{ "communityAttemptedAt": "2026-09-14T02:52:06.573026+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-09-14T02:52:06.573026+00:00", "frameworkAttemptedAt": "2026-09-14T02:52:06.573026+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b3": { "llamacpp": { "framework": "llamacpp", "modelCount": 38863, "officialConfigError": null, "officialConfigValid": true, "successCount": 18666, "successRate": 0.48030260144610554, "wilsonLowerBound": 0.47533749046167356 }, "vllm": { "framework": "vllm", "modelCount": 51514, "officialConfigError": null, "officialConfigValid": true, "successCount": 14513, "successRate": 0.2817292386535699, "wilsonLowerBound": 0.27786096122896603 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 2132, "officialConfigError": null, "officialConfigValid": true, "successCount": 571, "successRate": 0.2678236397748593, "wilsonLowerBound": 0.2494562405045196 } }, "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 32005, "officialConfigError": null, "officialConfigValid": true, "successCount": 13917, "successRate": 0.4348383065146071, "wilsonLowerBound": 0.42941522709514257 }, "vllm": { "framework": "vllm", "modelCount": 37030, "officialConfigError": null, "officialConfigValid": true, "successCount": 10560, "successRate": 0.28517418309478804, "wilsonLowerBound": 0.2805979588051507 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7739, "officialConfigError": null, "officialConfigValid": true, "successCount": 3423, "successRate": 0.4423052073911358, "wilsonLowerBound": 0.43127099188241397 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 63852, "officialConfigError": null, "officialConfigValid": true, "successCount": 12067, "successRate": 0.18898390026937292, "wilsonLowerBound": 0.1859659863111859 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 15840, "officialConfigError": null, "officialConfigValid": true, "successCount": 3183, "successRate": 0.2009469696969697, "wilsonLowerBound": 0.1947794930784726 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 5570, "officialConfigError": null, "officialConfigValid": true, "successCount": 45, "successRate": 0.00807899461400359, "wilsonLowerBound": 0.006043554326870268 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26044, "officialConfigError": null, "officialConfigValid": true, "successCount": 3200, "successRate": 0.12286899093841191, "wilsonLowerBound": 0.11893743118439545 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16458, "officialConfigError": null, "officialConfigValid": true, "successCount": 1672, "successRate": 0.10159193097581723, "wilsonLowerBound": 0.09706884551454699 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 10145, "officialConfigError": null, "officialConfigValid": true, "successCount": 4342, "successRate": 0.4279940857565303, "wilsonLowerBound": 0.4183948351404624 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24077, "officialConfigError": null, "officialConfigValid": true, "successCount": 3778, "successRate": 0.1569132366989243, "wilsonLowerBound": 0.152373694093321 }, "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": 40845, "officialConfigError": null, "officialConfigValid": true, "successCount": 10310, "successRate": 0.252417676582201, "wilsonLowerBound": 0.24822824385305997 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 22993, "officialConfigError": null, "officialConfigValid": true, "successCount": 3037, "successRate": 0.1320836776410212, "wilsonLowerBound": 0.12776862386051824 }, "vllm": { "framework": "vllm", "modelCount": 86530, "officialConfigError": null, "officialConfigValid": true, "successCount": 9763, "successRate": 0.11282792095227089, "wilsonLowerBound": 0.11073701626736399 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 39221, "officialConfigError": null, "officialConfigValid": true, "successCount": 4810, "successRate": 0.12263838249917136, "wilsonLowerBound": 0.11942890980109559 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 28444, "officialConfigError": null, "officialConfigValid": true, "successCount": 3309, "successRate": 0.1163338489663901, "wilsonLowerBound": 0.11265942160645469 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 87851, "officialConfigError": null, "officialConfigValid": true, "successCount": 20575, "successRate": 0.23420336706468908, "wilsonLowerBound": 0.23141452378566202 }, "transformers": { "framework": "transformers", "modelCount": 5098, "officialConfigError": null, "officialConfigValid": true, "successCount": 562, "successRate": 0.11023930953315025, "wilsonLowerBound": 0.1019337417155715 }, "vllm": { "framework": "vllm", "modelCount": 112461, "officialConfigError": null, "officialConfigValid": true, "successCount": 16504, "successRate": 0.14675309662905361, "wilsonLowerBound": 0.14469699368852246 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 15973, "officialConfigError": null, "officialConfigValid": true, "successCount": 3270, "successRate": 0.2047204657860139, "wilsonLowerBound": 0.1985342786602342 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 42655, "officialConfigError": null, "officialConfigValid": true, "successCount": 5551, "successRate": 0.13013714687609892, "wilsonLowerBound": 0.12697743769842085 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 6271, "officialConfigError": null, "officialConfigValid": true, "successCount": 488, "successRate": 0.07781852974007335, "wilsonLowerBound": 0.0714436271066438 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 198, "officialConfigError": null, "officialConfigValid": true, "successCount": 36, "successRate": 0.18181818181818182, "wilsonLowerBound": 0.1343204258911728 }, "vllm": { "framework": "vllm", "modelCount": 30430, "officialConfigError": null, "officialConfigValid": true, "successCount": 5290, "successRate": 0.17384160368057838, "wilsonLowerBound": 0.16962476565481618 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 60773, "officialConfigError": null, "officialConfigValid": true, "successCount": 12381, "successRate": 0.2037253385549504, "wilsonLowerBound": 0.2005418659115495 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 6627, "officialConfigError": null, "officialConfigValid": true, "successCount": 1969, "successRate": 0.2971178512147276, "wilsonLowerBound": 0.28623515146071 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 12088, "officialConfigError": null, "officialConfigValid": true, "successCount": 3162, "successRate": 0.2615817339510258, "wilsonLowerBound": 0.253823452746983 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 59354, "officialConfigError": null, "officialConfigValid": true, "successCount": 16173, "successRate": 0.2724837416180881, "wilsonLowerBound": 0.26891657553552223 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 46147, "officialConfigError": null, "officialConfigValid": true, "successCount": 20085, "successRate": 0.43523956053481266, "wilsonLowerBound": 0.4307215731886573 }, "vllm": { "framework": "vllm", "modelCount": 35831, "officialConfigError": null, "officialConfigValid": true, "successCount": 3151, "successRate": 0.08794061008623817, "wilsonLowerBound": 0.08505214309045145 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 304, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 } }, "Sunrise_pt-200-x1": { "sglang": { "framework": "sglang", "modelCount": 6276, "officialConfigError": null, "officialConfigValid": true, "successCount": 192, "successRate": 0.030592734225621414, "wilsonLowerBound": 0.026610861971840757 }, "vllm": { "framework": "vllm", "modelCount": 10010, "officialConfigError": null, "officialConfigValid": true, "successCount": 733, "successRate": 0.07322677322677322, "wilsonLowerBound": 0.06828543573281327 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 5622, "officialConfigError": null, "officialConfigValid": true, "successCount": 2361, "successRate": 0.419957310565635, "wilsonLowerBound": 0.4071146684947529 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7368, "officialConfigError": null, "officialConfigValid": true, "successCount": 235, "successRate": 0.03189467969598263, "wilsonLowerBound": 0.028119876473318692 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 10755, "officialConfigError": null, "officialConfigValid": true, "successCount": 3664, "successRate": 0.3406787540678754, "wilsonLowerBound": 0.3317798677888227 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 26044, "officialConfigError": null, "officialConfigValid": true, "successCount": 13166, "successRate": 0.5055291045922286, "wilsonLowerBound": 0.49945654233725134 }, "vllm": { "framework": "vllm", "modelCount": 61015, "officialConfigError": null, "officialConfigValid": true, "successCount": 5985, "successRate": 0.09809063345079079, "wilsonLowerBound": 0.0957557613514686 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 12250, "officialConfigError": null, "officialConfigValid": true, "successCount": 1730, "successRate": 0.14122448979591837, "wilsonLowerBound": 0.13516978100148383 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-09-14T03:01:26.838728+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 898.8846153846154, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.6702310083674032, "queueFactor": 0.9972802729608633, "queueWeight": 0.9972802729608633, "recentSuccess": 53, "recentSuccessRate": 0.33974358974358976, "recentTerminal": 156, "recentWilsonLowerBound": 0.2700693524792397, "running": 8, "selectionWeight": 1.6656884359323418, "stale": false, "submissionEligible": true, "throughputPerHour": 26.0, "waiting": 23371 }, "Ascend_910-b4": { "available": true, "backlogHours": 1266.5954198473282, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.5, "queueFactor": 0.9472773071912952, "queueWeight": 0.9472773071912952, "recentSuccess": 53, "recentSuccessRate": 0.40458015267175573, "recentTerminal": 131, "recentWilsonLowerBound": 0.3244106182615046, "running": 8, "selectionWeight": 2.368193267978238, "stale": false, "submissionEligible": true, "throughputPerHour": 21.833333333333332, "waiting": 27654 }, "Biren_166m": { "available": true, "backlogHours": 137.126213592233, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.24199476553587215, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 32, "recentSuccessRate": 0.1553398058252427, "recentTerminal": 206, "recentWilsonLowerBound": 0.11223415573675004, "running": 0, "selectionWeight": 0.3145931951966338, "stale": false, "submissionEligible": true, "throughputPerHour": 34.333333333333336, "waiting": 4708 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1070.5714285714287, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.4571233588173229, "queueFactor": 0.971472414822294, "queueWeight": 0.971472414822294, "recentSuccess": 19, "recentSuccessRate": 0.2261904761904762, "recentTerminal": 84, "recentWilsonLowerBound": 0.14985904898307537, "running": 7, "selectionWeight": 0.44408273326194264, "stale": false, "submissionEligible": true, "throughputPerHour": 14.0, "waiting": 14988 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 515.5471698113207, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.4524556389260867, "queueFactor": 1.0840081801072656, "queueWeight": 1.0840081801072656, "recentSuccess": 23, "recentSuccessRate": 0.2169811320754717, "recentTerminal": 106, "recentWilsonLowerBound": 0.14916154641951038, "running": 7, "selectionWeight": 0.49046561373153735, "stale": false, "submissionEligible": true, "throughputPerHour": 17.666666666666668, "waiting": 9108 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 51.335593220338986, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 4, "recentSuccessRate": 0.013559322033898305, "recentTerminal": 295, "recentWilsonLowerBound": 0.005285166317945109, "running": 12, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 49.166666666666664, "waiting": 2524 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 288.1363636363636, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.17635117240031467, "queueFactor": 1.1828593574961566, "queueWeight": 1.1828593574961566, "recentSuccess": 14, "recentSuccessRate": 0.1590909090909091, "recentTerminal": 88, "recentWilsonLowerBound": 0.09719813761632919, "running": 1, "selectionWeight": 0.20859863447913016, "stale": false, "submissionEligible": true, "throughputPerHour": 14.666666666666666, "waiting": 4226 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 1865.28, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.7797830703878977, "queueFactor": 0.8938429425912096, "queueWeight": 0.8938429425912096, "recentSuccess": 15, "recentSuccessRate": 0.3, "recentTerminal": 50, "recentWilsonLowerBound": 0.1910338908960936, "running": 2, "selectionWeight": 0.6970035942183268, "stale": false, "submissionEligible": true, "throughputPerHour": 8.333333333333334, "waiting": 15544 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 866.5384615384615, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.5414838870506457, "queueFactor": 1.002777645777026, "queueWeight": 1.002777645777026, "recentSuccess": 19, "recentSuccessRate": 0.24358974358974358, "recentTerminal": 78, "recentWilsonLowerBound": 0.16185113739317145, "running": 7, "selectionWeight": 0.5429879374828396, "stale": false, "submissionEligible": true, "throughputPerHour": 13.0, "waiting": 11265 }, "MetaX_c-500": { "available": true, "backlogHours": 768.0, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 1.5945583606360993, "queueFactor": 1.0211008495625309, "queueWeight": 1.0211008495625309, "recentSuccess": 32, "recentSuccessRate": 0.35555555555555557, "recentTerminal": 90, "recentWilsonLowerBound": 0.26443718167016894, "running": 4, "selectionWeight": 1.6282048967225575, "stale": false, "submissionEligible": true, "throughputPerHour": 15.0, "waiting": 11520 }, "Mthreads_s4000": { "available": true, "backlogHours": 1927.2, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 2.0033200262562416, "queueFactor": 0.8894751154643636, "queueWeight": 0.8894751154643636, "recentSuccess": 28, "recentSuccessRate": 0.4, "recentTerminal": 70, "recentWilsonLowerBound": 0.2933408057355693, "running": 4, "selectionWeight": 1.7819033116663425, "stale": false, "submissionEligible": true, "throughputPerHour": 11.666666666666666, "waiting": 22484 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 2506.114285714286, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.4037044910144583, "queueFactor": 0.8551113870072955, "queueWeight": 0.8551113870072955, "recentSuccess": 9, "recentSuccessRate": 0.2571428571428571, "recentTerminal": 35, "recentWilsonLowerBound": 0.14162868726550137, "running": 2, "selectionWeight": 0.3452123072524477, "stale": false, "submissionEligible": true, "throughputPerHour": 5.833333333333333, "waiting": 14619 }, "Vastai_va16": { "available": true, "backlogHours": 1061.9142857142858, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.694145430749657, "queueFactor": 0.9726562931169079, "queueWeight": 0.9726562931169079, "recentSuccess": 19, "recentSuccessRate": 0.2714285714285714, "recentTerminal": 70, "recentWilsonLowerBound": 0.18119460808784751, "running": 16, "selectionWeight": 0.6751649215570007, "stale": false, "submissionEligible": true, "throughputPerHour": 11.666666666666666, "waiting": 12389 }, "hygon_k100-ai": { "available": true, "backlogHours": 597.983193277311, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 1.2272734851971636, "queueFactor": 1.0601552633521534, "queueWeight": 1.0601552633521534, "recentSuccess": 37, "recentSuccessRate": 0.31092436974789917, "recentTerminal": 119, "recentWilsonLowerBound": 0.23476920298350337, "running": 6, "selectionWeight": 1.3011004449043142, "stale": false, "submissionEligible": true, "throughputPerHour": 19.833333333333332, "waiting": 11860 } }, "queueAttemptedAt": "2026-09-14T02:52:06.573026+00:00", "queueError": null, "queueUpdatedAt": "2026-09-14T02:52:06.573026+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", "Biren_166m", "MetaX_c-500", "Sunrise_pt-200-x1", "Iluvatar_bi-100", "Cambricon_mlu-370-x8", "Mthreads_s4000" ], "taskTypes": [ "text-generation" ], "throughputWindowHours": 6, "version": 3 }