Files
submmit/.modelhub_state/market_intelligence.json

755 lines
24 KiB
JSON

{
"communityAttemptedAt": "2026-09-12T23:23:32.943621+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-09-12T23:23:32.943621+00:00",
"frameworkAttemptedAt": "2026-09-12T20:19:24.231056+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b3": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 38671,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 18525,
"successRate": 0.47904114194098935,
"wilsonLowerBound": 0.4740643633025303
},
"vllm": {
"framework": "vllm",
"modelCount": 51142,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14432,
"successRate": 0.2821946736537484,
"wilsonLowerBound": 0.2783104236935034
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 2000,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 527,
"successRate": 0.2635,
"wilsonLowerBound": 0.24465945446356338
}
},
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 31792,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 13765,
"successRate": 0.4329705586311022,
"wilsonLowerBound": 0.42753233440320204
},
"vllm": {
"framework": "vllm",
"modelCount": 36855,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10524,
"successRate": 0.2855514855514856,
"wilsonLowerBound": 0.280962593334288
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 7487,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3329,
"successRate": 0.44463737144383597,
"wilsonLowerBound": 0.43341237142472094
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 63830,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12064,
"successRate": 0.1890020366598778,
"wilsonLowerBound": 0.18598349304669073
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 15055,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3015,
"successRate": 0.20026569246097642,
"wilsonLowerBound": 0.19394970407189963
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 5397,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 44,
"successRate": 0.008152677413377803,
"wilsonLowerBound": 0.006078874779721527
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26018,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3195,
"successRate": 0.1227996002767315,
"wilsonLowerBound": 0.1188670830635091
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16456,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1672,
"successRate": 0.10160427807486631,
"wilsonLowerBound": 0.09708067184513666
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 9868,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4257,
"successRate": 0.43139440616132957,
"wilsonLowerBound": 0.4216509495455932
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24060,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3776,
"successRate": 0.1569409808811305,
"wilsonLowerBound": 0.1523995191862585
},
"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": 40336,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10189,
"successRate": 0.25260313367711223,
"wilsonLowerBound": 0.24838645110920407
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 22960,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3033,
"successRate": 0.1320993031358885,
"wilsonLowerBound": 0.12778097141185013
},
"vllm": {
"framework": "vllm",
"modelCount": 86514,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9762,
"successRate": 0.1128372286566336,
"wilsonLowerBound": 0.11074605591413372
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 38984,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4777,
"successRate": 0.12253745126205623,
"wilsonLowerBound": 0.11931951235893974
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 27316,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3285,
"successRate": 0.1202591887538439,
"wilsonLowerBound": 0.11645518250728011
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 87685,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 20471,
"successRate": 0.2334606831271027,
"wilsonLowerBound": 0.23067233593140185
},
"transformers": {
"framework": "transformers",
"modelCount": 5085,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 562,
"successRate": 0.11052114060963618,
"wilsonLowerBound": 0.10219550539969101
},
"vllm": {
"framework": "vllm",
"modelCount": 112451,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16504,
"successRate": 0.1467661470329299,
"wilsonLowerBound": 0.1447098766251852
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 15826,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3232,
"successRate": 0.20422090231265008,
"wilsonLowerBound": 0.19801220694141358
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 42611,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5542,
"successRate": 0.13006031306470162,
"wilsonLowerBound": 0.12689979905741539
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 6192,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 481,
"successRate": 0.07768087855297158,
"wilsonLowerBound": 0.0712725341691259
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 198,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 36,
"successRate": 0.18181818181818182,
"wilsonLowerBound": 0.1343204258911728
},
"vllm": {
"framework": "vllm",
"modelCount": 30211,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5208,
"successRate": 0.1723875409619013,
"wilsonLowerBound": 0.16816994458500034
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 60761,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12379,
"successRate": 0.20373265746120045,
"wilsonLowerBound": 0.20054882906583454
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 6393,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1890,
"successRate": 0.29563585171281087,
"wilsonLowerBound": 0.28457511133138486
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 11955,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3127,
"successRate": 0.2615641990798829,
"wilsonLowerBound": 0.25376348972544455
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 58905,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16038,
"successRate": 0.2722689075630252,
"wilsonLowerBound": 0.2686891298980853
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 46020,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 20005,
"successRate": 0.43470230334637117,
"wilsonLowerBound": 0.43017878281921546
},
"vllm": {
"framework": "vllm",
"modelCount": 35653,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3083,
"successRate": 0.08647238661543208,
"wilsonLowerBound": 0.08359927824736314
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 267,
"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": 10004,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 731,
"successRate": 0.07307077169132348,
"wilsonLowerBound": 0.0681330665886707
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 5532,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2320,
"successRate": 0.4193781634128706,
"wilsonLowerBound": 0.40643487416191415
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7366,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 235,
"successRate": 0.0319033396687483,
"wilsonLowerBound": 0.028127525443756914
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 10434,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3585,
"successRate": 0.34358826912018403,
"wilsonLowerBound": 0.3345348216146463
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 25945,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 13103,
"successRate": 0.5050298708807092,
"wilsonLowerBound": 0.4989457438548953
},
"vllm": {
"framework": "vllm",
"modelCount": 60639,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5902,
"successRate": 0.09733010109005755,
"wilsonLowerBound": 0.09499632795747028
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 12198,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1710,
"successRate": 0.14018691588785046,
"wilsonLowerBound": 0.13413889565175696
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-09-12T23:23:32.943621+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 918.9078947368422,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.315530599224485,
"queueFactor": 0.9957828627192911,
"queueWeight": 0.9957828627192911,
"recentSuccess": 57,
"recentSuccessRate": 0.375,
"recentTerminal": 152,
"recentWilsonLowerBound": 0.30200902866079593,
"running": 8,
"selectionWeight": 2.305765688809873,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 25.333333333333332,
"waiting": 23279
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1188.608695652174,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.28728850145019,
"queueFactor": 0.9580752249288378,
"queueWeight": 0.9580752249288378,
"recentSuccess": 52,
"recentSuccessRate": 0.37681159420289856,
"recentTerminal": 138,
"recentWilsonLowerBound": 0.3003290837805292,
"running": 9,
"selectionWeight": 2.1913944455040353,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 23.0,
"waiting": 27338
},
"Biren_166m": {
"available": true,
"backlogHours": 141.12631578947367,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.34093218148161764,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 33,
"recentSuccessRate": 0.1736842105263158,
"recentTerminal": 190,
"recentWilsonLowerBound": 0.12642881010746768,
"running": 9,
"selectionWeight": 0.4432118359261029,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 31.666666666666668,
"waiting": 4469
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1372.952380952381,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.7044486837628404,
"queueFactor": 0.9375773866455898,
"queueWeight": 0.9375773866455898,
"recentSuccess": 17,
"recentSuccessRate": 0.2698412698412698,
"recentTerminal": 63,
"recentWilsonLowerBound": 0.17583701687980416,
"running": 7,
"selectionWeight": 0.6604751559482894,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 10.5,
"waiting": 14416
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 423.67741935483866,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.3049785076673506,
"queueFactor": 1.1184076977236534,
"queueWeight": 1.1184076977236534,
"recentSuccess": 22,
"recentSuccessRate": 0.1774193548387097,
"recentTerminal": 124,
"recentWilsonLowerBound": 0.12018398862314911,
"running": 7,
"selectionWeight": 0.34109031061543715,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 20.666666666666668,
"waiting": 8756
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 47.25,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 12,
"recentSuccessRate": 0.039473684210526314,
"recentTerminal": 304,
"recentWilsonLowerBound": 0.022722194526304265,
"running": 25,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 50.666666666666664,
"waiting": 2394
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 179.63636363636363,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.07686148075063332,
"queueFactor": 1.2720269334469683,
"queueWeight": 1.2720269334469683,
"recentSuccess": 14,
"recentSuccessRate": 0.10606060606060606,
"recentTerminal": 132,
"recentWilsonLowerBound": 0.06423528628432873,
"running": 2,
"selectionWeight": 0.09776987365942127,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 22.0,
"waiting": 3952
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 1898.9387755102043,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.7280823865574676,
"queueFactor": 0.893056222578956,
"queueWeight": 0.893056222578956,
"recentSuccess": 14,
"recentSuccessRate": 0.2857142857142857,
"recentTerminal": 49,
"recentWilsonLowerBound": 0.1784943493972417,
"running": 3,
"selectionWeight": 0.6502185058652833,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 8.166666666666666,
"waiting": 15508
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 867.8684210526317,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.5367229411765998,
"queueFactor": 1.0043552691725879,
"queueWeight": 1.0043552691725879,
"recentSuccess": 18,
"recentSuccessRate": 0.23684210526315788,
"recentTerminal": 76,
"recentWilsonLowerBound": 0.15539206970596958,
"running": 7,
"selectionWeight": 0.539060514056527,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 12.666666666666666,
"waiting": 10993
},
"MetaX_c-500": {
"available": true,
"backlogHours": 918.8918918918919,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 1.117913408720912,
"queueFactor": 0.9957854639895197,
"queueWeight": 0.9957854639895197,
"recentSuccess": 23,
"recentSuccessRate": 0.3108108108108108,
"recentTerminal": 74,
"recentWilsonLowerBound": 0.21690691603479306,
"running": 4,
"selectionWeight": 1.113201922403259,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 12.333333333333334,
"waiting": 11333
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 1836.257142857143,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 2.3885262268510137,
"queueFactor": 0.8975639901036409,
"queueWeight": 0.8975639901036409,
"recentSuccess": 29,
"recentSuccessRate": 0.4142857142857143,
"recentTerminal": 70,
"recentWilsonLowerBound": 0.3062999792481417,
"running": 4,
"selectionWeight": 2.1438551306395897,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 11.666666666666666,
"waiting": 21423
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 3936.2727272727275,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.9078837079947855,
"queueFactor": 0.8005577535341624,
"queueWeight": 0.8005577535341624,
"recentSuccess": 8,
"recentSuccessRate": 0.36363636363636365,
"recentTerminal": 22,
"recentWilsonLowerBound": 0.19732972772607896,
"running": 2,
"selectionWeight": 0.7268133417425708,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 3.6666666666666665,
"waiting": 14433
},
"Vastai_va16": {
"available": true,
"backlogHours": 858.96,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.959996551030877,
"queueFactor": 1.005910877043279,
"queueWeight": 1.005910877043279,
"recentSuccess": 22,
"recentSuccessRate": 0.29333333333333333,
"recentTerminal": 75,
"recentWilsonLowerBound": 0.20239997218158162,
"running": 16,
"selectionWeight": 0.9656709726059924,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 12.5,
"waiting": 10737
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 565.0909090909091,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 2.5,
"queueFactor": 1.0711189360777622,
"queueWeight": 1.0711189360777622,
"recentSuccess": 40,
"recentSuccessRate": 0.40404040404040403,
"recentTerminal": 99,
"recentWilsonLowerBound": 0.31271701378642186,
"running": 8,
"selectionWeight": 2.6777973401944055,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 16.5,
"waiting": 9324
}
},
"queueAttemptedAt": "2026-09-12T23:14:54.153386+00:00",
"queueError": null,
"queueUpdatedAt": "2026-09-12T23:14:54.153386+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
}