{ "communityAttemptedAt": "2026-09-13T08:37:10.921036+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-09-13T08:37:10.921036+00:00", "frameworkAttemptedAt": "2026-09-13T08:22:56.571876+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b3": { "llamacpp": { "framework": "llamacpp", "modelCount": 38753, "officialConfigError": null, "officialConfigValid": true, "successCount": 18585, "successRate": 0.4795757747787268, "wilsonLowerBound": 0.4746039881183945 }, "vllm": { "framework": "vllm", "modelCount": 51269, "officialConfigError": null, "officialConfigValid": true, "successCount": 14461, "successRate": 0.2820612845969299, "wilsonLowerBound": 0.27818239690829516 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 2049, "officialConfigError": null, "officialConfigValid": true, "successCount": 541, "successRate": 0.26403123474865786, "wilsonLowerBound": 0.24539836301591406 } }, "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 31899, "officialConfigError": null, "officialConfigValid": true, "successCount": 13843, "successRate": 0.43396344713000407, "wilsonLowerBound": 0.42853275453901896 }, "vllm": { "framework": "vllm", "modelCount": 36939, "officialConfigError": null, "officialConfigValid": true, "successCount": 10539, "successRate": 0.2853082108340778, "wilsonLowerBound": 0.2807257171969584 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7582, "officialConfigError": null, "officialConfigValid": true, "successCount": 3360, "successRate": 0.44315484041150094, "wilsonLowerBound": 0.4320046884357374 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 63835, "officialConfigError": null, "officialConfigValid": true, "successCount": 12065, "successRate": 0.18900289809665544, "wilsonLowerBound": 0.18598446660723164 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 15343, "officialConfigError": null, "officialConfigValid": true, "successCount": 3084, "successRate": 0.2010037150492081, "wilsonLowerBound": 0.19473765442920185 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 5458, "officialConfigError": null, "officialConfigValid": true, "successCount": 45, "successRate": 0.008244778307072188, "wilsonLowerBound": 0.0061676811124269405 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26030, "officialConfigError": null, "officialConfigValid": true, "successCount": 3198, "successRate": 0.1228582404917403, "wilsonLowerBound": 0.11892579008309893 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16457, "officialConfigError": null, "officialConfigValid": true, "successCount": 1672, "successRate": 0.10159810415020963, "wilsonLowerBound": 0.09707475831962524 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 9968, "officialConfigError": null, "officialConfigValid": true, "successCount": 4287, "successRate": 0.43007624398073835, "wilsonLowerBound": 0.4203857575460906 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24067, "officialConfigError": null, "officialConfigValid": true, "successCount": 3777, "successRate": 0.15693688453068516, "wilsonLowerBound": 0.15239612481304485 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 8066, "officialConfigError": null, "officialConfigValid": true, "successCount": 544, "successRate": 0.0674435903793702, "wilsonLowerBound": 0.0621738174048722 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 40549, "officialConfigError": null, "officialConfigValid": true, "successCount": 10233, "successRate": 0.2523613406002614, "wilsonLowerBound": 0.2481570486028227 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 22980, "officialConfigError": null, "officialConfigValid": true, "successCount": 3035, "successRate": 0.13207136640557007, "wilsonLowerBound": 0.12775528458080057 }, "vllm": { "framework": "vllm", "modelCount": 86520, "officialConfigError": null, "officialConfigValid": true, "successCount": 9762, "successRate": 0.11282940360610264, "wilsonLowerBound": 0.1107383669269908 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 39087, "officialConfigError": null, "officialConfigValid": true, "successCount": 4792, "successRate": 0.12259830634226214, "wilsonLowerBound": 0.11938386109620633 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 27759, "officialConfigError": null, "officialConfigValid": true, "successCount": 3295, "successRate": 0.1187002413631615, "wilsonLowerBound": 0.11494801277957475 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 87737, "officialConfigError": null, "officialConfigValid": true, "successCount": 20500, "successRate": 0.23365284885510104, "wilsonLowerBound": 0.23086451547322523 }, "transformers": { "framework": "transformers", "modelCount": 5091, "officialConfigError": null, "officialConfigValid": true, "successCount": 562, "successRate": 0.11039088587703791, "wilsonLowerBound": 0.1020745245100028 }, "vllm": { "framework": "vllm", "modelCount": 112455, "officialConfigError": null, "officialConfigValid": true, "successCount": 16504, "successRate": 0.14676092659285936, "wilsonLowerBound": 0.14470472317523148 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 15880, "officialConfigError": null, "officialConfigValid": true, "successCount": 3250, "successRate": 0.20465994962216624, "wilsonLowerBound": 0.19845658788599135 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 42644, "officialConfigError": null, "officialConfigValid": true, "successCount": 5545, "successRate": 0.1300300159459713, "wilsonLowerBound": 0.12687103113601667 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 6223, "officialConfigError": null, "officialConfigValid": true, "successCount": 485, "successRate": 0.07793668648561787, "wilsonLowerBound": 0.07153353005671426 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 198, "officialConfigError": null, "officialConfigValid": true, "successCount": 36, "successRate": 0.18181818181818182, "wilsonLowerBound": 0.1343204258911728 }, "vllm": { "framework": "vllm", "modelCount": 30284, "officialConfigError": null, "officialConfigValid": true, "successCount": 5236, "successRate": 0.17289657905164443, "wilsonLowerBound": 0.1686789893687595 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 60765, "officialConfigError": null, "officialConfigValid": true, "successCount": 12379, "successRate": 0.2037192462766395, "wilsonLowerBound": 0.20053560133374146 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 6486, "officialConfigError": null, "officialConfigValid": true, "successCount": 1917, "successRate": 0.2955596669750231, "wilsonLowerBound": 0.28457847149103355 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 12011, "officialConfigError": null, "officialConfigValid": true, "successCount": 3147, "successRate": 0.2620098243276996, "wilsonLowerBound": 0.2542226800692064 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 59077, "officialConfigError": null, "officialConfigValid": true, "successCount": 16087, "successRate": 0.2723056350187044, "wilsonLowerBound": 0.26873089660179433 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 46066, "officialConfigError": null, "officialConfigValid": true, "successCount": 20030, "successRate": 0.4348109234576477, "wilsonLowerBound": 0.43028951951937017 }, "vllm": { "framework": "vllm", "modelCount": 35721, "officialConfigError": null, "officialConfigValid": true, "successCount": 3109, "successRate": 0.08703563730018757, "wilsonLowerBound": 0.08415658905735884 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 282, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 } }, "Sunrise_pt-200-x1": { "sglang": { "framework": "sglang", "modelCount": 6275, "officialConfigError": null, "officialConfigValid": true, "successCount": 192, "successRate": 0.03059760956175299, "wilsonLowerBound": 0.026615110833495575 }, "vllm": { "framework": "vllm", "modelCount": 10006, "officialConfigError": null, "officialConfigValid": true, "successCount": 732, "successRate": 0.07315610633619828, "wilsonLowerBound": 0.0682161070379902 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 5564, "officialConfigError": null, "officialConfigValid": true, "successCount": 2338, "successRate": 0.4202012940330697, "wilsonLowerBound": 0.40729101346237134 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7367, "officialConfigError": null, "officialConfigValid": true, "successCount": 235, "successRate": 0.0318990090946111, "wilsonLowerBound": 0.02812370043844604 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 10566, "officialConfigError": null, "officialConfigValid": true, "successCount": 3619, "successRate": 0.3425137232632974, "wilsonLowerBound": 0.3335237892814802 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 25994, "officialConfigError": null, "officialConfigValid": true, "successCount": 13137, "successRate": 0.5053858582749865, "wilsonLowerBound": 0.4993074607159475 }, "vllm": { "framework": "vllm", "modelCount": 60752, "officialConfigError": null, "officialConfigValid": true, "successCount": 5931, "successRate": 0.09762641559125626, "wilsonLowerBound": 0.09529157438086885 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 12223, "officialConfigError": null, "officialConfigValid": true, "successCount": 1722, "successRate": 0.1408819438762988, "wilsonLowerBound": 0.13482704162320544 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-09-13T08:45:59.618856+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 987.3802816901408, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.6729241338319636, "queueFactor": 0.9862101418994266, "queueWeight": 0.9862101418994266, "recentSuccess": 45, "recentSuccessRate": 0.31690140845070425, "recentTerminal": 142, "recentWilsonLowerBound": 0.2460579755145257, "running": 10, "selectionWeight": 1.649854747413396, "stale": false, "submissionEligible": true, "throughputPerHour": 23.666666666666668, "waiting": 23368 }, "Ascend_910-b4": { "available": true, "backlogHours": 1119.1836734693877, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.924376667261099, "queueFactor": 0.9678474874462659, "queueWeight": 0.9678474874462659, "recentSuccess": 49, "recentSuccessRate": 0.3333333333333333, "recentTerminal": 147, "recentWilsonLowerBound": 0.26222862590583235, "running": 9, "selectionWeight": 1.8625031223088735, "stale": false, "submissionEligible": true, "throughputPerHour": 24.5, "waiting": 27420 }, "Biren_166m": { "available": true, "backlogHours": 156.47727272727272, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.7088840743831926, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 39, "recentSuccessRate": 0.2215909090909091, "recentTerminal": 176, "recentWilsonLowerBound": 0.16654706350320464, "running": 8, "selectionWeight": 0.9215492966981503, "stale": false, "submissionEligible": true, "throughputPerHour": 29.333333333333332, "waiting": 4590 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 974.4, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.4802056070499264, "queueFactor": 0.9881697170279731, "queueWeight": 0.9881697170279731, "recentSuccess": 19, "recentSuccessRate": 0.2111111111111111, "recentTerminal": 90, "recentWilsonLowerBound": 0.13952483847594746, "running": 7, "selectionWeight": 0.4745246388337718, "stale": false, "submissionEligible": true, "throughputPerHour": 15.0, "waiting": 14616 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 381.51428571428573, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.2963423289965945, "queueFactor": 1.1374059902528812, "queueWeight": 1.1374059902528812, "recentSuccess": 23, "recentSuccessRate": 0.16428571428571428, "recentTerminal": 140, "recentWilsonLowerBound": 0.11203753808504885, "running": 9, "selectionWeight": 0.3370615401662167, "stale": false, "submissionEligible": true, "throughputPerHour": 23.333333333333332, "waiting": 8902 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 39.58139534883721, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 26, "recentSuccessRate": 0.06718346253229975, "recentTerminal": 387, "recentWilsonLowerBound": 0.04625663592342932, "running": 24, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 64.5, "waiting": 2553 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 95.24427480916032, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.4662574184940398, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 47, "recentSuccessRate": 0.17938931297709923, "recentTerminal": 262, "recentWilsonLowerBound": 0.1376678967841846, "running": 1, "selectionWeight": 0.6061346440422517, "stale": false, "submissionEligible": true, "throughputPerHour": 43.666666666666664, "waiting": 4159 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 2609.0, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 1.3707228359986399, "queueFactor": 0.8524541316012862, "queueWeight": 0.8524541316012862, "recentSuccess": 13, "recentSuccessRate": 0.3611111111111111, "recentTerminal": 36, "recentWilsonLowerBound": 0.2247538679218132, "running": 2, "selectionWeight": 1.1684783448272729, "stale": false, "submissionEligible": true, "throughputPerHour": 6.0, "waiting": 15654 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 767.2413793103449, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.7739642580121979, "queueFactor": 1.024241407438118, "queueWeight": 1.024241407438118, "recentSuccess": 22, "recentSuccessRate": 0.25287356321839083, "recentTerminal": 87, "recentWilsonLowerBound": 0.17333087433749275, "running": 7, "selectionWeight": 0.7927262409332124, "stale": false, "submissionEligible": true, "throughputPerHour": 14.5, "waiting": 11125 }, "MetaX_c-500": { "available": true, "backlogHours": 825.7590361445783, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 1.091805780649075, "queueFactor": 1.013010930920464, "queueWeight": 1.013010930920464, "recentSuccess": 24, "recentSuccessRate": 0.2891566265060241, "recentTerminal": 83, "recentWilsonLowerBound": 0.20267311749093844, "running": 4, "selectionWeight": 1.1060111902396634, "stale": false, "submissionEligible": true, "throughputPerHour": 13.833333333333334, "waiting": 11423 }, "Mthreads_s4000": { "available": true, "backlogHours": 2137.1803278688526, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 2.5, "queueFactor": 0.8783466650308588, "queueWeight": 0.8783466650308588, "recentSuccess": 25, "recentSuccessRate": 0.4098360655737705, "recentTerminal": 61, "recentWilsonLowerBound": 0.2953514834927377, "running": 5, "selectionWeight": 2.195866662577147, "stale": false, "submissionEligible": true, "throughputPerHour": 10.166666666666666, "waiting": 21728 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 3813.391304347826, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.6141895250499397, "queueFactor": 0.8052772428294429, "queueWeight": 0.8052772428294429, "recentSuccess": 7, "recentSuccessRate": 0.30434782608695654, "recentTerminal": 23, "recentWilsonLowerBound": 0.15603828020972457, "running": 2, "selectionWeight": 0.49459284730694053, "stale": false, "submissionEligible": true, "throughputPerHour": 3.8333333333333335, "waiting": 14618 }, "Vastai_va16": { "available": true, "backlogHours": 1160.754098360656, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.6057948891105267, "queueFactor": 0.9625672869667341, "queueWeight": 0.9625672869667341, "recentSuccess": 15, "recentSuccessRate": 0.2459016393442623, "recentTerminal": 61, "recentWilsonLowerBound": 0.15506522999562844, "running": 16, "selectionWeight": 0.5831183428694332, "stale": false, "submissionEligible": true, "throughputPerHour": 10.166666666666666, "waiting": 11801 }, "hygon_k100-ai": { "available": true, "backlogHours": 703.6875, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 1.6878810726502835, "queueFactor": 1.0376124077682984, "queueWeight": 1.0376124077682984, "recentSuccess": 32, "recentSuccessRate": 0.3333333333333333, "recentTerminal": 96, "recentWilsonLowerBound": 0.24705550523810998, "running": 6, "selectionWeight": 1.7513663438191989, "stale": false, "submissionEligible": true, "throughputPerHour": 16.0, "waiting": 11259 } }, "queueAttemptedAt": "2026-09-13T08:42:49.748449+00:00", "queueError": null, "queueUpdatedAt": "2026-09-13T08:42:49.748449+00:00", "supportedGpus": [ "Vastai_va16", "Iluvatar_mrv-100", "Kunlunxin_p-800", "Cambricon_mlu-370-x4", "Iluvatar_bi-150", "Ascend_910-b4", "hygon_k100-ai", "Ascend_910-b3", "MetaX_c-500", "Sunrise_pt-200-x1", "Iluvatar_bi-100", "Biren_166m", "Cambricon_mlu-370-x8", "Mthreads_s4000" ], "taskTypes": [ "text-generation" ], "throughputWindowHours": 6, "version": 3 }