[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"model-qwen2-audio-7b":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":28,"variants":29,"quantizations":30,"requirements":57,"gpu_recommendations":131,"fitting_gpus":195,"community":223},328,"qwen2-audio-7b","Qwen2-Audio 7B","Qwen\u002FQwen2-Audio-7B-Instruct","Qwen","transformer",null,7600000000,"7.6B",8192,"MIT",607914,551,"published","https:\u002F\u002Fhuggingface.co\u002FQwen\u002FQwen2-Audio-7B-Instruct","2026-08-12T03:11:23+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},"Audio","audio",{"name":8,"slug":27},"qwen",0.007,[],[31,36,41,46,50,54],{"format":32,"bits":33,"size_factor":34,"quality_loss":35},"AWQ",4,0.263,0.03,{"format":37,"bits":38,"size_factor":39,"quality_loss":40},"FP16",16,1,0,{"format":42,"bits":43,"size_factor":44,"quality_loss":45},"FP8",8,0.5,0.01,{"format":47,"bits":33,"size_factor":48,"quality_loss":49},"GGUF",0.25,0.05,{"format":51,"bits":33,"size_factor":52,"quality_loss":53},"GPTQ",0.275,0.04,{"format":55,"bits":43,"size_factor":44,"quality_loss":56},"INT8",0.02,{"FP16":58,"FP8":80,"INT8":94,"AWQ":98,"GPTQ":109,"GGUF":120},{"minimum":59,"production":68,"recommended":74},{"scenario":60,"context_length":61,"batch_size":39,"weight_gb":62,"kv_cache_gb":40,"vram_gb":63,"ram_gb":64,"disk_gb":65,"requirement_source":66,"confidence":67},"minimum",4096,14.16,37.34,56.01,61.08,"estimated",0.95,{"scenario":69,"context_length":70,"batch_size":33,"weight_gb":62,"kv_cache_gb":40,"vram_gb":71,"ram_gb":72,"disk_gb":73,"requirement_source":66,"confidence":67},"production",16384,43.61,65.42,126.08,{"scenario":75,"context_length":13,"batch_size":76,"weight_gb":62,"kv_cache_gb":40,"vram_gb":77,"ram_gb":78,"disk_gb":79,"requirement_source":66,"confidence":67},"recommended",2,39.95,59.93,87.08,{"minimum":81,"production":86,"recommended":90},{"scenario":60,"context_length":61,"batch_size":39,"weight_gb":82,"kv_cache_gb":40,"vram_gb":83,"ram_gb":84,"disk_gb":85,"requirement_source":66,"confidence":67},7.08,20.21,32,50.04,{"scenario":69,"context_length":70,"batch_size":33,"weight_gb":82,"kv_cache_gb":40,"vram_gb":87,"ram_gb":88,"disk_gb":89,"requirement_source":66,"confidence":67},24.93,37.39,115.04,{"scenario":75,"context_length":13,"batch_size":76,"weight_gb":82,"kv_cache_gb":40,"vram_gb":91,"ram_gb":92,"disk_gb":93,"requirement_source":66,"confidence":67},22.05,33.07,76.04,{"minimum":95,"production":96,"recommended":97},{"scenario":60,"context_length":61,"batch_size":39,"weight_gb":82,"kv_cache_gb":40,"vram_gb":83,"ram_gb":84,"disk_gb":85,"requirement_source":66,"confidence":67},{"scenario":69,"context_length":70,"batch_size":33,"weight_gb":82,"kv_cache_gb":40,"vram_gb":87,"ram_gb":88,"disk_gb":89,"requirement_source":66,"confidence":67},{"scenario":75,"context_length":13,"batch_size":76,"weight_gb":82,"kv_cache_gb":40,"vram_gb":91,"ram_gb":92,"disk_gb":93,"requirement_source":66,"confidence":67},{"minimum":99,"production":103,"recommended":106},{"scenario":60,"context_length":61,"batch_size":39,"weight_gb":100,"kv_cache_gb":40,"vram_gb":101,"ram_gb":84,"disk_gb":102,"requirement_source":66,"confidence":67},3.67,11.97,44.73,{"scenario":69,"context_length":70,"batch_size":33,"weight_gb":100,"kv_cache_gb":40,"vram_gb":104,"ram_gb":84,"disk_gb":105,"requirement_source":66,"confidence":67},15.93,109.73,{"scenario":75,"context_length":13,"batch_size":76,"weight_gb":100,"kv_cache_gb":40,"vram_gb":107,"ram_gb":84,"disk_gb":108,"requirement_source":66,"confidence":67},13.43,70.73,{"minimum":110,"production":114,"recommended":117},{"scenario":60,"context_length":61,"batch_size":39,"weight_gb":111,"kv_cache_gb":40,"vram_gb":112,"ram_gb":84,"disk_gb":113,"requirement_source":66,"confidence":67},3.72,12.07,44.8,{"scenario":69,"context_length":70,"batch_size":33,"weight_gb":111,"kv_cache_gb":40,"vram_gb":115,"ram_gb":84,"disk_gb":116,"requirement_source":66,"confidence":67},16.05,109.8,{"scenario":75,"context_length":13,"batch_size":76,"weight_gb":111,"kv_cache_gb":40,"vram_gb":118,"ram_gb":84,"disk_gb":119,"requirement_source":66,"confidence":67},13.54,70.8,{"minimum":121,"production":125,"recommended":128},{"scenario":60,"context_length":61,"batch_size":39,"weight_gb":122,"kv_cache_gb":40,"vram_gb":123,"ram_gb":84,"disk_gb":124,"requirement_source":66,"confidence":67},3.8,12.29,44.93,{"scenario":69,"context_length":70,"batch_size":33,"weight_gb":122,"kv_cache_gb":40,"vram_gb":126,"ram_gb":84,"disk_gb":127,"requirement_source":66,"confidence":67},16.28,109.93,{"scenario":75,"context_length":13,"batch_size":76,"weight_gb":122,"kv_cache_gb":40,"vram_gb":129,"ram_gb":84,"disk_gb":130,"requirement_source":66,"confidence":67},13.77,70.93,{"recommended":132,"cheapest":150,"performance":159,"min_complexity":177,"cluster_options":191,"no_match":192,"required_vram_gb":107,"candidate_count":193,"usage":194},{"gpu_model":133,"gpu_model_id":76,"gpu_count":39,"total_vram_gb":84,"hour_price":134,"monthly_cost":135,"providers":136,"bandwidth_gbps":139,"fp16_tflops":140,"interconnect_score":141,"parallel_efficiency":39,"score":142,"tier":143,"perf_metric":144,"perf_label":145,"perf_value":146,"workload":10,"cost_metric":147},"RTX 5090",0.3222,235.21,[137,138],"vast","runpod",1792,209,40,0.6098,"cheapest","chars\u002Fs","41800 chars\u002Fs",41800,{"effective_value":148,"effective_unit":144,"capacity_factor":149},29260,0.7,{"gpu_model":151,"gpu_model_id":152,"gpu_count":39,"total_vram_gb":38,"hour_price":153,"monthly_cost":154,"providers":155,"bandwidth_gbps":40,"fp16_tflops":40,"interconnect_score":141,"parallel_efficiency":39,"score":156,"tier":143,"perf_metric":144,"perf_label":157,"perf_value":40,"workload":10,"cost_metric":158},"Tesla V100",17,0.0272,19.86,[137],0.6658,"0 chars\u002Fs",{"effective_value":40,"effective_unit":144,"capacity_factor":149},{"gpu_model":160,"gpu_model_id":161,"gpu_count":43,"total_vram_gb":162,"hour_price":163,"monthly_cost":164,"providers":165,"bandwidth_gbps":168,"fp16_tflops":169,"interconnect_score":141,"parallel_efficiency":170,"score":171,"tier":172,"perf_metric":144,"perf_label":173,"perf_value":174,"workload":10,"cost_metric":175},"H100 SXM",10,640,1.6022,9356.85,[137,166,167,138],"tensordock","lambda",3350,66.9,0.4,0.2416,"balanced","107040 chars\u002Fs",107040,{"effective_value":176,"effective_unit":144,"capacity_factor":149},74928,{"gpu_model":178,"gpu_model_id":179,"gpu_count":39,"total_vram_gb":180,"hour_price":181,"monthly_cost":182,"providers":183,"bandwidth_gbps":184,"fp16_tflops":185,"interconnect_score":141,"parallel_efficiency":39,"score":186,"tier":143,"perf_metric":144,"perf_label":187,"perf_value":188,"workload":10,"cost_metric":189},"RTX 3090",3,24,0.0678,49.49,[137,166],936,71,0.6449,"14200 chars\u002Fs",14200,{"effective_value":190,"effective_unit":144,"capacity_factor":149},9940,[],false,22,"value",[196,200,205,208,216],{"name":151,"vram_gb":38,"cheapest_hour":153,"cost":197,"provider":137,"estimated_tps":40},{"hourly":153,"daily":198,"monthly":154,"yearly":199},0.65,238.27,{"name":178,"vram_gb":180,"cheapest_hour":181,"cost":201,"provider":137,"estimated_tps":204},{"hourly":181,"daily":202,"monthly":182,"yearly":203},1.63,593.93,255,{"name":206,"vram_gb":38,"cheapest_hour":181,"cost":207,"provider":137,"estimated_tps":40},"RTX 4070S Ti",{"hourly":181,"daily":202,"monthly":182,"yearly":203},{"name":209,"vram_gb":38,"cheapest_hour":210,"cost":211,"provider":137,"estimated_tps":215},"RTX 5080",0.1078,{"hourly":210,"daily":212,"monthly":213,"yearly":214},2.59,78.69,944.33,261.6,{"name":217,"vram_gb":38,"cheapest_hour":218,"cost":219,"provider":137,"estimated_tps":40},"RTX 4080S",0.1209,{"hourly":218,"daily":220,"monthly":221,"yearly":222},2.9,88.26,1059.08,{"posts_count":40,"benchmarks_count":40}]