{ "communityAttemptedAt": "2026-10-13T10:24:33.675813+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-10-13T10:24:33.675813+00:00", "frameworkAttemptedAt": "2026-10-13T09:04:22.467801+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b3": { "llamacpp": { "framework": "llamacpp", "modelCount": 42444, "officialConfigError": null, "officialConfigValid": true, "successCount": 21119, "successRate": 0.49757327301856563, "wilsonLowerBound": 0.49281693071825755 }, "vllm": { "framework": "vllm", "modelCount": 56861, "officialConfigError": null, "officialConfigValid": true, "successCount": 15390, "successRate": 0.2706600306009391, "wilsonLowerBound": 0.26702365552300666 }, "vllm_0.23.0": { "framework": "vllm_0.23.0", "modelCount": 0, "officialConfigError": "framework_mismatch", "officialConfigValid": false, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 4496, "officialConfigError": null, "officialConfigValid": true, "successCount": 1369, "successRate": 0.3044928825622776, "wilsonLowerBound": 0.29121263983728823 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 64219, "officialConfigError": null, "officialConfigValid": true, "successCount": 12096, "successRate": 0.18835547112225354, "wilsonLowerBound": 0.1853500442293691 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 30744, "officialConfigError": null, "officialConfigValid": true, "successCount": 6674, "successRate": 0.21708300806661462, "wilsonLowerBound": 0.21251014493186646 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7860, "officialConfigError": null, "officialConfigValid": true, "successCount": 108, "successRate": 0.013740458015267175, "wilsonLowerBound": 0.01139408954678925 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26657, "officialConfigError": null, "officialConfigValid": true, "successCount": 3277, "successRate": 0.12293206287279139, "wilsonLowerBound": 0.1190444588421777 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16510, "officialConfigError": null, "officialConfigValid": true, "successCount": 1676, "successRate": 0.10151423379769836, "wilsonLowerBound": 0.09699971253714496 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 15933, "officialConfigError": null, "officialConfigValid": true, "successCount": 6271, "successRate": 0.39358563986694284, "wilsonLowerBound": 0.38602618288380613 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24780, "officialConfigError": null, "officialConfigValid": true, "successCount": 3807, "successRate": 0.1536319612590799, "wilsonLowerBound": 0.14919588873023637 }, "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": 52293, "officialConfigError": null, "officialConfigValid": true, "successCount": 13191, "successRate": 0.2522517354139177, "wilsonLowerBound": 0.24854757485865517 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 24778, "officialConfigError": null, "officialConfigValid": true, "successCount": 3157, "successRate": 0.12741141335055292, "wilsonLowerBound": 0.12331733432867244 }, "vllm": { "framework": "vllm", "modelCount": 87027, "officialConfigError": null, "officialConfigValid": true, "successCount": 9772, "successRate": 0.11228699139347559, "wilsonLowerBound": 0.1102064460212992 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 46537, "officialConfigError": null, "officialConfigValid": true, "successCount": 5577, "successRate": 0.11984012721060662, "wilsonLowerBound": 0.116920668185362 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 47768, "officialConfigError": null, "officialConfigValid": true, "successCount": 3699, "successRate": 0.07743677775916932, "wilsonLowerBound": 0.07507366243201219 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 93979, "officialConfigError": null, "officialConfigValid": true, "successCount": 23470, "successRate": 0.2497366432926505, "wilsonLowerBound": 0.24697940400463114 }, "transformers": { "framework": "transformers", "modelCount": 5578, "officialConfigError": null, "officialConfigValid": true, "successCount": 585, "successRate": 0.10487629974901398, "wilsonLowerBound": 0.09710564654991326 }, "vllm": { "framework": "vllm", "modelCount": 112867, "officialConfigError": null, "officialConfigValid": true, "successCount": 16531, "successRate": 0.14646442272763519, "wilsonLowerBound": 0.1444136918113797 }, "vllm-0.17.0": { "framework": "vllm-0.17.0", "modelCount": 135, "officialConfigError": null, "officialConfigValid": true, "successCount": 1, "successRate": 0.007407407407407408, "wilsonLowerBound": 0.0013087545613434824 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 23863, "officialConfigError": null, "officialConfigValid": true, "successCount": 4030, "successRate": 0.16888069396136277, "wilsonLowerBound": 0.16418055556116265 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 43669, "officialConfigError": null, "officialConfigValid": true, "successCount": 5680, "successRate": 0.13006938560534934, "wilsonLowerBound": 0.1269468972796424 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 8171, "officialConfigError": null, "officialConfigValid": true, "successCount": 767, "successRate": 0.093868559539836, "wilsonLowerBound": 0.08773427672445926 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 205, "officialConfigError": null, "officialConfigValid": true, "successCount": 37, "successRate": 0.18048780487804877, "wilsonLowerBound": 0.13387369642098657 }, "vllm": { "framework": "vllm", "modelCount": 34501, "officialConfigError": null, "officialConfigValid": true, "successCount": 6849, "successRate": 0.19851598504391177, "wilsonLowerBound": 0.19434058848536798 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 61498, "officialConfigError": null, "officialConfigValid": true, "successCount": 12424, "successRate": 0.20202283001073207, "wilsonLowerBound": 0.1988681147823616 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 16074, "officialConfigError": null, "officialConfigValid": true, "successCount": 4529, "successRate": 0.28175936294637305, "wilsonLowerBound": 0.2748576066923702 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 15487, "officialConfigError": null, "officialConfigValid": true, "successCount": 3764, "successRate": 0.24304255181765352, "wilsonLowerBound": 0.2363514395502052 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 68036, "officialConfigError": null, "officialConfigValid": true, "successCount": 18737, "successRate": 0.275398318537245, "wilsonLowerBound": 0.27205433606068574 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 1040, "officialConfigError": null, "officialConfigValid": true, "successCount": 626, "successRate": 0.6019230769230769, "wilsonLowerBound": 0.5718499599374566 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 48438, "officialConfigError": null, "officialConfigValid": true, "successCount": 21730, "successRate": 0.44861472397704283, "wilsonLowerBound": 0.4441897521267452 }, "vllm": { "framework": "vllm", "modelCount": 39952, "officialConfigError": null, "officialConfigValid": true, "successCount": 4837, "successRate": 0.12107028434120945, "wilsonLowerBound": 0.11790789585068463 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 1097, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 } }, "Sunrise_pt-200-x1": { "sglang": { "framework": "sglang", "modelCount": 6287, "officialConfigError": null, "officialConfigValid": true, "successCount": 192, "successRate": 0.030539207889295372, "wilsonLowerBound": 0.02656421387260057 }, "vllm": { "framework": "vllm", "modelCount": 10091, "officialConfigError": null, "officialConfigValid": true, "successCount": 762, "successRate": 0.07551283321771876, "wilsonLowerBound": 0.07051757164676267 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 7357, "officialConfigError": null, "officialConfigValid": true, "successCount": 3231, "successRate": 0.4391735761859454, "wilsonLowerBound": 0.427867584462238 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7422, "officialConfigError": null, "officialConfigValid": true, "successCount": 245, "successRate": 0.03300997035839397, "wilsonLowerBound": 0.029180728018680917 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 18363, "officialConfigError": null, "officialConfigValid": true, "successCount": 5428, "successRate": 0.2955944017862005, "wilsonLowerBound": 0.28903770966889347 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 28459, "officialConfigError": null, "officialConfigValid": true, "successCount": 14555, "successRate": 0.5114375065884255, "wilsonLowerBound": 0.505628675641436 }, "vllm": { "framework": "vllm", "modelCount": 67408, "officialConfigError": null, "officialConfigValid": true, "successCount": 7210, "successRate": 0.1069605981485877, "wilsonLowerBound": 0.10464977887806533 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 13745, "officialConfigError": null, "officialConfigValid": true, "successCount": 2309, "successRate": 0.1679883594034194, "wilsonLowerBound": 0.16183119756226713 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-10-13T10:24:33.675813+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 1241.6934306569344, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.2189426977534703, "queueFactor": 0.9739375148795747, "queueWeight": 0.9739375148795747, "recentSuccess": 42, "recentSuccessRate": 0.30656934306569344, "recentTerminal": 137, "recentWilsonLowerBound": 0.2355151585395569, "running": 8, "selectionWeight": 2.161111536710194, "stale": false, "submissionEligible": true, "throughputPerHour": 22.833333333333332, "waiting": 28352 }, "Biren_166m": { "available": true, "backlogHours": 162.30150753768845, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.5087942583513528, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 33, "recentSuccessRate": 0.1658291457286432, "recentTerminal": 199, "recentWilsonLowerBound": 0.12058403888821131, "running": 8, "selectionWeight": 0.6614325358567588, "stale": false, "submissionEligible": true, "throughputPerHour": 33.166666666666664, "waiting": 5383 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1041.25, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.7956920184188141, "queueFactor": 1.0, "queueWeight": 1.0, "recentSuccess": 21, "recentSuccessRate": 0.21875, "recentTerminal": 96, "recentWilsonLowerBound": 0.1477623624877523, "running": 7, "selectionWeight": 0.7956920184188141, "stale": false, "submissionEligible": true, "throughputPerHour": 16.0, "waiting": 16660 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 412.4307692307692, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.7099399831047384, "queueFactor": 1.1490279511751544, "queueWeight": 1.1490279511751544, "recentSuccess": 26, "recentSuccessRate": 0.2, "recentTerminal": 130, "recentWilsonLowerBound": 0.140298557361553, "running": 7, "selectionWeight": 0.8157408842441612, "stale": false, "submissionEligible": true, "throughputPerHour": 21.666666666666668, "waiting": 8936 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 46.582089552238806, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 11, "recentSuccessRate": 0.02736318407960199, "recentTerminal": 402, "recentWilsonLowerBound": 0.015346404383779912, "running": 9, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 67.0, "waiting": 3121 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 168.04724409448818, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.25017276990434845, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 31, "recentSuccessRate": 0.1220472440944882, "recentTerminal": 254, "recentWilsonLowerBound": 0.08732779180939299, "running": 10, "selectionWeight": 0.32522460087565297, "stale": false, "submissionEligible": true, "throughputPerHour": 42.333333333333336, "waiting": 7114 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 1792.3018867924527, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.38198262773281366, "queueFactor": 0.921767895439583, "queueWeight": 0.921767895439583, "recentSuccess": 10, "recentSuccessRate": 0.18867924528301888, "recentTerminal": 53, "recentWilsonLowerBound": 0.10585211943149556, "running": 2, "selectionWeight": 0.35209932285975737, "stale": false, "submissionEligible": true, "throughputPerHour": 8.833333333333334, "waiting": 15832 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 308.1818181818182, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.5531263669206699, "queueFactor": 1.2003618942689482, "queueWeight": 1.2003618942689482, "recentSuccess": 29, "recentSuccessRate": 0.17575757575757575, "recentTerminal": 165, "recentWilsonLowerBound": 0.12525114851619204, "running": 8, "selectionWeight": 0.6639518135669966, "stale": false, "submissionEligible": true, "throughputPerHour": 27.5, "waiting": 8475 }, "MetaX_c-500": { "available": true, "backlogHours": 699.1304347826086, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 2.5, "queueFactor": 1.0615721609302426, "queueWeight": 1.0615721609302426, "recentSuccess": 31, "recentSuccessRate": 0.33695652173913043, "recentTerminal": 92, "recentWilsonLowerBound": 0.24863459523567621, "running": 4, "selectionWeight": 2.6539304023256065, "stale": false, "submissionEligible": true, "throughputPerHour": 15.333333333333334, "waiting": 10720 }, "Mthreads_s4000": { "available": true, "backlogHours": 2051.9189189189187, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.17946556446683762, "queueFactor": 0.9032526050938698, "queueWeight": 0.9032526050938698, "recentSuccess": 10, "recentSuccessRate": 0.13513513513513514, "recentTerminal": 74, "recentWilsonLowerBound": 0.07508967900487225, "running": 4, "selectionWeight": 0.16210273862931293, "stale": false, "submissionEligible": true, "throughputPerHour": 12.333333333333334, "waiting": 25307 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 2021.0943396226414, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.05, "queueFactor": 0.9053057198162389, "queueWeight": 0.9053057198162389, "recentSuccess": 5, "recentSuccessRate": 0.09433962264150944, "recentTerminal": 53, "recentWilsonLowerBound": 0.04097203744189685, "running": 2, "selectionWeight": 0.04526528599081195, "stale": false, "submissionEligible": false, "throughputPerHour": 8.833333333333334, "waiting": 17853 }, "Vastai_va16": { "available": true, "backlogHours": 1219.8227848101267, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.05, "queueFactor": 0.9765370856001205, "queueWeight": 0.9765370856001205, "recentSuccess": 5, "recentSuccessRate": 0.06329113924050633, "recentTerminal": 79, "recentWilsonLowerBound": 0.0273344618147294, "running": 16, "selectionWeight": 0.04882685428000603, "stale": false, "submissionEligible": false, "throughputPerHour": 13.166666666666666, "waiting": 16061 }, "hygon_k100-ai": { "available": true, "backlogHours": 1083.2268907563025, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 1.6317088038121452, "queueFactor": 0.9940891581211185, "queueWeight": 0.9940891581211185, "recentSuccess": 33, "recentSuccessRate": 0.2773109243697479, "recentTerminal": 119, "recentWilsonLowerBound": 0.20480261028046137, "running": 6, "selectionWeight": 1.6220640310804328, "stale": false, "submissionEligible": true, "throughputPerHour": 19.833333333333332, "waiting": 21484 } }, "queueAttemptedAt": "2026-10-13T10:20:36.465103+00:00", "queueError": null, "queueUpdatedAt": "2026-10-13T10:20:36.465103+00:00", "supportedGpus": [ "Cambricon_mlu-370-x4", "Vastai_va16", "Iluvatar_mrv-100", "Kunlunxin_p-800", "Iluvatar_bi-150", "Ascend_910-b3", "hygon_k100-ai", "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 }