{ "communityAttemptedAt": "2026-09-28T01:41:57.678006+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-09-28T01:41:57.678006+00:00", "frameworkAttemptedAt": "2026-09-27T23:28:54.373769+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 34385, "officialConfigError": null, "officialConfigValid": true, "successCount": 15596, "successRate": 0.4535698705831031, "wilsonLowerBound": 0.4483132259412944 }, "vllm": { "framework": "vllm", "modelCount": 38255, "officialConfigError": null, "officialConfigValid": true, "successCount": 10795, "successRate": 0.2821853352502941, "wilsonLowerBound": 0.27769728810659694 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 10486, "officialConfigError": null, "officialConfigValid": true, "successCount": 4402, "successRate": 0.419797825672325, "wilsonLowerBound": 0.41038259944601707 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 64126, "officialConfigError": null, "officialConfigValid": true, "successCount": 12091, "successRate": 0.18855066587655553, "wilsonLowerBound": 0.185541858867957 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 22431, "officialConfigError": null, "officialConfigValid": true, "successCount": 4643, "successRate": 0.20699032588827962, "wilsonLowerBound": 0.20173863868820371 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 6866, "officialConfigError": null, "officialConfigValid": true, "successCount": 75, "successRate": 0.010923390620448586, "wilsonLowerBound": 0.008723743710988422 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26438, "officialConfigError": null, "officialConfigValid": true, "successCount": 3249, "successRate": 0.1228912928360693, "wilsonLowerBound": 0.11898841531930271 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16487, "officialConfigError": null, "officialConfigValid": true, "successCount": 1676, "successRate": 0.10165585006368653, "wilsonLowerBound": 0.0971353627253932 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 12750, "officialConfigError": null, "officialConfigValid": true, "successCount": 5266, "successRate": 0.41301960784313724, "wilsonLowerBound": 0.4045003612931109 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24431, "officialConfigError": null, "officialConfigValid": true, "successCount": 3796, "successRate": 0.15537636609225983, "wilsonLowerBound": 0.15088792835588064 }, "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": 46358, "officialConfigError": null, "officialConfigValid": true, "successCount": 11554, "successRate": 0.24923422063074335, "wilsonLowerBound": 0.24531734270332362 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 23527, "officialConfigError": null, "officialConfigValid": true, "successCount": 3093, "successRate": 0.1314659752624644, "wilsonLowerBound": 0.1272081715530364 }, "vllm": { "framework": "vllm", "modelCount": 86781, "officialConfigError": null, "officialConfigValid": true, "successCount": 9764, "successRate": 0.11251310770790841, "wilsonLowerBound": 0.1104277837662243 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 42613, "officialConfigError": null, "officialConfigValid": true, "successCount": 5223, "successRate": 0.12256823035223993, "wilsonLowerBound": 0.11948847970398756 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 37348, "officialConfigError": null, "officialConfigValid": true, "successCount": 3529, "successRate": 0.09448966477455285, "wilsonLowerBound": 0.0915646150426511 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 90056, "officialConfigError": null, "officialConfigValid": true, "successCount": 21807, "successRate": 0.24214932930620947, "wilsonLowerBound": 0.23936245974464082 }, "transformers": { "framework": "transformers", "modelCount": 5368, "officialConfigError": null, "officialConfigValid": true, "successCount": 579, "successRate": 0.10786140089418778, "wilsonLowerBound": 0.09984157384700253 }, "vllm": { "framework": "vllm", "modelCount": 112737, "officialConfigError": null, "officialConfigValid": true, "successCount": 16525, "successRate": 0.14658009349193254, "wilsonLowerBound": 0.14452750865122607 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 19808, "officialConfigError": null, "officialConfigValid": true, "successCount": 3696, "successRate": 0.18659127625201938, "wilsonLowerBound": 0.18122678227998876 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 43180, "officialConfigError": null, "officialConfigValid": true, "successCount": 5617, "successRate": 0.13008337193144975, "wilsonLowerBound": 0.12694329089712694 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7243, "officialConfigError": null, "officialConfigValid": true, "successCount": 628, "successRate": 0.08670440425238161, "wilsonLowerBound": 0.08044079225749916 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 200, "officialConfigError": null, "officialConfigValid": true, "successCount": 36, "successRate": 0.18, "wilsonLowerBound": 0.1329455066253411 }, "vllm": { "framework": "vllm", "modelCount": 32252, "officialConfigError": null, "officialConfigValid": true, "successCount": 6049, "successRate": 0.18755426020091778, "wilsonLowerBound": 0.18333128051434153 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 61225, "officialConfigError": null, "officialConfigValid": true, "successCount": 12401, "successRate": 0.2025479787668436, "wilsonLowerBound": 0.1993831641508634 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 10371, "officialConfigError": null, "officialConfigValid": true, "successCount": 3058, "successRate": 0.29486066917365733, "wilsonLowerBound": 0.2861620247531009 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 14147, "officialConfigError": null, "officialConfigValid": true, "successCount": 3559, "successRate": 0.25157277161235597, "wilsonLowerBound": 0.244490463253843 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 63871, "officialConfigError": null, "officialConfigValid": true, "successCount": 17508, "successRate": 0.2741150130732257, "wilsonLowerBound": 0.2706692458667205 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 238, "officialConfigError": null, "officialConfigValid": true, "successCount": 154, "successRate": 0.6470588235294118, "wilsonLowerBound": 0.5844474394566809 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 47250, "officialConfigError": null, "officialConfigValid": true, "successCount": 20876, "successRate": 0.44182010582010584, "wilsonLowerBound": 0.43734721205240756 }, "vllm": { "framework": "vllm", "modelCount": 37638, "officialConfigError": null, "officialConfigValid": true, "successCount": 3945, "successRate": 0.10481428343695201, "wilsonLowerBound": 0.1017598736130076 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 773, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 } }, "Sunrise_pt-200-x1": { "sglang": { "framework": "sglang", "modelCount": 6282, "officialConfigError": null, "officialConfigValid": true, "successCount": 192, "successRate": 0.030563514804202482, "wilsonLowerBound": 0.02658539726335166 }, "vllm": { "framework": "vllm", "modelCount": 10042, "officialConfigError": null, "officialConfigValid": true, "successCount": 744, "successRate": 0.07408882692690699, "wilsonLowerBound": 0.06912729387165777 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 6410, "officialConfigError": null, "officialConfigValid": true, "successCount": 2766, "successRate": 0.4315132605304212, "wilsonLowerBound": 0.41943277205277346 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7394, "officialConfigError": null, "officialConfigValid": true, "successCount": 241, "successRate": 0.03259399513118745, "wilsonLowerBound": 0.028782966020733367 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 13992, "officialConfigError": null, "officialConfigValid": true, "successCount": 4547, "successRate": 0.3249714122355632, "wilsonLowerBound": 0.3172596897382483 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 27151, "officialConfigError": null, "officialConfigValid": true, "successCount": 13828, "successRate": 0.5092998416264595, "wilsonLowerBound": 0.5033524929824741 }, "vllm": { "framework": "vllm", "modelCount": 64215, "officialConfigError": null, "officialConfigValid": true, "successCount": 6607, "successRate": 0.1028887331620338, "wilsonLowerBound": 0.10056256303166106 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 12925, "officialConfigError": null, "officialConfigValid": true, "successCount": 1959, "successRate": 0.15156673114119923, "wilsonLowerBound": 0.1454879927066719 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-09-28T01:53:04.972002+00:00", "gpuStats": { "Ascend_910-b4": { "available": true, "backlogHours": 661.5632183908046, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.5, "queueFactor": 0.9134904591374388, "queueWeight": 0.9134904591374388, "recentSuccess": 60, "recentSuccessRate": 0.22988505747126436, "recentTerminal": 261, "recentWilsonLowerBound": 0.182976630448506, "running": 8, "selectionWeight": 2.283726147843597, "stale": false, "submissionEligible": true, "throughputPerHour": 43.5, "waiting": 28778 }, "Biren_166m": { "available": true, "backlogHours": 86.73417721518987, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.41311796126451994, "queueFactor": 1.2389711079448926, "queueWeight": 1.2389711079448926, "recentSuccess": 35, "recentSuccessRate": 0.11075949367088607, "recentTerminal": 316, "recentWilsonLowerBound": 0.08072387859383849, "running": 8, "selectionWeight": 0.5118412181798375, "stale": false, "submissionEligible": false, "throughputPerHour": 52.666666666666664, "waiting": 4568 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 436.14084507042253, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.2599044596374688, "queueFactor": 0.9724016886339157, "queueWeight": 0.9724016886339157, "recentSuccess": 21, "recentSuccessRate": 0.09859154929577464, "recentTerminal": 213, "recentWilsonLowerBound": 0.06539131111585818, "running": 7, "selectionWeight": 0.25273153543496, "stale": false, "submissionEligible": false, "throughputPerHour": 35.5, "waiting": 15483 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 211.74117647058824, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.4469298549769077, "queueFactor": 1.0837245711813401, "queueWeight": 1.0837245711813401, "recentSuccess": 30, "recentSuccessRate": 0.11764705882352941, "recentTerminal": 255, "recentWilsonLowerBound": 0.08366266556819867, "running": 7, "selectionWeight": 0.48434886543298783, "stale": false, "submissionEligible": false, "throughputPerHour": 42.5, "waiting": 8999 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 29.941747572815533, "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": 0.021844660194174758, "recentTerminal": 412, "recentWilsonLowerBound": 0.011534134525574797, "running": 24, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 68.66666666666667, "waiting": 2056 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 88.43076923076923, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.36005054081200283, "queueFactor": 1.2353761368691873, "queueWeight": 1.2353761368691873, "recentSuccess": 34, "recentSuccessRate": 0.10461538461538461, "recentTerminal": 325, "recentWilsonLowerBound": 0.07583345347332171, "running": 10, "selectionWeight": 0.4447978461859937, "stale": false, "submissionEligible": false, "throughputPerHour": 54.166666666666664, "waiting": 4790 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 538.8397790055249, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.2464789620611149, "queueFactor": 0.9420430959526142, "queueWeight": 0.9420430959526142, "recentSuccess": 18, "recentSuccessRate": 0.09944751381215469, "recentTerminal": 181, "recentWilsonLowerBound": 0.06383371231190103, "running": 2, "selectionWeight": 0.2321938045072396, "stale": false, "submissionEligible": false, "throughputPerHour": 30.166666666666668, "waiting": 16255 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 239.3, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.4683610336472255, "queueFactor": 1.0640163797837423, "queueWeight": 1.0640163797837423, "recentSuccess": 29, "recentSuccessRate": 0.12083333333333333, "recentTerminal": 240, "recentWilsonLowerBound": 0.08546293107499936, "running": 8, "selectionWeight": 0.49834381145309237, "stale": false, "submissionEligible": false, "throughputPerHour": 40.0, "waiting": 9572 }, "MetaX_c-500": { "available": true, "backlogHours": 251.7609561752988, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.3864898205744377, "queueFactor": 1.0559453974265975, "queueWeight": 1.0559453974265975, "recentSuccess": 28, "recentSuccessRate": 0.11155378486055777, "recentTerminal": 251, "recentWilsonLowerBound": 0.07831578137711291, "running": 4, "selectionWeight": 0.40811214718780897, "stale": false, "submissionEligible": false, "throughputPerHour": 41.833333333333336, "waiting": 10532 }, "Mthreads_s4000": { "available": true, "backlogHours": 627.3014354066985, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.8946494219885799, "queueFactor": 0.9208062878393013, "queueWeight": 0.9208062878393013, "recentSuccess": 33, "recentSuccessRate": 0.15789473684210525, "recentTerminal": 209, "recentWilsonLowerBound": 0.11469324557799278, "running": 4, "selectionWeight": 0.8237988131788808, "stale": false, "submissionEligible": false, "throughputPerHour": 34.833333333333336, "waiting": 21851 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 615.7546012269938, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.05, "queueFactor": 0.9233759707219977, "queueWeight": 0.9233759707219977, "recentSuccess": 7, "recentSuccessRate": 0.04294478527607362, "recentTerminal": 163, "recentWilsonLowerBound": 0.02095545365243486, "running": 2, "selectionWeight": 0.04616879853609989, "stale": false, "submissionEligible": false, "throughputPerHour": 27.166666666666668, "waiting": 16728 }, "Vastai_va16": { "available": true, "backlogHours": 361.90794979079493, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.4727539997667317, "queueFactor": 1.0, "queueWeight": 1.0, "recentSuccess": 29, "recentSuccessRate": 0.12133891213389121, "recentTerminal": 239, "recentWilsonLowerBound": 0.08582636476924285, "running": 16, "selectionWeight": 0.4727539997667317, "stale": false, "submissionEligible": false, "throughputPerHour": 39.833333333333336, "waiting": 14416 }, "hygon_k100-ai": { "available": true, "backlogHours": 467.8434782608695, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.34846972444975727, "queueFactor": 0.9622205581190689, "queueWeight": 0.9622205581190689, "recentSuccess": 25, "recentSuccessRate": 0.10869565217391304, "recentTerminal": 230, "recentWilsonLowerBound": 0.0747148637858305, "running": 6, "selectionWeight": 0.3353047327476436, "stale": false, "submissionEligible": false, "throughputPerHour": 38.333333333333336, "waiting": 17934 } }, "queueAttemptedAt": "2026-09-28T01:53:04.972002+00:00", "queueError": null, "queueUpdatedAt": "2026-09-28T01:53:04.972002+00:00", "supportedGpus": [ "Vastai_va16", "Cambricon_mlu-370-x4", "Kunlunxin_p-800", "Iluvatar_mrv-100", "Iluvatar_bi-150", "Ascend_910-b4", "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 }