{ "communityAttemptedAt": "2026-09-14T22:20:27.169917+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-09-14T22:20:27.169917+00:00", "frameworkAttemptedAt": "2026-09-14T20:57:18.283725+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b3": { "llamacpp": { "framework": "llamacpp", "modelCount": 38977, "officialConfigError": null, "officialConfigValid": true, "successCount": 18736, "successRate": 0.4806937424635041, "wilsonLowerBound": 0.4757357041209124 }, "vllm": { "framework": "vllm", "modelCount": 51721, "officialConfigError": null, "officialConfigValid": true, "successCount": 14560, "successRate": 0.281510411631639, "wilsonLowerBound": 0.27765078167440355 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 2228, "officialConfigError": null, "officialConfigValid": true, "successCount": 602, "successRate": 0.27019748653500897, "wilsonLowerBound": 0.2521654802797256 } }, "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 32136, "officialConfigError": null, "officialConfigValid": true, "successCount": 14010, "successRate": 0.4359596713965646, "wilsonLowerBound": 0.43054590821670613 }, "vllm": { "framework": "vllm", "modelCount": 37085, "officialConfigError": null, "officialConfigValid": true, "successCount": 10572, "successRate": 0.2850748280976136, "wilsonLowerBound": 0.2805024732246937 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7895, "officialConfigError": null, "officialConfigValid": true, "successCount": 3484, "successRate": 0.44129195693476886, "wilsonLowerBound": 0.4303700760570637 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 63856, "officialConfigError": null, "officialConfigValid": true, "successCount": 12068, "successRate": 0.18898772237534453, "wilsonLowerBound": 0.18596987857470815 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 15994, "officialConfigError": null, "officialConfigValid": true, "successCount": 3209, "successRate": 0.20063773915218208, "wilsonLowerBound": 0.19450332746541804 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 5611, "officialConfigError": null, "officialConfigValid": true, "successCount": 47, "successRate": 0.008376403493138477, "wilsonLowerBound": 0.0063052446519697965 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26066, "officialConfigError": null, "officialConfigValid": true, "successCount": 3204, "successRate": 0.12291874472492903, "wilsonLowerBound": 0.11898812019678023 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16460, "officialConfigError": null, "officialConfigValid": true, "successCount": 1673, "successRate": 0.10164034021871203, "wilsonLowerBound": 0.09711653808245735 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 10312, "officialConfigError": null, "officialConfigValid": true, "successCount": 4406, "successRate": 0.4272692009309542, "wilsonLowerBound": 0.41775006329296516 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24088, "officialConfigError": null, "officialConfigValid": true, "successCount": 3778, "successRate": 0.1568415808701428, "wilsonLowerBound": 0.15230392729583922 }, "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": 41171, "officialConfigError": null, "officialConfigValid": true, "successCount": 10380, "successRate": 0.2521192101236307, "wilsonLowerBound": 0.2479479757822592 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 23032, "officialConfigError": null, "officialConfigValid": true, "successCount": 3045, "successRate": 0.13220736366794025, "wilsonLowerBound": 0.1278941577104901 }, "vllm": { "framework": "vllm", "modelCount": 86538, "officialConfigError": null, "officialConfigValid": true, "successCount": 9763, "successRate": 0.112817490582172, "wilsonLowerBound": 0.11072676725550763 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 39395, "officialConfigError": null, "officialConfigValid": true, "successCount": 4827, "successRate": 0.1225282396243178, "wilsonLowerBound": 0.11932704344946751 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 29038, "officialConfigError": null, "officialConfigValid": true, "successCount": 3319, "successRate": 0.11429850540670845, "wilsonLowerBound": 0.11068978583734537 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 87957, "officialConfigError": null, "officialConfigValid": true, "successCount": 20644, "successRate": 0.23470559477926714, "wilsonLowerBound": 0.23191632325160316 }, "transformers": { "framework": "transformers", "modelCount": 5107, "officialConfigError": null, "officialConfigValid": true, "successCount": 564, "successRate": 0.11043665557078519, "wilsonLowerBound": 0.10213128600480485 }, "vllm": { "framework": "vllm", "modelCount": 112469, "officialConfigError": null, "officialConfigValid": true, "successCount": 16505, "successRate": 0.14675154931581147, "wilsonLowerBound": 0.14469552815322617 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 16097, "officialConfigError": null, "officialConfigValid": true, "successCount": 3288, "successRate": 0.20426166366403678, "wilsonLowerBound": 0.1981043744366291 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 42673, "officialConfigError": null, "officialConfigValid": true, "successCount": 5554, "successRate": 0.13015255548004592, "wilsonLowerBound": 0.12699334370015747 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 6345, "officialConfigError": null, "officialConfigValid": true, "successCount": 497, "successRate": 0.07832939322301025, "wilsonLowerBound": 0.07197026256807361 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 198, "officialConfigError": null, "officialConfigValid": true, "successCount": 36, "successRate": 0.18181818181818182, "wilsonLowerBound": 0.1343204258911728 }, "vllm": { "framework": "vllm", "modelCount": 30543, "officialConfigError": null, "officialConfigValid": true, "successCount": 5336, "successRate": 0.1747045149461415, "wilsonLowerBound": 0.1704869920412015 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 60784, "officialConfigError": null, "officialConfigValid": true, "successCount": 12382, "successRate": 0.20370492234798632, "wilsonLowerBound": 0.2005218567451341 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 6796, "officialConfigError": null, "officialConfigValid": true, "successCount": 2008, "successRate": 0.29546792230723956, "wilsonLowerBound": 0.2847382906979422 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 12175, "officialConfigError": null, "officialConfigValid": true, "successCount": 3188, "successRate": 0.26184804928131417, "wilsonLowerBound": 0.2541146139822538 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 59606, "officialConfigError": null, "officialConfigValid": true, "successCount": 16255, "successRate": 0.27270744555917187, "wilsonLowerBound": 0.2691468651163113 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 46208, "officialConfigError": null, "officialConfigValid": true, "successCount": 20125, "successRate": 0.43553064404432135, "wilsonLowerBound": 0.4310152659781676 }, "vllm": { "framework": "vllm", "modelCount": 35943, "officialConfigError": null, "officialConfigValid": true, "successCount": 3198, "successRate": 0.08897420916451047, "wilsonLowerBound": 0.0860745847001226 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 334, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 } }, "Sunrise_pt-200-x1": { "sglang": { "framework": "sglang", "modelCount": 6276, "officialConfigError": null, "officialConfigValid": true, "successCount": 192, "successRate": 0.030592734225621414, "wilsonLowerBound": 0.026610861971840757 }, "vllm": { "framework": "vllm", "modelCount": 10011, "officialConfigError": null, "officialConfigValid": true, "successCount": 734, "successRate": 0.07331934871641195, "wilsonLowerBound": 0.06837524802134305 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 5665, "officialConfigError": null, "officialConfigValid": true, "successCount": 2381, "successRate": 0.4203000882612533, "wilsonLowerBound": 0.40750436542379304 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7369, "officialConfigError": null, "officialConfigValid": true, "successCount": 235, "successRate": 0.03189035147238431, "wilsonLowerBound": 0.02811605354795059 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 10921, "officialConfigError": null, "officialConfigValid": true, "successCount": 3702, "successRate": 0.33897994689131034, "wilsonLowerBound": 0.33015986555689303 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 26097, "officialConfigError": null, "officialConfigValid": true, "successCount": 13199, "successRate": 0.5057669463923057, "wilsonLowerBound": 0.4997005511129768 }, "vllm": { "framework": "vllm", "modelCount": 61238, "officialConfigError": null, "officialConfigValid": true, "successCount": 6026, "successRate": 0.09840295241516706, "wilsonLowerBound": 0.09606893168250802 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 12283, "officialConfigError": null, "officialConfigValid": true, "successCount": 1740, "successRate": 0.14165920377757876, "wilsonLowerBound": 0.1356044419181542 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-09-14T22:24:11.521886+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 1106.6456692913384, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.9015761606936623, "queueFactor": 0.9727883253063971, "queueWeight": 0.9727883253063971, "recentSuccess": 44, "recentSuccessRate": 0.3464566929133858, "recentTerminal": 127, "recentWilsonLowerBound": 0.2693051585228686, "running": 8, "selectionWeight": 0.877042763497359, "stale": false, "submissionEligible": true, "throughputPerHour": 21.166666666666668, "waiting": 23424 }, "Ascend_910-b4": { "available": true, "backlogHours": 1388.55, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.5, "queueFactor": 0.9402328266482062, "queueWeight": 0.9402328266482062, "recentSuccess": 62, "recentSuccessRate": 0.5166666666666667, "recentTerminal": 120, "recentWilsonLowerBound": 0.42813421852868033, "running": 8, "selectionWeight": 2.3505820666205155, "stale": false, "submissionEligible": true, "throughputPerHour": 20.0, "waiting": 27771 }, "Biren_166m": { "available": true, "backlogHours": 650.0, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.05, "queueFactor": 1.0536166734391244, "queueWeight": 1.0536166734391244, "recentSuccess": 5, "recentSuccessRate": 0.1111111111111111, "recentTerminal": 45, "recentWilsonLowerBound": 0.04840400437825557, "running": 2, "selectionWeight": 0.05268083367195622, "stale": false, "submissionEligible": false, "throughputPerHour": 7.5, "waiting": 4875 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1351.1641791044776, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.7054385187756176, "queueFactor": 0.944090048294599, "queueWeight": 0.944090048294599, "recentSuccess": 23, "recentSuccessRate": 0.34328358208955223, "recentTerminal": 67, "recentWilsonLowerBound": 0.24088841959339713, "running": 7, "selectionWeight": 0.6659974852597431, "stale": false, "submissionEligible": true, "throughputPerHour": 11.166666666666666, "waiting": 15088 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 454.3, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.25752495432244665, "queueFactor": 1.1117783884981007, "queueWeight": 1.1117783884981007, "recentSuccess": 26, "recentSuccessRate": 0.21666666666666667, "recentTerminal": 120, "recentWilsonLowerBound": 0.15236622842757383, "running": 7, "selectionWeight": 0.28631067871465676, "stale": false, "submissionEligible": true, "throughputPerHour": 20.0, "waiting": 9086 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 48.9329268292683, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 8, "recentSuccessRate": 0.024390243902439025, "recentTerminal": 328, "recentWilsonLowerBound": 0.012409482100511864, "running": 24, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 54.666666666666664, "waiting": 2675 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 165.77358490566039, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.1658356342333016, "queueFactor": 1.293279336951303, "queueWeight": 1.293279336951303, "recentSuccess": 28, "recentSuccessRate": 0.1761006289308176, "recentTerminal": 159, "recentWilsonLowerBound": 0.12474014207825386, "running": 9, "selectionWeight": 0.2144717990841431, "stale": false, "submissionEligible": true, "throughputPerHour": 26.5, "waiting": 4393 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 2352.15, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.8592370433352201, "queueFactor": 0.8687601389728469, "queueWeight": 0.8687601389728469, "recentSuccess": 16, "recentSuccessRate": 0.4, "recentTerminal": 40, "recentWilsonLowerBound": 0.2634811061240136, "running": 2, "selectionWeight": 0.7464708931785239, "stale": false, "submissionEligible": true, "throughputPerHour": 6.666666666666667, "waiting": 15681 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 587.3739130434782, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.18119527236905203, "queueFactor": 1.069750356884749, "queueWeight": 1.069750356884749, "recentSuccess": 22, "recentSuccessRate": 0.19130434782608696, "recentTerminal": 115, "recentWilsonLowerBound": 0.12986500788825311, "running": 7, "selectionWeight": 0.19383370728262272, "stale": false, "submissionEligible": true, "throughputPerHour": 19.166666666666668, "waiting": 11258 }, "MetaX_c-500": { "available": true, "backlogHours": 734.8085106382979, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.9932993953168122, "queueFactor": 1.0344119082456562, "queueWeight": 1.0344119082456562, "recentSuccess": 35, "recentSuccessRate": 0.3723404255319149, "recentTerminal": 94, "recentWilsonLowerBound": 0.2814303449670723, "running": 4, "selectionWeight": 1.0274807229689202, "stale": false, "submissionEligible": true, "throughputPerHour": 15.666666666666666, "waiting": 11512 }, "Mthreads_s4000": { "available": true, "backlogHours": 2138.25, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 1.6225592632244652, "queueFactor": 0.8812738146486719, "queueWeight": 0.8812738146486719, "recentSuccess": 30, "recentSuccessRate": 0.46875, "recentTerminal": 64, "recentWilsonLowerBound": 0.3517578764404486, "running": 4, "selectionWeight": 1.429918991395363, "stale": false, "submissionEligible": true, "throughputPerHour": 10.666666666666666, "waiting": 22808 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 6370.714285714285, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.8919085488222154, "queueFactor": 0.7481547178929955, "queueWeight": 0.7481547178929955, "recentSuccess": 7, "recentSuccessRate": 0.5, "recentTerminal": 14, "recentWilsonLowerBound": 0.2679886791947528, "running": 2, "selectionWeight": 0.6672855887304355, "stale": false, "submissionEligible": false, "throughputPerHour": 2.3333333333333335, "waiting": 14865 }, "Vastai_va16": { "available": true, "backlogHours": 1400.7777777777778, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.11074783993064807, "queueFactor": 0.9389971015018678, "queueWeight": 0.9389971015018678, "recentSuccess": 10, "recentSuccessRate": 0.18518518518518517, "recentTerminal": 54, "recentWilsonLowerBound": 0.10382574505942958, "running": 16, "selectionWeight": 0.10399190069247136, "stale": false, "submissionEligible": true, "throughputPerHour": 9.0, "waiting": 12607 }, "hygon_k100-ai": { "available": true, "backlogHours": 707.5471698113207, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.4570454810392898, "queueFactor": 1.0402945624779185, "queueWeight": 1.0402945624779185, "recentSuccess": 29, "recentSuccessRate": 0.27358490566037735, "recentTerminal": 106, "recentWilsonLowerBound": 0.19775807122187763, "running": 6, "selectionWeight": 0.4754619287302778, "stale": false, "submissionEligible": true, "throughputPerHour": 17.666666666666668, "waiting": 12500 } }, "queueAttemptedAt": "2026-09-14T22:20:27.169917+00:00", "queueError": null, "queueUpdatedAt": "2026-09-14T22:20:27.169917+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", "Biren_166m", "MetaX_c-500", "Sunrise_pt-200-x1", "Iluvatar_bi-100", "Cambricon_mlu-370-x8", "Mthreads_s4000" ], "taskTypes": [ "text-generation" ], "throughputWindowHours": 6, "version": 3 }