{ "communityAttemptedAt": "2026-09-30T07:36:02.750271+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-09-30T07:36:02.750271+00:00", "frameworkAttemptedAt": "2026-09-30T02:21:12.566642+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b3": { "llamacpp": { "framework": "llamacpp", "modelCount": 40195, "officialConfigError": null, "officialConfigValid": true, "successCount": 19518, "successRate": 0.4855827839283493, "wilsonLowerBound": 0.4806983277112154 }, "vllm": { "framework": "vllm", "modelCount": 53858, "officialConfigError": null, "officialConfigValid": true, "successCount": 14958, "successRate": 0.27773032789929075, "wilsonLowerBound": 0.2739636661434069 }, "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": 3205, "officialConfigError": null, "officialConfigValid": true, "successCount": 906, "successRate": 0.2826833073322933, "wilsonLowerBound": 0.2673605865985704 } }, "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 34747, "officialConfigError": null, "officialConfigValid": true, "successCount": 15860, "successRate": 0.4564422827870032, "wilsonLowerBound": 0.4512100161419619 }, "vllm": { "framework": "vllm", "modelCount": 38628, "officialConfigError": null, "officialConfigValid": true, "successCount": 10839, "successRate": 0.2805995650823237, "wilsonLowerBound": 0.2761409766542501 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 10804, "officialConfigError": null, "officialConfigValid": true, "successCount": 4521, "successRate": 0.41845612736023696, "wilsonLowerBound": 0.40918464163411417 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 64138, "officialConfigError": null, "officialConfigValid": true, "successCount": 12092, "successRate": 0.18853098007421498, "wilsonLowerBound": 0.1855225752776889 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 23756, "officialConfigError": null, "officialConfigValid": true, "successCount": 4872, "successRate": 0.20508503115002524, "wilsonLowerBound": 0.19999842488595082 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7029, "officialConfigError": null, "officialConfigValid": true, "successCount": 79, "successRate": 0.011239152084222506, "wilsonLowerBound": 0.009027922121244968 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26464, "officialConfigError": null, "officialConfigValid": true, "successCount": 3252, "successRate": 0.1228839177750907, "wilsonLowerBound": 0.11898303424872389 }, "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": 13206, "officialConfigError": null, "officialConfigValid": true, "successCount": 5408, "successRate": 0.4095108284113282, "wilsonLowerBound": 0.40115127498061653 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24471, "officialConfigError": null, "officialConfigValid": true, "successCount": 3796, "successRate": 0.15512238976747988, "wilsonLowerBound": 0.15064064588412457 }, "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": 47227, "officialConfigError": null, "officialConfigValid": true, "successCount": 11745, "successRate": 0.24869248523090606, "wilsonLowerBound": 0.2448144988367385 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 23588, "officialConfigError": null, "officialConfigValid": true, "successCount": 3100, "successRate": 0.13142275733423775, "wilsonLowerBound": 0.12717099354142575 }, "vllm": { "framework": "vllm", "modelCount": 86819, "officialConfigError": null, "officialConfigValid": true, "successCount": 9767, "successRate": 0.11249841624529193, "wilsonLowerBound": 0.11041366545587353 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 43171, "officialConfigError": null, "officialConfigValid": true, "successCount": 5273, "successRate": 0.12214217877742002, "wilsonLowerBound": 0.11908684640379548 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 38864, "officialConfigError": null, "officialConfigValid": true, "successCount": 3550, "successRate": 0.09134417455743105, "wilsonLowerBound": 0.08852009576675245 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 90499, "officialConfigError": null, "officialConfigValid": true, "successCount": 22037, "successRate": 0.24350545309892926, "wilsonLowerBound": 0.24072002939666878 }, "transformers": { "framework": "transformers", "modelCount": 5412, "officialConfigError": null, "officialConfigValid": true, "successCount": 580, "successRate": 0.10716925351071692, "wilsonLowerBound": 0.09920478990009945 }, "vllm": { "framework": "vllm", "modelCount": 112754, "officialConfigError": null, "officialConfigValid": true, "successCount": 16526, "successRate": 0.14656686237295352, "wilsonLowerBound": 0.14451450898539636 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 20459, "officialConfigError": null, "officialConfigValid": true, "successCount": 3719, "successRate": 0.18177819052739624, "wilsonLowerBound": 0.17655339108209514 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 43284, "officialConfigError": null, "officialConfigValid": true, "successCount": 5633, "successRate": 0.13014046760927825, "wilsonLowerBound": 0.1270035254543304 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7393, "officialConfigError": null, "officialConfigValid": true, "successCount": 655, "successRate": 0.08859732179088327, "wilsonLowerBound": 0.08233158916631594 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 200, "officialConfigError": null, "officialConfigValid": true, "successCount": 36, "successRate": 0.18, "wilsonLowerBound": 0.1329455066253411 }, "vllm": { "framework": "vllm", "modelCount": 32563, "officialConfigError": null, "officialConfigValid": true, "successCount": 6160, "successRate": 0.18917175935878144, "wilsonLowerBound": 0.18495462576641236 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 61284, "officialConfigError": null, "officialConfigValid": true, "successCount": 12404, "successRate": 0.20240193198877357, "wilsonLowerBound": 0.19923949733849936 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 11151, "officialConfigError": null, "officialConfigValid": true, "successCount": 3276, "successRate": 0.2937853107344633, "wilsonLowerBound": 0.28540309052388907 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 14369, "officialConfigError": null, "officialConfigValid": true, "successCount": 3600, "successRate": 0.2505393555571021, "wilsonLowerBound": 0.24352141480808184 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 64557, "officialConfigError": null, "officialConfigValid": true, "successCount": 17697, "successRate": 0.2741298387471537, "wilsonLowerBound": 0.27070229667477813 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 331, "officialConfigError": null, "officialConfigValid": true, "successCount": 208, "successRate": 0.6283987915407855, "wilsonLowerBound": 0.5751449274823321 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 47425, "officialConfigError": null, "officialConfigValid": true, "successCount": 20994, "successRate": 0.44267791249341065, "wilsonLowerBound": 0.43821230244140635 }, "vllm": { "framework": "vllm", "modelCount": 37968, "officialConfigError": null, "officialConfigValid": true, "successCount": 4064, "successRate": 0.10703750526759376, "wilsonLowerBound": 0.10396736900903684 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 800, "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": 6540, "officialConfigError": null, "officialConfigValid": true, "successCount": 2836, "successRate": 0.43363914373088686, "wilsonLowerBound": 0.421670594989094 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7398, "officialConfigError": null, "officialConfigValid": true, "successCount": 242, "successRate": 0.03271154366044877, "wilsonLowerBound": 0.02889439609899827 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 14655, "officialConfigError": null, "officialConfigValid": true, "successCount": 4737, "successRate": 0.3232343909928352, "wilsonLowerBound": 0.3157090346748608 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 27337, "officialConfigError": null, "officialConfigValid": true, "successCount": 13934, "successRate": 0.5097121117898818, "wilsonLowerBound": 0.5037850670579854 }, "vllm": { "framework": "vllm", "modelCount": 64592, "officialConfigError": null, "officialConfigValid": true, "successCount": 6715, "successRate": 0.10396024275452069, "wilsonLowerBound": 0.10162997810451746 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 13036, "officialConfigError": null, "officialConfigValid": true, "successCount": 2011, "successRate": 0.15426511199754525, "wilsonLowerBound": 0.14816642736392852 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-09-30T07:42:55.090432+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 1248.3692307692306, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.31036631491864, "queueFactor": 0.9944803731096534, "queueWeight": 0.9944803731096534, "recentSuccess": 54, "recentSuccessRate": 0.4153846153846154, "recentTerminal": 130, "recentWilsonLowerBound": 0.3342905969843901, "running": 8, "selectionWeight": 2.2976139548802643, "stale": false, "submissionEligible": true, "throughputPerHour": 21.666666666666668, "waiting": 27048 }, "Ascend_910-b4": { "available": true, "backlogHours": 1275.7058823529412, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.5, "queueFactor": 0.991254315463039, "queueWeight": 0.991254315463039, "recentSuccess": 58, "recentSuccessRate": 0.4264705882352941, "recentTerminal": 136, "recentWilsonLowerBound": 0.34649463011960996, "running": 8, "selectionWeight": 2.4781357886575974, "stale": false, "submissionEligible": true, "throughputPerHour": 22.666666666666668, "waiting": 28916 }, "Biren_166m": { "available": true, "backlogHours": 135.01694915254237, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.09648440465689714, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 21, "recentSuccessRate": 0.11864406779661017, "recentTerminal": 177, "recentWilsonLowerBound": 0.0789231275309432, "running": 8, "selectionWeight": 0.1254297260539663, "stale": false, "submissionEligible": false, "throughputPerHour": 29.5, "waiting": 3983 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1455.65625, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.8510177300215058, "queueFactor": 0.9718267528938151, "queueWeight": 0.9718267528938151, "recentSuccess": 20, "recentSuccessRate": 0.3125, "recentTerminal": 64, "recentWilsonLowerBound": 0.2123090950226574, "running": 7, "selectionWeight": 0.8270417972218654, "stale": false, "submissionEligible": true, "throughputPerHour": 10.666666666666666, "waiting": 15527 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 430.41322314049586, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.44507343820908424, "queueFactor": 1.1667151410821364, "queueWeight": 1.1667151410821364, "recentSuccess": 27, "recentSuccessRate": 0.2231404958677686, "recentTerminal": 121, "recentWilsonLowerBound": 0.1581287736809404, "running": 7, "selectionWeight": 0.5192739192520233, "stale": false, "submissionEligible": true, "throughputPerHour": 20.166666666666668, "waiting": 8680 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 30.195348837209302, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 4, "recentSuccessRate": 0.009302325581395349, "recentTerminal": 430, "recentWilsonLowerBound": 0.0036232122735965397, "running": 24, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 71.66666666666667, "waiting": 2164 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 95.9622641509434, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.055976142167421396, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 28, "recentSuccessRate": 0.0880503144654088, "recentTerminal": 318, "recentWilsonLowerBound": 0.061620486734067774, "running": 3, "selectionWeight": 0.07276898481764782, "stale": false, "submissionEligible": false, "throughputPerHour": 53.0, "waiting": 5086 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 1616.5, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.5309004864980327, "queueFactor": 0.9566681566548163, "queueWeight": 0.9566681566548163, "recentSuccess": 16, "recentSuccessRate": 0.26666666666666666, "recentTerminal": 60, "recentWilsonLowerBound": 0.17132496487078855, "running": 2, "selectionWeight": 0.5078955897852181, "stale": false, "submissionEligible": true, "throughputPerHour": 10.0, "waiting": 16165 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 446.26229508196724, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.6298907035813396, "queueFactor": 1.1604038086514201, "queueWeight": 1.1604038086514201, "recentSuccess": 31, "recentSuccessRate": 0.2540983606557377, "recentTerminal": 122, "recentWilsonLowerBound": 0.18517041283138747, "running": 8, "selectionWeight": 0.7309275714699092, "stale": false, "submissionEligible": true, "throughputPerHour": 20.333333333333332, "waiting": 9074 }, "MetaX_c-500": { "available": true, "backlogHours": 700.7191011235955, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 1.3008243129595063, "queueFactor": 1.0844663513191843, "queueWeight": 1.0844663513191843, "recentSuccess": 31, "recentSuccessRate": 0.34831460674157305, "recentTerminal": 89, "recentWilsonLowerBound": 0.2574733314684021, "running": 4, "selectionWeight": 1.4107001963824806, "stale": false, "submissionEligible": true, "throughputPerHour": 14.833333333333334, "waiting": 10394 }, "Mthreads_s4000": { "available": true, "backlogHours": 2001.8181818181818, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 1.163657689426218, "queueFactor": 0.9264755877794008, "queueWeight": 0.9264755877794008, "recentSuccess": 23, "recentSuccessRate": 0.3484848484848485, "recentTerminal": 66, "recentWilsonLowerBound": 0.2447570733856041, "running": 4, "selectionWeight": 1.0781004417851747, "stale": false, "submissionEligible": true, "throughputPerHour": 11.0, "waiting": 22020 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 3511.241379310345, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 1.274913237066598, "queueFactor": 0.8515861153123955, "queueWeight": 0.8515861153123955, "recentSuccess": 12, "recentSuccessRate": 0.41379310344827586, "recentTerminal": 29, "recentWilsonLowerBound": 0.2551293527964552, "running": 2, "selectionWeight": 1.0856984109138954, "stale": false, "submissionEligible": true, "throughputPerHour": 4.833333333333333, "waiting": 16971 }, "Vastai_va16": { "available": true, "backlogHours": 1157.92, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.31841480961628305, "queueFactor": 1.0057635481879332, "queueWeight": 1.0057635481879332, "recentSuccess": 16, "recentSuccessRate": 0.21333333333333335, "recentTerminal": 75, "recentWilsonLowerBound": 0.13580086342007996, "running": 16, "selectionWeight": 0.3202500087152581, "stale": false, "submissionEligible": false, "throughputPerHour": 12.5, "waiting": 14474 }, "hygon_k100-ai": { "available": true, "backlogHours": 1385.4814814814815, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 1.7636563109962091, "queueFactor": 0.9790560737010144, "queueWeight": 0.9790560737010144, "recentSuccess": 32, "recentSuccessRate": 0.3950617283950617, "recentTerminal": 81, "recentWilsonLowerBound": 0.29567937414518425, "running": 6, "selectionWeight": 1.7267184232019637, "stale": false, "submissionEligible": true, "throughputPerHour": 13.5, "waiting": 18704 } }, "queueAttemptedAt": "2026-09-30T07:42:55.090432+00:00", "queueError": null, "queueUpdatedAt": "2026-09-30T07:42:55.090432+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 }