[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"model-minimax-m3":3},{"id":4,"slug":5,"name":6,"hf_id":7,"organization":8,"architecture":9,"architecture_config":10,"parameters":11,"parameters_label":12,"context_length":13,"license":14,"downloads":15,"likes":16,"status":17,"description":10,"huggingface_url":18,"created_at":19,"seo":20,"category":23,"family":26,"score":29,"variants":30,"quantizations":31,"requirements":58,"gpu_recommendations":142,"fitting_gpus":331,"community":332},245,"minimax-m3","MiniMax M3","MiniMaxAI\u002FMiniMax-M3","MiniMaxAI","moe_transformer",null,428000000000,"428B",1048576,"MIT",156125,1453,"published","https:\u002F\u002Fhuggingface.co\u002FMiniMaxAI\u002FMiniMax-M3","2026-08-12T03:11:18+00:00",{"title":6,"description":21,"image":10,"robots":22,"canonical_url":10},"AI 模型部署决策引擎——开源 AI 的 GPU 需求、云端价格与成本分析。","index, follow",{"name":24,"slug":25},"OCR \u002F Vision","ocr-vision",{"name":27,"slug":28},"MiniMax","minimax",0.2663,[],[32,37,42,47,51,55],{"format":33,"bits":34,"size_factor":35,"quality_loss":36},"AWQ",4,0.263,0.03,{"format":38,"bits":39,"size_factor":40,"quality_loss":41},"FP16",16,1,0,{"format":43,"bits":44,"size_factor":45,"quality_loss":46},"FP8",8,0.5,0.01,{"format":48,"bits":34,"size_factor":49,"quality_loss":50},"GGUF",0.25,0.05,{"format":52,"bits":34,"size_factor":53,"quality_loss":54},"GPTQ",0.275,0.04,{"format":56,"bits":44,"size_factor":45,"quality_loss":57},"INT8",0.02,{"FP16":59,"FP8":82,"INT8":96,"AWQ":100,"GPTQ":114,"GGUF":128},{"minimum":60,"production":69,"recommended":76},{"scenario":61,"context_length":62,"batch_size":40,"weight_gb":63,"kv_cache_gb":49,"vram_gb":64,"ram_gb":65,"disk_gb":66,"requirement_source":67,"confidence":68},"minimum",2048,797.21,1012.05,1518.07,1282.65,"estimated",0.95,{"scenario":70,"context_length":71,"batch_size":72,"weight_gb":63,"kv_cache_gb":44,"vram_gb":73,"ram_gb":74,"disk_gb":75,"requirement_source":67,"confidence":68},"production",8192,2,1121.75,1682.63,1347.65,{"scenario":77,"context_length":78,"batch_size":40,"weight_gb":63,"kv_cache_gb":40,"vram_gb":79,"ram_gb":80,"disk_gb":81,"requirement_source":67,"confidence":68},"recommended",4096,1060.06,1590.09,1308.65,{"minimum":83,"production":88,"recommended":92},{"scenario":61,"context_length":62,"batch_size":40,"weight_gb":84,"kv_cache_gb":49,"vram_gb":85,"ram_gb":86,"disk_gb":87,"requirement_source":67,"confidence":68},398.61,507.81,761.72,660.83,{"scenario":70,"context_length":71,"batch_size":72,"weight_gb":84,"kv_cache_gb":44,"vram_gb":89,"ram_gb":90,"disk_gb":91,"requirement_source":67,"confidence":68},571.68,857.51,725.83,{"scenario":77,"context_length":78,"batch_size":40,"weight_gb":84,"kv_cache_gb":40,"vram_gb":93,"ram_gb":94,"disk_gb":95,"requirement_source":67,"confidence":68},532.91,799.36,686.83,{"minimum":97,"production":98,"recommended":99},{"scenario":61,"context_length":62,"batch_size":40,"weight_gb":84,"kv_cache_gb":49,"vram_gb":85,"ram_gb":86,"disk_gb":87,"requirement_source":67,"confidence":68},{"scenario":70,"context_length":71,"batch_size":72,"weight_gb":84,"kv_cache_gb":44,"vram_gb":89,"ram_gb":90,"disk_gb":91,"requirement_source":67,"confidence":68},{"scenario":77,"context_length":78,"batch_size":40,"weight_gb":84,"kv_cache_gb":40,"vram_gb":93,"ram_gb":94,"disk_gb":95,"requirement_source":67,"confidence":68},{"minimum":101,"production":106,"recommended":110},{"scenario":61,"context_length":62,"batch_size":40,"weight_gb":102,"kv_cache_gb":49,"vram_gb":103,"ram_gb":104,"disk_gb":105,"requirement_source":67,"confidence":68},206.78,265.15,397.72,361.57,{"scenario":70,"context_length":71,"batch_size":72,"weight_gb":102,"kv_cache_gb":44,"vram_gb":107,"ram_gb":108,"disk_gb":109,"requirement_source":67,"confidence":68},306.95,460.43,426.57,{"scenario":77,"context_length":78,"batch_size":40,"weight_gb":102,"kv_cache_gb":40,"vram_gb":111,"ram_gb":112,"disk_gb":113,"requirement_source":67,"confidence":68},279.21,418.82,387.57,{"minimum":115,"production":120,"recommended":124},{"scenario":61,"context_length":62,"batch_size":40,"weight_gb":116,"kv_cache_gb":49,"vram_gb":117,"ram_gb":118,"disk_gb":119,"requirement_source":67,"confidence":68},209.27,268.3,402.45,365.46,{"scenario":70,"context_length":71,"batch_size":72,"weight_gb":116,"kv_cache_gb":44,"vram_gb":121,"ram_gb":122,"disk_gb":123,"requirement_source":67,"confidence":68},310.39,465.59,430.46,{"scenario":77,"context_length":78,"batch_size":40,"weight_gb":116,"kv_cache_gb":40,"vram_gb":125,"ram_gb":126,"disk_gb":127,"requirement_source":67,"confidence":68},282.51,423.76,391.46,{"minimum":129,"production":134,"recommended":138},{"scenario":61,"context_length":62,"batch_size":40,"weight_gb":130,"kv_cache_gb":49,"vram_gb":131,"ram_gb":132,"disk_gb":133,"requirement_source":67,"confidence":68},214.25,274.6,411.9,373.23,{"scenario":70,"context_length":71,"batch_size":72,"weight_gb":130,"kv_cache_gb":44,"vram_gb":135,"ram_gb":136,"disk_gb":137,"requirement_source":67,"confidence":68},317.27,475.9,438.23,{"scenario":77,"context_length":78,"batch_size":40,"weight_gb":130,"kv_cache_gb":40,"vram_gb":139,"ram_gb":140,"disk_gb":141,"requirement_source":67,"confidence":68},289.1,433.64,399.23,{"recommended":143,"cheapest":163,"performance":178,"min_complexity":188,"cluster_options":198,"no_match":329,"required_vram_gb":111,"candidate_count":44,"usage":330},{"gpu_model":144,"gpu_model_id":145,"gpu_count":44,"total_vram_gb":146,"hour_price":147,"monthly_cost":148,"providers":149,"bandwidth_gbps":151,"fp16_tflops":152,"interconnect_score":153,"parallel_efficiency":154,"score":155,"tier":156,"perf_metric":157,"perf_label":158,"perf_value":159,"workload":10,"cost_metric":160},"H200 SXM",11,1128,3.5,20440,[150],"lambda",4800,989,40,0.4,0.2857,"balanced","tok\u002Fs","74.3 tok\u002Fs",74.3,{"effective_value":161,"effective_unit":157,"capacity_factor":162},52,0.7,{"gpu_model":164,"gpu_model_id":165,"gpu_count":44,"total_vram_gb":166,"hour_price":167,"monthly_cost":168,"providers":169,"bandwidth_gbps":171,"fp16_tflops":172,"interconnect_score":153,"parallel_efficiency":154,"score":173,"tier":156,"perf_metric":157,"perf_label":174,"perf_value":175,"workload":10,"cost_metric":176},"RTX A6000",6,384,0.2874,1678.42,[170,150],"vast",768,77,0.5365,"11.9 tok\u002Fs",11.9,{"effective_value":177,"effective_unit":157,"capacity_factor":162},8.3,{"gpu_model":144,"gpu_model_id":145,"gpu_count":34,"total_vram_gb":179,"hour_price":147,"monthly_cost":180,"providers":181,"bandwidth_gbps":151,"fp16_tflops":152,"interconnect_score":153,"parallel_efficiency":182,"score":183,"tier":156,"perf_metric":157,"perf_label":184,"perf_value":185,"workload":10,"cost_metric":186},564,10220,[150],0.6,0.4014,"55.7 tok\u002Fs",55.7,{"effective_value":187,"effective_unit":157,"capacity_factor":162},39,{"gpu_model":144,"gpu_model_id":145,"gpu_count":72,"total_vram_gb":189,"hour_price":147,"monthly_cost":190,"providers":191,"bandwidth_gbps":151,"fp16_tflops":152,"interconnect_score":153,"parallel_efficiency":192,"score":193,"tier":156,"perf_metric":157,"perf_label":194,"perf_value":195,"workload":10,"cost_metric":196},282,5110,[150],0.8,0.5426,"37.1 tok\u002Fs",37.1,{"effective_value":197,"effective_unit":157,"capacity_factor":162},26,[199,211,223,231,239,248,257,263,273,278,287,294,301,308,319],{"gpu_model":200,"gpu_model_id":72,"gpu_count":44,"total_vram_gb":201,"hour_price":202,"monthly_cost":203,"providers":204,"bandwidth_gbps":206,"fp16_tflops":207,"interconnect_score":153,"parallel_efficiency":154,"insufficient":208,"vram_shortfall_gb":209,"score":210,"tier":156},"RTX 5090",256,0.337,1968.08,[170,205],"runpod",1792,209,true,23.21,0.5066,{"gpu_model":212,"gpu_model_id":213,"gpu_count":44,"total_vram_gb":214,"hour_price":215,"monthly_cost":216,"providers":217,"bandwidth_gbps":219,"fp16_tflops":220,"interconnect_score":153,"parallel_efficiency":154,"insufficient":208,"vram_shortfall_gb":221,"score":222,"tier":156},"RTX 3090",3,192,0.0678,395.95,[170,218],"tensordock",936,71,87.21,0.5198,{"gpu_model":224,"gpu_model_id":40,"gpu_count":44,"total_vram_gb":214,"hour_price":225,"monthly_cost":226,"providers":227,"bandwidth_gbps":228,"fp16_tflops":229,"interconnect_score":153,"parallel_efficiency":154,"insufficient":208,"vram_shortfall_gb":221,"score":230,"tier":156},"RTX 4090",0.1344,784.9,[170,218,205,150],1008,165,0.5134,{"gpu_model":232,"gpu_model_id":233,"gpu_count":44,"total_vram_gb":214,"hour_price":234,"monthly_cost":235,"providers":236,"bandwidth_gbps":228,"fp16_tflops":237,"interconnect_score":153,"parallel_efficiency":154,"insufficient":208,"vram_shortfall_gb":221,"score":238,"tier":156},"RTX 4090D",5,0.1602,935.57,[170],82.6,0.5102,{"gpu_model":240,"gpu_model_id":241,"gpu_count":44,"total_vram_gb":214,"hour_price":242,"monthly_cost":243,"providers":244,"bandwidth_gbps":245,"fp16_tflops":246,"interconnect_score":153,"parallel_efficiency":154,"insufficient":208,"vram_shortfall_gb":221,"score":247,"tier":156},"A10",7,0.2015,1176.76,[170,205],600,125,0.4959,{"gpu_model":249,"gpu_model_id":250,"gpu_count":44,"total_vram_gb":214,"hour_price":251,"monthly_cost":252,"providers":253,"bandwidth_gbps":254,"fp16_tflops":255,"interconnect_score":153,"parallel_efficiency":154,"insufficient":208,"vram_shortfall_gb":221,"score":256,"tier":156},"L4",13,0.2022,1180.85,[170],300,121,0.4889,{"gpu_model":258,"gpu_model_id":197,"gpu_count":44,"total_vram_gb":214,"hour_price":259,"monthly_cost":260,"providers":261,"bandwidth_gbps":41,"fp16_tflops":41,"interconnect_score":153,"parallel_efficiency":154,"insufficient":208,"vram_shortfall_gb":221,"score":262,"tier":156},"RTX PRO 5000",0.483,2820.72,[170],0.4479,{"gpu_model":264,"gpu_model_id":265,"gpu_count":44,"total_vram_gb":266,"hour_price":267,"monthly_cost":268,"providers":269,"bandwidth_gbps":41,"fp16_tflops":41,"interconnect_score":153,"parallel_efficiency":154,"insufficient":208,"vram_shortfall_gb":270,"score":271,"tier":272},"Tesla V100",17,128,0.0272,158.85,[170],151.21,0.5034,"cheapest",{"gpu_model":274,"gpu_model_id":275,"gpu_count":44,"total_vram_gb":266,"hour_price":215,"monthly_cost":216,"providers":276,"bandwidth_gbps":41,"fp16_tflops":41,"interconnect_score":153,"parallel_efficiency":154,"insufficient":208,"vram_shortfall_gb":270,"score":277,"tier":156},"RTX 4070S Ti",22,[170],0.4984,{"gpu_model":279,"gpu_model_id":280,"gpu_count":44,"total_vram_gb":266,"hour_price":281,"monthly_cost":282,"providers":283,"bandwidth_gbps":284,"fp16_tflops":285,"interconnect_score":153,"parallel_efficiency":154,"insufficient":208,"vram_shortfall_gb":270,"score":286,"tier":156},"RTX 5070 Ti",18,0.0849,495.82,[170],896,88,0.5168,{"gpu_model":288,"gpu_model_id":289,"gpu_count":44,"total_vram_gb":266,"hour_price":290,"monthly_cost":291,"providers":292,"bandwidth_gbps":41,"fp16_tflops":41,"interconnect_score":153,"parallel_efficiency":154,"insufficient":208,"vram_shortfall_gb":270,"score":293,"tier":156},"RTX 4080S",21,0.1192,696.13,[170],0.4922,{"gpu_model":295,"gpu_model_id":296,"gpu_count":44,"total_vram_gb":266,"hour_price":225,"monthly_cost":226,"providers":297,"bandwidth_gbps":298,"fp16_tflops":299,"interconnect_score":153,"parallel_efficiency":154,"insufficient":208,"vram_shortfall_gb":270,"score":300,"tier":156},"RTX 5080",23,[170],960,113,0.5123,{"gpu_model":302,"gpu_model_id":303,"gpu_count":44,"total_vram_gb":266,"hour_price":304,"monthly_cost":305,"providers":306,"bandwidth_gbps":41,"fp16_tflops":41,"interconnect_score":153,"parallel_efficiency":154,"insufficient":208,"vram_shortfall_gb":270,"score":307,"tier":156},"RTX PRO 4500",25,0.3222,1881.65,[170],0.4675,{"gpu_model":309,"gpu_model_id":310,"gpu_count":44,"total_vram_gb":311,"hour_price":312,"monthly_cost":313,"providers":314,"bandwidth_gbps":315,"fp16_tflops":316,"interconnect_score":153,"parallel_efficiency":154,"insufficient":208,"vram_shortfall_gb":317,"score":318,"tier":272},"RTX 5070",28,96,0.0101,58.98,[170],672,61,183.21,0.5208,{"gpu_model":320,"gpu_model_id":321,"gpu_count":44,"total_vram_gb":322,"hour_price":323,"monthly_cost":324,"providers":325,"bandwidth_gbps":326,"fp16_tflops":321,"interconnect_score":153,"parallel_efficiency":154,"insufficient":208,"vram_shortfall_gb":327,"score":328,"tier":156},"RTX 5060 Ti",24,64,0.0544,317.7,[170],448,215.21,0.5103,false,"value",[],{"posts_count":41,"benchmarks_count":41}]