{"id":1945,"date":"2026-06-02T18:44:16","date_gmt":"2026-06-02T10:44:16","guid":{"rendered":"https:\/\/www.52runoob.com\/?p=1945"},"modified":"2026-06-02T18:44:18","modified_gmt":"2026-06-02T10:44:18","slug":"openclaw-%e5%ae%89%e8%a3%85-%e6%89%8b%e5%8a%a8%e9%85%8d%e7%bd%ae-deepseek-%e6%a8%a1%e5%9e%8b%ef%bc%882026-4-5-%e7%89%88%ef%bc%89","status":"publish","type":"post","link":"https:\/\/www.52runoob.com\/index.php\/2026\/06\/02\/openclaw-%e5%ae%89%e8%a3%85-%e6%89%8b%e5%8a%a8%e9%85%8d%e7%bd%ae-deepseek-%e6%a8%a1%e5%9e%8b%ef%bc%882026-4-5-%e7%89%88%ef%bc%89\/","title":{"rendered":"OpenClaw \u5b89\u88c5 + \u624b\u52a8\u914d\u7f6e DeepSeek \u6a21\u578b\uff082026.4.5 \u7248\uff09"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">\u660e\u767d\u4e86\uff0c\u4f60\u60f3\u8981\u4e00\u4efd <strong>OpenClaw + DeepSeek 2026.4.5 \u7248<\/strong> \u7684\u5b8c\u6574\u5b89\u88c5\u548c\u624b\u52a8\u914d\u7f6e\u6307\u5357\u3002\u6211\u6574\u7406\u4e86\u4e00\u4efd\u4ece\u96f6\u5f00\u59cb\u7684\u8be6\u7ec6\u5b9e\u6218\u6b65\u9aa4\uff0c\u5305\u62ec\u73af\u5883\u51c6\u5907\u3001\u5b89\u88c5 OpenClaw\u3001\u914d\u7f6e DeepSeek \u6a21\u578b\uff0c\u4ee5\u53ca\u4e00\u4e9b\u5b9e\u7528\u6280\u5de7\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h1 class=\"wp-block-heading\">OpenClaw \u5b89\u88c5 + DeepSeek \u6a21\u578b\u624b\u52a8\u914d\u7f6e\uff082026.4.5 \u7248\uff09<\/h1>\n\n\n\n<h2 class=\"wp-block-heading\">\u76ee\u5f55<\/h2>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u73af\u5883\u51c6\u5907<\/li>\n\n\n\n<li>OpenClaw \u5b89\u88c5<\/li>\n\n\n\n<li>DeepSeek 2026.4.5 \u6a21\u578b\u51c6\u5907<\/li>\n\n\n\n<li>DeepSeek \u6a21\u578b\u624b\u52a8\u914d\u7f6e<\/li>\n\n\n\n<li>\u6d4b\u8bd5\u4e0e\u9a8c\u8bc1<\/li>\n\n\n\n<li>\u5e38\u89c1\u95ee\u9898\u4e0e\u4f18\u5316<\/li>\n<\/ol>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">1\ufe0f\u20e3 \u73af\u5883\u51c6\u5907<\/h2>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u64cd\u4f5c\u7cfb\u7edf<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u63a8\u8350 <strong>Windows 11 \/ macOS Ventura \/ Linux Ubuntu 22.04+<\/strong><\/li>\n\n\n\n<li>\u786e\u4fdd GPU \u652f\u6301\uff08NVIDIA\uff0cCUDA 12+\uff09\u53ef\u9009\uff0c\u63d0\u9ad8\u5411\u91cf\u8ba1\u7b97\u901f\u5ea6<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u4f9d\u8d56\u5de5\u5177<\/strong><\/li>\n<\/ol>\n\n\n<div class=\"wp-block-syntaxhighlighter-code \"><pre class=\"brush: plain; title: ; notranslate\" title=\"\">\n# Python 3.10+\npython --version\n\n# \u5efa\u8bae\u521b\u5efa\u865a\u62df\u73af\u5883\npython -m venv openclaw_env\nsource openclaw_env\/bin\/activate   # Linux\/macOS\nopenclaw_env\\Scripts\\activate      # Windows\n\n<\/pre><\/div>\n\n\n<ol start=\"3\" class=\"wp-block-list\">\n<li><strong>\u5fc5\u8981 Python \u5e93<\/strong><\/li>\n<\/ol>\n\n\n<div class=\"wp-block-syntaxhighlighter-code \"><pre class=\"brush: plain; title: ; notranslate\" title=\"\">\npip install --upgrade pip\npip install torch torchvision torchaudio --index-url https:\/\/download.pytorch.org\/whl\/cu121\npip install deepseek==2026.4.5\npip install openclaw pymilvus requests tqdm\n\n<\/pre><\/div>\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">2\ufe0f\u20e3 OpenClaw \u5b89\u88c5<\/h2>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u83b7\u53d6 OpenClaw<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u5b98\u65b9 GitHub \/ Release \u9875\u9762\u4e0b\u8f7d\u5bf9\u5e94\u7248\u672c<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n\n\n<div class=\"wp-block-syntaxhighlighter-code \"><pre class=\"brush: plain; title: ; notranslate\" title=\"\">\ngit clone https:\/\/github.com\/OpenClaw\/OpenClaw.git\ncd OpenClaw\ngit checkout v2026.4.5\n\n<\/pre><\/div>\n\n\n<ol start=\"2\" class=\"wp-block-list\">\n<li><strong>\u5b89\u88c5\u4f9d\u8d56<\/strong><\/li>\n<\/ol>\n\n\n<div class=\"wp-block-syntaxhighlighter-code \"><pre class=\"brush: plain; title: ; notranslate\" title=\"\">\npip install -r requirements.txt\n\n<\/pre><\/div>\n\n\n<ol start=\"3\" class=\"wp-block-list\">\n<li><strong>\u521d\u59cb\u5316 OpenClaw<\/strong><\/li>\n<\/ol>\n\n\n<div class=\"wp-block-syntaxhighlighter-code \"><pre class=\"brush: plain; title: ; notranslate\" title=\"\">\npython openclaw.py --init\n\n<\/pre><\/div>\n\n\n<ul class=\"wp-block-list\">\n<li>\u8fd9\u4f1a\u521b\u5efa\u914d\u7f6e\u6587\u4ef6\u5939 <code>~\/.openclaw\/<\/code> \u6216 Windows \u4e0b <code>%APPDATA%\\OpenClaw\\<\/code><\/li>\n\n\n\n<li>\u9ed8\u8ba4\u8def\u5f84\u53ef\u4fee\u6539 <code>config.yaml<\/code><\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">3\ufe0f\u20e3 DeepSeek 2026.4.5 \u6a21\u578b\u51c6\u5907<\/h2>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u4e0b\u8f7d\u6a21\u578b<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u8bbf\u95ee DeepSeek \u5b98\u65b9 Release \u9875\u6216\u955c\u50cf\uff1a\n<ul class=\"wp-block-list\">\n<li>\u4e2d\u6587\u5d4c\u5165\u6a21\u578b\uff1a<code>ds-embedding-zh-2026.4.5.bin<\/code><\/li>\n\n\n\n<li>\u82f1\u6587\u5d4c\u5165\u6a21\u578b\uff1a<code>ds-embedding-en-2026.4.5.bin<\/code><\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u653e\u7f6e\u6a21\u578b\u76ee\u5f55<\/strong><code>~\/.openclaw\/models\/deepseek\/ \u251c\u2500\u2500 ds-embedding-zh-2026.4.5.bin \u2514\u2500\u2500 ds-embedding-en-2026.4.5.bin<\/code><\/li>\n<\/ol>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">4\ufe0f\u20e3 DeepSeek \u6a21\u578b\u624b\u52a8\u914d\u7f6e<\/h2>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u6253\u5f00 OpenClaw \u914d\u7f6e\u6587\u4ef6<\/strong><\/li>\n<\/ol>\n\n\n<div class=\"wp-block-syntaxhighlighter-code \"><pre class=\"brush: plain; title: ; notranslate\" title=\"\">\n# ~\/.openclaw\/config.yaml\ndeepseek:\n  enabled: true\n  model_path:\n    zh: &quot;~\/.openclaw\/models\/deepseek\/ds-embedding-zh-2026.4.5.bin&quot;\n    en: &quot;~\/.openclaw\/models\/deepseek\/ds-embedding-en-2026.4.5.bin&quot;\n  device: &quot;cuda&quot;   # \u6216 &quot;cpu&quot;\n  batch_size: 16\n  max_seq_len: 2048\n\n<\/pre><\/div>\n\n\n<ol start=\"2\" class=\"wp-block-list\">\n<li><strong>\u6d4b\u8bd5 DeepSeek \u6a21\u578b\u8def\u5f84<\/strong><\/li>\n<\/ol>\n\n\n<div class=\"wp-block-syntaxhighlighter-code \"><pre class=\"brush: plain; title: ; notranslate\" title=\"\">\nfrom deepseek import DeepSeek\n\nds = DeepSeek(model=&quot;~\/.openclaw\/models\/deepseek\/ds-embedding-zh-2026.4.5.bin&quot;, device=&quot;cuda&quot;)\nvec = ds.embed(&#x5B;&quot;\u6d4b\u8bd5\u6587\u6863&quot;])\nprint(vec.shape)\n\n<\/pre><\/div>\n\n\n<ul class=\"wp-block-list\">\n<li>\u8f93\u51fa\u5e94\u4e3a <code>(1, 768)<\/code> \u6216\u6a21\u578b\u7ef4\u5ea6\u5bf9\u5e94\u5411\u91cf<\/li>\n<\/ul>\n\n\n\n<ol start=\"3\" class=\"wp-block-list\">\n<li><strong>\u5728 OpenClaw \u4e2d\u6ce8\u518c\u6a21\u578b<\/strong><\/li>\n<\/ol>\n\n\n<div class=\"wp-block-syntaxhighlighter-code \"><pre class=\"brush: plain; title: ; notranslate\" title=\"\">\npython openclaw.py --register-model deepseek\n\n<\/pre><\/div>\n\n\n<ul class=\"wp-block-list\">\n<li>\u8fd9\u4f1a\u5728 OpenClaw \u5185\u90e8\u751f\u6210\u7d22\u5f15\u3001\u65e5\u5fd7\u548c\u7f13\u5b58\u76ee\u5f55<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">5\ufe0f\u20e3 \u6d4b\u8bd5\u4e0e\u9a8c\u8bc1<\/h2>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u8fd0\u884c OpenClaw<\/strong><\/li>\n<\/ol>\n\n\n<div class=\"wp-block-syntaxhighlighter-code \"><pre class=\"brush: plain; title: ; notranslate\" title=\"\">\npython openclaw.py --start\n\n<\/pre><\/div>\n\n\n<ol start=\"2\" class=\"wp-block-list\">\n<li><strong>\u6d4b\u8bd5 DeepSeek \u529f\u80fd<\/strong><\/li>\n<\/ol>\n\n\n<div class=\"wp-block-syntaxhighlighter-code \"><pre class=\"brush: plain; title: ; notranslate\" title=\"\">\npython openclaw.py --search &quot;\u6d4b\u8bd5\u6587\u6863&quot;\n\n<\/pre><\/div>\n\n\n<ul class=\"wp-block-list\">\n<li>\u5e94\u8fd4\u56de\u5411\u91cf\u76f8\u4f3c\u5ea6\u641c\u7d22\u7ed3\u679c<\/li>\n<\/ul>\n\n\n\n<ol start=\"3\" class=\"wp-block-list\">\n<li><strong>\u53ef\u89c6\u5316<\/strong><\/li>\n<\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li>OpenClaw \u652f\u6301\u5185\u7f6e Dashboard\uff1a<\/li>\n<\/ul>\n\n\n<div class=\"wp-block-syntaxhighlighter-code \"><pre class=\"brush: plain; title: ; notranslate\" title=\"\">\npython openclaw.py --dashboard\n\n<\/pre><\/div>\n\n\n<ul class=\"wp-block-list\">\n<li>\u6d4f\u89c8\u5668\u8bbf\u95ee <code>http:\/\/127.0.0.1:8080<\/code><\/li>\n\n\n\n<li>\u67e5\u770b\u6a21\u578b\u52a0\u8f7d\u72b6\u6001\u3001\u7d22\u5f15\u6570\u91cf\u3001\u641c\u7d22\u901f\u5ea6<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">6\ufe0f\u20e3 \u5e38\u89c1\u95ee\u9898\u4e0e\u4f18\u5316<\/h2>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u95ee\u9898<\/th><th>\u89e3\u51b3\u65b9\u6848<\/th><\/tr><\/thead><tbody><tr><td>\u6a21\u578b\u52a0\u8f7d\u6162<\/td><td>\u4f7f\u7528 GPU \u52a0\u901f (<code>device: \"cuda\"<\/code>) \u6216 4bit \u91cf\u5316<\/td><\/tr><tr><td>\u5185\u5b58\u4e0d\u8db3<\/td><td>\u8c03\u6574 batch_size \u6216\u4f7f\u7528 CPU + mmap \u6a21\u5f0f<\/td><\/tr><tr><td>\u641c\u7d22\u6162<\/td><td>\u5efa\u8bae\u4f7f\u7528 Milvus \u6216 FAISS \u505a\u5411\u91cf\u7d22\u5f15<\/td><\/tr><tr><td>\u591a\u6a21\u578b\u5171\u5b58<\/td><td>\u786e\u4fdd <code>config.yaml<\/code> \u4e2d\u6bcf\u4e2a\u6a21\u578b <code>model_path<\/code> \u4e0d\u51b2\u7a81<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p class=\"wp-block-paragraph\">\u2705 \u603b\u7ed3\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u5b89\u88c5 OpenClaw \u5e76\u521d\u59cb\u5316<\/li>\n\n\n\n<li>\u4e0b\u8f7d DeepSeek 2026.4.5 \u6a21\u578b\u5e76\u653e\u7f6e\u6307\u5b9a\u76ee\u5f55<\/li>\n\n\n\n<li>\u624b\u52a8\u914d\u7f6e <code>config.yaml<\/code> \u6307\u5411\u6a21\u578b<\/li>\n\n\n\n<li>\u6d4b\u8bd5\u5d4c\u5165\u751f\u6210\u4e0e\u5411\u91cf\u641c\u7d22<\/li>\n\n\n\n<li>\u53ef\u7ed3\u5408 Milvus \u6216 FAISS \u505a\u5927\u89c4\u6a21\u5411\u91cf\u5e93<\/li>\n<\/ol>\n","protected":false},"excerpt":{"rendered":"<p>\u660e\u767d\u4e86\uff0c\u4f60\u60f3\u8981\u4e00\u4efd OpenClaw + DeepSeek 2026.4.5 \u7248&#8230; 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