{ "communityAttemptedAt": "2026-09-29T14:27:41.668266+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-09-29T14:27:41.668266+00:00", "frameworkAttemptedAt": "2026-09-29T14:16:43.687953+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b3": { "llamacpp": { "framework": "llamacpp", "modelCount": 40116, "officialConfigError": null, "officialConfigValid": true, "successCount": 19456, "successRate": 0.4849935187954931, "wilsonLowerBound": 0.4801044834507619 }, "vllm": { "framework": "vllm", "modelCount": 53729, "officialConfigError": null, "officialConfigValid": true, "successCount": 14943, "successRate": 0.2781179623666921, "wilsonLowerBound": 0.2743451484412363 }, "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": 3153, "officialConfigError": null, "officialConfigValid": true, "successCount": 892, "successRate": 0.28290516967967017, "wilsonLowerBound": 0.26745488305646276 } }, "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 34666, "officialConfigError": null, "officialConfigValid": true, "successCount": 15806, "successRate": 0.45595107598223045, "wilsonLowerBound": 0.45071321549842774 }, "vllm": { "framework": "vllm", "modelCount": 38554, "officialConfigError": null, "officialConfigValid": true, "successCount": 10828, "successRate": 0.28085282979716764, "wilsonLowerBound": 0.27638872712384643 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 10721, "officialConfigError": null, "officialConfigValid": true, "successCount": 4485, "successRate": 0.4183378416192519, "wilsonLowerBound": 0.40903107341728273 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 64137, "officialConfigError": null, "officialConfigValid": true, "successCount": 12092, "successRate": 0.1885339195784025, "wilsonLowerBound": 0.1855254731849487 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 23453, "officialConfigError": null, "officialConfigValid": true, "successCount": 4815, "successRate": 0.20530422547222105, "wilsonLowerBound": 0.20018309478585897 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 6994, "officialConfigError": null, "officialConfigValid": true, "successCount": 79, "successRate": 0.011295396053760365, "wilsonLowerBound": 0.00907314563211225 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26461, "officialConfigError": null, "officialConfigValid": true, "successCount": 3251, "successRate": 0.1228600581988587, "wilsonLowerBound": 0.11895929025291135 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16490, "officialConfigError": null, "officialConfigValid": true, "successCount": 1676, "successRate": 0.10163735597331716, "wilsonLowerBound": 0.09711764770880076 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 13098, "officialConfigError": null, "officialConfigValid": true, "successCount": 5371, "successRate": 0.41006260497785924, "wilsonLowerBound": 0.4016668817796288 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24459, "officialConfigError": null, "officialConfigValid": true, "successCount": 3796, "successRate": 0.15519849544135084, "wilsonLowerBound": 0.15071474546935393 }, "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": 47015, "officialConfigError": null, "officialConfigValid": true, "successCount": 11692, "successRate": 0.24868658938636606, "wilsonLowerBound": 0.24479994758645382 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 23582, "officialConfigError": null, "officialConfigValid": true, "successCount": 3100, "successRate": 0.1314561954032737, "wilsonLowerBound": 0.12720342754712557 }, "vllm": { "framework": "vllm", "modelCount": 86807, "officialConfigError": null, "officialConfigValid": true, "successCount": 9767, "successRate": 0.11251396776757634, "wilsonLowerBound": 0.11042894652771498 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 43069, "officialConfigError": null, "officialConfigValid": true, "successCount": 5266, "successRate": 0.12226891731872112, "wilsonLowerBound": 0.11920861711777476 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 38504, "officialConfigError": null, "officialConfigValid": true, "successCount": 3548, "successRate": 0.09214627051734885, "wilsonLowerBound": 0.08929780005893741 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 90417, "officialConfigError": null, "officialConfigValid": true, "successCount": 21996, "successRate": 0.24327283586051296, "wilsonLowerBound": 0.24048707086670867 }, "transformers": { "framework": "transformers", "modelCount": 5396, "officialConfigError": null, "officialConfigValid": true, "successCount": 579, "successRate": 0.10730170496664196, "wilsonLowerBound": 0.09932127668000892 }, "vllm": { "framework": "vllm", "modelCount": 112752, "officialConfigError": null, "officialConfigValid": true, "successCount": 16526, "successRate": 0.146569462182489, "wilsonLowerBound": 0.14451707544708278 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 20305, "officialConfigError": null, "officialConfigValid": true, "successCount": 3714, "successRate": 0.18291061314947057, "wilsonLowerBound": 0.17765324202558166 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 43279, "officialConfigError": null, "officialConfigValid": true, "successCount": 5632, "successRate": 0.13013239677441715, "wilsonLowerBound": 0.1269953596027995 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7366, "officialConfigError": null, "officialConfigValid": true, "successCount": 652, "successRate": 0.08851479771925061, "wilsonLowerBound": 0.0822407456315834 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 200, "officialConfigError": null, "officialConfigValid": true, "successCount": 36, "successRate": 0.18, "wilsonLowerBound": 0.1329455066253411 }, "vllm": { "framework": "vllm", "modelCount": 32482, "officialConfigError": null, "officialConfigValid": true, "successCount": 6131, "successRate": 0.18875069269133674, "wilsonLowerBound": 0.18453203749524386 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 61269, "officialConfigError": null, "officialConfigValid": true, "successCount": 12404, "successRate": 0.20245148443748062, "wilsonLowerBound": 0.19928837132737603 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 10979, "officialConfigError": null, "officialConfigValid": true, "successCount": 3219, "successRate": 0.2931961016486019, "wilsonLowerBound": 0.2847542555248915 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 14314, "officialConfigError": null, "officialConfigValid": true, "successCount": 3590, "successRate": 0.25080340924968564, "wilsonLowerBound": 0.2437695708622839 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 64408, "officialConfigError": null, "officialConfigValid": true, "successCount": 17657, "successRate": 0.27414296360700535, "wilsonLowerBound": 0.270711422854147 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 310, "officialConfigError": null, "officialConfigValid": true, "successCount": 197, "successRate": 0.635483870967742, "wilsonLowerBound": 0.5805506524696656 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 47387, "officialConfigError": null, "officialConfigValid": true, "successCount": 20970, "successRate": 0.4425264312997236, "wilsonLowerBound": 0.4380592029808077 }, "vllm": { "framework": "vllm", "modelCount": 37881, "officialConfigError": null, "officialConfigValid": true, "successCount": 4036, "successRate": 0.10654417782001531, "wilsonLowerBound": 0.10347693704225316 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 795, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 } }, "Sunrise_pt-200-x1": { "sglang": { "framework": "sglang", "modelCount": 6283, "officialConfigError": null, "officialConfigValid": true, "successCount": 192, "successRate": 0.030558650326277255, "wilsonLowerBound": 0.02658115788279188 }, "vllm": { "framework": "vllm", "modelCount": 10048, "officialConfigError": null, "officialConfigValid": true, "successCount": 747, "successRate": 0.07434315286624203, "wilsonLowerBound": 0.069374887461707 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 6508, "officialConfigError": null, "officialConfigValid": true, "successCount": 2817, "successRate": 0.4328518746158574, "wilsonLowerBound": 0.4208570888660912 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7397, "officialConfigError": null, "officialConfigValid": true, "successCount": 242, "successRate": 0.03271596593213465, "wilsonLowerBound": 0.02889830954648983 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 14527, "officialConfigError": null, "officialConfigValid": true, "successCount": 4705, "successRate": 0.3238796723342741, "wilsonLowerBound": 0.3163173205065392 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 27292, "officialConfigError": null, "officialConfigValid": true, "successCount": 13909, "successRate": 0.5096365235233768, "wilsonLowerBound": 0.503704587293613 }, "vllm": { "framework": "vllm", "modelCount": 64499, "officialConfigError": null, "officialConfigValid": true, "successCount": 6692, "successRate": 0.10375354656661344, "wilsonLowerBound": 0.10142370284494356 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 13009, "officialConfigError": null, "officialConfigValid": true, "successCount": 1994, "successRate": 0.15327849950034592, "wilsonLowerBound": 0.14719014976133446 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-09-29T14:27:41.668266+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 1753.1612903225807, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.3114812887460436, "queueFactor": 0.9020609508938368, "queueWeight": 0.9020609508938368, "recentSuccess": 30, "recentSuccessRate": 0.3225806451612903, "recentTerminal": 93, "recentWilsonLowerBound": 0.23624803528547358, "running": 8, "selectionWeight": 1.1830360584057307, "stale": false, "submissionEligible": true, "throughputPerHour": 15.5, "waiting": 27174 }, "Ascend_910-b4": { "available": true, "backlogHours": 1295.5074626865671, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.5, "queueFactor": 0.9439373619651354, "queueWeight": 0.9439373619651354, "recentSuccess": 53, "recentSuccessRate": 0.39552238805970147, "recentTerminal": 134, "recentWilsonLowerBound": 0.3167537760660782, "running": 8, "selectionWeight": 2.3598434049128385, "stale": false, "submissionEligible": true, "throughputPerHour": 22.333333333333332, "waiting": 28933 }, "Biren_166m": { "available": true, "backlogHours": 126.11881188118812, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.170712120694198, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 27, "recentSuccessRate": 0.13366336633663367, "recentTerminal": 202, "recentWilsonLowerBound": 0.09351240620350922, "running": 8, "selectionWeight": 0.22192575690245742, "stale": false, "submissionEligible": false, "throughputPerHour": 33.666666666666664, "waiting": 4246 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1178.2025316455697, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.40779396724746386, "queueFactor": 0.9574721959757521, "queueWeight": 0.9574721959757521, "recentSuccess": 17, "recentSuccessRate": 0.21518987341772153, "recentTerminal": 79, "recentWilsonLowerBound": 0.13892090811951757, "running": 7, "selectionWeight": 0.39045138532609314, "stale": false, "submissionEligible": false, "throughputPerHour": 13.166666666666666, "waiting": 15513 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 395.63909774436087, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.5782198186355946, "queueFactor": 1.127753759831364, "queueWeight": 1.127753759831364, "recentSuccess": 30, "recentSuccessRate": 0.22556390977443608, "recentTerminal": 133, "recentWilsonLowerBound": 0.16281725221077797, "running": 7, "selectionWeight": 0.6520895744753012, "stale": false, "submissionEligible": true, "throughputPerHour": 22.166666666666668, "waiting": 8770 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 28.85776805251641, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 13, "recentSuccessRate": 0.028446389496717725, "recentTerminal": 457, "recentWilsonLowerBound": 0.016698093978167954, "running": 24, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 76.16666666666667, "waiting": 2198 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 105.88235294117648, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.3752330669110157, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 50, "recentSuccessRate": 0.17301038062283736, "recentTerminal": 289, "recentWilsonLowerBound": 0.13376437975016062, "running": 7, "selectionWeight": 0.48780298698432045, "stale": false, "submissionEligible": false, "throughputPerHour": 48.166666666666664, "waiting": 5100 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 2429.4, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 1.6672506612467244, "queueFactor": 0.8589824880353162, "queueWeight": 0.8589824880353162, "recentSuccess": 16, "recentSuccessRate": 0.4, "recentTerminal": 40, "recentWilsonLowerBound": 0.2634811061240136, "running": 2, "selectionWeight": 1.4321391211762373, "stale": false, "submissionEligible": true, "throughputPerHour": 6.666666666666667, "waiting": 16196 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 386.4755244755245, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.30265170613653536, "queueFactor": 1.131724883183504, "queueWeight": 1.131724883183504, "recentSuccess": 25, "recentSuccessRate": 0.17482517482517482, "recentTerminal": 143, "recentWilsonLowerBound": 0.12131235572938665, "running": 8, "selectionWeight": 0.3425184667726587, "stale": false, "submissionEligible": false, "throughputPerHour": 23.833333333333332, "waiting": 9211 }, "MetaX_c-500": { "available": true, "backlogHours": 633.0909090909091, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 1.5826811597750925, "queueFactor": 1.050967418528814, "queueWeight": 1.050967418528814, "recentSuccess": 34, "recentSuccessRate": 0.3434343434343434, "recentTerminal": 99, "recentWilsonLowerBound": 0.25731989006284084, "running": 4, "selectionWeight": 1.6633463328430185, "stale": false, "submissionEligible": true, "throughputPerHour": 16.5, "waiting": 10446 }, "Mthreads_s4000": { "available": true, "backlogHours": 1717.8701298701299, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 1.689207417671239, "queueFactor": 0.904816714954577, "queueWeight": 0.904816714954577, "recentSuccess": 28, "recentSuccessRate": 0.36363636363636365, "recentTerminal": 77, "recentWilsonLowerBound": 0.2650527059308982, "running": 4, "selectionWeight": 1.5284231065341947, "stale": false, "submissionEligible": true, "throughputPerHour": 12.833333333333334, "waiting": 22046 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 2545.65, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.1473183143602344, "queueFactor": 0.8529810054378053, "queueWeight": 0.8529810054378053, "recentSuccess": 7, "recentSuccessRate": 0.175, "recentTerminal": 40, "recentWilsonLowerBound": 0.08745302996883067, "running": 2, "selectionWeight": 0.1256597239023954, "stale": false, "submissionEligible": false, "throughputPerHour": 6.666666666666667, "waiting": 16971 }, "Vastai_va16": { "available": true, "backlogHours": 751.8260869565217, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.49567112256772716, "queueFactor": 1.024215998799147, "queueWeight": 1.024215998799147, "recentSuccess": 25, "recentSuccessRate": 0.21739130434782608, "recentTerminal": 115, "recentWilsonLowerBound": 0.15180693897797626, "running": 16, "selectionWeight": 0.5076742938765991, "stale": false, "submissionEligible": true, "throughputPerHour": 19.166666666666668, "waiting": 14410 }, "hygon_k100-ai": { "available": true, "backlogHours": 1011.8727272727274, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 1.6628191637538636, "queueFactor": 0.9795808365934119, "queueWeight": 0.9795808365934119, "recentSuccess": 38, "recentSuccessRate": 0.34545454545454546, "recentTerminal": 110, "recentWilsonLowerBound": 0.26316254590275023, "running": 6, "selectionWeight": 1.6288657875335673, "stale": false, "submissionEligible": true, "throughputPerHour": 18.333333333333332, "waiting": 18551 } }, "queueAttemptedAt": "2026-09-29T14:24:43.769838+00:00", "queueError": null, "queueUpdatedAt": "2026-09-29T14:24:43.769838+00:00", "supportedGpus": [ "Vastai_va16", "Cambricon_mlu-370-x4", "Kunlunxin_p-800", "Iluvatar_mrv-100", "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 }