{ "communityAttemptedAt": "2026-09-16T17:14:56.917548+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-09-16T17:14:56.917548+00:00", "frameworkAttemptedAt": "2026-09-16T14:37:17.574684+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b3": { "llamacpp": { "framework": "llamacpp", "modelCount": 39244, "officialConfigError": null, "officialConfigValid": true, "successCount": 18905, "successRate": 0.4817296911629803, "wilsonLowerBound": 0.47678805295545296 }, "vllm": { "framework": "vllm", "modelCount": 52176, "officialConfigError": null, "officialConfigValid": true, "successCount": 14666, "successRate": 0.28108708984973935, "wilsonLowerBound": 0.27724605186388557 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 2451, "officialConfigError": null, "officialConfigValid": true, "successCount": 669, "successRate": 0.2729498164014688, "wilsonLowerBound": 0.2556790305814017 } }, "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 32450, "officialConfigError": null, "officialConfigValid": true, "successCount": 14222, "successRate": 0.4382742681047766, "wilsonLowerBound": 0.4328832554726047 }, "vllm": { "framework": "vllm", "modelCount": 37235, "officialConfigError": null, "officialConfigValid": true, "successCount": 10610, "successRate": 0.28494695850678126, "wilsonLowerBound": 0.2803844088456691 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 8254, "officialConfigError": null, "officialConfigValid": true, "successCount": 3602, "successRate": 0.43639447540586385, "wilsonLowerBound": 0.4257273186463678 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 63886, "officialConfigError": null, "officialConfigValid": true, "successCount": 12070, "successRate": 0.18893028206492815, "wilsonLowerBound": 0.18591349982583322 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 16390, "officialConfigError": null, "officialConfigValid": true, "successCount": 3279, "successRate": 0.20006101281269068, "wilsonLowerBound": 0.1940070331487217 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 5748, "officialConfigError": null, "officialConfigValid": true, "successCount": 51, "successRate": 0.008872651356993737, "wilsonLowerBound": 0.006755067079755657 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26104, "officialConfigError": null, "officialConfigValid": true, "successCount": 3211, "successRate": 0.12300796812749004, "wilsonLowerBound": 0.11907890985632662 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16463, "officialConfigError": null, "officialConfigValid": true, "successCount": 1674, "successRate": 0.10168256089412622, "wilsonLowerBound": 0.09715830306169429 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 10673, "officialConfigError": null, "officialConfigValid": true, "successCount": 4522, "successRate": 0.42368593647521785, "wilsonLowerBound": 0.41434018865755295 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24113, "officialConfigError": null, "officialConfigValid": true, "successCount": 3781, "successRate": 0.156803384066686, "wilsonLowerBound": 0.15226851594191673 }, "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": 41865, "officialConfigError": null, "officialConfigValid": true, "successCount": 10524, "successRate": 0.2513794338946614, "wilsonLowerBound": 0.2472468450875897 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 23169, "officialConfigError": null, "officialConfigValid": true, "successCount": 3051, "successRate": 0.13168457853165869, "wilsonLowerBound": 0.12739136806252052 }, "vllm": { "framework": "vllm", "modelCount": 86586, "officialConfigError": null, "officialConfigValid": true, "successCount": 9764, "successRate": 0.11276649804818331, "wilsonLowerBound": 0.11067676753074022 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 39828, "officialConfigError": null, "officialConfigValid": true, "successCount": 4891, "successRate": 0.12280305312845234, "wilsonLowerBound": 0.1196159765873758 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 30145, "officialConfigError": null, "officialConfigValid": true, "successCount": 3355, "successRate": 0.11129540553989054, "wilsonLowerBound": 0.10779450966780564 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 88245, "officialConfigError": null, "officialConfigValid": true, "successCount": 20831, "successRate": 0.23605870020964362, "wilsonLowerBound": 0.23326833779223471 }, "transformers": { "framework": "transformers", "modelCount": 5140, "officialConfigError": null, "officialConfigValid": true, "successCount": 565, "successRate": 0.10992217898832685, "wilsonLowerBound": 0.1016604529148705 }, "vllm": { "framework": "vllm", "modelCount": 112491, "officialConfigError": null, "officialConfigValid": true, "successCount": 16506, "successRate": 0.14673173853908314, "wilsonLowerBound": 0.1446760335022412 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 16508, "officialConfigError": null, "officialConfigValid": true, "successCount": 3361, "successRate": 0.20359825539132542, "wilsonLowerBound": 0.1975248052469664 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 42778, "officialConfigError": null, "officialConfigValid": true, "successCount": 5570, "successRate": 0.1302071158071906, "wilsonLowerBound": 0.12705116982567116 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 6520, "officialConfigError": null, "officialConfigValid": true, "successCount": 522, "successRate": 0.08006134969325153, "wilsonLowerBound": 0.07371839332095627 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 200, "officialConfigError": null, "officialConfigValid": true, "successCount": 36, "successRate": 0.18, "wilsonLowerBound": 0.1329455066253411 }, "vllm": { "framework": "vllm", "modelCount": 30781, "officialConfigError": null, "officialConfigValid": true, "successCount": 5428, "successRate": 0.17634254897501705, "wilsonLowerBound": 0.17212539494046403 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 60815, "officialConfigError": null, "officialConfigValid": true, "successCount": 12386, "successRate": 0.20366685850530297, "wilsonLowerBound": 0.2004848244460515 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 7166, "officialConfigError": null, "officialConfigValid": true, "successCount": 2096, "successRate": 0.29249232486742954, "wilsonLowerBound": 0.28207302390780453 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 12427, "officialConfigError": null, "officialConfigValid": true, "successCount": 3229, "successRate": 0.259837450712159, "wilsonLowerBound": 0.2522019189385515 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 60142, "officialConfigError": null, "officialConfigValid": true, "successCount": 16433, "successRate": 0.27323667320674405, "wilsonLowerBound": 0.269689739664324 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 46374, "officialConfigError": null, "officialConfigValid": true, "successCount": 20239, "successRate": 0.4364298960624488, "wilsonLowerBound": 0.4319214655935593 }, "vllm": { "framework": "vllm", "modelCount": 36178, "officialConfigError": null, "officialConfigValid": true, "successCount": 3296, "successRate": 0.091105091492067, "wilsonLowerBound": 0.0881830910725132 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 411, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 } }, "Sunrise_pt-200-x1": { "sglang": { "framework": "sglang", "modelCount": 6277, "officialConfigError": null, "officialConfigValid": true, "successCount": 192, "successRate": 0.03058786044288673, "wilsonLowerBound": 0.026606614466574273 }, "vllm": { "framework": "vllm", "modelCount": 10018, "officialConfigError": null, "officialConfigValid": true, "successCount": 735, "successRate": 0.07336793771211819, "wilsonLowerBound": 0.06842393454370647 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 5782, "officialConfigError": null, "officialConfigValid": true, "successCount": 2441, "successRate": 0.42217225873400205, "wilsonLowerBound": 0.4094970984451363 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7371, "officialConfigError": null, "officialConfigValid": true, "successCount": 235, "successRate": 0.031881698548365214, "wilsonLowerBound": 0.028108410814796363 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 11216, "officialConfigError": null, "officialConfigValid": true, "successCount": 3760, "successRate": 0.33523537803138376, "wilsonLowerBound": 0.32655643578981447 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 26237, "officialConfigError": null, "officialConfigValid": true, "successCount": 13287, "successRate": 0.5064222281510844, "wilsonLowerBound": 0.5003720401797029 }, "vllm": { "framework": "vllm", "modelCount": 61709, "officialConfigError": null, "officialConfigValid": true, "successCount": 6126, "successRate": 0.09927239138537329, "wilsonLowerBound": 0.09693792577725639 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 12352, "officialConfigError": null, "officialConfigValid": true, "successCount": 1753, "successRate": 0.14192033678756477, "wilsonLowerBound": 0.13587739078820216 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-09-16T17:14:56.917548+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 1088.1818181818182, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.3490509660475318, "queueFactor": 0.9982115136143238, "queueWeight": 0.9982115136143238, "recentSuccess": 52, "recentSuccessRate": 0.3939393939393939, "recentTerminal": 132, "recentWilsonLowerBound": 0.314714228937989, "running": 9, "selectionWeight": 1.3466382067611724, "stale": false, "submissionEligible": true, "throughputPerHour": 22.0, "waiting": 23940 }, "Ascend_910-b4": { "available": true, "backlogHours": 1296.0458015267177, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.8191447474918243, "queueFactor": 0.972377144221002, "queueWeight": 0.972377144221002, "recentSuccess": 58, "recentSuccessRate": 0.44274809160305345, "recentTerminal": 131, "recentWilsonLowerBound": 0.3605238999613966, "running": 8, "selectionWeight": 1.768894774490736, "stale": false, "submissionEligible": true, "throughputPerHour": 21.833333333333332, "waiting": 28297 }, "Biren_166m": { "available": true, "backlogHours": 246.17647058823528, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.16637332331767574, "queueFactor": 1.2475007444489148, "queueWeight": 1.2475007444489148, "recentSuccess": 24, "recentSuccessRate": 0.17647058823529413, "recentTerminal": 136, "recentWilsonLowerBound": 0.1215513292836418, "running": 7, "selectionWeight": 0.2075508446952405, "stale": false, "submissionEligible": true, "throughputPerHour": 22.666666666666668, "waiting": 5580 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1354.3235294117646, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.26558251627819396, "queueFactor": 0.9659828833473717, "queueWeight": 0.9659828833473717, "recentSuccess": 16, "recentSuccessRate": 0.23529411764705882, "recentTerminal": 68, "recentWilsonLowerBound": 0.1503436437092872, "running": 9, "selectionWeight": 0.2565481648410601, "stale": false, "submissionEligible": true, "throughputPerHour": 11.333333333333334, "waiting": 15349 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 567.6470588235294, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.22273355447923082, "queueFactor": 1.1005658577615685, "queueWeight": 1.1005658577615685, "recentSuccess": 21, "recentSuccessRate": 0.20588235294117646, "recentTerminal": 102, "recentWilsonLowerBound": 0.1387878700668384, "running": 7, "selectionWeight": 0.24513294543771771, "stale": false, "submissionEligible": true, "throughputPerHour": 17.0, "waiting": 9650 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 55.15714285714286, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 10, "recentSuccessRate": 0.03571428571428571, "recentTerminal": 280, "recentWilsonLowerBound": 0.019512721132581616, "running": 25, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 46.666666666666664, "waiting": 2574 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 107.31932773109244, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.24309227758397284, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 45, "recentSuccessRate": 0.18907563025210083, "recentTerminal": 238, "recentWilsonLowerBound": 0.14441677882611578, "running": 9, "selectionWeight": 0.3160199608591647, "stale": false, "submissionEligible": true, "throughputPerHour": 39.666666666666664, "waiting": 4257 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 4006.5, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 1.0342732950910087, "queueFactor": 0.8209430348988603, "queueWeight": 0.8209430348988603, "recentSuccess": 11, "recentSuccessRate": 0.4583333333333333, "recentTerminal": 24, "recentWilsonLowerBound": 0.2789105835168143, "running": 2, "selectionWeight": 0.8490794577868572, "stale": false, "submissionEligible": true, "throughputPerHour": 4.0, "waiting": 16026 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 847.1111111111111, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.09958627618793224, "queueFactor": 1.0364222738440254, "queueWeight": 1.0364222738440254, "recentSuccess": 13, "recentSuccessRate": 0.16049382716049382, "recentTerminal": 81, "recentWilsonLowerBound": 0.09626063301383893, "running": 8, "selectionWeight": 0.10321343481035586, "stale": false, "submissionEligible": true, "throughputPerHour": 13.5, "waiting": 11436 }, "MetaX_c-500": { "available": true, "backlogHours": 1062.3636363636363, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.686883573916006, "queueFactor": 1.001813350814407, "queueWeight": 1.001813350814407, "recentSuccess": 22, "recentSuccessRate": 0.3333333333333333, "recentTerminal": 66, "recentWilsonLowerBound": 0.23156267004508024, "running": 5, "selectionWeight": 0.6881291348041693, "stale": false, "submissionEligible": true, "throughputPerHour": 11.0, "waiting": 11686 }, "Mthreads_s4000": { "available": true, "backlogHours": 2492.64406779661, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 2.5, "queueFactor": 0.8815130668070944, "queueWeight": 0.8815130668070944, "recentSuccess": 32, "recentSuccessRate": 0.5423728813559322, "recentTerminal": 59, "recentWilsonLowerBound": 0.4165761502342809, "running": 4, "selectionWeight": 2.203782667017736, "stale": false, "submissionEligible": true, "throughputPerHour": 9.833333333333334, "waiting": 24511 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 3871.0, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 1.3448776054531204, "queueFactor": 0.825190688846023, "queueWeight": 0.825190688846023, "recentSuccess": 12, "recentSuccessRate": 0.5, "recentTerminal": 24, "recentWilsonLowerBound": 0.3142713162776308, "running": 2, "selectionWeight": 1.1097804776574502, "stale": false, "submissionEligible": true, "throughputPerHour": 4.0, "waiting": 15484 }, "Vastai_va16": { "available": true, "backlogHours": 1913.4545454545455, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.2480218482320717, "queueFactor": 0.9171810478502715, "queueWeight": 0.9171810478502715, "recentSuccess": 11, "recentSuccessRate": 0.25, "recentTerminal": 44, "recentWilsonLowerBound": 0.14574066080685744, "running": 16, "selectionWeight": 0.22748093865125255, "stale": false, "submissionEligible": true, "throughputPerHour": 7.333333333333333, "waiting": 14032 }, "hygon_k100-ai": { "available": true, "backlogHours": 940.3448275862069, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.9144247875352463, "queueFactor": 1.0203160623512095, "queueWeight": 1.0203160623512095, "recentSuccess": 31, "recentSuccessRate": 0.3563218390804598, "recentTerminal": 87, "recentWilsonLowerBound": 0.26372577394831054, "running": 9, "selectionWeight": 0.9330022985343038, "stale": false, "submissionEligible": true, "throughputPerHour": 14.5, "waiting": 13635 } }, "queueAttemptedAt": "2026-09-16T17:14:56.917548+00:00", "queueError": null, "queueUpdatedAt": "2026-09-16T17:14:56.917548+00:00", "supportedGpus": [ "Vastai_va16", "Kunlunxin_p-800", "Iluvatar_mrv-100", "Cambricon_mlu-370-x4", "Iluvatar_bi-150", "Ascend_910-b4", "hygon_k100-ai", "Ascend_910-b3", "Biren_166m", "MetaX_c-500", "Sunrise_pt-200-x1", "Iluvatar_bi-100", "Cambricon_mlu-370-x8", "Mthreads_s4000" ], "taskTypes": [ "text-generation" ], "throughputWindowHours": 6, "version": 3 }