{ "communityAttemptedAt": "2026-10-05T23:30:41.804535+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-10-05T23:30:41.804535+00:00", "frameworkAttemptedAt": "2026-10-05T22:50:41.762580+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b3": { "llamacpp": { "framework": "llamacpp", "modelCount": 41149, "officialConfigError": null, "officialConfigValid": true, "successCount": 20225, "successRate": 0.4915064764635836, "wilsonLowerBound": 0.48667708729595527 }, "vllm": { "framework": "vllm", "modelCount": 55104, "officialConfigError": null, "officialConfigValid": true, "successCount": 15162, "successRate": 0.27515243902439024, "wilsonLowerBound": 0.2714393635736996 }, "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": 3811, "officialConfigError": null, "officialConfigValid": true, "successCount": 1139, "successRate": 0.2988716872212018, "wilsonLowerBound": 0.28454638235606106 } }, "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 35807, "officialConfigError": null, "officialConfigValid": true, "successCount": 16609, "successRate": 0.4638478509788589, "wilsonLowerBound": 0.45868660545685636 }, "vllm": { "framework": "vllm", "modelCount": 39239, "officialConfigError": null, "officialConfigValid": true, "successCount": 10940, "successRate": 0.2788042508728561, "wilsonLowerBound": 0.27438923267711324 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 11753, "officialConfigError": null, "officialConfigValid": true, "successCount": 4927, "successRate": 0.4192121160554752, "wilsonLowerBound": 0.4103190586879144 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 64191, "officialConfigError": null, "officialConfigValid": true, "successCount": 12095, "successRate": 0.1884220529357698, "wilsonLowerBound": 0.1854155602991474 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 26680, "officialConfigError": null, "officialConfigValid": true, "successCount": 5739, "successRate": 0.21510494752623688, "wilsonLowerBound": 0.21021561118604548 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7409, "officialConfigError": null, "officialConfigValid": true, "successCount": 98, "successRate": 0.013227156161425294, "wilsonLowerBound": 0.010866422268208064 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26537, "officialConfigError": null, "officialConfigValid": true, "successCount": 3262, "successRate": 0.12292271168557109, "wilsonLowerBound": 0.11902658077635266 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16499, "officialConfigError": null, "officialConfigValid": true, "successCount": 1676, "successRate": 0.1015819140553973, "wilsonLowerBound": 0.09706454140970787 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 14371, "officialConfigError": null, "officialConfigValid": true, "successCount": 5778, "successRate": 0.40205970356968895, "wilsonLowerBound": 0.39407036984660976 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24598, "officialConfigError": null, "officialConfigValid": true, "successCount": 3800, "successRate": 0.15448410439873161, "wilsonLowerBound": 0.150021515170266 }, "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": 49410, "officialConfigError": null, "officialConfigValid": true, "successCount": 12359, "successRate": 0.2501315523173447, "wilsonLowerBound": 0.24633229007999688 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 23718, "officialConfigError": null, "officialConfigValid": true, "successCount": 3114, "successRate": 0.13129268909688843, "wilsonLowerBound": 0.12705425656385433 }, "vllm": { "framework": "vllm", "modelCount": 86882, "officialConfigError": null, "officialConfigValid": true, "successCount": 9768, "successRate": 0.11242835109689003, "wilsonLowerBound": 0.11034492462478135 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 44765, "officialConfigError": null, "officialConfigValid": true, "successCount": 5433, "successRate": 0.12136713950631073, "wilsonLowerBound": 0.11837447598982775 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 43314, "officialConfigError": null, "officialConfigValid": true, "successCount": 3611, "successRate": 0.08336796416862909, "wilsonLowerBound": 0.08080137717435144 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 91501, "officialConfigError": null, "officialConfigValid": true, "successCount": 22602, "successRate": 0.2470136938394116, "wilsonLowerBound": 0.24422989776081205 }, "transformers": { "framework": "transformers", "modelCount": 5466, "officialConfigError": null, "officialConfigValid": true, "successCount": 580, "successRate": 0.10611050128064398, "wilsonLowerBound": 0.09822058009522845 }, "vllm": { "framework": "vllm", "modelCount": 112796, "officialConfigError": null, "officialConfigValid": true, "successCount": 16529, "successRate": 0.14653888435760135, "wilsonLowerBound": 0.14448707498581614 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 21904, "officialConfigError": null, "officialConfigValid": true, "successCount": 3846, "successRate": 0.17558436815193573, "wilsonLowerBound": 0.1706027700700738 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 43494, "officialConfigError": null, "officialConfigValid": true, "successCount": 5659, "successRate": 0.13010990021612176, "wilsonLowerBound": 0.12698077967462934 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7726, "officialConfigError": null, "officialConfigValid": true, "successCount": 711, "successRate": 0.09202692208128398, "wilsonLowerBound": 0.08578235268705893 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 205, "officialConfigError": null, "officialConfigValid": true, "successCount": 37, "successRate": 0.18048780487804877, "wilsonLowerBound": 0.13387369642098657 }, "vllm": { "framework": "vllm", "modelCount": 33434, "officialConfigError": null, "officialConfigValid": true, "successCount": 6469, "successRate": 0.19348567326673446, "wilsonLowerBound": 0.18928658024275244 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 61425, "officialConfigError": null, "officialConfigValid": true, "successCount": 12414, "successRate": 0.2021001221001221, "wilsonLowerBound": 0.19894308561990273 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 13220, "officialConfigError": null, "officialConfigValid": true, "successCount": 3833, "successRate": 0.2899394856278366, "wilsonLowerBound": 0.28226672364911526 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 14885, "officialConfigError": null, "officialConfigValid": true, "successCount": 3676, "successRate": 0.24696002687269064, "wilsonLowerBound": 0.2400979639737632 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 66111, "officialConfigError": null, "officialConfigValid": true, "successCount": 18196, "successRate": 0.2752340760236572, "wilsonLowerBound": 0.2718425856216586 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 608, "officialConfigError": null, "officialConfigValid": true, "successCount": 373, "successRate": 0.6134868421052632, "wilsonLowerBound": 0.5741824560950987 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 47892, "officialConfigError": null, "officialConfigValid": true, "successCount": 21333, "successRate": 0.44543973941368076, "wilsonLowerBound": 0.44099292456018396 }, "vllm": { "framework": "vllm", "modelCount": 38830, "officialConfigError": null, "officialConfigValid": true, "successCount": 4428, "successRate": 0.11403553953129024, "wilsonLowerBound": 0.11091209227370373 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 945, "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": 6904, "officialConfigError": null, "officialConfigValid": true, "successCount": 3009, "successRate": 0.4358342989571263, "wilsonLowerBound": 0.42417630974846243 } }, "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": 15768, "officialConfigError": null, "officialConfigValid": true, "successCount": 4920, "successRate": 0.3120243531202435, "wilsonLowerBound": 0.3048390392271801 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 27754, "officialConfigError": null, "officialConfigValid": true, "successCount": 14131, "successRate": 0.5091518339698782, "wilsonLowerBound": 0.503269441473774 }, "vllm": { "framework": "vllm", "modelCount": 66121, "officialConfigError": null, "officialConfigValid": true, "successCount": 6925, "successRate": 0.10473223332980446, "wilsonLowerBound": 0.10242114004686016 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 13318, "officialConfigError": null, "officialConfigValid": true, "successCount": 2087, "successRate": 0.15670521099264154, "wilsonLowerBound": 0.15063028349558744 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-10-05T23:33:09.347865+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 1128.6808510638298, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.5841195622047002, "queueFactor": 0.9903919844825645, "queueWeight": 0.9903919844825645, "recentSuccess": 49, "recentSuccessRate": 0.3475177304964539, "recentTerminal": 141, "recentWilsonLowerBound": 0.2739065185755898, "running": 8, "selectionWeight": 1.5688993168695642, "stale": false, "submissionEligible": true, "throughputPerHour": 23.5, "waiting": 26524 }, "Ascend_910-b4": { "available": true, "backlogHours": 1345.7209302325582, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.5, "queueFactor": 0.9646050678719875, "queueWeight": 0.9646050678719875, "recentSuccess": 54, "recentSuccessRate": 0.4186046511627907, "recentTerminal": 129, "recentWilsonLowerBound": 0.33703226754400983, "running": 8, "selectionWeight": 2.411512669679969, "stale": false, "submissionEligible": true, "throughputPerHour": 21.5, "waiting": 28933 }, "Biren_166m": { "available": true, "backlogHours": 114.68571428571428, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.5734009145509312, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 40, "recentSuccessRate": 0.22857142857142856, "recentTerminal": 175, "recentWilsonLowerBound": 0.17258300051162945, "running": 8, "selectionWeight": 0.7454211889162107, "stale": false, "submissionEligible": true, "throughputPerHour": 29.166666666666668, "waiting": 3345 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1137.9285714285713, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.1801256276167264, "queueFactor": 0.9891804855963575, "queueWeight": 0.9891804855963575, "recentSuccess": 14, "recentSuccessRate": 0.16666666666666666, "recentTerminal": 84, "recentWilsonLowerBound": 0.10195649348099849, "running": 7, "selectionWeight": 0.1781767557942621, "stale": false, "submissionEligible": false, "throughputPerHour": 14.0, "waiting": 15931 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 377.9548872180451, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.3452609101248554, "queueFactor": 1.1670159602608614, "queueWeight": 1.1670159602608614, "recentSuccess": 26, "recentSuccessRate": 0.19548872180451127, "recentTerminal": 133, "recentWilsonLowerBound": 0.13704293942095672, "running": 7, "selectionWeight": 0.40292499256989706, "stale": false, "submissionEligible": false, "throughputPerHour": 22.166666666666668, "waiting": 8378 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 45.71553610503282, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 16, "recentSuccessRate": 0.0350109409190372, "recentTerminal": 457, "recentWilsonLowerBound": 0.021663301503498624, "running": 24, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 76.16666666666667, "waiting": 3482 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 132.4109589041096, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.11038763536269458, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 33, "recentSuccessRate": 0.11301369863013698, "recentTerminal": 292, "recentWilsonLowerBound": 0.08161190064023771, "running": 4, "selectionWeight": 0.14350392597150297, "stale": false, "submissionEligible": false, "throughputPerHour": 48.666666666666664, "waiting": 6444 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 2078.6666666666665, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 1.1013212077336587, "queueFactor": 0.9037016237260252, "queueWeight": 0.9037016237260252, "recentSuccess": 16, "recentSuccessRate": 0.35555555555555557, "recentTerminal": 45, "recentWilsonLowerBound": 0.23218891356904045, "running": 2, "selectionWeight": 0.9952657636728145, "stale": false, "submissionEligible": true, "throughputPerHour": 7.5, "waiting": 15590 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 398.17322834645665, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.18942914961057852, "queueFactor": 1.1579291361571418, "queueWeight": 1.1579291361571418, "recentSuccess": 20, "recentSuccessRate": 0.15748031496062992, "recentTerminal": 127, "recentWilsonLowerBound": 0.1043173129612993, "running": 8, "selectionWeight": 0.21934553157155917, "stale": false, "submissionEligible": false, "throughputPerHour": 21.166666666666668, "waiting": 8428 }, "MetaX_c-500": { "available": true, "backlogHours": 587.6435643564357, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 1.2181499958644812, "queueFactor": 1.0922591529845014, "queueWeight": 1.0922591529845014, "recentSuccess": 33, "recentSuccessRate": 0.32673267326732675, "recentTerminal": 101, "recentWilsonLowerBound": 0.2430773845289514, "running": 4, "selectionWeight": 1.330535482691012, "stale": false, "submissionEligible": true, "throughputPerHour": 16.833333333333332, "waiting": 9892 }, "Mthreads_s4000": { "available": true, "backlogHours": 1684.4615384615386, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 2.0478941184951145, "queueFactor": 0.9326605892747242, "queueWeight": 0.9326605892747242, "recentSuccess": 32, "recentSuccessRate": 0.41025641025641024, "recentTerminal": 78, "recentWilsonLowerBound": 0.3078173313444522, "running": 4, "selectionWeight": 1.9099901353278952, "stale": false, "submissionEligible": true, "throughputPerHour": 13.0, "waiting": 21898 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 2274.9333333333334, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.20847344430809792, "queueFactor": 0.8915536641595363, "queueWeight": 0.8915536641595363, "recentSuccess": 9, "recentSuccessRate": 0.2, "recentTerminal": 45, "recentWilsonLowerBound": 0.10896004402509006, "running": 2, "selectionWeight": 0.1858652631528437, "stale": false, "submissionEligible": false, "throughputPerHour": 7.5, "waiting": 17062 }, "Vastai_va16": { "available": true, "backlogHours": 1182.375, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.05, "queueFactor": 0.9835116408506115, "queueWeight": 0.9835116408506115, "recentSuccess": 6, "recentSuccessRate": 0.075, "recentTerminal": 80, "recentWilsonLowerBound": 0.03482477485108787, "running": 16, "selectionWeight": 0.04917558204253058, "stale": false, "submissionEligible": false, "throughputPerHour": 13.333333333333334, "waiting": 15765 }, "hygon_k100-ai": { "available": true, "backlogHours": 987.9669421487603, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.11473801835139963, "queueFactor": 1.0103722933690673, "queueWeight": 1.0103722933690673, "recentSuccess": 16, "recentSuccessRate": 0.1322314049586777, "recentTerminal": 121, "recentWilsonLowerBound": 0.08305846637525202, "running": 6, "selectionWeight": 0.11592811473832577, "stale": false, "submissionEligible": false, "throughputPerHour": 20.166666666666668, "waiting": 19924 } }, "queueAttemptedAt": "2026-10-05T23:24:49.174851+00:00", "queueError": null, "queueUpdatedAt": "2026-10-05T23:24:49.174851+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 }