
"MetaX_c-500": {
"available": true,
"backlogHours": 1142.1639344262296,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.7453637430517714,
"queueFactor": 1.0086318153628517,
"queueWeight": 1.0086318153628517,
"recentSuccess": 20,
"recentSuccessRate": 0.32786885245901637,
"recentTerminal": 61,
"recentWilsonLowerBound": 0.2233495518172607,
"running": 4,
"selectionWeight": 0.7517975852599584,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 10.166666666666666,
"waiting": 11612
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 2497.7288135593217,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.69864737228599,
"queueFactor": 0.8969332766205698,
"queueWeight": 0.8969332766205698,
"recentSuccess": 19,
"recentSuccessRate": 0.3220338983050847,
"recentTerminal": 59,
"recentWilsonLowerBound": 0.21687410829652445,
"running": 4,
"selectionWeight": 0.6266400768268241,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 9.833333333333334,
"waiting": 24561
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 5175.0,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.9184881561764108,
"queueFactor": 0.8040913241974734,
"queueWeight": 0.8040913241974734,
"recentSuccess": 8,
"recentSuccessRate": 0.4444444444444444,
"recentTerminal": 18,
"recentWilsonLowerBound": 0.24559231101389123,
"running": 2,
"selectionWeight": 0.7385483577595859,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 3.0,
"waiting": 15525
},
"Vastai_va16": {
"available": true,
"backlogHours": 2482.235294117647,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.05,
"queueFactor": 0.8977708239393046,
"queueWeight": 0.8977708239393046,
"recentSuccess": 3,
"recentSuccessRate": 0.08823529411764706,
"recentTerminal": 34,
"recentWilsonLowerBound": 0.030465390304310145,
"running": 16,
"selectionWeight": 0.04488854119696523,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 5.666666666666667,
"waiting": 14066
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 780.1698113207547,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 0.6240471608077038,
"queueFactor": 1.0679810782162173,
"queueWeight": 1.0679810782162173,
"recentSuccess": 30,
"recentSuccessRate": 0.2830188679245283,
"recentTerminal": 106,
"recentWilsonLowerBound": 0.20602338401321438,
"running": 6,
"selectionWeight": 0.6664705596571807,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 17.666666666666668,
"waiting": 13783
}
},
"queueAttemptedAt": "2026-09-17T06:58:16.540830+00:00",
"queueError": null,
"queueUpdatedAt": "2026-09-17T06:58:16.540830+00:00",
"supportedGpus": [
"Vastai_va16",
"Kunlunxin_p-800",
"Iluvatar_mrv-100",
"Cambricon_mlu-370-x4",
"Iluvatar_bi-150",
"Ascend_910-b4",
"hygon_k100-ai",
"Ascend_910-b3",
"Biren_166m",
"MetaX_c-500",
"Sunrise_pt-200-x1",
"Iluvatar_bi-100",
"Cambricon_mlu-370-x8",
"Mthreads_s4000"
],
"taskTypes": [
"text-generation"
],
"throughputWindowHours": 6,
"version": 3
}