{ "communityAttemptedAt": "2026-10-01T17:50:26.464584+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-10-01T17:50:26.464584+00:00", "frameworkAttemptedAt": "2026-10-01T14:12:45.551559+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b3": { "llamacpp": { "framework": "llamacpp", "modelCount": 40463, "officialConfigError": null, "officialConfigValid": true, "successCount": 19725, "successRate": 0.4874823913204656, "wilsonLowerBound": 0.48261345258697064 }, "vllm": { "framework": "vllm", "modelCount": 54156, "officialConfigError": null, "officialConfigValid": true, "successCount": 15011, "successRate": 0.27718073712977326, "wilsonLowerBound": 0.2734267482381784 }, "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": 3364, "officialConfigError": null, "officialConfigValid": true, "successCount": 959, "successRate": 0.285077288941736, "wilsonLowerBound": 0.27007323912295395 } }, "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 34992, "officialConfigError": null, "officialConfigValid": true, "successCount": 16052, "successRate": 0.4587334247828075, "wilsonLowerBound": 0.45351719375542565 }, "vllm": { "framework": "vllm", "modelCount": 38810, "officialConfigError": null, "officialConfigValid": true, "successCount": 10868, "successRate": 0.2800309198660139, "wilsonLowerBound": 0.2755855691255702 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 11030, "officialConfigError": null, "officialConfigValid": true, "successCount": 4619, "successRate": 0.41876699909338166, "wilsonLowerBound": 0.40958959669523676 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 64150, "officialConfigError": null, "officialConfigValid": true, "successCount": 12093, "successRate": 0.18851130163678878, "wilsonLowerBound": 0.1855032989177426 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 24594, "officialConfigError": null, "officialConfigValid": true, "successCount": 5057, "successRate": 0.20561925672928358, "wilsonLowerBound": 0.2006142966799066 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7146, "officialConfigError": null, "officialConfigValid": true, "successCount": 82, "successRate": 0.011474951021550517, "wilsonLowerBound": 0.00925477004751275 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26488, "officialConfigError": null, "officialConfigValid": true, "successCount": 3257, "successRate": 0.1229613409845968, "wilsonLowerBound": 0.11906111872843192 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16493, "officialConfigError": null, "officialConfigValid": true, "successCount": 1676, "successRate": 0.10161886861092585, "wilsonLowerBound": 0.09709993915301135 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 13489, "officialConfigError": null, "officialConfigValid": true, "successCount": 5501, "successRate": 0.4078137741863741, "wilsonLowerBound": 0.3995478807753092 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24501, "officialConfigError": null, "officialConfigValid": true, "successCount": 3797, "successRate": 0.1549732663972899, "wilsonLowerBound": 0.1504960364288626 }, "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": 47782, "officialConfigError": null, "officialConfigValid": true, "successCount": 11901, "successRate": 0.249068686953246, "wilsonLowerBound": 0.24521117951580843 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 23617, "officialConfigError": null, "officialConfigValid": true, "successCount": 3104, "successRate": 0.13143074903671084, "wilsonLowerBound": 0.12718144728334102 }, "vllm": { "framework": "vllm", "modelCount": 86826, "officialConfigError": null, "officialConfigValid": true, "successCount": 9768, "successRate": 0.11250086379655863, "wilsonLowerBound": 0.1104161762854407 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 43557, "officialConfigError": null, "officialConfigValid": true, "successCount": 5304, "successRate": 0.12177147186445347, "wilsonLowerBound": 0.11873361339609859 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 39948, "officialConfigError": null, "officialConfigValid": true, "successCount": 3564, "successRate": 0.0892159807750075, "wilsonLowerBound": 0.08645997643731695 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 90728, "officialConfigError": null, "officialConfigValid": true, "successCount": 22190, "successRate": 0.24457719777797374, "wilsonLowerBound": 0.24179107671910258 }, "transformers": { "framework": "transformers", "modelCount": 5424, "officialConfigError": null, "officialConfigValid": true, "successCount": 580, "successRate": 0.10693215339233038, "wilsonLowerBound": 0.09898437560872482 }, "vllm": { "framework": "vllm", "modelCount": 112767, "officialConfigError": null, "officialConfigValid": true, "successCount": 16527, "successRate": 0.1465588337013488, "wilsonLowerBound": 0.1445066450230568 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 20788, "officialConfigError": null, "officialConfigValid": true, "successCount": 3751, "successRate": 0.18044063883009429, "wilsonLowerBound": 0.17527217444084148 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 43315, "officialConfigError": null, "officialConfigValid": true, "successCount": 5637, "successRate": 0.1301396744776636, "wilsonLowerBound": 0.1270038516178073 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7490, "officialConfigError": null, "officialConfigValid": true, "successCount": 664, "successRate": 0.08865153538050734, "wilsonLowerBound": 0.08242335084044107 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 201, "officialConfigError": null, "officialConfigValid": true, "successCount": 36, "successRate": 0.1791044776119403, "wilsonLowerBound": 0.13226856106642715 }, "vllm": { "framework": "vllm", "modelCount": 32807, "officialConfigError": null, "officialConfigValid": true, "successCount": 6244, "successRate": 0.19032523546804037, "wilsonLowerBound": 0.1861136674084707 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 61326, "officialConfigError": null, "officialConfigValid": true, "successCount": 12406, "successRate": 0.20229592668688648, "wilsonLowerBound": 0.19913519689723738 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 11623, "officialConfigError": null, "officialConfigValid": true, "successCount": 3418, "successRate": 0.29407209842553556, "wilsonLowerBound": 0.28585791536891203 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 14537, "officialConfigError": null, "officialConfigValid": true, "successCount": 3635, "successRate": 0.25005159248813374, "wilsonLowerBound": 0.24307862808182126 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 64954, "officialConfigError": null, "officialConfigValid": true, "successCount": 17830, "successRate": 0.274501955229855, "wilsonLowerBound": 0.27108339292354944 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 409, "officialConfigError": null, "officialConfigValid": true, "successCount": 258, "successRate": 0.6308068459657702, "wilsonLowerBound": 0.5830216343045451 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 47541, "officialConfigError": null, "officialConfigValid": true, "successCount": 21075, "successRate": 0.44330157127532027, "wilsonLowerBound": 0.43884071276614023 }, "vllm": { "framework": "vllm", "modelCount": 38210, "officialConfigError": null, "officialConfigValid": true, "successCount": 4158, "successRate": 0.10881968071185553, "wilsonLowerBound": 0.10573640334212399 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 818, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 } }, "Sunrise_pt-200-x1": { "sglang": { "framework": "sglang", "modelCount": 6283, "officialConfigError": null, "officialConfigValid": true, "successCount": 192, "successRate": 0.030558650326277255, "wilsonLowerBound": 0.02658115788279188 }, "vllm": { "framework": "vllm", "modelCount": 10051, "officialConfigError": null, "officialConfigValid": true, "successCount": 748, "successRate": 0.07442045567605213, "wilsonLowerBound": 0.0694504296857678 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 6643, "officialConfigError": null, "officialConfigValid": true, "successCount": 2885, "successRate": 0.4342917356615987, "wilsonLowerBound": 0.42241351581838804 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7400, "officialConfigError": null, "officialConfigValid": true, "successCount": 243, "successRate": 0.032837837837837835, "wilsonLowerBound": 0.02901357764943315 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 14971, "officialConfigError": null, "officialConfigValid": true, "successCount": 4803, "successRate": 0.3208202524881437, "wilsonLowerBound": 0.3133895797034147 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 27453, "officialConfigError": null, "officialConfigValid": true, "successCount": 14002, "successRate": 0.510035333114778, "wilsonLowerBound": 0.504120855120688 }, "vllm": { "framework": "vllm", "modelCount": 64904, "officialConfigError": null, "officialConfigValid": true, "successCount": 6789, "successRate": 0.10460064094662887, "wilsonLowerBound": 0.10226951135299894 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 13115, "officialConfigError": null, "officialConfigValid": true, "successCount": 2045, "successRate": 0.15592832634388104, "wilsonLowerBound": 0.14982013790001625 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-10-01T17:50:26.464584+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 1177.608695652174, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.9252534278701776, "queueFactor": 0.9968007278783984, "queueWeight": 0.9968007278783984, "recentSuccess": 47, "recentSuccessRate": 0.34057971014492755, "recentTerminal": 138, "recentWilsonLowerBound": 0.26678692544463495, "running": 8, "selectionWeight": 0.9222932903729761, "stale": false, "submissionEligible": true, "throughputPerHour": 23.0, "waiting": 27085 }, "Ascend_910-b4": { "available": true, "backlogHours": 1380.5669291338581, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.762527029583901, "queueFactor": 0.9733070679743057, "queueWeight": 0.9733070679743057, "recentSuccess": 56, "recentSuccessRate": 0.4409448818897638, "recentTerminal": 127, "recentWilsonLowerBound": 0.3575859849966562, "running": 8, "selectionWeight": 1.7154800153897691, "stale": false, "submissionEligible": true, "throughputPerHour": 21.166666666666668, "waiting": 29222 }, "Biren_166m": { "available": true, "backlogHours": 137.3448275862069, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.14181915913277998, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 28, "recentSuccessRate": 0.16091954022988506, "recentTerminal": 174, "recentWilsonLowerBound": 0.11374322651966227, "running": 8, "selectionWeight": 0.18436490687261398, "stale": false, "submissionEligible": false, "throughputPerHour": 29.0, "waiting": 3983 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1680.4363636363637, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.29273054174356944, "queueFactor": 0.9450291099818292, "queueWeight": 0.9450291099818292, "recentSuccess": 14, "recentSuccessRate": 0.2545454545454545, "recentTerminal": 55, "recentWilsonLowerBound": 0.1581197275732498, "running": 7, "selectionWeight": 0.2766388833284241, "stale": false, "submissionEligible": true, "throughputPerHour": 9.166666666666666, "waiting": 15404 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 471.6216216216216, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.32215418218101666, "queueFactor": 1.1434559559287867, "queueWeight": 1.1434559559287867, "recentSuccess": 26, "recentSuccessRate": 0.23423423423423423, "recentTerminal": 111, "recentWilsonLowerBound": 0.16515556448978605, "running": 7, "selectionWeight": 0.3683691183422509, "stale": false, "submissionEligible": true, "throughputPerHour": 18.5, "waiting": 8725 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 49.46715328467153, "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": 0.040145985401459854, "recentTerminal": 274, "recentWilsonLowerBound": 0.022562091422150574, "running": 24, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 45.666666666666664, "waiting": 2259 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 286.875, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.11681509504164878, "queueFactor": 1.2319826496896893, "queueWeight": 1.2319826496896893, "recentSuccess": 18, "recentSuccessRate": 0.16071428571428573, "recentTerminal": 112, "recentWilsonLowerBound": 0.10414453380551848, "running": 1, "selectionWeight": 0.14391417031316334, "stale": false, "submissionEligible": false, "throughputPerHour": 18.666666666666668, "waiting": 5355 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 1657.157894736842, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.5467247757853995, "queueFactor": 0.9470085794091682, "queueWeight": 0.9470085794091682, "recentSuccess": 18, "recentSuccessRate": 0.3157894736842105, "recentTerminal": 57, "recentWilsonLowerBound": 0.2100412363168152, "running": 2, "selectionWeight": 0.5177530532443271, "stale": false, "submissionEligible": true, "throughputPerHour": 9.5, "waiting": 15743 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 402.1636363636364, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.40073063710142043, "queueFactor": 1.1711110456454266, "queueWeight": 1.1711110456454266, "recentSuccess": 28, "recentSuccessRate": 0.2545454545454545, "recentTerminal": 110, "recentWilsonLowerBound": 0.18238075813593077, "running": 8, "selectionWeight": 0.46930007543800245, "stale": false, "submissionEligible": true, "throughputPerHour": 18.333333333333332, "waiting": 7373 }, "MetaX_c-500": { "available": true, "backlogHours": 570.8256880733944, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.6843535184995613, "queueFactor": 1.1111763021335888, "queueWeight": 1.1111763021335888, "recentSuccess": 34, "recentSuccessRate": 0.3119266055045872, "recentTerminal": 109, "recentWilsonLowerBound": 0.23260984308346908, "running": 4, "selectionWeight": 0.760437412038453, "stale": false, "submissionEligible": true, "throughputPerHour": 18.166666666666668, "waiting": 10370 }, "Mthreads_s4000": { "available": true, "backlogHours": 1975.6119402985075, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 2.5, "queueFactor": 0.9223659255478057, "queueWeight": 0.9223659255478057, "recentSuccess": 36, "recentSuccessRate": 0.5373134328358209, "recentTerminal": 67, "recentWilsonLowerBound": 0.41916248694673824, "running": 4, "selectionWeight": 2.3059148138695145, "stale": false, "submissionEligible": true, "throughputPerHour": 11.166666666666666, "waiting": 22061 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 3401.6, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.3285831847579284, "queueFactor": 0.8501704594007597, "queueWeight": 0.8501704594007597, "recentSuccess": 9, "recentSuccessRate": 0.3, "recentTerminal": 30, "recentWilsonLowerBound": 0.16664562643958936, "running": 2, "selectionWeight": 0.27935171713701273, "stale": false, "submissionEligible": true, "throughputPerHour": 5.0, "waiting": 17008 }, "Vastai_va16": { "available": true, "backlogHours": 1302.2535211267605, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.19816549306173104, "queueFactor": 0.9818703959865626, "queueWeight": 0.9818703959865626, "recentSuccess": 15, "recentSuccessRate": 0.2112676056338028, "recentTerminal": 71, "recentWilsonLowerBound": 0.132424357246423, "running": 16, "selectionWeight": 0.19457283114339427, "stale": false, "submissionEligible": false, "throughputPerHour": 11.833333333333334, "waiting": 15410 }, "hygon_k100-ai": { "available": true, "backlogHours": 1127.8285714285714, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.44570628168095394, "queueFactor": 1.0032797189140374, "queueWeight": 1.0032797189140374, "recentSuccess": 28, "recentSuccessRate": 0.26666666666666666, "recentTerminal": 105, "recentWilsonLowerBound": 0.19141558416037008, "running": 6, "selectionWeight": 0.44716807300308825, "stale": false, "submissionEligible": true, "throughputPerHour": 17.5, "waiting": 19737 } }, "queueAttemptedAt": "2026-10-01T17:44:25.350441+00:00", "queueError": null, "queueUpdatedAt": "2026-10-01T17:44:25.350441+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 }