Files
submmit/.modelhub_state/market_intelligence.json

755 lines
24 KiB
JSON

{
"communityAttemptedAt": "2026-09-19T16:53:30.666157+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-09-19T16:53:30.666157+00:00",
"frameworkAttemptedAt": "2026-09-19T10:55:53.360314+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b3": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 39649,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 19173,
"successRate": 0.48356831193724936,
"wilsonLowerBound": 0.4786511590050993
},
"vllm": {
"framework": "vllm",
"modelCount": 52929,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14803,
"successRate": 0.2796765478282227,
"wilsonLowerBound": 0.2758687915255134
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 2727,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 774,
"successRate": 0.2838283828382838,
"wilsonLowerBound": 0.2672197210297423
}
},
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 32941,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14560,
"successRate": 0.4420023678698279,
"wilsonLowerBound": 0.43664633598673586
},
"vllm": {
"framework": "vllm",
"modelCount": 37487,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10658,
"successRate": 0.2843118947901939,
"wilsonLowerBound": 0.27976776380124685
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 8803,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3793,
"successRate": 0.4308758377825741,
"wilsonLowerBound": 0.4205634454732765
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 63943,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12085,
"successRate": 0.18899644996324852,
"wilsonLowerBound": 0.18598059285508717
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 17739,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3555,
"successRate": 0.20040588533739218,
"wilsonLowerBound": 0.19458013428186713
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 6055,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 61,
"successRate": 0.010074318744838976,
"wilsonLowerBound": 0.007851232482495736
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26149,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3222,
"successRate": 0.12321694902290718,
"wilsonLowerBound": 0.11928829014571207
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16467,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1674,
"successRate": 0.10165786117689925,
"wilsonLowerBound": 0.09713464441717601
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 11219,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4718,
"successRate": 0.42053658971387825,
"wilsonLowerBound": 0.41143062139785014
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24160,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3787,
"successRate": 0.15674668874172185,
"wilsonLowerBound": 0.15221686421980002
},
"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": 43001,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10783,
"successRate": 0.25076161019511173,
"wilsonLowerBound": 0.24668707847642302
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 23275,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3058,
"successRate": 0.13138560687432868,
"wilsonLowerBound": 0.12710628044551123
},
"vllm": {
"framework": "vllm",
"modelCount": 86638,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9764,
"successRate": 0.11269881576213671,
"wilsonLowerBound": 0.1106102621394359
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 40495,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4966,
"successRate": 0.12263242375601927,
"wilsonLowerBound": 0.11947333290376597
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 31872,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3412,
"successRate": 0.10705321285140562,
"wilsonLowerBound": 0.10370603594923977
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 88608,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21053,
"successRate": 0.23759705669916936,
"wilsonLowerBound": 0.2348060555643921
},
"transformers": {
"framework": "transformers",
"modelCount": 5176,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 566,
"successRate": 0.10935085007727975,
"wilsonLowerBound": 0.10113674531118214
},
"vllm": {
"framework": "vllm",
"modelCount": 112544,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16510,
"successRate": 0.14669818026727324,
"wilsonLowerBound": 0.1446431533880307
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 17386,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3447,
"successRate": 0.1982629702059128,
"wilsonLowerBound": 0.1924034789077327
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 42842,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5572,
"successRate": 0.13005928761495728,
"wilsonLowerBound": 0.1269072268820772
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 6716,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 553,
"successRate": 0.0823406789755807,
"wilsonLowerBound": 0.07600270288220645
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 200,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 36,
"successRate": 0.18,
"wilsonLowerBound": 0.1329455066253411
},
"vllm": {
"framework": "vllm",
"modelCount": 31163,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5594,
"successRate": 0.1795077495748163,
"wilsonLowerBound": 0.1752862958884982
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 60885,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12390,
"successRate": 0.20349839862034985,
"wilsonLowerBound": 0.20031917905724989
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 7940,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2298,
"successRate": 0.28942065491183877,
"wilsonLowerBound": 0.2795492911887878
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 12909,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3334,
"successRate": 0.25826942443256645,
"wilsonLowerBound": 0.25079173096035
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 60959,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16706,
"successRate": 0.2740530520513788,
"wilsonLowerBound": 0.2705265281208323
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 46588,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 20396,
"successRate": 0.43779514037949685,
"wilsonLowerBound": 0.4332953794169114
},
"vllm": {
"framework": "vllm",
"modelCount": 36538,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3457,
"successRate": 0.09461382670096885,
"wilsonLowerBound": 0.09165521722299894
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 529,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
}
},
"Sunrise_pt-200-x1": {
"sglang": {
"framework": "sglang",
"modelCount": 6278,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 192,
"successRate": 0.030582988212806625,
"wilsonLowerBound": 0.026602368317046696
},
"vllm": {
"framework": "vllm",
"modelCount": 10025,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 739,
"successRate": 0.07371571072319202,
"wilsonLowerBound": 0.06876213429325025
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 5945,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2522,
"successRate": 0.42422203532380154,
"wilsonLowerBound": 0.4117116168026808
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7376,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 235,
"successRate": 0.03186008676789588,
"wilsonLowerBound": 0.02808932214804452
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 11639,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3830,
"successRate": 0.32906607096829626,
"wilsonLowerBound": 0.32058719684809334
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 26465,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 13426,
"successRate": 0.5073115435480824,
"wilsonLowerBound": 0.501287491899656
},
"vllm": {
"framework": "vllm",
"modelCount": 62390,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6274,
"successRate": 0.10056098733771437,
"wilsonLowerBound": 0.09822559492565791
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 12473,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1793,
"successRate": 0.14375050108233786,
"wilsonLowerBound": 0.13770307117974315
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-09-19T16:53:30.666157+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 1264.2162162162163,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.8510196192547792,
"queueFactor": 0.9807299658283002,
"queueWeight": 0.9807299658283002,
"recentSuccess": 32,
"recentSuccessRate": 0.2882882882882883,
"recentTerminal": 111,
"recentWilsonLowerBound": 0.21222208013522115,
"running": 11,
"selectionWeight": 0.8346204421109527,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 18.5,
"waiting": 23388
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1418.8983050847457,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.5,
"queueFactor": 0.9638955121652247,
"queueWeight": 0.9638955121652247,
"recentSuccess": 51,
"recentSuccessRate": 0.4322033898305085,
"recentTerminal": 118,
"recentWilsonLowerBound": 0.34635226979166517,
"running": 10,
"selectionWeight": 2.4097387804130617,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 19.666666666666668,
"waiting": 27905
},
"Biren_166m": {
"available": true,
"backlogHours": 176.72727272727272,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.2209234852275639,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 27,
"recentSuccessRate": 0.16363636363636364,
"recentTerminal": 165,
"recentWilsonLowerBound": 0.11496465647221277,
"running": 8,
"selectionWeight": 0.2872005307958331,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 27.5,
"waiting": 4860
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1502.4406779661017,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.379087985379859,
"queueFactor": 0.9556592080391799,
"queueWeight": 0.9556592080391799,
"recentSuccess": 14,
"recentSuccessRate": 0.23728813559322035,
"recentTerminal": 59,
"recentWilsonLowerBound": 0.14694486256946127,
"running": 7,
"selectionWeight": 0.36227892388528427,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 9.833333333333334,
"waiting": 14774
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 443.0243902439024,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.27960486752001074,
"queueFactor": 1.1477796044206021,
"queueWeight": 1.1477796044206021,
"recentSuccess": 23,
"recentSuccessRate": 0.18699186991869918,
"recentTerminal": 123,
"recentWilsonLowerBound": 0.12795746795510443,
"running": 8,
"selectionWeight": 0.32092476423619276,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 20.5,
"waiting": 9082
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 45.83431952662722,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 11,
"recentSuccessRate": 0.03254437869822485,
"recentTerminal": 338,
"recentWilsonLowerBound": 0.018267485889560925,
"running": 24,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 56.333333333333336,
"waiting": 2582
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 105.55319148936171,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.0876968138791339,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 30,
"recentSuccessRate": 0.10638297872340426,
"recentTerminal": 282,
"recentWilsonLowerBound": 0.07553953616751415,
"running": 7,
"selectionWeight": 0.11400585804287408,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 47.0,
"waiting": 4961
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 2674.3333333333335,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 1.761719311423196,
"queueFactor": 0.8764765842992656,
"queueWeight": 0.8764765842992656,
"recentSuccess": 16,
"recentSuccessRate": 0.4444444444444444,
"recentTerminal": 36,
"recentWilsonLowerBound": 0.29541029876543135,
"running": 2,
"selectionWeight": 1.544105724570257,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 6.0,
"waiting": 16046
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 541.1694915254237,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.3071453158814589,
"queueFactor": 1.1138395968368118,
"queueWeight": 1.1138395968368118,
"recentSuccess": 23,
"recentSuccessRate": 0.19491525423728814,
"recentTerminal": 118,
"recentWilsonLowerBound": 0.1335397978223456,
"running": 8,
"selectionWeight": 0.34211061481171934,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 19.666666666666668,
"waiting": 10643
},
"MetaX_c-500": {
"available": true,
"backlogHours": 682.9591836734694,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.5254187052708573,
"queueFactor": 1.075631312306794,
"queueWeight": 1.075631312306794,
"recentSuccess": 24,
"recentSuccessRate": 0.24489795918367346,
"recentTerminal": 98,
"recentWilsonLowerBound": 0.17044853585935213,
"running": 4,
"selectionWeight": 0.5651568114610289,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 16.333333333333332,
"waiting": 11155
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 1849.4782608695652,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 1.0501901234997488,
"queueFactor": 0.9263290077534025,
"queueWeight": 0.9263290077534025,
"recentSuccess": 23,
"recentSuccessRate": 0.3333333333333333,
"recentTerminal": 69,
"recentWilsonLowerBound": 0.2335089100698828,
"running": 4,
"selectionWeight": 0.9728215750539456,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 11.5,
"waiting": 21269
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 5949.75,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 1.5657484064455163,
"queueFactor": 0.7774059156617409,
"queueWeight": 0.7774059156617409,
"recentSuccess": 8,
"recentSuccessRate": 0.5,
"recentTerminal": 16,
"recentWilsonLowerBound": 0.2799923761135083,
"running": 2,
"selectionWeight": 1.2172220736086883,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 2.6666666666666665,
"waiting": 15866
},
"Vastai_va16": {
"available": true,
"backlogHours": 1987.2857142857142,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.05,
"queueFactor": 0.9163968804730406,
"queueWeight": 0.9163968804730406,
"recentSuccess": 5,
"recentSuccessRate": 0.11904761904761904,
"recentTerminal": 42,
"recentWilsonLowerBound": 0.05193726765019085,
"running": 16,
"selectionWeight": 0.04581984402365203,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 7.0,
"waiting": 13911
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 956.6086956521739,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 0.9187157247288686,
"queueFactor": 1.0226158035994557,
"queueWeight": 1.0226158035994557,
"recentSuccess": 28,
"recentSuccessRate": 0.30434782608695654,
"recentTerminal": 92,
"recentWilsonLowerBound": 0.21973557523585982,
"running": 6,
"selectionWeight": 0.9394932191230684,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 15.333333333333334,
"waiting": 14668
}
},
"queueAttemptedAt": "2026-09-19T16:48:50.669858+00:00",
"queueError": null,
"queueUpdatedAt": "2026-09-19T16:48:50.669858+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",
"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
}