{ "communityAttemptedAt": "2026-10-19T13:06:57.961777+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-10-19T13:06:57.961777+00:00", "frameworkAttemptedAt": "2026-10-19T10:40:51.289871+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 38391, "officialConfigError": null, "officialConfigValid": true, "successCount": 18317, "successRate": 0.4771170326378578, "wilsonLowerBound": 0.47212318466574904 }, "vllm": { "framework": "vllm", "modelCount": 40504, "officialConfigError": null, "officialConfigValid": true, "successCount": 11101, "successRate": 0.2740716966225558, "wilsonLowerBound": 0.2697493133374559 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 14013, "officialConfigError": null, "officialConfigValid": true, "successCount": 5815, "successRate": 0.41497181188896026, "wilsonLowerBound": 0.40683811571920886 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 64264, "officialConfigError": null, "officialConfigValid": true, "successCount": 12098, "successRate": 0.18825469936511888, "wilsonLowerBound": 0.18525094549360915 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 34275, "officialConfigError": "malformed_command_argv", "officialConfigValid": false, "successCount": 7335, "successRate": 0.21400437636761488, "wilsonLowerBound": 0.20969456353476967 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 8291, "officialConfigError": null, "officialConfigValid": true, "successCount": 115, "successRate": 0.01387046194668918, "wilsonLowerBound": 0.011568662687828335 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26762, "officialConfigError": null, "officialConfigValid": true, "successCount": 3288, "successRate": 0.12286077273746357, "wilsonLowerBound": 0.11898168754112559 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16519, "officialConfigError": null, "officialConfigValid": true, "successCount": 1676, "successRate": 0.10145892608511412, "wilsonLowerBound": 0.09694673511307306 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 17196, "officialConfigError": null, "officialConfigValid": true, "successCount": 6667, "successRate": 0.3877064433589207, "wilsonLowerBound": 0.38044990813393753 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24816, "officialConfigError": null, "officialConfigValid": true, "successCount": 3808, "successRate": 0.15344938749194068, "wilsonLowerBound": 0.14901870548759422 }, "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": 54712, "officialConfigError": null, "officialConfigValid": true, "successCount": 13771, "successRate": 0.2516998099137301, "wilsonLowerBound": 0.24808074056410806 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 25174, "officialConfigError": null, "officialConfigValid": true, "successCount": 3213, "successRate": 0.1276316834829586, "wilsonLowerBound": 0.12356641081421572 }, "vllm": { "framework": "vllm", "modelCount": 87113, "officialConfigError": null, "officialConfigValid": true, "successCount": 9772, "successRate": 0.11217613903780148, "wilsonLowerBound": 0.11009752160279614 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 48967, "officialConfigError": null, "officialConfigValid": true, "successCount": 5665, "successRate": 0.11569015867829355, "wilsonLowerBound": 0.11288720382668782 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 51033, "officialConfigError": null, "officialConfigValid": true, "successCount": 3789, "successRate": 0.07424607606842631, "wilsonLowerBound": 0.07200333041932488 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 94876, "officialConfigError": null, "officialConfigValid": true, "successCount": 23906, "successRate": 0.25197099371811627, "wilsonLowerBound": 0.24921850964948758 }, "llamacpp_opt": { "framework": "llamacpp_opt", "modelCount": 143, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 }, "transformers": { "framework": "transformers", "modelCount": 5666, "officialConfigError": null, "officialConfigValid": true, "successCount": 590, "successRate": 0.10412989763501589, "wilsonLowerBound": 0.09644334486767916 }, "vllm": { "framework": "vllm", "modelCount": 112905, "officialConfigError": null, "officialConfigValid": true, "successCount": 16539, "successRate": 0.14648598379168326, "wilsonLowerBound": 0.14443546951061176 }, "vllm-0.17.0": { "framework": "vllm-0.17.0", "modelCount": 300, "officialConfigError": null, "officialConfigValid": true, "successCount": 1, "successRate": 0.0033333333333333335, "wilsonLowerBound": 0.0005886425761407378 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 25361, "officialConfigError": null, "officialConfigValid": true, "successCount": 4150, "successRate": 0.16363708055676038, "wilsonLowerBound": 0.1591349424538471 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 44287, "officialConfigError": "malformed_command_argv", "officialConfigValid": false, "successCount": 5720, "successRate": 0.12915754058753132, "wilsonLowerBound": 0.12606613178689455 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 8451, "officialConfigError": null, "officialConfigValid": true, "successCount": 814, "successRate": 0.09631996213465863, "wilsonLowerBound": 0.09021189160498586 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 205, "officialConfigError": null, "officialConfigValid": true, "successCount": 37, "successRate": 0.18048780487804877, "wilsonLowerBound": 0.13387369642098657 }, "vllm": { "framework": "vllm", "modelCount": 35447, "officialConfigError": null, "officialConfigValid": true, "successCount": 7120, "successRate": 0.2008632606426496, "wilsonLowerBound": 0.19672490177114055 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 61555, "officialConfigError": null, "officialConfigValid": true, "successCount": 12430, "successRate": 0.2019332304443181, "wilsonLowerBound": 0.19878049850180526 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 18065, "officialConfigError": "malformed_command_argv", "officialConfigValid": false, "successCount": 5116, "successRate": 0.28319955715471906, "wilsonLowerBound": 0.27667592844218003 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 16114, "officialConfigError": null, "officialConfigValid": true, "successCount": 3895, "successRate": 0.2417152786396922, "wilsonLowerBound": 0.23516701882960792 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 69373, "officialConfigError": null, "officialConfigValid": true, "successCount": 19080, "successRate": 0.2750349559626944, "wilsonLowerBound": 0.27172461187027114 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 1563, "officialConfigError": null, "officialConfigValid": true, "successCount": 928, "successRate": 0.5937300063979527, "wilsonLowerBound": 0.5691801299790697 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 48586, "officialConfigError": null, "officialConfigValid": true, "successCount": 21730, "successRate": 0.44724817848763015, "wilsonLowerBound": 0.4428313248166864 }, "vllm": { "framework": "vllm", "modelCount": 40968, "officialConfigError": null, "officialConfigValid": true, "successCount": 5158, "successRate": 0.12590314391720367, "wilsonLowerBound": 0.1227257632515592 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 1205, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 2.161513332838699e-19 } }, "Sunrise_pt-200-x1": { "sglang": { "framework": "sglang", "modelCount": 6288, "officialConfigError": null, "officialConfigValid": true, "successCount": 192, "successRate": 0.030534351145038167, "wilsonLowerBound": 0.02655998124483518 }, "vllm": { "framework": "vllm", "modelCount": 10112, "officialConfigError": null, "officialConfigValid": true, "successCount": 765, "successRate": 0.07565268987341772, "wilsonLowerBound": 0.07065802822135582 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 7738, "officialConfigError": null, "officialConfigValid": true, "successCount": 3404, "successRate": 0.4399069527009563, "wilsonLowerBound": 0.4288795500257186 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7430, "officialConfigError": null, "officialConfigValid": true, "successCount": 245, "successRate": 0.03297442799461642, "wilsonLowerBound": 0.029149250467990415 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 19472, "officialConfigError": null, "officialConfigValid": true, "successCount": 5572, "successRate": 0.2861544782251438, "wilsonLowerBound": 0.27984890736268037 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 28996, "officialConfigError": null, "officialConfigValid": true, "successCount": 14841, "successRate": 0.511829217823148, "wilsonLowerBound": 0.5060744874901616 }, "vllm": { "framework": "vllm", "modelCount": 68292, "officialConfigError": null, "officialConfigValid": true, "successCount": 7369, "successRate": 0.10790429332864757, "wilsonLowerBound": 0.10559931015791812 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 14209, "officialConfigError": null, "officialConfigValid": true, "successCount": 2514, "successRate": 0.17693011471602504, "wilsonLowerBound": 0.1707429694838381 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-10-19T13:06:57.961777+00:00", "gpuStats": { "Ascend_910-b4": { "available": true, "backlogHours": 1361.3191489361702, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.5, "queueFactor": 0.911098018262575, "queueWeight": 0.911098018262575, "recentSuccess": 56, "recentSuccessRate": 0.3971631205673759, "recentTerminal": 141, "recentWilsonLowerBound": 0.3201558187006704, "running": 8, "selectionWeight": 2.277745045656437, "stale": false, "submissionEligible": true, "throughputPerHour": 23.5, "waiting": 31991 }, "Biren_166m": { "available": true, "backlogHours": 135.23300970873785, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.2293144325214169, "queueFactor": 1.288239727274201, "queueWeight": 1.288239727274201, "recentSuccess": 31, "recentSuccessRate": 0.15048543689320387, "recentTerminal": 206, "recentWilsonLowerBound": 0.10808528505603734, "running": 8, "selectionWeight": 0.2954119620114283, "stale": false, "submissionEligible": false, "throughputPerHour": 34.333333333333336, "waiting": 4643 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1420.8157894736844, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.3070320921314779, "queueFactor": 0.9052706262105796, "queueWeight": 0.9052706262105796, "recentSuccess": 15, "recentSuccessRate": 0.19736842105263158, "recentTerminal": 76, "recentWilsonLowerBound": 0.12341879212336242, "running": 7, "selectionWeight": 0.2779471343106074, "stale": false, "submissionEligible": false, "throughputPerHour": 12.666666666666666, "waiting": 17997 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 434.3649635036497, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.6258014785199245, "queueFactor": 1.0813863341739718, "queueWeight": 1.0813863341739718, "recentSuccess": 32, "recentSuccessRate": 0.23357664233576642, "recentTerminal": 137, "recentWilsonLowerBound": 0.17058889348268463, "running": 7, "selectionWeight": 0.6767331667773128, "stale": false, "submissionEligible": true, "throughputPerHour": 22.833333333333332, "waiting": 9918 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 73.73376623376623, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 16, "recentSuccessRate": 0.05194805194805195, "recentTerminal": 308, "recentWilsonLowerBound": 0.03222534145249163, "running": 24, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 51.333333333333336, "waiting": 3785 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 216.56756756756758, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.13497763751838188, "queueFactor": 1.2003836798782814, "queueWeight": 1.2003836798782814, "recentSuccess": 27, "recentSuccessRate": 0.12162162162162163, "recentTerminal": 222, "recentWilsonLowerBound": 0.08494621685811629, "running": 4, "selectionWeight": 0.16202495322559202, "stale": false, "submissionEligible": false, "throughputPerHour": 37.0, "waiting": 8013 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 1910.7058823529412, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.40546651480228574, "queueFactor": 0.8659244829055727, "queueWeight": 0.8659244829055727, "recentSuccess": 12, "recentSuccessRate": 0.23529411764705882, "recentTerminal": 51, "recentWilsonLowerBound": 0.14004812598862518, "running": 2, "selectionWeight": 0.351103382165694, "stale": false, "submissionEligible": false, "throughputPerHour": 8.5, "waiting": 16241 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 458.5238095238095, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.9581116873854179, "queueFactor": 1.0726420325830248, "queueWeight": 1.0726420325830248, "recentSuccess": 35, "recentSuccessRate": 0.2777777777777778, "recentTerminal": 126, "recentWilsonLowerBound": 0.20702956384009177, "running": 4, "selectionWeight": 1.0277108677986462, "stale": false, "submissionEligible": true, "throughputPerHour": 21.0, "waiting": 9629 }, "MetaX_c-500": { "available": true, "backlogHours": 648.2777777777778, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.6203416595802478, "queueFactor": 1.018344975241349, "queueWeight": 1.018344975241349, "recentSuccess": 26, "recentSuccessRate": 0.24074074074074073, "recentTerminal": 108, "recentWilsonLowerBound": 0.16991077352557898, "running": 4, "selectionWeight": 0.6317218119664247, "stale": false, "submissionEligible": true, "throughputPerHour": 18.0, "waiting": 11669 }, "Mthreads_s4000": { "available": true, "backlogHours": 2211.1267605633802, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.35848769411630427, "queueFactor": 0.8471631351805571, "queueWeight": 0.8471631351805571, "recentSuccess": 15, "recentSuccessRate": 0.2112676056338028, "recentTerminal": 71, "recentWilsonLowerBound": 0.132424357246423, "running": 4, "selectionWeight": 0.30369755887121686, "stale": false, "submissionEligible": false, "throughputPerHour": 11.833333333333334, "waiting": 26165 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 731.8026315789474, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.05, "queueFactor": 1.0, "queueWeight": 1.0, "recentSuccess": 7, "recentSuccessRate": 0.046052631578947366, "recentTerminal": 152, "recentWilsonLowerBound": 0.022484048976409134, "running": 2, "selectionWeight": 0.05, "stale": false, "submissionEligible": false, "throughputPerHour": 25.333333333333332, "waiting": 18539 }, "Vastai_va16": { "available": true, "backlogHours": 1509.9718309859154, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.05, "queueFactor": 0.8970440464873646, "queueWeight": 0.8970440464873646, "recentSuccess": 6, "recentSuccessRate": 0.08450704225352113, "recentTerminal": 71, "recentWilsonLowerBound": 0.039305972354112026, "running": 16, "selectionWeight": 0.044852202324368234, "stale": false, "submissionEligible": false, "throughputPerHour": 11.833333333333334, "waiting": 17868 }, "hygon_k100-ai": { "available": true, "backlogHours": 1423.0, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.5083984379455598, "queueFactor": 0.9050620605669153, "queueWeight": 0.9050620605669153, "recentSuccess": 23, "recentSuccessRate": 0.22549019607843138, "recentTerminal": 102, "recentWilsonLowerBound": 0.1552158384389292, "running": 6, "selectionWeight": 0.4601321378360094, "stale": false, "submissionEligible": true, "throughputPerHour": 17.0, "waiting": 24191 } }, "queueAttemptedAt": "2026-10-19T13:06:57.961777+00:00", "queueError": null, "queueUpdatedAt": "2026-10-19T13:06:57.961777+00:00", "supportedGpus": [ "Cambricon_mlu-370-x4", "Vastai_va16", "Iluvatar_mrv-100", "Kunlunxin_p-800", "Iluvatar_bi-150", "Biren_166m", "Ascend_910-b4", "hygon_k100-ai", "MetaX_c-500", "Sunrise_pt-200-x1", "Iluvatar_bi-100", "Cambricon_mlu-370-x8", "Mthreads_s4000" ], "taskTypes": [ "text-generation" ], "throughputWindowHours": 6, "version": 3 }