{ "communityAttemptedAt": "2026-10-18T06:52:35.052987+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-10-18T06:52:35.052987+00:00", "frameworkAttemptedAt": "2026-10-18T06:28:39.468248+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b3": { "llamacpp": { "framework": "llamacpp", "modelCount": 43291, "officialConfigError": null, "officialConfigValid": true, "successCount": 21700, "successRate": 0.5012589221778199, "wilsonLowerBound": 0.49654896539802706 }, "vllm": { "framework": "vllm", "modelCount": 57853, "officialConfigError": null, "officialConfigValid": true, "successCount": 15495, "successRate": 0.2678339930513543, "wilsonLowerBound": 0.26424096173310074 }, "vllm_0.23.0": { "framework": "vllm_0.23.0", "modelCount": 1, "officialConfigError": "framework_mismatch", "officialConfigValid": false, "successCount": 1, "successRate": 1.0, "wilsonLowerBound": 0.20654329147389294 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 5014, "officialConfigError": null, "officialConfigValid": true, "successCount": 1570, "successRate": 0.3131232548863183, "wilsonLowerBound": 0.30043351865235285 } }, "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 38158, "officialConfigError": null, "officialConfigValid": true, "successCount": 18164, "successRate": 0.47602075580481157, "wilsonLowerBound": 0.47101231919193837 }, "vllm": { "framework": "vllm", "modelCount": 40398, "officialConfigError": null, "officialConfigValid": true, "successCount": 11096, "successRate": 0.27466706272587754, "wilsonLowerBound": 0.27033604894850455 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 13801, "officialConfigError": null, "officialConfigValid": true, "successCount": 5736, "successRate": 0.4156220563727266, "wilsonLowerBound": 0.4074242780015285 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 64249, "officialConfigError": null, "officialConfigValid": true, "successCount": 12098, "successRate": 0.18829865056265468, "wilsonLowerBound": 0.18529427466329085 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 33596, "officialConfigError": null, "officialConfigValid": true, "successCount": 7194, "successRate": 0.21413263483748066, "wilsonLowerBound": 0.2097788450525143 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 8220, "officialConfigError": null, "officialConfigValid": true, "successCount": 115, "successRate": 0.013990267639902677, "wilsonLowerBound": 0.011668693512267436 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26746, "officialConfigError": null, "officialConfigValid": true, "successCount": 3287, "successRate": 0.12289688177671428, "wilsonLowerBound": 0.1190161504699816 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16517, "officialConfigError": null, "officialConfigValid": true, "successCount": 1676, "successRate": 0.10147121147908215, "wilsonLowerBound": 0.0969585028720572 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 16934, "officialConfigError": null, "officialConfigValid": true, "successCount": 6586, "successRate": 0.3889216959962206, "wilsonLowerBound": 0.38160497824871364 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24809, "officialConfigError": null, "officialConfigValid": true, "successCount": 3808, "successRate": 0.15349268410657424, "wilsonLowerBound": 0.14906086012479414 }, "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": 54257, "officialConfigError": null, "officialConfigValid": true, "successCount": 13652, "successRate": 0.25161730283650036, "wilsonLowerBound": 0.24798356743593045 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 25066, "officialConfigError": null, "officialConfigValid": true, "successCount": 3167, "successRate": 0.12634644538418574, "wilsonLowerBound": 0.12229056247206296 }, "vllm": { "framework": "vllm", "modelCount": 87100, "officialConfigError": null, "officialConfigValid": true, "successCount": 9772, "successRate": 0.11219288174512056, "wilsonLowerBound": 0.11011397310551474 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 48675, "officialConfigError": null, "officialConfigValid": true, "successCount": 5653, "successRate": 0.11613764766307139, "wilsonLowerBound": 0.11332158394143851 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 50462, "officialConfigError": null, "officialConfigValid": true, "successCount": 3780, "successRate": 0.07490785145257818, "wilsonLowerBound": 0.07264323400313483 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 94745, "officialConfigError": null, "officialConfigValid": true, "successCount": 23841, "successRate": 0.25163333157422557, "wilsonLowerBound": 0.24888019537100728 }, "llamacpp_opt": { "framework": "llamacpp_opt", "modelCount": 93, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 }, "transformers": { "framework": "transformers", "modelCount": 5649, "officialConfigError": null, "officialConfigValid": true, "successCount": 590, "successRate": 0.10444326429456541, "wilsonLowerBound": 0.09673477553832191 }, "vllm": { "framework": "vllm", "modelCount": 112896, "officialConfigError": null, "officialConfigValid": true, "successCount": 16538, "successRate": 0.14648880385487528, "wilsonLowerBound": 0.1444381917805569 }, "vllm-0.17.0": { "framework": "vllm-0.17.0", "modelCount": 248, "officialConfigError": null, "officialConfigValid": true, "successCount": 1, "successRate": 0.004032258064516129, "wilsonLowerBound": 0.0007121292102298671 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 25165, "officialConfigError": null, "officialConfigValid": true, "successCount": 4133, "successRate": 0.16423604212199483, "wilsonLowerBound": 0.15970979738023652 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 44234, "officialConfigError": null, "officialConfigValid": true, "successCount": 5713, "successRate": 0.12915404440023512, "wilsonLowerBound": 0.12606083969304327 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 8403, "officialConfigError": null, "officialConfigValid": true, "successCount": 811, "successRate": 0.09651315006545282, "wilsonLowerBound": 0.09038244602255616 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 205, "officialConfigError": null, "officialConfigValid": true, "successCount": 37, "successRate": 0.18048780487804877, "wilsonLowerBound": 0.13387369642098657 }, "vllm": { "framework": "vllm", "modelCount": 35259, "officialConfigError": null, "officialConfigValid": true, "successCount": 7064, "successRate": 0.2003460109475595, "wilsonLowerBound": 0.19620081315066837 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 61545, "officialConfigError": null, "officialConfigValid": true, "successCount": 12429, "successRate": 0.20194979283451134, "wilsonLowerBound": 0.19879670811290817 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 17718, "officialConfigError": null, "officialConfigValid": true, "successCount": 5010, "successRate": 0.28276329156789703, "wilsonLowerBound": 0.2761797436608461 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 15999, "officialConfigError": null, "officialConfigValid": true, "successCount": 3862, "successRate": 0.24139008688043004, "wilsonLowerBound": 0.23482167957314545 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 69164, "officialConfigError": null, "officialConfigValid": true, "successCount": 19025, "successRate": 0.27507084610491006, "wilsonLowerBound": 0.27175538649666336 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 1444, "officialConfigError": null, "officialConfigValid": true, "successCount": 856, "successRate": 0.592797783933518, "wilsonLowerBound": 0.567242592027627 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 48557, "officialConfigError": null, "officialConfigValid": true, "successCount": 21730, "successRate": 0.4475152913071236, "wilsonLowerBound": 0.4430968477023826 }, "vllm": { "framework": "vllm", "modelCount": 40765, "officialConfigError": null, "officialConfigValid": true, "successCount": 5099, "successRate": 0.12508279161045013, "wilsonLowerBound": 0.12190667507321976 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 1187, "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": 10105, "officialConfigError": null, "officialConfigValid": true, "successCount": 765, "successRate": 0.07570509648688768, "wilsonLowerBound": 0.07070710236143048 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 7662, "officialConfigError": null, "officialConfigValid": true, "successCount": 3361, "successRate": 0.4386583137561994, "wilsonLowerBound": 0.4275805738941514 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7429, "officialConfigError": null, "officialConfigValid": true, "successCount": 245, "successRate": 0.03297886660384978, "wilsonLowerBound": 0.029153181447422398 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 19265, "officialConfigError": null, "officialConfigValid": true, "successCount": 5548, "successRate": 0.2879833895665715, "wilsonLowerBound": 0.28163174868017216 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 28889, "officialConfigError": null, "officialConfigValid": true, "successCount": 14789, "successRate": 0.5119249541347918, "wilsonLowerBound": 0.5061595883816564 }, "vllm": { "framework": "vllm", "modelCount": 68122, "officialConfigError": null, "officialConfigValid": true, "successCount": 7343, "successRate": 0.10779190276269046, "wilsonLowerBound": 0.10548514596643746 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 14102, "officialConfigError": null, "officialConfigValid": true, "successCount": 2474, "successRate": 0.17543610835342505, "wilsonLowerBound": 0.16924722362983163 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-10-18T06:52:35.052987+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 1038.3396226415093, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.4545308781648618, "queueFactor": 1.01602797767931, "queueWeight": 1.01602797767931, "recentSuccess": 51, "recentSuccessRate": 0.32075471698113206, "recentTerminal": 159, "recentWilsonLowerBound": 0.2531662806855559, "running": 8, "selectionWeight": 1.4778440666139554, "stale": false, "submissionEligible": true, "throughputPerHour": 26.5, "waiting": 27516 }, "Ascend_910-b4": { "available": true, "backlogHours": 1316.9379310344827, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.5, "queueFactor": 0.9804417241654211, "queueWeight": 0.9804417241654211, "recentSuccess": 58, "recentSuccessRate": 0.4, "recentTerminal": 145, "recentWilsonLowerBound": 0.3238341968911917, "running": 8, "selectionWeight": 2.4511043104135526, "stale": false, "submissionEligible": true, "throughputPerHour": 24.166666666666668, "waiting": 31826 }, "Biren_166m": { "available": true, "backlogHours": 146.02072538860105, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.28127419537028675, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 32, "recentSuccessRate": 0.16580310880829016, "recentTerminal": 193, "recentWilsonLowerBound": 0.1199624652802554, "running": 8, "selectionWeight": 0.3656564539813728, "stale": false, "submissionEligible": true, "throughputPerHour": 32.166666666666664, "waiting": 4697 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1270.5714285714287, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.5281706764630446, "queueFactor": 0.9857271493311531, "queueWeight": 0.9857271493311531, "recentSuccess": 20, "recentSuccessRate": 0.23809523809523808, "recentTerminal": 84, "recentWilsonLowerBound": 0.15974570781689024, "running": 7, "selectionWeight": 0.5206321752702238, "stale": false, "submissionEligible": true, "throughputPerHour": 14.0, "waiting": 17788 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 424.4892086330935, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.41528394670105584, "queueFactor": 1.1619209515628197, "queueWeight": 1.1619209515628197, "recentSuccess": 28, "recentSuccessRate": 0.2014388489208633, "recentTerminal": 139, "recentWilsonLowerBound": 0.1432060631755529, "running": 7, "selectionWeight": 0.48252711851965413, "stale": false, "submissionEligible": true, "throughputPerHour": 23.166666666666668, "waiting": 9834 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 73.01438848920863, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 14, "recentSuccessRate": 0.050359712230215826, "recentTerminal": 278, "recentWilsonLowerBound": 0.030231767907361883, "running": 7, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 46.333333333333336, "waiting": 3383 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 500.54347826086956, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.9662599368977559, "queueFactor": 1.1335490307735432, "queueWeight": 1.1335490307735432, "recentSuccess": 27, "recentSuccessRate": 0.29347826086956524, "recentTerminal": 92, "recentWilsonLowerBound": 0.21021583127441634, "running": 4, "selectionWeight": 1.095303014945756, "stale": false, "submissionEligible": true, "throughputPerHour": 15.333333333333334, "waiting": 7675 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 1958.6938775510205, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.3370770280542257, "queueFactor": 0.9237651970764277, "queueWeight": 0.9237651970764277, "recentSuccess": 11, "recentSuccessRate": 0.22448979591836735, "recentTerminal": 49, "recentWilsonLowerBound": 0.1302483771472861, "running": 2, "selectionWeight": 0.31138002725044833, "stale": false, "submissionEligible": true, "throughputPerHour": 8.166666666666666, "waiting": 15996 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 469.0731707317073, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.4500292576787324, "queueFactor": 1.1446441471847881, "queueWeight": 1.1446441471847881, "recentSuccess": 26, "recentSuccessRate": 0.21138211382113822, "recentTerminal": 123, "recentWilsonLowerBound": 0.1485330315397392, "running": 8, "selectionWeight": 0.5151233558638759, "stale": false, "submissionEligible": true, "throughputPerHour": 20.5, "waiting": 9616 }, "MetaX_c-500": { "available": true, "backlogHours": 695.2727272727273, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.8164826628650477, "queueFactor": 1.0790294595247443, "queueWeight": 1.0790294595247443, "recentSuccess": 27, "recentSuccessRate": 0.2727272727272727, "recentTerminal": 99, "recentWilsonLowerBound": 0.1947227886340705, "running": 4, "selectionWeight": 0.8810088464225964, "stale": false, "submissionEligible": true, "throughputPerHour": 16.5, "waiting": 11472 }, "Mthreads_s4000": { "available": true, "backlogHours": 2131.8082191780823, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.32814794315413515, "queueFactor": 0.9121040017959026, "queueWeight": 0.9121040017959026, "recentSuccess": 15, "recentSuccessRate": 0.2054794520547945, "recentTerminal": 73, "recentWilsonLowerBound": 0.1286685959377339, "running": 4, "selectionWeight": 0.299305052131981, "stale": false, "submissionEligible": true, "throughputPerHour": 12.166666666666666, "waiting": 25937 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 3247.5882352941176, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.5927449314606552, "queueFactor": 0.856293085406765, "queueWeight": 0.856293085406765, "recentSuccess": 10, "recentSuccessRate": 0.29411764705882354, "recentTerminal": 34, "recentWilsonLowerBound": 0.16834452609931955, "running": 2, "selectionWeight": 0.5075633862196659, "stale": false, "submissionEligible": true, "throughputPerHour": 5.666666666666667, "waiting": 18403 }, "Vastai_va16": { "available": true, "backlogHours": 1614.0967741935483, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.05, "queueFactor": 0.9509707204054799, "queueWeight": 0.9509707204054799, "recentSuccess": 6, "recentSuccessRate": 0.0967741935483871, "recentTerminal": 62, "recentWilsonLowerBound": 0.045111257797333194, "running": 16, "selectionWeight": 0.047548536020274, "stale": false, "submissionEligible": false, "throughputPerHour": 10.333333333333334, "waiting": 16679 }, "hygon_k100-ai": { "available": true, "backlogHours": 1488.375, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.6385553922499685, "queueFactor": 0.9626085748391146, "queueWeight": 0.9626085748391146, "recentSuccess": 24, "recentSuccessRate": 0.25, "recentTerminal": 96, "recentWilsonLowerBound": 0.17413849417796742, "running": 6, "selectionWeight": 0.6146788960895739, "stale": false, "submissionEligible": true, "throughputPerHour": 16.0, "waiting": 23814 } }, "queueAttemptedAt": "2026-10-18T06:52:35.052987+00:00", "queueError": null, "queueUpdatedAt": "2026-10-18T06:52:35.052987+00:00", "supportedGpus": [ "Cambricon_mlu-370-x4", "Vastai_va16", "Iluvatar_mrv-100", "Kunlunxin_p-800", "Iluvatar_bi-150", "Biren_166m", "Ascend_910-b3", "Ascend_910-b4", "hygon_k100-ai", "MetaX_c-500", "Sunrise_pt-200-x1", "Iluvatar_bi-100", "Cambricon_mlu-370-x8", "Mthreads_s4000" ], "taskTypes": [ "text-generation" ], "throughputWindowHours": 6, "version": 3 }