{ "communityAttemptedAt": "2026-10-08T01:27:27.079335+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-10-08T01:27:27.079335+00:00", "frameworkAttemptedAt": "2026-10-07T20:58:42.772583+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b3": { "llamacpp": { "framework": "llamacpp", "modelCount": 41474, "officialConfigError": null, "officialConfigValid": true, "successCount": 20460, "successRate": 0.493321116844288, "wilsonLowerBound": 0.48851024910392554 }, "vllm": { "framework": "vllm", "modelCount": 55541, "officialConfigError": null, "officialConfigValid": true, "successCount": 15227, "successRate": 0.27415782935129, "wilsonLowerBound": 0.27046357235006824 }, "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": 4006, "officialConfigError": null, "officialConfigValid": true, "successCount": 1208, "successRate": 0.3015476784822766, "wilsonLowerBound": 0.2875316104272599 } }, "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 36195, "officialConfigError": null, "officialConfigValid": true, "successCount": 16859, "successRate": 0.4657825666528526, "wilsonLowerBound": 0.46064742435110007 }, "vllm": { "framework": "vllm", "modelCount": 39391, "officialConfigError": null, "officialConfigValid": true, "successCount": 10959, "successRate": 0.2782107588027722, "wilsonLowerBound": 0.27380717811066513 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 12081, "officialConfigError": null, "officialConfigValid": true, "successCount": 5083, "successRate": 0.42074331595066633, "wilsonLowerBound": 0.4119665075957085 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 64204, "officialConfigError": null, "officialConfigValid": true, "successCount": 12095, "successRate": 0.18838390131455984, "wilsonLowerBound": 0.1853779485951051 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 27757, "officialConfigError": null, "officialConfigValid": true, "successCount": 6026, "successRate": 0.21709838959541738, "wilsonLowerBound": 0.21228760439153796 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7523, "officialConfigError": null, "officialConfigValid": true, "successCount": 102, "successRate": 0.013558420842748903, "wilsonLowerBound": 0.011182222255317842 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26556, "officialConfigError": null, "officialConfigValid": true, "successCount": 3264, "successRate": 0.12291007681879801, "wilsonLowerBound": 0.11901549678714986 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16501, "officialConfigError": null, "officialConfigValid": true, "successCount": 1676, "successRate": 0.10156960184231259, "wilsonLowerBound": 0.09705274789685281 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 14776, "officialConfigError": null, "officialConfigValid": true, "successCount": 5903, "successRate": 0.3994991878722252, "wilsonLowerBound": 0.3916287435087438 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24646, "officialConfigError": null, "officialConfigValid": true, "successCount": 3804, "successRate": 0.1543455327436501, "wilsonLowerBound": 0.14988891437381985 }, "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": 50150, "officialConfigError": null, "officialConfigValid": true, "successCount": 12589, "successRate": 0.25102691924227316, "wilsonLowerBound": 0.2472510689620239 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 23781, "officialConfigError": null, "officialConfigValid": true, "successCount": 3119, "successRate": 0.13115512383835834, "wilsonLowerBound": 0.12692416157916397 }, "vllm": { "framework": "vllm", "modelCount": 86925, "officialConfigError": null, "officialConfigValid": true, "successCount": 9768, "successRate": 0.11237273511647973, "wilsonLowerBound": 0.1102902759139898 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 45367, "officialConfigError": null, "officialConfigValid": true, "successCount": 5484, "successRate": 0.1208808164524875, "wilsonLowerBound": 0.11791309762650025 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 44675, "officialConfigError": null, "officialConfigValid": true, "successCount": 3634, "successRate": 0.08134303301622832, "wilsonLowerBound": 0.07884398460526576 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 91803, "officialConfigError": null, "officialConfigValid": true, "successCount": 22781, "successRate": 0.24815093188675752, "wilsonLowerBound": 0.24536735118283012 }, "transformers": { "framework": "transformers", "modelCount": 5477, "officialConfigError": null, "officialConfigValid": true, "successCount": 581, "successRate": 0.10607997078692714, "wilsonLowerBound": 0.09819875695542142 }, "vllm": { "framework": "vllm", "modelCount": 112827, "officialConfigError": null, "officialConfigValid": true, "successCount": 16529, "successRate": 0.1464986217837929, "wilsonLowerBound": 0.14444732884810046 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 22445, "officialConfigError": null, "officialConfigValid": true, "successCount": 3909, "successRate": 0.17415905546892405, "wilsonLowerBound": 0.16925337532414578 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 43537, "officialConfigError": null, "officialConfigValid": true, "successCount": 5660, "successRate": 0.13000436410409535, "wilsonLowerBound": 0.12687787252936183 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7827, "officialConfigError": null, "officialConfigValid": true, "successCount": 727, "successRate": 0.09288360802350837, "wilsonLowerBound": 0.08665108674996193 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 205, "officialConfigError": null, "officialConfigValid": true, "successCount": 37, "successRate": 0.18048780487804877, "wilsonLowerBound": 0.13387369642098657 }, "vllm": { "framework": "vllm", "modelCount": 33730, "officialConfigError": null, "officialConfigValid": true, "successCount": 6569, "successRate": 0.19475244589386304, "wilsonLowerBound": 0.19056106593421743 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 61453, "officialConfigError": null, "officialConfigValid": true, "successCount": 12416, "successRate": 0.20204058386083673, "wilsonLowerBound": 0.19888461537605612 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 13962, "officialConfigError": null, "officialConfigValid": true, "successCount": 4000, "successRate": 0.28649190660363844, "wilsonLowerBound": 0.2790518417795744 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 15027, "officialConfigError": null, "officialConfigValid": true, "successCount": 3696, "successRate": 0.24595727690157715, "wilsonLowerBound": 0.23913708488524346 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 66547, "officialConfigError": null, "officialConfigValid": true, "successCount": 18344, "successRate": 0.2756548003666581, "wilsonLowerBound": 0.27227276421809166 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 710, "officialConfigError": null, "officialConfigValid": true, "successCount": 434, "successRate": 0.6112676056338028, "wilsonLowerBound": 0.5749039041300342 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 48055, "officialConfigError": null, "officialConfigValid": true, "successCount": 21452, "successRate": 0.4464051607533035, "wilsonLowerBound": 0.4419648698284717 }, "vllm": { "framework": "vllm", "modelCount": 39128, "officialConfigError": null, "officialConfigValid": true, "successCount": 4540, "successRate": 0.11602944183193621, "wilsonLowerBound": 0.11289373829437924 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 999, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 } }, "Sunrise_pt-200-x1": { "sglang": { "framework": "sglang", "modelCount": 6285, "officialConfigError": null, "officialConfigValid": true, "successCount": 192, "successRate": 0.03054892601431981, "wilsonLowerBound": 0.026572683176579088 }, "vllm": { "framework": "vllm", "modelCount": 10073, "officialConfigError": null, "officialConfigValid": true, "successCount": 756, "successRate": 0.07505211952744961, "wilsonLowerBound": 0.07006718147500551 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 7022, "officialConfigError": null, "officialConfigValid": true, "successCount": 3073, "successRate": 0.4376246083736827, "wilsonLowerBound": 0.4260583186639939 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7406, "officialConfigError": null, "officialConfigValid": true, "successCount": 244, "successRate": 0.03294625978935998, "wilsonLowerBound": 0.029116949043479782 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 16073, "officialConfigError": null, "officialConfigValid": true, "successCount": 4939, "successRate": 0.307285509861258, "wilsonLowerBound": 0.30019953317347037 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 27891, "officialConfigError": null, "officialConfigValid": true, "successCount": 14209, "successRate": 0.5094474920225163, "wilsonLowerBound": 0.5035795893351807 }, "vllm": { "framework": "vllm", "modelCount": 66561, "officialConfigError": null, "officialConfigValid": true, "successCount": 7031, "successRate": 0.10563242739742491, "wilsonLowerBound": 0.10332005806681761 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 13413, "officialConfigError": null, "officialConfigValid": true, "successCount": 2134, "successRate": 0.15909938119734585, "wilsonLowerBound": 0.15300697790776777 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-10-08T01:35:55.089274+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 942.0344827586207, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.0330988363353264, "queueFactor": 1.0061884220086608, "queueWeight": 1.0061884220086608, "recentSuccess": 48, "recentSuccessRate": 0.27586206896551724, "recentTerminal": 174, "recentWilsonLowerBound": 0.21483602929568732, "running": 8, "selectionWeight": 1.0394920879112257, "stale": false, "submissionEligible": true, "throughputPerHour": 29.0, "waiting": 27319 }, "Ascend_910-b4": { "available": true, "backlogHours": 1035.329479768786, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.1620120099160778, "queueFactor": 0.9920362652861231, "queueWeight": 0.9920362652861231, "recentSuccess": 50, "recentSuccessRate": 0.28901734104046245, "recentTerminal": 173, "recentWilsonLowerBound": 0.2266314526680985, "running": 8, "selectionWeight": 1.1527580545347673, "stale": false, "submissionEligible": true, "throughputPerHour": 28.833333333333332, "waiting": 29852 }, "Biren_166m": { "available": true, "backlogHours": 160.95652173913044, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.3331647238362046, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 29, "recentSuccessRate": 0.18012422360248448, "recentTerminal": 161, "recentWilsonLowerBound": 0.12844163237023534, "running": 8, "selectionWeight": 0.433114140987066, "stale": false, "submissionEligible": true, "throughputPerHour": 26.833333333333332, "waiting": 4319 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1173.7241379310344, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.31790178342745007, "queueFactor": 0.973541412611454, "queueWeight": 0.973541412611454, "recentSuccess": 17, "recentSuccessRate": 0.19540229885057472, "recentTerminal": 87, "recentWilsonLowerBound": 0.12573278124165052, "running": 7, "selectionWeight": 0.30949055130966024, "stale": false, "submissionEligible": true, "throughputPerHour": 14.5, "waiting": 17019 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 373.93288590604027, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.3968477612465222, "queueFactor": 1.1557669904176398, "queueWeight": 1.1557669904176398, "recentSuccess": 29, "recentSuccessRate": 0.19463087248322147, "recentTerminal": 149, "recentWilsonLowerBound": 0.13907059958540524, "running": 7, "selectionWeight": 0.458663542669871, "stale": false, "submissionEligible": true, "throughputPerHour": 24.833333333333332, "waiting": 9286 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 71.27547169811321, "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": 0.026415094339622643, "recentTerminal": 265, "recentWilsonLowerBound": 0.012853009402853693, "running": 5, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 44.166666666666664, "waiting": 3148 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 189.60591133004925, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.2772764436272968, "queueFactor": 1.2797099737430289, "queueWeight": 1.2797099737430289, "recentSuccess": 33, "recentSuccessRate": 0.1625615763546798, "recentTerminal": 203, "recentWilsonLowerBound": 0.11815650006559465, "running": 2, "selectionWeight": 0.3548334303938484, "stale": false, "submissionEligible": true, "throughputPerHour": 33.833333333333336, "waiting": 6415 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 2021.6086956521738, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.7957234284557874, "queueFactor": 0.8972940153812214, "queueWeight": 0.8972940153812214, "recentSuccess": 14, "recentSuccessRate": 0.30434782608695654, "recentTerminal": 46, "recentWilsonLowerBound": 0.190796708074489, "running": 2, "selectionWeight": 0.7139978702520056, "stale": false, "submissionEligible": true, "throughputPerHour": 7.666666666666667, "waiting": 15499 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 405.2205882352941, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.32908900725629964, "queueFactor": 1.1419198183411587, "queueWeight": 1.1419198183411587, "recentSuccess": 25, "recentSuccessRate": 0.18382352941176472, "recentTerminal": 136, "recentWilsonLowerBound": 0.127725020783369, "running": 8, "selectionWeight": 0.37579325938418595, "stale": false, "submissionEligible": true, "throughputPerHour": 22.666666666666668, "waiting": 9185 }, "MetaX_c-500": { "available": true, "backlogHours": 543.2, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.309997976263944, "queueFactor": 1.092811789254245, "queueWeight": 1.092811789254245, "recentSuccess": 22, "recentSuccessRate": 0.18333333333333332, "recentTerminal": 120, "recentWilsonLowerBound": 0.12430210244218538, "running": 4, "selectionWeight": 0.3387694431061956, "stale": false, "submissionEligible": true, "throughputPerHour": 20.0, "waiting": 10864 }, "Mthreads_s4000": { "available": true, "backlogHours": 1948.2985074626868, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 2.5, "queueFactor": 0.9022793355405623, "queueWeight": 0.9022793355405623, "recentSuccess": 29, "recentSuccessRate": 0.43283582089552236, "recentTerminal": 67, "recentWilsonLowerBound": 0.32104123341736546, "running": 4, "selectionWeight": 2.255698338851406, "stale": false, "submissionEligible": true, "throughputPerHour": 11.166666666666666, "waiting": 21756 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 3020.470588235294, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.07318814858603309, "queueFactor": 0.8448471513252497, "queueWeight": 0.8448471513252497, "recentSuccess": 5, "recentSuccessRate": 0.14705882352941177, "recentTerminal": 34, "recentWilsonLowerBound": 0.06449346382626417, "running": 2, "selectionWeight": 0.061832798843679156, "stale": false, "submissionEligible": true, "throughputPerHour": 5.666666666666667, "waiting": 17116 }, "Vastai_va16": { "available": true, "backlogHours": 1021.1399999999999, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.05, "queueFactor": 0.9940919167161827, "queueWeight": 0.9940919167161827, "recentSuccess": 2, "recentSuccessRate": 0.02, "recentTerminal": 100, "recentWilsonLowerBound": 0.005501852234968184, "running": 16, "selectionWeight": 0.049704595835809134, "stale": false, "submissionEligible": false, "throughputPerHour": 16.666666666666668, "waiting": 17019 }, "hygon_k100-ai": { "available": true, "backlogHours": 1249.5882352941176, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 1.2214419979697482, "queueFactor": 0.9644379618123488, "queueWeight": 0.9644379618123488, "recentSuccess": 32, "recentSuccessRate": 0.3137254901960784, "recentTerminal": 102, "recentWilsonLowerBound": 0.23182840733684665, "running": 6, "selectionWeight": 1.178005030993947, "stale": false, "submissionEligible": true, "throughputPerHour": 17.0, "waiting": 21243 } }, "queueAttemptedAt": "2026-10-08T01:35:55.089274+00:00", "queueError": null, "queueUpdatedAt": "2026-10-08T01:35:55.089274+00:00", "supportedGpus": [ "Vastai_va16", "Cambricon_mlu-370-x4", "Kunlunxin_p-800", "Iluvatar_mrv-100", "Iluvatar_bi-150", "Ascend_910-b4", "Ascend_910-b3", "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 }