{"id":50979,"date":"2024-12-03T15:22:15","date_gmt":"2024-12-03T07:22:15","guid":{"rendered":"https:\/\/fwq.ai\/blog\/50979\/"},"modified":"2024-12-03T15:22:15","modified_gmt":"2024-12-03T07:22:15","slug":"%e5%8f%aa%e9%9c%80%e5%87%a0%e6%ad%a5%e5%8d%b3%e5%8f%af%e5%b0%86%e6%8b%a5%e6%8a%b1%e8%84%b8%e9%83%a8%e6%a8%a1%e5%9e%8b%e9%83%a8%e7%bd%b2%e5%88%b0-aws-lambda","status":"publish","type":"post","link":"https:\/\/fwq.ai\/blog\/50979\/","title":{"rendered":"\u53ea\u9700\u51e0\u6b65\u5373\u53ef\u5c06\u62e5\u62b1\u8138\u90e8\u6a21\u578b\u90e8\u7f72\u5230 AWS Lambda"},"content":{"rendered":"<p><b><\/b>     <\/p>\n<h1>\u53ea\u9700\u51e0\u6b65\u5373\u53ef\u5c06\u62e5\u62b1\u8138\u90e8\u6a21\u578b\u90e8\u7f72\u5230 AWS Lambda<\/h1>\n<p>\u5927\u5bb6\u597d\uff0c\u6211\u4eec\u53c8\u89c1\u9762\u4e86\u554a~\u672c\u6587<span style=\"color: #FF6600;, Helvetica, Arial, sans-serif;font-size: 14px;background-color: #FFFFFF\">\u300a\u53ea\u9700\u51e0\u6b65\u5373\u53ef\u5c06\u62e5\u62b1\u8138\u90e8\u6a21\u578b\u90e8\u7f72\u5230 AWS Lambda\u300b<\/span>\u7684\u5185\u5bb9\u4e2d\u5c06\u4f1a\u6d89\u53ca\u5230<span style=\"color: #FF6600;, Helvetica, Arial, sans-serif;font-size: 14px;background-color: #FFFFFF\"><\/span>\u7b49\u7b49\u3002\u5982\u679c\u4f60\u6b63\u5728\u5b66\u4e60<span style=\"color: #FF6600;, Helvetica, Arial, sans-serif;font-size: 14px;background-color: #FFFFFF\">\u6587\u7ae0<\/span>\u76f8\u5173\u77e5\u8bc6\uff0c\u6b22\u8fce\u5173\u6ce8\u6211\uff0c\u4ee5\u540e\u4f1a\u7ed9\u5927\u5bb6\u5e26\u6765\u66f4\u591a<span style=\"color: #FF6600;, Helvetica, Arial, sans-serif;font-size: 14px;background-color: #FFFFFF\">\u6587\u7ae0<\/span>\u76f8\u5173\u6587\u7ae0\uff0c\u5e0c\u671b\u6211\u4eec\u80fd\u4e00\u8d77\u8fdb\u6b65\uff01\u4e0b\u9762\u5c31\u5f00\u59cb\u672c\u6587\u7684\u6b63\u5f0f\u5185\u5bb9~<\/p>\n<p>\u662f\u5426\u66fe\u7ecf\u60f3\u5c06 hugging face \u6a21\u578b\u90e8\u7f72\u5230 aws lambda\uff0c\u4f46\u5374\u88ab\u5bb9\u5668\u6784\u5efa\u3001\u51b7\u542f\u52a8\u548c\u6a21\u578b\u7f13\u5b58\u6240\u56f0\u6270\uff1f\u4ee5\u4e0b\u662f\u5982\u4f55\u4f7f\u7528 scaffoldly \u5728 5 \u5206\u949f\u5185\u5b8c\u6210\u6b64\u64cd\u4f5c\u3002<\/p>\n<ol>\n<li>\n<p>\u5728 aws \u4e2d\u521b\u5efa\u540d\u4e3a .cache \u7684 efs \u6587\u4ef6\u7cfb\u7edf\uff1a<\/p>\n<ul>\n<li>\u8f6c\u5230 aws efs \u63a7\u5236\u53f0<\/li>\n<li>\u70b9\u51fb\u201c\u521b\u5efa\u6587\u4ef6\u7cfb\u7edf\u201d<\/li>\n<li>\u5c06\u5176\u547d\u540d\u4e3a.cache <\/li>\n<li>\u9009\u62e9\u4efb\u610f vpc\uff08scaffoldly \u4f1a\u5904\u7406\u5269\u4e0b\u7684\u4e8b\u60c5\uff01\uff09<\/li>\n<\/ul>\n<\/li>\n<li>\n<p>\u4ece python-huggingface \u5206\u652f\u521b\u5efa\u60a8\u7684\u5e94\u7528\u7a0b\u5e8f\uff1a<\/p>\n<pre> npx scaffoldly create app --template python-huggingface\n<\/pre>\n<\/li>\n<li>\n<p>\u90e8\u7f72\u5b83\uff1a<\/p>\n<pre> cd my-app &amp;&amp; npx scaffoldly deploy\n<\/pre>\n<\/li>\n<\/ol>\n<p>\u5c31\u662f\u8fd9\u6837\uff01\u60a8\u5c06\u83b7\u5f97\u5728 lambda \u4e0a\u8fd0\u884c\u7684 hugging face \u6a21\u578b\uff08\u4ee5 openai-community\/gpt2 \u4e3a\u4f8b\uff09\uff0c\u5e76\u914d\u6709\u9002\u5f53\u7684\u7f13\u5b58\u548c\u5bb9\u5668\u90e8\u7f72\u3002<\/p>\n<blockquote>\n<p><strong>\u4e13\u4e1a\u63d0\u793a<\/strong>\uff1a\u5bf9\u4e8e efs \u8bbe\u7f6e\uff0c\u60a8\u53ef\u4ee5\u5c06\u5176\u81ea\u5b9a\u4e49\u4e3a\u7a81\u53d1\u6a21\u5f0f\u4e0b\u7684\u5355\u4e2a az\uff0c\u4ee5\u8fdb\u4e00\u6b65\u8282\u7701\u6210\u672c\u3002 scaffoldly \u4f1a\u5c06 lambda \u51fd\u6570\u4e0e efs \u7684 vpc\u3001\u5b50\u7f51\u548c\u5b89\u5168\u7ec4\u8fdb\u884c\u5339\u914d\u3002<\/p>\n<\/blockquote>\n<p> \u67e5\u770b\u73b0\u573a\u6f14\u793a\u548c\u793a\u4f8b\u4ee3\u7801\uff01<\/p>\n<p>\u5c06\u673a\u5668\u5b66\u4e60\u6a21\u578b\u90e8\u7f72\u5230 aws lambda \u4f20\u7edf\u4e0a\u6d89\u53ca\uff1a<\/p>\n<ul>\n<li>\u6784\u5efa\u548c\u7ba1\u7406 docker \u5bb9\u5668<\/li>\n<li>\u5f04\u6e05\u695a\u6a21\u578b\u7f13\u5b58\u548c\u5b58\u50a8<\/li>\n<li>\u5904\u7406 lambda \u7684\u5927\u5c0f\u9650\u5236<\/li>\n<li>\u7ba1\u7406\u51b7\u542f\u52a8<\/li>\n<li>\u8bbe\u7f6e api \u7aef\u70b9<\/li>\n<\/ul>\n<p>\u5f53\u60a8\u53ea\u60f3\u4e3a\u6a21\u578b\u63d0\u4f9b\u670d\u52a1\u65f6\uff0c\u9700\u8981\u8fdb\u884c\u5927\u91cf\u57fa\u7840\u8bbe\u65bd\u5de5\u4f5c\uff01<\/p>\n<p>scaffoldly \u901a\u8fc7\u4e00\u4e2a\u7b80\u5355\u7684\u914d\u7f6e\u6587\u4ef6\u6765\u5904\u7406\u6240\u6709\u8fd9\u4e9b\u590d\u6742\u6027\u3002\u8fd9\u662f\u4e00\u4e2a\u63d0\u4f9b hugging face \u6a21\u578b\u7684\u5b8c\u6574\u5e94\u7528\u7a0b\u5e8f\uff08\u4ee5 openai-community\/gpt2 \u4e3a\u4f8b\uff09\uff1a<\/p>\n<pre># app.py\nfrom flask import flask\nfrom transformers import pipeline\napp = flask(__name__)\ngenerator = pipeline('text-generation', model='openai-community\/gpt2')\n@app.route(\"\/\")\ndef hello_world():\n    output = generator(\"hello, world,\")\n    return output[0]['generated_text']\n<\/pre>\n<pre>\/\/ requirements.txt\nflask ~= 3.0\ngunicorn ~= 23.0\ntorch ~= 2.5\nnumpy ~= 2.1\ntransformers ~= 4.46\nhuggingface_hub[cli] ~= 0.26\n<\/pre>\n<pre>\/\/ scaffoldly.json\n{\n  \"name\": \"python-huggingface\",\n  \"runtime\": \"python:3.12\",\n  \"handler\": \"localhost:8000\",\n  \"files\": [\"app.py\"],\n  \"packages\": [\"pip:requirements.txt\"],\n  \"resources\": [\"arn::elasticfilesystem:::file-system\/.cache\"],\n  \"schedules\": {\n    \"@immediately\": \"huggingface-cli download openai-community\/gpt2\"\n  },\n  \"scripts\": {\n    \"start\": \"gunicorn app:app\"\n  },\n  \"memorysize\": 1024\n}\n<\/pre>\n<p>scaffoldly \u5728\u5e55\u540e\u505a\u4e86\u4e00\u4e9b\u806a\u660e\u7684\u4e8b\u60c5\uff1a<\/p>\n<ol>\n<li>\n<p><strong>\u667a\u80fd\u96c6\u88c5\u7bb1\u5efa\u7b51<\/strong>\uff1a<\/p>\n<ul>\n<li>\u81ea\u52a8\u521b\u5efa\u9488\u5bf9 lambda \u4f18\u5316\u7684 docker \u5bb9\u5668<\/li>\n<li>\u5904\u7406\u6240\u6709 python \u4f9d\u8d56\u9879\uff0c\u5305\u62ec pytorch<\/li>\n<li>\u65e0\u9700\u7f16\u5199\u4efb\u4f55 docker \u547d\u4ee4\u5373\u53ef\u63a8\u9001\u5230 ecr<\/li>\n<\/ul>\n<\/li>\n<li>\n<p><strong>\u9ad8\u6548\u7684\u6a21\u578b\u5904\u7406<\/strong>:<\/p>\n<ul>\n<li>\u4f7f\u7528 amazon efs \u7f13\u5b58\u6a21\u578b\u6587\u4ef6<\/li>\n<li>\u90e8\u7f72\u540e\u9884\u4e0b\u8f7d\u6a21\u578b\u4ee5\u52a0\u5feb\u51b7\u542f\u52a8<\/li>\n<li>\u5728 lambda \u4e2d\u81ea\u52a8\u6302\u8f7d\u7f13\u5b58<\/li>\n<\/ul>\n<\/li>\n<li>\n<p><strong>lambda \u5c31\u7eea\u8bbe\u7f6e<\/strong>:<\/p>\n<ul>\n<li>rus \u5efa\u7acb\u4e00\u4e2a\u5408\u9002\u7684 wsgi \u670d\u52a1\u5668\uff08gunicorn\uff09<\/li>\n<li>\u521b\u5efa\u516c\u5171 lambda \u51fd\u6570 url<\/li>\n<li>\u4ee3\u7406\u51fd\u6570url\u8bf7\u6c42gunicorn<\/li>\n<li>\u7ba1\u7406 iam \u89d2\u8272\u548c\u6743\u9650<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<p>\u8fd9\u662f\u6211\u5728\u6b64\u793a\u4f8b\u4e2d\u8fd0\u884c\u7684 npx \u811a\u624b\u67b6\u90e8\u7f72\u547d\u4ee4\u7684\u8f93\u51fa\uff1a<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.17golang.com\/uploads\/20241202\/1733149310674dc27e0edbb.jpg\" class=\"aligncenter\" title=\"\u53ea\u9700\u51e0\u6b65\u5373\u53ef\u5c06\u62e5\u62b1\u8138\u90e8\u6a21\u578b\u90e8\u7f72\u5230 AWS Lambda\u63d2\u56fe\" alt=\"\u53ea\u9700\u51e0\u6b65\u5373\u53ef\u5c06\u62e5\u62b1\u8138\u90e8\u6a21\u578b\u90e8\u7f72\u5230 AWS Lambda\u63d2\u56fe\" \/><\/p>\n<p> <strong>\u6210\u672c<\/strong>\uff1aaws lambda\u3001ecr \u548c efs \u7ea6 0.20 \u7f8e\u5143\/\u5929<\/p>\n<p>  <strong>\u51b7\u542f\u52a8<\/strong>\uff1a\u7b2c\u4e00\u6b21\u8bf7\u6c42\u7ea6 20 \u79d2\uff08\u6a21\u578b\u52a0\u8f7d\uff09<\/p>\n<p>  <strong>\u70ed\u70c8\u8bf7\u6c42<\/strong>\uff1a5-20\u79d2\uff08\u57fa\u4e8ecpu\u7684\u63a8\u7406\uff09<\/p>\n<p>\u867d\u7136\u6b64\u8bbe\u7f6e\u4f7f\u7528 cpu \u63a8\u7406\uff08\u6bd4 gpu \u6162\uff09\uff0c\u4f46\u8fd9\u662f\u4e00\u79cd\u8bd5\u9a8c ml \u6a21\u578b\u6216\u670d\u52a1\u4f4e\u6d41\u91cf\u7aef\u70b9\u7684\u6781\u5176\u7ecf\u6d4e\u9ad8\u6548\u7684\u65b9\u6cd5\u3002<\/p>\n<p>\u60f3\u8981\u4f7f\u7528\u4e0d\u540c\u7684\u6a21\u578b\u5417\uff1f\u53ea\u9700\u66f4\u65b0\u4e24\u4e2a\u6587\u4ef6\uff1a<\/p>\n<ol>\n<li>\u66f4\u6539app.py\u4e2d\u7684\u6a21\u578b\uff1a <\/li>\n<\/ol>\n<pre>generator = pipeline('text-generation', model='your-model-here')\n<\/pre>\n<ol>\n<li>\u66f4\u65b0scaffoldly.json\u4e2d\u7684\u4e0b\u8f7d\uff1a <\/li>\n<\/ol>\n<pre>\"schedules\": {\n  \"@immediately\": \"huggingface-cli download your-model-here\"\n}\n<\/pre>\n<p>scaffoldly \u901a\u8fc7 hf_token \u73af\u5883\u53d8\u91cf\u652f\u6301\u79c1\u6709\u548c\u95e8\u63a7\u6a21\u578b\u3002\u60a8\u53ef\u4ee5\u901a\u8fc7\u591a\u79cd\u65b9\u5f0f\u6dfb\u52a0 hugging face \u4ee4\u724c\uff1a<\/p>\n<ul>\n<li> <strong>\u672c\u5730\u5f00\u53d1<\/strong>\uff1a\u6dfb\u52a0\u5230\u60a8\u7684 shell \u914d\u7f6e\u6587\u4ef6\uff08.bashrc\u3001.zprofile \u7b49\uff09\uff1a <\/li>\n<\/ul>\n<pre>  export hf_token=\"hf_rh...a\"\n<\/pre>\n<ul>\n<li> <strong>ci\/cd<\/strong>\uff1a\u6dfb\u52a0\u4e3a github actions secret\uff1a <\/li>\n<\/ul>\n<pre>  # in your repository settings -&gt; secrets and variables -&gt; actions\n  hf_token: hf_rh...a\n<\/pre>\n<p>\u4ee4\u724c\u5c06\u81ea\u52a8\u7528\u4e8e\u4e0b\u8f7d\u548c\u8bbf\u95ee\u60a8\u7684\u79c1\u4eba\u6216\u95e8\u63a7\u6a21\u578b\u3002<\/p>\n<p>scaffoldly \u751a\u81f3\u751f\u6210\u7528\u4e8e\u81ea\u52a8\u90e8\u7f72\u7684 github action\uff1a<\/p>\n<pre>name: scaffoldly deploy\njobs:\n  deploy:\n    runs-on: ubuntu-latest\n    steps:\n      - uses: actions\/checkout@v4\n      - uses: scaffoldly\/scaffoldly@v1\n        with:\n          secrets: ${{ tojson(secrets) }}\n<\/pre>\n<p>\u5b8c\u6574\u7684\u793a\u4f8b\u53ef\u4ee5\u5728 github \u4e0a\u627e\u5230\uff1a<br \/> \u811a\u624b\u67b6\/\u811a\u624b\u67b6\u793a\u4f8b#python-huggingface<\/p>\n<p>\u60a8\u53ef\u4ee5\u901a\u8fc7\u8fd0\u884c\u4ee5\u4e0b\u547d\u4ee4\u521b\u5efa\u60a8\u81ea\u5df1\u7684\u793a\u4f8b\u526f\u672c\uff1a<\/p>\n<pre>npx scaffoldly create app --template python-huggingface\n<\/pre>\n<p>\u60a8\u53ef\u4ee5\u770b\u5230\u5b83\u6b63\u5728\u5b9e\u65f6\u8fd0\u884c\uff08\u5c3d\u7ba1\u7531\u4e8e cpu \u63a8\u65ad\uff0c\u54cd\u5e94\u53ef\u80fd\u4f1a\u5f88\u6162\uff09\uff1a<br \/> \u73b0\u573a\u6f14\u793a<\/p>\n<ul>\n<li>\u5c1d\u8bd5\u90e8\u7f72\u4e0d\u540c\u7684\u62e5\u62b1\u8138\u6a21\u578b<\/li>\n<li>\u52a0\u5165 discord \u4e0a\u7684 scaffoldly \u793e\u533a<\/li>\n<li>\u67e5\u770b\u5176\u4ed6\u793a\u4f8b <\/li>\n<li>\u5982\u679c\u60a8\u89c9\u5f97\u8fd9\u6709\u7528\uff0c\u8bf7\u7ed9\u6211\u4eec\u7684\u4ee3\u7801\u5e93\u52a0\u661f\u6807\uff01\n<ul>\n<li>\u811a\u624b\u67b6\u5de5\u5177\u94fe<\/li>\n<li>scaffoldly \u793a\u4f8b\u5b58\u50a8\u5e93<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p>scaffoldly \u662f\u5f00\u6e90\u7684\uff0c\u6b22\u8fce\u793e\u533a\u8d21\u732e\u3002<\/p>\n<ul>\n<li>\u8fd9\u4e9b\u793a\u4f8b\u5df2\u83b7\u5f97 apache-2.0 \u8bb8\u53ef\u8bc1\u7684\u8bb8\u53ef\u3002<\/li>\n<li>\u811a\u624b\u67b6\u5de5\u5177\u94fe\u5df2\u83b7\u5f97 fsl-1.1-apache-2.0 \u8bb8\u53ef\u8bc1\u3002<\/li>\n<\/ul>\n<p>\u60a8\u8fd8\u60f3\u5728 aws lambda \u4e2d\u8fd0\u884c\u54ea\u4e9b\u5176\u4ed6\u6a21\u578b\uff1f\u8bf7\u5728\u8bc4\u8bba\u4e2d\u544a\u8bc9\u6211\uff01<\/p>\n<p>\u4ee5\u4e0a\u5c31\u662f\u672c\u6587\u7684\u5168\u90e8\u5185\u5bb9\u4e86\uff0c\u662f\u5426\u6709\u987a\u5229\u5e2e\u52a9\u4f60\u89e3\u51b3\u95ee\u9898\uff1f\u82e5\u662f\u80fd\u7ed9\u4f60\u5e26\u6765\u5b66\u4e60\u4e0a\u7684\u5e2e\u52a9\uff0c\u8bf7\u5927\u5bb6\u591a\u591a\u652f\u6301\u7c73\u4e91\uff01\u66f4\u591a\u5173\u4e8e\u6587\u7ae0\u7684\u76f8\u5173\u77e5\u8bc6\uff0c\u4e5f\u53ef\u5173\u6ce8\u7c73\u4e91\u516c\u4f17\u53f7\u3002<\/p>\n<p>      \u7248\u672c\u58f0\u660e \u672c\u6587\u8f6c\u8f7d\u4e8e\uff1adev.to \u5982\u6709\u4fb5\u72af\uff0c\u8bf7\u8054\u7cfb\u5220\u9664<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u53ea\u9700\u51e0\u6b65\u5373\u53ef\u5c06\u62e5\u62b1\u8138\u90e8\u6a21\u578b\u90e8\u7f72\u5230 AWS Lambda \u5927\u5bb6\u597d\uff0c\u6211\u4eec\u53c8\u89c1\u9762\u4e86\u554a~\u672c\u6587\u300a\u53ea\u9700\u51e0\u6b65\u5373\u53ef\u5c06\u62e5\u62b1\u8138\u90e8\u6a21\u578b\u90e8\u7f72\u5230 AWS Lambda\u300b\u7684\u5185\u5bb9\u4e2d\u5c06\u4f1a\u6d89\u53ca\u5230\u7b49\u7b49\u3002\u5982\u679c\u4f60\u6b63\u5728\u5b66\u4e60\u6587\u7ae0\u76f8\u5173\u77e5\u8bc6\uff0c\u6b22\u8fce\u5173\u6ce8\u6211\uff0c\u4ee5\u540e\u4f1a\u7ed9\u5927\u5bb6\u5e26\u6765\u66f4\u591a\u6587\u7ae0\u76f8\u5173\u6587\u7ae0\uff0c\u5e0c\u671b\u6211\u4eec\u80fd\u4e00\u8d77\u8fdb\u6b65\uff01\u4e0b\u9762\u5c31\u5f00\u59cb\u672c\u6587\u7684\u6b63\u5f0f\u5185\u5bb9~ \u662f\u5426\u66fe\u7ecf\u60f3\u5c06 hugging face \u6a21\u578b\u90e8\u7f72\u5230 aws lambda\uff0c\u4f46\u5374\u88ab\u5bb9\u5668\u6784\u5efa\u3001\u51b7\u542f\u52a8\u548c\u6a21\u578b\u7f13\u5b58\u6240\u56f0\u6270\uff1f\u4ee5\u4e0b\u662f\u5982\u4f55\u4f7f\u7528 scaffoldly \u5728 5 \u5206\u949f\u5185\u5b8c\u6210\u6b64\u64cd\u4f5c\u3002 \u5728 aws \u4e2d\u521b\u5efa\u540d\u4e3a .cache \u7684 efs \u6587\u4ef6\u7cfb\u7edf\uff1a \u8f6c\u5230 aws efs \u63a7\u5236\u53f0 \u70b9\u51fb\u201c\u521b\u5efa\u6587\u4ef6\u7cfb\u7edf\u201d \u5c06\u5176\u547d\u540d\u4e3a.cache \u9009\u62e9\u4efb\u610f vpc\uff08scaffoldly \u4f1a\u5904\u7406\u5269\u4e0b\u7684\u4e8b\u60c5\uff01\uff09 \u4ece python-huggingface \u5206\u652f\u521b\u5efa\u60a8\u7684\u5e94\u7528\u7a0b\u5e8f\uff1a npx scaffoldly create app &#8211;template python-huggingface \u90e8\u7f72\u5b83\uff1a cd my-app &amp;&amp; npx scaffoldly deploy \u5c31\u662f\u8fd9\u6837\uff01\u60a8\u5c06\u83b7\u5f97\u5728 lambda \u4e0a\u8fd0\u884c\u7684 hugging face \u6a21\u578b\uff08\u4ee5 openai-community\/gpt2 [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[16],"tags":[],"class_list":["post-50979","post","type-post","status-publish","format-standard","hentry","category-16"],"_links":{"self":[{"href":"https:\/\/fwq.ai\/blog\/wp-json\/wp\/v2\/posts\/50979","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/fwq.ai\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/fwq.ai\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/fwq.ai\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/fwq.ai\/blog\/wp-json\/wp\/v2\/comments?post=50979"}],"version-history":[{"count":0,"href":"https:\/\/fwq.ai\/blog\/wp-json\/wp\/v2\/posts\/50979\/revisions"}],"wp:attachment":[{"href":"https:\/\/fwq.ai\/blog\/wp-json\/wp\/v2\/media?parent=50979"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/fwq.ai\/blog\/wp-json\/wp\/v2\/categories?post=50979"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/fwq.ai\/blog\/wp-json\/wp\/v2\/tags?post=50979"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}