{ "communityAttemptedAt": "2026-10-02T10:22:51.550804+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-10-02T10:22:51.550804+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": "2026-10-02T10:35:25.647177+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 1542.6857142857143, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.476807333299284, "queueFactor": 0.9697186128852006, "queueWeight": 0.9697186128852006, "recentSuccess": 43, "recentSuccessRate": 0.4095238095238095, "recentTerminal": 105, "recentWilsonLowerBound": 0.320277462985214, "running": 8, "selectionWeight": 1.4320875587456736, "stale": false, "submissionEligible": true, "throughputPerHour": 17.5, "waiting": 26997 }, "Ascend_910-b4": { "available": true, "backlogHours": 1421.0731707317073, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.3610311441191696, "queueFactor": 0.9817363785910057, "queueWeight": 0.9817363785910057, "recentSuccess": 48, "recentSuccessRate": 0.3902439024390244, "recentTerminal": 123, "recentWilsonLowerBound": 0.308610087268568, "running": 8, "selectionWeight": 1.3361737865771268, "stale": false, "submissionEligible": true, "throughputPerHour": 20.5, "waiting": 29132 }, "Biren_166m": { "available": true, "backlogHours": 153.04054054054052, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.17922063074263642, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 26, "recentSuccessRate": 0.17567567567567569, "recentTerminal": 148, "recentWilsonLowerBound": 0.12279817359273004, "running": 8, "selectionWeight": 0.23298681996542736, "stale": false, "submissionEligible": false, "throughputPerHour": 24.666666666666668, "waiting": 3775 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1176.4444444444443, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.39699187279238096, "queueFactor": 1.0099541004649537, "queueWeight": 1.0099541004649537, "recentSuccess": 21, "recentSuccessRate": 0.25925925925925924, "recentTerminal": 81, "recentWilsonLowerBound": 0.17627430254837975, "running": 7, "selectionWeight": 0.40094356977792645, "stale": false, "submissionEligible": true, "throughputPerHour": 13.5, "waiting": 15882 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 381.8978102189781, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.19221379318813908, "queueFactor": 1.1956257919584659, "queueWeight": 1.1956257919584659, "recentSuccess": 25, "recentSuccessRate": 0.18248175182481752, "recentTerminal": 137, "recentWilsonLowerBound": 0.12676767353162913, "running": 7, "selectionWeight": 0.22981576870590956, "stale": false, "submissionEligible": false, "throughputPerHour": 22.833333333333332, "waiting": 8720 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 37.89473684210527, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 5, "recentSuccessRate": 0.013850415512465374, "recentTerminal": 361, "recentWilsonLowerBound": 0.005930105937036329, "running": 24, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 60.166666666666664, "waiting": 2280 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 111.95121951219511, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.1410276817983217, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 42, "recentSuccessRate": 0.14634146341463414, "recentTerminal": 287, "recentWilsonLowerBound": 0.11012379380765533, "running": 5, "selectionWeight": 0.18333598633781822, "stale": false, "submissionEligible": false, "throughputPerHour": 47.833333333333336, "waiting": 5355 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 1887.36, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.4738149196489998, "queueFactor": 0.9408256263746558, "queueWeight": 0.9408256263746558, "recentSuccess": 15, "recentSuccessRate": 0.3, "recentTerminal": 50, "recentWilsonLowerBound": 0.1910338908960936, "running": 2, "selectionWeight": 0.4457772185644275, "stale": false, "submissionEligible": true, "throughputPerHour": 8.333333333333334, "waiting": 15728 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 386.5178571428571, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.24260170923765897, "queueFactor": 1.1934711241778044, "queueWeight": 1.1934711241778044, "recentSuccess": 23, "recentSuccessRate": 0.20535714285714285, "recentTerminal": 112, "recentWilsonLowerBound": 0.1409182677957109, "running": 8, "selectionWeight": 0.2895381346513257, "stale": false, "submissionEligible": false, "throughputPerHour": 18.666666666666668, "waiting": 7215 }, "MetaX_c-500": { "available": true, "backlogHours": 656.6170212765958, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.6738486282684424, "queueFactor": 1.102276452298795, "queueWeight": 1.102276452298795, "recentSuccess": 29, "recentSuccessRate": 0.30851063829787234, "recentTerminal": 94, "recentWilsonLowerBound": 0.2241995789114178, "running": 4, "selectionWeight": 0.7427674753541481, "stale": false, "submissionEligible": true, "throughputPerHour": 15.666666666666666, "waiting": 10287 }, "Mthreads_s4000": { "available": true, "backlogHours": 1861.8591549295775, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 2.5, "queueFactor": 0.9427473636111502, "queueWeight": 0.9427473636111502, "recentSuccess": 37, "recentSuccessRate": 0.5211267605633803, "recentTerminal": 71, "recentWilsonLowerBound": 0.4068579625004498, "running": 4, "selectionWeight": 2.3568684090278755, "stale": false, "submissionEligible": true, "throughputPerHour": 11.833333333333334, "waiting": 22032 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 3406.8, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.05, "queueFactor": 0.8610638456912262, "queueWeight": 0.8610638456912262, "recentSuccess": 4, "recentSuccessRate": 0.13333333333333333, "recentTerminal": 30, "recentWilsonLowerBound": 0.05309569424218104, "running": 2, "selectionWeight": 0.04305319228456131, "stale": false, "submissionEligible": false, "throughputPerHour": 5.0, "waiting": 17034 }, "Vastai_va16": { "available": true, "backlogHours": 1364.9117647058822, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.0967767568141733, "queueFactor": 0.9876922901058046, "queueWeight": 0.9876922901058046, "recentSuccess": 11, "recentSuccessRate": 0.16176470588235295, "recentTerminal": 68, "recentWilsonLowerBound": 0.09279997195749148, "running": 16, "selectionWeight": 0.09558565656680336, "stale": false, "submissionEligible": false, "throughputPerHour": 11.333333333333334, "waiting": 15469 }, "hygon_k100-ai": { "available": true, "backlogHours": 1337.056179775281, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.7644999235221406, "queueFactor": 0.9907518727420628, "queueWeight": 0.9907518727420628, "recentSuccess": 29, "recentSuccessRate": 0.3258426966292135, "recentTerminal": 89, "recentWilsonLowerBound": 0.2374382846345705, "running": 6, "selectionWeight": 0.7574297309407245, "stale": false, "submissionEligible": true, "throughputPerHour": 14.833333333333334, "waiting": 19833 } }, "queueAttemptedAt": "2026-10-02T10:26:34.366513+00:00", "queueError": null, "queueUpdatedAt": "2026-10-02T10:26:34.366513+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 }