{ "communityAttemptedAt": "2026-10-14T23:24:06.161141+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-10-14T23:24:06.161141+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": "2026-10-14T23:37:27.173394+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 1342.1760000000002, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.4810652210374067, "queueFactor": 0.9857195794842908, "queueWeight": 0.9857195794842908, "recentSuccess": 44, "recentSuccessRate": 0.352, "recentTerminal": 125, "recentWilsonLowerBound": 0.27382659191147585, "running": 10, "selectionWeight": 2.4456345663540913, "stale": false, "submissionEligible": true, "throughputPerHour": 20.833333333333332, "waiting": 27962 }, "Ascend_910-b4": { "available": true, "backlogHours": 1281.591836734694, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.5, "queueFactor": 0.9925727399244707, "queueWeight": 0.9925727399244707, "recentSuccess": 51, "recentSuccessRate": 0.3469387755102041, "recentTerminal": 147, "recentWilsonLowerBound": 0.27477451624254084, "running": 8, "selectionWeight": 2.4814318498111767, "stale": false, "submissionEligible": true, "throughputPerHour": 24.5, "waiting": 31399 }, "Biren_166m": { "available": true, "backlogHours": 141.6221198156682, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.05754763832330602, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 17, "recentSuccessRate": 0.07834101382488479, "recentTerminal": 217, "recentWilsonLowerBound": 0.04948468028334022, "running": 8, "selectionWeight": 0.07481192982029783, "stale": false, "submissionEligible": false, "throughputPerHour": 36.166666666666664, "waiting": 5122 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1595.15625, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.5236988441624014, "queueFactor": 0.9605153703790366, "queueWeight": 0.9605153703790366, "recentSuccess": 14, "recentSuccessRate": 0.21875, "recentTerminal": 64, "recentWilsonLowerBound": 0.13502197461349752, "running": 7, "selectionWeight": 0.5030207892677223, "stale": false, "submissionEligible": true, "throughputPerHour": 10.666666666666666, "waiting": 17015 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 511.8888888888889, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.700662636778199, "queueFactor": 1.139064843852368, "queueWeight": 1.139064843852368, "recentSuccess": 24, "recentSuccessRate": 0.2222222222222222, "recentTerminal": 108, "recentWilsonLowerBound": 0.15412441082279263, "running": 7, "selectionWeight": 0.7981001769549476, "stale": false, "submissionEligible": true, "throughputPerHour": 18.0, "waiting": 9214 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 49.41450777202073, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 3, "recentSuccessRate": 0.007772020725388601, "recentTerminal": 386, "recentWilsonLowerBound": 0.0026465904620726153, "running": 25, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 64.33333333333333, "waiting": 3179 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 211.36893203883494, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.07549941645884516, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 18, "recentSuccessRate": 0.08737864077669903, "recentTerminal": 206, "recentWilsonLowerBound": 0.055984653053097376, "running": 13, "selectionWeight": 0.09814924139649871, "stale": false, "submissionEligible": true, "throughputPerHour": 34.333333333333336, "waiting": 7257 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 1352.112676056338, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.08226587420554024, "queueFactor": 0.9846295622145481, "queueWeight": 0.9846295622145481, "recentSuccess": 8, "recentSuccessRate": 0.11267605633802817, "recentTerminal": 71, "recentWilsonLowerBound": 0.05821202176555297, "running": 2, "selectionWeight": 0.08100141170419817, "stale": false, "submissionEligible": true, "throughputPerHour": 11.833333333333334, "waiting": 16000 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 372.2112676056338, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.6231482294196476, "queueFactor": 1.1948307086967909, "queueWeight": 1.1948307086967909, "recentSuccess": 29, "recentSuccessRate": 0.20422535211267606, "recentTerminal": 142, "recentWilsonLowerBound": 0.14612585612225176, "running": 8, "selectionWeight": 0.744556640580628, "stale": false, "submissionEligible": true, "throughputPerHour": 23.666666666666668, "waiting": 8809 }, "MetaX_c-500": { "available": true, "backlogHours": 537.0247933884298, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 1.1624530266361763, "queueFactor": 1.1309037727528384, "queueWeight": 1.1309037727528384, "recentSuccess": 32, "recentSuccessRate": 0.2644628099173554, "recentTerminal": 121, "recentWilsonLowerBound": 0.1940040187978015, "running": 4, "selectionWeight": 1.3146225134708076, "stale": false, "submissionEligible": true, "throughputPerHour": 20.166666666666668, "waiting": 10830 }, "Mthreads_s4000": { "available": true, "backlogHours": 3214.75, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.5072449995316232, "queueFactor": 0.8646746417809978, "queueWeight": 0.8646746417809978, "recentSuccess": 11, "recentSuccessRate": 0.22916666666666666, "recentTerminal": 48, "recentWilsonLowerBound": 0.13307691028989044, "running": 4, "selectionWeight": 0.4386018882652087, "stale": false, "submissionEligible": true, "throughputPerHour": 8.0, "waiting": 25718 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 3108.171428571429, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.09653316215043554, "queueFactor": 0.869058594420177, "queueWeight": 0.869058594420177, "recentSuccess": 5, "recentSuccessRate": 0.14285714285714285, "recentTerminal": 35, "recentWilsonLowerBound": 0.06260138804853498, "running": 2, "selectionWeight": 0.08389297421339255, "stale": false, "submissionEligible": true, "throughputPerHour": 5.833333333333333, "waiting": 18131 }, "Vastai_va16": { "available": true, "backlogHours": 1486.4545454545455, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.05, "queueFactor": 0.9707380620867069, "queueWeight": 0.9707380620867069, "recentSuccess": 3, "recentSuccessRate": 0.045454545454545456, "recentTerminal": 66, "recentWilsonLowerBound": 0.015577991894810295, "running": 16, "selectionWeight": 0.048536903104335345, "stale": false, "submissionEligible": false, "throughputPerHour": 11.0, "waiting": 16351 }, "hygon_k100-ai": { "available": true, "backlogHours": 1157.3157894736842, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.9352786782096625, "queueFactor": 1.0078758095788607, "queueWeight": 1.0078758095788607, "recentSuccess": 28, "recentSuccessRate": 0.24561403508771928, "recentTerminal": 114, "recentWilsonLowerBound": 0.17574622644308974, "running": 6, "selectionWeight": 0.9426447549824103, "stale": false, "submissionEligible": true, "throughputPerHour": 19.0, "waiting": 21989 } }, "queueAttemptedAt": "2026-10-14T23:37:27.173394+00:00", "queueError": null, "queueUpdatedAt": "2026-10-14T23:37:27.173394+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 }