{ "communityAttemptedAt": "2026-09-19T23:57:20.762975+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-09-19T23:57:20.762975+00:00", "frameworkAttemptedAt": "2026-09-19T23:00:12.758418+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b3": { "llamacpp": { "framework": "llamacpp", "modelCount": 39722, "officialConfigError": null, "officialConfigValid": true, "successCount": 19218, "successRate": 0.48381249685312927, "wilsonLowerBound": 0.47889976042972476 }, "vllm": { "framework": "vllm", "modelCount": 53055, "officialConfigError": null, "officialConfigValid": true, "successCount": 14832, "successRate": 0.27955894826123834, "wilsonLowerBound": 0.2757561967619389 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 2787, "officialConfigError": null, "officialConfigValid": true, "successCount": 792, "successRate": 0.28417653390742736, "wilsonLowerBound": 0.267737526188248 } }, "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 33023, "officialConfigError": null, "officialConfigValid": true, "successCount": 14610, "successRate": 0.44241892014656453, "wilsonLowerBound": 0.4370689619350037 }, "vllm": { "framework": "vllm", "modelCount": 37545, "officialConfigError": null, "officialConfigValid": true, "successCount": 10666, "successRate": 0.2840857637501665, "wilsonLowerBound": 0.2795462440756266 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 8930, "officialConfigError": null, "officialConfigValid": true, "successCount": 3833, "successRate": 0.42922732362821947, "wilsonLowerBound": 0.4189938158047774 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 63951, "officialConfigError": null, "officialConfigValid": true, "successCount": 12087, "successRate": 0.1890040812497068, "wilsonLowerBound": 0.1859883641731749 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 18009, "officialConfigError": null, "officialConfigValid": true, "successCount": 3609, "successRate": 0.20039980009995004, "wilsonLowerBound": 0.19461746466683222 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 6108, "officialConfigError": null, "officialConfigValid": true, "successCount": 61, "successRate": 0.009986902423051735, "wilsonLowerBound": 0.007783039860048104 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26159, "officialConfigError": null, "officialConfigValid": true, "successCount": 3224, "successRate": 0.12324630146412324, "wilsonLowerBound": 0.11931797113878778 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16468, "officialConfigError": null, "officialConfigValid": true, "successCount": 1674, "successRate": 0.10165168812241923, "wilsonLowerBound": 0.09712873155638158 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 11298, "officialConfigError": null, "officialConfigValid": true, "successCount": 4755, "successRate": 0.42087095061072755, "wilsonLowerBound": 0.4117956654143073 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24171, "officialConfigError": null, "officialConfigValid": true, "successCount": 3788, "successRate": 0.15671672665590997, "wilsonLowerBound": 0.15218828187197075 }, "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": 43230, "officialConfigError": null, "officialConfigValid": true, "successCount": 10830, "successRate": 0.2505204718945177, "wilsonLowerBound": 0.24645801603888964 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 23292, "officialConfigError": null, "officialConfigValid": true, "successCount": 3061, "successRate": 0.1314185127940924, "wilsonLowerBound": 0.1271402598366837 }, "vllm": { "framework": "vllm", "modelCount": 86649, "officialConfigError": null, "officialConfigValid": true, "successCount": 9764, "successRate": 0.1126845087652483, "wilsonLowerBound": 0.11059620393232808 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 40604, "officialConfigError": null, "officialConfigValid": true, "successCount": 4982, "successRate": 0.1226972712048074, "wilsonLowerBound": 0.11954164405628552 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 32154, "officialConfigError": null, "officialConfigValid": true, "successCount": 3418, "successRate": 0.10630092678982397, "wilsonLowerBound": 0.10297881786486851 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 88683, "officialConfigError": null, "officialConfigValid": true, "successCount": 21092, "successRate": 0.23783588737413033, "wilsonLowerBound": 0.23504508303981825 }, "transformers": { "framework": "transformers", "modelCount": 5183, "officialConfigError": null, "officialConfigValid": true, "successCount": 566, "successRate": 0.10920316419062319, "wilsonLowerBound": 0.10099955158178081 }, "vllm": { "framework": "vllm", "modelCount": 112552, "officialConfigError": null, "officialConfigValid": true, "successCount": 16510, "successRate": 0.14668775321629113, "wilsonLowerBound": 0.1446328601279346 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 17532, "officialConfigError": null, "officialConfigValid": true, "successCount": 3469, "successRate": 0.19786675792835956, "wilsonLowerBound": 0.19203596469820924 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 42857, "officialConfigError": null, "officialConfigValid": true, "successCount": 5575, "successRate": 0.13008376694588983, "wilsonLowerBound": 0.12693199505874248 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 6754, "officialConfigError": null, "officialConfigValid": true, "successCount": 558, "successRate": 0.08261770802487414, "wilsonLowerBound": 0.07628676049839359 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 200, "officialConfigError": null, "officialConfigValid": true, "successCount": 36, "successRate": 0.18, "wilsonLowerBound": 0.1329455066253411 }, "vllm": { "framework": "vllm", "modelCount": 31232, "officialConfigError": null, "officialConfigValid": true, "successCount": 5622, "successRate": 0.1800076844262295, "wilsonLowerBound": 0.17578616810916933 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 60893, "officialConfigError": null, "officialConfigValid": true, "successCount": 12391, "successRate": 0.20348808565845006, "wilsonLowerBound": 0.20030913467932399 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 8067, "officialConfigError": null, "officialConfigValid": true, "successCount": 2337, "successRate": 0.2896987727779844, "wilsonLowerBound": 0.2799016471116228 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 12981, "officialConfigError": null, "officialConfigValid": true, "successCount": 3345, "successRate": 0.2576843078345274, "wilsonLowerBound": 0.25023291602722963 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 61117, "officialConfigError": null, "officialConfigValid": true, "successCount": 16758, "successRate": 0.27419539571641277, "wilsonLowerBound": 0.27067283418812776 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 46629, "officialConfigError": null, "officialConfigValid": true, "successCount": 20426, "successRate": 0.4380535718115336, "wilsonLowerBound": 0.4335554724007887 }, "vllm": { "framework": "vllm", "modelCount": 36607, "officialConfigError": null, "officialConfigValid": true, "successCount": 3486, "successRate": 0.09522768869341929, "wilsonLowerBound": 0.09226307597585327 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 560, "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": 10026, "officialConfigError": null, "officialConfigValid": true, "successCount": 739, "successRate": 0.07370835826850189, "wilsonLowerBound": 0.06875525826123706 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 5970, "officialConfigError": null, "officialConfigValid": true, "successCount": 2529, "successRate": 0.4236180904522613, "wilsonLowerBound": 0.41113651966514037 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7377, "officialConfigError": null, "officialConfigValid": true, "successCount": 235, "successRate": 0.03185576792734174, "wilsonLowerBound": 0.02808550752550505 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 11714, "officialConfigError": null, "officialConfigValid": true, "successCount": 3844, "successRate": 0.3281543452279324, "wilsonLowerBound": 0.3197087905130747 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 26500, "officialConfigError": null, "officialConfigValid": true, "successCount": 13446, "successRate": 0.5073962264150943, "wilsonLowerBound": 0.5013761570719656 }, "vllm": { "framework": "vllm", "modelCount": 62509, "officialConfigError": null, "officialConfigValid": true, "successCount": 6293, "successRate": 0.10067350301556575, "wilsonLowerBound": 0.0983391335440584 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 12496, "officialConfigError": null, "officialConfigValid": true, "successCount": 1802, "successRate": 0.14420614596670936, "wilsonLowerBound": 0.13815594641647316 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-09-20T00:04:38.483393+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 1210.344827586207, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.6299340991818858, "queueFactor": 0.9884245271664123, "queueWeight": 0.9884245271664123, "recentSuccess": 38, "recentSuccessRate": 0.3275862068965517, "recentTerminal": 116, "recentWilsonLowerBound": 0.24890167211578704, "running": 8, "selectionWeight": 1.6110668412962676, "stale": false, "submissionEligible": true, "throughputPerHour": 19.333333333333332, "waiting": 23400 }, "Ascend_910-b4": { "available": true, "backlogHours": 1269.1363636363637, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.221262524429188, "queueFactor": 0.9814171394833658, "queueWeight": 0.9814171394833658, "recentSuccess": 48, "recentSuccessRate": 0.36363636363636365, "recentTerminal": 132, "recentWilsonLowerBound": 0.28650505488913514, "running": 8, "selectionWeight": 2.1799851127668934, "stale": false, "submissionEligible": true, "throughputPerHour": 22.0, "waiting": 27921 }, "Biren_166m": { "available": true, "backlogHours": 179.66666666666666, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.25319789011855204, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 25, "recentSuccessRate": 0.15432098765432098, "recentTerminal": 162, "recentWilsonLowerBound": 0.1067658535481554, "running": 8, "selectionWeight": 0.32915725715411764, "stale": false, "submissionEligible": true, "throughputPerHour": 27.0, "waiting": 4851 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 2022.1363636363637, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 1.4747176436576503, "queueFactor": 0.9151837823687055, "queueWeight": 0.9151837823687055, "recentSuccess": 16, "recentSuccessRate": 0.36363636363636365, "recentTerminal": 44, "recentWilsonLowerBound": 0.23783334127491426, "running": 7, "selectionWeight": 1.3496376710484732, "stale": false, "submissionEligible": true, "throughputPerHour": 7.333333333333333, "waiting": 14829 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 522.6346153846155, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.6904944725602803, "queueFactor": 1.121114980714082, "queueWeight": 1.121114980714082, "recentSuccess": 25, "recentSuccessRate": 0.2403846153846154, "recentTerminal": 104, "recentWilsonLowerBound": 0.16845266546271026, "running": 7, "selectionWeight": 0.7741236972875989, "stale": false, "submissionEligible": true, "throughputPerHour": 17.333333333333332, "waiting": 9059 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 50.48, "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": 0.03666666666666667, "recentTerminal": 300, "recentWilsonLowerBound": 0.020595091468180667, "running": 24, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 50.0, "waiting": 2524 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 139.6777251184834, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.24650364099188501, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 31, "recentSuccessRate": 0.14691943127962084, "recentTerminal": 211, "recentWilsonLowerBound": 0.10547340032538675, "running": 10, "selectionWeight": 0.3204547332894505, "stale": false, "submissionEligible": true, "throughputPerHour": 35.166666666666664, "waiting": 4912 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 3195.2, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 2.5, "queueFactor": 0.8544864381607817, "queueWeight": 0.8544864381607817, "recentSuccess": 14, "recentSuccessRate": 0.4666666666666667, "recentTerminal": 30, "recentWilsonLowerBound": 0.3023212722412823, "running": 2, "selectionWeight": 2.1362160954019545, "stale": false, "submissionEligible": true, "throughputPerHour": 5.0, "waiting": 15976 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 643.2121212121212, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.3726746607065077, "queueFactor": 1.0867427421101836, "queueWeight": 1.0867427421101836, "recentSuccess": 31, "recentSuccessRate": 0.31313131313131315, "recentTerminal": 99, "recentWilsonLowerBound": 0.23020651977353204, "running": 8, "selectionWeight": 1.4917442248013562, "stale": false, "submissionEligible": true, "throughputPerHour": 16.5, "waiting": 10613 }, "MetaX_c-500": { "available": true, "backlogHours": 784.6588235294118, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.8749735560245406, "queueFactor": 1.0548185337669205, "queueWeight": 1.0548185337669205, "recentSuccess": 23, "recentSuccessRate": 0.27058823529411763, "recentTerminal": 85, "recentWilsonLowerBound": 0.18759486332171668, "running": 4, "selectionWeight": 0.9229383234506344, "stale": false, "submissionEligible": true, "throughputPerHour": 14.166666666666666, "waiting": 11116 }, "Mthreads_s4000": { "available": true, "backlogHours": 2001.84375, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 2.3611014541353548, "queueFactor": 0.9165694018278839, "queueWeight": 0.9165694018278839, "recentSuccess": 26, "recentSuccessRate": 0.40625, "recentTerminal": 64, "recentWilsonLowerBound": 0.29456724435258885, "running": 4, "selectionWeight": 2.164113347471789, "stale": false, "submissionEligible": true, "throughputPerHour": 10.666666666666666, "waiting": 21353 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 9315.6, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.06287391239719495, "queueFactor": 0.7277768829568595, "queueWeight": 0.7277768829568595, "recentSuccess": 2, "recentSuccessRate": 0.2, "recentTerminal": 10, "recentWilsonLowerBound": 0.05668094798069332, "running": 2, "selectionWeight": 0.04575817998373318, "stale": false, "submissionEligible": false, "throughputPerHour": 1.6666666666666667, "waiting": 15526 }, "Vastai_va16": { "available": true, "backlogHours": 1837.5652173913043, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.07437239471520499, "queueFactor": 0.9284178188684645, "queueWeight": 0.9284178188684645, "recentSuccess": 6, "recentSuccessRate": 0.13043478260869565, "recentTerminal": 46, "recentWilsonLowerBound": 0.06117757137492025, "running": 16, "selectionWeight": 0.06904865648551513, "stale": false, "submissionEligible": true, "throughputPerHour": 7.666666666666667, "waiting": 14088 }, "hygon_k100-ai": { "available": true, "backlogHours": 1029.5581395348836, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 1.5907533095777167, "queueFactor": 1.0127033577576408, "queueWeight": 1.0127033577576408, "recentSuccess": 29, "recentSuccessRate": 0.3372093023255814, "recentTerminal": 86, "recentWilsonLowerBound": 0.24616399807168984, "running": 6, "selectionWeight": 1.6109612179734334, "stale": false, "submissionEligible": true, "throughputPerHour": 14.333333333333334, "waiting": 14757 } }, "queueAttemptedAt": "2026-09-20T00:04:38.483393+00:00", "queueError": null, "queueUpdatedAt": "2026-09-20T00:04:38.483393+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 }