{ "communityAttemptedAt": "2026-09-19T19:24:17.663879+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-09-19T19:24:17.663879+00:00", "frameworkAttemptedAt": "2026-09-19T16:57:00.094728+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b3": { "llamacpp": { "framework": "llamacpp", "modelCount": 39680, "officialConfigError": null, "officialConfigValid": true, "successCount": 19193, "successRate": 0.4836945564516129, "wilsonLowerBound": 0.4787792709478902 }, "vllm": { "framework": "vllm", "modelCount": 52987, "officialConfigError": null, "officialConfigValid": true, "successCount": 14816, "successRate": 0.27961575480778306, "wilsonLowerBound": 0.2758103327278731 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 2753, "officialConfigError": null, "officialConfigValid": true, "successCount": 782, "successRate": 0.2840537595350527, "wilsonLowerBound": 0.267517858082399 } }, "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 32979, "officialConfigError": null, "officialConfigValid": true, "successCount": 14584, "successRate": 0.44222080718032686, "wilsonLowerBound": 0.4368675574806479 }, "vllm": { "framework": "vllm", "modelCount": 37516, "officialConfigError": null, "officialConfigValid": true, "successCount": 10661, "successRate": 0.2841720865763941, "wilsonLowerBound": 0.2796303945037936 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 8863, "officialConfigError": null, "officialConfigValid": true, "successCount": 3811, "successRate": 0.42998984542479973, "wilsonLowerBound": 0.4197152754642753 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 63946, "officialConfigError": null, "officialConfigValid": true, "successCount": 12085, "successRate": 0.1889875832733869, "wilsonLowerBound": 0.18597185159120364 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 17873, "officialConfigError": null, "officialConfigValid": true, "successCount": 3579, "successRate": 0.20024618139092487, "wilsonLowerBound": 0.19444385225854224 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 6078, "officialConfigError": null, "officialConfigValid": true, "successCount": 61, "successRate": 0.010036196117143797, "wilsonLowerBound": 0.007821493248097717 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26157, "officialConfigError": null, "officialConfigValid": true, "successCount": 3223, "successRate": 0.12321749436097412, "wilsonLowerBound": 0.11928942022491816 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16468, "officialConfigError": null, "officialConfigValid": true, "successCount": 1674, "successRate": 0.10165168812241923, "wilsonLowerBound": 0.09712873155638158 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 11255, "officialConfigError": null, "officialConfigValid": true, "successCount": 4735, "successRate": 0.42070191026210574, "wilsonLowerBound": 0.41160992109971617 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24164, "officialConfigError": null, "officialConfigValid": true, "successCount": 3788, "successRate": 0.1567621254759146, "wilsonLowerBound": 0.15223248521681057 }, "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": 43098, "officialConfigError": null, "officialConfigValid": true, "successCount": 10806, "successRate": 0.25073089238479745, "wilsonLowerBound": 0.24666109266673353 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 23282, "officialConfigError": null, "officialConfigValid": true, "successCount": 3059, "successRate": 0.13138905592303066, "wilsonLowerBound": 0.12711031484186042 }, "vllm": { "framework": "vllm", "modelCount": 86642, "officialConfigError": null, "officialConfigValid": true, "successCount": 9764, "successRate": 0.11269361279748852, "wilsonLowerBound": 0.11060514965061183 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 40541, "officialConfigError": null, "officialConfigValid": true, "successCount": 4971, "successRate": 0.12261661034508275, "wilsonLowerBound": 0.11945947056123453 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 31992, "officialConfigError": null, "officialConfigValid": true, "successCount": 3417, "successRate": 0.106807951987997, "wilsonLowerBound": 0.10347041729843114 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 88629, "officialConfigError": null, "officialConfigValid": true, "successCount": 21070, "successRate": 0.2377325706033014, "wilsonLowerBound": 0.2349413430908641 }, "transformers": { "framework": "transformers", "modelCount": 5181, "officialConfigError": null, "officialConfigValid": true, "successCount": 566, "successRate": 0.10924531943640224, "wilsonLowerBound": 0.10103871178963275 }, "vllm": { "framework": "vllm", "modelCount": 112547, "officialConfigError": null, "officialConfigValid": true, "successCount": 16510, "successRate": 0.14669426994944335, "wilsonLowerBound": 0.1446392932437984 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 17440, "officialConfigError": null, "officialConfigValid": true, "successCount": 3456, "successRate": 0.1981651376146789, "wilsonLowerBound": 0.1923157411675186 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 42850, "officialConfigError": null, "officialConfigValid": true, "successCount": 5574, "successRate": 0.13008168028004669, "wilsonLowerBound": 0.1269296755781395 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 6733, "officialConfigError": null, "officialConfigValid": true, "successCount": 555, "successRate": 0.08242982325857716, "wilsonLowerBound": 0.07609627867751127 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 200, "officialConfigError": null, "officialConfigValid": true, "successCount": 36, "successRate": 0.18, "wilsonLowerBound": 0.1329455066253411 }, "vllm": { "framework": "vllm", "modelCount": 31197, "officialConfigError": null, "officialConfigValid": true, "successCount": 5609, "successRate": 0.1797929288072571, "wilsonLowerBound": 0.17557107925014906 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 60889, "officialConfigError": null, "officialConfigValid": true, "successCount": 12391, "successRate": 0.20350145346450096, "wilsonLowerBound": 0.20032231965167654 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 7994, "officialConfigError": null, "officialConfigValid": true, "successCount": 2319, "successRate": 0.2900925694270703, "wilsonLowerBound": 0.28024710343656134 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 12941, "officialConfigError": null, "officialConfigValid": true, "successCount": 3340, "successRate": 0.25809442856038944, "wilsonLowerBound": 0.2506276124741752 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 61040, "officialConfigError": null, "officialConfigValid": true, "successCount": 16732, "successRate": 0.27411533420707734, "wilsonLowerBound": 0.2705908872031442 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 46607, "officialConfigError": null, "officialConfigValid": true, "successCount": 20409, "successRate": 0.43789559508228376, "wilsonLowerBound": 0.43339662776602217 }, "vllm": { "framework": "vllm", "modelCount": 36575, "officialConfigError": null, "officialConfigValid": true, "successCount": 3470, "successRate": 0.09487354750512646, "wilsonLowerBound": 0.0919127038523324 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 535, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 } }, "Sunrise_pt-200-x1": { "sglang": { "framework": "sglang", "modelCount": 6278, "officialConfigError": null, "officialConfigValid": true, "successCount": 192, "successRate": 0.030582988212806625, "wilsonLowerBound": 0.026602368317046696 }, "vllm": { "framework": "vllm", "modelCount": 10026, "officialConfigError": null, "officialConfigValid": true, "successCount": 739, "successRate": 0.07370835826850189, "wilsonLowerBound": 0.06875525826123706 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 5955, "officialConfigError": null, "officialConfigValid": true, "successCount": 2525, "successRate": 0.42401343408900083, "wilsonLowerBound": 0.4115144236485661 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7376, "officialConfigError": null, "officialConfigValid": true, "successCount": 235, "successRate": 0.03186008676789588, "wilsonLowerBound": 0.02808932214804452 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 11685, "officialConfigError": null, "officialConfigValid": true, "successCount": 3836, "successRate": 0.3282841249465126, "wilsonLowerBound": 0.3198272664249393 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 26485, "officialConfigError": null, "officialConfigValid": true, "successCount": 13438, "successRate": 0.5073815367188975, "wilsonLowerBound": 0.5013597623186946 }, "vllm": { "framework": "vllm", "modelCount": 62428, "officialConfigError": null, "officialConfigValid": true, "successCount": 6281, "successRate": 0.10061190491446145, "wilsonLowerBound": 0.09827668247931033 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 12490, "officialConfigError": null, "officialConfigValid": true, "successCount": 1801, "successRate": 0.14419535628502803, "wilsonLowerBound": 0.1381439247920521 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-09-19T19:38:29.903638+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 1129.6451612903224, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.1222251524434859, "queueFactor": 0.9867949897634202, "queueWeight": 0.9867949897634202, "recentSuccess": 39, "recentSuccessRate": 0.31451612903225806, "recentTerminal": 124, "recentWilsonLowerBound": 0.23940745486046947, "running": 9, "selectionWeight": 1.1074061578177223, "stale": false, "submissionEligible": true, "throughputPerHour": 20.666666666666668, "waiting": 23346 }, "Ascend_910-b4": { "available": true, "backlogHours": 1442.3275862068967, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.5, "queueFactor": 0.9512806355410268, "queueWeight": 0.9512806355410268, "recentSuccess": 50, "recentSuccessRate": 0.43103448275862066, "recentTerminal": 116, "recentWilsonLowerBound": 0.3445528576479731, "running": 8, "selectionWeight": 2.378201588852567, "stale": false, "submissionEligible": true, "throughputPerHour": 19.333333333333332, "waiting": 27885 }, "Biren_166m": { "available": true, "backlogHours": 167.86206896551724, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.3358525921688548, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 33, "recentSuccessRate": 0.1896551724137931, "recentTerminal": 174, "recentWilsonLowerBound": 0.13835252245303012, "running": 8, "selectionWeight": 0.4366083698195113, "stale": false, "submissionEligible": true, "throughputPerHour": 29.0, "waiting": 4868 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1303.4117647058822, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.33658143570737625, "queueFactor": 0.9658418005529622, "queueWeight": 0.9658418005529622, "recentSuccess": 15, "recentSuccessRate": 0.22058823529411764, "recentTerminal": 68, "recentWilsonLowerBound": 0.1384889157967965, "running": 7, "selectionWeight": 0.32508441989631337, "stale": false, "submissionEligible": true, "throughputPerHour": 11.333333333333334, "waiting": 14772 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 402.22222222222223, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.424746222026934, "queueFactor": 1.1521216390545685, "queueWeight": 1.1521216390545685, "recentSuccess": 29, "recentSuccessRate": 0.21481481481481482, "recentTerminal": 135, "recentWilsonLowerBound": 0.15393663891185383, "running": 9, "selectionWeight": 0.4893593135039069, "stale": false, "submissionEligible": true, "throughputPerHour": 22.5, "waiting": 9050 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 42.16483516483517, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 12, "recentSuccessRate": 0.03296703296703297, "recentTerminal": 364, "recentWilsonLowerBound": 0.018957117232417553, "running": 27, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 60.666666666666664, "waiting": 2558 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 106.65703971119135, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.13776102608508403, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 35, "recentSuccessRate": 0.1263537906137184, "recentTerminal": 277, "recentWilsonLowerBound": 0.09227155468807205, "running": 7, "selectionWeight": 0.17908933391060924, "stale": false, "submissionEligible": true, "throughputPerHour": 46.166666666666664, "waiting": 4924 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 3698.538461538462, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 1.679445458836526, "queueFactor": 0.8259689505912909, "queueWeight": 0.8259689505912909, "recentSuccess": 12, "recentSuccessRate": 0.46153846153846156, "recentTerminal": 26, "recentWilsonLowerBound": 0.28755582695234905, "running": 2, "selectionWeight": 1.3871698032105144, "stale": false, "submissionEligible": true, "throughputPerHour": 4.333333333333333, "waiting": 16027 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 559.421052631579, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.8097784720773149, "queueFactor": 1.0964969344625226, "queueWeight": 1.0964969344625226, "recentSuccess": 32, "recentSuccessRate": 0.2807017543859649, "recentTerminal": 114, "recentWilsonLowerBound": 0.2064060006774648, "running": 10, "selectionWeight": 0.8879196122265213, "stale": false, "submissionEligible": true, "throughputPerHour": 19.0, "waiting": 10629 }, "MetaX_c-500": { "available": true, "backlogHours": 655.4705882352941, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.38360688142426236, "queueFactor": 1.0707430431641023, "queueWeight": 1.0707430431641023, "recentSuccess": 22, "recentSuccessRate": 0.21568627450980393, "recentTerminal": 102, "recentWilsonLowerBound": 0.14697094402656705, "running": 5, "selectionWeight": 0.4107443995949056, "stale": false, "submissionEligible": true, "throughputPerHour": 17.0, "waiting": 11143 }, "Mthreads_s4000": { "available": true, "backlogHours": 1707.84, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 1.798163273272286, "queueFactor": 0.9274727651116623, "queueWeight": 0.9274727651116623, "recentSuccess": 30, "recentSuccessRate": 0.4, "recentTerminal": 75, "recentWilsonLowerBound": 0.296623430781706, "running": 4, "selectionWeight": 1.667747463184085, "stale": false, "submissionEligible": true, "throughputPerHour": 12.5, "waiting": 21348 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 7933.0, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 1.275782091242563, "queueFactor": 0.7366354661218444, "queueWeight": 0.7366354661218444, "recentSuccess": 6, "recentSuccessRate": 0.5, "recentTerminal": 12, "recentWilsonLowerBound": 0.2537781703934222, "running": 2, "selectionWeight": 0.9397863354523668, "stale": false, "submissionEligible": false, "throughputPerHour": 2.0, "waiting": 15866 }, "Vastai_va16": { "available": true, "backlogHours": 1637.4117647058824, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.05, "queueFactor": 0.9333500536642739, "queueWeight": 0.9333500536642739, "recentSuccess": 3, "recentSuccessRate": 0.058823529411764705, "recentTerminal": 51, "recentWilsonLowerBound": 0.020206272864052074, "running": 16, "selectionWeight": 0.0466675026832137, "stale": false, "submissionEligible": false, "throughputPerHour": 8.5, "waiting": 13918 }, "hygon_k100-ai": { "available": true, "backlogHours": 938.0425531914894, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.8843908071530295, "queueFactor": 1.014693461191077, "queueWeight": 1.014693461191077, "recentSuccess": 28, "recentSuccessRate": 0.2978723404255319, "recentTerminal": 94, "recentWilsonLowerBound": 0.21484309822217873, "running": 6, "selectionWeight": 0.8973855691556778, "stale": false, "submissionEligible": true, "throughputPerHour": 15.666666666666666, "waiting": 14696 } }, "queueAttemptedAt": "2026-09-19T19:31:10.674759+00:00", "queueError": null, "queueUpdatedAt": "2026-09-19T19:31:10.674759+00:00", "supportedGpus": [ "Vastai_va16", "Kunlunxin_p-800", "Iluvatar_mrv-100", "Cambricon_mlu-370-x4", "Iluvatar_bi-150", "Ascend_910-b4", "hygon_k100-ai", "Ascend_910-b3", "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 }