[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"model-qwen25-coder-15b":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":138,"fitting_gpus":203,"community":239},313,"qwen25-coder-15b","Qwen2.5-Coder 1.5B","Qwen\u002FQwen2.5-Coder-1.5B-Instruct","Qwen","transformer",null,1500000000,"1.5B",131072,"MIT",720530,136,"published","https:\u002F\u002Fhuggingface.co\u002FQwen\u002FQwen2.5-Coder-1.5B-Instruct","2026-08-12T03:11:22+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},"Coding AI","coding",{"name":8,"slug":27},"qwen",0.242,[],[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":82,"INT8":95,"AWQ":99,"GPTQ":112,"GGUF":125},{"minimum":59,"production":68,"recommended":75},{"scenario":60,"context_length":61,"batch_size":39,"weight_gb":62,"kv_cache_gb":44,"vram_gb":63,"ram_gb":64,"disk_gb":65,"requirement_source":66,"confidence":67},"minimum",4096,2.79,8.48,32,43.36,"estimated",0.95,{"scenario":69,"context_length":70,"batch_size":33,"weight_gb":62,"kv_cache_gb":71,"vram_gb":72,"ram_gb":73,"disk_gb":74,"requirement_source":66,"confidence":67},"production",16384,64,121.46,182.18,108.36,{"scenario":76,"context_length":77,"batch_size":78,"weight_gb":62,"kv_cache_gb":43,"vram_gb":79,"ram_gb":80,"disk_gb":81,"requirement_source":66,"confidence":67},"recommended",8192,2,24.4,36.59,69.36,{"minimum":83,"production":87,"recommended":91},{"scenario":60,"context_length":61,"batch_size":39,"weight_gb":84,"kv_cache_gb":44,"vram_gb":85,"ram_gb":64,"disk_gb":86,"requirement_source":66,"confidence":67},1.4,6.72,41.18,{"scenario":69,"context_length":70,"batch_size":33,"weight_gb":84,"kv_cache_gb":71,"vram_gb":88,"ram_gb":89,"disk_gb":90,"requirement_source":66,"confidence":67},119.53,179.29,106.18,{"scenario":76,"context_length":77,"batch_size":78,"weight_gb":84,"kv_cache_gb":43,"vram_gb":92,"ram_gb":93,"disk_gb":94,"requirement_source":66,"confidence":67},22.55,33.82,67.18,{"minimum":96,"production":97,"recommended":98},{"scenario":60,"context_length":61,"batch_size":39,"weight_gb":84,"kv_cache_gb":44,"vram_gb":85,"ram_gb":64,"disk_gb":86,"requirement_source":66,"confidence":67},{"scenario":69,"context_length":70,"batch_size":33,"weight_gb":84,"kv_cache_gb":71,"vram_gb":88,"ram_gb":89,"disk_gb":90,"requirement_source":66,"confidence":67},{"scenario":76,"context_length":77,"batch_size":78,"weight_gb":84,"kv_cache_gb":43,"vram_gb":92,"ram_gb":93,"disk_gb":94,"requirement_source":66,"confidence":67},{"minimum":100,"production":104,"recommended":108},{"scenario":60,"context_length":61,"batch_size":39,"weight_gb":101,"kv_cache_gb":44,"vram_gb":102,"ram_gb":64,"disk_gb":103,"requirement_source":66,"confidence":67},0.72,5.87,40.13,{"scenario":69,"context_length":70,"batch_size":33,"weight_gb":101,"kv_cache_gb":71,"vram_gb":105,"ram_gb":106,"disk_gb":107,"requirement_source":66,"confidence":67},118.6,177.9,105.13,{"scenario":76,"context_length":77,"batch_size":78,"weight_gb":101,"kv_cache_gb":43,"vram_gb":109,"ram_gb":110,"disk_gb":111,"requirement_source":66,"confidence":67},21.66,32.49,66.13,{"minimum":113,"production":117,"recommended":121},{"scenario":60,"context_length":61,"batch_size":39,"weight_gb":114,"kv_cache_gb":44,"vram_gb":115,"ram_gb":64,"disk_gb":116,"requirement_source":66,"confidence":67},0.73,5.88,40.14,{"scenario":69,"context_length":70,"batch_size":33,"weight_gb":114,"kv_cache_gb":71,"vram_gb":118,"ram_gb":119,"disk_gb":120,"requirement_source":66,"confidence":67},118.61,177.92,105.14,{"scenario":76,"context_length":77,"batch_size":78,"weight_gb":114,"kv_cache_gb":43,"vram_gb":122,"ram_gb":123,"disk_gb":124,"requirement_source":66,"confidence":67},21.67,32.5,66.14,{"minimum":126,"production":130,"recommended":134},{"scenario":60,"context_length":61,"batch_size":39,"weight_gb":127,"kv_cache_gb":44,"vram_gb":128,"ram_gb":64,"disk_gb":129,"requirement_source":66,"confidence":67},0.75,5.9,40.17,{"scenario":69,"context_length":70,"batch_size":33,"weight_gb":127,"kv_cache_gb":71,"vram_gb":131,"ram_gb":132,"disk_gb":133,"requirement_source":66,"confidence":67},118.64,177.95,105.17,{"scenario":76,"context_length":77,"batch_size":78,"weight_gb":127,"kv_cache_gb":43,"vram_gb":135,"ram_gb":136,"disk_gb":137,"requirement_source":66,"confidence":67},21.69,32.54,66.17,{"recommended":139,"cheapest":157,"performance":167,"min_complexity":184,"cluster_options":199,"no_match":200,"required_vram_gb":109,"candidate_count":201,"usage":202},{"gpu_model":140,"gpu_model_id":78,"gpu_count":39,"total_vram_gb":64,"hour_price":141,"monthly_cost":142,"providers":143,"bandwidth_gbps":146,"fp16_tflops":147,"interconnect_score":148,"parallel_efficiency":39,"score":149,"tier":150,"perf_metric":151,"perf_label":152,"perf_value":153,"workload":10,"cost_metric":154},"RTX 5090",0.3222,235.21,[144,145],"vast","runpod",1792,209,40,0.6784,"cheapest","tok\u002Fs","2488.9 tok\u002Fs",2488.9,{"effective_value":155,"effective_unit":151,"capacity_factor":156},1742.2,0.7,{"gpu_model":158,"gpu_model_id":159,"gpu_count":78,"total_vram_gb":64,"hour_price":160,"monthly_cost":161,"providers":162,"bandwidth_gbps":40,"fp16_tflops":40,"interconnect_score":148,"parallel_efficiency":163,"score":164,"tier":150,"perf_metric":151,"perf_label":165,"perf_value":40,"workload":10,"cost_metric":166},"Tesla V100",17,0.0272,39.71,[144],0.8,0.6272,"0 tok\u002Fs",{"effective_value":40,"effective_unit":151,"capacity_factor":156},{"gpu_model":168,"gpu_model_id":169,"gpu_count":43,"total_vram_gb":170,"hour_price":171,"monthly_cost":172,"providers":173,"bandwidth_gbps":175,"fp16_tflops":176,"interconnect_score":148,"parallel_efficiency":177,"score":178,"tier":179,"perf_metric":151,"perf_label":180,"perf_value":181,"workload":10,"cost_metric":182},"H200 SXM",11,1128,3.5,20440,[174],"lambda",4800,989,0.4,0.2197,"balanced","21333.3 tok\u002Fs",21333.3,{"effective_value":183,"effective_unit":151,"capacity_factor":156},14933.3,{"gpu_model":185,"gpu_model_id":186,"gpu_count":39,"total_vram_gb":187,"hour_price":188,"monthly_cost":189,"providers":190,"bandwidth_gbps":192,"fp16_tflops":193,"interconnect_score":148,"parallel_efficiency":39,"score":194,"tier":150,"perf_metric":151,"perf_label":195,"perf_value":196,"workload":10,"cost_metric":197},"RTX 3090",3,24,0.0678,49.49,[144,191],"tensordock",936,71,0.655,"1300 tok\u002Fs",1300,{"effective_value":198,"effective_unit":151,"capacity_factor":156},910,[],false,25,"value",[204,208,216,223,231],{"name":185,"vram_gb":187,"cheapest_hour":188,"cost":205,"provider":144,"estimated_tps":196},{"hourly":188,"daily":206,"monthly":189,"yearly":207},1.63,593.93,{"name":209,"vram_gb":187,"cheapest_hour":210,"cost":211,"provider":144,"estimated_tps":215},"RTX 4090",0.1344,{"hourly":210,"daily":212,"monthly":213,"yearly":214},3.23,98.11,1177.34,1400,{"name":217,"vram_gb":187,"cheapest_hour":218,"cost":219,"provider":144,"estimated_tps":215},"RTX 4090D",0.1602,{"hourly":218,"daily":220,"monthly":221,"yearly":222},3.84,116.95,1403.35,{"name":224,"vram_gb":187,"cheapest_hour":225,"cost":226,"provider":144,"estimated_tps":230},"L4",0.2015,{"hourly":225,"daily":227,"monthly":228,"yearly":229},4.84,147.1,1765.14,416.7,{"name":232,"vram_gb":187,"cheapest_hour":233,"cost":234,"provider":144,"estimated_tps":238},"A10",0.2409,{"hourly":233,"daily":235,"monthly":236,"yearly":237},5.78,175.86,2110.28,833.3,{"posts_count":40,"benchmarks_count":40}]