{ "communityAttemptedAt": "2026-10-10T03:23:20.774459+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-10-10T03:23:20.774459+00:00", "frameworkAttemptedAt": "2026-10-10T02:17:10.668899+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b3": { "llamacpp": { "framework": "llamacpp", "modelCount": 41882, "officialConfigError": null, "officialConfigValid": true, "successCount": 20735, "successRate": 0.4950814192254429, "wilsonLowerBound": 0.490293679621033 }, "vllm": { "framework": "vllm", "modelCount": 56061, "officialConfigError": null, "officialConfigValid": true, "successCount": 15293, "successRate": 0.27279213713633366, "wilsonLowerBound": 0.2691208183687658 }, "vllm_0.23.0": { "framework": "vllm_0.23.0", "modelCount": 0, "officialConfigError": "framework_mismatch", "officialConfigValid": false, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 4207, "officialConfigError": null, "officialConfigValid": true, "successCount": 1261, "successRate": 0.299738531019729, "wilsonLowerBound": 0.28608203557616674 } }, "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 36651, "officialConfigError": null, "officialConfigValid": true, "successCount": 17159, "successRate": 0.4681727647267469, "wilsonLowerBound": 0.46306777148598294 }, "vllm": { "framework": "vllm", "modelCount": 39613, "officialConfigError": null, "officialConfigValid": true, "successCount": 10991, "successRate": 0.2774594198874107, "wilsonLowerBound": 0.27307187646756 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 12464, "officialConfigError": null, "officialConfigValid": true, "successCount": 5242, "successRate": 0.4205712451861361, "wilsonLowerBound": 0.4119304513007424 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 64211, "officialConfigError": null, "officialConfigValid": true, "successCount": 12096, "successRate": 0.1883789381881609, "wilsonLowerBound": 0.18537317918882054 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 28917, "officialConfigError": null, "officialConfigValid": true, "successCount": 6270, "successRate": 0.2168274717294325, "wilsonLowerBound": 0.21211556179053054 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7612, "officialConfigError": null, "officialConfigValid": true, "successCount": 103, "successRate": 0.013531266421439831, "wilsonLowerBound": 0.011170250578487015 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26603, "officialConfigError": null, "officialConfigValid": true, "successCount": 3268, "successRate": 0.12284328835093787, "wilsonLowerBound": 0.11895303348065779 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16504, "officialConfigError": null, "officialConfigValid": true, "successCount": 1676, "successRate": 0.10155113911778962, "wilsonLowerBound": 0.09703506300045812 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 15273, "officialConfigError": null, "officialConfigValid": true, "successCount": 6052, "successRate": 0.39625482878281937, "wilsonLowerBound": 0.38852459460937305 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24701, "officialConfigError": null, "officialConfigValid": true, "successCount": 3806, "successRate": 0.15408283065462935, "wilsonLowerBound": 0.14963429330888384 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 8123, "officialConfigError": null, "officialConfigValid": true, "successCount": 544, "successRate": 0.066970331158439, "wilsonLowerBound": 0.061736366111672984 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 51023, "officialConfigError": null, "officialConfigValid": true, "successCount": 12826, "successRate": 0.2513768300570331, "wilsonLowerBound": 0.24763148947469338 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 23843, "officialConfigError": null, "officialConfigValid": true, "successCount": 3126, "successRate": 0.13110766262634735, "wilsonLowerBound": 0.126882793491335 }, "vllm": { "framework": "vllm", "modelCount": 86972, "officialConfigError": null, "officialConfigValid": true, "successCount": 9771, "successRate": 0.11234650232258658, "wilsonLowerBound": 0.11026481640427387 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 45863, "officialConfigError": null, "officialConfigValid": true, "successCount": 5515, "successRate": 0.12024943854523254, "wilsonLowerBound": 0.11730442354267737 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 45853, "officialConfigError": null, "officialConfigValid": true, "successCount": 3648, "successRate": 0.07955858940527337, "wilsonLowerBound": 0.07711673427743596 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 92464, "officialConfigError": null, "officialConfigValid": true, "successCount": 23099, "successRate": 0.24981614466170618, "wilsonLowerBound": 0.24703619407122826 }, "transformers": { "framework": "transformers", "modelCount": 5521, "officialConfigError": null, "officialConfigValid": true, "successCount": 583, "successRate": 0.10559681217170802, "wilsonLowerBound": 0.09776262346075357 }, "vllm": { "framework": "vllm", "modelCount": 112846, "officialConfigError": null, "officialConfigValid": true, "successCount": 16530, "successRate": 0.14648281729082113, "wilsonLowerBound": 0.14443178876047075 }, "vllm-0.17.0": { "framework": "vllm-0.17.0", "modelCount": 55, "officialConfigError": null, "officialConfigValid": true, "successCount": 1, "successRate": 0.01818181818181818, "wilsonLowerBound": 0.0032166975922527864 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 22821, "officialConfigError": null, "officialConfigValid": true, "successCount": 3944, "successRate": 0.1728232768064502, "wilsonLowerBound": 0.16797288229607396 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 43598, "officialConfigError": null, "officialConfigValid": true, "successCount": 5671, "successRate": 0.13007477407220513, "wilsonLowerBound": 0.12694971463645993 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7911, "officialConfigError": null, "officialConfigValid": true, "successCount": 739, "successRate": 0.09341423334597396, "wilsonLowerBound": 0.08719724252136667 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 205, "officialConfigError": null, "officialConfigValid": true, "successCount": 37, "successRate": 0.18048780487804877, "wilsonLowerBound": 0.13387369642098657 }, "vllm": { "framework": "vllm", "modelCount": 34044, "officialConfigError": null, "officialConfigValid": true, "successCount": 6685, "successRate": 0.19636352954999411, "wilsonLowerBound": 0.19217804739959074 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 61469, "officialConfigError": null, "officialConfigValid": true, "successCount": 12420, "successRate": 0.20205306739982756, "wilsonLowerBound": 0.19889743324247072 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 14788, "officialConfigError": null, "officialConfigValid": true, "successCount": 4216, "successRate": 0.2850960238030836, "wilsonLowerBound": 0.2778760968139733 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 15201, "officialConfigError": null, "officialConfigValid": true, "successCount": 3722, "successRate": 0.24485231234787186, "wilsonLowerBound": 0.23808155714566379 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 67189, "officialConfigError": null, "officialConfigValid": true, "successCount": 18518, "successRate": 0.2756105910193633, "wilsonLowerBound": 0.2722448595168387 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 828, "officialConfigError": null, "officialConfigValid": true, "successCount": 498, "successRate": 0.6014492753623188, "wilsonLowerBound": 0.5677056068454613 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 48229, "officialConfigError": null, "officialConfigValid": true, "successCount": 21602, "successRate": 0.44790478757593977, "wilsonLowerBound": 0.44347096355798155 }, "vllm": { "framework": "vllm", "modelCount": 39438, "officialConfigError": null, "officialConfigValid": true, "successCount": 4670, "successRate": 0.11841371266291394, "wilsonLowerBound": 0.11526198257690201 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 1035, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 } }, "Sunrise_pt-200-x1": { "sglang": { "framework": "sglang", "modelCount": 6286, "officialConfigError": null, "officialConfigValid": true, "successCount": 192, "successRate": 0.030544066178810055, "wilsonLowerBound": 0.02656844784963345 }, "vllm": { "framework": "vllm", "modelCount": 10078, "officialConfigError": null, "officialConfigValid": true, "successCount": 759, "successRate": 0.07531256201627307, "wilsonLowerBound": 0.07032053867780093 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 7154, "officialConfigError": null, "officialConfigValid": true, "successCount": 3131, "successRate": 0.437657254682695, "wilsonLowerBound": 0.42619768539694874 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7416, "officialConfigError": null, "officialConfigValid": true, "successCount": 244, "successRate": 0.03290183387270766, "wilsonLowerBound": 0.029077614020079336 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 17468, "officialConfigError": null, "officialConfigValid": true, "successCount": 5199, "successRate": 0.29762995191206776, "wilsonLowerBound": 0.29089463983613106 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 28121, "officialConfigError": null, "officialConfigValid": true, "successCount": 14359, "successRate": 0.5106148429998933, "wilsonLowerBound": 0.5047711024953137 }, "vllm": { "framework": "vllm", "modelCount": 66909, "officialConfigError": null, "officialConfigValid": true, "successCount": 7100, "successRate": 0.10611427461178616, "wilsonLowerBound": 0.10380316363670833 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 13533, "officialConfigError": null, "officialConfigValid": true, "successCount": 2200, "successRate": 0.16256558043301558, "wilsonLowerBound": 0.15644494497346914 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-10-10T03:23:20.774459+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 1305.1181102362204, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.183032475354511, "queueFactor": 0.932120467350868, "queueWeight": 0.932120467350868, "recentSuccess": 41, "recentSuccessRate": 0.3228346456692913, "recentTerminal": 127, "recentWilsonLowerBound": 0.24775141165561224, "running": 8, "selectionWeight": 1.102728783818701, "stale": false, "submissionEligible": true, "throughputPerHour": 21.166666666666668, "waiting": 27625 }, "Ascend_910-b4": { "available": true, "backlogHours": 1517.15, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.377157027887845, "queueFactor": 0.9113081168112913, "queueWeight": 0.9113081168112913, "recentSuccess": 51, "recentSuccessRate": 0.425, "recentTerminal": 120, "recentWilsonLowerBound": 0.34022892313997877, "running": 8, "selectionWeight": 2.166322494449198, "stale": false, "submissionEligible": true, "throughputPerHour": 20.0, "waiting": 30343 }, "Biren_166m": { "available": true, "backlogHours": 142.75977653631284, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.16463419070082924, "queueFactor": 1.2990582870715113, "queueWeight": 1.2990582870715113, "recentSuccess": 26, "recentSuccessRate": 0.1452513966480447, "recentTerminal": 179, "recentWilsonLowerBound": 0.10109008857130748, "running": 8, "selectionWeight": 0.21386940976522376, "stale": false, "submissionEligible": false, "throughputPerHour": 29.833333333333332, "waiting": 4259 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1393.6056338028168, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.35716461169339625, "queueFactor": 0.9229932663474112, "queueWeight": 0.9229932663474112, "recentSuccess": 16, "recentSuccessRate": 0.22535211267605634, "recentTerminal": 71, "recentWilsonLowerBound": 0.1437454836103039, "running": 7, "selectionWeight": 0.32966053157059255, "stale": false, "submissionEligible": false, "throughputPerHour": 11.833333333333334, "waiting": 16491 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 451.88135593220335, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.6727777365023875, "queueFactor": 1.0928633282765894, "queueWeight": 1.0928633282765894, "recentSuccess": 31, "recentSuccessRate": 0.2627118644067797, "recentTerminal": 118, "recentWilsonLowerBound": 0.19168832306387246, "running": 7, "selectionWeight": 0.7352541163043894, "stale": false, "submissionEligible": true, "throughputPerHour": 19.666666666666668, "waiting": 8887 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 53.48936170212766, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 8, "recentSuccessRate": 0.02127659574468085, "recentTerminal": 376, "recentWilsonLowerBound": 0.010819623272957647, "running": 24, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 62.666666666666664, "waiting": 3352 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 105.74611398963731, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.07414011045372321, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 37, "recentSuccessRate": 0.09585492227979274, "recentTerminal": 386, "recentWilsonLowerBound": 0.07034345023406577, "running": 5, "selectionWeight": 0.09638214358984017, "stale": false, "submissionEligible": false, "throughputPerHour": 64.33333333333333, "waiting": 6803 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 2259.3658536585367, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.43333544499527743, "queueFactor": 0.8584629028470482, "queueWeight": 0.8584629028470482, "recentSuccess": 11, "recentSuccessRate": 0.2682926829268293, "recentTerminal": 41, "recentWilsonLowerBound": 0.15694805281336685, "running": 2, "selectionWeight": 0.3720024040171632, "stale": false, "submissionEligible": true, "throughputPerHour": 6.833333333333333, "waiting": 15439 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 409.03125, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.5125409691855448, "queueFactor": 1.1093179572628982, "queueWeight": 1.1093179572628982, "recentSuccess": 30, "recentSuccessRate": 0.234375, "recentTerminal": 128, "recentWilsonLowerBound": 0.16939254101487963, "running": 4, "selectionWeight": 0.5685709009504546, "stale": false, "submissionEligible": true, "throughputPerHour": 21.333333333333332, "waiting": 8726 }, "MetaX_c-500": { "available": true, "backlogHours": 609.1428571428571, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.8057901465522749, "queueFactor": 1.044988818003726, "queueWeight": 1.044988818003726, "recentSuccess": 30, "recentSuccessRate": 0.2857142857142857, "recentTerminal": 105, "recentWilsonLowerBound": 0.20806999151103064, "running": 4, "selectionWeight": 0.8420416928047108, "stale": false, "submissionEligible": true, "throughputPerHour": 17.5, "waiting": 10660 }, "Mthreads_s4000": { "available": true, "backlogHours": 1649.9268292682927, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 2.5, "queueFactor": 0.8999115254021418, "queueWeight": 0.8999115254021418, "recentSuccess": 37, "recentSuccessRate": 0.45121951219512196, "recentTerminal": 82, "recentWilsonLowerBound": 0.34811092788121567, "running": 4, "selectionWeight": 2.2497788135053547, "stale": false, "submissionEligible": true, "throughputPerHour": 13.666666666666666, "waiting": 22549 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 3261.75, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.2986743271945383, "queueFactor": 0.8124598644334607, "queueWeight": 0.8124598644334607, "recentSuccess": 8, "recentSuccessRate": 0.25, "recentTerminal": 32, "recentWilsonLowerBound": 0.13252243982621553, "running": 2, "selectionWeight": 0.24266090338222968, "stale": false, "submissionEligible": false, "throughputPerHour": 5.333333333333333, "waiting": 17396 }, "Vastai_va16": { "available": true, "backlogHours": 637.9591836734694, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.6947956067497016, "queueFactor": 1.0377687352639167, "queueWeight": 1.0377687352639167, "recentSuccess": 38, "recentSuccessRate": 0.2585034013605442, "recentTerminal": 147, "recentWilsonLowerBound": 0.19451481383383717, "running": 16, "selectionWeight": 0.7210371580835635, "stale": false, "submissionEligible": true, "throughputPerHour": 24.5, "waiting": 15630 }, "hygon_k100-ai": { "available": true, "backlogHours": 995.6949152542372, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.7315900015799071, "queueFactor": 0.9707347425238204, "queueWeight": 0.9707347425238204, "recentSuccess": 32, "recentSuccessRate": 0.2711864406779661, "recentTerminal": 118, "recentWilsonLowerBound": 0.19913122374219616, "running": 6, "selectionWeight": 0.7101798318166724, "stale": false, "submissionEligible": true, "throughputPerHour": 19.666666666666668, "waiting": 19582 } }, "queueAttemptedAt": "2026-10-10T03:18:22.445649+00:00", "queueError": null, "queueUpdatedAt": "2026-10-10T03:18:22.445649+00:00", "supportedGpus": [ "Cambricon_mlu-370-x4", "Vastai_va16", "Kunlunxin_p-800", "Iluvatar_mrv-100", "Iluvatar_bi-150", "Ascend_910-b4", "Ascend_910-b3", "hygon_k100-ai", "MetaX_c-500", "Biren_166m", "Sunrise_pt-200-x1", "Iluvatar_bi-100", "Cambricon_mlu-370-x8", "Mthreads_s4000" ], "taskTypes": [ "text-generation" ], "throughputWindowHours": 6, "version": 3 }