Files
submmit/.modelhub_state/market_intelligence.json

755 lines
24 KiB
JSON

{
"communityAttemptedAt": "2026-09-11T15:40:32.571595+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-09-11T15:40:32.571595+00:00",
"frameworkAttemptedAt": "2026-09-11T13:40:14.410581+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b3": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 38446,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 18375,
"successRate": 0.47794308900795923,
"wilsonLowerBound": 0.4729523584288491
},
"vllm": {
"framework": "vllm",
"modelCount": 50762,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14366,
"successRate": 0.2830069737204996,
"wilsonLowerBound": 0.27910480153145656
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 1857,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 475,
"successRate": 0.25578890683898764,
"wilsonLowerBound": 0.23646270228319038
}
},
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 31575,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 13624,
"successRate": 0.4314806017418844,
"wilsonLowerBound": 0.42602618172199486
},
"vllm": {
"framework": "vllm",
"modelCount": 36678,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10479,
"successRate": 0.28570260101423195,
"wilsonLowerBound": 0.28110195485472655
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 7184,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3250,
"successRate": 0.4523942093541203,
"wilsonLowerBound": 0.4409129625014473
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 63812,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12062,
"successRate": 0.18902400802356922,
"wilsonLowerBound": 0.18600490463820743
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 14400,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2844,
"successRate": 0.1975,
"wilsonLowerBound": 0.19107853738215302
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 5244,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 40,
"successRate": 0.007627765064836003,
"wilsonLowerBound": 0.00560679002042252
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 25993,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3191,
"successRate": 0.1227638210287385,
"wilsonLowerBound": 0.11882994489751901
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16454,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1672,
"successRate": 0.10161662817551963,
"wilsonLowerBound": 0.09709250105798561
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 9610,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4163,
"successRate": 0.4331945889698231,
"wilsonLowerBound": 0.42331598288273914
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24042,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3774,
"successRate": 0.15697529323683554,
"wilsonLowerBound": 0.15243173793467504
},
"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": 39792,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10050,
"successRate": 0.2525633293124246,
"wilsonLowerBound": 0.2483183112176468
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 22932,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3030,
"successRate": 0.13212977498691783,
"wilsonLowerBound": 0.12780841177174476
},
"vllm": {
"framework": "vllm",
"modelCount": 86498,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9762,
"successRate": 0.11285810076533562,
"wilsonLowerBound": 0.1107665651011261
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 38741,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4751,
"successRate": 0.12263493456544745,
"wilsonLowerBound": 0.11940590923889839
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 26325,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3233,
"successRate": 0.12281101614434947,
"wilsonLowerBound": 0.11890101386023545
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 87497,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 20358,
"successRate": 0.23267083442860897,
"wilsonLowerBound": 0.2298828446941158
},
"transformers": {
"framework": "transformers",
"modelCount": 5071,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 562,
"successRate": 0.11082626700847958,
"wilsonLowerBound": 0.10247891263841001
},
"vllm": {
"framework": "vllm",
"modelCount": 112434,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16502,
"successRate": 0.1467705498336802,
"wilsonLowerBound": 0.14471409905259283
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 15686,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3208,
"successRate": 0.20451357898763228,
"wilsonLowerBound": 0.19827413421830103
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 42485,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5522,
"successRate": 0.12997528539484524,
"wilsonLowerBound": 0.12681103456747023
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 6073,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 472,
"successRate": 0.07772106043141776,
"wilsonLowerBound": 0.07125113218373069
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 198,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 36,
"successRate": 0.18181818181818182,
"wilsonLowerBound": 0.1343204258911728
},
"vllm": {
"framework": "vllm",
"modelCount": 30015,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5140,
"successRate": 0.17124770947859402,
"wilsonLowerBound": 0.16702786352131763
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 60746,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12378,
"successRate": 0.20376650314423994,
"wilsonLowerBound": 0.20058208392372912
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 6180,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1821,
"successRate": 0.2946601941747573,
"wilsonLowerBound": 0.2834242035338541
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 11828,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3095,
"successRate": 0.2616672303009807,
"wilsonLowerBound": 0.2538241354008767
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 58465,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 15915,
"successRate": 0.27221414521508597,
"wilsonLowerBound": 0.26862120967656333
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 45915,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 19932,
"successRate": 0.4341065011434172,
"wilsonLowerBound": 0.42957858891249395
},
"vllm": {
"framework": "vllm",
"modelCount": 35446,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3006,
"successRate": 0.08480505557749816,
"wilsonLowerBound": 0.08194957587328847
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 247,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
}
},
"Sunrise_pt-200-x1": {
"sglang": {
"framework": "sglang",
"modelCount": 6273,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 192,
"successRate": 0.030607364897178385,
"wilsonLowerBound": 0.02662361262856994
},
"vllm": {
"framework": "vllm",
"modelCount": 10000,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 729,
"successRate": 0.0729,
"wilsonLowerBound": 0.06796689394323556
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 5435,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2282,
"successRate": 0.41987120515179394,
"wilsonLowerBound": 0.4068110243429629
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7363,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 235,
"successRate": 0.03191633844900177,
"wilsonLowerBound": 0.02813900670503671
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 10098,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3472,
"successRate": 0.3438304614775203,
"wilsonLowerBound": 0.3346269943979668
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 25739,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12958,
"successRate": 0.5034383620187265,
"wilsonLowerBound": 0.4973300101191682
},
"vllm": {
"framework": "vllm",
"modelCount": 60511,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5877,
"successRate": 0.0971228371701013,
"wilsonLowerBound": 0.09478888180601833
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 12096,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1668,
"successRate": 0.1378968253968254,
"wilsonLowerBound": 0.13186711384583424
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-09-11T15:43:48.219555+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 5028.428571428572,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.4780890067615517,
"queueFactor": 0.7300135929598739,
"queueWeight": 0.7300135929598739,
"recentSuccess": 8,
"recentSuccessRate": 0.2857142857142857,
"recentTerminal": 28,
"recentWilsonLowerBound": 0.15253815848329966,
"running": 9,
"selectionWeight": 0.3490114735806178,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 4.666666666666667,
"waiting": 23466
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1082.25,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.9608485609846185,
"queueFactor": 0.9191717124548093,
"queueWeight": 0.9191717124548093,
"recentSuccess": 55,
"recentSuccessRate": 0.3618421052631579,
"recentTerminal": 152,
"recentWilsonLowerBound": 0.2897246533360595,
"running": 10,
"selectionWeight": 1.8023565296647803,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 25.333333333333332,
"waiting": 27417
},
"Biren_166m": {
"available": true,
"backlogHours": 139.0,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.3873498884377826,
"queueFactor": 1.2505284299782877,
"queueWeight": 1.2505284299782877,
"recentSuccess": 36,
"recentSuccessRate": 0.1875,
"recentTerminal": 192,
"recentWilsonLowerBound": 0.13862150998944606,
"running": 10,
"selectionWeight": 0.4843920478403652,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 32.0,
"waiting": 4448
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1206.9295774647887,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.7783773991524559,
"queueFactor": 0.9042603744663595,
"queueWeight": 0.9042603744663595,
"recentSuccess": 20,
"recentSuccessRate": 0.28169014084507044,
"recentTerminal": 71,
"recentWilsonLowerBound": 0.1903694891114979,
"running": 9,
"selectionWeight": 0.7038558384337508,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 11.833333333333334,
"waiting": 14282
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 483.4363636363637,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 1.009329923832826,
"queueFactor": 1.0372773445300116,
"queueWeight": 1.0372773445300116,
"recentSuccess": 32,
"recentSuccessRate": 0.2909090909090909,
"recentTerminal": 110,
"recentWilsonLowerBound": 0.214234586744393,
"running": 8,
"selectionWeight": 1.0469550631479927,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 18.333333333333332,
"waiting": 8863
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 103.59712230215827,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 5,
"recentSuccessRate": 0.03597122302158273,
"recentTerminal": 139,
"recentWilsonLowerBound": 0.015460613110063436,
"running": 25,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 23.166666666666668,
"waiting": 2400
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 171.17647058823528,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.11408074047743744,
"queueFactor": 1.2120741231832057,
"queueWeight": 1.2120741231832057,
"recentSuccess": 17,
"recentSuccessRate": 0.125,
"recentTerminal": 136,
"recentWilsonLowerBound": 0.07952734560350695,
"running": 1,
"selectionWeight": 0.13827431348628083,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 22.666666666666668,
"waiting": 3880
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 2445.157894736842,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 1.2237648146725342,
"queueFactor": 0.8133917315684144,
"queueWeight": 0.8133917315684144,
"recentSuccess": 14,
"recentSuccessRate": 0.3684210526315789,
"recentTerminal": 38,
"recentWilsonLowerBound": 0.23384013155413794,
"running": 3,
"selectionWeight": 0.9954001816389922,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 6.333333333333333,
"waiting": 15486
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 616.8679245283018,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.311740157105514,
"queueFactor": 1.0000390556591792,
"queueWeight": 1.0000390556591792,
"recentSuccess": 20,
"recentSuccessRate": 0.18867924528301888,
"recentTerminal": 106,
"recentWilsonLowerBound": 0.12559204496833837,
"running": 7,
"selectionWeight": 0.3117523323228424,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 17.666666666666668,
"waiting": 10898
},
"MetaX_c-500": {
"available": true,
"backlogHours": 617.1891891891892,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.4595539862005871,
"queueFactor": 0.9999609560316283,
"queueWeight": 0.9999609560316283,
"recentSuccess": 24,
"recentSuccessRate": 0.21621621621621623,
"recentTerminal": 111,
"recentWilsonLowerBound": 0.1498210872799431,
"running": 5,
"selectionWeight": 0.4595360433892848,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 18.5,
"waiting": 11418
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 425.73913043478257,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.13337541439802478,
"queueFactor": 1.0572416268684581,
"queueWeight": 1.0572416268684581,
"recentSuccess": 35,
"recentSuccessRate": 0.11705685618729098,
"recentTerminal": 299,
"recentWilsonLowerBound": 0.0853814468701735,
"running": 5,
"selectionWeight": 0.1410100401024225,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 49.833333333333336,
"waiting": 21216
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 4516.421052631579,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.48573136795431565,
"queueFactor": 0.7418679789676116,
"queueWeight": 0.7418679789676116,
"recentSuccess": 6,
"recentSuccessRate": 0.3157894736842105,
"recentTerminal": 19,
"recentWilsonLowerBound": 0.15364171004428598,
"running": 2,
"selectionWeight": 0.36034854826544144,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 3.1666666666666665,
"waiting": 14302
},
"Vastai_va16": {
"available": true,
"backlogHours": 953.8153846153846,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.8283676180264131,
"queueFactor": 0.9367552616568177,
"queueWeight": 0.9367552616568177,
"recentSuccess": 19,
"recentSuccessRate": 0.2923076923076923,
"recentTerminal": 65,
"recentWilsonLowerBound": 0.19583261556264242,
"running": 16,
"selectionWeight": 0.7759777247723674,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 10.833333333333334,
"waiting": 10333
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 501.9807692307693,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 2.5,
"queueFactor": 1.0314370503096715,
"queueWeight": 1.0314370503096715,
"recentSuccess": 43,
"recentSuccessRate": 0.41346153846153844,
"recentTerminal": 104,
"recentWilsonLowerBound": 0.3235475820993937,
"running": 6,
"selectionWeight": 2.5785926257741787,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 17.333333333333332,
"waiting": 8701
}
},
"queueAttemptedAt": "2026-09-11T15:37:10.886904+00:00",
"queueError": null,
"queueUpdatedAt": "2026-09-11T15:37:10.886904+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
}