{ "communityAttemptedAt": "2026-10-05T03:49:15.766410+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-10-05T03:49:15.766410+00:00", "frameworkAttemptedAt": "2026-10-04T22:29:01.586451+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b3": { "llamacpp": { "framework": "llamacpp", "modelCount": 40994, "officialConfigError": null, "officialConfigValid": true, "successCount": 20121, "successRate": 0.4908279260379568, "wilsonLowerBound": 0.48598959740198855 }, "vllm": { "framework": "vllm", "modelCount": 54888, "officialConfigError": null, "officialConfigValid": true, "successCount": 15123, "successRate": 0.2755247048535199, "wilsonLowerBound": 0.27180276956089916 }, "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": 3695, "officialConfigError": null, "officialConfigValid": true, "successCount": 1091, "successRate": 0.2952638700947226, "wilsonLowerBound": 0.2807741480755047 } }, "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 35600, "officialConfigError": null, "officialConfigValid": true, "successCount": 16466, "successRate": 0.46252808988764044, "wilsonLowerBound": 0.45735302804850114 }, "vllm": { "framework": "vllm", "modelCount": 39168, "officialConfigError": null, "officialConfigValid": true, "successCount": 10927, "successRate": 0.27897773692810457, "wilsonLowerBound": 0.27455787491519756 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 11577, "officialConfigError": null, "officialConfigValid": true, "successCount": 4844, "successRate": 0.41841582447957154, "wilsonLowerBound": 0.4094582963930427 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 64180, "officialConfigError": null, "officialConfigValid": true, "successCount": 12094, "successRate": 0.18843876597070738, "wilsonLowerBound": 0.18543191329200215 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 26198, "officialConfigError": null, "officialConfigValid": true, "successCount": 5576, "successRate": 0.2128406748606764, "wilsonLowerBound": 0.20792639836850288 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7345, "officialConfigError": null, "officialConfigValid": true, "successCount": 94, "successRate": 0.01279782164737917, "wilsonLowerBound": 0.010470008246298753 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26526, "officialConfigError": null, "officialConfigValid": true, "successCount": 3261, "successRate": 0.12293598733318253, "wilsonLowerBound": 0.11903887461602537 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16498, "officialConfigError": null, "officialConfigValid": true, "successCount": 1676, "successRate": 0.10158807128136745, "wilsonLowerBound": 0.09707043924110484 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 14143, "officialConfigError": null, "officialConfigValid": true, "successCount": 5715, "successRate": 0.4040868274057838, "wilsonLowerBound": 0.3960264318749205 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24571, "officialConfigError": null, "officialConfigValid": true, "successCount": 3798, "successRate": 0.1545724634732001, "wilsonLowerBound": 0.150106383253713 }, "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": 49031, "officialConfigError": null, "officialConfigValid": true, "successCount": 12251, "successRate": 0.2498623319940446, "wilsonLowerBound": 0.2460498870018196 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 23692, "officialConfigError": null, "officialConfigValid": true, "successCount": 3112, "successRate": 0.13135235522539254, "wilsonLowerBound": 0.1271107916269349 }, "vllm": { "framework": "vllm", "modelCount": 86860, "officialConfigError": null, "officialConfigValid": true, "successCount": 9768, "successRate": 0.11245682707805664, "wilsonLowerBound": 0.11037290537855499 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 44439, "officialConfigError": null, "officialConfigValid": true, "successCount": 5408, "successRate": 0.1216949076261842, "wilsonLowerBound": 0.11868784868601158 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 42467, "officialConfigError": null, "officialConfigValid": true, "successCount": 3597, "successRate": 0.0847010620010832, "wilsonLowerBound": 0.08209024727094083 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 91260, "officialConfigError": null, "officialConfigValid": true, "successCount": 22480, "successRate": 0.24632916940609248, "wilsonLowerBound": 0.24354435276353384 }, "transformers": { "framework": "transformers", "modelCount": 5456, "officialConfigError": null, "officialConfigValid": true, "successCount": 580, "successRate": 0.1063049853372434, "wilsonLowerBound": 0.09840136491777417 }, "vllm": { "framework": "vllm", "modelCount": 112792, "officialConfigError": null, "officialConfigValid": true, "successCount": 16529, "successRate": 0.14654408114050643, "wilsonLowerBound": 0.14449220511310681 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 21518, "officialConfigError": null, "officialConfigValid": true, "successCount": 3824, "successRate": 0.17771168324193698, "wilsonLowerBound": 0.1726616453533802 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 43454, "officialConfigError": null, "officialConfigValid": true, "successCount": 5653, "successRate": 0.13009159110783816, "wilsonLowerBound": 0.12696123657684052 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7664, "officialConfigError": null, "officialConfigValid": true, "successCount": 704, "successRate": 0.0918580375782881, "wilsonLowerBound": 0.08559448631327704 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 205, "officialConfigError": null, "officialConfigValid": true, "successCount": 37, "successRate": 0.18048780487804877, "wilsonLowerBound": 0.13387369642098657 }, "vllm": { "framework": "vllm", "modelCount": 33287, "officialConfigError": null, "officialConfigValid": true, "successCount": 6412, "successRate": 0.19262775257608075, "wilsonLowerBound": 0.18842674102081802 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 61402, "officialConfigError": null, "officialConfigValid": true, "successCount": 12412, "successRate": 0.20214325266277972, "wilsonLowerBound": 0.1989853727367128 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 12833, "officialConfigError": null, "officialConfigValid": true, "successCount": 3751, "successRate": 0.2922933063196447, "wilsonLowerBound": 0.2844872431189157 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 14801, "officialConfigError": null, "officialConfigValid": true, "successCount": 3665, "successRate": 0.24761840416188097, "wilsonLowerBound": 0.24073070445635578 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 65863, "officialConfigError": null, "officialConfigValid": true, "successCount": 18099, "successRate": 0.2747976861060079, "wilsonLowerBound": 0.27140154600114563 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 561, "officialConfigError": null, "officialConfigValid": true, "successCount": 347, "successRate": 0.6185383244206774, "wilsonLowerBound": 0.5776648814867291 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 47817, "officialConfigError": null, "officialConfigValid": true, "successCount": 21273, "successRate": 0.4448836187966623, "wilsonLowerBound": 0.44043391627468637 }, "vllm": { "framework": "vllm", "modelCount": 38689, "officialConfigError": null, "officialConfigValid": true, "successCount": 4371, "successRate": 0.11297784900100803, "wilsonLowerBound": 0.1098617283137478 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 911, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 } }, "Sunrise_pt-200-x1": { "sglang": { "framework": "sglang", "modelCount": 6284, "officialConfigError": null, "officialConfigValid": true, "successCount": 192, "successRate": 0.030553787396562698, "wilsonLowerBound": 0.026576919854083197 }, "vllm": { "framework": "vllm", "modelCount": 10064, "officialConfigError": null, "officialConfigValid": true, "successCount": 754, "successRate": 0.07492050874403816, "wilsonLowerBound": 0.06993760855583725 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 6836, "officialConfigError": null, "officialConfigValid": true, "successCount": 2974, "successRate": 0.4350497366881217, "wilsonLowerBound": 0.42333697792193725 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7403, "officialConfigError": null, "officialConfigValid": true, "successCount": 243, "successRate": 0.03282453059570444, "wilsonLowerBound": 0.029001798401434808 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 15582, "officialConfigError": null, "officialConfigValid": true, "successCount": 4896, "successRate": 0.31420870234886406, "wilsonLowerBound": 0.3069665592811269 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 27668, "officialConfigError": null, "officialConfigValid": true, "successCount": 14102, "successRate": 0.5096862801792684, "wilsonLowerBound": 0.5037947964348157 }, "vllm": { "framework": "vllm", "modelCount": 65785, "officialConfigError": null, "officialConfigValid": true, "successCount": 6899, "successRate": 0.10487193129132781, "wilsonLowerBound": 0.10255361664956537 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 13262, "officialConfigError": null, "officialConfigValid": true, "successCount": 2083, "successRate": 0.15706529935153069, "wilsonLowerBound": 0.15097188606024203 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-10-05T04:01:45.268447+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 813.8984771573604, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.0696662876101601, "queueFactor": 0.9867896213291859, "queueWeight": 0.9867896213291859, "recentSuccess": 51, "recentSuccessRate": 0.25888324873096447, "recentTerminal": 197, "recentWilsonLowerBound": 0.20274057093681822, "running": 10, "selectionWeight": 1.055535590899426, "stale": false, "submissionEligible": true, "throughputPerHour": 32.833333333333336, "waiting": 26723 }, "Ascend_910-b4": { "available": true, "backlogHours": 1104.4556962025317, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.6815550650858428, "queueFactor": 0.9426226337056872, "queueWeight": 0.9426226337056872, "recentSuccess": 50, "recentSuccessRate": 0.31645569620253167, "recentTerminal": 158, "recentWilsonLowerBound": 0.2490244164693115, "running": 9, "selectionWeight": 1.5850718641723556, "stale": false, "submissionEligible": true, "throughputPerHour": 26.333333333333332, "waiting": 29084 }, "Biren_166m": { "available": true, "backlogHours": 131.14814814814815, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.7829692128186361, "queueFactor": 1.2976147815828283, "queueWeight": 1.2976147815828283, "recentSuccess": 38, "recentSuccessRate": 0.2345679012345679, "recentTerminal": 162, "recentWilsonLowerBound": 0.17593332446183887, "running": 9, "selectionWeight": 1.0159924240777334, "stale": false, "submissionEligible": true, "throughputPerHour": 27.0, "waiting": 3541 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1280.08, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.3699138404964737, "queueFactor": 0.9219864567404804, "queueWeight": 0.9219864567404804, "recentSuccess": 15, "recentSuccessRate": 0.2, "recentTerminal": 75, "recentWilsonLowerBound": 0.12512038203120296, "running": 7, "selectionWeight": 0.341055551098607, "stale": false, "submissionEligible": false, "throughputPerHour": 12.5, "waiting": 16001 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 403.84251968503935, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.9426355249763106, "queueFactor": 1.0961709841869203, "queueWeight": 1.0961709841869203, "recentSuccess": 33, "recentSuccessRate": 0.25984251968503935, "recentTerminal": 127, "recentWilsonLowerBound": 0.19141857187461628, "running": 7, "selectionWeight": 1.0332897111428367, "stale": false, "submissionEligible": true, "throughputPerHour": 21.166666666666668, "waiting": 8548 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 47.16591928251121, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 15, "recentSuccessRate": 0.033632286995515695, "recentTerminal": 446, "recentWilsonLowerBound": 0.020485552188349927, "running": 24, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 74.33333333333333, "waiting": 3506 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 159.87654320987653, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.35800966706935883, "queueFactor": 1.259628261453363, "queueWeight": 1.259628261453363, "recentSuccess": 40, "recentSuccessRate": 0.1646090534979424, "recentTerminal": 243, "recentWilsonLowerBound": 0.12327382382909438, "running": 7, "selectionWeight": 0.45095909451407373, "stale": false, "submissionEligible": false, "throughputPerHour": 40.5, "waiting": 6475 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 1613.689655172414, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.6659617216390985, "queueFactor": 0.8905065254889043, "queueWeight": 0.8905065254889043, "recentSuccess": 15, "recentSuccessRate": 0.25862068965517243, "recentTerminal": 58, "recentWilsonLowerBound": 0.16345403519517454, "running": 3, "selectionWeight": 0.5930432588454425, "stale": false, "submissionEligible": true, "throughputPerHour": 9.666666666666666, "waiting": 15599 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 320.22222222222223, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.320009848620916, "queueFactor": 1.1349909233188995, "queueWeight": 1.1349909233188995, "recentSuccess": 27, "recentSuccessRate": 0.16666666666666666, "recentTerminal": 162, "recentWilsonLowerBound": 0.11714404789856393, "running": 9, "selectionWeight": 0.3632082735573947, "stale": false, "submissionEligible": false, "throughputPerHour": 27.0, "waiting": 8646 }, "MetaX_c-500": { "available": true, "backlogHours": 595.1881188118813, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 1.3509073543015535, "queueFactor": 1.0342177102910521, "queueWeight": 1.0342177102910521, "recentSuccess": 31, "recentSuccessRate": 0.3069306930693069, "recentTerminal": 101, "recentWilsonLowerBound": 0.22543494459305355, "running": 4, "selectionWeight": 1.3971323107810958, "stale": false, "submissionEligible": true, "throughputPerHour": 16.833333333333332, "waiting": 10019 }, "Mthreads_s4000": { "available": true, "backlogHours": 1481.3258426966293, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 2.5, "queueFactor": 0.9020124222667752, "queueWeight": 0.9020124222667752, "recentSuccess": 35, "recentSuccessRate": 0.39325842696629215, "recentTerminal": 89, "recentWilsonLowerBound": 0.29821384452397615, "running": 4, "selectionWeight": 2.255031055666938, "stale": false, "submissionEligible": true, "throughputPerHour": 14.833333333333334, "waiting": 21973 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 2124.5, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.23554924525224158, "queueFactor": 0.8545187532356274, "queueWeight": 0.8545187532356274, "recentSuccess": 9, "recentSuccessRate": 0.1875, "recentTerminal": 48, "recentWilsonLowerBound": 0.10191276348200173, "running": 2, "selectionWeight": 0.2012812473785385, "stale": false, "submissionEligible": false, "throughputPerHour": 8.0, "waiting": 16996 }, "Vastai_va16": { "available": true, "backlogHours": 1298.13698630137, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.05, "queueFactor": 0.9200512715819195, "queueWeight": 0.9200512715819195, "recentSuccess": 3, "recentSuccessRate": 0.0410958904109589, "recentTerminal": 73, "recentWilsonLowerBound": 0.014073685234288726, "running": 17, "selectionWeight": 0.046002563579095976, "stale": false, "submissionEligible": false, "throughputPerHour": 12.166666666666666, "waiting": 15794 }, "hygon_k100-ai": { "available": true, "backlogHours": 675.7966101694915, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.05, "queueFactor": 1.0147001092526595, "queueWeight": 1.0147001092526595, "recentSuccess": 7, "recentSuccessRate": 0.03954802259887006, "recentTerminal": 177, "recentWilsonLowerBound": 0.019286649436886086, "running": 6, "selectionWeight": 0.05073500546263298, "stale": false, "submissionEligible": false, "throughputPerHour": 29.5, "waiting": 19936 } }, "queueAttemptedAt": "2026-10-05T04:01:45.268447+00:00", "queueError": null, "queueUpdatedAt": "2026-10-05T04:01:45.268447+00:00", "supportedGpus": [ "Vastai_va16", "Cambricon_mlu-370-x4", "Kunlunxin_p-800", "Iluvatar_mrv-100", "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 }