Files
submmit/.modelhub_state/market_intelligence.json

755 lines
24 KiB
JSON

{
"communityAttemptedAt": "2026-09-13T16:31:22.877572+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-09-13T16:31:22.877572+00:00",
"frameworkAttemptedAt": "2026-09-13T12:45:47.364313+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b3": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 38776,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 18600,
"successRate": 0.4796781514338766,
"wilsonLowerBound": 0.4747077870644458
},
"vllm": {
"framework": "vllm",
"modelCount": 51329,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14469,
"successRate": 0.2818874320559528,
"wilsonLowerBound": 0.27801154412310947
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 2066,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 549,
"successRate": 0.26573088092933206,
"wilsonLowerBound": 0.24713083000635674
}
},
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 31922,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 13858,
"successRate": 0.43412066913100683,
"wilsonLowerBound": 0.42869168181785944
},
"vllm": {
"framework": "vllm",
"modelCount": 36971,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10547,
"successRate": 0.28527765005003924,
"wilsonLowerBound": 0.2806972814723312
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 7622,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3374,
"successRate": 0.4426659669378116,
"wilsonLowerBound": 0.4315465279998519
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 63837,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12065,
"successRate": 0.18899697667496906,
"wilsonLowerBound": 0.18597862901674025
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 15463,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3118,
"successRate": 0.2016426307960939,
"wilsonLowerBound": 0.19539298243335687
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 5478,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 45,
"successRate": 0.008214676889375685,
"wilsonLowerBound": 0.006145143024973394
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26032,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3198,
"successRate": 0.12284880147510756,
"wilsonLowerBound": 0.11891663308981092
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16457,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1672,
"successRate": 0.10159810415020963,
"wilsonLowerBound": 0.09707475831962524
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 10010,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4299,
"successRate": 0.4294705294705295,
"wilsonLowerBound": 0.4198022447157606
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24070,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3777,
"successRate": 0.15691732447029497,
"wilsonLowerBound": 0.15237708044032894
},
"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": 40629,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10251,
"successRate": 0.2523074651111275,
"wilsonLowerBound": 0.24810759476921498
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 22984,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3035,
"successRate": 0.13204838148277062,
"wilsonLowerBound": 0.1277329965860188
},
"vllm": {
"framework": "vllm",
"modelCount": 86521,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9762,
"successRate": 0.1128280995365287,
"wilsonLowerBound": 0.11073708553293825
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 39116,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4801,
"successRate": 0.12273749872175069,
"wilsonLowerBound": 0.11952263161825838
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 27920,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3300,
"successRate": 0.11819484240687679,
"wilsonLowerBound": 0.11446036420870193
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 87754,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 20509,
"successRate": 0.23371014426692802,
"wilsonLowerBound": 0.23092183877771638
},
"transformers": {
"framework": "transformers",
"modelCount": 5092,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 562,
"successRate": 0.11036920659858601,
"wilsonLowerBound": 0.10205438887492263
},
"vllm": {
"framework": "vllm",
"modelCount": 112456,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16504,
"successRate": 0.14675962154086933,
"wilsonLowerBound": 0.14470343487009737
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 15897,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3257,
"successRate": 0.20488142416808203,
"wilsonLowerBound": 0.19867877038801196
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 42646,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5546,
"successRate": 0.13004736669324204,
"wilsonLowerBound": 0.12688827251420284
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 6225,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 486,
"successRate": 0.0780722891566265,
"wilsonLowerBound": 0.07166474517615269
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 198,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 36,
"successRate": 0.18181818181818182,
"wilsonLowerBound": 0.1343204258911728
},
"vllm": {
"framework": "vllm",
"modelCount": 30321,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5252,
"successRate": 0.1732132845222783,
"wilsonLowerBound": 0.16899512321688287
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 60768,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12379,
"successRate": 0.20370918904686677,
"wilsonLowerBound": 0.2005256816798767
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 6518,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1930,
"successRate": 0.2961030991101565,
"wilsonLowerBound": 0.28514236738560983
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 12032,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3150,
"successRate": 0.26180186170212766,
"wilsonLowerBound": 0.2540235257765174
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 59160,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16107,
"successRate": 0.27226166328600404,
"wilsonLowerBound": 0.26868960698459193
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 46085,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 20045,
"successRate": 0.4349571444070739,
"wilsonLowerBound": 0.43043648389347655
},
"vllm": {
"framework": "vllm",
"modelCount": 35758,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3122,
"successRate": 0.08730913362044856,
"wilsonLowerBound": 0.08442737563289227
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 288,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
}
},
"Sunrise_pt-200-x1": {
"sglang": {
"framework": "sglang",
"modelCount": 6275,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 192,
"successRate": 0.03059760956175299,
"wilsonLowerBound": 0.026615110833495575
},
"vllm": {
"framework": "vllm",
"modelCount": 10007,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 733,
"successRate": 0.07324872589187569,
"wilsonLowerBound": 0.06830595957327275
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 5576,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2345,
"successRate": 0.42055236728837875,
"wilsonLowerBound": 0.4076541911130345
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7367,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 235,
"successRate": 0.0318990090946111,
"wilsonLowerBound": 0.02812370043844604
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 10616,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3627,
"successRate": 0.34165410700828935,
"wilsonLowerBound": 0.33269097842653206
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 25997,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 13139,
"successRate": 0.5054044697465092,
"wilsonLowerBound": 0.49932642259994464
},
"vllm": {
"framework": "vllm",
"modelCount": 60824,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5947,
"successRate": 0.0977739050374852,
"wilsonLowerBound": 0.09543883390793778
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 12224,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1722,
"successRate": 0.14087041884816753,
"wilsonLowerBound": 0.13481597404972345
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-09-13T16:43:52.518413+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 1008.9064748201438,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.9926232858791808,
"queueFactor": 0.9877432564204478,
"queueWeight": 0.9877432564204478,
"recentSuccess": 48,
"recentSuccessRate": 0.34532374100719426,
"recentTerminal": 139,
"recentWilsonLowerBound": 0.2713977670056232,
"running": 8,
"selectionWeight": 0.9804569567930671,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 23.166666666666668,
"waiting": 23373
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1052.56050955414,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.628814366717202,
"queueFactor": 0.9814872198030805,
"queueWeight": 0.9814872198030805,
"recentSuccess": 65,
"recentSuccessRate": 0.4140127388535032,
"recentTerminal": 157,
"recentWilsonLowerBound": 0.33991720600979364,
"running": 8,
"selectionWeight": 1.5986604843645817,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 26.166666666666668,
"waiting": 27542
},
"Biren_166m": {
"available": true,
"backlogHours": 152.3478260869565,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.1688016584019322,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 31,
"recentSuccessRate": 0.16847826086956522,
"recentTerminal": 184,
"recentWilsonLowerBound": 0.12130409849943397,
"running": 8,
"selectionWeight": 0.21944215592251187,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 30.666666666666668,
"waiting": 4672
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1889.6170212765958,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 1.0333047781799305,
"queueFactor": 0.8990123149071121,
"queueWeight": 0.8990123149071121,
"recentSuccess": 19,
"recentSuccessRate": 0.40425531914893614,
"recentTerminal": 47,
"recentWilsonLowerBound": 0.27639828961388174,
"running": 7,
"selectionWeight": 0.9289537206361193,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 7.833333333333333,
"waiting": 14802
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 525.378640776699,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.28396384535080976,
"queueFactor": 1.089308387921934,
"queueWeight": 1.089308387921934,
"recentSuccess": 23,
"recentSuccessRate": 0.22330097087378642,
"recentTerminal": 103,
"recentWilsonLowerBound": 0.1536565519868537,
"running": 7,
"selectionWeight": 0.309324198607204,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 17.166666666666668,
"waiting": 9019
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 42.0,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 7,
"recentSuccessRate": 0.018867924528301886,
"recentTerminal": 371,
"recentWilsonLowerBound": 0.009168907446823674,
"running": 24,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 61.833333333333336,
"waiting": 2597
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 176.16666666666666,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.05865944571458081,
"queueFactor": 1.2833146413468914,
"queueWeight": 1.2833146413468914,
"recentSuccess": 17,
"recentSuccessRate": 0.11805555555555555,
"recentTerminal": 144,
"recentWilsonLowerBound": 0.07502767620322827,
"running": 1,
"selectionWeight": 0.07527852553881471,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 24.0,
"waiting": 4228
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 2341.35,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.7729353612911373,
"queueFactor": 0.8705661142440089,
"queueWeight": 0.8705661142440089,
"recentSuccess": 15,
"recentSuccessRate": 0.375,
"recentTerminal": 40,
"recentWilsonLowerBound": 0.24222773535791722,
"running": 2,
"selectionWeight": 0.6728913340410145,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 6.666666666666667,
"waiting": 15609
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 849.6455696202532,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.5212825247774621,
"queueFactor": 1.01352867443528,
"queueWeight": 1.01352867443528,
"recentSuccess": 23,
"recentSuccessRate": 0.2911392405063291,
"recentTerminal": 79,
"recentWilsonLowerBound": 0.2025185332205674,
"running": 7,
"selectionWeight": 0.5283347863439771,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 13.166666666666666,
"waiting": 11187
},
"MetaX_c-500": {
"available": true,
"backlogHours": 622.1081081081081,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.445184319179526,
"queueFactor": 1.062042338838842,
"queueWeight": 1.062042338838842,
"recentSuccess": 29,
"recentSuccessRate": 0.26126126126126126,
"recentTerminal": 111,
"recentWilsonLowerBound": 0.18850083133789378,
"running": 4,
"selectionWeight": 0.47280459555580134,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 18.5,
"waiting": 11509
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 1955.7352941176468,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 1.3869898275411399,
"queueFactor": 0.894386424662124,
"queueWeight": 0.894386424662124,
"recentSuccess": 29,
"recentSuccessRate": 0.4264705882352941,
"recentTerminal": 68,
"recentWilsonLowerBound": 0.31597057562082875,
"running": 4,
"selectionWeight": 1.240504872897256,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 11.333333333333334,
"waiting": 22165
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 5151.882352941177,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 2.5,
"queueFactor": 0.773440339121999,
"queueWeight": 0.773440339121999,
"recentSuccess": 11,
"recentSuccessRate": 0.6470588235294118,
"recentTerminal": 17,
"recentWilsonLowerBound": 0.41299966721211817,
"running": 2,
"selectionWeight": 1.9336008478049975,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 2.8333333333333335,
"waiting": 14597
},
"Vastai_va16": {
"available": true,
"backlogHours": 1044.3428571428572,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.35143705212405263,
"queueFactor": 0.9826418231190756,
"queueWeight": 0.9826418231190756,
"recentSuccess": 18,
"recentSuccessRate": 0.2571428571428571,
"recentTerminal": 70,
"recentWilsonLowerBound": 0.16929141951409768,
"running": 16,
"selectionWeight": 0.34533674561077266,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 11.666666666666666,
"waiting": 12184
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 666.5714285714286,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 1.1060284530081184,
"queueFactor": 1.051101620231448,
"queueWeight": 1.051101620231448,
"recentSuccess": 39,
"recentSuccessRate": 0.37142857142857144,
"recentTerminal": 105,
"recentWilsonLowerBound": 0.2850766535616367,
"running": 6,
"selectionWeight": 1.162548298978915,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 17.5,
"waiting": 11665
}
},
"queueAttemptedAt": "2026-09-13T16:40:29.313847+00:00",
"queueError": null,
"queueUpdatedAt": "2026-09-13T16:40:29.313847+00:00",
"supportedGpus": [
"Vastai_va16",
"Iluvatar_mrv-100",
"Kunlunxin_p-800",
"Cambricon_mlu-370-x4",
"Iluvatar_bi-150",
"Ascend_910-b4",
"hygon_k100-ai",
"Ascend_910-b3",
"MetaX_c-500",
"Sunrise_pt-200-x1",
"Iluvatar_bi-100",
"Biren_166m",
"Cambricon_mlu-370-x8",
"Mthreads_s4000"
],
"taskTypes": [
"text-generation"
],
"throughputWindowHours": 6,
"version": 3
}