{"id":1768,"date":"2026-06-28T21:44:13","date_gmt":"2026-06-28T13:44:13","guid":{"rendered":"https:\/\/www.izhuhn.cn\/?p=1768"},"modified":"2026-06-29T13:33:10","modified_gmt":"2026-06-29T05:33:10","slug":"intel-mac-amd-%e7%8b%ac%e6%98%be%e8%b7%91-llama-cpp-vulkan-%e5%90%8e%e7%ab%af%e7%ae%80%e8%ae%b0","status":"publish","type":"post","link":"https:\/\/www.izhuhn.cn\/index.php\/2026\/06\/28\/intel-mac-amd-%e7%8b%ac%e6%98%be%e8%b7%91-llama-cpp-vulkan-%e5%90%8e%e7%ab%af%e7%ae%80%e8%ae%b0\/","title":{"rendered":"Intel Mac + AMD \u72ec\u663e\u8dd1 llama.cpp Vulkan \u540e\u7aef\u7b80\u8bb0"},"content":{"rendered":"<h2>\u80cc\u666f<\/h2>\n\n<p>Ollama \u5728 macOS \u4e0a\u53ea\u652f\u6301 Apple Silicon\uff08M \u7cfb\u5217\uff09\u7684 Metal \u52a0\u901f\u3002Intel Mac \u5373\u4f7f\u6709 AMD \u72ec\u663e\uff08\u5982 5500M\uff09\uff0cOllama \u4e5f\u53ea\u80fd\u7eaf CPU \u63a8\u7406\uff0c7B \u6a21\u578b\u57fa\u672c\u8d85\u65f6\u3002<\/p>\n\n<p>\u76ee\u6807\uff1a\u8ba9 llama.cpp \u901a\u8fc7 Vulkan\uff08MoltenVK\uff09\u8c03\u7528 AMD Radeon Pro 5500M \u7684 8GB VRAM\uff0c\u8dd1 Qwen2.5-Coder-7B Q4_K_M \u91cf\u5316\u6a21\u578b\u3002<\/p>\n\n<p>\u73af\u5883\uff1amacOS 13.7.4 Ventura\u3001Intel Core + AMD Radeon Pro 5500M (8GB)\u3001cmake 4.3.4\u3002<\/p>\n\n<h2>\u4e00\u3001\u524d\u7f6e\u4f9d\u8d56<\/h2>\n\n<ul>\n<li><strong>cmake<\/strong> \u2265 3.19 \u2014 <code>brew install cmake<\/code><\/li>\n<li><strong>MoltenVK<\/strong> \u2014 macOS \u4e0a\u7684 Vulkan\u2192Metal \u7ffb\u8bd1\u5c42<\/li>\n<li><strong>VulkanSDK<\/strong>\uff08\u4ec5\u9700 glslc\uff09 \u2014 Vulkan shader \u7f16\u8bd1\u5668<\/li>\n<li><strong>spirv-headers<\/strong> \u2014 SPIR-V \u5934\u6587\u4ef6<\/li>\n<li><strong>Command Line Tools<\/strong> \u2014 <code>xcode-select --install<\/code><\/li>\n<\/ul>\n\n<h2>\u4e8c\u3001\u4e0b\u8f7d MoltenVK<\/h2>\n\n<p>\u4ece GitHub Releases \u4e0b\u8f7d\u9884\u7f16\u8bd1\u7684 MoltenVK\uff1a<\/p>\n\n<pre class=\"wp-block-code\"><code># \u4e0b\u8f7d MoltenVK (v1.4.1)\ncurl -L -o ~\/Downloads\/MoltenVK-macos.tar \\\n  \"https:\/\/github.com\/KhronosGroup\/MoltenVK\/releases\/download\/v1.4.1\/MoltenVK-all.tar\"\ncd ~\/Downloads &amp;&amp; tar xf MoltenVK-macos.tar\n# \u89e3\u538b\u540e\u5f97\u5230 MoltenVK\/ \u76ee\u5f55\uff0c\u5305\u542b\u52a8\u6001\u5e93\u548c Vulkan \u5934\u6587\u4ef6<\/code><\/pre>\n\n<h2>\u4e09\u3001\u5b89\u88c5 glslc\uff08Vulkan Shader \u7f16\u8bd1\u5668\uff09<\/h2>\n\n<p>llama.cpp \u7684 Vulkan \u540e\u7aef\u9700\u8981 <code>glslc<\/code> \u7f16\u8bd1 GLSL shader\u3002brew \u7684 shaderc \u7f16\u8bd1\u592a\u957f\u6613\u8d85\u65f6\uff0c\u76f4\u63a5\u4ece LunarG VulkanSDK \u63d0\u53d6\uff1a<\/p>\n\n<pre class=\"wp-block-code\"><code># \u4e0b\u8f7d VulkanSDK\uff08macOS installer \u7248\u672c\uff0c~350MB\uff09\ncurl -L -o \/tmp\/vulkan-sdk-mac.tar.gz \\\n  \"https:\/\/sdk.lunarg.com\/sdk\/download\/latest\/mac\/vulkan-sdk.tar.gz\"\ncd \/tmp &amp;&amp; unzip -o -q vulkan-sdk-mac.tar.gz\n\n# \u9759\u9ed8\u5b89\u88c5\u5230 \/tmp\/vulkan-install\n\/tmp\/vulkansdk-macOS-*\/Contents\/MacOS\/vulkansdk-macOS-* \\\n  --accept-licenses --default-answer --confirm-command \\\n  --root \/tmp\/vulkan-install install\n\n# glslc \u4f4d\u7f6e: \/tmp\/vulkan-install\/macOS\/bin\/glslc<\/code><\/pre>\n\n<h2>\u56db\u3001\u5b89\u88c5 SPIRV-Headers<\/h2>\n\n<pre class=\"wp-block-code\"><code>brew install spirv-headers<\/code><\/pre>\n\n<p>\u8fd9\u4e00\u6b65\u5f88\u5feb\uff0cbottle \u5b89\u88c5\u4ec5\u51e0\u79d2\u3002<\/p>\n\n<h2>\u4e94\u3001\u514b\u9686\u5e76\u7f16\u8bd1 llama.cpp<\/h2>\n\n<p>\u26a0\ufe0f <strong>\u5173\u952e<\/strong>\uff1a\u5fc5\u987b\u7981\u7528 Metal \u540e\u7aef\uff08<code>-DGGML_METAL=OFF<\/code>\uff09\uff0c\u5426\u5219 Metal \u548c Vulkan \u4f1a\u62a2 AMD \u8bbe\u5907\u5bfc\u81f4\u5d29\u6e83\u3002<\/p>\n\n<pre class=\"wp-block-code\"><code># \u514b\u9686 llama.cpp (\u5982\u679c GitHub \u6162\u53ef\u6302\u4ee3\u7406)\ngit clone --depth=1 https:\/\/github.com\/ggerganov\/llama.cpp.git \/tmp\/llama.cpp\ncd \/tmp\/llama.cpp\n\n# CMake \u914d\u7f6e \u2014 \u542f\u7528 Vulkan\uff0c\u7981\u7528 Metal\nmkdir build &amp;&amp; cd build\nVULKAN_SDK=\/tmp\/vulkan-install\/macOS cmake .. \\\n  -DGGML_VULKAN=ON \\\n  -DGGML_METAL=OFF \\\n  -DGGML_METAL_EMBED_LIBRARY=OFF \\\n  -DCMAKE_BUILD_TYPE=Release\n\n# \u7f16\u8bd1\uff0816 \u6838\u7ea6 5-10 \u5206\u949f\uff09\ncmake --build . --config Release -j$(sysctl -n hw.logicalcpu)<\/code><\/pre>\n\n<h2>\u516d\u3001\u9a8c\u8bc1\u8bbe\u5907\u8bc6\u522b<\/h2>\n\n<pre class=\"wp-block-code\"><code>export VULKAN_SDK=\/tmp\/vulkan-install\/macOS\nexport DYLD_LIBRARY_PATH=\/tmp\/llama.cpp\/build\/bin\n.\/bin\/llama-cli --list-devices\n\n# \u8f93\u51fa\u793a\u4f8b:\n#   Available devices:\n#     MTL0: AMD Radeon Pro 5500M (8176 MiB, 8175 MiB free)\n#     BLAS: Accelerate (0 MiB, 0 MiB free)<\/code><\/pre>\n\n<p>MTL0 \u5373\u4e3a AMD \u72ec\u663e\u901a\u8fc7 MoltenVK\uff08Vulkan\u2192Metal\u2192AMD GPU\uff09\u66b4\u9732\u7684\u8bbe\u5907\u30028176 MiB = 8GB VRAM\u3002<\/p>\n\n<h2>\u4e03\u3001\u4e0b\u8f7d GGUF \u91cf\u5316\u6a21\u578b<\/h2>\n\n<p>\u4ee5 Qwen2.5-Coder-7B-Instruct Q4_K_M \u4e3a\u4f8b\uff084.4GB\uff0c\u6070\u597d\u9002\u914d 8GB VRAM\uff09\uff1a<\/p>\n\n<pre class=\"wp-block-code\"><code># \u4ece ModelScope \u4e0b\u8f7d\uff08\u56fd\u5185\u5feb\uff09\ncurl -L -o ~\/.local\/share\/llama-models\/qwen2.5-coder-7b-instruct-q4_k_m.gguf \\\n  \"https:\/\/www.modelscope.cn\/models\/Qwen\/Qwen2.5-Coder-7B-Instruct-GGUF\/resolve\/master\/qwen2.5-coder-7b-instruct-q4_k_m.gguf\"\n\n# \u6587\u4ef6\u5927\u5c0f: ~4.5GB (Q4_K_M \u91cf\u5316)<\/code><\/pre>\n\n<h2>\u516b\u3001\u8fd0\u884c\u63a8\u7406<\/h2>\n\n<pre class=\"wp-block-code\"><code>export VULKAN_SDK=\/tmp\/vulkan-install\/macOS\nexport DYLD_LIBRARY_PATH=\/tmp\/llama.cpp\/build\/bin\n\nllama-cli -m ~\/.local\/share\/llama-models\/qwen2.5-coder-7b-instruct-q4_k_m.gguf \\\n  -ngl 99 \\              # 99 \u5c42\u5168\u90e8\u52a0\u8f7d\u5230 GPU\n  -p \"\u5199\u4e00\u4e2aPython\u5feb\u901f\u6392\u5e8f\u51fd\u6570\" \\\n  -n 256 \\               # \u6700\u5927\u8f93\u51fa 256 token\n  --temp 0.7<\/code><\/pre>\n\n<h2>\u4e5d\u3001\u5df2\u77e5\u95ee\u9898\u4e0e\u4f18\u5316<\/h2>\n\n<h3>\u9996\u6b21\u8fd0\u884c\u6162<\/h3>\n\n<p>MoltenVK \u9996\u6b21\u8fd0\u884c\u9700\u5c06 Vulkan compute pipeline \u8f6c\u6362\u4e3a Metal PSO\uff08Pipeline State Object\uff09\uff0c7B \u6a21\u578b\u6d89\u53ca\u6570\u5341\u4e2a shader \u53d8\u4f53\uff0c\u9996\u6b21\u521d\u59cb\u5316\u53ef\u8fbe\u6570\u5341\u5206\u949f\u3002\u540e\u7eed\u8fd0\u884c\u76f4\u63a5\u4f7f\u7528\u7f13\u5b58\uff0c\u901f\u5ea6\u6b63\u5e38\u3002<\/p>\n\n<p>\u7528 <code>llama-bench<\/code> \u9884\u70ed\u53ef\u4ee5\u63d0\u524d\u521b\u5efa pipeline cache\uff1a<\/p>\n\n<pre class=\"wp-block-code\"><code>llama-bench -m model.gguf -ngl 1 -n 16\n# \u9996\u6b21\u8fd0\u884c\u4f1a\u521b\u5efa pipeline cache\uff0c\u4e4b\u540e\u63a8\u7406\u5feb\u5f88\u591a<\/code><\/pre>\n\n<h3>Metal \u4e0e Vulkan \u51b2\u7a81<\/h3>\n\n<p>\u540c\u65f6\u542f\u7528 <code>GGML_METAL<\/code> \u548c <code>GGML_VULKAN<\/code> \u4f1a\u5bfc\u81f4 <code>GGML_ASSERT(buf_src) failed<\/code> \u5d29\u6e83\u3002llama.cpp \u7684 Metal \u540e\u7aef\u5047\u8bbe\u7edf\u4e00\u5185\u5b58\u67b6\u6784\uff08Apple Silicon\uff09\uff0c\u5728 Intel Mac + AMD \u72ec\u663e\u4e0a\u4e0d\u517c\u5bb9\u3002\u7f16\u8bd1\u65f6\u5fc5\u987b <code>-DGGML_METAL=OFF<\/code>\u3002<\/p>\n\n<h3>VRAM \u9884\u7b97<\/h3>\n\n<figure class=\"wp-block-table\"><table>\n<thead><tr><th>\u6a21\u578b<\/th><th>\u91cf\u5316<\/th><th>\u5927\u5c0f<\/th><th>\u9002\u5408\u663e\u5361<\/th><\/tr><\/thead>\n<tbody>\n<tr><td>Qwen2.5-Coder-7B<\/td><td>Q4_K_M<\/td><td>4.4GB<\/td><td>8GB VRAM<\/td><\/tr>\n<tr><td>Qwen2.5-Coder-7B<\/td><td>Q4_0<\/td><td>4.1GB<\/td><td>6-8GB VRAM<\/td><\/tr>\n<tr><td>Qwen2.5-Coder-7B<\/td><td>Q5_K_M<\/td><td>5.1GB<\/td><td>10GB+ VRAM<\/td><\/tr>\n<tr><td>Qwen2.5-Coder-1.5B<\/td><td>Q4_K_M<\/td><td>~1GB<\/td><td>CPU \u4e5f\u53ef\u4ee5<\/td><\/tr>\n<\/tbody>\n<\/table><\/figure>\n\n<h2>\u5341\u3001\u4f9d\u8d56\u6e05\u5355\u603b\u7ed3<\/h2>\n\n<figure class=\"wp-block-table\"><table>\n<thead><tr><th>\u7ec4\u4ef6<\/th><th>\u7248\u672c<\/th><th>\u7528\u9014<\/th><th>\u6765\u6e90<\/th><\/tr><\/thead>\n<tbody>\n<tr><td>macOS<\/td><td>13.7.4<\/td><td>\u64cd\u4f5c\u7cfb\u7edf<\/td><td>\u2014<\/td><\/tr>\n<tr><td>GPU<\/td><td>AMD Radeon Pro 5500M 8GB<\/td><td>\u63a8\u7406\u52a0\u901f<\/td><td>\u786c\u4ef6<\/td><\/tr>\n<tr><td>MoltenVK<\/td><td>v1.4.1<\/td><td>Vulkan\u2192Metal \u7ffb\u8bd1\u5c42<\/td><td>GitHub Releases<\/td><\/tr>\n<tr><td>VulkanSDK (glslc)<\/td><td>1.4.350.1 \/ shaderc v2026.2<\/td><td>GLSL shader \u7f16\u8bd1<\/td><td>LunarG<\/td><\/tr>\n<tr><td>SPIRV-Headers<\/td><td>1.4.350.1<\/td><td>SPIR-V \u5934\u6587\u4ef6<\/td><td>Homebrew<\/td><\/tr>\n<tr><td>llama.cpp<\/td><td>commit c1a1c8e<\/td><td>LLM \u63a8\u7406\u5f15\u64ce<\/td><td>GitHub<\/td><\/tr>\n<tr><td>cmake<\/td><td>4.3.4<\/td><td>\u6784\u5efa\u7cfb\u7edf<\/td><td>Homebrew<\/td><\/tr>\n<\/tbody>\n<\/table><\/figure>\n\n\n<h2 class=\"wp-block-heading\">\u5341\u4e00\u3001\u5b9e\u6d4b\u6027\u80fd\u6570\u636e<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">2026-06-29 \u5b9e\u6d4b\uff0cQwen2.5-Coder-7B Q4_K_M\uff0cAMD Radeon Pro 5500M (8GB)\uff0cmacOS 13.7.4\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table>\n<thead><tr><th>\u6307\u6807<\/th><th>Vulkan GPU<\/th><th>CPU (BLAS)<\/th><th>\u63d0\u5347<\/th><\/tr><\/thead>\n<tbody>\n<tr><td>pp512 (prompt \u5904\u7406)<\/td><td>108.47 t\/s<\/td><td>27.09 t\/s<\/td><td><strong>4.0\u00d7<\/strong><\/td><\/tr>\n<tr><td>tg16 (\u9010 token \u751f\u6210)<\/td><td>28.04 t\/s<\/td><td>6.07 t\/s<\/td><td><strong>4.6\u00d7<\/strong><\/td><\/tr>\n<\/tbody>\n<\/table><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u5341\u4e8c\u3001\u8e29\u5751\uff1aVK_ICD_FILENAMES \u73af\u5883\u53d8\u91cf<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u7f16\u8bd1\u5b8c\u6210\u540e llama-cli --list-devices \u53ea\u663e\u793a BLAS\uff08CPU\uff09\uff0c\u4e0d\u663e\u793a AMD \u72ec\u663e\u3002\u539f\u56e0\u662f <strong>\u6ca1\u8bbe VK_ICD_FILENAMES<\/strong>\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">MoltenVK \u4e0d\u662f\u771f\u6b63\u7684 Vulkan \u9a71\u52a8\uff0c\u800c\u662f\u901a\u8fc7 ICD\uff08Installable Client Driver\uff09JSON \u6ce8\u518c\u5230 Vulkan Loader\u3002macOS \u4e0d\u50cf Linux \u6709 \/etc\/vulkan\/icd.d\/\uff0c\u5fc5\u987b\u624b\u52a8\u8bbe\u7f6e\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>export VK_ICD_FILENAMES=\/tmp\/vulkan-sdk\/macOS\/share\/vulkan\/icd.d\/MoltenVK_icd.json<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u8bbe\u5b8c\u540e\u9a8c\u8bc1\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>Available devices:\n  Vulkan0: AMD Radeon Pro 5500M (8176 MiB, 8176 MiB free)\n  Vulkan1: Intel(R) UHD Graphics 630 (65536 MiB, 1531 MiB free)\n  BLAS: Accelerate (0 MiB, 0 MiB free)<\/code><\/pre>\n\n\n\n<h2 class=\"wp-block-heading\">\u5341\u4e09\u3001\/tmp \u6e05\u7406\u95ee\u9898\u4e0e\u6301\u4e45\u5316<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">llama.cpp \u7f16\u8bd1\u4ea7\u7269\u548c VulkanSDK \u90fd\u653e\u5728 \/tmp \u4e0b\uff0cmacOS \u91cd\u542f\u540e \/tmp \u5168\u90e8\u6e05\u7a7a\u3002\u4e8c\u8fdb\u5236\u867d\u7136\u62f7\u8d1d\u5230\u4e86 \/usr\/local\/bin\/\uff0c\u4f46\u4f9d\u8d56\u7684 .dylib \u4e22\u5931\uff0c\u5bfc\u81f4\u542f\u52a8\u65f6\u62a5 <code>Library not loaded: @rpath\/libllama-server-impl.dylib<\/code>\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u89e3\u51b3\u65b9\u6848\uff1a\u7f16\u8bd1\u4ea7\u7269\u5b89\u88c5\u5230 <code>~\/llama-metal\/{bin,lib}\/<\/code>\uff0crpath \u4fee\u6539\u4e3a <code>@loader_path\/..\/lib<\/code>\uff0cVulkanSDK \u5907\u4efd\u5230\u6301\u4e45\u76ee\u5f55\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u5341\u56db\u3001\u542f\u52a8 Server<\/h2>\n\n\n\n<pre class=\"wp-block-code\"><code>#!\/bin\/bash\nLLAMA_HOME=\"$HOME\/llama-metal\"\nVULKAN_SDK=\/tmp\/vulkan-sdk\/macOS\n\nexport VULKAN_SDK VK_ICD_FILENAMES DYLD_LIBRARY_PATH\nexport VK_ICD_FILENAMES=\"$VULKAN_SDK\/share\/vulkan\/icd.d\/MoltenVK_icd.json\"\nexport DYLD_LIBRARY_PATH=\"$VULKAN_SDK\/lib:$LLAMA_HOME\/lib\"\n\nexec \"$LLAMA_HOME\/bin\/llama-server-vk\"   -m ~\/.local\/share\/llama-models\/qwen2.5-coder-7b-instruct-q4_k_m.gguf   -ngl 99 --host 0.0.0.0 --port 28080<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u9996\u6b21\u542f\u52a8 server \u4e5f\u4f1a\u89e6\u53d1 MoltenVK pipeline \u7f16\u8bd1\uff0c\u7528 llama-bench \u9884\u70ed\u53ef\u5927\u5e45\u7f29\u77ed\u7b49\u5f85\u65f6\u95f4\u3002\u542f\u52a8\u540e curl \u9a8c\u8bc1\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>curl http:\/\/localhost:28080\/v1\/chat\/completions   -H 'Content-Type: application\/json'   -d '{\"messages\":[{\"role\":\"user\",\"content\":\"Hi\"}],\"max_tokens\":10}'<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u7b80\u8bb0\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u80cc\u666f Ollama \u5728 macOS \u4e0a\u53ea\u652f\u6301 Apple Silicon\uff08M \u7cfb\u5217\uff09\u7684 Metal \u52a0\u901f\u3002Intel Mac \u5373\u4f7f &#8230;<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[1],"tags":[31,32,27,30,29,28,33],"class_list":["post-1768","post","type-post","status-publish","format-standard","hentry","category-uncategorized","tag-amd","tag-gguf","tag-llama-cpp","tag-macos","tag-moltenvk","tag-vulkan","tag-33"],"jetpack_featured_media_url":"","jetpack-related-posts":[],"jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/www.izhuhn.cn\/index.php\/wp-json\/wp\/v2\/posts\/1768","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.izhuhn.cn\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.izhuhn.cn\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.izhuhn.cn\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.izhuhn.cn\/index.php\/wp-json\/wp\/v2\/comments?post=1768"}],"version-history":[{"count":4,"href":"https:\/\/www.izhuhn.cn\/index.php\/wp-json\/wp\/v2\/posts\/1768\/revisions"}],"predecessor-version":[{"id":1776,"href":"https:\/\/www.izhuhn.cn\/index.php\/wp-json\/wp\/v2\/posts\/1768\/revisions\/1776"}],"wp:attachment":[{"href":"https:\/\/www.izhuhn.cn\/index.php\/wp-json\/wp\/v2\/media?parent=1768"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.izhuhn.cn\/index.php\/wp-json\/wp\/v2\/categories?post=1768"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.izhuhn.cn\/index.php\/wp-json\/wp\/v2\/tags?post=1768"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}