{ "communityAttemptedAt": "2026-09-14T06:48:19.186279+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-09-14T06:48:19.186279+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": "2026-09-14T06:48:19.186279+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 1080.1384615384616, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.5, "queueFactor": 0.9754727899821104, "queueWeight": 0.9754727899821104, "recentSuccess": 64, "recentSuccessRate": 0.49230769230769234, "recentTerminal": 130, "recentWilsonLowerBound": 0.40782903157362527, "running": 8, "selectionWeight": 2.438681974955276, "stale": false, "submissionEligible": true, "throughputPerHour": 21.666666666666668, "waiting": 23403 }, "Ascend_910-b4": { "available": true, "backlogHours": 1497.837837837838, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.1183783134749437, "queueFactor": 0.9287896231073367, "queueWeight": 0.9287896231073367, "recentSuccess": 52, "recentSuccessRate": 0.46846846846846846, "recentTerminal": 111, "recentWilsonLowerBound": 0.3782506952330096, "running": 8, "selectionWeight": 1.9675277953711485, "stale": false, "submissionEligible": true, "throughputPerHour": 18.5, "waiting": 27710 }, "Biren_166m": { "available": true, "backlogHours": 143.17346938775512, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.11528354037244315, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 28, "recentSuccessRate": 0.14285714285714285, "recentTerminal": 196, "recentWilsonLowerBound": 0.10072259567592683, "running": 6, "selectionWeight": 0.1498686024841761, "stale": false, "submissionEligible": true, "throughputPerHour": 32.666666666666664, "waiting": 4677 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1344.8955223880598, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.7850243610101009, "queueFactor": 0.943916965732434, "queueWeight": 0.943916965732434, "recentSuccess": 23, "recentSuccessRate": 0.34328358208955223, "recentTerminal": 67, "recentWilsonLowerBound": 0.24088841959339713, "running": 7, "selectionWeight": 0.7409978128706973, "stale": false, "submissionEligible": true, "throughputPerHour": 11.166666666666666, "waiting": 15018 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 530.6796116504854, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.448959352725617, "queueFactor": 1.0852060688346326, "queueWeight": 1.0852060688346326, "recentSuccess": 27, "recentSuccessRate": 0.2621359223300971, "recentTerminal": 103, "recentWilsonLowerBound": 0.18685666753807448, "running": 7, "selectionWeight": 0.487213414237908, "stale": false, "submissionEligible": true, "throughputPerHour": 17.166666666666668, "waiting": 9110 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 52.3421052631579, "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": 0.03289473684210526, "recentTerminal": 304, "recentWilsonLowerBound": 0.01796392024953972, "running": 24, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 50.666666666666664, "waiting": 2652 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 160.30188679245282, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.5993531124479572, "queueFactor": 1.2986624372257851, "queueWeight": 1.2986624372257851, "recentSuccess": 44, "recentSuccessRate": 0.27672955974842767, "recentTerminal": 159, "recentWilsonLowerBound": 0.21308016641771516, "running": 5, "selectionWeight": 0.7783573737705242, "stale": false, "submissionEligible": true, "throughputPerHour": 26.5, "waiting": 4248 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 2225.5714285714284, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 1.191309972492097, "queueFactor": 0.8752272757143063, "queueWeight": 0.8752272757143063, "recentSuccess": 18, "recentSuccessRate": 0.42857142857142855, "recentTerminal": 42, "recentWilsonLowerBound": 0.2911742951914822, "running": 2, "selectionWeight": 1.0426669817555432, "stale": false, "submissionEligible": true, "throughputPerHour": 7.0, "waiting": 15579 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 750.5333333333333, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.8113960599315615, "queueFactor": 1.0302237947551316, "queueWeight": 1.0302237947551316, "recentSuccess": 30, "recentSuccessRate": 0.3333333333333333, "recentTerminal": 90, "recentWilsonLowerBound": 0.24453359953239737, "running": 7, "selectionWeight": 0.8359195279120555, "stale": false, "submissionEligible": true, "throughputPerHour": 15.0, "waiting": 11258 }, "MetaX_c-500": { "available": true, "backlogHours": 685.6633663366337, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.8666307418679402, "queueFactor": 1.0442883479619005, "queueWeight": 1.0442883479619005, "recentSuccess": 34, "recentSuccessRate": 0.33663366336633666, "recentTerminal": 101, "recentWilsonLowerBound": 0.25196434238298415, "running": 4, "selectionWeight": 0.9050123857182675, "stale": false, "submissionEligible": true, "throughputPerHour": 16.833333333333332, "waiting": 11542 }, "Mthreads_s4000": { "available": true, "backlogHours": 2180.1290322580644, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 2.130405274183455, "queueFactor": 0.8779398140354967, "queueWeight": 0.8779398140354967, "recentSuccess": 31, "recentSuccessRate": 0.5, "recentTerminal": 62, "recentWilsonLowerBound": 0.37922532216457727, "running": 4, "selectionWeight": 1.870367610236864, "stale": false, "submissionEligible": true, "throughputPerHour": 10.333333333333334, "waiting": 22528 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 3392.538461538462, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.4882513622563024, "queueFactor": 0.8215960775900685, "queueWeight": 0.8215960775900685, "recentSuccess": 9, "recentSuccessRate": 0.34615384615384615, "recentTerminal": 26, "recentWilsonLowerBound": 0.1941201497285213, "running": 2, "selectionWeight": 0.40114540410778565, "stale": false, "submissionEligible": true, "throughputPerHour": 4.333333333333333, "waiting": 14701 }, "Vastai_va16": { "available": true, "backlogHours": 1288.344827586207, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.1773756124397943, "queueFactor": 0.9500189242934001, "queueWeight": 0.9500189242934001, "recentSuccess": 12, "recentSuccessRate": 0.20689655172413793, "recentTerminal": 58, "recentWilsonLowerBound": 0.12251364354883215, "running": 16, "selectionWeight": 0.1685101885259364, "stale": false, "submissionEligible": true, "throughputPerHour": 9.666666666666666, "waiting": 12454 }, "hygon_k100-ai": { "available": true, "backlogHours": 543.3636363636364, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.28109394984194425, "queueFactor": 1.0813679374739473, "queueWeight": 1.0813679374739473, "recentSuccess": 28, "recentSuccessRate": 0.21212121212121213, "recentTerminal": 132, "recentWilsonLowerBound": 0.15103384183382562, "running": 6, "selectionWeight": 0.30396598477698844, "stale": false, "submissionEligible": true, "throughputPerHour": 22.0, "waiting": 11954 } }, "queueAttemptedAt": "2026-09-14T06:48:19.186279+00:00", "queueError": null, "queueUpdatedAt": "2026-09-14T06:48:19.186279+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 }