{ "communityAttemptedAt": "2026-09-12T10:36:26.261412+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-09-12T10:36:26.261412+00:00", "frameworkAttemptedAt": "2026-09-12T08:18:06.149130+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b3": { "llamacpp": { "framework": "llamacpp", "modelCount": 38583, "officialConfigError": null, "officialConfigValid": true, "successCount": 18468, "successRate": 0.47865640307907625, "wilsonLowerBound": 0.47367415592642104 }, "vllm": { "framework": "vllm", "modelCount": 50979, "officialConfigError": null, "officialConfigValid": true, "successCount": 14403, "successRate": 0.2825280998058024, "wilsonLowerBound": 0.27863624724171304 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 1954, "officialConfigError": null, "officialConfigValid": true, "successCount": 514, "successRate": 0.263050153531218, "wilsonLowerBound": 0.244006361218498 } }, "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 31701, "officialConfigError": null, "officialConfigValid": true, "successCount": 13713, "successRate": 0.4325731049493707, "wilsonLowerBound": 0.4271277351911923 }, "vllm": { "framework": "vllm", "modelCount": 36766, "officialConfigError": null, "officialConfigValid": true, "successCount": 10503, "successRate": 0.2856715443616385, "wilsonLowerBound": 0.28107653390146514 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7384, "officialConfigError": null, "officialConfigValid": true, "successCount": 3301, "successRate": 0.4470476706392199, "wilsonLowerBound": 0.4357376523382282 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 63827, "officialConfigError": null, "officialConfigValid": true, "successCount": 12064, "successRate": 0.18901092014351292, "wilsonLowerBound": 0.18599225076038986 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 14768, "officialConfigError": null, "officialConfigValid": true, "successCount": 2955, "successRate": 0.20009479956663057, "wilsonLowerBound": 0.19372059626324806 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 5346, "officialConfigError": null, "officialConfigValid": true, "successCount": 43, "successRate": 0.008043396932285821, "wilsonLowerBound": 0.005977131186492563 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26007, "officialConfigError": null, "officialConfigValid": true, "successCount": 3194, "successRate": 0.12281308878378898, "wilsonLowerBound": 0.11887956140607057 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16455, "officialConfigError": null, "officialConfigValid": true, "successCount": 1672, "successRate": 0.10161045274992403, "wilsonLowerBound": 0.09708658609121286 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 9767, "officialConfigError": null, "officialConfigValid": true, "successCount": 4220, "successRate": 0.432067164943176, "wilsonLowerBound": 0.4222715149010729 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24054, "officialConfigError": null, "officialConfigValid": true, "successCount": 3774, "successRate": 0.1568969817909703, "wilsonLowerBound": 0.15235549190674152 }, "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": 40103, "officialConfigError": null, "officialConfigValid": true, "successCount": 10141, "successRate": 0.25287384983667055, "wilsonLowerBound": 0.248643471565594 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 22946, "officialConfigError": null, "officialConfigValid": true, "successCount": 3030, "successRate": 0.1320491588947965, "wilsonLowerBound": 0.12773024195460306 }, "vllm": { "framework": "vllm", "modelCount": 86508, "officialConfigError": null, "officialConfigValid": true, "successCount": 9762, "successRate": 0.11284505479262033, "wilsonLowerBound": 0.11075374596914171 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 38863, "officialConfigError": null, "officialConfigValid": true, "successCount": 4764, "successRate": 0.12258446337133005, "wilsonLowerBound": 0.11936103409975718 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 26928, "officialConfigError": null, "officialConfigValid": true, "successCount": 3268, "successRate": 0.12136066547831253, "wilsonLowerBound": 0.11751427667292988 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 87638, "officialConfigError": null, "officialConfigValid": true, "successCount": 20443, "successRate": 0.2332663912914489, "wilsonLowerBound": 0.23047811902204748 }, "transformers": { "framework": "transformers", "modelCount": 5080, "officialConfigError": null, "officialConfigValid": true, "successCount": 562, "successRate": 0.11062992125984251, "wilsonLowerBound": 0.10229654212126328 }, "vllm": { "framework": "vllm", "modelCount": 112447, "officialConfigError": null, "officialConfigValid": true, "successCount": 16504, "successRate": 0.1467713678444067, "wilsonLowerBound": 0.1447150304422362 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 15782, "officialConfigError": null, "officialConfigValid": true, "successCount": 3219, "successRate": 0.20396654416423773, "wilsonLowerBound": 0.19775227524258396 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 42596, "officialConfigError": null, "officialConfigValid": true, "successCount": 5538, "successRate": 0.13001220771903466, "wilsonLowerBound": 0.12685164988946446 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 6151, "officialConfigError": null, "officialConfigValid": true, "successCount": 480, "successRate": 0.07803609169240774, "wilsonLowerBound": 0.07159309429986854 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 198, "officialConfigError": null, "officialConfigValid": true, "successCount": 36, "successRate": 0.18181818181818182, "wilsonLowerBound": 0.1343204258911728 }, "vllm": { "framework": "vllm", "modelCount": 30123, "officialConfigError": null, "officialConfigValid": true, "successCount": 5176, "successRate": 0.17182883510938485, "wilsonLowerBound": 0.1676106943410041 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 60756, "officialConfigError": null, "officialConfigValid": true, "successCount": 12379, "successRate": 0.20374942392520903, "wilsonLowerBound": 0.20056536618544735 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 6304, "officialConfigError": null, "officialConfigValid": true, "successCount": 1867, "successRate": 0.29616116751269034, "wilsonLowerBound": 0.28501741649712525 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 11910, "officialConfigError": null, "officialConfigValid": true, "successCount": 3115, "successRate": 0.26154492023509657, "wilsonLowerBound": 0.25372983001525573 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 58749, "officialConfigError": null, "officialConfigValid": true, "successCount": 15992, "successRate": 0.27220888866193466, "wilsonLowerBound": 0.26862463354087446 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 45978, "officialConfigError": null, "officialConfigValid": true, "successCount": 19977, "successRate": 0.43449040845621817, "wilsonLowerBound": 0.42996509821025436 }, "vllm": { "framework": "vllm", "modelCount": 35555, "officialConfigError": null, "officialConfigValid": true, "successCount": 3053, "successRate": 0.08586696667135424, "wilsonLowerBound": 0.08299930578975623 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 265, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 8.549676112883085e-19 } }, "Sunrise_pt-200-x1": { "sglang": { "framework": "sglang", "modelCount": 6275, "officialConfigError": null, "officialConfigValid": true, "successCount": 192, "successRate": 0.03059760956175299, "wilsonLowerBound": 0.026615110833495575 }, "vllm": { "framework": "vllm", "modelCount": 10003, "officialConfigError": null, "officialConfigValid": true, "successCount": 730, "successRate": 0.0729781065680296, "wilsonLowerBound": 0.06804317517685986 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 5501, "officialConfigError": null, "officialConfigValid": true, "successCount": 2306, "successRate": 0.41919650972550443, "wilsonLowerBound": 0.40621789539852826 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7365, "officialConfigError": null, "officialConfigValid": true, "successCount": 235, "successRate": 0.031907671418873046, "wilsonLowerBound": 0.028131351489675802 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 10297, "officialConfigError": null, "officialConfigValid": true, "successCount": 3547, "successRate": 0.3444692628921045, "wilsonLowerBound": 0.33535027867026973 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 25879, "officialConfigError": null, "officialConfigValid": true, "successCount": 13057, "successRate": 0.5045403609103907, "wilsonLowerBound": 0.49844849634449073 }, "vllm": { "framework": "vllm", "modelCount": 60546, "officialConfigError": null, "officialConfigValid": true, "successCount": 5883, "successRate": 0.09716579129917749, "wilsonLowerBound": 0.09483203519851144 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 12166, "officialConfigError": null, "officialConfigValid": true, "successCount": 1695, "successRate": 0.13932270261384186, "wilsonLowerBound": 0.13328310032737467 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-09-12T10:36:26.261412+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 944.1342281879195, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.7735576856564088, "queueFactor": 1.0010774495539865, "queueWeight": 1.0010774495539865, "recentSuccess": 55, "recentSuccessRate": 0.3691275167785235, "recentTerminal": 149, "recentWilsonLowerBound": 0.29584046397444297, "running": 8, "selectionWeight": 0.7743911550398022, "stale": false, "submissionEligible": true, "throughputPerHour": 24.833333333333332, "waiting": 23446 }, "Ascend_910-b4": { "available": true, "backlogHours": 1202.7591240875913, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.5600133036305387, "queueFactor": 0.9653747621951582, "queueWeight": 0.9653747621951582, "recentSuccess": 45, "recentSuccessRate": 0.3284671532846715, "recentTerminal": 137, "recentWilsonLowerBound": 0.2554391208096981, "running": 8, "selectionWeight": 0.5406227098184562, "stale": false, "submissionEligible": true, "throughputPerHour": 22.833333333333332, "waiting": 27463 }, "Biren_166m": { "available": true, "backlogHours": 162.34883720930233, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.16124328318029324, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 34, "recentSuccessRate": 0.19767441860465115, "recentTerminal": 172, "recentWilsonLowerBound": 0.14504644442697598, "running": 8, "selectionWeight": 0.20961626813438122, "stale": false, "submissionEligible": true, "throughputPerHour": 28.666666666666668, "waiting": 4654 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1275.0, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.4210247170927586, "queueFactor": 0.9569653480873246, "queueWeight": 0.9569653480873246, "recentSuccess": 22, "recentSuccessRate": 0.3235294117647059, "recentTerminal": 68, "recentWilsonLowerBound": 0.2243744662436238, "running": 7, "selectionWeight": 0.40290606494603914, "stale": false, "submissionEligible": true, "throughputPerHour": 11.333333333333334, "waiting": 14450 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 439.8347107438016, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.2578417480532764, "queueFactor": 1.1226110556356403, "queueWeight": 1.1226110556356403, "recentSuccess": 30, "recentSuccessRate": 0.24793388429752067, "recentTerminal": 121, "recentWilsonLowerBound": 0.17954610919821687, "running": 7, "selectionWeight": 0.28945599696902746, "stale": false, "submissionEligible": true, "throughputPerHour": 20.166666666666668, "waiting": 8870 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 40.82258064516129, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 14, "recentSuccessRate": 0.03763440860215054, "recentTerminal": 372, "recentWilsonLowerBound": 0.0225479877406087, "running": 24, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 62.0, "waiting": 2531 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 55.78692493946732, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.09200412734209226, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 59, "recentSuccessRate": 0.14285714285714285, "recentTerminal": 413, "recentWilsonLowerBound": 0.1123947515785476, "running": 6, "selectionWeight": 0.11960536554471994, "stale": false, "submissionEligible": true, "throughputPerHour": 68.83333333333333, "waiting": 3840 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 2740.0588235294117, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.4837712080845269, "queueFactor": 0.853215540159908, "queueWeight": 0.853215540159908, "recentSuccess": 13, "recentSuccessRate": 0.38235294117647056, "recentTerminal": 34, "recentWilsonLowerBound": 0.23899964851608782, "running": 2, "selectionWeight": 0.41276111261965087, "stale": false, "submissionEligible": true, "throughputPerHour": 5.666666666666667, "waiting": 15527 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 957.7391304347826, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.31325986568022757, "queueFactor": 0.998931377774816, "queueWeight": 0.998931377774816, "recentSuccess": 20, "recentSuccessRate": 0.2898550724637681, "recentTerminal": 69, "recentWilsonLowerBound": 0.19615912140759176, "running": 7, "selectionWeight": 0.31292510922550354, "stale": false, "submissionEligible": true, "throughputPerHour": 11.5, "waiting": 11014 }, "MetaX_c-500": { "available": true, "backlogHours": 610.875, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.28115988521972846, "queueFactor": 1.0686362129872444, "queueWeight": 1.0686362129872444, "recentSuccess": 29, "recentSuccessRate": 0.25892857142857145, "recentTerminal": 112, "recentWilsonLowerBound": 0.18675273129699618, "running": 4, "selectionWeight": 0.30045763498513894, "stale": false, "submissionEligible": true, "throughputPerHour": 18.666666666666668, "waiting": 11403 }, "Mthreads_s4000": { "available": true, "backlogHours": 2332.6909090909094, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 2.5, "queueFactor": 0.8740658656951824, "queueWeight": 0.8740658656951824, "recentSuccess": 35, "recentSuccessRate": 0.6363636363636364, "recentTerminal": 55, "recentWilsonLowerBound": 0.5042251814868371, "running": 4, "selectionWeight": 2.185164664237956, "stale": false, "submissionEligible": true, "throughputPerHour": 9.166666666666666, "waiting": 21383 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 3760.9565217391305, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.11723678859922336, "queueFactor": 0.8136319475181578, "queueWeight": 0.8136319475181578, "recentSuccess": 6, "recentSuccessRate": 0.2608695652173913, "recentTerminal": 23, "recentWilsonLowerBound": 0.1254844588924897, "running": 2, "selectionWeight": 0.09538759662876066, "stale": false, "submissionEligible": true, "throughputPerHour": 3.8333333333333335, "waiting": 14417 }, "Vastai_va16": { "available": true, "backlogHours": 1040.4193548387095, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.6631748221748242, "queueFactor": 0.9866008299689577, "queueWeight": 0.9866008299689577, "recentSuccess": 24, "recentSuccessRate": 0.3870967741935484, "recentTerminal": 62, "recentWilsonLowerBound": 0.27584463426990685, "running": 16, "selectionWeight": 0.6542888299721974, "stale": false, "submissionEligible": true, "throughputPerHour": 10.333333333333334, "waiting": 10751 }, "hygon_k100-ai": { "available": true, "backlogHours": 619.0112359550561, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 2.0260700669667884, "queueFactor": 1.066517436333905, "queueWeight": 1.066517436333905, "recentSuccess": 50, "recentSuccessRate": 0.5617977528089888, "recentTerminal": 89, "recentWilsonLowerBound": 0.45828020628708993, "running": 6, "selectionWeight": 2.160839053654282, "stale": false, "submissionEligible": true, "throughputPerHour": 14.833333333333334, "waiting": 9182 } }, "queueAttemptedAt": "2026-09-12T10:33:30.584053+00:00", "queueError": null, "queueUpdatedAt": "2026-09-12T10:33:30.584053+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", "MetaX_c-500", "Sunrise_pt-200-x1", "Iluvatar_bi-100", "Biren_166m", "Cambricon_mlu-370-x8", "Mthreads_s4000" ], "taskTypes": [ "text-generation" ], "throughputWindowHours": 6, "version": 3 }