{"id":106925,"date":"2020-05-28T19:40:53","date_gmt":"2020-05-28T11:40:53","guid":{"rendered":"http:\/\/4563.org\/?p=106925"},"modified":"2020-05-28T19:40:53","modified_gmt":"2020-05-28T11:40:53","slug":"%e4%ba%91%e5%87%bd%e6%95%b0-scf-%e4%b8%8e%e5%af%b9%e8%b1%a1%e5%ad%98%e5%82%a8%e5%ae%9e%e7%8e%b0-wordcount","status":"publish","type":"post","link":"http:\/\/4563.org\/?p=106925","title":{"rendered":"\u4e91\u51fd\u6570 SCF \u4e0e\u5bf9\u8c61\u5b58\u50a8\u5b9e\u73b0 WordCount"},"content":{"rendered":"
\n
\n
\n

\u4e91\u51fd\u6570 SCF \u4e0e\u5bf9\u8c61\u5b58\u50a8\u5b9e\u73b0 WordCount <\/h1>\n

<\/p>\n

\n
\u8cc7\u6df1\u5927\u4f6c : scf10cent <\/span> <\/i> 1<\/span> <\/div>\n
<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n
<\/p>\n

MapReduce \u5728\u7ef4\u57fa\u767e\u79d1\u4e2d\u7684\u89e3\u91ca\u5982\u4e0b\uff1a<\/p>\n

\n

MapReduce \u662f Google \u63d0\u51fa\u7684\u4e00\u4e2a\u8f6f\u4ef6\u67b6\u6784\uff0c\u7528\u4e8e\u5927\u89c4\u6a21\u6570\u636e\u96c6\uff08\u5927\u4e8e 1TB \uff09\u7684\u5e76\u884c\u8fd0\u7b97\u3002\u6982\u5ff5\u300c Map \uff08\u6620\u5c04\uff09\u300d\u548c\u300c Reduce \uff08\u5f52\u7eb3\uff09\u300d\uff0c\u53ca\u4ed6\u4eec\u7684\u4e3b\u8981\u601d\u60f3\uff0c\u90fd\u662f\u4ece\u51fd\u6570\u5f0f\u7f16\u7a0b\u8bed\u8a00\u501f\u6765\u7684\uff0c\u8fd8\u6709\u4ece\u77e2\u91cf\u7f16\u7a0b\u8bed\u8a00\u501f\u6765\u7684\u7279\u6027\u3002<\/p>\n<\/blockquote>\n

\u901a\u8fc7\u8fd9\u6bb5\u63cf\u8ff0\uff0c\u6211\u4eec\u77e5\u9053\uff0cMapReduce \u662f\u9762\u5411\u5927\u6570\u636e\u5e76\u884c\u5904\u7406\u7684\u8ba1\u7b97\u6a21\u578b\u3001\u6846\u67b6\u548c\u5e73\u53f0\uff0c\u5728\u4f20\u7edf\u5b66\u4e60\u4e2d\uff0c\u901a\u5e38\u4f1a\u5728 Hadoop \u7b49\u5206\u5e03\u5f0f\u6846\u67b6\u4e0b\u8fdb\u884c MapReduce \u76f8\u5173\u5de5\u4f5c\uff0c\u968f\u7740\u4e91\u8ba1\u7b97\u7684\u9010\u6e10\u53d1\u5c55\uff0c\u5404\u4e2a\u4e91\u5382\u5546\u4e5f\u90fd\u5148\u540e\u63a8\u51fa\u4e86\u5728\u7ebf\u7684 MapReduce \u4e1a\u52a1\u3002<\/p>\n

\u672c\u6587\u5c06\u5c1d\u8bd5\u901a\u8fc7 MapReduce \u6a21\u578b\u5b9e\u73b0\u4e00\u4e2a\u7b80\u5355\u7684 WordCount \u7b97\u6cd5\uff0c\u533a\u522b\u4e8e\u4f20\u7edf\u4f7f\u7528 Hadoop \u7b49\u5927\u6570\u636e\u6846\u67b6\uff0c\u672c\u6587\u4f7f\u7528\u5bf9\u8c61\u5b58\u50a8 COS \u4e0e\u4e91\u51fd\u6570 SCF \u6765\u5b9e\u73b0\u3002<\/p>\n

\u7406\u8bba\u57fa\u7840<\/h2>\n

\u5728\u5f00\u59cb\u4e4b\u524d\uff0c\u6211\u4eec\u6839\u636e MapReduce \u7684\u8981\u6c42\uff0c\u5148\u7ed8\u5236\u4e00\u4e2a\u7b80\u5355\u7684\u6d41\u7a0b\u56fe:<\/p>\n

\"\u4e91\u51fd\u6570<\/p>\n

\u5728\u8fd9\u4e2a\u7ed3\u6784\u4e2d\uff0c\u6211\u4eec\u9700\u8981 2 \u4e2a\u4e91\u51fd\u6570\u5206\u522b\u4f5c Mapper \u548c Reducer \uff1b\u4ee5\u53ca 3 \u4e2a\u5bf9\u8c61\u5b58\u50a8\u7684\u5b58\u50a8\u6876\uff0c\u5206\u522b\u4f5c\u4e3a\u8f93\u5165\u7684\u5b58\u50a8\u6876\u3001\u4e2d\u95f4\u4e34\u65f6\u7f13\u5b58\u5b58\u50a8\u6876\u548c\u7ed3\u679c\u5b58\u50a8\u6876\u3002\u5728\u5b9e\u4f8b\u524d\uff0c\u7531\u4e8e\u6211\u4eec\u7684\u51fd\u6570\u5373\u5c06\u90e8\u7f72\u5728\u5e7f\u5dde\u533a\uff0c\u56e0\u6b64\u5728\u5e7f\u5dde\u533a\u5efa\u7acb 3 \u4e2a\u5b58\u50a8\u6876\uff1a<\/p>\n

\u5bf9\u8c61\u5b58\u50a8 1 ap-guangzhou srcmr \u5bf9\u8c61\u5b58\u50a8 2 ap-guangzhou middlestagebucket \u5bf9\u8c61\u5b58\u50a8 3 ap-guangzhou destcmr <\/code><\/pre>\n
\u4e3a\u4e86\u8ba9\u6574\u4e2a Mapper \u548c Reducer \u903b\u8f91\u66f4\u52a0\u6e05\u6670\uff0c\u5728\u5f00\u59cb\u4e4b\u524d\u5148\u5bf9\u4f20\u7edf\u7684 WordCount \u7ed3\u6784\u8fdb\u884c\u6539\u9020\uff0c\u4f7f\u5176\u66f4\u52a0\u9002\u5408\u4e91\u51fd\u6570\uff0c\u540c\u65f6\u5408\u7406\u5206\u914d Mapper \u548c Reducer \u7684\u5de5\u4f5c\uff1a<\/p>\n
\"\u4e91\u51fd\u6570<\/p>\n
\u529f\u80fd\u5b9e\u73b0<\/h2>\n
\u7f16\u5199 Mapper \u76f8\u5173\u903b\u8f91\uff0c\u4ee3\u7801\u5982\u4e0b\uff1a<\/p>\n
# -*- coding: utf8 -*- import datetime from qcloud_cos_v5 import CosConfig from qcloud_cos_v5 import CosS3Client from qcloud_cos_v5 import CosServiceError import re import os import sys import logging logging.basicConfig(level=logging.INFO, stream=sys.stdout) logger = logging.getLogger() logger.setLevel(level=logging.INFO) region = u'ap-guangzhou'  # \u6839\u636e\u5b9e\u9645\u60c5\u51b5\uff0c\u4fee\u6539\u5730\u57df middle_stage_bucket = 'middlestagebucket'  # \u6839\u636e\u5b9e\u9645\u60c5\u51b5\uff0c\u4fee\u6539 bucket \u540d def delete_file_folder(src):     if os.path.isfile(src):         try:             os.remove(src)         except:             pass     elif os.path.isdir(src):         for item in os.listdir(src):             itemsrc = os.path.join(src, item)             delete_file_folder(itemsrc)         try:             os.rmdir(src)         except:             pass def download_file(cos_client, bucket, key, download_path):     logger.info(\"Get from [%s] to download file [%s]\" % (bucket, key))     try:         response = cos_client.get_object(Bucket=bucket, Key=key, )         response['Body'].get_stream_to_file(download_path)     except CosServiceError as e:         print(e.get_error_code())         print(e.get_error_msg())         return -1     return 0 def upload_file(cos_client, bucket, key, local_file_path):     logger.info(\"Start to upload file to cos\")     try:         response = cos_client.put_object_from_local_file(             Bucket=bucket,             LocalFilePath=local_file_path,             Key='{}'.format(key))     except CosServiceError as e:         print(e.get_error_code())         print(e.get_error_msg())         return -1     logger.info(\"Upload data map file [%s] Success\" % key)     return 0 def do_mapping(cos_client, bucket, key, middle_stage_bucket, middle_file_key):     src_file_path = u'\/tmp\/' + key.split('\/')[-1]     middle_file_path = u'\/tmp\/' + u'mapped_' + key.split('\/')[-1]     download_ret = download_file(cos_client, bucket, key, src_file_path)  # download src file     if download_ret == 0:         inputfile = open(src_file_path, 'r')  # open local \/tmp file         mapfile = open(middle_file_path, 'w')  # open a new file write stream         for line in inputfile:             line = re.sub('[^a-zA-Z0-9]', ' ', line)  # replace non-alphabetic\/number characters             words = line.split()             for word in words:                 mapfile.write('%st%s' % (word, 1))  # count for 1                 mapfile.write('n')         inputfile.close()         mapfile.close()         upload_ret = upload_file(cos_client, middle_stage_bucket, middle_file_key,                                  middle_file_path)  # upload the file's each word         delete_file_folder(src_file_path)         delete_file_folder(middle_file_path)         return upload_ret     else:         return -1 def map_caller(event, context, cos_client):     appid = event['Records'][0]['cos']['cosBucket']['appid']     bucket = event['Records'][0]['cos']['cosBucket']['name'] + '-' + appid     key = event['Records'][0]['cos']['cosObject']['key']     key = key.replace('\/' + str(appid) + '\/' + event['Records'][0]['cos']['cosBucket']['name'] + '\/', '', 1)     logger.info(\"Key is \" + key)     middle_bucket = middle_stage_bucket + '-' + appid     middle_file_key = '\/' + 'middle_' + key.split('\/')[-1]     return do_mapping(cos_client, bucket, key, middle_bucket, middle_file_key) def main_handler(event, context):     logger.info(\"start main handler\")     if \"Records\" not in event.keys():         return {\"errorMsg\": \"event is not come from cos\"}     secret_id = \"\"      secret_key = \"\"       config = CosConfig(Region=region, SecretId=secret_id, SecretKey=secret_key, )     cos_client = CosS3Client(config)     start_time = datetime.datetime.now()     res = map_caller(event, context, cos_client)     end_time = datetime.datetime.now()     print(\"data mapping duration: \" + str((end_time - start_time).microseconds \/ 1000) + \"ms\")     if res == 0:         return \"Data mapping SUCCESS\"     else:         return \"Data mapping FAILED\"  <\/code><\/pre>\n
\u540c\u6837\u7684\u65b9\u6cd5\uff0c\u5efa\u7acb reducer.py<\/code> \u6587\u4ef6\uff0c\u7f16\u5199 Reducer \u903b\u8f91\uff0c\u4ee3\u7801\u5982\u4e0b\uff1a<\/p>\n
# -*- coding: utf8 -*- from qcloud_cos_v5 import CosConfig from qcloud_cos_v5 import CosS3Client from qcloud_cos_v5 import CosServiceError from operator import itemgetter import os import sys import datetime import logging region = u'ap-guangzhou'  # \u6839\u636e\u5b9e\u9645\u60c5\u51b5\uff0c\u4fee\u6539\u5730\u57df result_bucket = u'destmr'  # \u6839\u636e\u5b9e\u9645\u60c5\u51b5\uff0c\u4fee\u6539 bucket \u540d logging.basicConfig(level=logging.INFO, stream=sys.stdout) logger = logging.getLogger() logger.setLevel(level=logging.INFO) def delete_file_folder(src):     if os.path.isfile(src):         try:             os.remove(src)         except:             pass     elif os.path.isdir(src):         for item in os.listdir(src):             itemsrc = os.path.join(src, item)             delete_file_folder(itemsrc)         try:             os.rmdir(src)         except:             pass def download_file(cos_client, bucket, key, download_path):     logger.info(\"Get from [%s] to download file [%s]\" % (bucket, key))     try:         response = cos_client.get_object(Bucket=bucket, Key=key, )         response['Body'].get_stream_to_file(download_path)     except CosServiceError as e:         print(e.get_error_code())         print(e.get_error_msg())         return -1     return 0 def upload_file(cos_client, bucket, key, local_file_path):     logger.info(\"Start to upload file to cos\")     try:         response = cos_client.put_object_from_local_file(             Bucket=bucket,             LocalFilePath=local_file_path,             Key='{}'.format(key))     except CosServiceError as e:         print(e.get_error_code())         print(e.get_error_msg())         return -1     logger.info(\"Upload data map file [%s] Success\" % key)     return 0 def qcloud_reducer(cos_client, bucket, key, result_bucket, result_key):     word2count = {}     src_file_path = u'\/tmp\/' + key.split('\/')[-1]     result_file_path = u'\/tmp\/' + u'result_' + key.split('\/')[-1]     download_ret = download_file(cos_client, bucket, key, src_file_path)     if download_ret == 0:         map_file = open(src_file_path, 'r')         result_file = open(result_file_path, 'w')         for line in map_file:             line = line.strip()             word, count = line.split('t', 1)             try:                 count = int(count)                 word2count[word] = word2count.get(word, 0) + count             except ValueError:                 logger.error(\"error value: %s, current line: %s\" % (ValueError, line))                 continue         map_file.close()         delete_file_folder(src_file_path)     sorted_word2count = sorted(word2count.items(), key=itemgetter(1))[::-1]     for wordcount in sorted_word2count:         res = '%st%s' % (wordcount[0], wordcount[1])         result_file.write(res)         result_file.write('n')     result_file.close()     upload_ret = upload_file(cos_client, result_bucket, result_key, result_file_path)     delete_file_folder(result_file_path)     return upload_ret def reduce_caller(event, context, cos_client):     appid = event['Records'][0]['cos']['cosBucket']['appid']     bucket = event['Records'][0]['cos']['cosBucket']['name'] + '-' + appid     key = event['Records'][0]['cos']['cosObject']['key']     key = key.replace('\/' + str(appid) + '\/' + event['Records'][0]['cos']['cosBucket']['name'] + '\/', '', 1)     logger.info(\"Key is \" + key)     res_bucket = result_bucket + '-' + appid     result_key = '\/' + 'result_' + key.split('\/')[-1]     return qcloud_reducer(cos_client, bucket, key, res_bucket, result_key) def main_handler(event, context):     logger.info(\"start main handler\")     if \"Records\" not in event.keys():         return {\"errorMsg\": \"event is not come from cos\"}     secret_id = \"SecretId\"      secret_key = \"SecretKey\"       config = CosConfig(Region=region, SecretId=secret_id, SecretKey=secret_key, )     cos_client = CosS3Client(config)     start_time = datetime.datetime.now()     res = reduce_caller(event, context, cos_client)     end_time = datetime.datetime.now()     print(\"data reducing duration: \" + str((end_time - start_time).microseconds \/ 1000) + \"ms\")     if res == 0:         return \"Data reducing SUCCESS\"     else:         return \"Data reducing FAILED\"  <\/code><\/pre>\n
\u90e8\u7f72\u4e0e\u6d4b\u8bd5<\/h2>\n
\u9075\u5faa Serverless Framework \u7684 yaml<\/code> \u89c4\u8303\uff0c\u7f16\u5199 serveerless.yaml<\/code>:<\/p>\n
WordCountMapper:   component: \"@serverless\/tencent-scf\"   inputs:     name: mapper     codeUri: .\/code     handler: index.main_handler     runtime: Python3.6     region: ap-guangzhou     description: \u7f51\u7ad9\u76d1\u63a7     memorySize: 64     timeout: 20     events:       - cos:           name: srcmr-1256773370.cos.ap-guangzhou.myqcloud.com           parameters:             bucket: srcmr-1256773370.cos.ap-guangzhou.myqcloud.com             filter:               prefix: ''               suffix: ''             events: cos:ObjectCreated:*             enable: true  WordCountReducer:   component: \"@serverless\/tencent-scf\"   inputs:     name: reducer     codeUri: .\/code     handler: index.main_handler     runtime: Python3.6     region: ap-guangzhou     description: \u7f51\u7ad9\u76d1\u63a7     memorySize: 64     timeout: 20     events:       - cos:           name: middlestagebucket-1256773370.cos.ap-guangzhou.myqcloud.com           parameters:             bucket: middlestagebucket-1256773370.cos.ap-guangzhou.myqcloud.com             filter:               prefix: ''               suffix: ''             events: cos:ObjectCreated:*             enable: true <\/code><\/pre>\n
\u5b8c\u6210\u4e4b\u540e\uff0c\u901a\u8fc7 sls --debug<\/code> \u6307\u4ee4\u8fdb\u884c\u90e8\u7f72\u3002\u90e8\u7f72\u6210\u529f\u4e4b\u540e\uff0c\u8fdb\u884c\u57fa\u672c\u7684\u6d4b\u8bd5\uff1a<\/p>\n
    \n
  1. \n
    \u51c6\u5907\u4e00\u4e2a\u82f1\u6587\u6587\u6863: \"\u4e91\u51fd\u6570<\/p>\n<\/li>\n
  2. \n
    \u767b\u5f55\u817e\u8baf\u4e91\u540e\u53f0\uff0c\u6253\u5f00\u6211\u4eec\u6700\u521d\u5efa\u7acb\u7684\u5b58\u50a8\u6876\uff1asrcmr\uff0c\u5e76\u4e0a\u4f20\u8be5\u6587\u4ef6;<\/p>\n<\/li>\n
  3. \n
    \u4e0a\u4f20\u6210\u529f\u4e4b\u540e\uff0c\u7a0d\u7b49\u7247\u523b\u5373\u53ef\u770b\u5230 Reducer \u7a0b\u5e8f\u5df2\u7ecf\u5728 Mapper \u6267\u884c\u4e4b\u540e\uff0c\u4ea7\u51fa\u65e5\u5fd7: \"\u4e91\u51fd\u6570<\/p>\n<\/li>\n<\/ol>\n
    \u6b64\u65f6\uff0c\u6211\u4eec\u6253\u5f00\u7ed3\u679c\u5b58\u50a8\u6876\uff0c\u67e5\u770b\u7ed3\u679c: \"\u4e91\u51fd\u6570<\/p>\n
    \u73b0\u5728\uff0c\u6211\u4eec\u5c31\u5b8c\u6210\u4e86\u7b80\u5355\u7684\u8bcd\u9891\u7edf\u8ba1\u529f\u80fd\u3002<\/p>\n
    \u603b\u7ed3<\/h2>\n
    Serverless \u67b6\u6784\u76f8\u662f\u9002\u7528\u4e8e\u5927\u6570\u636e\u5904\u7406\u7684\u3002\u5728\u817e\u8baf\u4e91\u5b98\u7f51\uff0c\u6211\u4eec\u4e5f\u53ef\u4ee5\u770b\u5230\u5176\u5173\u4e8e\u6570\u636e ETL \u5904\u7406\u7684\u573a\u666f\u63cf\u8ff0\uff1a<\/p>\n
    \n
    \u4e00\u4e9b\u6570\u636e\u5904\u7406\u7cfb\u7edf\u4e2d\uff0c\u5e38\u5e38\u9700\u8981\u5468\u671f\u6027 \/\u8ba1\u5212\u6027\u5730\u5904\u7406\u5e9e\u5927\u7684\u6570\u636e\u91cf\u3002\u4f8b\u5982\uff1a\u8bc1\u5238\u516c\u53f8\u6bcf 12 \u5c0f\u65f6\u7edf\u8ba1\u4e00\u6b21\u8be5\u65f6\u6bb5\u7684\u4ea4\u6613\u60c5\u51b5\u5e76\u6574\u7406\u51fa\u8be5\u65f6\u6bb5\u4ea4\u6613\u91cf top 5\uff0c\u6bcf\u5929\u5904\u7406\u4e00\u904d\u79d2\u6740\u7f51\u7ad9\u7684\u4ea4\u6613\u6d41\u65e5\u5fd7\u83b7\u53d6\u56e0\u552e\u7f44\u800c\u5bfc\u81f4\u7684\u9519\u8bef\u4ece\u800c\u5206\u6790\u5546\u54c1\u70ed\u5ea6\u548c\u8d8b\u52bf\u7b49\u3002\u4e91\u51fd\u6570\u8fd1\u4e4e\u65e0\u9650\u6269\u5bb9\u7684\u80fd\u529b\u53ef\u4ee5\u4f7f\u60a8\u8f7b\u677e\u5730\u8fdb\u884c\u5927\u5bb9\u91cf\u6570\u636e\u7684\u8ba1\u7b97\u3002\u6211\u4eec\u5229\u7528\u4e91\u51fd\u6570\u53ef\u4ee5\u5bf9\u6e90\u6570\u636e\u5e76\u53d1\u6267\u884c\u591a\u4e2a mapper \u548c reducer \u51fd\u6570\uff0c\u5728\u77ed\u65f6\u95f4\u5185\u5b8c\u6210\u5de5\u4f5c\uff1b\u76f8\u6bd4\u4f20\u7edf\u7684\u5de5\u4f5c\u65b9\u5f0f\uff0c\u4f7f\u7528\u4e91\u51fd\u6570\u66f4\u80fd\u907f\u514d\u8d44\u6e90\u7684\u95f2\u7f6e\u6d6a\u8d39\u4ece\u800c\u8282\u7701\u8d44\u91d1\u3002<\/p>\n<\/blockquote>\n
    \u672c\u5b9e\u4f8b\u4e2d\uff0c\u6709\u4e00\u952e\u90e8\u7f72\u591a\u4e2a\u51fd\u6570\u7684\u64cd\u4f5c\u3002\u5728\u5b9e\u9645\u751f\u4ea7\u4e2d\uff0c\u6bcf\u4e2a\u9879\u76ee\u90fd\u4e0d\u4f1a\u662f\u5355\u4e2a\u51fd\u6570\u5355\u6253\u72ec\u6597\u7684\uff0c\u800c\u662f\u591a\u4e2a\u51fd\u6570\u7ec4\u5408\u5e94\u7528\uff0c\u5f62\u6210\u4e00\u4e2a Service \u4f53\u7cfb\uff0c\u6240\u4ee5\u4e00\u952e\u90e8\u7f72\u591a\u4e2a\u51fd\u6570\u5c31\u663e\u5f97\u5c24\u4e3a\u91cd\u8981\u3002\u901a\u8fc7\u672c\u5b9e\u4f8b\uff0c\u5e0c\u671b\u8bfb\u8005\u53ef\u4ee5\u5bf9 Serverless \u67b6\u6784\u7684\u5e94\u7528\u573a\u666f\u6709\u66f4\u591a\u7684\u4e86\u89e3\uff0c\u5e76\u4e14\u80fd\u6709\u6240\u542f\u53d1\uff0c\u5c06\u4e91\u51fd\u6570\u548c\u4e0d\u540c\u89e6\u53d1\u5668\u8fdb\u884c\u7ec4\u5408\uff0c\u5e94\u7528\u5728\u81ea\u8eab\u4e1a\u52a1\u4e2d\u3002<\/p>\n
    \n
    \u4f20\u9001\u95e8\uff1a<\/strong><\/p>\n
      \n
    • GitHub: github.com\/serverless<\/li>\n
    • \u5b98\u7f51\uff1aserverless.com<\/li>\n
    • \u793e\u533a\uff1aServerless \u4e2d\u6587\u7f51<\/li>\n<\/ul>\n<\/blockquote><\/div>\n
       \u5927\u4f6c\u6709\u8a71\u8aaa<\/b> (0<\/span>)        <\/div>\n
       <\/div>\n<\/p><\/div>\n<\/p><\/div>\n
        \n
      • \n","protected":false},"excerpt":{"rendered":"
        \u4e91\u51fd\u6570 SCF \u4e0e\u5bf9\u8c61\u5b58\u50a8\u5b9e\u73b0 W…<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[],"tags":[],"_links":{"self":[{"href":"http:\/\/4563.org\/index.php?rest_route=\/wp\/v2\/posts\/106925"}],"collection":[{"href":"http:\/\/4563.org\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/4563.org\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/4563.org\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/4563.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=106925"}],"version-history":[{"count":0,"href":"http:\/\/4563.org\/index.php?rest_route=\/wp\/v2\/posts\/106925\/revisions"}],"wp:attachment":[{"href":"http:\/\/4563.org\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=106925"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/4563.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=106925"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/4563.org\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=106925"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}