Files
submmit/.modelhub_state/market_intelligence.json

755 lines
24 KiB
JSON

{
"communityAttemptedAt": "2026-09-19T21:57:24.104340+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-09-19T21:57:24.104340+00:00",
"frameworkAttemptedAt": "2026-09-19T16:57:00.094728+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b3": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 39680,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 19193,
"successRate": 0.4836945564516129,
"wilsonLowerBound": 0.4787792709478902
},
"vllm": {
"framework": "vllm",
"modelCount": 52987,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14816,
"successRate": 0.27961575480778306,
"wilsonLowerBound": 0.2758103327278731
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 2753,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 782,
"successRate": 0.2840537595350527,
"wilsonLowerBound": 0.267517858082399
}
},
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 32979,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14584,
"successRate": 0.44222080718032686,
"wilsonLowerBound": 0.4368675574806479
},
"vllm": {
"framework": "vllm",
"modelCount": 37516,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10661,
"successRate": 0.2841720865763941,
"wilsonLowerBound": 0.2796303945037936
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 8863,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3811,
"successRate": 0.42998984542479973,
"wilsonLowerBound": 0.4197152754642753
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 63946,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12085,
"successRate": 0.1889875832733869,
"wilsonLowerBound": 0.18597185159120364
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 17873,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3579,
"successRate": 0.20024618139092487,
"wilsonLowerBound": 0.19444385225854224
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 6078,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 61,
"successRate": 0.010036196117143797,
"wilsonLowerBound": 0.007821493248097717
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26157,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3223,
"successRate": 0.12321749436097412,
"wilsonLowerBound": 0.11928942022491816
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16468,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1674,
"successRate": 0.10165168812241923,
"wilsonLowerBound": 0.09712873155638158
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 11255,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4735,
"successRate": 0.42070191026210574,
"wilsonLowerBound": 0.41160992109971617
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24164,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3788,
"successRate": 0.1567621254759146,
"wilsonLowerBound": 0.15223248521681057
},
"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": 43098,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10806,
"successRate": 0.25073089238479745,
"wilsonLowerBound": 0.24666109266673353
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 23282,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3059,
"successRate": 0.13138905592303066,
"wilsonLowerBound": 0.12711031484186042
},
"vllm": {
"framework": "vllm",
"modelCount": 86642,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9764,
"successRate": 0.11269361279748852,
"wilsonLowerBound": 0.11060514965061183
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 40541,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4971,
"successRate": 0.12261661034508275,
"wilsonLowerBound": 0.11945947056123453
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 31992,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3417,
"successRate": 0.106807951987997,
"wilsonLowerBound": 0.10347041729843114
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 88629,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21070,
"successRate": 0.2377325706033014,
"wilsonLowerBound": 0.2349413430908641
},
"transformers": {
"framework": "transformers",
"modelCount": 5181,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 566,
"successRate": 0.10924531943640224,
"wilsonLowerBound": 0.10103871178963275
},
"vllm": {
"framework": "vllm",
"modelCount": 112547,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16510,
"successRate": 0.14669426994944335,
"wilsonLowerBound": 0.1446392932437984
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 17440,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3456,
"successRate": 0.1981651376146789,
"wilsonLowerBound": 0.1923157411675186
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 42850,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5574,
"successRate": 0.13008168028004669,
"wilsonLowerBound": 0.1269296755781395
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 6733,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 555,
"successRate": 0.08242982325857716,
"wilsonLowerBound": 0.07609627867751127
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 200,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 36,
"successRate": 0.18,
"wilsonLowerBound": 0.1329455066253411
},
"vllm": {
"framework": "vllm",
"modelCount": 31197,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5609,
"successRate": 0.1797929288072571,
"wilsonLowerBound": 0.17557107925014906
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 60889,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12391,
"successRate": 0.20350145346450096,
"wilsonLowerBound": 0.20032231965167654
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 7994,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2319,
"successRate": 0.2900925694270703,
"wilsonLowerBound": 0.28024710343656134
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 12941,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3340,
"successRate": 0.25809442856038944,
"wilsonLowerBound": 0.2506276124741752
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 61040,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16732,
"successRate": 0.27411533420707734,
"wilsonLowerBound": 0.2705908872031442
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 46607,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 20409,
"successRate": 0.43789559508228376,
"wilsonLowerBound": 0.43339662776602217
},
"vllm": {
"framework": "vllm",
"modelCount": 36575,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3470,
"successRate": 0.09487354750512646,
"wilsonLowerBound": 0.0919127038523324
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 535,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
}
},
"Sunrise_pt-200-x1": {
"sglang": {
"framework": "sglang",
"modelCount": 6278,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 192,
"successRate": 0.030582988212806625,
"wilsonLowerBound": 0.026602368317046696
},
"vllm": {
"framework": "vllm",
"modelCount": 10026,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 739,
"successRate": 0.07370835826850189,
"wilsonLowerBound": 0.06875525826123706
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 5955,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2525,
"successRate": 0.42401343408900083,
"wilsonLowerBound": 0.4115144236485661
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7376,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 235,
"successRate": 0.03186008676789588,
"wilsonLowerBound": 0.02808932214804452
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 11685,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3836,
"successRate": 0.3282841249465126,
"wilsonLowerBound": 0.3198272664249393
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 26485,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 13438,
"successRate": 0.5073815367188975,
"wilsonLowerBound": 0.5013597623186946
},
"vllm": {
"framework": "vllm",
"modelCount": 62428,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6281,
"successRate": 0.10061190491446145,
"wilsonLowerBound": 0.09827668247931033
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 12490,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1801,
"successRate": 0.14419535628502803,
"wilsonLowerBound": 0.1381439247920521
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-09-19T22:01:23.904453+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 1176.655462184874,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.455908037150637,
"queueFactor": 0.9834129396515783,
"queueWeight": 0.9834129396515783,
"recentSuccess": 38,
"recentSuccessRate": 0.31932773109243695,
"recentTerminal": 119,
"recentWilsonLowerBound": 0.2423382718811776,
"running": 8,
"selectionWeight": 1.4317588026766672,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 19.833333333333332,
"waiting": 23337
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1358.8292682926829,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.3463898208331893,
"queueFactor": 0.9624065758857102,
"queueWeight": 0.9624065758857102,
"recentSuccess": 47,
"recentSuccessRate": 0.3821138211382114,
"recentTerminal": 123,
"recentWilsonLowerBound": 0.30104673808099086,
"running": 8,
"selectionWeight": 2.258180993161155,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 20.5,
"waiting": 27856
},
"Biren_166m": {
"available": true,
"backlogHours": 167.0742857142857,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.3864187899100375,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 32,
"recentSuccessRate": 0.18285714285714286,
"recentTerminal": 175,
"recentWilsonLowerBound": 0.1326079045186423,
"running": 8,
"selectionWeight": 0.5023444268830487,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 29.166666666666668,
"waiting": 4873
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1555.6842105263158,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.5242213613383502,
"queueFactor": 0.9430725392843254,
"queueWeight": 0.9430725392843254,
"recentSuccess": 14,
"recentSuccessRate": 0.24561403508771928,
"recentTerminal": 57,
"recentWilsonLowerBound": 0.15232700465447838,
"running": 7,
"selectionWeight": 0.49437877038444383,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 9.5,
"waiting": 14779
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 437.56451612903226,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.7761721123443976,
"queueFactor": 1.1407146030237352,
"queueWeight": 1.1407146030237352,
"recentSuccess": 31,
"recentSuccessRate": 0.25,
"recentTerminal": 124,
"recentWilsonLowerBound": 0.18207534390170776,
"running": 7,
"selectionWeight": 0.8853908630110335,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 20.666666666666668,
"waiting": 9043
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 43.53008595988539,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 13,
"recentSuccessRate": 0.03724928366762178,
"recentTerminal": 349,
"recentWilsonLowerBound": 0.021895552585493805,
"running": 24,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 58.166666666666664,
"waiting": 2532
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 95.43870967741935,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.15615941301276898,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 37,
"recentSuccessRate": 0.11935483870967742,
"recentTerminal": 310,
"recentWilsonLowerBound": 0.08784363331389716,
"running": 7,
"selectionWeight": 0.20300723691659966,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 51.666666666666664,
"waiting": 4931
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 2746.285714285714,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 1.9981056318165886,
"queueFactor": 0.8660071107543563,
"queueWeight": 0.8660071107543563,
"recentSuccess": 15,
"recentSuccessRate": 0.42857142857142855,
"recentTerminal": 35,
"recentWilsonLowerBound": 0.27984333081678914,
"running": 2,
"selectionWeight": 1.7303736851914915,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 5.833333333333333,
"waiting": 16020
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 601.2452830188679,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.9308952361982354,
"queueFactor": 1.0876159385060258,
"queueWeight": 1.0876159385060258,
"recentSuccess": 29,
"recentSuccessRate": 0.27358490566037735,
"recentTerminal": 106,
"recentWilsonLowerBound": 0.19775807122187763,
"running": 8,
"selectionWeight": 1.0124564959685325,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 17.666666666666668,
"waiting": 10622
},
"MetaX_c-500": {
"available": true,
"backlogHours": 804.433734939759,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.7758673513825998,
"queueFactor": 1.0411415397605692,
"queueWeight": 1.0411415397605692,
"recentSuccess": 22,
"recentSuccessRate": 0.26506024096385544,
"recentTerminal": 83,
"recentWilsonLowerBound": 0.18204284443216528,
"running": 4,
"selectionWeight": 0.8077877288684345,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 13.833333333333334,
"waiting": 11128
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 1781.0833333333333,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 2.5,
"queueFactor": 0.9241249159787269,
"queueWeight": 0.9241249159787269,
"recentSuccess": 30,
"recentSuccessRate": 0.4166666666666667,
"recentTerminal": 72,
"recentWilsonLowerBound": 0.30985038222496447,
"running": 4,
"selectionWeight": 2.3103122899468174,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 12.0,
"waiting": 21373
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 11901.0,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 1.121280143806504,
"queueFactor": 0.7,
"queueWeight": 0.7,
"recentSuccess": 4,
"recentSuccessRate": 0.5,
"recentTerminal": 8,
"recentWilsonLowerBound": 0.2152125268244419,
"running": 2,
"selectionWeight": 0.7848961006645528,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 1.3333333333333333,
"waiting": 15868
},
"Vastai_va16": {
"available": true,
"backlogHours": 2460.3529411764703,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.13963195499109002,
"queueFactor": 0.8804074399084878,
"queueWeight": 0.8804074399084878,
"recentSuccess": 6,
"recentSuccessRate": 0.17647058823529413,
"recentTerminal": 34,
"recentWilsonLowerBound": 0.08348855603569687,
"running": 16,
"selectionWeight": 0.12293301202312276,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 5.666666666666667,
"waiting": 13942
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 1052.5,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 1.3134868829233746,
"queueFactor": 1.0,
"queueWeight": 1.0,
"recentSuccess": 27,
"recentSuccessRate": 0.32142857142857145,
"recentTerminal": 84,
"recentWilsonLowerBound": 0.23125977350162447,
"running": 6,
"selectionWeight": 1.3134868829233746,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 14.0,
"waiting": 14735
}
},
"queueAttemptedAt": "2026-09-19T21:54:11.879727+00:00",
"queueError": null,
"queueUpdatedAt": "2026-09-19T21:54:11.879727+00:00",
"supportedGpus": [
"Vastai_va16",
"Kunlunxin_p-800",
"Iluvatar_mrv-100",
"Cambricon_mlu-370-x4",
"Iluvatar_bi-150",
"Ascend_910-b4",
"hygon_k100-ai",
"Ascend_910-b3",
"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
}