{ "communityAttemptedAt": "2026-10-07T13:29:12.146528+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-10-07T13:29:12.146528+00:00", "frameworkAttemptedAt": "2026-10-07T08:51:19.082816+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b3": { "llamacpp": { "framework": "llamacpp", "modelCount": 41380, "officialConfigError": null, "officialConfigValid": true, "successCount": 20391, "successRate": 0.4927742870952151, "wilsonLowerBound": 0.4879580834301793 }, "vllm": { "framework": "vllm", "modelCount": 55428, "officialConfigError": null, "officialConfigValid": true, "successCount": 15217, "successRate": 0.2745363354261384, "wilsonLowerBound": 0.27083671106569096 }, "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": 3957, "officialConfigError": null, "officialConfigValid": true, "successCount": 1194, "successRate": 0.3017437452615618, "wilsonLowerBound": 0.2876395841035005 } }, "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 36095, "officialConfigError": null, "officialConfigValid": true, "successCount": 16791, "successRate": 0.46518908436071477, "wilsonLowerBound": 0.4600473261317595 }, "vllm": { "framework": "vllm", "modelCount": 39331, "officialConfigError": null, "officialConfigValid": true, "successCount": 10955, "successRate": 0.27853347232462944, "wilsonLowerBound": 0.27412494242580115 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 12001, "officialConfigError": null, "officialConfigValid": true, "successCount": 5050, "successRate": 0.42079826681109905, "wilsonLowerBound": 0.41199217134203897 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 64200, "officialConfigError": null, "officialConfigValid": true, "successCount": 12095, "successRate": 0.1883956386292835, "wilsonLowerBound": 0.18538951980161134 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 27503, "officialConfigError": null, "officialConfigValid": true, "successCount": 5961, "successRate": 0.21673999200087263, "wilsonLowerBound": 0.21191018463597908 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7501, "officialConfigError": null, "officialConfigValid": true, "successCount": 101, "successRate": 0.013464871350486601, "wilsonLowerBound": 0.011094443907275046 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26550, "officialConfigError": null, "officialConfigValid": true, "successCount": 3264, "successRate": 0.12293785310734463, "wilsonLowerBound": 0.11904245157890218 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16501, "officialConfigError": null, "officialConfigValid": true, "successCount": 1676, "successRate": 0.10156960184231259, "wilsonLowerBound": 0.09705274789685281 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 14674, "officialConfigError": null, "officialConfigValid": true, "successCount": 5871, "successRate": 0.40009540684203354, "wilsonLowerBound": 0.3921956250152796 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24636, "officialConfigError": null, "officialConfigValid": true, "successCount": 3804, "successRate": 0.1544081831466147, "wilsonLowerBound": 0.14994991340580133 }, "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": 49955, "officialConfigError": null, "officialConfigValid": true, "successCount": 12535, "successRate": 0.25092583324992496, "wilsonLowerBound": 0.24714317508322478 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 23762, "officialConfigError": null, "officialConfigValid": true, "successCount": 3115, "successRate": 0.13109165895126673, "wilsonLowerBound": 0.12685992110174144 }, "vllm": { "framework": "vllm", "modelCount": 86912, "officialConfigError": null, "officialConfigValid": true, "successCount": 9768, "successRate": 0.11238954344624448, "wilsonLowerBound": 0.11030679190751505 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 45238, "officialConfigError": null, "officialConfigValid": true, "successCount": 5474, "successRate": 0.12100446527255847, "wilsonLowerBound": 0.11803122886915433 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 44383, "officialConfigError": null, "officialConfigValid": true, "successCount": 3627, "successRate": 0.08172047856161142, "wilsonLowerBound": 0.07920793914224697 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 91719, "officialConfigError": null, "officialConfigValid": true, "successCount": 22737, "successRate": 0.24789847250842245, "wilsonLowerBound": 0.2451145861002462 }, "transformers": { "framework": "transformers", "modelCount": 5473, "officialConfigError": null, "officialConfigValid": true, "successCount": 581, "successRate": 0.10615750045678787, "wilsonLowerBound": 0.09827082957026088 }, "vllm": { "framework": "vllm", "modelCount": 112820, "officialConfigError": null, "officialConfigValid": true, "successCount": 16529, "successRate": 0.14650771139868818, "wilsonLowerBound": 0.14445630187082825 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 22333, "officialConfigError": null, "officialConfigValid": true, "successCount": 3894, "successRate": 0.17436081135539336, "wilsonLowerBound": 0.1694406798689507 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 43526, "officialConfigError": null, "officialConfigValid": true, "successCount": 5659, "successRate": 0.13001424435969305, "wilsonLowerBound": 0.12688725889012745 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7797, "officialConfigError": null, "officialConfigValid": true, "successCount": 723, "successRate": 0.09272797229703732, "wilsonLowerBound": 0.08648876940540856 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 205, "officialConfigError": null, "officialConfigValid": true, "successCount": 37, "successRate": 0.18048780487804877, "wilsonLowerBound": 0.13387369642098657 }, "vllm": { "framework": "vllm", "modelCount": 33654, "officialConfigError": null, "officialConfigValid": true, "successCount": 6544, "successRate": 0.19444939680275747, "wilsonLowerBound": 0.19025585812926368 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 61448, "officialConfigError": null, "officialConfigValid": true, "successCount": 12415, "successRate": 0.20204074990235646, "wilsonLowerBound": 0.19888465279701611 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 13752, "officialConfigError": null, "officialConfigValid": true, "successCount": 3953, "successRate": 0.28744909831297266, "wilsonLowerBound": 0.27994510596458577 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 14989, "officialConfigError": null, "officialConfigValid": true, "successCount": 3689, "successRate": 0.24611381679898592, "wilsonLowerBound": 0.239283551574437 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 66420, "officialConfigError": null, "officialConfigValid": true, "successCount": 18306, "successRate": 0.275609756097561, "wilsonLowerBound": 0.27222467526809935 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 690, "officialConfigError": null, "officialConfigValid": true, "successCount": 423, "successRate": 0.6130434782608696, "wilsonLowerBound": 0.5761709802269077 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 48007, "officialConfigError": null, "officialConfigValid": true, "successCount": 21417, "successRate": 0.4461224404774304, "wilsonLowerBound": 0.44168022858064404 }, "vllm": { "framework": "vllm", "modelCount": 39059, "officialConfigError": null, "officialConfigValid": true, "successCount": 4511, "successRate": 0.11549194807854783, "wilsonLowerBound": 0.11235996255723332 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 991, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 } }, "Sunrise_pt-200-x1": { "sglang": { "framework": "sglang", "modelCount": 6285, "officialConfigError": null, "officialConfigValid": true, "successCount": 192, "successRate": 0.03054892601431981, "wilsonLowerBound": 0.026572683176579088 }, "vllm": { "framework": "vllm", "modelCount": 10069, "officialConfigError": null, "officialConfigValid": true, "successCount": 755, "successRate": 0.07498261992253451, "wilsonLowerBound": 0.06999893763887836 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 6998, "officialConfigError": null, "officialConfigValid": true, "successCount": 3060, "successRate": 0.43726779079737066, "wilsonLowerBound": 0.42568300276636784 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7406, "officialConfigError": null, "officialConfigValid": true, "successCount": 244, "successRate": 0.03294625978935998, "wilsonLowerBound": 0.029116949043479782 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 15982, "officialConfigError": null, "officialConfigValid": true, "successCount": 4934, "successRate": 0.3087223126016769, "wilsonLowerBound": 0.3016067205519647 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 27859, "officialConfigError": null, "officialConfigValid": true, "successCount": 14190, "successRate": 0.5093506586740371, "wilsonLowerBound": 0.5034793785890819 }, "vllm": { "framework": "vllm", "modelCount": 66447, "officialConfigError": null, "officialConfigValid": true, "successCount": 7001, "successRate": 0.10536216834469578, "wilsonLowerBound": 0.10305048996394064 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 13390, "officialConfigError": null, "officialConfigValid": true, "successCount": 2123, "successRate": 0.1585511575802838, "wilsonLowerBound": 0.15246242810234995 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-10-07T13:33:40.576126+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 1255.6946564885498, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.2311855239004783, "queueFactor": 0.9717509842774874, "queueWeight": 0.9717509842774874, "recentSuccess": 42, "recentSuccessRate": 0.32061068702290074, "recentTerminal": 131, "recentWilsonLowerBound": 0.24678009030917955, "running": 10, "selectionWeight": 1.1964057446784837, "stale": false, "submissionEligible": true, "throughputPerHour": 21.833333333333332, "waiting": 27416 }, "Ascend_910-b4": { "available": true, "backlogHours": 1349.954887218045, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.5, "queueFactor": 0.9612574258205226, "queueWeight": 0.9612574258205226, "recentSuccess": 56, "recentSuccessRate": 0.42105263157894735, "recentTerminal": 133, "recentWilsonLowerBound": 0.3405146523621463, "running": 9, "selectionWeight": 2.4031435645513066, "stale": false, "submissionEligible": true, "throughputPerHour": 22.166666666666668, "waiting": 29924 }, "Biren_166m": { "available": true, "backlogHours": 141.86885245901638, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.4745648334754802, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 39, "recentSuccessRate": 0.21311475409836064, "recentTerminal": 183, "recentWilsonLowerBound": 0.15999838430932006, "running": 9, "selectionWeight": 0.6169342835181243, "stale": false, "submissionEligible": true, "throughputPerHour": 30.5, "waiting": 4327 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1138.0, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.46149884784734524, "queueFactor": 0.9862028580785387, "queueWeight": 0.9862028580785387, "recentSuccess": 21, "recentSuccessRate": 0.23333333333333334, "recentTerminal": 90, "recentWilsonLowerBound": 0.15798078393937456, "running": 8, "selectionWeight": 0.45513148274700455, "stale": false, "submissionEligible": true, "throughputPerHour": 15.0, "waiting": 17070 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 367.6862745098039, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.7123149440801271, "queueFactor": 1.1683312236900574, "queueWeight": 1.1683312236900574, "recentSuccess": 39, "recentSuccessRate": 0.2549019607843137, "recentTerminal": 153, "recentWilsonLowerBound": 0.19243618337159415, "running": 7, "selectionWeight": 0.8322197902698497, "stale": false, "submissionEligible": true, "throughputPerHour": 25.5, "waiting": 9376 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 58.10619469026549, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 9, "recentSuccessRate": 0.02654867256637168, "recentTerminal": 339, "recentWilsonLowerBound": 0.014028826218525534, "running": 25, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 56.5, "waiting": 3283 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 154.88709677419354, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.40696911587292633, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 48, "recentSuccessRate": 0.1935483870967742, "recentTerminal": 248, "recentWilsonLowerBound": 0.1492044978156743, "running": 1, "selectionWeight": 0.5290598506348042, "stale": false, "submissionEligible": true, "throughputPerHour": 41.333333333333336, "waiting": 6402 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 1579.3220338983049, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.2536964123433168, "queueFactor": 0.9388949258004283, "queueWeight": 0.9388949258004283, "recentSuccess": 12, "recentSuccessRate": 0.2033898305084746, "recentTerminal": 59, "recentWilsonLowerBound": 0.12036154854418066, "running": 2, "selectionWeight": 0.23819427424291328, "stale": false, "submissionEligible": true, "throughputPerHour": 9.833333333333334, "waiting": 15530 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 431.4418604651163, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.23127967997113083, "queueFactor": 1.1406417248829408, "queueWeight": 1.1406417248829408, "recentSuccess": 22, "recentSuccessRate": 0.17054263565891473, "recentTerminal": 129, "recentWilsonLowerBound": 0.11540524917232782, "running": 8, "selectionWeight": 0.2638072530926452, "stale": false, "submissionEligible": true, "throughputPerHour": 21.5, "waiting": 9276 }, "MetaX_c-500": { "available": true, "backlogHours": 670.3469387755102, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.5454393221000186, "queueFactor": 1.0676837959195933, "queueWeight": 1.0676837959195933, "recentSuccess": 24, "recentSuccessRate": 0.24489795918367346, "recentTerminal": 98, "recentWilsonLowerBound": 0.17044853585935213, "running": 4, "selectionWeight": 0.5823567258635575, "stale": false, "submissionEligible": true, "throughputPerHour": 16.333333333333332, "waiting": 10949 }, "Mthreads_s4000": { "available": true, "backlogHours": 1631.7749999999999, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 1.1949804446800576, "queueFactor": 0.9343047457944461, "queueWeight": 0.9343047457944461, "recentSuccess": 27, "recentSuccessRate": 0.3375, "recentTerminal": 80, "recentWilsonLowerBound": 0.24345459812221978, "running": 5, "selectionWeight": 1.1164759005961353, "stale": false, "submissionEligible": true, "throughputPerHour": 13.333333333333334, "waiting": 21757 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 2332.5, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.15118505184601438, "queueFactor": 0.8855525709766218, "queueWeight": 0.8855525709766218, "recentSuccess": 8, "recentSuccessRate": 0.18181818181818182, "recentTerminal": 44, "recentWilsonLowerBound": 0.09512692558258554, "running": 2, "selectionWeight": 0.1338823113554719, "stale": false, "submissionEligible": true, "throughputPerHour": 7.333333333333333, "waiting": 17105 }, "Vastai_va16": { "available": true, "backlogHours": 1439.0704225352113, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.05, "queueFactor": 0.9520840487807096, "queueWeight": 0.9520840487807096, "recentSuccess": 0, "recentSuccessRate": 0.0, "recentTerminal": 71, "recentWilsonLowerBound": 0.0, "running": 17, "selectionWeight": 0.04760420243903549, "stale": false, "submissionEligible": false, "throughputPerHour": 11.833333333333334, "waiting": 17029 }, "hygon_k100-ai": { "available": true, "backlogHours": 936.6617647058823, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.5110986606413495, "queueFactor": 1.0154304375910945, "queueWeight": 1.0154304375910945, "recentSuccess": 31, "recentSuccessRate": 0.22794117647058823, "recentTerminal": 136, "recentWilsonLowerBound": 0.16548404884189266, "running": 6, "selectionWeight": 0.5189851366272678, "stale": false, "submissionEligible": true, "throughputPerHour": 22.666666666666668, "waiting": 21231 } }, "queueAttemptedAt": "2026-10-07T13:33:40.576126+00:00", "queueError": null, "queueUpdatedAt": "2026-10-07T13:33:40.576126+00:00", "supportedGpus": [ "Vastai_va16", "Cambricon_mlu-370-x4", "Kunlunxin_p-800", "Iluvatar_mrv-100", "Iluvatar_bi-150", "Ascend_910-b4", "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 }