{ "communityAttemptedAt": "2026-10-04T22:21:48.947303+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-10-04T22:21:48.947303+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": "2026-10-04T22:33:06.957055+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 1057.1842105263158, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.5334735921710272, "queueFactor": 0.9557970557053156, "queueWeight": 0.9557970557053156, "recentSuccess": 55, "recentSuccessRate": 0.3618421052631579, "recentTerminal": 152, "recentWilsonLowerBound": 0.2897246533360595, "running": 8, "selectionWeight": 1.4656895443989217, "stale": false, "submissionEligible": true, "throughputPerHour": 25.333333333333332, "waiting": 26782 }, "Ascend_910-b4": { "available": true, "backlogHours": 1221.86013986014, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.5, "queueFactor": 0.9352658221076595, "queueWeight": 0.9352658221076595, "recentSuccess": 63, "recentSuccessRate": 0.4405594405594406, "recentTerminal": 143, "recentWilsonLowerBound": 0.36180032711402477, "running": 8, "selectionWeight": 2.338164555269149, "stale": false, "submissionEligible": true, "throughputPerHour": 23.833333333333332, "waiting": 29121 }, "Biren_166m": { "available": true, "backlogHours": 136.0632911392405, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.79131927442867, "queueFactor": 1.2999514801328782, "queueWeight": 1.2999514801328782, "recentSuccess": 44, "recentSuccessRate": 0.27848101265822783, "recentTerminal": 158, "recentWilsonLowerBound": 0.21447831071810888, "running": 8, "selectionWeight": 1.0286766620512249, "stale": false, "submissionEligible": true, "throughputPerHour": 26.333333333333332, "waiting": 3583 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1550.9032258064515, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.3734534804766777, "queueFactor": 0.902403110652487, "queueWeight": 0.902403110652487, "recentSuccess": 15, "recentSuccessRate": 0.24193548387096775, "recentTerminal": 62, "recentWilsonLowerBound": 0.1524576368094854, "running": 7, "selectionWeight": 0.3370055824661518, "stale": false, "submissionEligible": true, "throughputPerHour": 10.333333333333334, "waiting": 16026 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 452.3157894736842, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.7887802317990594, "queueFactor": 1.0856054785033116, "queueWeight": 1.0856054785033116, "recentSuccess": 33, "recentSuccessRate": 0.2894736842105263, "recentTerminal": 114, "recentWilsonLowerBound": 0.21416522774282082, "running": 7, "selectionWeight": 0.8563041409761709, "stale": false, "submissionEligible": true, "throughputPerHour": 19.0, "waiting": 8594 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 63.8944099378882, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 14, "recentSuccessRate": 0.043478260869565216, "recentTerminal": 322, "recentWilsonLowerBound": 0.026072809303675313, "running": 24, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 53.666666666666664, "waiting": 3429 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 232.48192771084337, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.4518628999223229, "queueFactor": 1.199581912771376, "queueWeight": 1.199581912771376, "recentSuccess": 37, "recentSuccessRate": 0.22289156626506024, "recentTerminal": 166, "recentWilsonLowerBound": 0.1662539567085869, "running": 2, "selectionWeight": 0.542046561799241, "stale": false, "submissionEligible": true, "throughputPerHour": 27.666666666666668, "waiting": 6432 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 1536.5901639344263, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.2585710814232451, "queueFactor": 0.9036590061270352, "queueWeight": 0.9036590061270352, "recentSuccess": 13, "recentSuccessRate": 0.21311475409836064, "recentTerminal": 61, "recentWilsonLowerBound": 0.1289965277061263, "running": 2, "selectionWeight": 0.23366008645212236, "stale": false, "submissionEligible": false, "throughputPerHour": 10.166666666666666, "waiting": 15622 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 351.22147651006713, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.3050886328747355, "queueFactor": 1.1275897747570685, "queueWeight": 1.1275897747570685, "recentSuccess": 29, "recentSuccessRate": 0.19463087248322147, "recentTerminal": 149, "recentWilsonLowerBound": 0.13907059958540524, "running": 8, "selectionWeight": 0.3440148228241649, "stale": false, "submissionEligible": false, "throughputPerHour": 24.833333333333332, "waiting": 8722 }, "MetaX_c-500": { "available": true, "backlogHours": 580.1538461538462, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.6297578234188733, "queueFactor": 1.0458196852752797, "queueWeight": 1.0458196852752797, "recentSuccess": 28, "recentSuccessRate": 0.2692307692307692, "recentTerminal": 104, "recentWilsonLowerBound": 0.19333139862414106, "running": 4, "selectionWeight": 0.6586131286875713, "stale": false, "submissionEligible": true, "throughputPerHour": 17.333333333333332, "waiting": 10056 }, "Mthreads_s4000": { "available": true, "backlogHours": 1147.408695652174, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.5493888945053993, "queueFactor": 0.9441273268595529, "queueWeight": 0.9441273268595529, "recentSuccess": 29, "recentSuccessRate": 0.25217391304347825, "recentTerminal": 115, "recentWilsonLowerBound": 0.1816982368953653, "running": 4, "selectionWeight": 0.5186930683757076, "stale": false, "submissionEligible": true, "throughputPerHour": 19.166666666666668, "waiting": 21992 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 945.2777777777778, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.05, "queueFactor": 0.971973381160869, "queueWeight": 0.971973381160869, "recentSuccess": 7, "recentSuccessRate": 0.06481481481481481, "recentTerminal": 108, "recentWilsonLowerBound": 0.031747786442789375, "running": 2, "selectionWeight": 0.04859866905804345, "stale": false, "submissionEligible": false, "throughputPerHour": 18.0, "waiting": 17015 }, "Vastai_va16": { "available": true, "backlogHours": 1372.9565217391305, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.05, "queueFactor": 0.9190513364528129, "queueWeight": 0.9190513364528129, "recentSuccess": 6, "recentSuccessRate": 0.08695652173913043, "recentTerminal": 69, "recentWilsonLowerBound": 0.040463070120907337, "running": 16, "selectionWeight": 0.04595256682264065, "stale": false, "submissionEligible": false, "throughputPerHour": 11.5, "waiting": 15789 }, "hygon_k100-ai": { "available": true, "backlogHours": 618.8969072164948, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.05, "queueFactor": 1.0357275815590445, "queueWeight": 1.0357275815590445, "recentSuccess": 5, "recentSuccessRate": 0.02577319587628866, "recentTerminal": 194, "recentWilsonLowerBound": 0.011057737127761513, "running": 6, "selectionWeight": 0.05178637907795223, "stale": false, "submissionEligible": false, "throughputPerHour": 32.333333333333336, "waiting": 20011 } }, "queueAttemptedAt": "2026-10-04T22:26:26.557368+00:00", "queueError": null, "queueUpdatedAt": "2026-10-04T22:26:26.557368+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 }