{ "communityAttemptedAt": "2026-10-13T00:54:13.770167+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-10-13T00:54:13.770167+00:00", "frameworkAttemptedAt": "2026-10-12T21:50:41.480631+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b3": { "llamacpp": { "framework": "llamacpp", "modelCount": 42360, "officialConfigError": null, "officialConfigValid": true, "successCount": 21063, "successRate": 0.49723796033994333, "wilsonLowerBound": 0.4924769520735076 }, "vllm": { "framework": "vllm", "modelCount": 56752, "officialConfigError": null, "officialConfigValid": true, "successCount": 15374, "successRate": 0.27089794192275163, "wilsonLowerBound": 0.26725706579432024 }, "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": 4459, "officialConfigError": null, "officialConfigValid": true, "successCount": 1357, "successRate": 0.304328324736488, "wilsonLowerBound": 0.29099602107471606 } }, "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 37195, "officialConfigError": null, "officialConfigValid": true, "successCount": 17515, "successRate": 0.4708966258905767, "wilsonLowerBound": 0.46582710297026675 }, "vllm": { "framework": "vllm", "modelCount": 39911, "officialConfigError": null, "officialConfigValid": true, "successCount": 11033, "successRate": 0.276440079176167, "wilsonLowerBound": 0.27207394702193854 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 12930, "officialConfigError": null, "officialConfigValid": true, "successCount": 5415, "successRate": 0.41879350348027844, "wilsonLowerBound": 0.41031487654818855 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 64218, "officialConfigError": null, "officialConfigValid": true, "successCount": 12096, "successRate": 0.18835840418574232, "wilsonLowerBound": 0.18535293578346468 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 30485, "officialConfigError": null, "officialConfigValid": true, "successCount": 6619, "successRate": 0.21712317533213055, "wilsonLowerBound": 0.21253076513752783 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7814, "officialConfigError": null, "officialConfigValid": true, "successCount": 108, "successRate": 0.01382134630151011, "wilsonLowerBound": 0.011461237740669542 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26649, "officialConfigError": null, "officialConfigValid": true, "successCount": 3276, "successRate": 0.12293144208037825, "wilsonLowerBound": 0.11904327133874457 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16509, "officialConfigError": null, "officialConfigValid": true, "successCount": 1676, "successRate": 0.10152038282149131, "wilsonLowerBound": 0.09700560249213372 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 15828, "officialConfigError": null, "officialConfigValid": true, "successCount": 6228, "successRate": 0.3934799090219864, "wilsonLowerBound": 0.38589589495011056 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24768, "officialConfigError": null, "officialConfigValid": true, "successCount": 3807, "successRate": 0.1537063953488372, "wilsonLowerBound": 0.14926835981797462 }, "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": 52105, "officialConfigError": null, "officialConfigValid": true, "successCount": 13138, "successRate": 0.25214470780155457, "wilsonLowerBound": 0.2484344361777716 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 24747, "officialConfigError": null, "officialConfigValid": true, "successCount": 3155, "successRate": 0.12749020083242413, "wilsonLowerBound": 0.12339248588869742 }, "vllm": { "framework": "vllm", "modelCount": 87016, "officialConfigError": null, "officialConfigValid": true, "successCount": 9772, "successRate": 0.11230118598878368, "wilsonLowerBound": 0.11022039376368079 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 46405, "officialConfigError": null, "officialConfigValid": true, "successCount": 5576, "successRate": 0.1201594655748303, "wilsonLowerBound": 0.1172324783346903 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 47418, "officialConfigError": null, "officialConfigValid": true, "successCount": 3685, "successRate": 0.0777131047281623, "wilsonLowerBound": 0.075337459565642 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 93913, "officialConfigError": null, "officialConfigValid": true, "successCount": 23435, "successRate": 0.24953946737938304, "wilsonLowerBound": 0.24678200053366212 }, "transformers": { "framework": "transformers", "modelCount": 5572, "officialConfigError": null, "officialConfigValid": true, "successCount": 585, "successRate": 0.10498923187365398, "wilsonLowerBound": 0.09721064606849522 }, "vllm": { "framework": "vllm", "modelCount": 112861, "officialConfigError": null, "officialConfigValid": true, "successCount": 16530, "successRate": 0.1464633487209931, "wilsonLowerBound": 0.1444125699155812 }, "vllm-0.17.0": { "framework": "vllm-0.17.0", "modelCount": 120, "officialConfigError": null, "officialConfigValid": true, "successCount": 1, "successRate": 0.008333333333333333, "wilsonLowerBound": 0.001472517830674953 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 23783, "officialConfigError": null, "officialConfigValid": true, "successCount": 4025, "successRate": 0.16923853172434092, "wilsonLowerBound": 0.16452651269143395 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 43652, "officialConfigError": null, "officialConfigValid": true, "successCount": 5679, "successRate": 0.1300971318610831, "wilsonLowerBound": 0.1269737532851663 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 8155, "officialConfigError": null, "officialConfigValid": true, "successCount": 765, "successRate": 0.09380748007357449, "wilsonLowerBound": 0.08766924002476507 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 205, "officialConfigError": null, "officialConfigValid": true, "successCount": 37, "successRate": 0.18048780487804877, "wilsonLowerBound": 0.13387369642098657 }, "vllm": { "framework": "vllm", "modelCount": 34435, "officialConfigError": null, "officialConfigValid": true, "successCount": 6831, "successRate": 0.19837374764048207, "wilsonLowerBound": 0.19419553553479527 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 61492, "officialConfigError": null, "officialConfigValid": true, "successCount": 12424, "successRate": 0.20204254211930006, "wilsonLowerBound": 0.19888755705660985 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 15891, "officialConfigError": null, "officialConfigValid": true, "successCount": 4477, "successRate": 0.2817317978730099, "wilsonLowerBound": 0.27479093807463684 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 15435, "officialConfigError": null, "officialConfigValid": true, "successCount": 3757, "successRate": 0.24340783932620666, "wilsonLowerBound": 0.23670203613311128 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 67946, "officialConfigError": null, "officialConfigValid": true, "successCount": 18703, "successRate": 0.2752627086215524, "wilsonLowerBound": 0.2719170411797524 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 1006, "officialConfigError": null, "officialConfigValid": true, "successCount": 606, "successRate": 0.6023856858846919, "wilsonLowerBound": 0.5718082234982131 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 48428, "officialConfigError": null, "officialConfigValid": true, "successCount": 21730, "successRate": 0.44870735937887174, "wilsonLowerBound": 0.4442818386447585 }, "vllm": { "framework": "vllm", "modelCount": 39885, "officialConfigError": null, "officialConfigValid": true, "successCount": 4817, "successRate": 0.12077222013288204, "wilsonLowerBound": 0.11761063627759796 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 1084, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 } }, "Sunrise_pt-200-x1": { "sglang": { "framework": "sglang", "modelCount": 6287, "officialConfigError": null, "officialConfigValid": true, "successCount": 192, "successRate": 0.030539207889295372, "wilsonLowerBound": 0.02656421387260057 }, "vllm": { "framework": "vllm", "modelCount": 10086, "officialConfigError": null, "officialConfigValid": true, "successCount": 761, "successRate": 0.07545112036486218, "wilsonLowerBound": 0.0704566169499525 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 7329, "officialConfigError": null, "officialConfigValid": true, "successCount": 3219, "successRate": 0.43921408104789195, "wilsonLowerBound": 0.42788645002328324 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7422, "officialConfigError": null, "officialConfigValid": true, "successCount": 245, "successRate": 0.03300997035839397, "wilsonLowerBound": 0.029180728018680917 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 18276, "officialConfigError": null, "officialConfigValid": true, "successCount": 5411, "successRate": 0.2960713504049026, "wilsonLowerBound": 0.2894959828197122 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 28412, "officialConfigError": null, "officialConfigValid": true, "successCount": 14527, "successRate": 0.5112980430803886, "wilsonLowerBound": 0.505484390899727 }, "vllm": { "framework": "vllm", "modelCount": 67335, "officialConfigError": null, "officialConfigValid": true, "successCount": 7191, "successRate": 0.10679438627756739, "wilsonLowerBound": 0.1044839335496245 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 13713, "officialConfigError": null, "officialConfigValid": true, "successCount": 2294, "successRate": 0.16728651644425, "wilsonLowerBound": 0.16113292647225747 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-10-13T01:04:40.556024+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 1073.620253164557, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.389297296714166, "queueFactor": 0.9892863260015354, "queueWeight": 0.9892863260015354, "recentSuccess": 51, "recentSuccessRate": 0.3227848101265823, "recentTerminal": 158, "recentWilsonLowerBound": 0.2548357131436929, "running": 8, "selectionWeight": 2.363699144391758, "stale": false, "submissionEligible": true, "throughputPerHour": 26.333333333333332, "waiting": 28272 }, "Ascend_910-b4": { "available": true, "backlogHours": 1349.8260869565217, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.5, "queueFactor": 0.9558900434803481, "queueWeight": 0.9558900434803481, "recentSuccess": 46, "recentSuccessRate": 0.3333333333333333, "recentTerminal": 138, "recentWilsonLowerBound": 0.2601363945138096, "running": 8, "selectionWeight": 2.3897251087008704, "stale": false, "submissionEligible": true, "throughputPerHour": 23.0, "waiting": 31046 }, "Biren_166m": { "available": true, "backlogHours": 152.4519230769231, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.48589367459163524, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 35, "recentSuccessRate": 0.16826923076923078, "recentTerminal": 208, "recentWilsonLowerBound": 0.12354866085094093, "running": 8, "selectionWeight": 0.6316617769691258, "stale": false, "submissionEligible": true, "throughputPerHour": 34.666666666666664, "waiting": 5285 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 924.8333333333334, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.18071766615512547, "queueFactor": 1.0116728368049284, "queueWeight": 1.0116728368049284, "recentSuccess": 14, "recentSuccessRate": 0.12962962962962962, "recentTerminal": 108, "recentWilsonLowerBound": 0.07881199094174575, "running": 7, "selectionWeight": 0.18282715397992177, "stale": false, "submissionEligible": true, "throughputPerHour": 18.0, "waiting": 16647 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 389.2992700729927, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.5141813217951957, "queueFactor": 1.1518795609556485, "queueWeight": 1.1518795609556485, "recentSuccess": 25, "recentSuccessRate": 0.18248175182481752, "recentTerminal": 137, "recentWilsonLowerBound": 0.12676767353162913, "running": 7, "selectionWeight": 0.592274955201045, "stale": false, "submissionEligible": true, "throughputPerHour": 22.833333333333332, "waiting": 8889 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 54.741379310344826, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 21, "recentSuccessRate": 0.0603448275862069, "recentTerminal": 348, "recentWilsonLowerBound": 0.03980431028168225, "running": 24, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 58.0, "waiting": 3175 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 205.44927536231884, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.27428677712023175, "queueFactor": 1.2677800651019464, "queueWeight": 1.2677800651019464, "recentSuccess": 28, "recentSuccessRate": 0.13526570048309178, "recentTerminal": 207, "recentWilsonLowerBound": 0.09527037451942912, "running": 6, "selectionWeight": 0.3477353081540905, "stale": false, "submissionEligible": true, "throughputPerHour": 34.5, "waiting": 7088 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 1723.6666666666667, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.3314123406168582, "queueFactor": 0.9214708859309096, "queueWeight": 0.9214708859309096, "recentSuccess": 10, "recentSuccessRate": 0.18518518518518517, "recentTerminal": 54, "recentWilsonLowerBound": 0.10382574505942958, "running": 2, "selectionWeight": 0.3053868231166527, "stale": false, "submissionEligible": true, "throughputPerHour": 9.0, "waiting": 15513 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 280.7403314917127, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.6646043999774758, "queueFactor": 1.209773004884032, "queueWeight": 1.209773004884032, "recentSuccess": 35, "recentSuccessRate": 0.19337016574585636, "recentTerminal": 181, "recentWilsonLowerBound": 0.1424512318417564, "running": 8, "selectionWeight": 0.8040204620199, "stale": false, "submissionEligible": true, "throughputPerHour": 30.166666666666668, "waiting": 8469 }, "MetaX_c-500": { "available": true, "backlogHours": 447.02097902097904, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.6918263970267058, "queueFactor": 1.1282372252147774, "queueWeight": 1.1282372252147774, "recentSuccess": 29, "recentSuccessRate": 0.20279720279720279, "recentTerminal": 143, "recentWilsonLowerBound": 0.1450743778152789, "running": 4, "selectionWeight": 0.7805442945117474, "stale": false, "submissionEligible": true, "throughputPerHour": 23.833333333333332, "waiting": 10654 }, "Mthreads_s4000": { "available": true, "backlogHours": 2575.862068965517, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 2.3017339168015627, "queueFactor": 0.8675833724596977, "queueWeight": 0.8675833724596977, "recentSuccess": 21, "recentSuccessRate": 0.3620689655172414, "recentTerminal": 58, "recentWilsonLowerBound": 0.25054734348500335, "running": 4, "selectionWeight": 1.9969460740435692, "stale": false, "submissionEligible": true, "throughputPerHour": 9.666666666666666, "waiting": 24900 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 2115.96, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.08580179297483866, "queueFactor": 0.8935595331848305, "queueWeight": 0.8935595331848305, "recentSuccess": 6, "recentSuccessRate": 0.12, "recentTerminal": 50, "recentWilsonLowerBound": 0.05617523710624645, "running": 2, "selectionWeight": 0.0766690100770183, "stale": false, "submissionEligible": true, "throughputPerHour": 8.333333333333334, "waiting": 17633 }, "Vastai_va16": { "available": true, "backlogHours": 1145.7108433734938, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.12550616855833382, "queueFactor": 0.979689282645013, "queueWeight": 0.979689282645013, "recentSuccess": 10, "recentSuccessRate": 0.12048192771084337, "recentTerminal": 83, "recentWilsonLowerBound": 0.0667761844053888, "running": 16, "selectionWeight": 0.12295704824243815, "stale": false, "submissionEligible": true, "throughputPerHour": 13.833333333333334, "waiting": 15849 }, "hygon_k100-ai": { "available": true, "backlogHours": 1248.2912621359224, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 1.0913879489063103, "queueFactor": 0.9671686728328173, "queueWeight": 0.9671686728328173, "recentSuccess": 26, "recentSuccessRate": 0.2524271844660194, "recentTerminal": 103, "recentWilsonLowerBound": 0.17847711876706254, "running": 6, "selectionWeight": 1.0555562340894467, "stale": false, "submissionEligible": true, "throughputPerHour": 17.166666666666668, "waiting": 21429 } }, "queueAttemptedAt": "2026-10-13T01:04:40.556024+00:00", "queueError": null, "queueUpdatedAt": "2026-10-13T01:04:40.556024+00:00", "supportedGpus": [ "Cambricon_mlu-370-x4", "Vastai_va16", "Iluvatar_mrv-100", "Kunlunxin_p-800", "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 }