{ "communityAttemptedAt": "2026-10-23T12:24:52.963823+00:00", "communityError": "ModelHubAPIError: 分页大小不能超过100", "communitySample": {}, "communityUpdatedAt": null, "frameworkAttemptedAt": "2026-10-23T12:06:14.759955+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b3": { "llamacpp": { "framework": "llamacpp", "modelCount": 44007, "officialConfigError": null, "officialConfigValid": true, "successCount": 22187, "successRate": 0.5041697911695867, "wilsonLowerBound": 0.49949819842432125 }, "vllm": { "framework": "vllm", "modelCount": 58620, "officialConfigError": null, "officialConfigValid": true, "successCount": 15634, "successRate": 0.26670078471511427, "wilsonLowerBound": 0.2631361335283267 }, "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": 5635, "officialConfigError": null, "officialConfigValid": true, "successCount": 1816, "successRate": 0.3222715173025732, "wilsonLowerBound": 0.3101936801872484 } }, "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 39072, "officialConfigError": null, "officialConfigValid": true, "successCount": 18787, "successRate": 0.4808302620802621, "wilsonLowerBound": 0.47587818647406654 }, "vllm": { "framework": "vllm", "modelCount": 40924, "officialConfigError": null, "officialConfigValid": true, "successCount": 11203, "successRate": 0.2737513439546476, "wilsonLowerBound": 0.26945269017047235 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 14693, "officialConfigError": null, "officialConfigValid": true, "successCount": 6050, "successRate": 0.41176070237528073, "wilsonLowerBound": 0.4038268405531547 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 64317, "officialConfigError": null, "officialConfigValid": true, "successCount": 12100, "successRate": 0.18813066529844363, "wilsonLowerBound": 0.18512891361905193 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 36727, "officialConfigError": null, "officialConfigValid": true, "successCount": 7692, "successRate": 0.20943719879108014, "wilsonLowerBound": 0.20530611294120568 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 8466, "officialConfigError": null, "officialConfigValid": true, "successCount": 117, "successRate": 0.013819985825655563, "wilsonLowerBound": 0.011544457364223739 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26824, "officialConfigError": null, "officialConfigValid": true, "successCount": 3294, "successRate": 0.12280047718461079, "wilsonLowerBound": 0.11892665277892703 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16526, "officialConfigError": null, "officialConfigValid": true, "successCount": 1676, "successRate": 0.10141595062326032, "wilsonLowerBound": 0.09690557044342328 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 18024, "officialConfigError": null, "officialConfigValid": true, "successCount": 6914, "successRate": 0.3835996449178873, "wilsonLowerBound": 0.376526099219241 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24848, "officialConfigError": null, "officialConfigValid": true, "successCount": 3811, "successRate": 0.15337250482936252, "wilsonLowerBound": 0.14894557314894244 }, "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": 56492, "officialConfigError": null, "officialConfigValid": true, "successCount": 14172, "successRate": 0.2508673794519578, "wilsonLowerBound": 0.24730950013092923 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 26004, "officialConfigError": null, "officialConfigValid": true, "successCount": 3373, "successRate": 0.12971081372096602, "wilsonLowerBound": 0.12568172494110819 }, "vllm": { "framework": "vllm", "modelCount": 87134, "officialConfigError": null, "officialConfigValid": true, "successCount": 9775, "successRate": 0.11218353340831363, "wilsonLowerBound": 0.11010510375972507 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 50465, "officialConfigError": null, "officialConfigValid": true, "successCount": 5774, "successRate": 0.11441593183394431, "wilsonLowerBound": 0.11166795618194252 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 53076, "officialConfigError": null, "officialConfigValid": true, "successCount": 3870, "successRate": 0.0729143115532444, "wilsonLowerBound": 0.07073314570821167 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 95327, "officialConfigError": null, "officialConfigValid": true, "successCount": 24116, "successRate": 0.2529818414510055, "wilsonLowerBound": 0.25023215564111395 }, "llamacpp_opt": { "framework": "llamacpp_opt", "modelCount": 156, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 }, "transformers": { "framework": "transformers", "modelCount": 5724, "officialConfigError": null, "officialConfigValid": true, "successCount": 593, "successRate": 0.1035988819007687, "wilsonLowerBound": 0.09596822651095949 }, "vllm": { "framework": "vllm", "modelCount": 112952, "officialConfigError": null, "officialConfigValid": true, "successCount": 16543, "successRate": 0.14646044337417663, "wilsonLowerBound": 0.14441050303598618 }, "vllm-0.17.0": { "framework": "vllm-0.17.0", "modelCount": 334, "officialConfigError": null, "officialConfigValid": true, "successCount": 1, "successRate": 0.0029940119760479044, "wilsonLowerBound": 0.0005286986847552426 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 26388, "officialConfigError": null, "officialConfigValid": true, "successCount": 4250, "successRate": 0.16105805669243595, "wilsonLowerBound": 0.15667227412799561 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 44667, "officialConfigError": null, "officialConfigValid": true, "successCount": 5811, "successRate": 0.1300960440593727, "wilsonLowerBound": 0.1270080009746952 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 8579, "officialConfigError": null, "officialConfigValid": true, "successCount": 841, "successRate": 0.0980300734351323, "wilsonLowerBound": 0.09191646943805239 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 205, "officialConfigError": null, "officialConfigValid": true, "successCount": 37, "successRate": 0.18048780487804877, "wilsonLowerBound": 0.13387369642098657 }, "vllm": { "framework": "vllm", "modelCount": 36059, "officialConfigError": null, "officialConfigValid": true, "successCount": 7295, "successRate": 0.2023073296541779, "wilsonLowerBound": 0.19819272528444692 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 61593, "officialConfigError": null, "officialConfigValid": true, "successCount": 12431, "successRate": 0.20182488269770915, "wilsonLowerBound": 0.19867375988306904 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 19396, "officialConfigError": null, "officialConfigValid": true, "successCount": 5489, "successRate": 0.2829964941224995, "wilsonLowerBound": 0.2767005039717228 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 16492, "officialConfigError": null, "officialConfigValid": true, "successCount": 3983, "successRate": 0.24151103565365026, "wilsonLowerBound": 0.23503947058948763 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 70196, "officialConfigError": null, "officialConfigValid": true, "successCount": 19272, "successRate": 0.27454555815146164, "wilsonLowerBound": 0.27125645653772457 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 1947, "officialConfigError": null, "officialConfigValid": true, "successCount": 1118, "successRate": 0.5742167437082691, "wilsonLowerBound": 0.5521280551109713 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 48770, "officialConfigError": null, "officialConfigValid": true, "successCount": 21815, "successRate": 0.44730367028911217, "wilsonLowerBound": 0.4428950913704027 }, "vllm": { "framework": "vllm", "modelCount": 41602, "officialConfigError": null, "officialConfigValid": true, "successCount": 5343, "successRate": 0.12843132541704727, "wilsonLowerBound": 0.12525056724249523 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 1298, "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": 10117, "officialConfigError": null, "officialConfigValid": true, "successCount": 766, "successRate": 0.07571414450924187, "wilsonLowerBound": 0.07071873575009961 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 7984, "officialConfigError": null, "officialConfigValid": true, "successCount": 3511, "successRate": 0.4397545090180361, "wilsonLowerBound": 0.4288982626274817 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7445, "officialConfigError": null, "officialConfigValid": true, "successCount": 247, "successRate": 0.03317662860980524, "wilsonLowerBound": 0.02934300967033281 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 20681, "officialConfigError": null, "officialConfigValid": true, "successCount": 5864, "successRate": 0.2835452831101011, "wilsonLowerBound": 0.27744298752470353 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 29318, "officialConfigError": null, "officialConfigValid": true, "successCount": 15031, "successRate": 0.5126884507810902, "wilsonLowerBound": 0.5069655428587235 }, "vllm": { "framework": "vllm", "modelCount": 68873, "officialConfigError": null, "officialConfigValid": true, "successCount": 7482, "successRate": 0.10863473349498352, "wilsonLowerBound": 0.10633248321023593 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 14516, "officialConfigError": null, "officialConfigValid": true, "successCount": 2632, "successRate": 0.181317167263709, "wilsonLowerBound": 0.17513402062025307 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-10-23T12:24:52.963823+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 1247.5522388059703, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.0160976908698074, "queueFactor": 0.9670658783383733, "queueWeight": 0.9670658783383733, "recentSuccess": 46, "recentSuccessRate": 0.34328358208955223, "recentTerminal": 134, "recentWilsonLowerBound": 0.26826599296332926, "running": 8, "selectionWeight": 1.9496992842369765, "stale": false, "submissionEligible": true, "throughputPerHour": 22.333333333333332, "waiting": 27862 }, "Ascend_910-b4": { "available": true, "backlogHours": 1389.0428571428572, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.5, "queueFactor": 0.9516067724717265, "queueWeight": 0.9516067724717265, "recentSuccess": 52, "recentSuccessRate": 0.37142857142857144, "recentTerminal": 140, "recentWilsonLowerBound": 0.2958237877185095, "running": 8, "selectionWeight": 2.3790169311793163, "stale": false, "submissionEligible": true, "throughputPerHour": 23.333333333333332, "waiting": 32411 }, "Biren_166m": { "available": true, "backlogHours": 127.16129032258065, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.1529956710299151, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 26, "recentSuccessRate": 0.11981566820276497, "recentTerminal": 217, "recentWilsonLowerBound": 0.08309040612115945, "running": 8, "selectionWeight": 0.19889437233888962, "stale": false, "submissionEligible": true, "throughputPerHour": 36.166666666666664, "waiting": 4599 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1308.722891566265, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.42355776506109777, "queueFactor": 0.9601469710289361, "queueWeight": 0.9601469710289361, "recentSuccess": 17, "recentSuccessRate": 0.20481927710843373, "recentTerminal": 83, "recentWilsonLowerBound": 0.13199762324683, "running": 7, "selectionWeight": 0.40667770517919877, "stale": false, "submissionEligible": true, "throughputPerHour": 13.833333333333334, "waiting": 18104 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 444.23622047244095, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.3264985603171162, "queueFactor": 1.1290749606042247, "queueWeight": 1.1290749606042247, "recentSuccess": 22, "recentSuccessRate": 0.1732283464566929, "recentTerminal": 127, "recentWilsonLowerBound": 0.11727034762153574, "running": 7, "selectionWeight": 0.3686413491273841, "stale": false, "submissionEligible": true, "throughputPerHour": 21.166666666666668, "waiting": 9403 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 61.759530791788855, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 20, "recentSuccessRate": 0.05865102639296188, "recentTerminal": 341, "recentWilsonLowerBound": 0.0382846227076317, "running": 24, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 56.833333333333336, "waiting": 3510 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 265.49152542372883, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.0652534342869989, "queueFactor": 1.219711929820511, "queueWeight": 1.219711929820511, "recentSuccess": 16, "recentSuccessRate": 0.0903954802259887, "recentTerminal": 177, "recentWilsonLowerBound": 0.05640721047408417, "running": 6, "selectionWeight": 0.07959039226161133, "stale": false, "submissionEligible": true, "throughputPerHour": 29.5, "waiting": 7832 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 2413.95, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.17122686185228606, "queueFactor": 0.8759022268635429, "queueWeight": 0.8759022268635429, "recentSuccess": 7, "recentSuccessRate": 0.175, "recentTerminal": 40, "recentWilsonLowerBound": 0.08745302996883067, "running": 2, "selectionWeight": 0.1499779895952736, "stale": false, "submissionEligible": true, "throughputPerHour": 6.666666666666667, "waiting": 16093 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 292.89130434782606, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.41410956401117, "queueFactor": 1.2018738867572363, "queueWeight": 1.2018738867572363, "recentSuccess": 33, "recentSuccessRate": 0.1793478260869565, "recentTerminal": 184, "recentWilsonLowerBound": 0.130651004621953, "running": 8, "selectionWeight": 0.49770747124144943, "stale": false, "submissionEligible": true, "throughputPerHour": 30.666666666666668, "waiting": 8982 }, "MetaX_c-500": { "available": true, "backlogHours": 608.6548672566372, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.8112312559065199, "queueFactor": 1.0769838879060707, "queueWeight": 1.0769838879060707, "recentSuccess": 28, "recentSuccessRate": 0.24778761061946902, "recentTerminal": 113, "recentWilsonLowerBound": 0.17735906738422746, "running": 4, "selectionWeight": 0.8736829919771284, "stale": false, "submissionEligible": true, "throughputPerHour": 18.833333333333332, "waiting": 11463 }, "Mthreads_s4000": { "available": true, "backlogHours": 1857.2470588235294, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 1.150098867794074, "queueFactor": 0.9110336515548372, "queueWeight": 0.9110336515548372, "recentSuccess": 25, "recentSuccessRate": 0.29411764705882354, "recentTerminal": 85, "recentWilsonLowerBound": 0.20785389608177998, "running": 4, "selectionWeight": 1.047778771175519, "stale": false, "submissionEligible": true, "throughputPerHour": 14.166666666666666, "waiting": 26311 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 1514.1081081081081, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.05, "queueFactor": 0.9393800621272175, "queueWeight": 0.9393800621272175, "recentSuccess": 7, "recentSuccessRate": 0.0945945945945946, "recentTerminal": 74, "recentWilsonLowerBound": 0.046579345930590606, "running": 2, "selectionWeight": 0.046969003106360874, "stale": false, "submissionEligible": false, "throughputPerHour": 12.333333333333334, "waiting": 18674 }, "Vastai_va16": { "available": true, "backlogHours": 748.303448275862, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.8276684773525012, "queueFactor": 1.0441267181281373, "queueWeight": 1.0441267181281373, "recentSuccess": 35, "recentSuccessRate": 0.2413793103448276, "recentTerminal": 145, "recentWilsonLowerBound": 0.1789836161050763, "running": 16, "selectionWeight": 0.8641907709561796, "stale": false, "submissionEligible": true, "throughputPerHour": 24.166666666666668, "waiting": 18084 }, "hygon_k100-ai": { "available": true, "backlogHours": 1558.9263157894736, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.36488351706172767, "queueFactor": 0.9352786761614323, "queueWeight": 0.9352786761614323, "recentSuccess": 18, "recentSuccessRate": 0.18947368421052632, "recentTerminal": 95, "recentWilsonLowerBound": 0.12334753468178354, "running": 6, "selectionWeight": 0.34126777279062004, "stale": false, "submissionEligible": true, "throughputPerHour": 15.833333333333334, "waiting": 24683 } }, "queueAttemptedAt": "2026-10-23T12:23:06.472410+00:00", "queueError": null, "queueUpdatedAt": "2026-10-23T12:23:06.472410+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 }