aws(学习笔记第四十三课) s3_sns_sqs_lambda_chain
文章目录
- aws(学习笔记第四十三课) s3_sns_sqs_lambda_chain
- 学习内容:
- 1. 整体架构
- 1.1 代码链接
- 1.2 整体架构
- 1.3 测试代码需要的修改
- 1.3.1 `unit test`代码中引入`stack`的修改
- 1.3.2 `test_outputs_created`代码中把错误的去掉
- 2. 代码解析
- 2.1 生成`dead_letter_queue`死信队列和`upload_queue`文件上传队列
- 2.3 创建`sqs topic`并对其进行订阅`subscribe`
- 2.4 创建`S3 bucket`
- 2.5 为`S3 bucket`绑定`SNS Topic`
- 2.6 创建`lambda`函数
- 2.7 对`upload_queue`绑定`lambda`函数
- 2.8 输出`cdk`的`output`
- 2.8.1 `UploadFileToS3Example`
- 2.8.2 `UploadSqsQueueUrl`
- 2.8.3 `LambdaFunctionName`
- 2.8.4 `LambdaFunctionLogGroupName`
- 3 执行`cdk`
- 3.1 执行`cdk`
- 3.2 执行`cdk`的结果
- 3.3 `output`检查
- 3.4 向`S3 bucket`上传`csv`文件
- 4 使用`unit test`进行`aws cdk`的测试
- 4.1 `unit test`代码
- 4.1.1 创建`mock stack`
- 4.1.2 创建`test`
- 4.2 进行`unit test`
aws(学习笔记第四十三课) s3_sns_sqs_lambda_chain
- 使用
lambda
监视S3 upload event
,并使用unit test
进行aws cdk
的测试
学习内容:
- 使用
dead_letter_queue
死信队列 - 使用
sqs
的队列 - 使用
unit test
进行aws cdk
的测试
1. 整体架构
1.1 代码链接
代码连接(s3_sns_sqs_lambda_chain)
1.2 整体架构
1.3 测试代码需要的修改
1.3.1 unit test
代码中引入stack
的修改
import aws_cdk as cdk
import pytestfrom s3_sns_sqs_lambda_chain.s3_sns_sqs_lambda_chain_stack import S3SnsSqsLambdaChainStack
s3_sns_sqs_lambda_chain
这里如果不加上,那么会报错。
1.3.2 test_outputs_created
代码中把错误的去掉
def test_outputs_created(template):"""Test for CloudFormation Outputs- Upload File To S3 Instructions- Queue Url- Lambda Function Name- Lambda Function Log Group Name"""# template.hastemplate.has_output("UploadFileToS3Example", {})template.has_output("UploadSqsQueueUrl", {})template.has_output("LambdaFunctionName", {})template.has_output("LambdaFunctionLogGroupName", {})
template.has
这里要去掉,如果不去掉就会执行错误。
2. 代码解析
2.1 生成dead_letter_queue
死信队列和upload_queue
文件上传队列
# Note: A dead-letter queue is optional but it helps capture any failed messagesdlq = sqs.Queue(self,id="dead_letter_queue_id",retention_period=Duration.days(7))dead_letter_queue = sqs.DeadLetterQueue(max_receive_count=1,queue=dlq)upload_queue = sqs.Queue(self,id="sample_queue_id",dead_letter_queue=dead_letter_queue,visibility_timeout = Duration.seconds(LAMBDA_TIMEOUT * 6))
2.3 创建sqs topic
并对其进行订阅subscribe
sqs_subscription = sns_subs.SqsSubscription(upload_queue,raw_message_delivery=True)upload_event_topic = sns.Topic(self,id="sample_sns_topic_id")# This binds the SNS Topic to the SQS Queueupload_event_topic.add_subscription(sqs_subscription)
2.4 创建S3 bucket
# Note: Lifecycle Rules are optional but are included here to keep costs# low by cleaning up old files or moving them to lower cost storage optionss3_bucket = s3.Bucket(self,id="sample_bucket_id",block_public_access=s3.BlockPublicAccess.BLOCK_ALL,versioned=True,lifecycle_rules=[s3.LifecycleRule(enabled=True,expiration=Duration.days(365),transitions=[s3.Transition(storage_class=s3.StorageClass.INFREQUENT_ACCESS,transition_after=Duration.days(30)),s3.Transition(storage_class=s3.StorageClass.GLACIER,transition_after=Duration.days(90)),])])
这里考虑成本,所以30days
之后s3.StorageClass.INFREQUENT_ACCESS
,所以90days
之后s3.StorageClass.GLACIER
。
2.5 为S3 bucket
绑定SNS Topic
# Note: If you don't specify a filter all uploads will trigger an event.# Also, modifying the event type will handle other object operations# This binds the S3 bucket to the SNS Topics3_bucket.add_event_notification(s3.EventType.OBJECT_CREATED_PUT,s3n.SnsDestination(upload_event_topic),s3.NotificationKeyFilter(prefix="uploads", suffix=".csv"))
2.6 创建lambda
函数
function = _lambda.Function(self, "lambda_function",runtime=_lambda.Runtime.PYTHON_3_9,handler="lambda_function.handler",code=_lambda.Code.from_asset(path=lambda_dir),timeout = Duration.seconds(LAMBDA_TIMEOUT))
lambda
函数的实现:
def handler(event, context):# output event to logsprint(event)return {'statusCode': 200,'body': event}
2.7 对upload_queue
绑定lambda
函数
# This binds the lambda to the SQS Queueinvoke_event_source = lambda_events.SqsEventSource(upload_queue)function.add_event_source(invoke_event_source)
2.8 输出cdk
的output
2.8.1 UploadFileToS3Example
这里创建了一个CfnOutput
,用于输出上传本地文件到S3 bucket
上的示例command
。
CfnOutput(self,"UploadFileToS3Example",value="aws s3 cp <local-path-to-file> s3://{}/".format(s3_bucket.bucket_name),description="Upload a file to S3 (using AWS CLI) to trigger the SQS chain",)
2.8.2 UploadSqsQueueUrl
这里输出一个Output
,用于表示upload_queue
的queue_url
。
CfnOutput(self,"UploadSqsQueueUrl",value=upload_queue.queue_url,description="Link to the SQS Queue triggered on S3 uploads",)
2.8.3 LambdaFunctionName
这里输出一个Output
,用于表示lambda
的函数名。
CfnOutput(self,"LambdaFunctionName",value=function.function_name,)
2.8.4 LambdaFunctionLogGroupName
这里输出一个Output
,用于表示lambda
函数的log
输出的log group
。
CfnOutput(self,"LambdaFunctionLogGroupName",value=function.log_group.log_group_name,)
3 执行cdk
3.1 执行cdk
python -m venv .venv
source ./.venv/Scripts/activate
pip install -r requirement.txt
cdk --require-approval never deploy
3.2 执行cdk
的结果
3.3 output
检查
3.4 向S3 bucket
上传csv
文件
aws s3 cp ./uploads_bbb.csv s3://s3-sns-sqs-lambda-stack-samplebucketideae240bf-l2je2slhprg2/
这里,每次上传csv
文件都会触发lambda
函数调用。
4 使用unit test
进行aws cdk
的测试
4.1 unit test
代码
4.1.1 创建mock stack
@pytest.fixture
def template():"""Generate a mock stack that embeds the orchestrator construct for testing"""script_dir = pathlib.Path(__file__).parentlambda_dir = str(script_dir.joinpath("..", "..", "lambda"))app = cdk.App()stack = S3SnsSqsLambdaChainStack(app,"s3-sns-sqs-lambda-stack",lambda_dir=lambda_dir)return cdk.assertions.Template.from_stack(stack)
4.1.2 创建test
测试topic
关联
def test_sns_topic_created(template):"""Test for SNS Topic and Subscription: S3 Uploadvent Notification"""template.resource_count_is("AWS::SNS::Subscription", 1)template.resource_count_is("AWS::SNS::Topic", 1)template.resource_count_is("AWS::SNS::TopicPolicy", 1)
测试queue
关联
def test_sqs_queue_created(template):"""Test for SQS Queue:- Queue to process uploads- Dead-letter Queue"""template.resource_count_is("AWS::SQS::Queue", 2)template.resource_count_is("AWS::SQS::QueuePolicy", 1)
测试lambda
关联
def test_lambdas_created(template):"""Test for Lambdas created:- Sample Lambda- Bucket Notification Handler (automatically provisioned)- Log Retention (automatically provisioned)"""template.resource_count_is("AWS::Lambda::Function", 3)template.resource_count_is("AWS::Lambda::EventSourceMapping", 1)
测试output
关联
def test_outputs_created(template):"""Test for CloudFormation Outputs- Upload File To S3 Instructions- Queue Url- Lambda Function Name- Lambda Function Log Group Name"""template.has_output("UploadFileToS3Example", {})template.has_output("UploadSqsQueueUrl", {})template.has_output("LambdaFunctionName", {})template.has_output("LambdaFunctionLogGroupName", {})
4.2 进行unit test
- 进行依赖包的安装
pip install -r requirements-dev.txt
- 进行
unit test
pytest