{ "communityAttemptedAt": "2026-09-14T06:08:00.900101+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-09-14T06:08:00.900101+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": "2026-09-14T06:18:02.680655+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 968.3172413793103, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.5, "queueFactor": 0.9867646152925114, "queueWeight": 0.9867646152925114, "recentSuccess": 67, "recentSuccessRate": 0.46206896551724136, "recentTerminal": 145, "recentWilsonLowerBound": 0.3829460230041829, "running": 8, "selectionWeight": 2.4669115382312783, "stale": false, "submissionEligible": true, "throughputPerHour": 24.166666666666668, "waiting": 23401 }, "Ascend_910-b4": { "available": true, "backlogHours": 1553.551401869159, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.037452194517473, "queueFactor": 0.9192155726451929, "queueWeight": 0.9192155726451929, "recentSuccess": 47, "recentSuccessRate": 0.4392523364485981, "recentTerminal": 107, "recentWilsonLowerBound": 0.34893941347275176, "running": 8, "selectionWeight": 1.872857785720584, "stale": false, "submissionEligible": true, "throughputPerHour": 17.833333333333332, "waiting": 27705 }, "Biren_166m": { "available": true, "backlogHours": 142.9591836734694, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.15870470937966882, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 30, "recentSuccessRate": 0.15306122448979592, "recentTerminal": 196, "recentWilsonLowerBound": 0.10936729611474796, "running": 8, "selectionWeight": 0.20631612219356948, "stale": false, "submissionEligible": true, "throughputPerHour": 32.666666666666664, "waiting": 4670 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1407.65625, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.8880364259412655, "queueFactor": 0.9329142468084812, "queueWeight": 0.9329142468084812, "recentSuccess": 22, "recentSuccessRate": 0.34375, "recentTerminal": 64, "recentWilsonLowerBound": 0.2392297503546903, "running": 7, "selectionWeight": 0.8284618334454914, "stale": false, "submissionEligible": true, "throughputPerHour": 10.666666666666666, "waiting": 15015 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 546.42, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.6080611841651378, "queueFactor": 1.0751949830544634, "queueWeight": 1.0751949830544634, "recentSuccess": 28, "recentSuccessRate": 0.28, "recentTerminal": 100, "recentWilsonLowerBound": 0.20139559167598364, "running": 7, "selectionWeight": 0.6537843346045122, "stale": false, "submissionEligible": true, "throughputPerHour": 16.666666666666668, "waiting": 9107 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 55.270833333333336, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 9, "recentSuccessRate": 0.03125, "recentTerminal": 288, "recentWilsonLowerBound": 0.01652601569229774, "running": 24, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 48.0, "waiting": 2653 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 163.15384615384616, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.7189573417219736, "queueFactor": 1.2889219505985623, "queueWeight": 1.2889219505985623, "recentSuccess": 44, "recentSuccessRate": 0.28205128205128205, "recentTerminal": 156, "recentWilsonLowerBound": 0.21733055915459054, "running": 3, "selectionWeight": 0.9266798992894433, "stale": false, "submissionEligible": true, "throughputPerHour": 26.0, "waiting": 4242 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 2032.0434782608695, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.9378234409666614, "queueFactor": 0.882929988760437, "queueWeight": 0.882929988760437, "recentSuccess": 17, "recentSuccessRate": 0.3695652173913043, "recentTerminal": 46, "recentWilsonLowerBound": 0.24523559514309495, "running": 2, "selectionWeight": 0.8280324401919688, "stale": false, "submissionEligible": true, "throughputPerHour": 7.666666666666667, "waiting": 15579 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 803.7142857142857, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.5998115668285985, "queueFactor": 1.014731083818716, "queueWeight": 1.014731083818716, "recentSuccess": 24, "recentSuccessRate": 0.2857142857142857, "recentTerminal": 84, "recentWilsonLowerBound": 0.20014898610655452, "running": 7, "selectionWeight": 0.6086474412949859, "stale": false, "submissionEligible": true, "throughputPerHour": 14.0, "waiting": 11252 }, "MetaX_c-500": { "available": true, "backlogHours": 744.258064516129, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 1.3015624913881583, "queueFactor": 1.0264970011074928, "queueWeight": 1.0264970011074928, "recentSuccess": 35, "recentSuccessRate": 0.3763440860215054, "recentTerminal": 93, "recentWilsonLowerBound": 0.284633031376476, "running": 4, "selectionWeight": 1.3360499941639414, "stale": false, "submissionEligible": true, "throughputPerHour": 15.5, "waiting": 11536 }, "Mthreads_s4000": { "available": true, "backlogHours": 2144.5714285714284, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 2.1532646695927666, "queueFactor": 0.8758205677686357, "queueWeight": 0.8758205677686357, "recentSuccess": 30, "recentSuccessRate": 0.47619047619047616, "recentTerminal": 63, "recentWilsonLowerBound": 0.35781921387369653, "running": 4, "selectionWeight": 1.8858734854788806, "stale": false, "submissionEligible": true, "throughputPerHour": 10.5, "waiting": 22518 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 3040.137931034483, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.5949179660086578, "queueFactor": 0.831155387138168, "queueWeight": 0.831155387138168, "recentSuccess": 10, "recentSuccessRate": 0.3448275862068966, "recentTerminal": 29, "recentWilsonLowerBound": 0.19940508749190483, "running": 2, "selectionWeight": 0.4944692723533774, "stale": false, "submissionEligible": true, "throughputPerHour": 4.833333333333333, "waiting": 14694 }, "Vastai_va16": { "available": true, "backlogHours": 1408.4150943396226, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.3889188510080992, "queueFactor": 0.9328388323734237, "queueWeight": 0.9328388323734237, "recentSuccess": 14, "recentSuccessRate": 0.2641509433962264, "recentTerminal": 53, "recentWilsonLowerBound": 0.16437206511316813, "running": 16, "selectionWeight": 0.3627986068624088, "stale": false, "submissionEligible": true, "throughputPerHour": 8.833333333333334, "waiting": 12441 }, "hygon_k100-ai": { "available": true, "backlogHours": 559.640625, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.4530813545765749, "queueFactor": 1.0713461971174851, "queueWeight": 1.0713461971174851, "recentSuccess": 31, "recentSuccessRate": 0.2421875, "recentTerminal": 128, "recentWilsonLowerBound": 0.17618632286113767, "running": 6, "selectionWeight": 0.48540698621045236, "stale": false, "submissionEligible": true, "throughputPerHour": 21.333333333333332, "waiting": 11939 } }, "queueAttemptedAt": "2026-09-14T06:18:02.680655+00:00", "queueError": null, "queueUpdatedAt": "2026-09-14T06:18:02.680655+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 }