{ "communityAttemptedAt": "2026-09-28T19:47:49.753887+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-09-28T19:47:49.753887+00:00", "frameworkAttemptedAt": "2026-09-28T15:04:50.694707+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 34477, "officialConfigError": null, "officialConfigValid": true, "successCount": 15670, "successRate": 0.4545059024857151, "wilsonLowerBound": 0.44925525211472095 }, "vllm": { "framework": "vllm", "modelCount": 38404, "officialConfigError": null, "officialConfigValid": true, "successCount": 10814, "successRate": 0.2815852515362983, "wilsonLowerBound": 0.2771088453159294 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 10572, "officialConfigError": null, "officialConfigValid": true, "successCount": 4435, "successRate": 0.41950435111615586, "wilsonLowerBound": 0.41012838224723364 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 64126, "officialConfigError": null, "officialConfigValid": true, "successCount": 12091, "successRate": 0.18855066587655553, "wilsonLowerBound": 0.185541858867957 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 22855, "officialConfigError": null, "officialConfigValid": true, "successCount": 4703, "successRate": 0.2057755414570116, "wilsonLowerBound": 0.20058395626487938 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 6910, "officialConfigError": null, "officialConfigValid": true, "successCount": 75, "successRate": 0.01085383502170767, "wilsonLowerBound": 0.008668140111373642 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26446, "officialConfigError": null, "officialConfigValid": true, "successCount": 3249, "successRate": 0.12285411782500189, "wilsonLowerBound": 0.11895234235355855 }, "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": 12901, "officialConfigError": null, "officialConfigValid": true, "successCount": 5311, "successRate": 0.41167351368111, "wilsonLowerBound": 0.40320863843734217 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24441, "officialConfigError": null, "officialConfigValid": true, "successCount": 3796, "successRate": 0.15531279407552884, "wilsonLowerBound": 0.15082603164937766 }, "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": 46626, "officialConfigError": null, "officialConfigValid": true, "successCount": 11595, "successRate": 0.24868099343713806, "wilsonLowerBound": 0.24477828890944917 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 23545, "officialConfigError": null, "officialConfigValid": true, "successCount": 3093, "successRate": 0.13136547037587598, "wilsonLowerBound": 0.12711068804880177 }, "vllm": { "framework": "vllm", "modelCount": 86790, "officialConfigError": null, "officialConfigValid": true, "successCount": 9764, "successRate": 0.11250144025809425, "wilsonLowerBound": 0.11041631925117631 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 42820, "officialConfigError": null, "officialConfigValid": true, "successCount": 5242, "successRate": 0.12241943017281644, "wilsonLowerBound": 0.11934868657231708 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 37833, "officialConfigError": null, "officialConfigValid": true, "successCount": 3538, "successRate": 0.09351624243385405, "wilsonLowerBound": 0.0906234790272224 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 90211, "officialConfigError": null, "officialConfigValid": true, "successCount": 21882, "successRate": 0.24256465397789626, "wilsonLowerBound": 0.23977852299062674 }, "transformers": { "framework": "transformers", "modelCount": 5381, "officialConfigError": null, "officialConfigValid": true, "successCount": 579, "successRate": 0.10760081769187883, "wilsonLowerBound": 0.09959933094231796 }, "vllm": { "framework": "vllm", "modelCount": 112746, "officialConfigError": null, "officialConfigValid": true, "successCount": 16525, "successRate": 0.14656839267024993, "wilsonLowerBound": 0.1445159579197298 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 19995, "officialConfigError": null, "officialConfigValid": true, "successCount": 3701, "successRate": 0.18509627406851714, "wilsonLowerBound": 0.17977365666114606 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 43243, "officialConfigError": null, "officialConfigValid": true, "successCount": 5628, "successRate": 0.13014823208380547, "wilsonLowerBound": 0.12700973757872988 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7298, "officialConfigError": null, "officialConfigValid": true, "successCount": 640, "successRate": 0.08769525897506165, "wilsonLowerBound": 0.08142074634788153 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 200, "officialConfigError": null, "officialConfigValid": true, "successCount": 36, "successRate": 0.18, "wilsonLowerBound": 0.1329455066253411 }, "vllm": { "framework": "vllm", "modelCount": 32347, "officialConfigError": null, "officialConfigValid": true, "successCount": 6088, "successRate": 0.1882091074906483, "wilsonLowerBound": 0.18398649996059158 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 61240, "officialConfigError": null, "officialConfigValid": true, "successCount": 12403, "successRate": 0.2025310254735467, "wilsonLowerBound": 0.1993666966121015 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 10634, "officialConfigError": null, "officialConfigValid": true, "successCount": 3116, "successRate": 0.29302238104194095, "wilsonLowerBound": 0.28444747159353273 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 14199, "officialConfigError": null, "officialConfigValid": true, "successCount": 3574, "successRate": 0.2517078667511797, "wilsonLowerBound": 0.24463710538797673 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 64111, "officialConfigError": null, "officialConfigValid": true, "successCount": 17562, "successRate": 0.27393115066057305, "wilsonLowerBound": 0.27049254547857765 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 257, "officialConfigError": null, "officialConfigValid": true, "successCount": 164, "successRate": 0.6381322957198443, "wilsonLowerBound": 0.5777450812973657 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 47311, "officialConfigError": null, "officialConfigValid": true, "successCount": 20919, "successRate": 0.4421593286973431, "wilsonLowerBound": 0.4376889315668452 }, "vllm": { "framework": "vllm", "modelCount": 37744, "officialConfigError": null, "officialConfigValid": true, "successCount": 3982, "successRate": 0.1055002119542179, "wilsonLowerBound": 0.10244106291908013 }, "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": 10042, "officialConfigError": null, "officialConfigValid": true, "successCount": 744, "successRate": 0.07408882692690699, "wilsonLowerBound": 0.06912729387165777 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 6447, "officialConfigError": null, "officialConfigValid": true, "successCount": 2787, "successRate": 0.4322940902745463, "wilsonLowerBound": 0.4202450965307836 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7395, "officialConfigError": null, "officialConfigValid": true, "successCount": 241, "successRate": 0.032589587559161595, "wilsonLowerBound": 0.02877906662631195 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 14190, "officialConfigError": null, "officialConfigValid": true, "successCount": 4603, "successRate": 0.3243833685694151, "wilsonLowerBound": 0.3167290715807455 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 27203, "officialConfigError": null, "officialConfigValid": true, "successCount": 13861, "successRate": 0.5095393890379738, "wilsonLowerBound": 0.5035977477087471 }, "vllm": { "framework": "vllm", "modelCount": 64342, "officialConfigError": null, "officialConfigValid": true, "successCount": 6645, "successRate": 0.10327624257871997, "wilsonLowerBound": 0.10094841477838959 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 12962, "officialConfigError": null, "officialConfigValid": true, "successCount": 1979, "successRate": 0.15267705600987502, "wilsonLowerBound": 0.14658801824546805 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-09-28T19:55:01.959425+00:00", "gpuStats": { "Ascend_910-b4": { "available": true, "backlogHours": 1554.8571428571427, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.5, "queueFactor": 0.9434703807568485, "queueWeight": 0.9434703807568485, "recentSuccess": 51, "recentSuccessRate": 0.45535714285714285, "recentTerminal": 112, "recentWilsonLowerBound": 0.3661362856801075, "running": 8, "selectionWeight": 2.3586759518921214, "stale": false, "submissionEligible": true, "throughputPerHour": 18.666666666666668, "waiting": 29024 }, "Biren_166m": { "available": true, "backlogHours": 156.17543859649123, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.10460729184699474, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 22, "recentSuccessRate": 0.1286549707602339, "recentTerminal": 171, "recentWilsonLowerBound": 0.08651816391679773, "running": 8, "selectionWeight": 0.13598947940109318, "stale": false, "submissionEligible": false, "throughputPerHour": 28.5, "waiting": 4451 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1258.6216216216217, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.2908063213324426, "queueFactor": 0.9738623278650496, "queueWeight": 0.9738623278650496, "recentSuccess": 16, "recentSuccessRate": 0.21621621621621623, "recentTerminal": 74, "recentWilsonLowerBound": 0.13770335267426506, "running": 7, "selectionWeight": 0.2832053210506842, "stale": false, "submissionEligible": false, "throughputPerHour": 12.333333333333334, "waiting": 15523 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 440.47933884297515, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.112993194907754, "queueFactor": 1.1399689257902907, "queueWeight": 1.1399689257902907, "recentSuccess": 17, "recentSuccessRate": 0.14049586776859505, "recentTerminal": 121, "recentWilsonLowerBound": 0.08960457234643845, "running": 7, "selectionWeight": 0.12880873102060528, "stale": false, "submissionEligible": false, "throughputPerHour": 20.166666666666668, "waiting": 8883 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 43.876221498371336, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 6, "recentSuccessRate": 0.019543973941368076, "recentTerminal": 307, "recentWilsonLowerBound": 0.008987084806228382, "running": 24, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 51.166666666666664, "waiting": 2245 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 128.0593220338983, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.21332843672132576, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 38, "recentSuccessRate": 0.16101694915254236, "recentTerminal": 236, "recentWilsonLowerBound": 0.11961430158476305, "running": 2, "selectionWeight": 0.2773269677377235, "stale": false, "submissionEligible": false, "throughputPerHour": 39.333333333333336, "waiting": 5037 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 2375.8536585365855, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 1.1432446614193483, "queueFactor": 0.8853375643613361, "queueWeight": 0.8853375643613361, "recentSuccess": 16, "recentSuccessRate": 0.3902439024390244, "recentTerminal": 41, "recentWilsonLowerBound": 0.2565593521532712, "running": 2, "selectionWeight": 1.0121574440101062, "stale": false, "submissionEligible": true, "throughputPerHour": 6.833333333333333, "waiting": 16235 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 442.72440944881885, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.46692009815786467, "queueFactor": 1.1390999279048066, "queueWeight": 1.1390999279048066, "recentSuccess": 30, "recentSuccessRate": 0.23622047244094488, "recentTerminal": 127, "recentWilsonLowerBound": 0.17077199899216422, "running": 8, "selectionWeight": 0.5318686501489289, "stale": false, "submissionEligible": true, "throughputPerHour": 21.166666666666668, "waiting": 9371 }, "MetaX_c-500": { "available": true, "backlogHours": 715.0909090909091, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 1.1828497335582047, "queueFactor": 1.0600531866894811, "queueWeight": 1.0600531866894811, "recentSuccess": 31, "recentSuccessRate": 0.3522727272727273, "recentTerminal": 88, "recentWilsonLowerBound": 0.26056180662975564, "running": 4, "selectionWeight": 1.2538836294331785, "stale": false, "submissionEligible": true, "throughputPerHour": 14.666666666666666, "waiting": 10488 }, "Mthreads_s4000": { "available": true, "backlogHours": 1766.32, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 2.033293996420331, "queueFactor": 0.9255959304592589, "queueWeight": 0.9255959304592589, "recentSuccess": 33, "recentSuccessRate": 0.44, "recentTerminal": 75, "recentWilsonLowerBound": 0.3333127597678485, "running": 4, "selectionWeight": 1.8820086485139016, "stale": false, "submissionEligible": true, "throughputPerHour": 12.5, "waiting": 22079 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 4622.454545454546, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.4248853841208349, "queueFactor": 0.8012184604404671, "queueWeight": 0.8012184604404671, "recentSuccess": 7, "recentSuccessRate": 0.3181818181818182, "recentTerminal": 22, "recentWilsonLowerBound": 0.16360387354692477, "running": 2, "selectionWeight": 0.3404260133289518, "stale": false, "submissionEligible": true, "throughputPerHour": 3.6666666666666665, "waiting": 16949 }, "Vastai_va16": { "available": true, "backlogHours": 1054.9024390243903, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.699849618200516, "queueFactor": 1.0, "queueWeight": 1.0, "recentSuccess": 24, "recentSuccessRate": 0.2926829268292683, "recentTerminal": 82, "recentWilsonLowerBound": 0.20526199890885147, "running": 16, "selectionWeight": 0.699849618200516, "stale": false, "submissionEligible": true, "throughputPerHour": 13.666666666666666, "waiting": 14417 }, "hygon_k100-ai": { "available": true, "backlogHours": 1414.076923076923, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 2.1703258226699353, "queueFactor": 0.9569976894625071, "queueWeight": 0.9569976894625071, "recentSuccess": 35, "recentSuccessRate": 0.44871794871794873, "recentTerminal": 78, "recentWilsonLowerBound": 0.3433419189622355, "running": 6, "selectionWeight": 2.076996797675943, "stale": false, "submissionEligible": true, "throughputPerHour": 13.0, "waiting": 18383 } }, "queueAttemptedAt": "2026-09-28T19:52:41.165029+00:00", "queueError": null, "queueUpdatedAt": "2026-09-28T19:52:41.165029+00:00", "supportedGpus": [ "Vastai_va16", "Cambricon_mlu-370-x4", "Kunlunxin_p-800", "Iluvatar_mrv-100", "Iluvatar_bi-150", "Ascend_910-b4", "hygon_k100-ai", "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 }