{"id":94535,"topic":"ai","source":"搜狐网","title":"大模型一体机，开始缩水了 - 搜狐网","url":"https://m.sohu.com/a/1083385544_121228203?scm=10001.325_13-325_13.0.0-0-0-0-0.5_1334","url_hash":"1867e634cad36a38060e990e28f566362b3c2ef3","author":"","summary":"<a href=\"https://news.google.com/rss/articles/CBMijAFBVV95cUxPYW1zR2hYdU9YeDE2WWd5cHNqaWhaQi1HX1BFRDFkZG1qSlZDdlpqdFVCSVk1NDRUZGs2UUFuYWNTamlTY1RtOW9VcW12dXlwZ3VvQlhHMFVIUmpuSXo4d3B1OElwODh1MjZieFg4dWRoZU5OMkd4YU1BTWdMcURZSzdKM1BVV2NQbEk0SA?oc=5\" target=\"_blank\">大模型一体机，开始缩水了</a>&nbsp;&nbsp;<font color=\"#6f6f6f\">搜狐网</font>","content":"大模型一体机，开始缩水了\n大模型一体机是集成 AI 加速硬件（GPU / 国产 AI 加速卡）、服务器硬件、推理框架、大模型权重、配套运维与应用平台的一体化设备，实现开箱即用，面向政府、企业、科研机构完成本地私有化大模型部署，省去用户自行组装服务器、适配框架、调试模型的复杂流程。\n去年年初，DeepSeek R1 正式亮相，带动 DeepSeek 一体机迅速走红。DeepSeek一体机可在单机环境下完成 671B 满血版大模型的部署，一时间，各地机构、企事业单位与中小企业纷纷采购，市场热度高涨。\n而如今，随着市场变化和模型进化，大模型一体机市场出现了深刻变革。\n01\n饱受争议的DeepSeek一体机\n2025 年春节前后，DeepSeek R1横空出世，相关热度持续攀升，随后60多家厂商推出DeepSeek一体机。但随之而来的便是各种争论，大家都在讨论，各个相关单位是否应该部署一体机？毕竟一台一体机甚至要卖到上百万的价格，财务支出巨大。而如果调用云端大模型，几百年也用不完。加之大模型持续迭代、参数量不断膨胀，单机硬件的算力上限便会逐步显现。","image_url":"//q2.itc.cn/images01/20261002/f8bd5cf5d16c40859d43d4a0882950b0.png","lang":"zh","published_at":"2026-10-02T06:29:12+00:00","fetched_at":"2026-10-02T08:15:08+00:00","status":"read","starred":0,"extract_state":"ok","summary_auto":"大模型一体机，开始缩水了\n大模型一体机是集成 AI 加速硬件（GPU / 国产 AI 加速卡）、服务器硬件、推理框架、大模型权重、配套运维与应用平台的一体化设备，实现开箱即用，面向政府、企业、科研机构完成本地私有化大模型部署，省去用户自行组装服务器、适配框架、调试模型的复杂流程。\n去年年初，DeepSeek R1 正式亮相，带动 DeepSeek 一体机迅速走红。DeepSeek一体机可在单机环境下完成 671B 满血版大模型的部署，一时间，各地机构、企事业单位与中小企业纷纷采购，市场热度高涨。\n而如今，随着市场变化和模型进化，大模型一体机市场出现了深刻变革。\n01\n饱受争议的DeepSeek一体机\n2025 年春节前后，DeepSeek R1横空出世，相关热度持续攀升，随后60多家厂商推出DeepSeek一体机。但随之而来的便是各种争论，大家都在讨论，各个相关单位是否应该部署一体机？毕竟一台一体机甚至要卖到上百万的价格，财务支出巨大。而如果调用云端大模型，几百年也用不完。加之大模型持续迭代、参数量不断膨胀，单机硬件的算力上限便会逐步显现。","cluster_id":null,"extract_retries":0,"extract_error":null,"contract_version":"news_item.v1","format_contract_version":"news_item_formats.v1","dedup_url":"https://m.sohu.com/a/1083385544_121228203?scm=10001.325_13-325_13.0.0-0-0-0-0.5_1334","quality_profile":{"profile_version":"extraction_quality.v2","bucket":"high","confidence":0.9,"failure_kind":"none","retryable":false,"retry_after_attempts":0,"reason":"High confidence: full text extraction produced 477 characters.","operator_guidance":{"severity":"ok","recommended_action":"trust_full_text","next_step":"Use the extracted full text as the primary article source.","operator_label":"Ready","can_retry":false,"can_use_summary":false,"diagnostics_required":false},"content_depth":{"contract_version":"content_depth.v1","category":"full_text","label":"Full text","has_full_text":true,"has_summary":true,"content_length":477,"summary_length":477,"usable_text_length":477,"source_field":"content"},"legacy_collapsed":false,"signals":{"extract_state":"ok","extract_error":null,"extract_retries":0,"content_length":477,"summary_length":477}},"news_item":{"id":94535,"canonical_url":"https://m.sohu.com/a/1083385544_121228203?scm=10001.325_13-325_13.0.0-0-0-0-0.5_1334","source_url":"https://m.sohu.com/a/1083385544_121228203?scm=10001.325_13-325_13.0.0-0-0-0-0.5_1334","title":"大模型一体机，开始缩水了 - 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