{ "communityAttemptedAt": "2026-10-21T06:14:12.381815+00:00", "communityError": "ModelHubAPIError: 分页大小不能超过100", "communitySample": {}, "communityUpdatedAt": null, "frameworkAttemptedAt": "2026-10-21T05:35:45.861214+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b3": { "llamacpp": { "framework": "llamacpp", "modelCount": 43736, "officialConfigError": null, "officialConfigValid": true, "successCount": 22012, "successRate": 0.5032924821657216, "wilsonLowerBound": 0.4986064543901345 }, "vllm": { "framework": "vllm", "modelCount": 58264, "officialConfigError": null, "officialConfigValid": true, "successCount": 15548, "successRate": 0.26685431827543593, "wilsonLowerBound": 0.2632781732778643 }, "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": 5375, "officialConfigError": null, "officialConfigValid": true, "successCount": 1716, "successRate": 0.3192558139534884, "wilsonLowerBound": 0.3069255239072819 } }, "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 38723, "officialConfigError": null, "officialConfigValid": true, "successCount": 18536, "successRate": 0.47868192030576145, "wilsonLowerBound": 0.4737086696591634 }, "vllm": { "framework": "vllm", "modelCount": 40636, "officialConfigError": null, "officialConfigValid": true, "successCount": 11108, "successRate": 0.27335367654296683, "wilsonLowerBound": 0.26904189454534666 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 14314, "officialConfigError": null, "officialConfigValid": true, "successCount": 5920, "successRate": 0.41358110940338133, "wilsonLowerBound": 0.4055374569198795 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26788, "officialConfigError": null, "officialConfigValid": true, "successCount": 3291, "successRate": 0.12285351649992533, "wilsonLowerBound": 0.11897638892323402 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16523, "officialConfigError": null, "officialConfigValid": true, "successCount": 1676, "successRate": 0.10143436421957272, "wilsonLowerBound": 0.09692320816306216 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 17587, "officialConfigError": null, "officialConfigValid": true, "successCount": 6768, "successRate": 0.38482970375845793, "wilsonLowerBound": 0.37766454908223046 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24828, "officialConfigError": null, "officialConfigValid": true, "successCount": 3809, "successRate": 0.15341549863057838, "wilsonLowerBound": 0.14898628499581715 }, "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": 55545, "officialConfigError": null, "officialConfigValid": true, "successCount": 13962, "successRate": 0.2513637591142317, "wilsonLowerBound": 0.24777342155765533 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 25407, "officialConfigError": null, "officialConfigValid": true, "successCount": 3254, "successRate": 0.12807493997717165, "wilsonLowerBound": 0.12402195241593497 }, "vllm": { "framework": "vllm", "modelCount": 87129, "officialConfigError": null, "officialConfigValid": true, "successCount": 9772, "successRate": 0.1121555394874267, "wilsonLowerBound": 0.1100772803468428 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 49576, "officialConfigError": null, "officialConfigValid": true, "successCount": 5680, "successRate": 0.11457156688720349, "wilsonLowerBound": 0.1117976551711679 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 52056, "officialConfigError": null, "officialConfigValid": true, "successCount": 3803, "successRate": 0.07305593975718457, "wilsonLowerBound": 0.07085180257554549 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 95041, "officialConfigError": null, "officialConfigValid": true, "successCount": 23972, "successRate": 0.25222798581664757, "wilsonLowerBound": 0.24947694016415686 }, "llamacpp_opt": { "framework": "llamacpp_opt", "modelCount": 149, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 }, "transformers": { "framework": "transformers", "modelCount": 5681, "officialConfigError": null, "officialConfigValid": true, "successCount": 590, "successRate": 0.10385495511353635, "wilsonLowerBound": 0.0961876547107571 }, "vllm": { "framework": "vllm", "modelCount": 112917, "officialConfigError": null, "officialConfigValid": true, "successCount": 16539, "successRate": 0.14647041632349425, "wilsonLowerBound": 0.1444201016721459 }, "vllm-0.17.0": { "framework": "vllm-0.17.0", "modelCount": 312, "officialConfigError": null, "officialConfigValid": true, "successCount": 1, "successRate": 0.003205128205128205, "wilsonLowerBound": 0.0005659935005814385 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 25897, "officialConfigError": null, "officialConfigValid": true, "successCount": 4174, "successRate": 0.1611769703054408, "wilsonLowerBound": 0.15674892475249 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 44368, "officialConfigError": null, "officialConfigValid": true, "successCount": 5727, "successRate": 0.1290795167688424, "wilsonLowerBound": 0.12599171146706045 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 8492, "officialConfigError": null, "officialConfigValid": true, "successCount": 819, "successRate": 0.09644371172868582, "wilsonLowerBound": 0.09034631651909467 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 205, "officialConfigError": null, "officialConfigValid": true, "successCount": 37, "successRate": 0.18048780487804877, "wilsonLowerBound": 0.13387369642098657 }, "vllm": { "framework": "vllm", "modelCount": 35728, "officialConfigError": null, "officialConfigValid": true, "successCount": 7194, "successRate": 0.20135467980295566, "wilsonLowerBound": 0.19722864725509875 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 61566, "officialConfigError": null, "officialConfigValid": true, "successCount": 12430, "successRate": 0.20189715102491634, "wilsonLowerBound": 0.19874491293207971 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 18565, "officialConfigError": null, "officialConfigValid": true, "successCount": 5262, "successRate": 0.2834365741987611, "wilsonLowerBound": 0.27699907511120403 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 16268, "officialConfigError": null, "officialConfigValid": true, "successCount": 3931, "successRate": 0.2416400295057782, "wilsonLowerBound": 0.23512325772067197 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 69677, "officialConfigError": null, "officialConfigValid": true, "successCount": 19155, "successRate": 0.27491137678143435, "wilsonLowerBound": 0.27160870386575114 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 1731, "officialConfigError": null, "officialConfigValid": true, "successCount": 1024, "successRate": 0.5915655690352397, "wilsonLowerBound": 0.5682312193763669 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 48627, "officialConfigError": null, "officialConfigValid": true, "successCount": 21730, "successRate": 0.4468710798527567, "wilsonLowerBound": 0.44245647335192295 }, "vllm": { "framework": "vllm", "modelCount": 41253, "officialConfigError": null, "officialConfigValid": true, "successCount": 5243, "successRate": 0.1270937871185126, "wilsonLowerBound": 0.12391426203465632 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 1252, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 } }, "Sunrise_pt-200-x1": { "sglang": { "framework": "sglang", "modelCount": 6289, "officialConfigError": null, "officialConfigValid": true, "successCount": 192, "successRate": 0.03052949594530132, "wilsonLowerBound": 0.026555749965692398 }, "vllm": { "framework": "vllm", "modelCount": 10114, "officialConfigError": null, "officialConfigValid": true, "successCount": 766, "successRate": 0.07573660272889064, "wilsonLowerBound": 0.07073976685401544 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 7846, "officialConfigError": null, "officialConfigValid": true, "successCount": 3450, "successRate": 0.4397145042059648, "wilsonLowerBound": 0.42876362939267526 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7433, "officialConfigError": null, "officialConfigValid": true, "successCount": 245, "successRate": 0.0329611193327055, "wilsonLowerBound": 0.02913746388780375 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 19775, "officialConfigError": null, "officialConfigValid": true, "successCount": 5615, "successRate": 0.28394437420986096, "wilsonLowerBound": 0.2777020608738731 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 29139, "officialConfigError": null, "officialConfigValid": true, "successCount": 14917, "successRate": 0.5119255979958132, "wilsonLowerBound": 0.5061850212950646 }, "vllm": { "framework": "vllm", "modelCount": 68519, "officialConfigError": null, "officialConfigValid": true, "successCount": 7409, "successRate": 0.10813059151476233, "wilsonLowerBound": 0.10582724107597197 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 14346, "officialConfigError": null, "officialConfigValid": true, "successCount": 2566, "successRate": 0.17886518890283007, "wilsonLowerBound": 0.17268006359000113 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-10-21T06:14:12.381815+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 1041.9018404907974, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.1386311031685397, "queueFactor": 1.0101923890171156, "queueWeight": 1.0101923890171156, "recentSuccess": 52, "recentSuccessRate": 0.31901840490797545, "recentTerminal": 163, "recentWilsonLowerBound": 0.2523368672867388, "running": 8, "selectionWeight": 2.1604288633361364, "stale": false, "submissionEligible": true, "throughputPerHour": 27.166666666666668, "waiting": 28305 }, "Ascend_910-b4": { "available": true, "backlogHours": 1440.9264705882351, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.5, "queueFactor": 0.9622365293011771, "queueWeight": 0.9622365293011771, "recentSuccess": 47, "recentSuccessRate": 0.34558823529411764, "recentTerminal": 136, "recentWilsonLowerBound": 0.2708948608823105, "running": 8, "selectionWeight": 2.405591323252943, "stale": false, "submissionEligible": true, "throughputPerHour": 22.666666666666668, "waiting": 32661 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1114.7755102040817, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.3526826651361813, "queueFactor": 1.0, "queueWeight": 1.0, "recentSuccess": 17, "recentSuccessRate": 0.17346938775510204, "recentTerminal": 98, "recentWilsonLowerBound": 0.11122039941721076, "running": 7, "selectionWeight": 0.3526826651361813, "stale": false, "submissionEligible": true, "throughputPerHour": 16.333333333333332, "waiting": 18208 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 361.4634146341464, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.6516418603932717, "queueFactor": 1.1840456888827122, "queueWeight": 1.1840456888827122, "recentSuccess": 33, "recentSuccessRate": 0.20121951219512196, "recentTerminal": 164, "recentWilsonLowerBound": 0.14702038949834256, "running": 7, "selectionWeight": 0.7715737354941635, "stale": false, "submissionEligible": true, "throughputPerHour": 27.333333333333332, "waiting": 9880 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 68.94193548387098, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 19, "recentSuccessRate": 0.06129032258064516, "recentTerminal": 310, "recentWilsonLowerBound": 0.039584850735690826, "running": 18, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 51.666666666666664, "waiting": 3562 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 388.22400000000005, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.05, "queueFactor": 1.1714284191589481, "queueWeight": 1.1714284191589481, "recentSuccess": 7, "recentSuccessRate": 0.056, "recentTerminal": 125, "recentWilsonLowerBound": 0.027387876776358035, "running": 6, "selectionWeight": 0.05857142095794741, "stale": false, "submissionEligible": false, "throughputPerHour": 20.833333333333332, "waiting": 8088 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 2428.95, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.6024699807529563, "queueFactor": 0.8897445299105359, "queueWeight": 0.8897445299105359, "recentSuccess": 10, "recentSuccessRate": 0.25, "recentTerminal": 40, "recentWilsonLowerBound": 0.14186967895549518, "running": 2, "selectionWeight": 0.5360443698102487, "stale": false, "submissionEligible": true, "throughputPerHour": 6.666666666666667, "waiting": 16193 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 395.17241379310343, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.7309717155808236, "queueFactor": 1.1683154500976773, "queueWeight": 1.1683154500976773, "recentSuccess": 31, "recentSuccessRate": 0.21379310344827587, "recentTerminal": 145, "recentWilsonLowerBound": 0.15490148025035644, "running": 8, "selectionWeight": 0.8540055488974814, "stale": false, "submissionEligible": true, "throughputPerHour": 24.166666666666668, "waiting": 9550 }, "MetaX_c-500": { "available": true, "backlogHours": 689.9411764705883, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.9189170864168174, "queueFactor": 1.074623424859101, "queueWeight": 1.074623424859101, "recentSuccess": 25, "recentSuccessRate": 0.24509803921568626, "recentTerminal": 102, "recentWilsonLowerBound": 0.17188040381978262, "running": 4, "selectionWeight": 0.9874898265667866, "stale": false, "submissionEligible": true, "throughputPerHour": 17.0, "waiting": 11729 }, "Mthreads_s4000": { "available": true, "backlogHours": 2860.6909090909094, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.49257130526158205, "queueFactor": 0.8681753934358287, "queueWeight": 0.8681753934358287, "recentSuccess": 12, "recentSuccessRate": 0.21818181818181817, "recentTerminal": 55, "recentWilsonLowerBound": 0.12945897827653216, "running": 4, "selectionWeight": 0.42763828674067367, "stale": false, "submissionEligible": true, "throughputPerHour": 9.166666666666666, "waiting": 26223 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 3184.6285714285714, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.2817170901110307, "queueFactor": 0.8543174846907281, "queueWeight": 0.8543174846907281, "recentSuccess": 7, "recentSuccessRate": 0.2, "recentTerminal": 35, "recentWilsonLowerBound": 0.10042319445900805, "running": 2, "selectionWeight": 0.24067583581804694, "stale": false, "submissionEligible": true, "throughputPerHour": 5.833333333333333, "waiting": 18577 }, "Vastai_va16": { "available": true, "backlogHours": 1826.1639344262296, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.050236058012309154, "queueFactor": 0.9286394916595447, "queueWeight": 0.9286394916595447, "recentSuccess": 6, "recentSuccessRate": 0.09836065573770492, "recentTerminal": 61, "recentWilsonLowerBound": 0.04586395136730972, "running": 16, "selectionWeight": 0.04665118737553017, "stale": false, "submissionEligible": false, "throughputPerHour": 10.166666666666666, "waiting": 18566 }, "hygon_k100-ai": { "available": true, "backlogHours": 1569.063829787234, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.6912606229855055, "queueFactor": 0.9500184097060035, "queueWeight": 0.9500184097060035, "recentSuccess": 21, "recentSuccessRate": 0.22340425531914893, "recentTerminal": 94, "recentWilsonLowerBound": 0.15101805114456934, "running": 6, "selectionWeight": 0.6567103177410711, "stale": false, "submissionEligible": true, "throughputPerHour": 15.666666666666666, "waiting": 24582 } }, "queueAttemptedAt": "2026-10-21T06:08:25.774549+00:00", "queueError": null, "queueUpdatedAt": "2026-10-21T06:08:25.774549+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", "Iluvatar_bi-100", "Cambricon_mlu-370-x8", "Mthreads_s4000" ], "taskTypes": [ "text-generation" ], "throughputWindowHours": 6, "version": 3 }