{"id":28982,"date":"2025-03-18T13:00:01","date_gmt":"2025-03-18T05:00:01","guid":{"rendered":"https:\/\/www.aisharenet.com\/?p=28982"},"modified":"2025-07-21T05:13:21","modified_gmt":"2025-07-20T21:13:21","slug":"csm-mlx","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/pt\/csm-mlx\/","title":{"rendered":"csm-mlx\uff1a\u82f9\u679c\u8bbe\u5907\u4e13\u7528\u7684 csm \u8bed\u97f3\u751f\u6210\u6a21\u578b"},"content":{"rendered":"<p>csm-mlx \u662f\u57fa\u4e8e\u82f9\u679c\u516c\u53f8\u5f00\u53d1\u7684 MLX \u6846\u67b6\uff0c\u4e13\u95e8\u4e3a\u82f9\u679c\u82af\u7247\uff08Apple Silicon\uff09\u4f18\u5316\u4e86 CSM\uff08Conversation Speech Model\uff09\u8bed\u97f3\u5bf9\u8bdd\u6a21\u578b\u3002\u8fd9\u4e2a\u9879\u76ee\u8ba9\u7528\u6237\u53ef\u4ee5\u7528\u7b80\u5355\u7684\u65b9\u5f0f\u5728\u82f9\u679c\u8bbe\u5907\u4e0a\u8fd0\u884c\u9ad8\u6548\u7684\u8bed\u97f3\u751f\u6210\u548c\u5bf9\u8bdd\u529f\u80fd\u3002\u5f00\u53d1\u8005 senstella \u5728 2025 \u5e74 3 \u6708 15 \u65e5\u53d1\u5e03\u6b64\u9879\u76ee\uff0c\u76ee\u6807\u662f\u8ba9\u66f4\u591a\u4eba\u5229\u7528\u82f9\u679c\u8bbe\u5907\u7684\u5f3a\u5927\u6027\u80fd\uff0c\u63a2\u7d22\u8bed\u97f3\u6280\u672f\u3002\u9879\u76ee\u6838\u5fc3\u662f\u63d0\u4f9b\u4e00\u4e2a\u8f7b\u91cf\u3001\u6613\u7528\u7684\u5de5\u5177\uff0c\u652f\u6301\u751f\u6210\u81ea\u7136\u8bed\u97f3\u548c\u5904\u7406\u5bf9\u8bdd\u573a\u666f\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-28983\" title=\"csm-mlx\uff1a\u82f9\u679c\u8bbe\u5907\u4e13\u7528\u7684 csm \u8bed\u97f3\u751f\u6210\u6a21\u578b-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/63b06fed48ce8b6.jpg\" alt=\"csm-mlx\uff1a\u82f9\u679c\u8bbe\u5907\u4e13\u7528\u7684 csm \u8bed\u97f3\u751f\u6210\u6a21\u578b-1\" width=\"720\" height=\"360\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/63b06fed48ce8b6.jpg 1200w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/63b06fed48ce8b6-768x384.jpg 768w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/63b06fed48ce8b6-18x9.jpg 18w\" sizes=\"auto, (max-width: 720px) 100vw, 720px\" \/><\/p>\n<p>&nbsp;<\/p>\n<h2>\u529f\u80fd\u5217\u8868<\/h2>\n<ul>\n<li>\u8bed\u97f3\u751f\u6210\uff1a\u8f93\u5165\u6587\u672c\u540e\u751f\u6210\u81ea\u7136\u7684\u4eba\u58f0\u97f3\u9891\u3002<\/li>\n<li>\u5bf9\u8bdd\u4e0a\u4e0b\u6587\u652f\u6301\uff1a\u6839\u636e\u4e4b\u524d\u7684\u5bf9\u8bdd\u5185\u5bb9\u751f\u6210\u8fde\u8d2f\u7684\u8bed\u97f3\u56de\u590d\u3002<\/li>\n<li>\u82f9\u679c\u8bbe\u5907\u4f18\u5316\uff1a\u5229\u7528 MLX \u6846\u67b6\u5728\u82f9\u679c\u7845\u7247\u4e0a\u9ad8\u6548\u8fd0\u884c\u6a21\u578b\u3002<\/li>\n<li>\u5f00\u6e90\u6a21\u578b\u52a0\u8f7d\uff1a\u652f\u6301\u4ece Hugging Face \u4e0b\u8f7d\u9884\u8bad\u7ec3\u6a21\u578b\uff08\u5982 csm-1b\uff09\u3002<\/li>\n<li>\u53ef\u8c03\u53c2\u6570\uff1a\u63d0\u4f9b\u91c7\u6837\u5668\u53c2\u6570\u8c03\u6574\uff0c\u6bd4\u5982\u6e29\u5ea6\uff08temp\uff09\u548c\u6700\u5c0f\u6982\u7387\uff08min_p\uff09\uff0c\u63a7\u5236\u751f\u6210\u6548\u679c\u3002<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h2>\u4f7f\u7528\u5e2e\u52a9<\/h2>\n<h3>\u5b89\u88c5\u6d41\u7a0b<\/h3>\n<p>\u8981\u5728\u672c\u5730\u4f7f\u7528 csm-mlx\uff0c\u9700\u8981\u5148\u5b89\u88c5\u4e00\u4e9b\u4f9d\u8d56\u5de5\u5177\u548c\u73af\u5883\u3002\u4ee5\u4e0b\u662f\u8be6\u7ec6\u6b65\u9aa4\uff1a<\/p>\n<ol>\n<li><strong>\u51c6\u5907\u73af\u5883<\/strong>\n<ul>\n<li>\u786e\u4fdd\u4f60\u4f7f\u7528\u7684\u662f macOS \u7cfb\u7edf\uff0c\u4e14\u8bbe\u5907\u642d\u8f7d\u82f9\u679c\u7845\u7247\uff08\u5982 M1\u3001M2 \u82af\u7247\uff09\u3002<\/li>\n<li>\u5b89\u88c5 Python 3.10 \u6216\u4ee5\u4e0a\u7248\u672c\u3002\u53ef\u4ee5\u7528\u547d\u4ee4\u00a0<code>brew install python@3.10<\/code>\u00a0\u901a\u8fc7 Homebrew \u5b89\u88c5\u3002<\/li>\n<li>\u5b89\u88c5 Git\uff0c\u8fd0\u884c\u00a0<code>brew install git<\/code>\uff08\u5982\u679c\u5df2\u5b89\u88c5\u53ef\u8df3\u8fc7\uff09\u3002<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u514b\u9686\u9879\u76ee<\/strong>\n<ul>\n<li>\u6253\u5f00\u7ec8\u7aef\uff0c\u8f93\u5165\u4ee5\u4e0b\u547d\u4ee4\u4e0b\u8f7d csm-mlx \u9879\u76ee\uff1a\n<pre><code>git clone https:\/\/github.com\/senstella\/csm-mlx.git\r\n<\/code><\/pre>\n<\/li>\n<li>\u8fdb\u5165\u9879\u76ee\u6587\u4ef6\u5939\uff1a\n<pre><code>cd csm-mlx\r\n<\/code><\/pre>\n<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u521b\u5efa\u865a\u62df\u73af\u5883<\/strong>\n<ul>\n<li>\u5728\u9879\u76ee\u76ee\u5f55\u4e0b\u521b\u5efa Python \u865a\u62df\u73af\u5883\uff1a\n<pre><code>python3.10 -m venv .venv\r\n<\/code><\/pre>\n<\/li>\n<li>\u6fc0\u6d3b\u865a\u62df\u73af\u5883\uff1a\n<pre><code>source .venv\/bin\/activate\r\n<\/code><\/pre>\n<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u5b89\u88c5\u4f9d\u8d56<\/strong>\n<ul>\n<li>\u5b89\u88c5\u9879\u76ee\u6240\u9700\u7684 Python \u5305\uff0c\u8fd0\u884c\uff1a\n<pre><code>pip install -r requirements.txt\r\n<\/code><\/pre>\n<\/li>\n<li>\u6ce8\u610f\uff1a\u9700\u8981\u786e\u4fdd\u5b89\u88c5\u4e86 MLX \u6846\u67b6\u548c Hugging Face \u7684\u00a0<code>huggingface_hub<\/code>\u00a0\u5e93\u3002\u5982\u679c\u9047\u5230\u95ee\u9898\uff0c\u53ef\u4ee5\u5355\u72ec\u8fd0\u884c\u00a0<code>pip install mlx huggingface_hub<\/code>\u3002<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u4e0b\u8f7d\u6a21\u578b<\/strong>\n<ul>\n<li>csm-mlx \u4f7f\u7528\u9884\u8bad\u7ec3\u6a21\u578b\u00a0<code>csm-1b-mlx<\/code>\u3002\u8fd0\u884c\u4ee5\u4e0b\u4ee3\u7801\u81ea\u52a8\u4e0b\u8f7d\uff1a\n<pre><code>python -c \"from huggingface_hub import hf_hub_download; hf_hub_download(repo_id='senstella\/csm-1b-mlx', filename='ckpt.safetensors')\"\r\n<\/code><\/pre>\n<\/li>\n<li>\u6a21\u578b\u6587\u4ef6\u4f1a\u4fdd\u5b58\u5728\u672c\u5730\u7f13\u5b58\u76ee\u5f55\uff08\u901a\u5e38\u662f\u00a0<code>~\/.cache\/huggingface\/hub<\/code>\uff09\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<h3>\u5982\u4f55\u4f7f\u7528<\/h3>\n<p>\u5b89\u88c5\u5b8c\u6210\u540e\uff0c\u4f60\u53ef\u4ee5\u7528 Python \u811a\u672c\u8fd0\u884c csm-mlx \u7684\u8bed\u97f3\u751f\u6210\u529f\u80fd\u3002\u4ee5\u4e0b\u662f\u64cd\u4f5c\u6b65\u9aa4\uff1a<\/p>\n<h4>\u57fa\u672c\u8bed\u97f3\u751f\u6210<\/h4>\n<ol>\n<li><strong>\u7f16\u5199\u811a\u672c<\/strong>\n<ul>\n<li>\u5728\u9879\u76ee\u76ee\u5f55\u4e0b\u521b\u5efa\u4e00\u4e2a\u6587\u4ef6\uff0c\u6bd4\u5982\u00a0<code>generate_audio.py<\/code>\uff0c\u8f93\u5165\u4ee5\u4e0b\u4ee3\u7801\uff1a\n<pre><code>from csm_mlx import <a href=\"https:\/\/www.kdjingpai.com\/en\/csm\/\">CSM<\/a>, csm_1b, generate\r\nfrom mlx_lm.sample_utils import make_sampler\r\nfrom huggingface_hub import hf_hub_download\r\n# \u521d\u59cb\u5316\u6a21\u578b\r\ncsm = CSM(csm_1b())\r\nweight = hf_hub_download(repo_id=\"senstella\/csm-1b-mlx\", filename=\"ckpt.safetensors\")\r\ncsm.load_weights(weight)\r\n# \u751f\u6210\u97f3\u9891\r\naudio = generate(\r\ncsm,\r\ntext=\"\u4f60\u597d\uff0c\u6211\u662f csm-mlx\u3002\",\r\nspeaker=0,\r\ncontext=[],\r\nmax_audio_length_ms=10000,  # \u6700\u5927\u97f3\u9891\u957f\u5ea6 10 \u79d2\r\nsampler=make_sampler(temp=0.5, min_p=0.1)\r\n)\r\n# \u4fdd\u5b58\u97f3\u9891\r\nimport audiofile\r\naudiofile.write(\"output.wav\", audio, 22050)  # 22050 \u662f\u91c7\u6837\u7387\r\n<\/code><\/pre>\n<\/li>\n<li>\u6ce8\u610f\uff1a\u4fdd\u5b58\u97f3\u9891\u9700\u8981\u5b89\u88c5\u00a0<code>audiofile<\/code>\u00a0\u5e93\uff0c\u8fd0\u884c\u00a0<code>pip install audiofile<\/code>\u3002<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u8fd0\u884c\u811a\u672c<\/strong>\n<ul>\n<li>\u5728\u7ec8\u7aef\u4e2d\u8f93\u5165\uff1a\n<pre><code>python generate_audio.py\r\n<\/code><\/pre>\n<\/li>\n<li>\u8fd0\u884c\u540e\u4f1a\u5728\u5f53\u524d\u76ee\u5f55\u751f\u6210\u00a0<code>output.wav<\/code>\u00a0\u6587\u4ef6\uff0c\u53cc\u51fb\u5373\u53ef\u64ad\u653e\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<h4>\u6dfb\u52a0\u5bf9\u8bdd\u4e0a\u4e0b\u6587<\/h4>\n<ol>\n<li><strong>\u4fee\u6539\u811a\u672c\u652f\u6301\u4e0a\u4e0b\u6587<\/strong>\n<ul>\n<li>\u5982\u679c\u60f3\u8ba9\u6a21\u578b\u6839\u636e\u4e4b\u524d\u7684\u5bf9\u8bdd\u751f\u6210\u56de\u590d\uff0c\u53ef\u4ee5\u6dfb\u52a0\u00a0<code>context<\/code>\u00a0\u53c2\u6570\u3002\u4fee\u6539\u4ee3\u7801\u5982\u4e0b\uff1a\n<pre><code>from csm_mlx import CSM, csm_1b, generate, Segment\r\nimport mlx.core as mx\r\nfrom huggingface_hub import hf_hub_download\r\n# \u521d\u59cb\u5316\u6a21\u578b\r\ncsm = CSM(csm_1b())\r\nweight = hf_hub_download(repo_id=\"senstella\/csm-1b-mlx\", filename=\"ckpt.safetensors\")\r\ncsm.load_weights(weight)\r\n# \u521b\u5efa\u5bf9\u8bdd\u4e0a\u4e0b\u6587\r\ncontext = [\r\nSegment(speaker=0, text=\"\u4f60\u597d\uff0c\u4eca\u5929\u5929\u6c14\u600e\u4e48\u6837\uff1f\", audio=mx.array([...])),\r\nSegment(speaker=1, text=\"\u5f88\u597d\uff0c\u9633\u5149\u660e\u5a9a\u3002\", audio=mx.array([...]))\r\n]\r\n# \u751f\u6210\u56de\u590d\r\naudio = generate(\r\ncsm,\r\ntext=\"\u90a3\u6211\u4eec\u51fa\u53bb\u8d70\u8d70\u5427\uff01\",\r\nspeaker=0,\r\ncontext=context,\r\nmax_audio_length_ms=5000\r\n)\r\n# \u4fdd\u5b58\u97f3\u9891\r\nimport audiofile\r\naudiofile.write(\"reply.wav\", audio, 22050)\r\n<\/code><\/pre>\n<\/li>\n<li>\u6ce8\u610f\uff1a<code>audio=mx.array([...])<\/code>\u00a0\u9700\u8981\u4e4b\u524d\u7684\u97f3\u9891\u6570\u636e\u3002\u5982\u679c\u6ca1\u6709\uff0c\u53ef\u4ee5\u5148\u7528\u57fa\u672c\u751f\u6210\u65b9\u5f0f\u751f\u6210\u97f3\u9891\uff0c\u518d\u7528\u5176\u7ed3\u679c\u586b\u5145\u3002<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u8fd0\u884c\u5e76\u6d4b\u8bd5<\/strong>\n<ul>\n<li>\u6267\u884c\u00a0<code>python generate_audio.py<\/code>\uff0c\u751f\u6210\u5e26\u4e0a\u4e0b\u6587\u7684\u8bed\u97f3\u6587\u4ef6\u00a0<code>reply.wav<\/code>\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<h4>\u53c2\u6570\u8c03\u6574<\/h4>\n<ul>\n<li><strong>\u6e29\u5ea6\uff08temp\uff09<\/strong>\uff1a\u63a7\u5236\u8bed\u97f3\u7684\u968f\u673a\u6027\u3002\u503c\u8d8a\u5c0f\uff08\u5982 0.5\uff09\uff0c\u8bed\u97f3\u8d8a\u7a33\u5b9a\uff1b\u503c\u8d8a\u5927\uff08\u5982 1.0\uff09\uff0c\u8bed\u97f3\u66f4\u591a\u6837\u3002<\/li>\n<li><strong>\u6700\u5927\u957f\u5ea6\uff08max_audio_length_ms\uff09<\/strong>\uff1a\u5355\u4f4d\u662f\u6beb\u79d2\uff0c\u6bd4\u5982 5000 \u8868\u793a 5 \u79d2\u3002<\/li>\n<li>\u8c03\u6574\u65b9\u6cd5\uff1a\u5728\u00a0<code>make_sampler<\/code>\u00a0\u6216\u00a0<code>generate<\/code>\u00a0\u51fd\u6570\u4e2d\u4fee\u6539\u53c2\u6570\uff0c\u7136\u540e\u91cd\u65b0\u8fd0\u884c\u811a\u672c\u3002<\/li>\n<\/ul>\n<h3>\u6ce8\u610f\u4e8b\u9879<\/h3>\n<ul>\n<li>\u5982\u679c\u751f\u6210\u97f3\u9891\u65f6\u9047\u5230\u5185\u5b58\u95ee\u9898\uff0c\u5c1d\u8bd5\u51cf\u5c0f\u00a0<code>max_audio_length_ms<\/code>\u3002<\/li>\n<li>\u786e\u4fdd\u7f51\u7edc\u8fde\u63a5\u6b63\u5e38\uff0c\u56e0\u4e3a\u6a21\u578b\u9996\u6b21\u8fd0\u884c\u9700\u8981\u4e0b\u8f7d\u6743\u91cd\u6587\u4ef6\uff0c\u5927\u5c0f\u7ea6\u4e3a\u51e0 GB\u3002<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h2>\u5e94\u7528\u573a\u666f<\/h2>\n<ol>\n<li><strong>\u6559\u80b2\u8f85\u52a9<\/strong><br \/>\n\u7528\u6237\u53ef\u4ee5\u7528 csm-mlx \u751f\u6210\u6559\u5b66\u5185\u5bb9\u7684\u8bed\u97f3\u8bb2\u89e3\u3002\u6bd4\u5982\uff0c\u8f93\u5165\u8bfe\u6587\u5185\u5bb9\uff0c\u751f\u6210\u81ea\u7136\u8bed\u97f3\u540e\u7528\u4e8e\u542c\u529b\u7ec3\u4e60\u3002<\/li>\n<li><strong>\u865a\u62df\u52a9\u624b\u5f00\u53d1<\/strong><br \/>\n\u5f00\u53d1\u8005\u53ef\u4ee5\u5229\u7528 csm-mlx \u6253\u9020\u667a\u80fd\u8bed\u97f3\u52a9\u624b\u3002\u7ed3\u5408\u5bf9\u8bdd\u4e0a\u4e0b\u6587\u529f\u80fd\uff0c\u8ba9\u52a9\u624b\u6839\u636e\u7528\u6237\u7684\u8bdd\u751f\u6210\u8fde\u8d2f\u56de\u590d\u3002<\/li>\n<li><strong>\u5185\u5bb9\u521b\u4f5c<\/strong><br \/>\n\u64ad\u5ba2\u5236\u4f5c\u8005\u53ef\u4ee5\u7528\u5b83\u5c06\u811a\u672c\u8f6c\u4e3a\u8bed\u97f3\uff0c\u5feb\u901f\u751f\u6210\u97f3\u9891\u7d20\u6750\uff0c\u8282\u7701\u5f55\u97f3\u65f6\u95f4\u3002<\/li>\n<\/ol>\n<p>&nbsp;<\/p>\n<h2>QA<\/h2>\n<ol>\n<li><strong>csm-mlx \u652f\u6301\u4e2d\u6587\u5417\uff1f<\/strong><br \/>\n\u662f\u7684\uff0c\u5b83\u652f\u6301\u4e2d\u6587\u8f93\u5165\u548c\u751f\u6210\u4e2d\u6587\u8bed\u97f3\u3002\u4f46\u6548\u679c\u53d6\u51b3\u4e8e\u8bad\u7ec3\u6570\u636e\uff0c\u5efa\u8bae\u6d4b\u8bd5\u5177\u4f53\u8bed\u53e5\u4ee5\u786e\u8ba4\u8d28\u91cf\u3002<\/li>\n<li><strong>\u9700\u8981\u591a\u5927\u786c\u76d8\u7a7a\u95f4\uff1f<\/strong><br \/>\n\u6a21\u578b\u6587\u4ef6\u7ea6 1-2 GB\uff0c\u52a0\u4e0a\u4f9d\u8d56\u5e93\u548c\u751f\u6210\u7684\u6587\u4ef6\uff0c\u5efa\u8bae\u9884\u7559 5 GB \u7a7a\u95f4\u3002<\/li>\n<li><strong>\u53ef\u4ee5\u5728 Windows \u4e0a\u8fd0\u884c\u5417\uff1f<\/strong><br \/>\n\u4e0d\u884c\uff0ccsm-mlx \u4e13\u4e3a\u82f9\u679c\u7845\u7247\u8bbe\u8ba1\uff0c\u4f9d\u8d56 MLX \u6846\u67b6\uff0c\u76ee\u524d\u53ea\u652f\u6301 macOS\u3002<\/li>\n<\/ol>\n","protected":false},"excerpt":{"rendered":"<p>csm-mlx \u662f\u57fa\u4e8e\u82f9\u679c\u516c\u53f8\u5f00\u53d1\u7684 MLX \u6846\u67b6\uff0c\u4e13\u95e8\u4e3a\u82f9\u679c\u82af\u7247\uff08Apple Silicon\uff09\u4f18\u5316\u4e86 CSM\uff08Conversation Speech Model\uff09\u8bed\u97f3\u5bf9\u8bdd\u6a21\u578b\u3002\u8fd9\u4e2a\u9879\u76ee\u8ba9\u7528\u6237\u53ef\u4ee5\u7528\u7b80\u5355\u7684\u65b9\u5f0f\u5728\u82f9\u679c\u8bbe\u5907\u4e0a\u8fd0\u884c\u9ad8\u6548\u7684\u8bed\u97f3\u751f\u6210\u548c&#8230;<\/p>\n","protected":false},"author":1,"featured_media":32782,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[20,416,479],"tags":[230,215],"class_list":["post-28982","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-tool","category-ai-audio","category-text-to-speech","tag-aikaiyuanxiangmu","tag-aiwenbenzhuanyuyin"],"_links":{"self":[{"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/posts\/28982","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/comments?post=28982"}],"version-history":[{"count":0,"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/posts\/28982\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/media\/32782"}],"wp:attachment":[{"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/media?parent=28982"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/categories?post=28982"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/tags?post=28982"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}