{ "communityAttemptedAt": "2026-10-02T10:58:14.756784+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-10-02T10:58:14.756784+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": "2026-10-02T11:11:13.262371+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 1587.6470588235295, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.1690385640817984, "queueFactor": 0.9673299219970588, "queueWeight": 0.9673299219970588, "recentSuccess": 41, "recentSuccessRate": 0.4019607843137255, "recentTerminal": 102, "recentWilsonLowerBound": 0.3120433343545498, "running": 8, "selectionWeight": 1.1308459830047997, "stale": false, "submissionEligible": true, "throughputPerHour": 17.0, "waiting": 26990 }, "Ascend_910-b4": { "available": true, "backlogHours": 1456.6, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.9637990033693662, "queueFactor": 0.9799110848065067, "queueWeight": 0.9799110848065067, "recentSuccess": 44, "recentSuccessRate": 0.36666666666666664, "recentTerminal": 120, "recentWilsonLowerBound": 0.2858279826049079, "running": 8, "selectionWeight": 0.9444373269271056, "stale": false, "submissionEligible": true, "throughputPerHour": 20.0, "waiting": 29132 }, "Biren_166m": { "available": true, "backlogHours": 146.84415584415584, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.15181268264195072, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 27, "recentSuccessRate": 0.17532467532467533, "recentTerminal": 154, "recentWilsonLowerBound": 0.123381747654188, "running": 8, "selectionWeight": 0.19735648743453593, "stale": false, "submissionEligible": false, "throughputPerHour": 25.666666666666668, "waiting": 3769 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1176.2962962962963, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.3327912101960637, "queueFactor": 1.0118361859189582, "queueWeight": 1.0118361859189582, "recentSuccess": 21, "recentSuccessRate": 0.25925925925925924, "recentTerminal": 81, "recentWilsonLowerBound": 0.17627430254837975, "running": 7, "selectionWeight": 0.33673018883213945, "stale": false, "submissionEligible": true, "throughputPerHour": 13.5, "waiting": 15880 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 371.1489361702128, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.13540865691952042, "queueFactor": 1.2029719012125282, "queueWeight": 1.2029719012125282, "recentSuccess": 24, "recentSuccessRate": 0.1702127659574468, "recentTerminal": 141, "recentWilsonLowerBound": 0.1171325106118973, "running": 7, "selectionWeight": 0.16289280945511045, "stale": false, "submissionEligible": false, "throughputPerHour": 23.5, "waiting": 8722 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 36.77837837837838, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 7, "recentSuccessRate": 0.01891891891891892, "recentTerminal": 370, "recentWilsonLowerBound": 0.009193768078336797, "running": 24, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 61.666666666666664, "waiting": 2268 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 110.60689655172413, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.10859898047668143, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 41, "recentSuccessRate": 0.1413793103448276, "recentTerminal": 290, "recentWilsonLowerBound": 0.10595527827393943, "running": 4, "selectionWeight": 0.14117867461968586, "stale": false, "submissionEligible": false, "throughputPerHour": 48.333333333333336, "waiting": 5346 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 2097.2, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.26761634586562094, "queueFactor": 0.9277730200650719, "queueWeight": 0.9277730200650719, "recentSuccess": 12, "recentSuccessRate": 0.26666666666666666, "recentTerminal": 45, "recentWilsonLowerBound": 0.15964748860054626, "running": 2, "selectionWeight": 0.24828722542252596, "stale": false, "submissionEligible": true, "throughputPerHour": 7.5, "waiting": 15729 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 420.58252427184465, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.2181880625877215, "queueFactor": 1.1806197194754087, "queueWeight": 1.1806197194754087, "recentSuccess": 22, "recentSuccessRate": 0.21359223300970873, "recentTerminal": 103, "recentWilsonLowerBound": 0.14549640074609, "running": 8, "selectionWeight": 0.2575971292451987, "stale": false, "submissionEligible": false, "throughputPerHour": 17.166666666666668, "waiting": 7220 }, "MetaX_c-500": { "available": true, "backlogHours": 648.4421052631578, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.4115571481784819, "queueFactor": 1.1063869262321555, "queueWeight": 1.1063869262321555, "recentSuccess": 26, "recentSuccessRate": 0.2736842105263158, "recentTerminal": 95, "recentWilsonLowerBound": 0.19414427878715157, "running": 4, "selectionWeight": 0.45534144814206234, "stale": false, "submissionEligible": true, "throughputPerHour": 15.833333333333334, "waiting": 10267 }, "Mthreads_s4000": { "available": true, "backlogHours": 2002.7272727272727, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 2.5, "queueFactor": 0.9342098553098755, "queueWeight": 0.9342098553098755, "recentSuccess": 37, "recentSuccessRate": 0.5606060606060606, "recentTerminal": 66, "recentWilsonLowerBound": 0.44082421430053925, "running": 4, "selectionWeight": 2.335524638274689, "stale": false, "submissionEligible": true, "throughputPerHour": 11.0, "waiting": 22030 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 3296.516129032258, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.05, "queueFactor": 0.8669208248826438, "queueWeight": 0.8669208248826438, "recentSuccess": 5, "recentSuccessRate": 0.16129032258064516, "recentTerminal": 31, "recentWilsonLowerBound": 0.07092519905439935, "running": 2, "selectionWeight": 0.04334604124413219, "stale": false, "submissionEligible": false, "throughputPerHour": 5.166666666666667, "waiting": 17032 }, "Vastai_va16": { "available": true, "backlogHours": 1498.0645161290322, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.10001600221329095, "queueFactor": 0.9757939895256939, "queueWeight": 0.9757939895256939, "recentSuccess": 11, "recentSuccessRate": 0.1774193548387097, "recentTerminal": 62, "recentWilsonLowerBound": 0.10206333434361749, "running": 16, "selectionWeight": 0.09759501381611779, "stale": false, "submissionEligible": false, "throughputPerHour": 10.333333333333334, "waiting": 15480 }, "hygon_k100-ai": { "available": true, "backlogHours": 1368.2758620689656, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.4059689978353046, "queueFactor": 0.9891488865547927, "queueWeight": 0.9891488865547927, "recentSuccess": 24, "recentSuccessRate": 0.27586206896551724, "recentTerminal": 87, "recentWilsonLowerBound": 0.19294158124476968, "running": 6, "selectionWeight": 0.40156378218455663, "stale": false, "submissionEligible": true, "throughputPerHour": 14.5, "waiting": 19840 } }, "queueAttemptedAt": "2026-10-02T11:04:33.374828+00:00", "queueError": null, "queueUpdatedAt": "2026-10-02T11:04:33.374828+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 }