{ "communityAttemptedAt": "2026-09-13T09:28:55.064795+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-09-13T09:28:55.064795+00:00", "frameworkAttemptedAt": "2026-09-13T08:22:56.571876+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b3": { "llamacpp": { "framework": "llamacpp", "modelCount": 38753, "officialConfigError": null, "officialConfigValid": true, "successCount": 18585, "successRate": 0.4795757747787268, "wilsonLowerBound": 0.4746039881183945 }, "vllm": { "framework": "vllm", "modelCount": 51269, "officialConfigError": null, "officialConfigValid": true, "successCount": 14461, "successRate": 0.2820612845969299, "wilsonLowerBound": 0.27818239690829516 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 2049, "officialConfigError": null, "officialConfigValid": true, "successCount": 541, "successRate": 0.26403123474865786, "wilsonLowerBound": 0.24539836301591406 } }, "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 31899, "officialConfigError": null, "officialConfigValid": true, "successCount": 13843, "successRate": 0.43396344713000407, "wilsonLowerBound": 0.42853275453901896 }, "vllm": { "framework": "vllm", "modelCount": 36939, "officialConfigError": null, "officialConfigValid": true, "successCount": 10539, "successRate": 0.2853082108340778, "wilsonLowerBound": 0.2807257171969584 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7582, "officialConfigError": null, "officialConfigValid": true, "successCount": 3360, "successRate": 0.44315484041150094, "wilsonLowerBound": 0.4320046884357374 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 63835, "officialConfigError": null, "officialConfigValid": true, "successCount": 12065, "successRate": 0.18900289809665544, "wilsonLowerBound": 0.18598446660723164 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 15343, "officialConfigError": null, "officialConfigValid": true, "successCount": 3084, "successRate": 0.2010037150492081, "wilsonLowerBound": 0.19473765442920185 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 5458, "officialConfigError": null, "officialConfigValid": true, "successCount": 45, "successRate": 0.008244778307072188, "wilsonLowerBound": 0.0061676811124269405 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26030, "officialConfigError": null, "officialConfigValid": true, "successCount": 3198, "successRate": 0.1228582404917403, "wilsonLowerBound": 0.11892579008309893 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16457, "officialConfigError": null, "officialConfigValid": true, "successCount": 1672, "successRate": 0.10159810415020963, "wilsonLowerBound": 0.09707475831962524 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 9968, "officialConfigError": null, "officialConfigValid": true, "successCount": 4287, "successRate": 0.43007624398073835, "wilsonLowerBound": 0.4203857575460906 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24067, "officialConfigError": null, "officialConfigValid": true, "successCount": 3777, "successRate": 0.15693688453068516, "wilsonLowerBound": 0.15239612481304485 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 8066, "officialConfigError": null, "officialConfigValid": true, "successCount": 544, "successRate": 0.0674435903793702, "wilsonLowerBound": 0.0621738174048722 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 40549, "officialConfigError": null, "officialConfigValid": true, "successCount": 10233, "successRate": 0.2523613406002614, "wilsonLowerBound": 0.2481570486028227 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 22980, "officialConfigError": null, "officialConfigValid": true, "successCount": 3035, "successRate": 0.13207136640557007, "wilsonLowerBound": 0.12775528458080057 }, "vllm": { "framework": "vllm", "modelCount": 86520, "officialConfigError": null, "officialConfigValid": true, "successCount": 9762, "successRate": 0.11282940360610264, "wilsonLowerBound": 0.1107383669269908 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 39087, "officialConfigError": null, "officialConfigValid": true, "successCount": 4792, "successRate": 0.12259830634226214, "wilsonLowerBound": 0.11938386109620633 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 27759, "officialConfigError": null, "officialConfigValid": true, "successCount": 3295, "successRate": 0.1187002413631615, "wilsonLowerBound": 0.11494801277957475 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 87737, "officialConfigError": null, "officialConfigValid": true, "successCount": 20500, "successRate": 0.23365284885510104, "wilsonLowerBound": 0.23086451547322523 }, "transformers": { "framework": "transformers", "modelCount": 5091, "officialConfigError": null, "officialConfigValid": true, "successCount": 562, "successRate": 0.11039088587703791, "wilsonLowerBound": 0.1020745245100028 }, "vllm": { "framework": "vllm", "modelCount": 112455, "officialConfigError": null, "officialConfigValid": true, "successCount": 16504, "successRate": 0.14676092659285936, "wilsonLowerBound": 0.14470472317523148 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 15880, "officialConfigError": null, "officialConfigValid": true, "successCount": 3250, "successRate": 0.20465994962216624, "wilsonLowerBound": 0.19845658788599135 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 42644, "officialConfigError": null, "officialConfigValid": true, "successCount": 5545, "successRate": 0.1300300159459713, "wilsonLowerBound": 0.12687103113601667 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 6223, "officialConfigError": null, "officialConfigValid": true, "successCount": 485, "successRate": 0.07793668648561787, "wilsonLowerBound": 0.07153353005671426 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 198, "officialConfigError": null, "officialConfigValid": true, "successCount": 36, "successRate": 0.18181818181818182, "wilsonLowerBound": 0.1343204258911728 }, "vllm": { "framework": "vllm", "modelCount": 30284, "officialConfigError": null, "officialConfigValid": true, "successCount": 5236, "successRate": 0.17289657905164443, "wilsonLowerBound": 0.1686789893687595 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 60765, "officialConfigError": null, "officialConfigValid": true, "successCount": 12379, "successRate": 0.2037192462766395, "wilsonLowerBound": 0.20053560133374146 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 6486, "officialConfigError": null, "officialConfigValid": true, "successCount": 1917, "successRate": 0.2955596669750231, "wilsonLowerBound": 0.28457847149103355 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 12011, "officialConfigError": null, "officialConfigValid": true, "successCount": 3147, "successRate": 0.2620098243276996, "wilsonLowerBound": 0.2542226800692064 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 59077, "officialConfigError": null, "officialConfigValid": true, "successCount": 16087, "successRate": 0.2723056350187044, "wilsonLowerBound": 0.26873089660179433 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 46066, "officialConfigError": null, "officialConfigValid": true, "successCount": 20030, "successRate": 0.4348109234576477, "wilsonLowerBound": 0.43028951951937017 }, "vllm": { "framework": "vllm", "modelCount": 35721, "officialConfigError": null, "officialConfigValid": true, "successCount": 3109, "successRate": 0.08703563730018757, "wilsonLowerBound": 0.08415658905735884 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 282, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 } }, "Sunrise_pt-200-x1": { "sglang": { "framework": "sglang", "modelCount": 6275, "officialConfigError": null, "officialConfigValid": true, "successCount": 192, "successRate": 0.03059760956175299, "wilsonLowerBound": 0.026615110833495575 }, "vllm": { "framework": "vllm", "modelCount": 10006, "officialConfigError": null, "officialConfigValid": true, "successCount": 732, "successRate": 0.07315610633619828, "wilsonLowerBound": 0.0682161070379902 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 5564, "officialConfigError": null, "officialConfigValid": true, "successCount": 2338, "successRate": 0.4202012940330697, "wilsonLowerBound": 0.40729101346237134 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7367, "officialConfigError": null, "officialConfigValid": true, "successCount": 235, "successRate": 0.0318990090946111, "wilsonLowerBound": 0.02812370043844604 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 10566, "officialConfigError": null, "officialConfigValid": true, "successCount": 3619, "successRate": 0.3425137232632974, "wilsonLowerBound": 0.3335237892814802 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 25994, "officialConfigError": null, "officialConfigValid": true, "successCount": 13137, "successRate": 0.5053858582749865, "wilsonLowerBound": 0.4993074607159475 }, "vllm": { "framework": "vllm", "modelCount": 60752, "officialConfigError": null, "officialConfigValid": true, "successCount": 5931, "successRate": 0.09762641559125626, "wilsonLowerBound": 0.09529157438086885 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 12223, "officialConfigError": null, "officialConfigValid": true, "successCount": 1722, "successRate": 0.1408819438762988, "wilsonLowerBound": 0.13482704162320544 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-09-13T09:34:31.663456+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 1045.7014925373135, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.1139452217765893, "queueFactor": 0.979465828273807, "queueWeight": 0.979465828273807, "recentSuccess": 49, "recentSuccessRate": 0.3656716417910448, "recentTerminal": 134, "recentWilsonLowerBound": 0.2889258915556576, "running": 9, "selectionWeight": 2.070537107572864, "stale": false, "submissionEligible": true, "throughputPerHour": 22.333333333333332, "waiting": 23354 }, "Ascend_910-b4": { "available": true, "backlogHours": 1200.9635036496352, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.4585029851746647, "queueFactor": 0.9593365180168295, "queueWeight": 0.9593365180168295, "recentSuccess": 53, "recentSuccessRate": 0.38686131386861317, "recentTerminal": 137, "recentWilsonLowerBound": 0.3094526414865042, "running": 10, "selectionWeight": 2.358531693331444, "stale": false, "submissionEligible": true, "throughputPerHour": 22.833333333333332, "waiting": 27422 }, "Biren_166m": { "available": true, "backlogHours": 152.93333333333334, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.48599927281944877, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 36, "recentSuccessRate": 0.2, "recentTerminal": 180, "recentWilsonLowerBound": 0.14810790208917995, "running": 9, "selectionWeight": 0.6317990546652834, "stale": false, "submissionEligible": true, "throughputPerHour": 30.0, "waiting": 4588 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1069.9024390243903, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.4540962804457446, "queueFactor": 0.9761101334851875, "queueWeight": 0.9761101334851875, "recentSuccess": 18, "recentSuccessRate": 0.21951219512195122, "recentTerminal": 82, "recentWilsonLowerBound": 0.1436067129787513, "running": 7, "selectionWeight": 0.4432479809210229, "stale": false, "submissionEligible": true, "throughputPerHour": 13.666666666666666, "waiting": 14622 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 398.64179104477614, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.2576372712308628, "queueFactor": 1.1319129385841924, "queueWeight": 1.1319129385841924, "recentSuccess": 22, "recentSuccessRate": 0.16417910447761194, "recentTerminal": 134, "recentWilsonLowerBound": 0.11099240521268962, "running": 7, "selectionWeight": 0.29162296076773847, "stale": false, "submissionEligible": true, "throughputPerHour": 22.333333333333332, "waiting": 8903 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 38.0545905707196, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 21, "recentSuccessRate": 0.052109181141439205, "recentTerminal": 403, "recentWilsonLowerBound": 0.034331864965854955, "running": 24, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 67.16666666666667, "waiting": 2556 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 87.62105263157895, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.25721888862951714, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 42, "recentSuccessRate": 0.14736842105263157, "recentTerminal": 285, "recentWilsonLowerBound": 0.11091044030216608, "running": 3, "selectionWeight": 0.3343845552183723, "stale": false, "submissionEligible": true, "throughputPerHour": 47.5, "waiting": 4162 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 2761.235294117647, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 1.1020010934048483, "queueFactor": 0.8467104809152709, "queueWeight": 0.8467104809152709, "recentSuccess": 12, "recentSuccessRate": 0.35294117647058826, "recentTerminal": 34, "recentWilsonLowerBound": 0.2148771489529607, "running": 2, "selectionWeight": 0.9330758757659735, "stale": false, "submissionEligible": true, "throughputPerHour": 5.666666666666667, "waiting": 15647 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 775.5348837209302, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.9970860703257117, "queueFactor": 1.0243780110333651, "queueWeight": 1.0243780110333651, "recentSuccess": 25, "recentSuccessRate": 0.29069767441860467, "recentTerminal": 86, "recentWilsonLowerBound": 0.20532437829302616, "running": 7, "selectionWeight": 1.0213930455493265, "stale": false, "submissionEligible": true, "throughputPerHour": 14.333333333333334, "waiting": 11116 }, "MetaX_c-500": { "available": true, "backlogHours": 736.5806451612904, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.8330090119239464, "queueFactor": 1.032327276638415, "queueWeight": 1.032327276638415, "recentSuccess": 25, "recentSuccessRate": 0.26881720430107525, "recentTerminal": 93, "recentWilsonLowerBound": 0.18921182161860808, "running": 6, "selectionWeight": 0.8599379246947045, "stale": false, "submissionEligible": true, "throughputPerHour": 15.5, "waiting": 11417 }, "Mthreads_s4000": { "available": true, "backlogHours": 2247.3103448275865, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 2.5, "queueFactor": 0.8732749256114725, "queueWeight": 0.8732749256114725, "recentSuccess": 25, "recentSuccessRate": 0.43103448275862066, "recentTerminal": 58, "recentWilsonLowerBound": 0.3118160080083492, "running": 4, "selectionWeight": 2.183187314028681, "stale": false, "submissionEligible": true, "throughputPerHour": 9.666666666666666, "waiting": 21724 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 3654.25, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.7438313553551519, "queueFactor": 0.8118591873578813, "queueWeight": 0.8118591873578813, "recentSuccess": 8, "recentSuccessRate": 0.3333333333333333, "recentTerminal": 24, "recentWilsonLowerBound": 0.17971978688379645, "running": 2, "selectionWeight": 0.603886319689945, "stale": false, "submissionEligible": true, "throughputPerHour": 4.0, "waiting": 14617 }, "Vastai_va16": { "available": true, "backlogHours": 1144.258064516129, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.4263566828923155, "queueFactor": 0.9663219636149533, "queueWeight": 0.9663219636149533, "recentSuccess": 14, "recentSuccessRate": 0.22580645161290322, "recentTerminal": 62, "recentWilsonLowerBound": 0.13955057139297952, "running": 17, "selectionWeight": 0.41199782701286025, "stale": false, "submissionEligible": true, "throughputPerHour": 10.333333333333334, "waiting": 11824 }, "hygon_k100-ai": { "available": true, "backlogHours": 683.7575757575758, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 1.3951876370120064, "queueFactor": 1.0439149696666226, "queueWeight": 1.0439149696666226, "recentSuccess": 32, "recentSuccessRate": 0.32323232323232326, "recentTerminal": 99, "recentWilsonLowerBound": 0.23919862826396276, "running": 7, "selectionWeight": 1.4564572597706356, "stale": false, "submissionEligible": true, "throughputPerHour": 16.5, "waiting": 11282 } }, "queueAttemptedAt": "2026-09-13T09:28:55.064795+00:00", "queueError": null, "queueUpdatedAt": "2026-09-13T09:28:55.064795+00:00", "supportedGpus": [ "Vastai_va16", "Iluvatar_mrv-100", "Kunlunxin_p-800", "Cambricon_mlu-370-x4", "Iluvatar_bi-150", "Ascend_910-b4", "hygon_k100-ai", "Ascend_910-b3", "MetaX_c-500", "Sunrise_pt-200-x1", "Iluvatar_bi-100", "Biren_166m", "Cambricon_mlu-370-x8", "Mthreads_s4000" ], "taskTypes": [ "text-generation" ], "throughputWindowHours": 6, "version": 3 }