diff --git a/python/cross_service/aurora_item_tracker/README.md b/python/cross_service/aurora_item_tracker/README.md index 9f94b5a96ca..edc6a74baab 100644 --- a/python/cross_service/aurora_item_tracker/README.md +++ b/python/cross_service/aurora_item_tracker/README.md @@ -44,9 +44,15 @@ python -m pip install -r requirements.txt ### Aurora Serverless DB cluster and Secrets Manager secret -This example requires an Aurora Serverless DB cluster that contains a MySQL database. The -database must be configured to use credentials that are contained in a Secrets Manager -secret. +This example requires an Aurora DB cluster with the Data API feature enabled. As of March 2024, +the available choices are: +* Aurora PostgreSQL using Aurora Serverless v2 or provisioned instances in the cluster. +* Aurora MySQL or Aurora PostgreSQL using a Serverless v1 cluster. + +For this example, we assume that the Aurora cluster uses a combination of Aurora PostgreSQL +and Aurora Serverless v2. + +The database must be configured to use credentials that are contained in a Secrets Manager secret. Follow the instructions in the [README for the Aurora Serverless application](/resources/cdk/aurora_serverless_app/README.md) @@ -71,16 +77,16 @@ CloudFormation setup script: credentials, such as `arn:aws:secretsmanager:us-west-2:123456789012:secret:docexampleauroraappsecret8B-xI1R8EXAMPLE-hfDaaj`. * **DATABASE** — Replace with the name of the database, such as `auroraappdb`. -*Tip:* The caret `^` is the line continuation character for a Windows command prompt. -If you run this command on another platform, replace the caret with the line continuation +*Tip:* The caret `\` is the line continuation character for a Linux or Mac command prompt. +If you run this command on another platform, replace the backslash with the line continuation character for that platform. ``` -aws rds-data execute-statement ^ - --resource-arn "CLUSTER_ARN" ^ - --database "DATABASE" ^ - --secret-arn "SECRET_ARN" ^ - --sql "create table work_items (iditem INT AUTO_INCREMENT PRIMARY KEY, description TEXT, guide VARCHAR(45), status TEXT, username VARCHAR(45), archived BOOL DEFAULT 0);" +aws rds-data execute-statement \ + --resource-arn "CLUSTER_ARN" \ + --database "DATABASE" \ + --secret-arn "SECRET_ARN" \ + --sql "create table work_items (iditem SERIAL PRIMARY KEY, description TEXT, guide VARCHAR(45), status TEXT, username VARCHAR(45), archived BOOL DEFAULT false);" ``` #### AWS Management Console @@ -102,6 +108,19 @@ as `auroraappdb`. This opens a SQL query console. You can run any SQL queries here that you want. Run the following to create the `work_items` table: +For a PostgreSQL-compatible database: +```sql +create table work_items ( + iditem SERIAL PRIMARY KEY, + description TEXT, + guide VARCHAR(45), + status TEXT, + username VARCHAR(45), + archived BOOL DEFAULT false +); + +``` +For a MySQL-compatible database: ```sql create table work_items ( iditem INT AUTO_INCREMENT PRIMARY KEY, diff --git a/python/cross_service/aurora_item_tracker/storage.py b/python/cross_service/aurora_item_tracker/storage.py index 8897c976b68..a292e3cbe9c 100644 --- a/python/cross_service/aurora_item_tracker/storage.py +++ b/python/cross_service/aurora_item_tracker/storage.py @@ -112,14 +112,26 @@ def add_work_item(self, work_item): """ Adds a work item to the database. + Note: Wrapping the INSERT statement in a WITH clause and querying the auto-generated + ID value is required by a change in the Data API for Aurora Serverless v2. + The "generatedFields" fields in the return value for DML statements are all blank. + That's why the RETURNING clause is needed to specify the columns to return, and + the entire statement is structured as a query so that the returned value can + be retrieved from the "records" result set. + + This limitation might not be permanent; the DML statement might be simplified + in future. + :param work_item: The work item to add to the database. Because the ID and archive fields are auto-generated, you don't need to specify them when creating a new item. :return: The generated ID of the new work item. """ sql = ( + f"WITH t1 AS ( " f"INSERT INTO {self._table_name} (description, guide, status, username) " - f" VALUES (:description, :guide, :status, :username)" + f" VALUES (:description, :guide, :status, :username) RETURNING iditem " + f") SELECT iditem FROM t1" ) sql_params = [ {"name": "description", "value": {"stringValue": work_item["description"]}}, @@ -128,7 +140,10 @@ def add_work_item(self, work_item): {"name": "username", "value": {"stringValue": work_item["username"]}}, ] results = self._run_statement(sql, sql_params=sql_params) - work_item_id = results["generatedFields"][0]["longValue"] +// Old style, for Serverless v1: +// work_item_id = results["generatedFields"][0]["longValue"] +// New style, for Serverless v2: + work_item_id = results["records"][0][0]["longValue"] return work_item_id def archive_work_item(self, iditem): diff --git a/python/cross_service/aurora_rest_lending_library/README.md b/python/cross_service/aurora_rest_lending_library/README.md index 1014b6ae8ce..81584547b18 100644 --- a/python/cross_service/aurora_rest_lending_library/README.md +++ b/python/cross_service/aurora_rest_lending_library/README.md @@ -7,7 +7,7 @@ Service (Amazon RDS) API and AWS Chalice to create a REST API backed by an Amazon Aurora database. The web service is fully serverless and represents a simple lending library where patrons can borrow and return books. Learn how to: -* Create and manage a serverless Amazon Aurora database cluster. +* Create and manage a serverless Amazon Aurora database. This example uses Aurora Serverless v2. * Use AWS Secrets Manager to manage database credentials. * Implement a data storage layer that uses Amazon RDS Data Service to move data into and out of the database. @@ -47,29 +47,15 @@ all must be run separately. --- -### 1. Database deployment - -This database setup includes: -* an Amazon Aurora serverless data cluster -* an AWS Secrets Manager secret to hold the database user credentials. - -This infrastructure is defined in a [setup.ts](resources/cdk/aurora_serverless_app/setup.ts) (see [README.md](resources/cdk/aurora_serverless_app/README.md)). - -To execute this CDK stack, run: -``` -cdk deploy -``` -The output will show `ClusterArn`, `DbName`, and `SecretArn`. Make sure these values are reflected in the [config for this project](config.yml). - ---- - -### 2. Populate database + Creates an Amazon Aurora cluster and associated Aurora Serverless v2 database instance. + Also creates an AWS Secrets Manager secret to hold the database user credentials. + It fills the database with example data pulled from the [Internet Archive's Open Library](https://openlibrary.org). Fill the database with example data pulled from the [Internet Archive's Open Library](https://openlibrary.org). ``` -python library_demo.py populate_data -``` +python library_demo.py deploy_database +``` The database is now ready and can be accessed through the [AWS Console Query Editor](https://console.aws.amazon.com/rds/home?#query-editor:) diff --git a/python/cross_service/aurora_rest_lending_library/library_api/app.py b/python/cross_service/aurora_rest_lending_library/library_api/app.py index 67c6c3363a6..3d32018c515 100644 --- a/python/cross_service/aurora_rest_lending_library/library_api/app.py +++ b/python/cross_service/aurora_rest_lending_library/library_api/app.py @@ -50,7 +50,7 @@ def index(): """Briefly describes the REST API.""" return { "description": "A simple lending library REST API that runs entirely on " - "serverless components." + "serverless components: Aurora Serverless v2, API Gateway" } @@ -131,8 +131,15 @@ def add_patron(): :return: The ID of the added patron. """ - patron_id = get_storage().add_patron(app.current_request.json_body) - return {"Patrons.PatronID": patron_id} + try: + patron_id = get_storage().add_patron(app.current_request.json_body) + return {"Patrons.PatronID": patron_id} + except Exception as err: + logger.exception( + f"Got exception in add_patron() inside library_api/app.py: {str(err)}" + ) + logger.exception(f"Returning None instead of patron_id.") + return None @app.route("/patrons/{patron_id}", methods=["DELETE"]) @@ -155,7 +162,15 @@ def list_borrowed_books(): :return: The list of currently borrowed books. """ - return {"books": get_storage().get_borrowed_books()} + try: + json_doc = {"books": get_storage().get_borrowed_books()} + return json_doc + except Exception as err: + logger.exception( + f"Exception while calling get_storage().get_borrowed_books(): {str(err)}" + ) + logger.exception(f"Continuing with blank list of borrowed books...") + return {"books": []} @app.route("/lending/{book_id}/{patron_id}", methods=["PUT", "DELETE"]) diff --git a/python/cross_service/aurora_rest_lending_library/library_api/chalicelib/library_data.py b/python/cross_service/aurora_rest_lending_library/library_api/chalicelib/library_data.py index 069f409d75d..7d2f0bdd94c 100644 --- a/python/cross_service/aurora_rest_lending_library/library_api/chalicelib/library_data.py +++ b/python/cross_service/aurora_rest_lending_library/library_api/chalicelib/library_data.py @@ -5,7 +5,7 @@ Purpose Shows how to use the Amazon RDS Data Service to interact with an Amazon Aurora -database. +PostgreSQL-compatible database. This file is deployed to AWS Lambda as part of the Chalice deployment. """ @@ -15,14 +15,17 @@ import os import boto3 from botocore.exceptions import ClientError -from .mysql_helper import Table, Column, ForeignKey -from .mysql_helper import ( +from .postgresql_helper import Table, Column, ForeignKey +from .postgresql_helper import ( create_table, insert, + insert_without_batch, + insert_returning, update, query, unpack_query_results, unpack_insert_results, + unpack_insert_results_v2, delete, ) @@ -202,12 +205,15 @@ def _run_statement(self, sql, sql_params=None, transaction_id=None): and "Communications link failure" in error.response["Error"]["Message"] ): raise DataServiceNotReadyException( - "The Aurora Data Service is not ready, probably because it entered " - "pause mode after five minutes of inactivity. Wait a minute for " - "your cluster to resume and try your request again." + "The Aurora Data Service is not ready." ) from error logger.exception("Run statement on %s failed.", self._db_name) raise + except Exception as err: + logger.exception( + f"Error calling execute_statement() with that SQL statement: {str(err)}" + ) + raise else: return result @@ -248,7 +254,10 @@ def bootstrap_tables(self): def add_books(self, books): """ Adds a list of books and their authors to the database. The list of authors - is first processed to remove duplicates. + is first processed to remove duplicates. The data is set up with a foreign + key relationship. The author information is added to the Authors table, including + an auto-generated author ID. The book information and the corresponding author ID + is added to the Books table. :param books: The list of books and their authors to add to the database. :return: The counts of authors and books added to the database. @@ -260,14 +269,48 @@ def add_books(self, books): } for book in books } - sql, sql_param_sets = insert(self._tables["Authors"], authors.values()) - result = self._run_batch_statement(sql, sql_param_sets) - author_count = len(result["updateResults"]) - logger.info("Added %s authors to the database.", author_count) + + # Construct a list of '(FirstName, LastName)' strings to be substituted into + # the VALUES clause of the INSERT statement. + authors_plain = [ + """($first$%s$first$, $last$%s$last$)""" + % (" ".join(book["author"].split(" ")[:-1]), book["author"].split(" ")[-1]) + for book in books + ] + values_clause = ", ".join(authors_plain) + + sql = insert_without_batch(self._tables["Authors"], values_clause) + + # result = self._run_batch_statement(sql, sql_param_sets) + # Format the parameter set into a big string '''("John", "Smith"), ("Jane", "Jones") ...etc...''' + # that can be substituted straight into the VALUES clause of the INSERT statement. + result = self._run_statement(sql) + + try: + author_count = len(result["updateResults"]) + logger.info( + "Added %s authors to the database. Result set included updateResults field.", + author_count, + ) + except: + pass + try: + author_count = len(result["records"]) + logger.info( + "Added %s authors to the database. Result set included records field.", + author_count, + ) + except: + pass auth_ids = [ - field["generatedFields"][0]["longValue"] - for field in result["updateResults"] + # generatedFields is blank in Data API v2. But that might not be a permanent limitation. + # So preserve the ability to switch back to it instead of reformatting the INSERT into a + # query and getting the generated IDs out of the 'records' fields. + # field["generatedFields"][0]["longValue"] + # for field in result["updateResults"] + field[0]["longValue"] + for field in result["records"] ] for auth, auth_id in zip(authors.values(), auth_ids): auth["author_id"] = auth_id @@ -401,9 +444,10 @@ def add_patron(self, patron): :return: The ID of the added patron. """ logger.info("Adding patron %s.", patron) - sql, sql_param_sets = insert(self._tables["Patrons"], [patron]) + sql, sql_param_sets = insert_returning(self._tables["Patrons"], [patron]) results = self._run_statement(sql, sql_params=sql_param_sets[0]) - return unpack_insert_results(results) + new_id = unpack_insert_results_v2(results) + return new_id def delete_patron(self, patron_id): """ @@ -413,7 +457,12 @@ def delete_patron(self, patron_id): """ logger.info("Deleting patron %s.", patron_id) sql, sql_param_sets = delete(self._tables["Patrons"], [{"PatronID": patron_id}]) - self._run_statement(sql, sql_params=sql_param_sets[0]) + try: + self._run_statement(sql, sql_params=sql_param_sets[0]) + except Exception as err: + logger.exception(f"Error running SQL statement: {sql}") + logger.exception(f"Error details: {str(err)}") + raise def get_borrowed_books(self): """ @@ -424,21 +473,54 @@ def get_borrowed_books(self): :return: The list of currently borrowed books. """ logger.info("Listing all currently borrowed books.") - sql, columns, params = query( - "Lending", - self._tables, - [ - { - "table": "Lending", - "column": "Lent", - "op": ">=", - "value": str(datetime.date.today()), - }, - {"table": "Lending", "column": "Returned", "op": "IS", "value": None}, - ], - ) - results = self._run_statement(sql, sql_params=params) - return unpack_query_results(columns, results) + try: + sql, columns, params = query( + "Lending", + self._tables, + [ + { + "table": "Lending", + "column": "Lent", + "op": ">=", + "value": datetime.date.today(), + }, + { + "table": "Lending", + "column": "Returned", + "op": "IS NOT DISTINCT FROM", + "value": None, + }, + ], + ) + except Exception as err: + logger.exception( + f"Couldn't call query() to construct the query for the Lending table." + ) + raise + try: + logger.exception( + f"Running this query to get list of currently borrowed books: {sql}" + ) + logger.exception( + f"Parameters for query to get list of currently borrowed books: {str(params)}" + ) + results = self._run_statement(sql, sql_params=params) + except Exception as err: + logger.exception( + f"Error running SQL statement for get_borrowed_books(): {str(err)}" + ) + raise + try: + logger.exception( + f"Response from query to get list of currently borrowed books: {str(results)}" + ) + rc = unpack_query_results(columns, results) + return rc + except Exception as err: + logger.exception( + f"Error unpacking query result for get_borrowed_books(): {str(err)}" + ) + raise def borrow_book(self, book_id, patron_id): """ @@ -450,7 +532,7 @@ def borrow_book(self, book_id, patron_id): :return: The ID of the record in the Lending table. """ logger.info("Lending book %s to patron %s.", book_id, patron_id) - sql, sql_param_sets = insert( + sql, sql_param_sets = insert_returning( self._tables["Lending"], [ { @@ -462,7 +544,7 @@ def borrow_book(self, book_id, patron_id): ], ) results = self._run_statement(sql, sql_params=sql_param_sets[0]) - return unpack_insert_results(results) + return unpack_insert_results_v2(results) def return_book(self, book_id, patron_id): """ @@ -484,7 +566,18 @@ def return_book(self, book_id, patron_id): "op": "=", "value": patron_id, }, - {"table": "Lending", "column": "Returned", "op": "IS", "value": None}, + { + "table": "Lending", + "column": "Returned", + "op": "IS NOT DISTINCT FROM", + "value": None, + }, ], ) - self._run_statement(sql, sql_params) + try: + results = self._run_statement(sql, sql_params) + except Exception as err: + logger.exception( + f"Error running SQL statement for return_book(): {str(err)}" + ) + raise diff --git a/python/cross_service/aurora_rest_lending_library/library_api/chalicelib/mysql_helper.py b/python/cross_service/aurora_rest_lending_library/library_api/chalicelib/mysql_helper.py index 8203b48ea51..fe24d27c013 100644 --- a/python/cross_service/aurora_rest_lending_library/library_api/chalicelib/mysql_helper.py +++ b/python/cross_service/aurora_rest_lending_library/library_api/chalicelib/mysql_helper.py @@ -80,11 +80,11 @@ def _make_params(values): param = { "name": f"{key}", "value": { - VALUE_KEYS[type(val)]: str(val) - if isinstance(val, datetime.date) - else val - if val is not None - else True + VALUE_KEYS[type(val)]: ( + str(val) + if isinstance(val, datetime.date) + else val if val is not None else True + ) }, } if isinstance(val, datetime.date): @@ -264,7 +264,13 @@ def unpack_insert_results(results): :param results: The results from the INSERT statement. :return: The ID of the inserted row. """ - return results["generatedFields"][0]["longValue"] + try: + return results["generatedFields"][0]["longValue"] + except: + print( + f"Error trying to unpack generatedFields value from result of INSERT statement: {str(results)}" + ) + raise def delete(table, value_sets): diff --git a/python/cross_service/aurora_rest_lending_library/library_api/chalicelib/postgresql_helper.py b/python/cross_service/aurora_rest_lending_library/library_api/chalicelib/postgresql_helper.py new file mode 100644 index 00000000000..03147efe64b --- /dev/null +++ b/python/cross_service/aurora_rest_lending_library/library_api/chalicelib/postgresql_helper.py @@ -0,0 +1,378 @@ +# Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved. +# SPDX-License-Identifier: Apache-2.0 + +""" +Purpose + +Implements a simplistic object-relational mapping to create PostgreSQL-compatible SQL +statements and Amazon RDS Data Service parameters from database table definitions. + +This file is deployed to AWS Lambda as part of the Chalice deployment. + +This code is intended for demonstration only and does not guarantee best practices. +""" + +import datetime + +# Maps from Python types to PostgreSQL columns types used in a CREATE TABLE statement. +COL_TYPES = {int: "int", str: "varchar", datetime.date: "date"} + +# Maps from Python types to Amazon RDS Data Service types. +VALUE_KEYS = { + bytes: "blobValue", + bool: "booleanValue", + float: "doubleValue", + type(None): "isNull", + int: "longValue", + str: "stringValue", + datetime.date: "stringValue", +} + + +class ForeignKey: + """Defines a foreign key.""" + + def __init__(self, table_name, column_name): + self.table_name = table_name + self.column_name = column_name + + def reference(self): + return f"{self.table_name}({self.column_name})" + + +class Column: + """Defines a column in a database table.""" + + def __init__( + self, + name, + data_type, + nullable=True, + # For a Postgres auto-increment column, set auto_increment to True and also use a data type + # such as SERIAL or BIGSERIAL. + auto_increment=False, + primary_key=None, + foreign_key=None, + ): + self.name = name + self.data_type = data_type + self.nullable = nullable + self.auto_increment = auto_increment + self.primary_key = primary_key + self.foreign_key = foreign_key + + +class Table: + """Defines a database table.""" + + def __init__(self, name, cols): + self.name = name + self.cols = cols + + +def _make_params(values): + """ + Makes an RDS Data Service parameter structure out of a Python dictionary. + + :param values: A Python dictionary of parameters. + :return: The parameters as a list of dicts that can be passed to RDS Data Service. + """ + params = [] + for key, val in values.items(): + param = { + "name": f"{key}", + "value": { + VALUE_KEYS[type(val)]: ( + str(val) + if isinstance(val, datetime.date) + else val if val is not None else True + ) + }, + } + if ( + isinstance(val, datetime.date) + or isinstance(val, datetime.datetime) + or isinstance(val, datetime.time) + ): + param["typeHint"] = "DATE" + params.append(param) + return params + + +def _make_where_parts(where_clauses): + """ + Makes PostgreSQL-compatible WHERE clauses and associated RDS Data Service parameters + from a Python list. + + The WHERE clause input is a list of Python dicts, each of which must be in the + following format: + { + 'table': 'table name', + 'column': 'column name', + 'op': 'comparison operator (such as = or >=)', + 'value': 'value of the parameter' + } + + :param where_clauses: The list of WHERE clause dict definitions. + :return The PostgreSQL WHERE statement and associated parameters that can be passed + to the RDS Data Service. + """ + sql = "" + sql_params = None + if where_clauses is not None: + wheres = [ + f"{item['table']}.{item['column']} {item['op']} " + f":{item['table']}_{item['column']}" + for item in where_clauses + ] + sql = f" WHERE {' AND '.join(wheres)}" + sql_params = _make_params( + { + f"{item['table']}_{item['column']}": item["value"] + for item in where_clauses + } + ) + return sql, sql_params + + +def create_table(table): + """ + Generates a CREATE TABLE PostgreSQL statement from a Table object. + + :param table: The Table object used to generate the PostgreSQL statement + :return: The PostgreSQL CREATE TABLE statement. + """ + create_clause = f"CREATE TABLE {table.name}" + cols = [] + constraints = [] + for col in table.cols: + # If a column is auto-incrementing, override the original data type like 'int' and coerce it to 'serial'. + if col.auto_increment: + clause = f"{col.name} SERIAL" + else: + clause = f"{col.name} {COL_TYPES[col.data_type]}" + if not col.nullable: + clause += " NOT NULL" + cols.append(clause) + if col.primary_key: + constraints.append(f"PRIMARY KEY ({col.name})") + if col.foreign_key is not None: + constraints.append( + f"FOREIGN KEY ({col.name}) REFERENCES {col.foreign_key.reference()}" + ) + col_clause = ", ".join(cols) + constraint_clause = ", ".join(constraints) + sql = f"{create_clause} ({', '.join([col_clause, constraint_clause])})" + return sql + + +def insert(table, value_sets): + """ + Generates a PostgreSQL INSERT statement to insert values into a table. A single + row can be used with execute_statement and multiple rows can be used with + batch_execute_statement. + + :param table: The table where the values are inserted. + :param value_sets: The rows to insert into the table. Each row is a Python dict + where the keys are column names and the values are the values + to insert into the table. + :return: The PostgreSQL INSERT statement and parameter sets that can be passed to + the RDS Data Service. + """ + insert_clause = f"INSERT INTO {table.name}" + returning_clause = f"RETURNING *" + cols = [col.name for col in table.cols if not col.auto_increment] + vals = [f":{col}" for col in cols] + # Currently, the RETURNING clause does not have a material effect on the result set as seen by the Data API. + # That might not be a permanent limitation though. So set it up in case the response eventually includes + # the columns mentioned in RETURNING. + sql = f"{insert_clause} ({', '.join(cols)}) VALUES ({', '.join(vals)}) {returning_clause}" + param_sets = [_make_params(values) for values in value_sets] + return sql, param_sets + + +def insert_returning(table, value_sets): + """ + Generates a PostgreSQL INSERT statement to insert values into a table, and + use a RETURNING * clause to supply the inserted values back to the calling + function. (The caller must treat the SQL statement like a query, and unpack + the 'results' field of the return value.) + + Might not be needed forever, if Data API includes the RETURNING columns in the response. + In that case, can revert back to the insert() function above. + + A single row can be used with execute_statement and multiple rows can be used with + batch_execute_statement. + + :param table: The table where the values are inserted. + :param value_sets: The rows to insert into the table. Each row is a Python dict + where the keys are column names and the values are the values + to insert into the table. + :return: The PostgreSQL INSERT statement and parameter sets that can be passed to + the RDS Data Service. + """ + insert_clause = f"INSERT INTO {table.name}" + returning_clause = f"RETURNING *" + cols = [col.name for col in table.cols if not col.auto_increment] + vals = [f":{col}" for col in cols] + sql = f"WITH derived AS ({insert_clause} ({', '.join(cols)}) VALUES ({', '.join(vals)}) {returning_clause}) SELECT * FROM derived" + param_sets = [_make_params(values) for values in value_sets] + return sql, param_sets + + +def insert_without_batch(table, values_clause): + """ + Generates a PostgreSQL INSERT statement to insert values into a table. A single + row can be used with execute_statement and multiple rows can be used with + batch_execute_statement. + + :param table: The table where the values are inserted. + :param value_sets: The rows to insert into the table. Each row is a Python dict + where the keys are column names and the values are the values + to insert into the table. + :return: The PostgreSQL INSERT statement and parameter sets that can be passed to + the RDS Data Service. + """ + + insert_clause = f"INSERT INTO {table.name}" + returning_clause = f"RETURNING *" + cols = [col.name for col in table.cols if not col.auto_increment] + # The RETURNING clause currently does not have a material effect on the result set as seen by the Data API. + # This might not be a permanent limitation. If RETURNING does start to have an effect on the elements in + # the response, the INSERT logic can be simplified to get rid of the surrounding + # WITH ... (INSERT ... RETURNING) SELECT ... FROM syntax and just do INSERT ... RETURNING. + sql = ( + f"{insert_clause} ({', '.join(cols)}) VALUES {values_clause} {returning_clause}" + ) + + return sql + + +def update(table_name, set_values, where_clauses): + """ + Generates a PostgreSQL UPDATE statement to update rows in a table. + + :param table_name: The name of the table to update. + :param set_values: The values to update as a Python dict where keys are column + names and values are values to update. + :param where_clauses: A list of WHERE clauses that define which rows to update. + These clauses are a list of dicts as defined in the + _make_where_clauses function. + :return: The PostgreSQL UPDATE statement and parameters that can be passed to the + RDS Data Service. + """ + set_clauses = [f"{key}=:set_{key}" for key in set_values.keys()] + set_params = _make_params({f"set_{key}": val for key, val in set_values.items()}) + where_sql, where_params = _make_where_parts(where_clauses) + sql = f"UPDATE {table_name} SET {', '.join(set_clauses)}{where_sql}" + return sql, set_params + where_params + + +def query(primary_name, tables, where_clauses=None): + """ + Generates a PostgreSQL SELECT statement to retrieve data. This function recursively + walks the tree of foreign key relationships to build a query that joins all + tables necessary to retrieve full data rows. + + :param primary_name: The name of the primary table to query. + :param tables: The full list of tables in the database. These are used to + resolve foreign key relationships. + :param where_clauses: A list of WHERE clauses that limit the data to retrieve. + These clauses are a list of dicts as defined in the + _make_where_clauses function. + :return: The PostgreSQL SELECT statement, the list of columns that were included in + the query, and the parameters that can be passed to the RDS Data Service. + """ + columns = {} + joins = [] + + def build_query(table): + for col in table.cols: + if not col.foreign_key: + columns[f"{table.name}.{col.name}"] = col + else: + joins.append( + f"INNER JOIN {col.foreign_key.table_name} " + f"ON {table.name}.{col.name}=" + f"{col.foreign_key.table_name}.{col.foreign_key.column_name}" + ) + build_query(tables[col.foreign_key.table_name]) + + build_query(tables[primary_name]) + sql = f"SELECT {', '.join(columns.keys())} FROM {primary_name} {' '.join(joins)}" + where_sql, sql_params = _make_where_parts(where_clauses) + sql += where_sql + + return sql, columns, sql_params + + +def unpack_query_results(columns, results): + """ + Unpacks the result of a SELECT query into a list of Python dicts. + + :param columns: The columns that map to the fields in each result record. These + must be in the same order as the fields in the result records, + and are returned as the `columns` part of the `query` function. + :param results: The results returned from the SELECT query. + :return: The query records as a list of Python dicts. + """ + output = [ + { + col_key: val.get(VALUE_KEYS[col.data_type], None) + for col_key, col, val in zip(columns.keys(), columns.values(), record) + } + for record in results["records"] + ] + return output + + +def unpack_insert_results(results): + """ + Unpacks the result of an INSERT statement. + + :param results: The results from the INSERT statement. + :return: The ID of the inserted row. + """ + try: + return results["generatedFields"][0]["longValue"] + except: + logger.exception( + f"Error trying to unpack generatedFields value from result of INSERT statement: {str(results)}" + ) + raise + + +def unpack_insert_results_v2(results): + """ + Unpacks the result of an INSERT statement in Data API v2. + This is a PostgreSQL INSERT statement that was processed as a query, + with the results passed back via a RETURNING clause. + + :param results: The results from the INSERT statement. + :return: The ID of the inserted row. + """ + try: + new_id = results["records"][0][0]["longValue"] + return new_id + except: + logger.exception( + f"Error in unpack_insert_results_v2() trying to unpack generatedFields value from result of INSERT statement: {str(results)}" + ) + raise + + +def delete(table, value_sets): + """ + Generates a PostgreSQL DELETE statement used to delete rows from a table. + + :param table: The table to delete from. + :param value_sets: A list of values that define the rows to delete. To delete + one row, specify a single value that contains the row's ID. + :return: The PostgreSQL DELETE statement and parameter sets that can be passed to + the RDS Data Service. + """ + delete_clause = f"DELETE FROM {table.name}" + wheres = [f"{col.name}=:{col.name}" for col in table.cols if col.primary_key] + sql = f"{delete_clause} WHERE {' AND '.join(wheres)}" + param_sets = [_make_params(values) for values in value_sets] + return sql, param_sets diff --git a/python/cross_service/aurora_rest_lending_library/library_demo.py b/python/cross_service/aurora_rest_lending_library/library_demo.py index dc34656365b..eb893bd3a34 100644 --- a/python/cross_service/aurora_rest_lending_library/library_demo.py +++ b/python/cross_service/aurora_rest_lending_library/library_demo.py @@ -59,6 +59,56 @@ def find_api_url(stack_name): return api_url +def create_resources( + cluster_name, + db_name, + admin_name, + admin_password, + rds_client, + secret_name, + secrets_client, +): + """ + Creates cluster, database, and secrets resources for the lending library demo. + + :param cluster_name: The name of the Amazon Aurora cluster to create. + :param db_name: The name of the database to create in the Aurora cluster. + :param admin_name: The username of the database administrator. + :param admin_password: The password of the database administrator. This is + passed directly only when the database is created. + In all subsequent calls, an AWS Secrets Manager secret + is used. + :param rds_client: The Boto3 RDS client. + :param secret_name: The name of the secret that holds the database administrator + credentials. + :param secrets_client: The Boto3 Secrets Manager client. + :return: The newly created cluster and secret. + """ + cluster = aurora_tools.create_db_cluster( + cluster_name, db_name, admin_name, admin_password, rds_client + ) + secret = aurora_tools.create_aurora_secret( + secret_name, + admin_name, + admin_password, + cluster["Engine"], + cluster["Endpoint"], + cluster["Port"], + cluster["DBClusterIdentifier"], + secrets_client, + ) + + cluster_available_waiter = aurora_tools.ClusterAvailableWaiter(rds_client) + cluster_available_waiter.wait(cluster_name) + + # With Aurora Serverless v2, the cluster might be 'Available' while the + # writer instance is still 'Creating'. Wait for the instance to be available too. + instance_available_waiter = aurora_tools.DBInstanceAvailableWaiter(rds_client) + instance_available_waiter.wait("%s-instance" % cluster_name) + + return cluster, secret + + def fill_db_tables(books_url, storage): """ Fills the lending library database with example data. @@ -119,9 +169,27 @@ def do_deploy_rest(stack_name): :param stack_name: The name of the AWS CloudFormation stack to deploy. """ s3 = boto3.resource("s3") - bucket = s3.create_bucket(Bucket=f"demo-aurora-rest-deploy-{time.time_ns()}") - print(f"Creating bucket {bucket.name} to hold deployment package.") - bucket.wait_until_exists() + try: + bucket_name = f"demo-aurora-rest-deploy-{time.time_ns()}" + if s3.meta.client.meta.region_name != "us-east-1": + bucket = s3.create_bucket( + Bucket=bucket_name, + CreateBucketConfiguration={ + "LocationConstraint": s3.meta.client.meta.region_name + }, + ) + else: + bucket = s3.create_bucket( + Bucket=bucket_name, + ) + logger.info(f"Creating bucket {bucket.name} to hold deployment package.") + bucket.wait_until_exists() + except Exception as err: + logger.exception( + f"Error creating bucket name {bucket_name} with location constraint {s3.meta.client.meta.region_name}. Stopping." + ) + logger.exception(f"Exception details: {str(err)}") + raise commands = [ "chalice package --merge-template resources.json out", @@ -186,19 +254,24 @@ def do_rest_demo(stack_name): patron = patrons["patrons"][0] book = random.choice(books["books"]) - print(f"Lending _{book['Books.Title']}_ to {patron['Patrons.FirstName']}") + print(f"Lending the book '{book['Books.Title']}' to {patron['Patrons.FirstName']}") response = requests.put( urljoin(lending_url, f"{book['Books.BookID']}/{patron['Patrons.PatronID']}") ) - print(f"Response: {response.status_code}") - lending = requests.get(lending_url).json() - print("Books currently lent are:") - pprint(lending["books"]) - print(f"Returning _{book['Books.Title']}_.") + try: + response = requests.get(lending_url) + print(f"Response: {response.status_code}") + lending = response.json() + print("Books currently lent are:") + pprint(lending["books"]) + except Exception as err: + logger.exception(f"Error retrieving currently lent books: {err}") + raise + print(f"Returning '{book['Books.Title']}'.") response = requests.delete( urljoin(lending_url, f"{book['Books.BookID']}/{patron['Patrons.PatronID']}") ) - print(f"Response: {response.status_code}") + logger.info(f"Response: {response.status_code}") def main(): @@ -214,16 +287,20 @@ def main(): print("Welcome to the Amazon Relational Database Service (Amazon RDS) demo.") print("-" * 88) - if args.action == "populate_database": + if args.action == "deploy_database": + print("Deploying the serverless database and supporting resources.") + do_deploy_database(cluster_name, secret_name) + print("Next, run 'python library_demo.py deploy_rest' to deploy the REST API.") + elif args.action == "populate_database": print("Populating serverless database cluster with data.") do_populate_database(config["cluster"], config["db_name"], config["secret"]) - print("Next, run 'py library_demo.py deploy_rest' to deploy the REST API.") + print("Next, run 'python library_demo.py deploy_rest' to deploy the REST API.") elif args.action == "deploy_rest": print("Deploying the REST API components.") api_url = do_deploy_rest(config["cluster"]["cluster_name"]) print( f"Next, send HTTP requests to {api_url} or run " - f"'py library_demo.py demo_rest' " + f"'python library_demo.py demo_rest' " f"to see a demonstration of how to call the REST API by using the " f"Requests package." ) @@ -235,7 +312,7 @@ def main(): print(err) else: print( - "Next, give it a try yourself or run cdk destroy " + "Next, give it a try yourself or run 'python library_demo.py cleanup' " "to delete all demo resources." ) print("-" * 88) diff --git a/python/cross_service/aurora_rest_lending_library/rds_tools/aurora_tools.py b/python/cross_service/aurora_rest_lending_library/rds_tools/aurora_tools.py new file mode 100644 index 00000000000..8b97cf0266e --- /dev/null +++ b/python/cross_service/aurora_rest_lending_library/rds_tools/aurora_tools.py @@ -0,0 +1,188 @@ +# Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved. +# SPDX-License-Identifier: Apache-2.0 + +""" +Purpose + +Shows how to use the AWS SDK for Python (Boto3) to create and delete an Amazon Aurora +(Aurora) database cluster and create and delete an AWS Secrets Manager secret. +""" + +import json +import logging +import sys +from botocore.exceptions import ClientError + +# Add relative path to include demo_tools in this code example without need for setup. +sys.path.append("../..") +from demo_tools.custom_waiter import CustomWaiter, WaitState + +logger = logging.getLogger(__name__) + + +class ClusterAvailableWaiter(CustomWaiter): + """ + Waits for the database cluster to be available. + """ + + def __init__(self, client): + super().__init__( + "ClusterAvailable", + "DescribeDBClusters", + "DBClusters[].Status", + {"available": WaitState.SUCCESS}, + client, + matcher="pathAny", + ) + + def wait(self, cluster_name): + self._wait(DBClusterIdentifier=cluster_name) + + +class DBInstanceAvailableWaiter(CustomWaiter): + """ + Waits for the database instance to be available. + """ + + def __init__(self, client): + super().__init__( + "DBInstanceAvailable", + "DescribeDBInstances", + "DBInstances[].DBInstanceStatus", + {"available": WaitState.SUCCESS}, + client, + delay=10, + max_tries=120, + matcher="pathAny", + ) + + def wait(self, instance_name): + self._wait(DBInstanceIdentifier=instance_name) + + +def create_db_cluster(cluster_name, db_name, admin_name, admin_password, rds_client): + """ + Creates an Amazon Aurora database cluster using an Aurora Serverless v2 database instance, + and a PostgreSQL database within it. + + :param cluster_name: The name of the cluster to create. + :param db_name: The name of the database to create. + :param admin_name: The username of the database administrator. + :param admin_password: The password of the database administrator. + :param rds_client: The Boto3 Amazon RDS client. + :return: The newly created cluster. + """ + try: + create_cluster_response = rds_client.create_db_cluster( + DatabaseName=db_name, + DBClusterIdentifier=cluster_name, + EngineMode="provisioned", + Engine="aurora-postgresql", + EngineVersion="15", + MasterUsername=admin_name, + MasterUserPassword=admin_password, + EnableHttpEndpoint=True, + ServerlessV2ScalingConfiguration={"MinCapacity": 0.5, "MaxCapacity": 16}, + ) + cluster = create_cluster_response["DBCluster"] + logger.info( + "Created database %s in cluster %s.", + cluster["DatabaseName"], + cluster["DBClusterIdentifier"], + ) + except ClientError: + logger.exception( + "Couldn't create cluster %s containing database %s." + % (cluster_name, db_name) + ) + raise + + instance_name = "%s-instance" % cluster_name + try: + create_instance_response = rds_client.create_db_instance( + DBInstanceIdentifier=instance_name, + DBClusterIdentifier=cluster_name, + Engine="aurora-postgresql", + DBInstanceClass="db.serverless", + ) + instance = create_instance_response["DBInstance"] + except ClientError: + logger.exception("Couldn't create instance %s." % db_name) + raise + else: + return cluster + + +def delete_db_cluster(cluster_name, rds_client): + """ + Deletes an Amazon Aurora cluster and its associated writer DB instance. + + :param cluster_name: The name of the cluster to delete. + :param rds_client: The Boto3 Amazon RDS client. + """ + try: + rds_client.delete_db_instance( + DBInstanceIdentifier="%s-instance" % cluster_name, SkipFinalSnapshot=True + ) + rds_client.delete_db_cluster( + DBClusterIdentifier=cluster_name, SkipFinalSnapshot=True + ) + logger.info("Deleted cluster %s.", cluster_name) + except ClientError: + logger.exception("Couldn't delete cluster %s.", cluster_name) + raise + + +def create_aurora_secret( + secret_name, username, password, engine, host, port, cluster_name, secrets_client +): + """ + Creates an AWS Secrets Manager secret that contains PostgreSQL user credentials. + + :param secret_name: The name of the secret to create. + :param username: The username to store in the credentials. + :param password: The password to store in the credentials. + :param engine: The database engine these credentials are for, such as MySQL or PostgreSQL. + :param host: The endpoint URL of the Aurora cluster that contains the database + these credentials are for. + :param port: The port that can be used to connect to the database endpoint. + :param cluster_name: The name of the cluster that contains the database. + :param secrets_client: The Boto3 Secrets Manager client. + :return The newly created secret. + """ + aurora_admin_secret = { + "username": username, + "password": password, + "engine": engine, + "host": host, + "port": port, + "dbClusterIdentifier": cluster_name, + } + try: + secret = secrets_client.create_secret( + Name=secret_name, SecretString=json.dumps(aurora_admin_secret) + ) + logger.info("Created secret %s.", secret_name) + except ClientError: + logger.exception("Couldn't create secret %s.", secret_name) + raise + else: + return secret + + +def delete_secret(secret_name, secrets_client): + """ + Deletes an AWS Secrets Manager secret. Recovery data is not saved, so after + this action completes the secret cannot be used or recovered. + + :param secret_name: The name of the secret to delete. + :param secrets_client: The Boto3 Secrets Manager client. + """ + try: + secrets_client.delete_secret( + SecretId=secret_name, ForceDeleteWithoutRecovery=True + ) + logger.info("Deleted secret %s.", secret_name) + except ClientError: + logger.exception("Couldn't delete secret %s.", secret_name) + raise diff --git a/resources/cdk/aurora_serverless_app/README.md b/resources/cdk/aurora_serverless_app/README.md index aaa2a49a08b..48656e762bf 100644 --- a/resources/cdk/aurora_serverless_app/README.md +++ b/resources/cdk/aurora_serverless_app/README.md @@ -24,7 +24,7 @@ You can use the AWS Cloud Development Kit (AWS CDK) or the AWS Command Line Inte To deploy with the AWS CDK, you must install [Node.js](https://nodejs.org) and the [AWS CDK](https://docs.aws.amazon.com/cdk/v2/guide/getting_started.html). -This example was built and tested with AWS CDK 2.25.0. +This example was built and tested with AWS CDK 2.132.1. Deploy AWS resources by running the following at a command prompt in the `resources/cdk/aurora_serverless_app` folder: @@ -93,11 +93,11 @@ Replace the `resource-arn` and `secret-arn` values with the values that were out when you deployed the resource stack. ``` -aws rds-data execute-statement ^ - --resource-arn "arn:aws:rds:us-west-2:0123456789012:cluster:doc-example-aurora-app-docexampleauroraappcluster-1bqmf5EXAMPLE" ^ - --database "auroraappdb" ^ - --secret-arn "arn:aws:secretsmanager:us-west-2:0123456789012:secret:docexampleauroraappsecret8B-6N2njEXAMPLE-111222" ^ - --sql "CREATE TABLE Persons (PersonID int, LastName varchar(255), FirstName varchar(255));" +aws rds-data execute-statement \ + --resource-arn "arn:aws:rds:us-west-2:0123456789012:cluster:doc-example-aurora-app-docexampleauroraappcluster-1bqmf5EXAMPLE" \ + --database "auroraappdb" \ + --secret-arn "arn:aws:secretsmanager:us-west-2:0123456789012:secret:docexampleauroraappsecret8B-6N2njEXAMPLE-111222" \ + --sql "CREATE TABLE Persons (PersonID int, LastName varchar(255), FirstName varchar(255))" ``` > *Note:* Because Aurora is serverless, your cluster may need to warm up before it can @@ -107,13 +107,13 @@ aws rds-data execute-statement ^ You can insert a row into the `Persons` table by substituting SQL like the following: ``` - --sql "INSERT INTO Persons VALUES (1, 'Owusu', 'Efua');" + --sql "INSERT INTO Persons VALUES (1, 'Owusu', 'Efua')" ``` Or get all data from the `Persons` table: ``` - --sql "SELECT * FROM Persons;" + --sql "SELECT * FROM Persons" ``` ## Destroying resources diff --git a/resources/cdk/aurora_serverless_app/package-lock.json b/resources/cdk/aurora_serverless_app/package-lock.json index e8156d3eb17..e3bf768106f 100644 --- a/resources/cdk/aurora_serverless_app/package-lock.json +++ b/resources/cdk/aurora_serverless_app/package-lock.json @@ -1,7 +1,7 @@ { "name": "setup", "version": "0.1.0", - "lockfileVersion": 2, + "lockfileVersion": 3, "requires": true, "packages": { "": { @@ -9,7 +9,7 @@ "version": "0.1.0", "dependencies": { "aws-cdk": "^2.115.0", - "aws-cdk-lib": "^2.80.0", + "aws-cdk-lib": "^2.132.1", "constructs": "^10.0.38", "source-map-support": "^0.5.21" }, @@ -19,7 +19,7 @@ "devDependencies": { "@types/jest": "^27.4.0", "@types/node": "^17.0.10", - "aws-cdk-lib": "^2.80.0", + "aws-cdk-lib": "^2.132.1", "constructs": "^10.0.38", "jest": "^27.4.7", "ts-jest": "^27.1.3", @@ -32,22 +32,22 @@ } }, "node_modules/@ampproject/remapping": { - 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"integrity": "sha512-Ux4ygGWsu2c7isFWe8Yu1YluJmqVhxqK2cLXNQA5AcC3QfbGNpM7fu0Y8b/z16pXLnFxZYvWhd3fhBY9DLmC6Q==", - "dev": true - } } } diff --git a/resources/cdk/aurora_serverless_app/package.json b/resources/cdk/aurora_serverless_app/package.json index dff2d3cdb4a..6cfc9c08894 100644 --- a/resources/cdk/aurora_serverless_app/package.json +++ b/resources/cdk/aurora_serverless_app/package.json @@ -17,7 +17,7 @@ "devDependencies": { "@types/jest": "^27.4.0", "@types/node": "^17.0.10", - "aws-cdk-lib": "^2.80.0", + "aws-cdk-lib": "^2.132.1", "constructs": "^10.0.38", "jest": "^27.4.7", "ts-jest": "^27.1.3", @@ -28,6 +28,7 @@ "aws-cdk": "^2.115.0", "aws-cdk-lib": "^2.80.0", "constructs": "^10.0.38", - "source-map-support": "^0.5.21" + "source-map-support": "^0.5.21", + "aws-cdk-lib": "^2.132.1" } } diff --git a/resources/cdk/aurora_serverless_app/setup.ts b/resources/cdk/aurora_serverless_app/setup.ts index 75cec12020d..8f8d7e5e1c5 100644 --- a/resources/cdk/aurora_serverless_app/setup.ts +++ b/resources/cdk/aurora_serverless_app/setup.ts @@ -14,11 +14,23 @@ import 'source-map-support/register'; import {Construct} from "constructs"; import {App, CfnOutput, Duration, Stack, StackProps} from 'aws-cdk-lib'; import {Secret} from 'aws-cdk-lib/aws-secretsmanager'; -import {Credentials, DatabaseClusterEngine, ServerlessCluster} from "aws-cdk-lib/aws-rds"; +import {InstanceType, InstanceClass, InstanceSize, Vpc, SubnetType} from 'aws-cdk-lib/aws-ec2'; +import {Credentials, DatabaseClusterEngine, DatabaseCluster, DatabaseInstance, ClusterInstance, AuroraPostgresEngineVersion} from "aws-cdk-lib/aws-rds"; export class SetupStack extends Stack { constructor(scope: Construct, id: string, props?: StackProps) { - super(scope, id, props); + + const newProps: StackProps = { + // Start with the properties passed in to the original constructor + ...props, + // Add in values from the environment variables that specify the AWS account and AWS Region + env: { + account: process.env.CDK_DEFAULT_ACCOUNT, + region: process.env.CDK_DEFAULT_REGION, + }, + }; + + super(scope, id, newProps); const username = 'docexampleadmin' const secret: Secret = new Secret(this, 'doc-example-aurora-app-secret', { @@ -33,12 +45,20 @@ export class SetupStack extends Stack { }); const dbname = 'auroraappdb' - const cluster: ServerlessCluster = new ServerlessCluster(this, 'doc-example-aurora-app-cluster', { - engine: DatabaseClusterEngine.AURORA_MYSQL, + const defaultVpc = Vpc.fromLookup(this, 'defaultVpc', {isDefault: true}); + + const cluster: DatabaseCluster = new DatabaseCluster(this, 'doc-example-aurora-app-cluster', { + engine: DatabaseClusterEngine.auroraPostgres({ version: AuroraPostgresEngineVersion.of('15.5','15') }), defaultDatabaseName: dbname, enableDataApi: true, - scaling: {autoPause: Duration.minutes(0)}, - credentials: Credentials.fromSecret(secret, username) + serverlessV2MinCapacity: 0.5, + serverlessV2MaxCapacity: 8, + + vpc: defaultVpc, + vpcSubnets: { subnetType: SubnetType.PUBLIC }, + + writer: ClusterInstance.serverlessV2('writer', { }), + credentials: Credentials.fromSecret(secret, username), }) // Create outputs from the stack. These values are required by Amazon Relational diff --git a/resources/cdk/aurora_serverless_app/setup.yaml b/resources/cdk/aurora_serverless_app/setup.yaml index 8c79b938a36..4f6d63bc97b 100644 --- a/resources/cdk/aurora_serverless_app/setup.yaml +++ b/resources/cdk/aurora_serverless_app/setup.yaml @@ -24,11 +24,10 @@ Resources: docexampleauroraappclusterEB7E1241: Type: AWS::RDS::DBCluster Properties: - Engine: aurora-mysql + Engine: aurora-postgresql DatabaseName: auroraappdb - DBClusterParameterGroupName: default.aurora-mysql5.7 + DBClusterParameterGroupName: default.aurora-postgresql15 EnableHttpEndpoint: true - EngineMode: serverless MasterUsername: docexampleadmin MasterUserPassword: Fn::Join: @@ -36,14 +35,22 @@ Resources: - - "{{resolve:secretsmanager:" - Ref: docexampleauroraappsecret8BAF8B56 - :SecretString:password::}} - ScalingConfiguration: - AutoPause: false + ServerlessV2ScalingConfiguration: + MinCapacity: 0.5 + MaxCapacity: 8 StorageEncrypted: true VpcSecurityGroupIds: [] UpdateReplacePolicy: Snapshot DeletionPolicy: Snapshot Metadata: aws:cdk:path: doc-example-aurora-app/doc-example-aurora-app-cluster/Resource + docexampleauroraappinstanceEB7E1241: + Type: AWS::RDS::DBInstance + DependsOn: docexampleauroraappclusterEB7E1241 + Properties: + DBClusterIdentifier: !Ref docexampleauroraappclusterEB7E1241 + Engine: aurora-postgresql + DBInstanceClass: db.serverless CDKMetadata: Type: AWS::CDK::Metadata Properties: