{ "communityAttemptedAt": "2026-10-15T00:18:33.970189+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-10-15T00:18:33.970189+00:00", "frameworkAttemptedAt": "2026-10-14T22:57:20.202114+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b3": { "llamacpp": { "framework": "llamacpp", "modelCount": 42724, "officialConfigError": null, "officialConfigValid": true, "successCount": 21308, "successRate": 0.4987360734013669, "wilsonLowerBound": 0.49399519516728413 }, "vllm": { "framework": "vllm", "modelCount": 57216, "officialConfigError": null, "officialConfigValid": true, "successCount": 15421, "successRate": 0.2695225111856823, "wilsonLowerBound": 0.26590228839940233 }, "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": 4663, "officialConfigError": null, "officialConfigValid": true, "successCount": 1433, "successRate": 0.3073128886982629, "wilsonLowerBound": 0.29423312846961064 } }, "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 37510, "officialConfigError": null, "officialConfigValid": true, "successCount": 17730, "successRate": 0.47267395361237, "wilsonLowerBound": 0.4676245486684042 }, "vllm": { "framework": "vllm", "modelCount": 40099, "officialConfigError": null, "officialConfigValid": true, "successCount": 11058, "successRate": 0.2757674754981421, "wilsonLowerBound": 0.2714149002709288 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 13207, "officialConfigError": null, "officialConfigValid": true, "successCount": 5512, "successRate": 0.41735443325509197, "wilsonLowerBound": 0.4089694080151087 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 64222, "officialConfigError": null, "officialConfigValid": true, "successCount": 12096, "successRate": 0.18834667247983558, "wilsonLowerBound": 0.18534137010842236 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 31723, "officialConfigError": null, "officialConfigValid": true, "successCount": 6805, "successRate": 0.21451312927528923, "wilsonLowerBound": 0.210030679551531 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 8014, "officialConfigError": null, "officialConfigValid": true, "successCount": 112, "successRate": 0.013975542800099825, "wilsonLowerBound": 0.011628341029058579 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26684, "officialConfigError": null, "officialConfigValid": true, "successCount": 3281, "successRate": 0.12295757757457652, "wilsonLowerBound": 0.11907155839180301 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16512, "officialConfigError": null, "officialConfigValid": true, "successCount": 1676, "successRate": 0.10150193798449612, "wilsonLowerBound": 0.09698793477280081 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 16220, "officialConfigError": null, "officialConfigValid": true, "successCount": 6368, "successRate": 0.39260172626387174, "wilsonLowerBound": 0.38511275197946726 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24788, "officialConfigError": null, "officialConfigValid": true, "successCount": 3808, "successRate": 0.15362272067129257, "wilsonLowerBound": 0.14918746727178753 }, "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": 52903, "officialConfigError": null, "officialConfigValid": true, "successCount": 13332, "successRate": 0.2520083927187494, "wilsonLowerBound": 0.24832674510337463 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 24832, "officialConfigError": null, "officialConfigValid": true, "successCount": 3160, "successRate": 0.12725515463917525, "wilsonLowerBound": 0.1231676632434203 }, "vllm": { "framework": "vllm", "modelCount": 87044, "officialConfigError": null, "officialConfigValid": true, "successCount": 9772, "successRate": 0.11226506134828362, "wilsonLowerBound": 0.1101848973616574 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 47128, "officialConfigError": null, "officialConfigValid": true, "successCount": 5601, "successRate": 0.11884654557800034, "wilsonLowerBound": 0.11595586634595176 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 48459, "officialConfigError": null, "officialConfigValid": true, "successCount": 3727, "successRate": 0.07691037784518871, "wilsonLowerBound": 0.0745713981624979 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 94264, "officialConfigError": null, "officialConfigValid": true, "successCount": 23615, "successRate": 0.25051981668505474, "wilsonLowerBound": 0.2477638168315434 }, "transformers": { "framework": "transformers", "modelCount": 5599, "officialConfigError": null, "officialConfigValid": true, "successCount": 588, "successRate": 0.10501875334881229, "wilsonLowerBound": 0.09725728475947151 }, "vllm": { "framework": "vllm", "modelCount": 112880, "officialConfigError": null, "officialConfigValid": true, "successCount": 16533, "successRate": 0.1464652728561304, "wilsonLowerBound": 0.14441465435074266 }, "vllm-0.17.0": { "framework": "vllm-0.17.0", "modelCount": 176, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 1.6976680132512056e-18 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 24195, "officialConfigError": null, "officialConfigValid": true, "successCount": 4053, "successRate": 0.1675139491630502, "wilsonLowerBound": 0.16286129352933562 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 43744, "officialConfigError": null, "officialConfigValid": true, "successCount": 5690, "successRate": 0.13007498171177762, "wilsonLowerBound": 0.12695508533831923 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 8240, "officialConfigError": null, "officialConfigValid": true, "successCount": 781, "successRate": 0.09478155339805826, "wilsonLowerBound": 0.08864446752081583 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 205, "officialConfigError": null, "officialConfigValid": true, "successCount": 37, "successRate": 0.18048780487804877, "wilsonLowerBound": 0.13387369642098657 }, "vllm": { "framework": "vllm", "modelCount": 34749, "officialConfigError": null, "officialConfigValid": true, "successCount": 6909, "successRate": 0.19882586549253217, "wilsonLowerBound": 0.19466278064202405 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 61520, "officialConfigError": null, "officialConfigValid": true, "successCount": 12425, "successRate": 0.2019668400520156, "wilsonLowerBound": 0.19881301746942115 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 16662, "officialConfigError": null, "officialConfigValid": true, "successCount": 4700, "successRate": 0.2820789821149922, "wilsonLowerBound": 0.27529674218921135 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 15661, "officialConfigError": null, "officialConfigValid": true, "successCount": 3792, "successRate": 0.24213013217546772, "wilsonLowerBound": 0.23548473735472258 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 68467, "officialConfigError": null, "officialConfigValid": true, "successCount": 18841, "successRate": 0.2751836651233441, "wilsonLowerBound": 0.27185100503407955 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 1149, "officialConfigError": null, "officialConfigValid": true, "successCount": 692, "successRate": 0.6022628372497825, "wilsonLowerBound": 0.5736671561158383 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 48474, "officialConfigError": null, "officialConfigValid": true, "successCount": 21730, "successRate": 0.4482815529974832, "wilsonLowerBound": 0.4438585567569405 }, "vllm": { "framework": "vllm", "modelCount": 40219, "officialConfigError": null, "officialConfigValid": true, "successCount": 4923, "successRate": 0.12240483353638827, "wilsonLowerBound": 0.11923762634478116 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 1123, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 } }, "Sunrise_pt-200-x1": { "sglang": { "framework": "sglang", "modelCount": 6288, "officialConfigError": null, "officialConfigValid": true, "successCount": 192, "successRate": 0.030534351145038167, "wilsonLowerBound": 0.02655998124483518 }, "vllm": { "framework": "vllm", "modelCount": 10093, "officialConfigError": null, "officialConfigValid": true, "successCount": 763, "successRate": 0.07559694838006539, "wilsonLowerBound": 0.07059950132152285 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 7469, "officialConfigError": null, "officialConfigValid": true, "successCount": 3275, "successRate": 0.4384790467264694, "wilsonLowerBound": 0.42726016064762196 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7424, "officialConfigError": null, "officialConfigValid": true, "successCount": 245, "successRate": 0.0330010775862069, "wilsonLowerBound": 0.029172852259161434 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 18665, "officialConfigError": null, "officialConfigValid": true, "successCount": 5462, "successRate": 0.2926332708277525, "wilsonLowerBound": 0.28614928426949865 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 28600, "officialConfigError": null, "officialConfigValid": true, "successCount": 14638, "successRate": 0.5118181818181818, "wilsonLowerBound": 0.5060237408911125 }, "vllm": { "framework": "vllm", "modelCount": 67662, "officialConfigError": null, "officialConfigValid": true, "successCount": 7256, "successRate": 0.10723892288138098, "wilsonLowerBound": 0.10492972320852462 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 13841, "officialConfigError": null, "officialConfigValid": true, "successCount": 2355, "successRate": 0.17014666570334513, "wilsonLowerBound": 0.1639782413998138 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-10-15T00:32:47.751286+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 1089.1168831168832, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.5, "queueFactor": 0.9974424834503713, "queueWeight": 0.9974424834503713, "recentSuccess": 49, "recentSuccessRate": 0.3181818181818182, "recentTerminal": 154, "recentWilsonLowerBound": 0.24980868330249215, "running": 8, "selectionWeight": 2.4936062086259283, "stale": false, "submissionEligible": true, "throughputPerHour": 25.666666666666668, "waiting": 27954 }, "Ascend_910-b4": { "available": true, "backlogHours": 1052.245810055866, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.963902768798825, "queueFactor": 1.0026086674009944, "queueWeight": 1.0026086674009944, "recentSuccess": 51, "recentSuccessRate": 0.2849162011173184, "recentTerminal": 179, "recentWilsonLowerBound": 0.2238525591933015, "running": 8, "selectionWeight": 1.9690259379305133, "stale": false, "submissionEligible": true, "throughputPerHour": 29.833333333333332, "waiting": 31392 }, "Biren_166m": { "available": true, "backlogHours": 137.11607142857142, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.08943863226879936, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 19, "recentSuccessRate": 0.08482142857142858, "recentTerminal": 224, "recentWilsonLowerBound": 0.05497259399512664, "running": 8, "selectionWeight": 0.11627022194943917, "stale": false, "submissionEligible": true, "throughputPerHour": 37.333333333333336, "waiting": 5119 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1571.2615384615383, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.9071874287415382, "queueFactor": 0.9440864478582462, "queueWeight": 0.9440864478582462, "recentSuccess": 16, "recentSuccessRate": 0.24615384615384617, "recentTerminal": 65, "recentWilsonLowerBound": 0.1575785436701859, "running": 7, "selectionWeight": 0.8564633571422547, "stale": false, "submissionEligible": true, "throughputPerHour": 10.833333333333334, "waiting": 17022 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 484.94736842105266, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 1.0469259874335597, "queueFactor": 1.1261463781748597, "queueWeight": 1.1261463781748597, "recentSuccess": 27, "recentSuccessRate": 0.23684210526315788, "recentTerminal": 114, "recentWilsonLowerBound": 0.16818157933444355, "running": 7, "selectionWeight": 1.178991908965442, "stale": false, "submissionEligible": true, "throughputPerHour": 19.0, "waiting": 9214 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 50.96021220159151, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 4, "recentSuccessRate": 0.010610079575596816, "recentTerminal": 377, "recentWilsonLowerBound": 0.004133506509170726, "running": 24, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 62.833333333333336, "waiting": 3202 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 204.64485981308414, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.11372185052589341, "queueFactor": 1.2817369647541492, "queueWeight": 1.2817369647541492, "recentSuccess": 20, "recentSuccessRate": 0.09345794392523364, "recentTerminal": 214, "recentWilsonLowerBound": 0.061314593416230995, "running": 13, "selectionWeight": 0.14576149951928366, "stale": false, "submissionEligible": true, "throughputPerHour": 35.666666666666664, "waiting": 7299 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 1333.5833333333333, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.31902897651530926, "queueFactor": 0.967600338432204, "queueWeight": 0.967600338432204, "recentSuccess": 12, "recentSuccessRate": 0.16666666666666666, "recentTerminal": 72, "recentWilsonLowerBound": 0.09799275085321624, "running": 2, "selectionWeight": 0.30869254564589294, "stale": false, "submissionEligible": true, "throughputPerHour": 12.0, "waiting": 16003 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 377.52857142857147, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.6567980837958749, "queueFactor": 1.1692478008928133, "queueWeight": 1.1692478008928133, "recentSuccess": 27, "recentSuccessRate": 0.19285714285714287, "recentTerminal": 140, "recentWilsonLowerBound": 0.13606304869402092, "running": 8, "selectionWeight": 0.7679597151089405, "stale": false, "submissionEligible": true, "throughputPerHour": 23.333333333333332, "waiting": 8809 }, "MetaX_c-500": { "available": true, "backlogHours": 546.3025210084033, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.9494760314319641, "queueFactor": 1.106201020476011, "queueWeight": 1.106201020476011, "recentSuccess": 27, "recentSuccessRate": 0.226890756302521, "recentTerminal": 119, "recentWilsonLowerBound": 0.16087596514594535, "running": 4, "selectionWeight": 1.050311354887552, "stale": false, "submissionEligible": true, "throughputPerHour": 19.833333333333332, "waiting": 10835 }, "Mthreads_s4000": { "available": true, "backlogHours": 1696.1538461538462, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.11160874085729523, "queueFactor": 0.9333171565406151, "queueWeight": 0.9333171565406151, "recentSuccess": 10, "recentSuccessRate": 0.10989010989010989, "recentTerminal": 91, "recentWilsonLowerBound": 0.06079407536219414, "running": 4, "selectionWeight": 0.10416635266200916, "stale": false, "submissionEligible": true, "throughputPerHour": 15.166666666666666, "waiting": 25725 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 2862.789473684211, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.27911442281384147, "queueFactor": 0.8628407024499335, "queueWeight": 0.8628407024499335, "recentSuccess": 7, "recentSuccessRate": 0.18421052631578946, "recentTerminal": 38, "recentWilsonLowerBound": 0.0922164845325749, "running": 2, "selectionWeight": 0.2408312846446027, "stale": false, "submissionEligible": true, "throughputPerHour": 6.333333333333333, "waiting": 18131 }, "Vastai_va16": { "available": true, "backlogHours": 1258.6153846153845, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.05, "queueFactor": 0.9760343001454982, "queueWeight": 0.9760343001454982, "recentSuccess": 4, "recentSuccessRate": 0.05128205128205128, "recentTerminal": 78, "recentWilsonLowerBound": 0.020120686846503352, "running": 16, "selectionWeight": 0.04880171500727491, "stale": false, "submissionEligible": false, "throughputPerHour": 13.0, "waiting": 16362 }, "hygon_k100-ai": { "available": true, "backlogHours": 1147.6695652173912, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.9280472838110637, "queueFactor": 0.9896383254367608, "queueWeight": 0.9896383254367608, "recentSuccess": 26, "recentSuccessRate": 0.22608695652173913, "recentTerminal": 115, "recentWilsonLowerBound": 0.15921531717670895, "running": 6, "selectionWeight": 0.9184311598769154, "stale": false, "submissionEligible": true, "throughputPerHour": 19.166666666666668, "waiting": 21997 } }, "queueAttemptedAt": "2026-10-15T00:32:47.751286+00:00", "queueError": null, "queueUpdatedAt": "2026-10-15T00:32:47.751286+00:00", "supportedGpus": [ "Cambricon_mlu-370-x4", "Vastai_va16", "Iluvatar_mrv-100", "Kunlunxin_p-800", "Iluvatar_bi-150", "Ascend_910-b3", "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 }