{"id":25079,"date":"2024-01-09T09:49:13","date_gmt":"2024-01-09T00:49:13","guid":{"rendered":"https:\/\/www.skyarch.net\/blog\/?p=25079"},"modified":"2024-01-09T09:49:13","modified_gmt":"2024-01-09T00:49:13","slug":"sqlalchemy%e3%81%aeinsert%e3%82%92%e9%ab%98%e9%80%9f%e5%8c%96%e3%81%97%e3%81%a6%e3%81%bf%e3%81%9f","status":"publish","type":"post","link":"https:\/\/www.skyarch.net\/blog\/sqlalchemy%e3%81%aeinsert%e3%82%92%e9%ab%98%e9%80%9f%e5%8c%96%e3%81%97%e3%81%a6%e3%81%bf%e3%81%9f\/","title":{"rendered":"SQLAlchemy\u306eINSERT\u3092\u9ad8\u901f\u5316\u3057\u3066\u307f\u305f"},"content":{"rendered":"<h2>\u306f\u3058\u3081\u306b<\/h2>\n<p>Python\u304b\u3089MySQL\u306b\u30a2\u30af\u30bb\u30b9\u3059\u308b\u969b\u306bSQLAlchemy\u3092\u4f7f\u7528\u3057\u3066\u3044\u308b\u306e\u3067\u3059\u304c\u3001100\u4e07\u4ef6\u307b\u3069\u306e\u5927\u91cf\u30c7\u30fc\u30bf\u3092INSERT\u3059\u308b\u5834\u5408\u306b\u51e6\u7406\u6642\u9593\u304c\u975e\u5e38\u306b\u9577\u304f\u304b\u304b\u3063\u3066\u3057\u307e\u3063\u305f\u305f\u3081\u3001\u9ad8\u901f\u5316\u306b\u53d6\u308a\u7d44\u3093\u3067\u307f\u307e\u3057\u305f\u3002<\/p>\n<h2>\u76ee\u6b21<\/h2>\n<ul>\n<li><a href=\"#env\">\u5b9f\u884c\u74b0\u5883<\/a><\/li>\n<li><a href=\"#problem\">\u56f0\u3063\u305f\u3053\u3068<\/a><\/li>\n<li><a href=\"#speed\">\u9ad8\u901f\u5316\u3057\u3066\u307f\u307e\u3057\u305f<\/a><\/li>\n<li><a href=\"#matome\">\u307e\u3068\u3081<\/a><\/li>\n<\/ul>\n<h2 id=\"env\">\u5b9f\u884c\u74b0\u5883<\/h2>\n<ul>\n<li>requirements.txt<\/li>\n<\/ul>\n<pre title=\"requirements.txt\">sqlalchemy==2.0.23\npymysql==1.1.0\n<\/pre>\n<ul>\n<li>DB<br \/>\n\u4e0b\u56f3\u306e\u3088\u3046\u306a\u30b7\u30f3\u30d7\u30eb\u306a\u69cb\u6210\u3067\u3059\u3002<br \/>\nemployee\u30c6\u30fc\u30d6\u30eb\u306b100\u4e07\u4ef6INSERT\u3057\u307e\u3059\u3002<br \/>\n<img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/12\/tables_ER.png\" alt=\"\" width=\"681\" height=\"343\" class=\"alignnone size-full wp-image-25126\" srcset=\"https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/12\/tables_ER.png 681w, https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/12\/tables_ER-300x151.png 300w\" sizes=\"auto, (max-width: 681px) 100vw, 681px\" \/><\/p>\n<\/li>\n<li>\n<p>Database<\/p>\n<\/li>\n<\/ul>\n<pre lang=\"python\" title=\"database.py\">from sqlalchemy import create_engine\nfrom sqlalchemy.ext.declarative import declarative_base\nfrom sqlalchemy.orm import scoped_session, sessionmaker\n\n# \u63a5\u7d9a\u5148DB\u306e\u8a2d\u5b9a\nDATABASE = \"mysql+pymysql:\/\/{username}:{password}@{hostname}\/{database}?charset={charset}\"\n\n# Engine \u306e\u4f5c\u6210\nEngine = create_engine(DATABASE, echo={echo}, pool_recycle={recycle})\nBase = declarative_base()\n\n# Session\u306e\u4f5c\u6210\nsession = scoped_session(sessionmaker(autocommit=False, autoflush=False, bind=Engine, info={\"in_transaction\": False}))\n\n<\/pre>\n<ul>\n<li>Model<\/li>\n<\/ul>\n<pre lang=\"python\" title=\"employee.py\">from datetime import datetime\nfrom database.database import Base\nfrom sqlalchemy import Column\nfrom sqlalchemy.dialects.mysql.types import INTEGER, CHAR, VARCHAR, DATETIME\n\n\nclass Employee(Base):\n    __tablename__ = \"employee\"\n\n    employee_id: Column[int] = Column(INTEGER, primary_key=True, nullable=False, autoincrement=True)\n    section_id: Column[str] = Column(VARCHAR(10), primary_key=True, nullable=False)\n    employee_name: Column[str] = Column(VARCHAR(64), nullable=False)\n    hire_date: Column[datetime] = Column(DATETIME, nullable=False)\n    post: Column[str] = Column(CHAR(2), nullable=False)\n    sex: Column[str] = Column(CHAR(1), nullable=False)\n    birth_day: Column[datetime] = Column(DATETIME, nullable=False)\n\n<\/pre>\n<ul>\n<li>100\u4e07\u4ef6\u30c7\u30fc\u30bf<br \/>\nCSV\u30d5\u30a1\u30a4\u30eb\u306b100\u4e07\u884c\u306e\u30c7\u30fc\u30bf\u3092\u7528\u610f\u3057\u3066Python\u3067CSV\u3092\u8aad\u307f\u8fbc\u307f\u307e\u3059\u3002<\/li>\n<\/ul>\n<pre title=\"employee.csv\">section_id,employee_name,hire_date,post,sex,birth_day\nSEC0000001,sample_name_1,2023-04-01,0,1,2000-01-01\nSEC0000001,sample_name_2,2023-04-01,0,1,2000-01-01\n...\n<\/pre>\n<h2 id=\"problem\">\u56f0\u3063\u305f\u3053\u3068<\/h2>\n<p>\u4e0b\u8a18\u306e\u3088\u3046\u306b1\u4ef6\u305a\u3064INSERT\u3057\u3088\u3046\u3068\u3059\u308b\u306830\u5206\u7d4c\u3063\u3066\u3082\u7d42\u308f\u3089\u305a\u51e6\u7406\u6642\u9593\u304c\u304b\u306a\u308a\u9577\u304f\u306a\u308a\u307e\u3059\u3002<br \/>\n(\u9010\u6b21COMMIT\u3057\u3066\u3044\u308b\u306e\u3067\u5f53\u7136\u3068\u3044\u3048\u3070\u5f53\u7136\u3067\u3059\u304c\u2026)<\/p>\n<pre lang=\"python\" title=\"add.py\" class=\"mark:32,33\">import csv\nfrom datetime import datetime\nfrom database.database import session\nfrom model.employee import Employee\n\n\ndef get_insert_data():\n    with open(\"data\/employee.csv\", newline=\"\") as data:\n        rows = csv.reader(data)\n        next(rows, None)\n        return [\n            Employee(\n                section_id=row[0],\n                employee_name=row[1],\n                hire_date=row[2],\n                post=row[3],\n                sex=row[4],\n                birth_day=row[5]\n            )\n            for row in rows\n        ]\n\n\n# 100\u4e07\u4ef6CSV\u304b\u3089\u30c7\u30fc\u30bf\u884c\u3092list\u5f62\u5f0f\u3067\u53d6\u5f97\nrows = get_insert_data()\n\n# \u958b\u59cb\u6642\u9593\u3092\u53d6\u5f97\nstart_datetime = datetime.now()\n\n# 100\u4e07\u4ef6\u767b\u9332(add)\nfor row in rows:\n    session.add(row)\n    session.commit()\n\n# \u7d42\u4e86\u6642\u9593\u3092\u53d6\u5f97\nfinish_datetime = datetime.now()\n\n# \u51e6\u7406\u6642\u9593\u3092\u51fa\u529b\nprint(\"\u51e6\u7406\u6642\u9593: \" + str(finish_datetime - start_datetime))\n\n<\/pre>\n<p>\u51e6\u7406\u6642\u9593\uff1a<b>30\u5206\u4ee5\u4e0a<\/b>(\u9014\u4e2d\u3067\u4e2d\u65ad\u3057\u307e\u3057\u305f)<\/p>\n<h2 id=\"speed\">\u9ad8\u901f\u5316\u3057\u3066\u307f\u307e\u3057\u305f<\/h2>\n<p>\u305d\u3053\u3067\u3001\u4e0b\u8a184\u901a\u308a\u306e\u65b9\u6cd5\u3067\u305d\u308c\u305e\u308c\u51e6\u7406\u6642\u9593\u3092\u8a08\u6e2c\u3057\u3066\u307f\u307e\u3057\u305f\u3002<\/p>\n<ul>\n<li><a href=\"#add_all\">\u8907\u6570\u4ef6\u3092\u4e00\u5ea6\u306bINSERT\u3059\u308b\u65b9\u6cd5<\/a><\/li>\n<li><a href=\"#bulk_save_objects\">\u4e00\u62ecINSERT\u3059\u308b\u65b9\u6cd5<\/a><\/li>\n<li><a href=\"#sqlalchemy_core\">Core\u6a5f\u80fd\u3092\u4f7f\u7528\u3057\u3066INSERT\u3059\u308b\u65b9\u6cd5<\/a><\/li>\n<li><a href=\"#execute_insert\">INSERT\u30b9\u30c6\u30fc\u30c8\u30e1\u30f3\u30c8\u3092\u4f7f\u7528\u3059\u308b\u65b9\u6cd5<\/a><\/li>\n<\/ul>\n<h3 id=\"add_all\">\u8907\u6570\u4ef6\u3092\u4e00\u5ea6\u306bINSERT\u3059\u308b\u65b9\u6cd5<\/h3>\n<p>\u300cadd_all\u300d\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u3067\u8907\u6570\u4ef6\u3092\u4e00\u5ea6\u306bINSERT\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3088\u3046\u3067\u3059\u3002<br \/>\n\u3053\u308c\u306b\u3088\u308a\u9010\u6b21COMMIT\u304c\u306a\u304f\u306a\u308a\u3001\u7d50\u679c\u308218\u5206\u7a0b\u5ea6\u3068\u51e6\u7406\u6642\u9593\u306e\u6539\u5584\u306f\u3055\u308c\u307e\u3057\u305f\u304c\u3001\u307e\u3060\u307e\u3060\u6539\u5584\u306e\u4f59\u5730\u306f\u3042\u308a\u305d\u3046\u3067\u3059\u3002<\/p>\n<pre lang=\"python\" title=\"add_all.py\" class=\"mark:31,32\">import csv\nfrom datetime import datetime\nfrom database.database import session\nfrom model.employee import Employee\n\n\ndef get_insert_data():\n    with open(\"data\/employee.csv\", newline=\"\") as data:\n        rows = csv.reader(data)\n        next(rows, None)\n        return [\n            Employee(\n                section_id=row[0],\n                employee_name=row[1],\n                hire_date=row[2],\n                post=row[3],\n                sex=row[4],\n                birth_day=row[5]\n            )\n            for row in rows\n        ]\n\n\n# 100\u4e07\u4ef6CSV\u304b\u3089\u30c7\u30fc\u30bf\u884c\u3092list\u5f62\u5f0f\u3067\u53d6\u5f97\nrows = get_insert_data()\n\n# \u958b\u59cb\u6642\u9593\u3092\u53d6\u5f97\nstart_datetime = datetime.now()\n\n# 100\u4e07\u4ef6\u767b\u9332(add_all)\nsession.add_all(rows)\nsession.commit()\n\n# \u7d42\u4e86\u6642\u9593\u3092\u53d6\u5f97\nfinish_datetime = datetime.now()\n\n# \u51e6\u7406\u6642\u9593\u3092\u51fa\u529b\nprint(\"\u51e6\u7406\u6642\u9593: \" + str(finish_datetime - start_datetime))\n\n<\/pre>\n<p>\u51e6\u7406\u6642\u9593\uff1a<b>0:18:20.953209(\u7d0418\u520620\u79d2)<\/b><\/p>\n<h3 id=\"bulk_save_objects\">\u4e00\u62ecINSERT\u3059\u308b\u65b9\u6cd5<\/h3>\n<p>\u300cbulk_save_objects\u300d\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u3067\u4e00\u62ecINSERT\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3088\u3046\u3067\u3059\u3002<br \/>\n\u3053\u308c\u306b\u3088\u308a\u51e6\u7406\u6642\u9593\u304c1\u5206\u3082\u304b\u304b\u3089\u305a\u3001\u304b\u306a\u308a\u306e\u9ad8\u901f\u5316\u304c\u3067\u304d\u307e\u3057\u305f\uff01<\/p>\n<pre lang=\"python\" title=\"bulk_save_objects.py\" class=\"mark:31,32\">import csv\nfrom datetime import datetime\nfrom database.database import session\nfrom model.employee import Employee\n\n\ndef get_insert_data():\n    with open(\"data\/employee.csv\", newline=\"\") as data:\n        rows = csv.reader(data)\n        next(rows, None)\n        return [\n            Employee(\n                section_id=row[0],\n                employee_name=row[1],\n                hire_date=row[2],\n                post=row[3],\n                sex=row[4],\n                birth_day=row[5]\n            )\n            for row in rows\n        ]\n\n\n# 100\u4e07\u4ef6CSV\u304b\u3089\u30c7\u30fc\u30bf\u884c\u3092list\u5f62\u5f0f\u3067\u53d6\u5f97\nrows = get_insert_data()\n\n# \u958b\u59cb\u6642\u9593\u3092\u53d6\u5f97\nstart_datetime = datetime.now()\n\n# 100\u4e07\u4ef6\u767b\u9332(bulk_save_objects)\nsession.bulk_save_objects(rows)\nsession.commit()\n\n# \u7d42\u4e86\u6642\u9593\u3092\u53d6\u5f97\nfinish_datetime = datetime.now()\n\n# \u51e6\u7406\u6642\u9593\u3092\u51fa\u529b\nprint(\"\u51e6\u7406\u6642\u9593: \" + str(finish_datetime - start_datetime))\n\n<\/pre>\n<p>\u51e6\u7406\u6642\u9593\uff1a<b>0:00:39.395299(\u7d0439\u79d2)<\/b><\/p>\n<h3 id=\"sqlalchemy_core\">Core\u6a5f\u80fd\u3092\u4f7f\u7528\u3057\u3066INSERT\u3059\u308b\u65b9\u6cd5<\/h3>\n<p>\u4e00\u62ecINSERT\u3067\u3082\u5341\u5206\u65e9\u3044\u306e\u3067\u3059\u304c\u3001SQLAlchemy\u306eCore\u6a5f\u80fd\u3067\u3042\u308b\u300csqlalchemy.core\u300d\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u3067\u51e6\u7406\u306e\u9ad8\u901f\u5316\u3092\u5b9f\u73fe\u3067\u304d\u307e\u3059\u3002<br \/>\n\u3053\u308c\u307e\u3067\u3068\u9055\u3044\u3001\u30c7\u30fc\u30bf\u578b\u304cdict\u578b\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<pre lang=\"python\" title=\"sqlalchemy_core.py\" class=\"mark:9,20,21\">import csv\nfrom datetime import datetime\nfrom database.database import session\nfrom model.employee import Employee\n\n\ndef get_insert_data_dict():\n    with open(\"data\/employee.csv\", newline=\"\") as data:\n        rows = csv.DictReader(data)\n        return [row for row in rows]\n\n\n# 100\u4e07\u4ef6CSV\u304b\u3089\u30c7\u30fc\u30bf\u884c\u3092dict\u5f62\u5f0f\u3067\u53d6\u5f97\nrows = get_insert_data_dict()\n\n# \u958b\u59cb\u6642\u9593\u3092\u53d6\u5f97\nstart_datetime = datetime.now()\n\n# 100\u4e07\u4ef6\u767b\u9332(sqlalchemy.core)\nsession.execute(Employee.__table__.insert(), rows)\nsession.commit()\n\n# \u7d42\u4e86\u6642\u9593\u3092\u53d6\u5f97\nfinish_datetime = datetime.now()\n\n# \u51e6\u7406\u6642\u9593\u3092\u51fa\u529b\nprint(\"\u51e6\u7406\u6642\u9593: \" + str(finish_datetime - start_datetime))\n\n<\/pre>\n<p>\u51e6\u7406\u6642\u9593\uff1a<b>0:00:24.264684(\u7d0424\u79d2)<\/b><\/p>\n<h3 id=\"execute_insert\">INSERT\u30b9\u30c6\u30fc\u30c8\u30e1\u30f3\u30c8\u3092\u4f7f\u7528\u3059\u308b\u65b9\u6cd5<\/h3>\n<p>SQLAlchemy\u306eINSERT\u30b9\u30c6\u30fc\u30c8\u30e1\u30f3\u30c8\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u3067\u9ad8\u901f\u5316\u3059\u308b\u65b9\u6cd5\u304c\u3042\u308b\u3088\u3046\u3067\u3059\u3002<br \/>\n<a href=\"https:\/\/docs.sqlalchemy.org\/en\/20\/orm\/queryguide\/dml.html#orm-queryguide-bulk-insert\" title=\"ORM \u4e00\u62ec INSERT \u30b9\u30c6\u30fc\u30c8\u30e1\u30f3\u30c8\" target=\"_blank\" rel=\"noopener noreferrer\">ORM \u4e00\u62ec INSERT \u30b9\u30c6\u30fc\u30c8\u30e1\u30f3\u30c8<\/a><br \/>\n\u3069\u3046\u3084\u3089SQLAlchemy 2.0\u306b\u3066insert\u30b9\u30c6\u30fc\u30c8\u30e1\u30f3\u30c8\u3092\u4f7f\u7528\u3059\u308b\u3068\u4e00\u62ecINSERT\u30e2\u30fc\u30c9\u3067\u51e6\u7406\u3057\u3066\u304f\u308c\u308b\u3088\u3046\u3067\u3059\u3002<br \/>\n\u5b9f\u969b\u306b\u8a66\u3057\u3066\u307f\u307e\u3059\u3002<\/p>\n<pre lang=\"python\" title=\"new_insert.py\" class=\"mark:5,21,22\">import csv\nfrom datetime import datetime\nfrom database.database import session\nfrom model.employee import Employee\nfrom sqlalchemy import insert\n\n\ndef get_insert_data_dict():\n    with open(\"data\/employee.csv\", newline=\"\") as data:\n        rows = csv.DictReader(data)\n        return [row for row in rows]\n\n\n# 100\u4e07\u4ef6CSV\u304b\u3089\u30c7\u30fc\u30bf\u884c\u3092dict\u5f62\u5f0f\u3067\u53d6\u5f97\nrows = get_insert_data_dict()\n\n# \u958b\u59cb\u6642\u9593\u3092\u53d6\u5f97\nstart_datetime = datetime.now()\n\n# 100\u4e07\u4ef6\u767b\u9332(execute_insert)\nsession.execute(insert(Employee), rows)\nsession.commit()\n\n# \u7d42\u4e86\u6642\u9593\u3092\u53d6\u5f97\nfinish_datetime = datetime.now()\n\n# \u51e6\u7406\u6642\u9593\u3092\u51fa\u529b\nprint(\"\u51e6\u7406\u6642\u9593: \" + str(finish_datetime - start_datetime))\n\n<\/pre>\n<p>\u51e6\u7406\u6642\u9593\uff1a<b>0:00:27.155937(\u7d0427\u79d2)<\/b><\/p>\n<h2 id=\"matome\">\u307e\u3068\u3081<\/h2>\n<p>\u3053\u308c\u307e\u3067\u5b9f\u65bd\u3057\u305fINSERT\u65b9\u6cd5\u3068\u51e6\u7406\u6642\u9593\u306e\u307e\u3068\u3081\u3067\u3059\u3002<br \/>\n30\u5206\u4ee5\u4e0a\u304b\u304b\u3063\u3066\u3044\u305f\u51e6\u7406\u304c\u304b\u306a\u308a\u9ad8\u901f\u5316\u3055\u308c\u307e\u3057\u305f\u3002<\/p>\n<table>\n<thead>\n<tr>\n<th>INSERT\u65b9\u6cd5<\/th>\n<th>\u51e6\u7406\u6642\u9593<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u8907\u6570\u4ef6\u3092\u4e00\u5ea6\u306bINSERT\u3059\u308b\u65b9\u6cd5<\/td>\n<td>\u7d0418\u520620\u79d2<\/td>\n<\/tr>\n<tr>\n<td>\u4e00\u62ecINSERT\u3059\u308b\u65b9\u6cd5<\/td>\n<td>\u7d0439\u79d2<\/td>\n<\/tr>\n<tr>\n<td>Core\u6a5f\u80fd\u3092\u4f7f\u7528\u3057\u3066INSERT\u3059\u308b\u65b9\u6cd5<\/td>\n<td>\u7d0424\u79d2<\/td>\n<\/tr>\n<tr>\n<td>INSERT\u30b9\u30c6\u30fc\u30c8\u30e1\u30f3\u30c8\u3092\u4f7f\u7528\u3059\u308b\u65b9\u6cd5<\/td>\n<td>\u7d0427\u79d2<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>ORM\u6a5f\u80fd\u306e\u7dad\u6301\u306b\u3053\u3060\u308f\u3089\u306a\u3044\u5834\u5408\u306f\u300cCore\u6a5f\u80fd\u300d\u3092\u4f7f\u7528\u3057\u3066\u3001\u7dad\u6301\u3057\u305f\u3044\u5834\u5408\u306f\u300cINSERT\u30b9\u30c6\u30fc\u30c8\u30e1\u30f3\u30c8\u300d\u3092\u4f7f\u7528\u3059\u308b\u3068\u826f\u3055\u305d\u3046\u3067\u3059\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u306f\u3058\u3081\u306b Python\u304b\u3089MySQL\u306b\u30a2\u30af\u30bb\u30b9\u3059\u308b\u969b\u306bSQLAlchemy\u3092\u4f7f\u7528\u3057\u3066\u3044\u308b\u306e\u3067\u3059\u304c\u3001100\u4e07\u4ef6\u307b\u3069\u306e\u5927\u91cf\u30c7\u30fc\u30bf\u3092INSERT\u3059\u308b\u5834\u5408\u306b\u51e6\u7406\u6642\u9593\u304c\u975e\u5e38\u306b\u9577\u304f\u304b\u304b\u3063\u3066\u3057\u307e\u3063\u305f\u305f\u3081\u3001\u9ad8\u901f\u5316\u306b\u53d6\u308a\u7d44\u3093\u3067\u307f\u307e\u3057\u305f\u3002 &#8230;<\/p>\n","protected":false},"author":201,"featured_media":25128,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_locale":"ja","_original_post":"https:\/\/www.skyarch.net\/blog\/?p=25079","footnotes":""},"categories":[24,23,1,9],"tags":[1269],"class_list":{"0":"post-25079","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","7":"category-mysql","8":"category-23","9":"category-1","10":"category-dev","11":"tag-sqlalchemy","12":"ja"},"aioseo_notices":[],"_links":{"self":[{"href":"https:\/\/www.skyarch.net\/blog\/wp-json\/wp\/v2\/posts\/25079","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.skyarch.net\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.skyarch.net\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.skyarch.net\/blog\/wp-json\/wp\/v2\/users\/201"}],"replies":[{"embeddable":true,"href":"https:\/\/www.skyarch.net\/blog\/wp-json\/wp\/v2\/comments?post=25079"}],"version-history":[{"count":11,"href":"https:\/\/www.skyarch.net\/blog\/wp-json\/wp\/v2\/posts\/25079\/revisions"}],"predecessor-version":[{"id":25579,"href":"https:\/\/www.skyarch.net\/blog\/wp-json\/wp\/v2\/posts\/25079\/revisions\/25579"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.skyarch.net\/blog\/wp-json\/wp\/v2\/media\/25128"}],"wp:attachment":[{"href":"https:\/\/www.skyarch.net\/blog\/wp-json\/wp\/v2\/media?parent=25079"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.skyarch.net\/blog\/wp-json\/wp\/v2\/categories?post=25079"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.skyarch.net\/blog\/wp-json\/wp\/v2\/tags?post=25079"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}