[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"model-codestral-22b":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":10,"score":26,"variants":27,"quantizations":28,"requirements":55,"gpu_recommendations":138,"fitting_gpus":209,"community":244},79,"codestral-22b","Codestral 22B","mistralai\u002FCodestral-22B-v0.1","mistralai","transformer",null,22000000000,"22B",32768,"MIT",39337,1341,"published","https:\u002F\u002Fhuggingface.co\u002Fmistralai\u002FCodestral-22B-v0.1","2026-08-12T03:11:10+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",0.0149,[],[29,34,39,44,48,52],{"format":30,"bits":31,"size_factor":32,"quality_loss":33},"AWQ",4,0.263,0.03,{"format":35,"bits":36,"size_factor":37,"quality_loss":38},"FP16",16,1,0,{"format":40,"bits":41,"size_factor":42,"quality_loss":43},"FP8",8,0.5,0.01,{"format":45,"bits":31,"size_factor":46,"quality_loss":47},"GGUF",0.25,0.05,{"format":49,"bits":31,"size_factor":50,"quality_loss":51},"GPTQ",0.275,0.04,{"format":53,"bits":41,"size_factor":42,"quality_loss":54},"INT8",0.02,{"FP16":56,"FP8":80,"INT8":94,"AWQ":98,"GPTQ":112,"GGUF":125},{"minimum":57,"production":66,"recommended":73},{"scenario":58,"context_length":59,"batch_size":37,"weight_gb":60,"kv_cache_gb":42,"vram_gb":61,"ram_gb":62,"disk_gb":63,"requirement_source":64,"confidence":65},"minimum",4096,40.98,56.79,85.18,102.93,"estimated",0.95,{"scenario":67,"context_length":68,"batch_size":31,"weight_gb":60,"kv_cache_gb":69,"vram_gb":70,"ram_gb":71,"disk_gb":72,"requirement_source":64,"confidence":65},"production",16384,64,174.15,261.22,167.93,{"scenario":74,"context_length":75,"batch_size":76,"weight_gb":60,"kv_cache_gb":41,"vram_gb":77,"ram_gb":78,"disk_gb":79,"requirement_source":64,"confidence":65},"recommended",8192,2,74.89,112.34,128.93,{"minimum":81,"production":86,"recommended":90},{"scenario":58,"context_length":59,"batch_size":37,"weight_gb":82,"kv_cache_gb":42,"vram_gb":83,"ram_gb":84,"disk_gb":85,"requirement_source":64,"confidence":65},20.49,30.87,46.3,70.96,{"scenario":67,"context_length":68,"batch_size":31,"weight_gb":82,"kv_cache_gb":69,"vram_gb":87,"ram_gb":88,"disk_gb":89,"requirement_source":64,"confidence":65},145.87,218.81,135.96,{"scenario":74,"context_length":75,"batch_size":76,"weight_gb":82,"kv_cache_gb":41,"vram_gb":91,"ram_gb":92,"disk_gb":93,"requirement_source":64,"confidence":65},47.8,71.7,96.96,{"minimum":95,"production":96,"recommended":97},{"scenario":58,"context_length":59,"batch_size":37,"weight_gb":82,"kv_cache_gb":42,"vram_gb":83,"ram_gb":84,"disk_gb":85,"requirement_source":64,"confidence":65},{"scenario":67,"context_length":68,"batch_size":31,"weight_gb":82,"kv_cache_gb":69,"vram_gb":87,"ram_gb":88,"disk_gb":89,"requirement_source":64,"confidence":65},{"scenario":74,"context_length":75,"batch_size":76,"weight_gb":82,"kv_cache_gb":41,"vram_gb":91,"ram_gb":92,"disk_gb":93,"requirement_source":64,"confidence":65},{"minimum":99,"production":104,"recommended":108},{"scenario":58,"context_length":59,"batch_size":37,"weight_gb":100,"kv_cache_gb":42,"vram_gb":101,"ram_gb":102,"disk_gb":103,"requirement_source":64,"confidence":65},10.63,18.4,32,55.58,{"scenario":67,"context_length":68,"batch_size":31,"weight_gb":100,"kv_cache_gb":69,"vram_gb":105,"ram_gb":106,"disk_gb":107,"requirement_source":64,"confidence":65},132.27,198.4,120.58,{"scenario":74,"context_length":75,"batch_size":76,"weight_gb":100,"kv_cache_gb":41,"vram_gb":109,"ram_gb":110,"disk_gb":111,"requirement_source":64,"confidence":65},34.76,52.13,81.58,{"minimum":113,"production":117,"recommended":121},{"scenario":58,"context_length":59,"batch_size":37,"weight_gb":114,"kv_cache_gb":42,"vram_gb":115,"ram_gb":102,"disk_gb":116,"requirement_source":64,"confidence":65},10.76,18.56,55.78,{"scenario":67,"context_length":68,"batch_size":31,"weight_gb":114,"kv_cache_gb":69,"vram_gb":118,"ram_gb":119,"disk_gb":120,"requirement_source":64,"confidence":65},132.44,198.67,120.78,{"scenario":74,"context_length":75,"batch_size":76,"weight_gb":114,"kv_cache_gb":41,"vram_gb":122,"ram_gb":123,"disk_gb":124,"requirement_source":64,"confidence":65},34.93,52.39,81.78,{"minimum":126,"production":130,"recommended":134},{"scenario":58,"context_length":59,"batch_size":37,"weight_gb":127,"kv_cache_gb":42,"vram_gb":128,"ram_gb":102,"disk_gb":129,"requirement_source":64,"confidence":65},11.01,18.88,56.18,{"scenario":67,"context_length":68,"batch_size":31,"weight_gb":127,"kv_cache_gb":69,"vram_gb":131,"ram_gb":132,"disk_gb":133,"requirement_source":64,"confidence":65},132.8,199.2,121.18,{"scenario":74,"context_length":75,"batch_size":76,"weight_gb":127,"kv_cache_gb":41,"vram_gb":135,"ram_gb":136,"disk_gb":137,"requirement_source":64,"confidence":65},35.26,52.9,82.18,{"recommended":139,"cheapest":161,"performance":177,"min_complexity":192,"cluster_options":205,"no_match":206,"required_vram_gb":109,"candidate_count":207,"usage":208},{"gpu_model":140,"gpu_model_id":141,"gpu_count":37,"total_vram_gb":142,"hour_price":143,"monthly_cost":144,"providers":145,"bandwidth_gbps":150,"fp16_tflops":151,"interconnect_score":152,"parallel_efficiency":37,"score":153,"tier":154,"perf_metric":155,"perf_label":156,"perf_value":157,"workload":10,"cost_metric":158},"H100 SXM",10,80,1.6059,1172.31,[146,147,148,149],"vast","tensordock","runpod","lambda",3350,66.9,40,0.6054,"balanced","tok\u002Fs","315.1 tok\u002Fs",315.1,{"effective_value":159,"effective_unit":155,"capacity_factor":160},220.6,0.7,{"gpu_model":162,"gpu_model_id":163,"gpu_count":31,"total_vram_gb":164,"hour_price":165,"monthly_cost":166,"providers":167,"bandwidth_gbps":168,"fp16_tflops":169,"interconnect_score":152,"parallel_efficiency":170,"score":171,"tier":172,"perf_metric":155,"perf_label":173,"perf_value":174,"workload":10,"cost_metric":175},"RTX 5070",28,48,0.0101,29.49,[146],672,61,0.6,0.604,"cheapest","151.7 tok\u002Fs",151.7,{"effective_value":176,"effective_unit":155,"capacity_factor":160},106.2,{"gpu_model":178,"gpu_model_id":179,"gpu_count":41,"total_vram_gb":180,"hour_price":181,"monthly_cost":182,"providers":183,"bandwidth_gbps":184,"fp16_tflops":185,"interconnect_score":152,"parallel_efficiency":186,"score":187,"tier":154,"perf_metric":155,"perf_label":188,"perf_value":189,"workload":10,"cost_metric":190},"H200 SXM",11,1128,3.5,20440,[149],4800,989,0.4,0.2197,"1445 tok\u002Fs",1445,{"effective_value":191,"effective_unit":155,"capacity_factor":160},1011.5,{"gpu_model":193,"gpu_model_id":194,"gpu_count":37,"total_vram_gb":164,"hour_price":195,"monthly_cost":196,"providers":197,"bandwidth_gbps":198,"fp16_tflops":199,"interconnect_score":152,"parallel_efficiency":37,"score":200,"tier":172,"perf_metric":155,"perf_label":201,"perf_value":202,"workload":10,"cost_metric":203},"RTX A6000",6,0.2874,209.8,[146,149],768,77,0.6842,"72.2 tok\u002Fs",72.2,{"effective_value":204,"effective_unit":155,"capacity_factor":160},50.5,[],false,22,"value",[210,214,222,229,236],{"name":193,"vram_gb":164,"cheapest_hour":195,"cost":211,"provider":146,"estimated_tps":202},{"hourly":195,"daily":212,"monthly":196,"yearly":213},6.9,2517.62,{"name":215,"vram_gb":164,"cheapest_hour":216,"cost":217,"provider":146,"estimated_tps":221},"L40S",0.4004,{"hourly":216,"daily":218,"monthly":219,"yearly":220},9.61,292.29,3507.5,81.3,{"name":223,"vram_gb":164,"cheapest_hour":224,"cost":225,"provider":146,"estimated_tps":38},"RTX PRO 6000 WS",0.6689,{"hourly":224,"daily":226,"monthly":227,"yearly":228},16.05,488.3,5859.56,{"name":230,"vram_gb":164,"cheapest_hour":231,"cost":232,"provider":146,"estimated_tps":38},"RTX PRO 6000 S",0.7339,{"hourly":231,"daily":233,"monthly":234,"yearly":235},17.61,535.75,6428.96,{"name":237,"vram_gb":142,"cheapest_hour":238,"cost":239,"provider":146,"estimated_tps":243},"A100 80GB",1.2,{"hourly":238,"daily":240,"monthly":241,"yearly":242},28.8,876,10512,191.8,{"posts_count":38,"benchmarks_count":38}]