{ "communityAttemptedAt": "2026-10-05T15:55:05.373258+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-10-05T15:55:05.373258+00:00", "frameworkAttemptedAt": "2026-10-05T12:16:52.058962+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b3": { "llamacpp": { "framework": "llamacpp", "modelCount": 41083, "officialConfigError": null, "officialConfigValid": true, "successCount": 20179, "successRate": 0.4911763989971521, "wilsonLowerBound": 0.4863432193054462 }, "vllm": { "framework": "vllm", "modelCount": 55012, "officialConfigError": null, "officialConfigValid": true, "successCount": 15145, "successRate": 0.27530357013015344, "wilsonLowerBound": 0.27158675837523133 }, "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": 3757, "officialConfigError": null, "officialConfigValid": true, "successCount": 1120, "successRate": 0.2981101943039659, "wilsonLowerBound": 0.28369533326729435 } }, "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 35722, "officialConfigError": null, "officialConfigValid": true, "successCount": 16548, "successRate": 0.46324393930910923, "wilsonLowerBound": 0.4580770848375642 }, "vllm": { "framework": "vllm", "modelCount": 39216, "officialConfigError": null, "officialConfigValid": true, "successCount": 10934, "successRate": 0.27881476948184414, "wilsonLowerBound": 0.27439841085239725 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 11684, "officialConfigError": null, "officialConfigValid": true, "successCount": 4896, "successRate": 0.4190345771995892, "wilsonLowerBound": 0.41011597163167873 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 64186, "officialConfigError": null, "officialConfigValid": true, "successCount": 12094, "successRate": 0.1884211510298196, "wilsonLowerBound": 0.18541454763627163 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 26477, "officialConfigError": null, "officialConfigValid": true, "successCount": 5673, "successRate": 0.21426143445254373, "wilsonLowerBound": 0.2093607302903578 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7386, "officialConfigError": null, "officialConfigValid": true, "successCount": 97, "successRate": 0.01313295423774709, "wilsonLowerBound": 0.010778073794112204 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26529, "officialConfigError": null, "officialConfigValid": true, "successCount": 3261, "successRate": 0.1229220852651815, "wilsonLowerBound": 0.11902538389284043 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16498, "officialConfigError": null, "officialConfigValid": true, "successCount": 1676, "successRate": 0.10158807128136745, "wilsonLowerBound": 0.09707043924110484 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 14254, "officialConfigError": null, "officialConfigValid": true, "successCount": 5744, "successRate": 0.40297460362003645, "wilsonLowerBound": 0.39494943294379603 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24586, "officialConfigError": null, "officialConfigValid": true, "successCount": 3799, "successRate": 0.15451883185552753, "wilsonLowerBound": 0.15005474662198354 }, "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": 49245, "officialConfigError": null, "officialConfigValid": true, "successCount": 12306, "successRate": 0.24989339019189766, "wilsonLowerBound": 0.24608903409257193 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 23701, "officialConfigError": null, "officialConfigValid": true, "successCount": 3112, "successRate": 0.1313024766887473, "wilsonLowerBound": 0.12706240816434766 }, "vllm": { "framework": "vllm", "modelCount": 86874, "officialConfigError": null, "officialConfigValid": true, "successCount": 9768, "successRate": 0.11243870433040956, "wilsonLowerBound": 0.11035509780266874 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 44608, "officialConfigError": null, "officialConfigValid": true, "successCount": 5419, "successRate": 0.1214804519368723, "wilsonLowerBound": 0.11848135534526798 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 42944, "officialConfigError": null, "officialConfigValid": true, "successCount": 3606, "successRate": 0.08396982116244411, "wilsonLowerBound": 0.08138374845413097 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 91391, "officialConfigError": null, "officialConfigValid": true, "successCount": 22555, "successRate": 0.24679673053145276, "wilsonLowerBound": 0.24401210076907312 }, "transformers": { "framework": "transformers", "modelCount": 5466, "officialConfigError": null, "officialConfigValid": true, "successCount": 580, "successRate": 0.10611050128064398, "wilsonLowerBound": 0.09822058009522845 }, "vllm": { "framework": "vllm", "modelCount": 112794, "officialConfigError": null, "officialConfigValid": true, "successCount": 16529, "successRate": 0.14654148270298065, "wilsonLowerBound": 0.14448964000392267 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 21747, "officialConfigError": null, "officialConfigValid": true, "successCount": 3834, "successRate": 0.17630017933508071, "wilsonLowerBound": 0.1712926174989902 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 43477, "officialConfigError": null, "officialConfigValid": true, "successCount": 5657, "successRate": 0.13011477332842653, "wilsonLowerBound": 0.12698499667652158 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7703, "officialConfigError": null, "officialConfigValid": true, "successCount": 708, "successRate": 0.09191224198364274, "wilsonLowerBound": 0.08566232346706627 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 205, "officialConfigError": null, "officialConfigValid": true, "successCount": 37, "successRate": 0.18048780487804877, "wilsonLowerBound": 0.13387369642098657 }, "vllm": { "framework": "vllm", "modelCount": 33371, "officialConfigError": null, "officialConfigValid": true, "successCount": 6444, "successRate": 0.193101794971682, "wilsonLowerBound": 0.18890201615772853 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 61415, "officialConfigError": null, "officialConfigValid": true, "successCount": 12412, "successRate": 0.20210046405601237, "wilsonLowerBound": 0.19894317005775827 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 13050, "officialConfigError": null, "officialConfigValid": true, "successCount": 3800, "successRate": 0.29118773946360155, "wilsonLowerBound": 0.28345533140155216 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 14846, "officialConfigError": null, "officialConfigValid": true, "successCount": 3672, "successRate": 0.24733935066684629, "wilsonLowerBound": 0.24046469442207943 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 66001, "officialConfigError": null, "officialConfigValid": true, "successCount": 18152, "successRate": 0.27502613596763686, "wilsonLowerBound": 0.2716326424037398 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 583, "officialConfigError": null, "officialConfigValid": true, "successCount": 359, "successRate": 0.6157804459691252, "wilsonLowerBound": 0.5756603690458494 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 47856, "officialConfigError": null, "officialConfigValid": true, "successCount": 21305, "successRate": 0.44518973587428956, "wilsonLowerBound": 0.4407415170387025 }, "vllm": { "framework": "vllm", "modelCount": 38774, "officialConfigError": null, "officialConfigValid": true, "successCount": 4401, "successRate": 0.11350389436220147, "wilsonLowerBound": 0.1103847078482487 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 933, "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": 10065, "officialConfigError": null, "officialConfigValid": true, "successCount": 754, "successRate": 0.0749130650769995, "wilsonLowerBound": 0.06993064194246942 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 6869, "officialConfigError": null, "officialConfigValid": true, "successCount": 2995, "successRate": 0.4360168874654244, "wilsonLowerBound": 0.4243286829141974 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7404, "officialConfigError": null, "officialConfigValid": true, "successCount": 244, "successRate": 0.032955159373311727, "wilsonLowerBound": 0.029124828822416106 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 15687, "officialConfigError": null, "officialConfigValid": true, "successCount": 4908, "successRate": 0.3128705297379996, "wilsonLowerBound": 0.3056612476984453 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 27728, "officialConfigError": null, "officialConfigValid": true, "successCount": 14118, "successRate": 0.5091604154645124, "wilsonLowerBound": 0.5032752661614779 }, "vllm": { "framework": "vllm", "modelCount": 66012, "officialConfigError": null, "officialConfigValid": true, "successCount": 6899, "successRate": 0.1045113009755802, "wilsonLowerBound": 0.10220050909526486 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 13305, "officialConfigError": null, "officialConfigValid": true, "successCount": 2083, "successRate": 0.1565576850807967, "wilsonLowerBound": 0.1504822484287336 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-10-05T16:00:14.751022+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 748.5633802816901, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.271407397772084, "queueFactor": 0.9887260990539865, "queueWeight": 0.9887260990539865, "recentSuccess": 42, "recentSuccessRate": 0.19718309859154928, "recentTerminal": 213, "recentWilsonLowerBound": 0.14931926399828718, "running": 9, "selectionWeight": 1.2570736767075725, "stale": false, "submissionEligible": false, "throughputPerHour": 35.5, "waiting": 26574 }, "Ascend_910-b4": { "available": true, "backlogHours": 697.566265060241, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.5, "queueFactor": 0.9992461058101016, "queueWeight": 0.9992461058101016, "recentSuccess": 63, "recentSuccessRate": 0.25301204819277107, "recentTerminal": 249, "recentWilsonLowerBound": 0.2030465014510806, "running": 8, "selectionWeight": 2.498115264525254, "stale": false, "submissionEligible": true, "throughputPerHour": 41.5, "waiting": 28949 }, "Biren_166m": { "available": true, "backlogHours": 127.47239263803681, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.5630062327357477, "queueFactor": 1.2894302788187424, "queueWeight": 1.2894302788187424, "recentSuccess": 36, "recentSuccessRate": 0.22085889570552147, "recentTerminal": 163, "recentWilsonLowerBound": 0.16401276408080137, "running": 8, "selectionWeight": 2.0153875624718873, "stale": false, "submissionEligible": true, "throughputPerHour": 27.166666666666668, "waiting": 3463 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 886.5, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.06266138729819967, "queueFactor": 0.9639588033391393, "queueWeight": 0.9639588033391393, "recentSuccess": 8, "recentSuccessRate": 0.07407407407407407, "recentTerminal": 108, "recentWilsonLowerBound": 0.038009793445671555, "running": 7, "selectionWeight": 0.0604029959155429, "stale": false, "submissionEligible": false, "throughputPerHour": 18.0, "waiting": 15957 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 279.1491712707182, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.5257211628753776, "queueFactor": 1.146396452397714, "queueWeight": 1.146396452397714, "recentSuccess": 26, "recentSuccessRate": 0.143646408839779, "recentTerminal": 181, "recentWilsonLowerBound": 0.0999503576141347, "running": 7, "selectionWeight": 0.6026848760707336, "stale": false, "submissionEligible": false, "throughputPerHour": 30.166666666666668, "waiting": 8421 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 52.55012853470437, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 5, "recentSuccessRate": 0.012853470437017995, "recentTerminal": 389, "recentWilsonLowerBound": 0.005502312173696505, "running": 25, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 64.83333333333333, "waiting": 3407 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 155.03225806451613, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.9588581806398561, "queueFactor": 1.2521229448833155, "queueWeight": 1.2521229448833155, "recentSuccess": 43, "recentSuccessRate": 0.17338709677419356, "recentTerminal": 248, "recentWilsonLowerBound": 0.13134702005157775, "running": 7, "selectionWeight": 1.2006083288682348, "stale": false, "submissionEligible": false, "throughputPerHour": 41.333333333333336, "waiting": 6408 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 2282.6341463414633, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.7864491630034555, "queueFactor": 0.8364593467617651, "queueWeight": 0.8364593467617651, "recentSuccess": 9, "recentSuccessRate": 0.21951219512195122, "recentTerminal": 41, "recentWilsonLowerBound": 0.12003040155386345, "running": 2, "selectionWeight": 0.6578327531472073, "stale": false, "submissionEligible": false, "throughputPerHour": 6.833333333333333, "waiting": 15598 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 330.15483870967745, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.6021661891037501, "queueFactor": 1.117899173009938, "queueWeight": 1.117899173009938, "recentSuccess": 24, "recentSuccessRate": 0.15483870967741936, "recentTerminal": 155, "recentWilsonLowerBound": 0.1063126061404117, "running": 8, "selectionWeight": 0.6731610848136281, "stale": false, "submissionEligible": false, "throughputPerHour": 25.833333333333332, "waiting": 8529 }, "MetaX_c-500": { "available": true, "backlogHours": 469.51181102362204, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 2.0251060237503458, "queueFactor": 1.0603843430386677, "queueWeight": 1.0603843430386677, "recentSuccess": 32, "recentSuccessRate": 0.25196850393700787, "recentTerminal": 127, "recentWilsonLowerBound": 0.18450499480603022, "running": 4, "selectionWeight": 2.147390720578159, "stale": false, "submissionEligible": true, "throughputPerHour": 21.166666666666668, "waiting": 9938 }, "Mthreads_s4000": { "available": true, "backlogHours": 1852.2253521126759, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 1.8835479893038807, "queueFactor": 0.8630902512905101, "queueWeight": 0.8630902512905101, "recentSuccess": 19, "recentSuccessRate": 0.2676056338028169, "recentTerminal": 71, "recentWilsonLowerBound": 0.17852666541700804, "running": 4, "selectionWeight": 1.6256719074060213, "stale": false, "submissionEligible": true, "throughputPerHour": 11.833333333333334, "waiting": 21918 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 1462.1142857142859, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.3176143478110135, "queueFactor": 0.8942585205005112, "queueWeight": 0.8942585205005112, "recentSuccess": 10, "recentSuccessRate": 0.14285714285714285, "recentTerminal": 70, "recentWilsonLowerBound": 0.07948856360443703, "running": 2, "selectionWeight": 0.28402933676321174, "stale": false, "submissionEligible": false, "throughputPerHour": 11.666666666666666, "waiting": 17058 }, "Vastai_va16": { "available": true, "backlogHours": 690.5693430656935, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.05, "queueFactor": 1.0007582769288301, "queueWeight": 1.0007582769288301, "recentSuccess": 5, "recentSuccessRate": 0.0364963503649635, "recentTerminal": 137, "recentWilsonLowerBound": 0.015687758895868903, "running": 16, "selectionWeight": 0.05003791384644151, "stale": false, "submissionEligible": false, "throughputPerHour": 22.833333333333332, "waiting": 15768 }, "hygon_k100-ai": { "available": true, "backlogHours": 766.1923076923077, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.05, "queueFactor": 0.9852798854749597, "queueWeight": 0.9852798854749597, "recentSuccess": 7, "recentSuccessRate": 0.04487179487179487, "recentTerminal": 156, "recentWilsonLowerBound": 0.02190305846204288, "running": 7, "selectionWeight": 0.04926399427374799, "stale": false, "submissionEligible": false, "throughputPerHour": 26.0, "waiting": 19921 } }, "queueAttemptedAt": "2026-10-05T15:51:44.005522+00:00", "queueError": null, "queueUpdatedAt": "2026-10-05T15:51:44.005522+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 }