{ "communityAttemptedAt": "2026-10-05T08:10:08.660674+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-10-05T08:10:08.660674+00:00", "frameworkAttemptedAt": "2026-10-05T04:31:49.885364+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b3": { "llamacpp": { "framework": "llamacpp", "modelCount": 41036, "officialConfigError": null, "officialConfigValid": true, "successCount": 20148, "successRate": 0.4909835266595185, "wilsonLowerBound": 0.4861476320311738 }, "vllm": { "framework": "vllm", "modelCount": 54944, "officialConfigError": null, "officialConfigValid": true, "successCount": 15132, "successRate": 0.2754076878276063, "wilsonLowerBound": 0.2716881415473594 }, "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": 3726, "officialConfigError": null, "officialConfigValid": true, "successCount": 1107, "successRate": 0.2971014492753623, "wilsonLowerBound": 0.28264300925499425 } }, "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 35657, "officialConfigError": null, "officialConfigValid": true, "successCount": 16504, "successRate": 0.46285441848725356, "wilsonLowerBound": 0.45768320240029553 }, "vllm": { "framework": "vllm", "modelCount": 39194, "officialConfigError": null, "officialConfigValid": true, "successCount": 10930, "successRate": 0.2788692146757157, "wilsonLowerBound": 0.2744513517886644 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 11634, "officialConfigError": null, "officialConfigValid": true, "successCount": 4873, "successRate": 0.4188585181364965, "wilsonLowerBound": 0.4099214149550054 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 64182, "officialConfigError": null, "officialConfigValid": true, "successCount": 12094, "successRate": 0.1884328939578075, "wilsonLowerBound": 0.1854261243786334 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 26333, "officialConfigError": null, "officialConfigValid": true, "successCount": 5624, "successRate": 0.2135723237003, "wilsonLowerBound": 0.20866425847371176 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7364, "officialConfigError": null, "officialConfigValid": true, "successCount": 97, "successRate": 0.013172189027702336, "wilsonLowerBound": 0.010810308055248866 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26528, "officialConfigError": null, "officialConfigValid": true, "successCount": 3261, "successRate": 0.12292671893848009, "wilsonLowerBound": 0.11902988046077251 }, "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": 14198, "officialConfigError": null, "officialConfigValid": true, "successCount": 5726, "successRate": 0.4032962389068883, "wilsonLowerBound": 0.3952541816816339 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24577, "officialConfigError": null, "officialConfigValid": true, "successCount": 3799, "successRate": 0.15457541603938643, "wilsonLowerBound": 0.15010983868695355 }, "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": 49126, "officialConfigError": null, "officialConfigValid": true, "successCount": 12277, "successRate": 0.24990839881122012, "wilsonLowerBound": 0.24609938382191066 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 23699, "officialConfigError": null, "officialConfigValid": true, "successCount": 3112, "successRate": 0.13131355753407317, "wilsonLowerBound": 0.1270731568612359 }, "vllm": { "framework": "vllm", "modelCount": 86861, "officialConfigError": null, "officialConfigValid": true, "successCount": 9768, "successRate": 0.11245553240234397, "wilsonLowerBound": 0.11037163321825212 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 44525, "officialConfigError": null, "officialConfigValid": true, "successCount": 5412, "successRate": 0.12154969118472768, "wilsonLowerBound": 0.1185470799984844 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 42688, "officialConfigError": null, "officialConfigValid": true, "successCount": 3600, "successRate": 0.0843328335832084, "wilsonLowerBound": 0.08173393909011592 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 91319, "officialConfigError": null, "officialConfigValid": true, "successCount": 22513, "successRate": 0.2465313899626584, "wilsonLowerBound": 0.24374668938359828 }, "transformers": { "framework": "transformers", "modelCount": 5458, "officialConfigError": null, "officialConfigValid": true, "successCount": 580, "successRate": 0.10626603151337487, "wilsonLowerBound": 0.0983651547258198 }, "vllm": { "framework": "vllm", "modelCount": 112794, "officialConfigError": null, "officialConfigValid": true, "successCount": 16529, "successRate": 0.14654148270298065, "wilsonLowerBound": 0.14448964000392267 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 21660, "officialConfigError": null, "officialConfigValid": true, "successCount": 3825, "successRate": 0.17659279778393353, "wilsonLowerBound": 0.17157194621284502 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 43461, "officialConfigError": null, "officialConfigValid": true, "successCount": 5654, "successRate": 0.13009364717792965, "wilsonLowerBound": 0.12696352068922592 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7677, "officialConfigError": null, "officialConfigValid": true, "successCount": 706, "successRate": 0.09196300638270158, "wilsonLowerBound": 0.08570122522596098 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 205, "officialConfigError": null, "officialConfigValid": true, "successCount": 37, "successRate": 0.18048780487804877, "wilsonLowerBound": 0.13387369642098657 }, "vllm": { "framework": "vllm", "modelCount": 33329, "officialConfigError": null, "officialConfigValid": true, "successCount": 6427, "successRate": 0.19283506855891266, "wilsonLowerBound": 0.18863492498308235 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 61408, "officialConfigError": null, "officialConfigValid": true, "successCount": 12412, "successRate": 0.2021235018238666, "wilsonLowerBound": 0.19896589235222234 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 12940, "officialConfigError": null, "officialConfigValid": true, "successCount": 3774, "successRate": 0.29165378670788256, "wilsonLowerBound": 0.2838850293915319 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 14826, "officialConfigError": null, "officialConfigValid": true, "successCount": 3669, "successRate": 0.24747065965196277, "wilsonLowerBound": 0.24059014216365812 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 65930, "officialConfigError": null, "officialConfigValid": true, "successCount": 18126, "successRate": 0.2749279538904899, "wilsonLowerBound": 0.27153302411015884 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 569, "officialConfigError": null, "officialConfigValid": true, "successCount": 351, "successRate": 0.616871704745167, "wilsonLowerBound": 0.5762687423475361 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 47837, "officialConfigError": null, "officialConfigValid": true, "successCount": 21290, "successRate": 0.44505299245354013, "wilsonLowerBound": 0.44060403755196154 }, "vllm": { "framework": "vllm", "modelCount": 38728, "officialConfigError": null, "officialConfigValid": true, "successCount": 4383, "successRate": 0.11317393100599049, "wilsonLowerBound": 0.11005695549298643 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 917, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 } }, "Sunrise_pt-200-x1": { "sglang": { "framework": "sglang", "modelCount": 6285, "officialConfigError": null, "officialConfigValid": true, "successCount": 192, "successRate": 0.03054892601431981, "wilsonLowerBound": 0.026572683176579088 }, "vllm": { "framework": "vllm", "modelCount": 10065, "officialConfigError": null, "officialConfigValid": true, "successCount": 754, "successRate": 0.0749130650769995, "wilsonLowerBound": 0.06993064194246942 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 6853, "officialConfigError": null, "officialConfigValid": true, "successCount": 2983, "successRate": 0.43528381730628923, "wilsonLowerBound": 0.423584686788983 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7404, "officialConfigError": null, "officialConfigValid": true, "successCount": 244, "successRate": 0.032955159373311727, "wilsonLowerBound": 0.029124828822416106 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 15627, "officialConfigError": null, "officialConfigValid": true, "successCount": 4903, "successRate": 0.31375183976451015, "wilsonLowerBound": 0.3065230457779068 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 27695, "officialConfigError": null, "officialConfigValid": true, "successCount": 14112, "successRate": 0.5095504603719083, "wilsonLowerBound": 0.5036618374699463 }, "vllm": { "framework": "vllm", "modelCount": 65899, "officialConfigError": null, "officialConfigValid": true, "successCount": 6899, "successRate": 0.10469051123689282, "wilsonLowerBound": 0.10237598062455835 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 13284, "officialConfigError": null, "officialConfigValid": true, "successCount": 2083, "successRate": 0.15680517916290274, "wilsonLowerBound": 0.15072097630154507 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-10-05T08:23:01.659293+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 903.1186440677966, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.934021535921351, "queueFactor": 0.9814490991963437, "queueWeight": 0.9814490991963437, "recentSuccess": 51, "recentSuccessRate": 0.288135593220339, "recentTerminal": 177, "recentWilsonLowerBound": 0.2264738278013065, "running": 8, "selectionWeight": 0.9166945950599953, "stale": false, "submissionEligible": true, "throughputPerHour": 29.5, "waiting": 26642 }, "Ascend_910-b4": { "available": true, "backlogHours": 1093.0188679245282, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.381426744930786, "queueFactor": 0.9537517615868811, "queueWeight": 0.9537517615868811, "recentSuccess": 54, "recentSuccessRate": 0.33962264150943394, "recentTerminal": 159, "recentWilsonLowerBound": 0.270568698290443, "running": 8, "selectionWeight": 1.3175381914809683, "stale": false, "submissionEligible": true, "throughputPerHour": 26.5, "waiting": 28965 }, "Biren_166m": { "available": true, "backlogHours": 122.08092485549133, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.5272622580744473, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 40, "recentSuccessRate": 0.23121387283236994, "recentTerminal": 173, "recentWilsonLowerBound": 0.17463876629006053, "running": 9, "selectionWeight": 0.6854409354967814, "stale": false, "submissionEligible": true, "throughputPerHour": 28.833333333333332, "waiting": 3520 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1052.5054945054947, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.23110378149323618, "queueFactor": 0.9591705727510079, "queueWeight": 0.9591705727510079, "recentSuccess": 17, "recentSuccessRate": 0.18681318681318682, "recentTerminal": 91, "recentWilsonLowerBound": 0.12003656211187942, "running": 7, "selectionWeight": 0.22166794645979113, "stale": false, "submissionEligible": false, "throughputPerHour": 15.166666666666666, "waiting": 15963 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 406.608, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.3559897291026531, "queueFactor": 1.106249567913387, "queueWeight": 1.106249567913387, "recentSuccess": 26, "recentSuccessRate": 0.208, "recentTerminal": 125, "recentWilsonLowerBound": 0.14608314206747489, "running": 7, "selectionWeight": 0.3938134840014137, "stale": false, "submissionEligible": false, "throughputPerHour": 20.833333333333332, "waiting": 8471 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 42.901234567901234, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 10, "recentSuccessRate": 0.0205761316872428, "recentTerminal": 486, "recentWilsonLowerBound": 0.011214082075374244, "running": 24, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 81.0, "waiting": 3475 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 112.8454810495627, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.1708419882806712, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 47, "recentSuccessRate": 0.13702623906705538, "recentTerminal": 343, "recentWilsonLowerBound": 0.10463368794668727, "running": 10, "selectionWeight": 0.22209458476487257, "stale": false, "submissionEligible": false, "throughputPerHour": 57.166666666666664, "waiting": 6451 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 1735.7777777777778, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 1.0440052618451574, "queueFactor": 0.8898265982918797, "queueWeight": 0.8898265982918797, "recentSuccess": 19, "recentSuccessRate": 0.35185185185185186, "recentTerminal": 54, "recentWilsonLowerBound": 0.23822831722420018, "running": 2, "selectionWeight": 0.9289836507464996, "stale": false, "submissionEligible": true, "throughputPerHour": 9.0, "waiting": 15622 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 289.8876404494382, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.2338496888087073, "queueFactor": 1.163844737087072, "queueWeight": 1.163844737087072, "recentSuccess": 30, "recentSuccessRate": 0.16853932584269662, "recentTerminal": 178, "recentWilsonLowerBound": 0.12068276465946447, "running": 8, "selectionWeight": 0.2721647295894635, "stale": false, "submissionEligible": false, "throughputPerHour": 29.666666666666668, "waiting": 8600 }, "MetaX_c-500": { "available": true, "backlogHours": 575.4807692307693, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 1.1038228928250484, "queueFactor": 1.0500860271475754, "queueWeight": 1.0500860271475754, "recentSuccess": 34, "recentSuccessRate": 0.3269230769230769, "recentTerminal": 104, "recentWilsonLowerBound": 0.24433849092767745, "running": 4, "selectionWeight": 1.159108996201199, "stale": false, "submissionEligible": true, "throughputPerHour": 17.333333333333332, "waiting": 9975 }, "Mthreads_s4000": { "available": true, "backlogHours": 1995.2727272727273, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 2.5, "queueFactor": 0.871423288213434, "queueWeight": 0.871423288213434, "recentSuccess": 31, "recentSuccessRate": 0.4696969696969697, "recentTerminal": 66, "recentWilsonLowerBound": 0.35430230971911897, "running": 5, "selectionWeight": 2.178558220533585, "stale": false, "submissionEligible": true, "throughputPerHour": 11.0, "waiting": 21948 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 1436.5352112676055, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.05, "queueFactor": 0.9154445860771615, "queueWeight": 0.9154445860771615, "recentSuccess": 7, "recentSuccessRate": 0.09859154929577464, "recentTerminal": 71, "recentWilsonLowerBound": 0.048582206325328975, "running": 2, "selectionWeight": 0.045772229303858075, "stale": false, "submissionEligible": false, "throughputPerHour": 11.833333333333334, "waiting": 16999 }, "Vastai_va16": { "available": true, "backlogHours": 909.0576923076924, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.05, "queueFactor": 0.9804846185711967, "queueWeight": 0.9804846185711967, "recentSuccess": 3, "recentSuccessRate": 0.028846153846153848, "recentTerminal": 104, "recentWilsonLowerBound": 0.00985800429174215, "running": 16, "selectionWeight": 0.04902423092855984, "stale": false, "submissionEligible": false, "throughputPerHour": 17.333333333333332, "waiting": 15757 }, "hygon_k100-ai": { "available": true, "backlogHours": 691.1445086705203, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.05, "queueFactor": 1.0216312591086887, "queueWeight": 1.0216312591086887, "recentSuccess": 8, "recentSuccessRate": 0.046242774566473986, "recentTerminal": 173, "recentWilsonLowerBound": 0.023615152637950033, "running": 6, "selectionWeight": 0.05108156295543444, "stale": false, "submissionEligible": false, "throughputPerHour": 28.833333333333332, "waiting": 19928 } }, "queueAttemptedAt": "2026-10-05T08:15:24.762546+00:00", "queueError": null, "queueUpdatedAt": "2026-10-05T08:15:24.762546+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 }