{ "communityAttemptedAt": "2026-10-02T11:51:01.962062+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-10-02T11:51:01.962062+00:00", "frameworkAttemptedAt": "2026-10-02T10:35:25.647177+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b3": { "llamacpp": { "framework": "llamacpp", "modelCount": 40589, "officialConfigError": null, "officialConfigValid": true, "successCount": 19814, "successRate": 0.48816181724112445, "wilsonLowerBound": 0.48330021380730726 }, "vllm": { "framework": "vllm", "modelCount": 54337, "officialConfigError": null, "officialConfigValid": true, "successCount": 15039, "successRate": 0.2767727331284392, "wilsonLowerBound": 0.2730267135758212 }, "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": 3432, "officialConfigError": null, "officialConfigValid": true, "successCount": 985, "successRate": 0.287004662004662, "wilsonLowerBound": 0.2721148241002383 } }, "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 35129, "officialConfigError": null, "officialConfigValid": true, "successCount": 16153, "successRate": 0.4598195223319764, "wilsonLowerBound": 0.45461241598536317 }, "vllm": { "framework": "vllm", "modelCount": 38942, "officialConfigError": null, "officialConfigValid": true, "successCount": 10888, "successRate": 0.27959529556776747, "wilsonLowerBound": 0.275159612767542 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 11153, "officialConfigError": null, "officialConfigValid": true, "successCount": 4669, "successRate": 0.41863175827131716, "wilsonLowerBound": 0.40950538977584766 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 64157, "officialConfigError": null, "officialConfigValid": true, "successCount": 12094, "successRate": 0.18850632043268856, "wilsonLowerBound": 0.18549851178734694 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 25034, "officialConfigError": null, "officialConfigValid": true, "successCount": 5157, "successRate": 0.20599984021730447, "wilsonLowerBound": 0.2010351655379122 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7193, "officialConfigError": null, "officialConfigValid": true, "successCount": 85, "successRate": 0.01181704434867232, "wilsonLowerBound": 0.009567415750146756 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26499, "officialConfigError": null, "officialConfigValid": true, "successCount": 3259, "successRate": 0.12298577304803955, "wilsonLowerBound": 0.1190860079217265 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16494, "officialConfigError": null, "officialConfigValid": true, "successCount": 1676, "successRate": 0.10161270765126713, "wilsonLowerBound": 0.09709403773620466 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 13674, "officialConfigError": null, "officialConfigValid": true, "successCount": 5563, "successRate": 0.406830481205207, "wilsonLowerBound": 0.3986238856625047 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24520, "officialConfigError": null, "officialConfigValid": true, "successCount": 3797, "successRate": 0.1548531810766721, "wilsonLowerBound": 0.15037911706936388 }, "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": 48150, "officialConfigError": null, "officialConfigValid": true, "successCount": 11984, "successRate": 0.24888888888888888, "wilsonLowerBound": 0.2450470195550052 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 23630, "officialConfigError": null, "officialConfigValid": true, "successCount": 3104, "successRate": 0.1313584426576386, "wilsonLowerBound": 0.12711131082170685 }, "vllm": { "framework": "vllm", "modelCount": 86833, "officialConfigError": null, "officialConfigValid": true, "successCount": 9768, "successRate": 0.1124917945942211, "wilsonLowerBound": 0.11040726479590517 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 43728, "officialConfigError": null, "officialConfigValid": true, "successCount": 5329, "successRate": 0.12186699597511892, "wilsonLowerBound": 0.11883397476093745 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 40574, "officialConfigError": null, "officialConfigValid": true, "successCount": 3570, "successRate": 0.08798738108148076, "wilsonLowerBound": 0.0852698383704615 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 90878, "officialConfigError": null, "officialConfigValid": true, "successCount": 22271, "successRate": 0.2450648121657607, "wilsonLowerBound": 0.24227908045349222 }, "transformers": { "framework": "transformers", "modelCount": 5431, "officialConfigError": null, "officialConfigValid": true, "successCount": 580, "successRate": 0.1067943288528816, "wilsonLowerBound": 0.09885625238661572 }, "vllm": { "framework": "vllm", "modelCount": 112774, "officialConfigError": null, "officialConfigValid": true, "successCount": 16528, "successRate": 0.1465586039335308, "wilsonLowerBound": 0.1445064799212527 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 20960, "officialConfigError": null, "officialConfigValid": true, "successCount": 3766, "successRate": 0.17967557251908398, "wilsonLowerBound": 0.1745368771713647 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 43326, "officialConfigError": null, "officialConfigValid": true, "successCount": 5639, "successRate": 0.13015279508839958, "wilsonLowerBound": 0.12701722922769068 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7530, "officialConfigError": null, "officialConfigValid": true, "successCount": 677, "successRate": 0.08990703851261621, "wilsonLowerBound": 0.0836534348905613 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 202, "officialConfigError": null, "officialConfigValid": true, "successCount": 36, "successRate": 0.1782178217821782, "wilsonLowerBound": 0.13159848249936945 }, "vllm": { "framework": "vllm", "modelCount": 32931, "officialConfigError": null, "officialConfigValid": true, "successCount": 6281, "successRate": 0.19073213689228993, "wilsonLowerBound": 0.18652492702814746 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 61353, "officialConfigError": null, "officialConfigValid": true, "successCount": 12407, "successRate": 0.20222320016951087, "wilsonLowerBound": 0.1990635928848381 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 11897, "officialConfigError": null, "officialConfigValid": true, "successCount": 3501, "successRate": 0.29427586786584853, "wilsonLowerBound": 0.2861543041737057 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 14624, "officialConfigError": null, "officialConfigValid": true, "successCount": 3647, "successRate": 0.24938457330415756, "wilsonLowerBound": 0.24243860514722362 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 65190, "officialConfigError": null, "officialConfigValid": true, "successCount": 17889, "successRate": 0.27441325356649793, "wilsonLowerBound": 0.27100120975145386 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 447, "officialConfigError": null, "officialConfigValid": true, "successCount": 284, "successRate": 0.6353467561521253, "wilsonLowerBound": 0.5897471556685095 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 47611, "officialConfigError": null, "officialConfigValid": true, "successCount": 21127, "successRate": 0.443741992396715, "wilsonLowerBound": 0.4392839255237568 }, "vllm": { "framework": "vllm", "modelCount": 38347, "officialConfigError": null, "officialConfigValid": true, "successCount": 4225, "successRate": 0.11017811041280935, "wilsonLowerBound": 0.10708314046834153 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 836, "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": 10057, "officialConfigError": null, "officialConfigValid": true, "successCount": 750, "successRate": 0.0745749229392463, "wilsonLowerBound": 0.06960138633482998 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 6694, "officialConfigError": null, "officialConfigValid": true, "successCount": 2906, "successRate": 0.43412010755900804, "wilsonLowerBound": 0.42228769673886496 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7401, "officialConfigError": null, "officialConfigValid": true, "successCount": 243, "successRate": 0.032833400891771385, "wilsonLowerBound": 0.029009650170403356 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 15149, "officialConfigError": null, "officialConfigValid": true, "successCount": 4834, "successRate": 0.3190969700970361, "wilsonLowerBound": 0.3117208273524679 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 27498, "officialConfigError": null, "officialConfigValid": true, "successCount": 14033, "successRate": 0.5103280238562805, "wilsonLowerBound": 0.5044184173485349 }, "vllm": { "framework": "vllm", "modelCount": 65083, "officialConfigError": null, "officialConfigValid": true, "successCount": 6841, "successRate": 0.10511193399197948, "wilsonLowerBound": 0.10277888433692732 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 13147, "officialConfigError": null, "officialConfigValid": true, "successCount": 2063, "successRate": 0.15691792804442078, "wilsonLowerBound": 0.15080077534635405 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-10-02T12:01:25.770583+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 1526.943396226415, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.4956936366533315, "queueFactor": 0.973781182641378, "queueWeight": 0.973781182641378, "recentSuccess": 44, "recentSuccessRate": 0.41509433962264153, "recentTerminal": 106, "recentWilsonLowerBound": 0.32586734939167683, "running": 8, "selectionWeight": 1.4564783183694647, "stale": false, "submissionEligible": true, "throughputPerHour": 17.666666666666668, "waiting": 26976 }, "Ascend_910-b4": { "available": true, "backlogHours": 1375.7480314960628, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.8184427071337457, "queueFactor": 0.989131388403361, "queueWeight": 0.989131388403361, "recentSuccess": 41, "recentSuccessRate": 0.3228346456692913, "recentTerminal": 127, "recentWilsonLowerBound": 0.24775141165561224, "running": 9, "selectionWeight": 0.8095473712358072, "stale": false, "submissionEligible": true, "throughputPerHour": 21.166666666666668, "waiting": 29120 }, "Biren_166m": { "available": true, "backlogHours": 140.31055900621118, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.21088167436060648, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 30, "recentSuccessRate": 0.18633540372670807, "recentTerminal": 161, "recentWilsonLowerBound": 0.1337555605830833, "running": 8, "selectionWeight": 0.27414617666878843, "stale": false, "submissionEligible": false, "throughputPerHour": 26.833333333333332, "waiting": 3765 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1190.925, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.45212572539925916, "queueFactor": 1.0107695658114808, "queueWeight": 1.0107695658114808, "recentSuccess": 22, "recentSuccessRate": 0.275, "recentTerminal": 80, "recentWilsonLowerBound": 0.18917622847735993, "running": 7, "selectionWeight": 0.45699492315400997, "stale": false, "submissionEligible": true, "throughputPerHour": 13.333333333333334, "waiting": 15879 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 443.08474576271186, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.1644196161044768, "queueFactor": 1.1723621775310284, "queueWeight": 1.1723621775310284, "recentSuccess": 21, "recentSuccessRate": 0.17796610169491525, "recentTerminal": 118, "recentWilsonLowerBound": 0.119448913662713, "running": 7, "selectionWeight": 0.1927593391650602, "stale": false, "submissionEligible": false, "throughputPerHour": 19.666666666666668, "waiting": 8714 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 39.216138328530256, "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": 0.03170028818443804, "recentTerminal": 347, "recentWilsonLowerBound": 0.017791264693745694, "running": 27, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 57.833333333333336, "waiting": 2268 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 127.13833992094862, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.09798119289404203, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 33, "recentSuccessRate": 0.13043478260869565, "recentTerminal": 253, "recentWilsonLowerBound": 0.0944050938551076, "running": 2, "selectionWeight": 0.12737555076225465, "stale": false, "submissionEligible": false, "throughputPerHour": 42.166666666666664, "waiting": 5361 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 1850.0, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.23332584333652434, "queueFactor": 0.9461479645976464, "queueWeight": 0.9461479645976464, "recentSuccess": 12, "recentSuccessRate": 0.23529411764705882, "recentTerminal": 51, "recentWilsonLowerBound": 0.14004812598862518, "running": 2, "selectionWeight": 0.22076077176088182, "stale": false, "submissionEligible": false, "throughputPerHour": 8.5, "waiting": 15725 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 386.46428571428567, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.3285842610644715, "queueFactor": 1.196653495732687, "queueWeight": 1.196653495732687, "recentSuccess": 26, "recentSuccessRate": 0.23214285714285715, "recentTerminal": 112, "recentWilsonLowerBound": 0.16362923449523212, "running": 9, "selectionWeight": 0.39320150464554166, "stale": false, "submissionEligible": true, "throughputPerHour": 18.666666666666668, "waiting": 7214 }, "MetaX_c-500": { "available": true, "backlogHours": 575.1028037383178, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.23272183280082454, "queueFactor": 1.1273869307759554, "queueWeight": 1.1273869307759554, "recentSuccess": 22, "recentSuccessRate": 0.205607476635514, "recentTerminal": 107, "recentWilsonLowerBound": 0.13988321742546095, "running": 4, "selectionWeight": 0.26236755280587665, "stale": false, "submissionEligible": false, "throughputPerHour": 17.833333333333332, "waiting": 10256 }, "Mthreads_s4000": { "available": true, "backlogHours": 2002.8181818181818, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 2.5, "queueFactor": 0.9349504390493486, "queueWeight": 0.9349504390493486, "recentSuccess": 35, "recentSuccessRate": 0.5303030303030303, "recentTerminal": 66, "recentWilsonLowerBound": 0.41157476624932443, "running": 5, "selectionWeight": 2.3373760976233715, "stale": false, "submissionEligible": true, "throughputPerHour": 11.0, "waiting": 22031 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 3005.8235294117644, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.05, "queueFactor": 0.8797115555354352, "queueWeight": 0.8797115555354352, "recentSuccess": 5, "recentSuccessRate": 0.14705882352941177, "recentTerminal": 34, "recentWilsonLowerBound": 0.06449346382626417, "running": 2, "selectionWeight": 0.04398557777677176, "stale": false, "submissionEligible": false, "throughputPerHour": 5.666666666666667, "waiting": 17033 }, "Vastai_va16": { "available": true, "backlogHours": 1451.34375, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.21529928185049577, "queueFactor": 0.981226515684925, "queueWeight": 0.981226515684925, "recentSuccess": 14, "recentSuccessRate": 0.21875, "recentTerminal": 64, "recentWilsonLowerBound": 0.13502197461349752, "running": 16, "selectionWeight": 0.2112573641596286, "stale": false, "submissionEligible": false, "throughputPerHour": 10.666666666666666, "waiting": 15481 }, "hygon_k100-ai": { "available": true, "backlogHours": 1367.2413793103449, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.4207864466013505, "queueFactor": 0.9900520779649745, "queueWeight": 0.9900520779649745, "recentSuccess": 23, "recentSuccessRate": 0.26436781609195403, "recentTerminal": 87, "recentWilsonLowerBound": 0.18309896615432047, "running": 6, "selectionWeight": 0.41660049583716485, "stale": false, "submissionEligible": true, "throughputPerHour": 14.5, "waiting": 19825 } }, "queueAttemptedAt": "2026-10-02T11:57:20.370027+00:00", "queueError": null, "queueUpdatedAt": "2026-10-02T11:57:20.370027+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 }