{ "communityAttemptedAt": "2026-09-28T01:41:57.678006+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-09-28T01:41:57.678006+00:00", "frameworkAttemptedAt": "2026-09-27T23:28:54.373769+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 34385, "officialConfigError": null, "officialConfigValid": true, "successCount": 15596, "successRate": 0.4535698705831031, "wilsonLowerBound": 0.4483132259412944 }, "vllm": { "framework": "vllm", "modelCount": 38255, "officialConfigError": null, "officialConfigValid": true, "successCount": 10795, "successRate": 0.2821853352502941, "wilsonLowerBound": 0.27769728810659694 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 10486, "officialConfigError": null, "officialConfigValid": true, "successCount": 4402, "successRate": 0.419797825672325, "wilsonLowerBound": 0.41038259944601707 } }, "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": 22431, "officialConfigError": null, "officialConfigValid": true, "successCount": 4643, "successRate": 0.20699032588827962, "wilsonLowerBound": 0.20173863868820371 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 6866, "officialConfigError": null, "officialConfigValid": true, "successCount": 75, "successRate": 0.010923390620448586, "wilsonLowerBound": 0.008723743710988422 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26438, "officialConfigError": null, "officialConfigValid": true, "successCount": 3249, "successRate": 0.1228912928360693, "wilsonLowerBound": 0.11898841531930271 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16487, "officialConfigError": null, "officialConfigValid": true, "successCount": 1676, "successRate": 0.10165585006368653, "wilsonLowerBound": 0.0971353627253932 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 12750, "officialConfigError": null, "officialConfigValid": true, "successCount": 5266, "successRate": 0.41301960784313724, "wilsonLowerBound": 0.4045003612931109 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24431, "officialConfigError": null, "officialConfigValid": true, "successCount": 3796, "successRate": 0.15537636609225983, "wilsonLowerBound": 0.15088792835588064 }, "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": 46358, "officialConfigError": null, "officialConfigValid": true, "successCount": 11554, "successRate": 0.24923422063074335, "wilsonLowerBound": 0.24531734270332362 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 23527, "officialConfigError": null, "officialConfigValid": true, "successCount": 3093, "successRate": 0.1314659752624644, "wilsonLowerBound": 0.1272081715530364 }, "vllm": { "framework": "vllm", "modelCount": 86781, "officialConfigError": null, "officialConfigValid": true, "successCount": 9764, "successRate": 0.11251310770790841, "wilsonLowerBound": 0.1104277837662243 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 42613, "officialConfigError": null, "officialConfigValid": true, "successCount": 5223, "successRate": 0.12256823035223993, "wilsonLowerBound": 0.11948847970398756 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 37348, "officialConfigError": null, "officialConfigValid": true, "successCount": 3529, "successRate": 0.09448966477455285, "wilsonLowerBound": 0.0915646150426511 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 90056, "officialConfigError": null, "officialConfigValid": true, "successCount": 21807, "successRate": 0.24214932930620947, "wilsonLowerBound": 0.23936245974464082 }, "transformers": { "framework": "transformers", "modelCount": 5368, "officialConfigError": null, "officialConfigValid": true, "successCount": 579, "successRate": 0.10786140089418778, "wilsonLowerBound": 0.09984157384700253 }, "vllm": { "framework": "vllm", "modelCount": 112737, "officialConfigError": null, "officialConfigValid": true, "successCount": 16525, "successRate": 0.14658009349193254, "wilsonLowerBound": 0.14452750865122607 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 19808, "officialConfigError": null, "officialConfigValid": true, "successCount": 3696, "successRate": 0.18659127625201938, "wilsonLowerBound": 0.18122678227998876 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 43180, "officialConfigError": null, "officialConfigValid": true, "successCount": 5617, "successRate": 0.13008337193144975, "wilsonLowerBound": 0.12694329089712694 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7243, "officialConfigError": null, "officialConfigValid": true, "successCount": 628, "successRate": 0.08670440425238161, "wilsonLowerBound": 0.08044079225749916 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 200, "officialConfigError": null, "officialConfigValid": true, "successCount": 36, "successRate": 0.18, "wilsonLowerBound": 0.1329455066253411 }, "vllm": { "framework": "vllm", "modelCount": 32252, "officialConfigError": null, "officialConfigValid": true, "successCount": 6049, "successRate": 0.18755426020091778, "wilsonLowerBound": 0.18333128051434153 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 61225, "officialConfigError": null, "officialConfigValid": true, "successCount": 12401, "successRate": 0.2025479787668436, "wilsonLowerBound": 0.1993831641508634 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 10371, "officialConfigError": null, "officialConfigValid": true, "successCount": 3058, "successRate": 0.29486066917365733, "wilsonLowerBound": 0.2861620247531009 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 14147, "officialConfigError": null, "officialConfigValid": true, "successCount": 3559, "successRate": 0.25157277161235597, "wilsonLowerBound": 0.244490463253843 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 63871, "officialConfigError": null, "officialConfigValid": true, "successCount": 17508, "successRate": 0.2741150130732257, "wilsonLowerBound": 0.2706692458667205 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 238, "officialConfigError": null, "officialConfigValid": true, "successCount": 154, "successRate": 0.6470588235294118, "wilsonLowerBound": 0.5844474394566809 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 47250, "officialConfigError": null, "officialConfigValid": true, "successCount": 20876, "successRate": 0.44182010582010584, "wilsonLowerBound": 0.43734721205240756 }, "vllm": { "framework": "vllm", "modelCount": 37638, "officialConfigError": null, "officialConfigValid": true, "successCount": 3945, "successRate": 0.10481428343695201, "wilsonLowerBound": 0.1017598736130076 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 773, "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": 6410, "officialConfigError": null, "officialConfigValid": true, "successCount": 2766, "successRate": 0.4315132605304212, "wilsonLowerBound": 0.41943277205277346 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7394, "officialConfigError": null, "officialConfigValid": true, "successCount": 241, "successRate": 0.03259399513118745, "wilsonLowerBound": 0.028782966020733367 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 13992, "officialConfigError": null, "officialConfigValid": true, "successCount": 4547, "successRate": 0.3249714122355632, "wilsonLowerBound": 0.3172596897382483 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 27151, "officialConfigError": null, "officialConfigValid": true, "successCount": 13828, "successRate": 0.5092998416264595, "wilsonLowerBound": 0.5033524929824741 }, "vllm": { "framework": "vllm", "modelCount": 64215, "officialConfigError": null, "officialConfigValid": true, "successCount": 6607, "successRate": 0.1028887331620338, "wilsonLowerBound": 0.10056256303166106 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 12925, "officialConfigError": null, "officialConfigValid": true, "successCount": 1959, "successRate": 0.15156673114119923, "wilsonLowerBound": 0.1454879927066719 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-09-28T01:47:01.477697+00:00", "gpuStats": { "Ascend_910-b4": { "available": true, "backlogHours": 663.9, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.5, "queueFactor": 0.9106897823297847, "queueWeight": 0.9106897823297847, "recentSuccess": 59, "recentSuccessRate": 0.22692307692307692, "recentTerminal": 260, "recentWilsonLowerBound": 0.1802029981473204, "running": 8, "selectionWeight": 2.276724455824462, "stale": false, "submissionEligible": true, "throughputPerHour": 43.333333333333336, "waiting": 28769 }, "Biren_166m": { "available": true, "backlogHours": 84.7080745341615, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.47272718128936286, "queueFactor": 1.2402154655898772, "queueWeight": 1.2402154655898772, "recentSuccess": 37, "recentSuccessRate": 0.11490683229813664, "recentTerminal": 322, "recentWilsonLowerBound": 0.08452319514207755, "running": 8, "selectionWeight": 0.5862835612397774, "stale": false, "submissionEligible": false, "throughputPerHour": 53.666666666666664, "waiting": 4546 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 429.94444444444446, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.3322734075231727, "queueFactor": 0.9720173412416386, "queueWeight": 0.9720173412416386, "recentSuccess": 23, "recentSuccessRate": 0.10648148148148148, "recentTerminal": 216, "recentWilsonLowerBound": 0.07200757468021715, "running": 7, "selectionWeight": 0.3229755141459738, "stale": false, "submissionEligible": false, "throughputPerHour": 36.0, "waiting": 15478 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 209.13953488372093, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.45028193346944734, "queueFactor": 1.0829800180295468, "queueWeight": 1.0829800180295468, "recentSuccess": 30, "recentSuccessRate": 0.11627906976744186, "recentTerminal": 258, "recentWilsonLowerBound": 0.08267480035777998, "running": 7, "selectionWeight": 0.4876463364271213, "stale": false, "submissionEligible": false, "throughputPerHour": 43.0, "waiting": 8993 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 29.956416464891042, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 10, "recentSuccessRate": 0.024213075060532687, "recentTerminal": 413, "recentWilsonLowerBound": 0.013204059977748366, "running": 24, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 68.83333333333333, "waiting": 2062 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 87.88990825688073, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.42565880565012754, "queueFactor": 1.2333746346784766, "queueWeight": 1.2333746346784766, "recentSuccess": 36, "recentSuccessRate": 0.11009174311926606, "recentTerminal": 327, "recentWilsonLowerBound": 0.08058827070690144, "running": 9, "selectionWeight": 0.5249967739164028, "stale": false, "submissionEligible": false, "throughputPerHour": 54.5, "waiting": 4790 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 541.8333333333334, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.22083066898153672, "queueFactor": 0.9388711765552649, "queueWeight": 0.9388711765552649, "recentSuccess": 17, "recentSuccessRate": 0.09444444444444444, "recentTerminal": 180, "recentWilsonLowerBound": 0.059803329908944554, "running": 2, "selectionWeight": 0.20733155000618161, "stale": false, "submissionEligible": false, "throughputPerHour": 30.0, "waiting": 16255 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 236.2962962962963, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.429690680429336, "queueFactor": 1.0633281885457442, "queueWeight": 1.0633281885457442, "recentSuccess": 28, "recentSuccessRate": 0.11522633744855967, "recentTerminal": 243, "recentWilsonLowerBound": 0.08093435083473957, "running": 8, "selectionWeight": 0.4569022128559141, "stale": false, "submissionEligible": false, "throughputPerHour": 40.5, "waiting": 9570 }, "MetaX_c-500": { "available": true, "backlogHours": 248.8582677165354, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.38923304501224987, "queueFactor": 1.0550986155786644, "queueWeight": 1.0550986155786644, "recentSuccess": 28, "recentSuccessRate": 0.11023622047244094, "recentTerminal": 254, "recentWilsonLowerBound": 0.07737699753304317, "running": 4, "selectionWeight": 0.41067924692989277, "stale": false, "submissionEligible": false, "throughputPerHour": 42.333333333333336, "waiting": 10535 }, "Mthreads_s4000": { "available": true, "backlogHours": 621.3838862559243, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.9056440071704632, "queueFactor": 0.9197755616020317, "queueWeight": 0.9197755616020317, "recentSuccess": 33, "recentSuccessRate": 0.15639810426540285, "recentTerminal": 211, "recentWilsonLowerBound": 0.11358354667064331, "running": 5, "selectionWeight": 0.8329892253067273, "stale": false, "submissionEligible": false, "throughputPerHour": 35.166666666666664, "waiting": 21852 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 611.9634146341464, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.05, "queueFactor": 0.9218856298842802, "queueWeight": 0.9218856298842802, "recentSuccess": 5, "recentSuccessRate": 0.03048780487804878, "recentTerminal": 164, "recentWilsonLowerBound": 0.013091251114609856, "running": 2, "selectionWeight": 0.04609428149421402, "stale": false, "submissionEligible": false, "throughputPerHour": 27.333333333333332, "waiting": 16727 }, "Vastai_va16": { "available": true, "backlogHours": 355.82716049382714, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.47110060483909244, "queueFactor": 1.0, "queueWeight": 1.0, "recentSuccess": 29, "recentSuccessRate": 0.11934156378600823, "recentTerminal": 243, "recentWilsonLowerBound": 0.08439087522831276, "running": 16, "selectionWeight": 0.47110060483909244, "stale": false, "submissionEligible": false, "throughputPerHour": 40.5, "waiting": 14411 }, "hygon_k100-ai": { "available": true, "backlogHours": 465.24675324675326, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.4373084242208259, "queueFactor": 0.9605796052496766, "queueWeight": 0.9605796052496766, "recentSuccess": 27, "recentSuccessRate": 0.11688311688311688, "recentTerminal": 231, "recentWilsonLowerBound": 0.081583425668776, "running": 6, "selectionWeight": 0.42006955351039904, "stale": false, "submissionEligible": false, "throughputPerHour": 38.5, "waiting": 17912 } }, "queueAttemptedAt": "2026-09-28T01:41:57.678006+00:00", "queueError": null, "queueUpdatedAt": "2026-09-28T01:41:57.678006+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 }