{ "communityAttemptedAt": "2026-09-29T07:25:43.246208+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-09-29T07:25:43.246208+00:00", "frameworkAttemptedAt": "2026-09-29T02:13:21.967349+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b3": { "llamacpp": { "framework": "llamacpp", "modelCount": 40036, "officialConfigError": null, "officialConfigValid": true, "successCount": 19402, "successRate": 0.4846138475372165, "wilsonLowerBound": 0.4797200813916863 }, "vllm": { "framework": "vllm", "modelCount": 53629, "officialConfigError": null, "officialConfigValid": true, "successCount": 14928, "successRate": 0.2783568591620206, "wilsonLowerBound": 0.2745795267764345 }, "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": 3097, "officialConfigError": null, "officialConfigValid": true, "successCount": 875, "successRate": 0.2825314820794317, "wilsonLowerBound": 0.2669514629359368 } }, "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 34560, "officialConfigError": null, "officialConfigValid": true, "successCount": 15733, "successRate": 0.45523726851851853, "wilsonLowerBound": 0.44999214021130884 }, "vllm": { "framework": "vllm", "modelCount": 38487, "officialConfigError": null, "officialConfigValid": true, "successCount": 10821, "successRate": 0.281159872164627, "wilsonLowerBound": 0.2766903798802724 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 10642, "officialConfigError": null, "officialConfigValid": true, "successCount": 4456, "successRate": 0.41871828603645933, "wilsonLowerBound": 0.409375828115055 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 64134, "officialConfigError": null, "officialConfigValid": true, "successCount": 12092, "successRate": 0.18854273864097046, "wilsonLowerBound": 0.18553416745000326 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 23120, "officialConfigError": null, "officialConfigValid": true, "successCount": 4759, "successRate": 0.20583910034602076, "wilsonLowerBound": 0.20067646232421507 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 6945, "officialConfigError": null, "officialConfigValid": true, "successCount": 76, "successRate": 0.010943124550035998, "wilsonLowerBound": 0.00875245912723898 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26451, "officialConfigError": null, "officialConfigValid": true, "successCount": 3249, "successRate": 0.12283089486219803, "wilsonLowerBound": 0.11892980785559724 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16488, "officialConfigError": null, "officialConfigValid": true, "successCount": 1676, "successRate": 0.10164968461911693, "wilsonLowerBound": 0.09712945700177714 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 12997, "officialConfigError": null, "officialConfigValid": true, "successCount": 5344, "successRate": 0.4111718088789721, "wilsonLowerBound": 0.40273984799784884 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24450, "officialConfigError": null, "officialConfigValid": true, "successCount": 3796, "successRate": 0.1552556237218814, "wilsonLowerBound": 0.15077036802136365 }, "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": 46823, "officialConfigError": null, "officialConfigValid": true, "successCount": 11639, "successRate": 0.24857441855498366, "wilsonLowerBound": 0.24468045881674821 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 23555, "officialConfigError": null, "officialConfigValid": true, "successCount": 3097, "successRate": 0.13147951602632138, "wilsonLowerBound": 0.12722401731881863 }, "vllm": { "framework": "vllm", "modelCount": 86797, "officialConfigError": null, "officialConfigValid": true, "successCount": 9766, "successRate": 0.11251540951876217, "wilsonLowerBound": 0.11043025733414659 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 42942, "officialConfigError": null, "officialConfigValid": true, "successCount": 5254, "successRate": 0.1223510781985003, "wilsonLowerBound": 0.11928540268290236 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 38175, "officialConfigError": null, "officialConfigValid": true, "successCount": 3543, "successRate": 0.09280943025540275, "wilsonLowerBound": 0.08993946369646927 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 90314, "officialConfigError": null, "officialConfigValid": true, "successCount": 21941, "successRate": 0.2429412937086166, "wilsonLowerBound": 0.24015525585830402 }, "transformers": { "framework": "transformers", "modelCount": 5393, "officialConfigError": null, "officialConfigValid": true, "successCount": 579, "successRate": 0.10736139440014834, "wilsonLowerBound": 0.09937676324694837 }, "vllm": { "framework": "vllm", "modelCount": 112748, "officialConfigError": null, "officialConfigValid": true, "successCount": 16525, "successRate": 0.14656579274133466, "wilsonLowerBound": 0.14451339134124666 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 20172, "officialConfigError": null, "officialConfigValid": true, "successCount": 3705, "successRate": 0.18367043426531826, "wilsonLowerBound": 0.17838723408063709 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 43272, "officialConfigError": null, "officialConfigValid": true, "successCount": 5631, "successRate": 0.13013033832501386, "wilsonLowerBound": 0.12699307157905726 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7331, "officialConfigError": null, "officialConfigValid": true, "successCount": 646, "successRate": 0.08811894693766198, "wilsonLowerBound": 0.08184377570282551 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 200, "officialConfigError": null, "officialConfigValid": true, "successCount": 36, "successRate": 0.18, "wilsonLowerBound": 0.1329455066253411 }, "vllm": { "framework": "vllm", "modelCount": 32421, "officialConfigError": null, "officialConfigValid": true, "successCount": 6106, "successRate": 0.18833472132259954, "wilsonLowerBound": 0.1841157881280224 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 61254, "officialConfigError": null, "officialConfigValid": true, "successCount": 12404, "successRate": 0.20250106115518987, "wilsonLowerBound": 0.1993372693029579 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 10808, "officialConfigError": null, "officialConfigValid": true, "successCount": 3165, "successRate": 0.29283863804589194, "wilsonLowerBound": 0.28433405514972093 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 14251, "officialConfigError": null, "officialConfigValid": true, "successCount": 3583, "successRate": 0.25142095291558486, "wilsonLowerBound": 0.24436575197277324 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 64259, "officialConfigError": null, "officialConfigValid": true, "successCount": 17610, "successRate": 0.27404721517608427, "wilsonLowerBound": 0.27061209472304165 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 287, "officialConfigError": null, "officialConfigValid": true, "successCount": 181, "successRate": 0.6306620209059234, "wilsonLowerBound": 0.5734418785777162 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 47353, "officialConfigError": null, "officialConfigValid": true, "successCount": 20943, "successRate": 0.442273984752814, "wilsonLowerBound": 0.43780543890442064 }, "vllm": { "framework": "vllm", "modelCount": 37806, "officialConfigError": null, "officialConfigValid": true, "successCount": 4002, "successRate": 0.10585621329947627, "wilsonLowerBound": 0.10279490292820674 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 784, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 } }, "Sunrise_pt-200-x1": { "sglang": { "framework": "sglang", "modelCount": 6282, "officialConfigError": null, "officialConfigValid": true, "successCount": 192, "successRate": 0.030563514804202482, "wilsonLowerBound": 0.02658539726335166 }, "vllm": { "framework": "vllm", "modelCount": 10046, "officialConfigError": null, "officialConfigValid": true, "successCount": 745, "successRate": 0.0741588692016723, "wilsonLowerBound": 0.06919604124842677 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 6482, "officialConfigError": null, "officialConfigValid": true, "successCount": 2803, "successRate": 0.4324282628818266, "wilsonLowerBound": 0.4204111902084459 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7396, "officialConfigError": null, "officialConfigValid": true, "successCount": 242, "successRate": 0.032720389399675504, "wilsonLowerBound": 0.028902224054213495 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 14354, "officialConfigError": null, "officialConfigValid": true, "successCount": 4658, "successRate": 0.32450884770795596, "wilsonLowerBound": 0.31689731920711733 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 27244, "officialConfigError": null, "officialConfigValid": true, "successCount": 13879, "successRate": 0.509433269710762, "wilsonLowerBound": 0.5034960923445447 }, "vllm": { "framework": "vllm", "modelCount": 64428, "officialConfigError": null, "officialConfigValid": true, "successCount": 6673, "successRate": 0.10357298069162475, "wilsonLowerBound": 0.10124368992491009 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 12983, "officialConfigError": null, "officialConfigValid": true, "successCount": 1985, "successRate": 0.15289224370330431, "wilsonLowerBound": 0.14680441531733562 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-09-29T07:30:12.150775+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 16335.0, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.05, "queueFactor": 0.7, "queueWeight": 0.7, "recentSuccess": 0, "recentSuccessRate": 0.0, "recentTerminal": 10, "recentWilsonLowerBound": 0.0, "running": 8, "selectionWeight": 0.034999999999999996, "stale": false, "submissionEligible": false, "throughputPerHour": 1.6666666666666667, "waiting": 27225 }, "Ascend_910-b4": { "available": true, "backlogHours": 1172.7972972972973, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.5, "queueFactor": 0.9700399973077604, "queueWeight": 0.9700399973077604, "recentSuccess": 53, "recentSuccessRate": 0.3581081081081081, "recentTerminal": 148, "recentWilsonLowerBound": 0.2853531972897633, "running": 8, "selectionWeight": 2.425099993269401, "stale": false, "submissionEligible": true, "throughputPerHour": 24.666666666666668, "waiting": 28929 }, "Biren_166m": { "available": true, "backlogHours": 137.5187165775401, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.5419623122899968, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 36, "recentSuccessRate": 0.1925133689839572, "recentTerminal": 187, "recentWilsonLowerBound": 0.1424222290594821, "running": 8, "selectionWeight": 0.7045510059769958, "stale": false, "submissionEligible": false, "throughputPerHour": 31.166666666666668, "waiting": 4286 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1550.2, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.9643188057777224, "queueFactor": 0.9302826585602267, "queueWeight": 0.9302826585602267, "recentSuccess": 17, "recentSuccessRate": 0.2833333333333333, "recentTerminal": 60, "recentWilsonLowerBound": 0.1850667860430859, "running": 7, "selectionWeight": 0.8970890623385226, "stale": false, "submissionEligible": true, "throughputPerHour": 10.0, "waiting": 15502 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 375.9428571428572, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.5397165297993264, "queueFactor": 1.1505481794418981, "queueWeight": 1.1505481794418981, "recentSuccess": 28, "recentSuccessRate": 0.2, "recentTerminal": 140, "recentWilsonLowerBound": 0.1421536666143311, "running": 7, "selectionWeight": 0.620969870775314, "stale": false, "submissionEligible": false, "throughputPerHour": 23.333333333333332, "waiting": 8772 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 30.859154929577464, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 12, "recentSuccessRate": 0.028169014084507043, "recentTerminal": 426, "recentWilsonLowerBound": 0.01618576800362793, "running": 24, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 71.0, "waiting": 2191 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 91.5, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.20896097710663347, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 41, "recentSuccessRate": 0.12349397590361445, "recentTerminal": 332, "recentWilsonLowerBound": 0.09235058350407294, "running": 7, "selectionWeight": 0.2716492702386235, "stale": false, "submissionEligible": false, "throughputPerHour": 55.333333333333336, "waiting": 5063 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 1944.6, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.11183223207306232, "queueFactor": 0.8991839430712535, "queueWeight": 0.8991839430712535, "recentSuccess": 7, "recentSuccessRate": 0.14, "recentTerminal": 50, "recentWilsonLowerBound": 0.06950745262022862, "running": 2, "selectionWeight": 0.10055774739791568, "stale": false, "submissionEligible": false, "throughputPerHour": 8.333333333333334, "waiting": 16205 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 358.45161290322585, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.7139571727327526, "queueFactor": 1.1588000476197613, "queueWeight": 1.1588000476197613, "recentSuccess": 34, "recentSuccessRate": 0.21935483870967742, "recentTerminal": 155, "recentWilsonLowerBound": 0.16143149430051684, "running": 8, "selectionWeight": 0.8273336057611839, "stale": false, "submissionEligible": true, "throughputPerHour": 25.833333333333332, "waiting": 9260 }, "MetaX_c-500": { "available": true, "backlogHours": 507.8048780487805, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.8690784862570184, "queueFactor": 1.0998122557865524, "queueWeight": 1.0998122557865524, "recentSuccess": 30, "recentSuccessRate": 0.24390243902439024, "recentTerminal": 123, "recentWilsonLowerBound": 0.17652266116613055, "running": 4, "selectionWeight": 0.9558231704258937, "stale": false, "submissionEligible": true, "throughputPerHour": 20.5, "waiting": 10410 }, "Mthreads_s4000": { "available": true, "backlogHours": 1787.4324324324323, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 1.715577573627636, "queueFactor": 0.9106230521385295, "queueWeight": 0.9106230521385295, "recentSuccess": 25, "recentSuccessRate": 0.33783783783783783, "recentTerminal": 74, "recentWilsonLowerBound": 0.24046456345536177, "running": 4, "selectionWeight": 1.5622444862772107, "stale": false, "submissionEligible": true, "throughputPerHour": 12.333333333333334, "waiting": 22045 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 3088.181818181818, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.6134429759343545, "queueFactor": 0.8389144131606001, "queueWeight": 0.8389144131606001, "recentSuccess": 9, "recentSuccessRate": 0.2727272727272727, "recentTerminal": 33, "recentWilsonLowerBound": 0.1506727265632281, "running": 2, "selectionWeight": 0.5146261541634611, "stale": false, "submissionEligible": true, "throughputPerHour": 5.5, "waiting": 16985 }, "Vastai_va16": { "available": true, "backlogHours": 957.5333333333333, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.7725758673155576, "queueFactor": 1.0, "queueWeight": 1.0, "recentSuccess": 22, "recentSuccessRate": 0.24444444444444444, "recentTerminal": 90, "recentWilsonLowerBound": 0.16732663395366265, "running": 16, "selectionWeight": 0.7725758673155576, "stale": false, "submissionEligible": true, "throughputPerHour": 15.0, "waiting": 14363 }, "hygon_k100-ai": { "available": true, "backlogHours": 1151.875, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.9414385689015179, "queueFactor": 0.9726627461502877, "queueWeight": 0.9726627461502877, "recentSuccess": 25, "recentSuccessRate": 0.2604166666666667, "recentTerminal": 96, "recentWilsonLowerBound": 0.18305777843717666, "running": 6, "selectionWeight": 0.9157022237595472, "stale": false, "submissionEligible": true, "throughputPerHour": 16.0, "waiting": 18430 } }, "queueAttemptedAt": "2026-09-29T07:30:12.150775+00:00", "queueError": null, "queueUpdatedAt": "2026-09-29T07:30:12.150775+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 }