{"id":9356,"date":"2024-07-01T22:59:21","date_gmt":"2024-07-01T14:59:21","guid":{"rendered":"\/?p=9356"},"modified":"2024-07-01T22:59:21","modified_gmt":"2024-07-01T14:59:21","slug":"%e3%80%90%e7%94%9f%e6%88%90%e8%a7%86%e9%a2%91%e5%8f%8c%e8%af%ad%e5%ad%97%e5%b9%95-%e9%a1%b9%e7%9b%ae%e5%ae%9e%e6%88%98%e3%80%91%e6%89%8b%e6%8a%8a%e6%89%8b%e6%95%99%e4%bd%a0%e5%88%a9%e7%94%a8whisper-q","status":"publish","type":"post","link":"\/?p=9356","title":{"rendered":"\u3010\u751f\u6210\u89c6\u9891\u53cc\u8bed\u5b57\u5e55-\u9879\u76ee\u5b9e\u6218\u3011\u624b\u628a\u624b\u6559\u4f60\u5229\u7528whisper +Qwen1.5_110B+FFmpeg\u6765\u5b9e\u73b0"},"content":{"rendered":"

\u7b2c\u4e00\u6b65: \u51c6\u5907\u77ed\u89c6\u9891\u7d20\u6750<\/strong><\/h2>\n

\u9996\u5148\u6211\u4eec\u9700\u8981\u968f\u4fbf\u627e\u4e00\u4e2a\u77ed\u89c6\u9891\u4f5c\u4e3a\u7d20\u6750(\u6211\u5728B\u7ad9\u4e0a\u968f\u4fbf\u627e\u4e86\u4e00\u4e2a),\u8fdb\u884c\u4e0b\u8f7d:<\/p>\n

!you-get --format=dash-flv480-AVC https:\/\/www.bilibili.com\/video\/BV1Js411a75q\/\n!cp *.mp4 .\/demo.mp4<\/code><\/pre>\n
\"\u56fe\u7247\"\u539f\u59cb\u7684\u89c6\u9891\u662f\u5bf9<\u4e5d\u4eba\u7981\u95ed\u5ba4>\u7535\u5f71\u8fdb\u884c\u4e2d\u6587\u4e8c\u6b21\u89e3\u8bf4:\"\u56fe\u7247\"\u4e3a\u4e86\u4fbf\u4e8e\u6548\u679c\u5c55\u793a\uff0c\u5229\u7528ffmpeg\u6765\u526a\u5207\u524d30\u79d2\u7684\u89c6\u9891;<\/p>\n
!ffmpeg -i demo.mp4  -ss 0 -to 30 -c copy output.mp4<\/code><\/pre>\n
\u6700\u7ec8\u8f93\u51fa\u7684\u526a\u5207\u540e\u7684\u89c6\u9891\u7528\u4e8e\u5c55\u793a(\u53ea\u6709\u524d30\u79d2):\"\u56fe\u7247\"<\/p>\n
\u53ef\u4ee5\u770b\u51fa\u539f\u89c6\u9891\u662f\u4e2d\u6587\u89e3\u8bf4\u89c6\u9891\uff0c\u53ea\u6709\u4e2d\u6587\u5b57\u5e55\uff1b\u6211\u73b0\u5728\u60f3\u6dfb\u52a0\u5bf9\u5e94\u7684\u82f1\u6587\u5b57\u5e55\u8be5\u600e\u4e48\u529e\u5462~\uff0c\u5f53\u7136\u4f60\u4e5f\u53ef\u4ee5\u7528\u5404\u5927\u5e73\u53f0\u8f6f\u4ef6\u6765\u624b\u52a8\u64cd\u4f5c\uff0c\u4eca\u5929\u7ed9\u5927\u5bb6\u5229\u7528whisper+qwen\u7cfb\u5217\u5927\u6a21\u578b\u6765\u5b9e\u73b0\u8fd9\u4e00\u8fc7\u7a0b~<\/p>\n
\u7b2c\u4e8c\u6b65: \u5229\u7528whisper\u6765\u5bf9\u7535\u5f71\u7684\u58f0\u97f3\u63d0\u53d6\u5bf9\u5e94\u7684\u5b57\u5e55<\/strong><\/h2>\n
whisper \u7f51\u7edc\u7ed3\u6784\u4ecb\u7ecd<\/strong><\/h3>\n
Whisper\u67b6\u6784\u662f\u4e00\u79cd\u7b80\u5355\u7684\u7aef\u5230\u7aef\u65b9\u6cd5\uff0c\u5b9e\u73b0\u4e3a\u7f16\u7801\u5668-\u89e3\u7801\u5668\u53d8\u6362\u5668\uff08Transformer\uff09\uff0c\u5982\u56fe\u3002\"\u56fe\u7247\"<\/p>\n
\u8f93\u5165\u7684\u97f3\u9891\u88ab\u5206\u5272\u621030\u79d2\u7684\u5757\uff0c\u8f6c\u6362\u6210\u5bf9\u6570Mel\u9891\u8c31\u56fe\uff0c\u7136\u540e\u4f20\u9012\u7ed9\u7f16\u7801\u5668\u3002\"\u56fe\u7247\"\u89e3\u7801\u5668\u88ab\u8bad\u7ec3\u7528\u6765\u9884\u6d4b\u76f8\u5e94\u7684\u6587\u672c\u6807\u9898\uff0c\u5176\u4e2d\u5939\u6742\u7740\u7279\u6b8a\u6807\u8bb0\uff0c\u8fd9\u4e9b\u6807\u8bb0\u6307\u5bfc\u5355\u4e00\u6a21\u578b\u6267\u884c\u8bf8\u5982\u8bed\u8a00\u8bc6\u522b\u3001\u77ed\u8bed\u7ea7\u65f6\u95f4\u6233\u3001\u591a\u8bed\u79cd\u8bed\u97f3\u8f6c\u5f55\u4ee5\u53ca\u82f1\u8bed\u8bed\u97f3\u7ffb\u8bd1\u7b49\u4efb\u52a1\u3002<\/p>\n
whisper \u547d\u4ee4\u884c\u7528\u6cd5\u4ecb\u7ecd<\/strong><\/h3>\n
\u4e4b\u524d\u7ed9\u5927\u5bb6\u4ecb\u7ecd\u8fc7whisper\u5229\u7528\u6743\u91cd\u52a0\u8f7d\u7684\u65b9\u5f0f\u6765\u8fdb\u884c\u8bed\u97f3\u8bc6\u522b\u30103.26M\u6b21\u4e0b\u8f7d\uff0c2.7k\u6b21\u70b9\u8d5e\u3011OpenAI\u5f00\u6e90Whisper-large-v3\u8bed\u97f3\u8bc6\u522b\u6a21\u578b\u6743\u91cd\uff0c\u9519\u8bef\u7387\u5927\u5e45\u4e0b\u964d\uff0c\u6548\u679c\u60ca\u8273!<\/a><\/p>\n
\u4eca\u5929\u4ecb\u7ecd\u53e6\u5916\u4e00\u79cd\u6a21\u5f0fwhisper\u4f7f\u7528\u547d\u4ee4\u884c\u6a21\u5f0f\u6765\u5904\u7406\u8bed\u97f3\u548c\u89c6\u9891\u6570\u636e\uff0c\u5176\u5e95\u5c42\u6a21\u578b\u8c03\u7528\u8ddf\u4e0a\u6587\u63d0\u4f9b\u7684\u6743\u91cd\u6a21\u578b\u53c2\u6570\u662f\u4e00\u81f4\u7684\u3002<\/p>\n
whisper \u652f\u6301\u7684\u6a21\u578b\u7248\u672c<\/strong><\/h4>\n
\u4e0b\u9762\u662fwhisper\u5404\u4e2a\u6a21\u578b\u7248\u672c\u7684\u53c2\u6570\u4fe1\u606f\u4ee5\u53ca\u652f\u6301\u8bed\u8a00\u7684\u80fd\u529b\u3002\"\u56fe\u7247\"\u6a21\u578b\u53c2\u6570\u91cf\u8d8a\u5927\uff0c\u6a21\u578b\u7684\u6548\u679c\u8d8a\u597d\uff0c\u4f46\u662f\u5360\u7528\u7684\u5185\u5b58\u4e5f\u662f\u8d8a\u591a\u3002<\/p>\n
\u5b89\u88c5whisper\u76f8\u5173\u7684\u5305\u548c\u73af\u5883\u914d\u7f6e<\/strong><\/h4>\n
!pip install -U openai-whisper setuptools-rust\n!sudo apt update && sudo apt install ffmpeg -y<\/code><\/pre>\n
whisper\u6700\u7ec8\u6574\u4f53\u547d\u4ee4\u884c\u8fd0\u884c\u5e38\u89c1\u53c2\u6570\u5982\u4e0b:<\/strong><\/h4>\n
!whisper  your_audio.mp3 -- \u8f93\u5165\u4f60\u7684\u97f3\u9891\u548c\u89c6\u9891\n-task  transcribe # \u6307\u5b9a\u8f6c\u5f55\u65b9\u5f0f\uff0c\u9ed8\u8ba4\u4f7f\u7528 transcribe \u8f6c\u5f55\u6a21\u5f0f\uff0c translate \u5219\u4e3a \u7ffb\u8bd1\u6a21\u5f0f\uff0c\u76ee\u524d\u53ea\u652f\u6301\u7ffb\u8bd1\u6210\u82f1\u6587\u3002\n--model large # \u6307\u5b9a\u4f7f\u7528\u6a21\u578b\uff0c\u9ed8\u8ba4\u4f7f\u7528 --model small\n--language zh# \u6307\u5b9a\u8f6c\u5f55\u8bed\u8a00\uff0c\u9ed8\u8ba4\u4f1a\u622a\u53d6 30 \u79d2\u6765\u5224\u65ad\u8bed\u79cd\uff1bhttps:\/\/github.com\/openai\/whisper\/blob\/main\/whisper\/tokenizer.py\n--output_format srt #\u6307\u5b9a\u5b57\u5e55\u6587\u4ef6\u7684\u751f\u6210\u683c\u5f0f\uff0ctxt,vtt,srt,tsv,json,all\n-- output_dir .\/audio_asr # \u6307\u5b9a\u5b57\u5e55\u6587\u4ef6\u7684\u8f93\u51fa\u76ee\u5f55\uff0c\u4e0d\u8bbe\u7f6e\u9ed8\u8ba4\u8f93\u51fa\u5230\u5f53\u524d\u76ee\u5f55\u4e0b\u3002<\/code><\/pre>\n
\u4e0b\u9762\u6211\u7ed9\u5927\u5bb6\u5b9e\u64cd\u4e00\u4e0b\uff0c\u81ea\u52a8\u8bed\u97f3\u8bc6\u522b\u6837\u672c\u89c6\u9891\u4e2d\u7684\u4e2d\u6587\u8f93\u51fa\u5bf9\u5e94\u7684\u5b57\u5e55;\u4e3a\u4e86\u66f4\u597d\u7684\u5c55\u793a\u6548\u679c\uff0c\u6211\u8fd9\u91cc\u91c7\u7528whisper\u7684large\u6a21\u578b\u6765\u8fdb\u884c\u6d4b\u8bd5\u3002<\/p>\n
\u5229\u7528whisper\u7684large\u6a21\u578b\u6765\u8bc6\u522b\u7d20\u6750\u89c6\u9891\u4e2d\u7684\u4e2d\u6587\u8bed\u8a00<\/strong><\/h3>\n
!whisper output.mp4  --model large --output_format srt<\/code><\/pre>\n
\"\u56fe\u7247\"\u53ef\u4ee5\u770b\u51fawhisper\u7684large\u6a21\u578b\u8bc6\u522b\u7d20\u6750\u89c6\u9891\u7684\u4e2d\u6587\uff0c\u751f\u6210\u7684\u4e2d\u6587\u5b57\u5e55\u7ed3\u679c\u51e0\u4e4e\u5b8c\u5168\u6b63\u786e\u3002\u6548\u679c\u975e\u5e38\u60ca\u8273\uff01<\/p>\n
\u5229\u7528whisper\u7684large\u6a21\u578b\u6765\u7ffb\u8bd1\u7d20\u6750\u89c6\u9891\u4e2d\u7684\u4e2d\u6587\u8bed\u8a00\u4e3a\u82f1\u6587<\/strong><\/h3>\n
!whisper output.mp4  --model large --output_format srt --task translate --output_dir .\/audio_asr<\/code><\/pre>\n
\"\u56fe\u7247\"\u55ef\uff0c\u53ef\u4ee5\u770b\u51fa\u5728\u5c06\u4e2d\u6587\u7ffb\u8bd1\u6210\u82f1\u6587\u8fd9\u5757\uff0cwhisper\u7684large\u6a21\u578b\u7248\u672c\u6548\u679c\u8fd8\u662f\u4e0d\u591f\u597d\uff0c\u5176\u4e2d\u5bf9\u5e94\u7684\u65f6\u95f4\u6233\u548c\u82f1\u6587\u7ffb\u8bd1\u90fd\u4e0d\u592a\u5bf9\u5e94\u7684\u4e0a\u3002<\/p>\n
\u7b2c\u4e09\u6b65: \u5229\u7528\u5927\u6a21\u578b\u6765\u8fdb\u884c\u7ffb\u8bd1\u6dfb\u52a0\u5176\u4ed6\u8bed\u97f3\u5b57\u5e55<\/strong><\/h2>\n
\u7531\u4e8ewhisper\u7684large\u6a21\u578b\u5728\u8bed\u97f3\u7ffb\u8bd1\u6210\u82f1\u6587\u8fd9\u5757\u6548\u679c\u4e0d\u597d\uff0c\u56e0\u4e3a\u6211\u51b3\u5b9a\u7528\u5927\u6a21\u578b\u6765\u5bf9\u8bc6\u522b\u51fa\u6765\u7684\u4e2d\u6587\u5b57\u5e55\u8fdb\u884c\u7ffb\u8bd1\u6210\u82f1\u6587\u3002<\/p>\n
Qwen1.5_110B\u5927\u6a21\u578b\u6765\u626e\u6f14\u7ffb\u8bd1\u5b98<\/strong><\/h3>\n
Qwen\u7cfb\u5217\u7684\u5927\u6a21\u578b\uff0c\u4e4b\u524d\u7ed9\u5927\u5bb6\u5206\u4eab\u8fc7Qwen2\u3001Qwen-Agent\u91cd\u78c5\u5f00\u6e90\uff01\uff01\u5b9e\u64cd\u90e8\u7f72Qwen2-7B\u6a21\u578b\u63a8\u7406\u6548\u679c\u5c55\u793a&&\u8bed\u97f3\u5c55\u793a\uff0c\u4e0d\u6127\u662f\u5927\u5382\u51fa\u54c1\uff01\uff01<\/a>\uff1b<\/p>\n
\u5f53\u7136\u4f60\u53ef\u4ee5\u7528\u6700\u65b0\u5f00\u6e90\u7684Qwen2_7B\u5927\u6a21\u578b\u6765\u8fdb\u884c\u63a8\u7406\u5b9e\u73b0\u7ffb\u8bd1, \u9700\u8981\u672c\u5730\u90e8\u7f72\uff0c\u4e0b\u8f7d\u6743\u91cd\u63a8\u7406\uff0c\u53ef\u4ee5\u53c2\u8003\u4e0a\u9762\u7684\u6587\u7ae0;<\/p>\n
\u7531\u4e8e\u66f4\u597d\u7684\u4f53\u9a8c\u6548\u679c\uff0c\u6211\u51b3\u5b9a\u7ed9\u5927\u5bb6\u5c55\u793aQwen1.5_110B\u7684\u5927\u6a21\u578b\u6765\u626e\u6f14\u7ffb\u8bd1\u5b98\u8fdb\u884c\u63a8\u7406\u9884\u6d4b\uff1b<\/p>\n
\u4e4b\u524dwhisper\u7684large\u6a21\u578b\u8bc6\u522b\u51fa\u7684\u4e2d\u6587\u7684\u5185\u5bb9<\/strong><\/h3>\n
!cat output.srt<\/code><\/pre>\n
\"\u56fe\u7247\" <\/p>\n
\u642d\u5efaqwen1.5_110B\u6765\u626e\u6f14\u7ffb\u8bd1\u5b98\u8fdb\u884c\u63a8\u7406\u6d4b\u8bd5<\/strong><\/h3>\n
system_prompt= """\n\u4f60\u662f\u4e00\u540d\u7ffb\u8bd1\u4e13\u5bb6\uff0c\u7279\u522b\u64c5\u957f\u5c06\u4e2d\u6587\u7ffb\u8bd1\u6210\u5730\u9053\u7684\u82f1\u6587\u8868\u8fbe\uff0c\u6211\u5c06\u7ed9\u51fa\u4e2d\u6587\u7684\u8bed\u53e5\uff0c\u4f60\u76f4\u63a5\u8f93\u51fa\u5bf9\u5e94\u7684\u82f1\u6587\u5730\u9053\u7ffb\u8bd1\u3002\n\u4e0d\u9700\u8981\u8f93\u51fa\u5176\u4ed6\u65e0\u5173\u7684\u8bed\u8a00\u3002\n"""\nresponse = client.chat.completions.create(\n    model="QWEN\/QWEN1.5-110B-CHAT",\n    messages=[ {"role": "system", "content": system_prompt},\n              {"role": "user", "content": "\u4f60\u662f\u8c01\uff1f\u4f60\u80fd\u5e72\u4ec0\u4e48"}],\n)\nprint(response.choices[0].message.content)<\/code><\/pre>\n
\u8f93\u51fa\u7684\u7ed3\u679c:<\/p>\n
Who are you and what can you do?<\/code><\/pre>\n
\u53ef\u4ee5\u770b\u51fa\u6d4b\u8bd5\uff0c\u6ca1\u6709\u95ee\u9898~<\/p>\n
\u7b2c\u56db\u6b65: \u89e3\u6790\u5b57\u5e55\u6587\u4ef6\u4e2d\u7684\u4e2d\u6587\u7ffb\u8bd1\u6210\u82f1\u6587<\/strong><\/h2>\n
\u4e0a\u9762\u6211\u4eec\u6d4b\u8bd5\u901a\u5229\u7528qwen1.5_110B\u6765\u5b9e\u73b0\u4e2d\u6587\u7ffb\u8bd1\u6210\u82f1\u6587\uff0c\u4e0b\u9762\u6211\u4eec\u53ea\u9700\u8981\u7f16\u5199\u4e00\u4e2a\u811a\u672c\u5c06\u5b57\u5e55\u9001\u8fdb\u5927\u6a21\u578b\u4e2d\u8fdb\u884c\u4f9d\u6b21\u7ffb\u8bd1\uff0c\u4f46\u662f\u9700\u8981\u4fdd\u5b58\u683c\u5f0f\u4e00\u81f4\uff0c\u5bf9\u5e94\u7684\u90e8\u5206\u4ee3\u7801\u5982\u4e0b:<\/p>\n
with open("output.srt", "r") as f:\n    result = f.read()\nresult = result.split("\\n")\ntotal_size = len(result)\nfrom tqdm import tqdm\nimport time\nfor index in tqdm(range( int(total_size\/4))):\n    tmp= result[2+4*index]\n    response = client.chat.completions.create(\n        model="QWEN\/QWEN1.5-110B-CHAT",\n        messages=[ {"role": "system", "content": system_prompt},\n                  {"role": "user", "content":tmp}],\n    )\n    output = response.choices[0].message.content\n    result[2+4*index]=  output\n    time.sleep(1)\nwith open("finally_ast.srt","w") as f:\n    f.write("\\n".join(result))\n!cat finally_ast.srt<\/code><\/pre>\n
\u8fd0\u884c\u7684\u6548\u679c\u5c55\u793a:\"\u56fe\u7247\"\u751f\u6210\u7684\u82f1\u6587\u5b57\u5e55\"\u56fe\u7247\"<\/p>\n
\u7b2c\u4e94\u6b65: \u5229\u7528ffmpeg\u6765\u5c06\u65b0\u751f\u6210\u7684\u5b57\u5e55\u5408\u5e76\u5230\u89c6\u9891\u4e2d<\/strong><\/h2>\n
\u7ed9\u539f\u89c6\u9891\u6dfb\u52a0\u5b57\u5e55<\/strong><\/h3>\n
!ffmpeg -i output.mp4 -vf "subtitles=finally_ast.srt" \\\n    -c:a copy release_with_srt.mp4 -y<\/code><\/pre>\n
\u8fd0\u884c\u53d1\u73b0\u51fa\u73b0\u9519\u8bef:\"\u56fe\u7247\"<\/p>\n
Too many packets buffered for output stream 0:1.\nConversion failed!<\/code><\/pre>\n
\u7ecf\u8fc7\u6392\u67e5\u53d1\u73b0\u662f\uff0c\u8be5\u5f02\u5e38\u629b\u51fa\u7684\u539f\u56e0\u662f\u90e8\u5206\u89c6\u9891\u6570\u636e\u6709\u95ee\u9898\uff0c\u5bfc\u81f4\u89c6\u9891\u5904\u7406\u8fc7\u5feb\uff0c\u5bb9\u5668\u5c01\u88c5\u65f6\u961f\u5217\u6ea2\u51fa\u3002\"\u56fe\u7247\"\u6dfb\u52a0\u8be5\u53c2\u6570\u540e\u518d\u6b21\u6267\u884c\u5bf9\u5e94\u7684ffmpeg\u547d\u4ee4:<\/p>\n
!ffmpeg -i output.mp4 -vf "subtitles=finally_ast.srt" -max_muxing_queue_size 1024   -c:a copy release_with_srt.mp4 -y<\/code><\/pre>\n
\u6700\u7ec8\u8f93\u51fa\u7684\u89c6\u9891\u6548\u679c\u5982\u4e0b:\"\u56fe\u7247\"\u8fbe\u5230\u6211\u4eec\u7684\u6548\u679c\uff0c\u5728\u64ad\u653e\u89c6\u9891\u7684\u540c\u65f6\u663e\u793a\u4e2d\u82f1\u6587\u5b57\u5e55\uff0c\u4f46\u662f\u552f\u4e00\u7f8e\u4e2d\u4e0d\u8db3\u7684\u662f\uff0c\u539f\u89c6\u9891\u4e2d\u7684\u4e2d\u6587\u5b57\u5e55\u548c\u65b0\u6dfb\u52a0\u7684\u82f1\u6587\u5b57\u5e55\u51fa\u73b0\u91cd\u53e0\uff0c\u4e0b\u9762\u6211\u5c06\u8c03\u8282\u82f1\u6587\u5b57\u5e55\u7684\u4f4d\u7f6e\u3002<\/p>\n
\u8c03\u6574\u82f1\u6587\u5b57\u5e55\u663e\u793a\u7684\u4f4d\u7f6e<\/strong><\/h3>\n
# Alignment=2\uff1a\u5e95\u90e8\u5c45\u4e2d\n# MarginV=2\uff1a\u79bb\u5e95\u90e8\u7684\u8ddd\u79bb\n!ffmpeg -i output.mp4 \\\n    -vf "subtitles=.\/finally_ast.srt:force_style='Alignment=2,MarginV=2'" \\\n    -max_muxing_queue_size 1024 \\\n    finally_output.mp4 -y<\/code><\/pre>\n
\u53ef\u4ee5\u770b\u51fa\u82f1\u6587\u5b57\u5e55\u4e0e\u539f\u89c6\u9891\u81ea\u5e26\u7684\u4e2d\u6587\u5b57\u5e55\u5206\u79bb\u5f00\u6765:\"\u56fe\u7247\"<\/p>\n
\u8fbe\u5230\u6211\u4eec\u6700\u7ec8\u60f3\u8981\u7684\u6548\u679c\uff0c\u5b8c\u7f8e~<\/p>\n
\u53c2\u8003\u6587\u6863<\/strong><\/h2>\n
    \n
  1. https:\/\/api.together.xyz<\/a><\/li>\n
  2. https:\/\/github.com\/openai\/whisper<\/a><\/li>\n
  3. https:\/\/openai.com\/index\/whisper\/<\/a><\/li>\n
  4. \u7d20\u6750\u89c6\u9891:https:\/\/www.bilibili.com\/video\/BV1Js411a75q\/<\/a><\/li>\n<\/ol>\n","protected":false},"excerpt":{"rendered":"
    \u7b2c\u4e00\u6b65: \u51c6\u5907\u77ed\u89c6\u9891\u7d20\u6750 \u9996\u5148\u6211\u4eec\u9700\u8981\u968f\u4fbf\u627e\u4e00\u4e2a\u77ed\u89c6\u9891\u4f5c\u4e3a\u7d20\u6750(\u6211\u5728B\u7ad9\u4e0a\u968f\u4fbf\u627e\u4e86\u4e00\u4e2a),\u8fdb\u884c\u4e0b\u8f7d: !you-get –format   \u2026 …<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"ngg_post_thumbnail":0},"categories":[274],"tags":[],"_links":{"self":[{"href":"\/index.php?rest_route=\/wp\/v2\/posts\/9356"}],"collection":[{"href":"\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=9356"}],"version-history":[{"count":1,"href":"\/index.php?rest_route=\/wp\/v2\/posts\/9356\/revisions"}],"predecessor-version":[{"id":9357,"href":"\/index.php?rest_route=\/wp\/v2\/posts\/9356\/revisions\/9357"}],"wp:attachment":[{"href":"\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=9356"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=9356"},{"taxonomy":"post_tag","embeddable":true,"href":"\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=9356"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}