入门指南:服务间的弹性
通过模拟系统故障来测试Dapr的弹性功能。在本入门指南中,您将会:
- 运行两个微服务应用程序:
checkout
和order-processor
。checkout
将持续向order-processor
发起Dapr服务调用请求。 - 通过模拟系统故障来触发弹性机制。
- 移除故障以让微服务应用程序恢复。

在继续入门指南之前,选择您偏好的Dapr SDK语言版本。
前提条件
对于此示例,您将需要:
步骤1:设置环境
克隆入门指南仓库中提供的示例。
git clone https://github.com/dapr/quickstarts.git
步骤2:运行order-processor
服务
在终端窗口中,从入门指南目录的根目录导航到order-processor
目录。
cd service_invocation/python/http/order-processor
安装依赖项:
pip3 install -r requirements.txt
运行order-processor
服务及其Dapr sidecar。
dapr run --app-port 8001 --app-id order-processor --resources-path ../../../resources/ --app-protocol http --dapr-http-port 3501 -- python3 app.py
步骤3:运行checkout
服务应用程序
在新的终端窗口中,从入门指南目录的根目录导航到checkout
目录。
cd service_invocation/python/http/checkout
安装依赖项:
pip3 install -r requirements.txt
运行checkout
服务及其Dapr sidecar。
dapr run --app-id checkout --resources-path ../../../resources/ --app-protocol http --dapr-http-port 3500 -- python3 app.py
Dapr sidecar随后加载位于资源目录中的弹性配置:
apiVersion: dapr.io/v1alpha1
kind: Resiliency
metadata:
name: myresiliency
scopes:
- checkout
spec:
policies:
retries:
retryForever:
policy: constant
maxInterval: 5s
maxRetries: -1
circuitBreakers:
simpleCB:
maxRequests: 1
timeout: 5s
trip: consecutiveFailures >= 5
targets:
apps:
order-processor:
retry: retryForever
circuitBreaker: simpleCB
步骤4:查看服务调用输出
当两个服务和sidecar都在运行时,注意订单如何通过Dapr服务调用从checkout
服务传递到order-processor
服务。
checkout
服务输出:
== APP == Order passed: {"orderId": 1}
== APP == Order passed: {"orderId": 2}
== APP == Order passed: {"orderId": 3}
== APP == Order passed: {"orderId": 4}
order-processor
服务输出:
== APP == Order received: {"orderId": 1}
== APP == Order received: {"orderId": 2}
== APP == Order received: {"orderId": 3}
== APP == Order received: {"orderId": 4}
步骤5:引入故障
通过停止order-processor
服务来模拟故障。一旦实例停止,来自checkout
服务的服务调用操作将开始失败。
由于resiliency.yaml
配置将order-processor
服务定义为弹性目标,所有失败的请求将应用重试和断路器策略:
targets:
apps:
order-processor:
retry: retryForever
circuitBreaker: simpleCB
在order-processor
窗口中,停止服务:
CTRL + C
一旦第一个请求失败,名为retryForever
的重试策略将被应用:
INFO[0005] Error processing operation endpoint[order-processor, order-processor:orders]. Retrying...
重试将以5秒的间隔无限期地继续每个失败的请求。
retryForever:
policy: constant
maxInterval: 5s
maxRetries: -1
一旦连续5次重试失败,断路器策略simpleCB
将被触发,断路器打开,停止所有请求:
INFO[0025] Circuit breaker "order-processor:orders" changed state from closed to open
circuitBreakers:
simpleCB:
maxRequests: 1
timeout: 5s
trip: consecutiveFailures >= 5
经过5秒后,断路器将切换到半开状态,允许一个请求通过以验证故障是否已解决。如果请求继续失败,断路器将再次触发回到打开状态。
INFO[0030] Circuit breaker "order-processor:orders" changed state from open to half-open
INFO[0030] Circuit breaker "order-processor:orders" changed state from half-open to open
INFO[0030] Circuit breaker "order-processor:orders" changed state from open to half-open
INFO[0030] Circuit breaker "order-processor:orders" changed state from half-open to open
这种半开/打开行为将持续到order-processor
服务停止为止。
步骤6:移除故障
一旦您重新启动order-processor
服务,应用程序将无缝恢复,继续接受订单请求。
在order-processor
服务终端中,重新启动应用程序:
dapr run --app-port 8001 --app-id order-processor --app-protocol http --dapr-http-port 3501 -- python3 app.py
checkout
服务输出:
== APP == Order passed: {"orderId": 5}
== APP == Order passed: {"orderId": 6}
== APP == Order passed: {"orderId": 7}
== APP == Order passed: {"orderId": 8}
== APP == Order passed: {"orderId": 9}
== APP == Order passed: {"orderId": 10}
order-processor
服务输出:
== APP == Order received: {"orderId": 5}
== APP == Order received: {"orderId": 6}
== APP == Order received: {"orderId": 7}
== APP == Order received: {"orderId": 8}
== APP == Order received: {"orderId": 9}
== APP == Order received: {"orderId": 10}
前提条件
对于此示例,您将需要:
步骤1:设置环境
克隆入门指南仓库中提供的示例。
git clone https://github.com/dapr/quickstarts.git
步骤2:运行order-processor
服务
在终端窗口中,从入门指南目录的根目录导航到order-processor
目录。
cd service_invocation/javascript/http/order-processor
安装依赖项:
npm install
运行order-processor
服务及其Dapr sidecar。
dapr run --app-port 5001 --app-id order-processor --resources-path ../../../resources/ --app-protocol http --dapr-http-port 3501 -- npm start
步骤3:运行checkout
服务应用程序
在新的终端窗口中,从入门指南目录的根目录导航到checkout
目录。
cd service_invocation/javascript/http/checkout
安装依赖项:
npm install
运行checkout
服务及其Dapr sidecar。
dapr run --app-id checkout --resources-path ../../../resources/ --app-protocol http --dapr-http-port 3500 -- npm start
Dapr sidecar随后加载位于资源目录中的弹性配置:
apiVersion: dapr.io/v1alpha1
kind: Resiliency
metadata:
name: myresiliency
scopes:
- checkout
spec:
policies:
retries:
retryForever:
policy: constant
maxInterval: 5s
maxRetries: -1
circuitBreakers:
simpleCB:
maxRequests: 1
timeout: 5s
trip: consecutiveFailures >= 5
targets:
apps:
order-processor:
retry: retryForever
circuitBreaker: simpleCB
步骤4:查看服务调用输出
当两个服务和sidecar都在运行时,注意订单如何通过Dapr服务调用从checkout
服务传递到order-processor
服务。
checkout
服务输出:
== APP == Order passed: {"orderId": 1}
== APP == Order passed: {"orderId": 2}
== APP == Order passed: {"orderId": 3}
== APP == Order passed: {"orderId": 4}
order-processor
服务输出:
== APP == Order received: {"orderId": 1}
== APP == Order received: {"orderId": 2}
== APP == Order received: {"orderId": 3}
== APP == Order received: {"orderId": 4}
步骤5:引入故障
通过停止order-processor
服务来模拟故障。一旦实例停止,来自checkout
服务的服务调用操作将开始失败。
由于resiliency.yaml
配置将order-processor
服务定义为弹性目标,所有失败的请求将应用重试和断路器策略:
targets:
apps:
order-processor:
retry: retryForever
circuitBreaker: simpleCB
在order-processor
窗口中,停止服务:
CMD + C
CTRL + C
一旦第一个请求失败,名为retryForever
的重试策略将被应用:
INFO[0005] Error processing operation endpoint[order-processor, order-processor:orders]. Retrying...
重试将以5秒的间隔无限期地继续每个失败的请求。
retryForever:
policy: constant
maxInterval: 5s
maxRetries: -1
一旦连续5次重试失败,断路器策略simpleCB
将被触发,断路器打开,停止所有请求:
INFO[0025] Circuit breaker "order-processor:orders" changed state from closed to open
circuitBreakers:
simpleCB:
maxRequests: 1
timeout: 5s
trip: consecutiveFailures >= 5
经过5秒后,断路器将切换到半开状态,允许一个请求通过以验证故障是否已解决。如果请求继续失败,断路器将再次触发回到打开状态。
INFO[0030] Circuit breaker "order-processor:orders" changed state from open to half-open
INFO[0030] Circuit breaker "order-processor:orders" changed state from half-open to open
INFO[0030] Circuit breaker "order-processor:orders" changed state from open to half-open
INFO[0030] Circuit breaker "order-processor:orders" changed state from half-open to open
这种半开/打开行为将持续到order-processor
服务停止为止。
步骤6:移除故障
一旦您重新启动order-processor
服务,应用程序将无缝恢复,继续接受订单请求。
在order-processor
服务终端中,重新启动应用程序:
dapr run --app-port 5001 --app-id order-processor --resources-path ../../../resources/ --app-protocol http --dapr-http-port 3501 -- npm start
checkout
服务输出:
== APP == Order passed: {"orderId": 5}
== APP == Order passed: {"orderId": 6}
== APP == Order passed: {"orderId": 7}
== APP == Order passed: {"orderId": 8}
== APP == Order passed: {"orderId": 9}
== APP == Order passed: {"orderId": 10}
order-processor
服务输出:
== APP == Order received: {"orderId": 5}
== APP == Order received: {"orderId": 6}
== APP == Order received: {"orderId": 7}
== APP == Order received: {"orderId": 8}
== APP == Order received: {"orderId": 9}
== APP == Order received: {"orderId": 10}
前提条件
对于此示例,您将需要:
步骤1:设置环境
克隆入门指南仓库中提供的示例。
git clone https://github.com/dapr/quickstarts.git
步骤2:运行order-processor
服务
在终端窗口中,从入门指南目录的根目录导航到order-processor
目录。
cd service_invocation/csharp/http/order-processor
安装依赖项:
dotnet restore
dotnet build
运行order-processor
服务及其Dapr sidecar。
dapr run --app-port 7001 --app-id order-processor --resources-path ../../../resources/ --app-protocol http --dapr-http-port 3501 -- dotnet run
步骤3:运行checkout
服务应用程序
在新的终端窗口中,从入门指南目录的根目录导航到checkout
目录。
cd service_invocation/csharp/http/checkout
安装依赖项:
dotnet restore
dotnet build
运行checkout
服务及其Dapr sidecar。
dapr run --app-id checkout --resources-path ../../../resources/ --app-protocol http --dapr-http-port 3500 -- dotnet run
Dapr sidecar随后加载位于资源目录中的弹性配置:
apiVersion: dapr.io/v1alpha1
kind: Resiliency
metadata:
name: myresiliency
scopes:
- checkout
spec:
policies:
retries:
retryForever:
policy: constant
maxInterval: 5s
maxRetries: -1
circuitBreakers:
simpleCB:
maxRequests: 1
timeout: 5s
trip: consecutiveFailures >= 5
targets:
apps:
order-processor:
retry: retryForever
circuitBreaker: simpleCB
步骤4:查看服务调用输出
当两个服务和sidecar都在运行时,注意订单如何通过Dapr服务调用从checkout
服务传递到order-processor
服务。
checkout
服务输出:
== APP == Order passed: {"orderId": 1}
== APP == Order passed: {"orderId": 2}
== APP == Order passed: {"orderId": 3}
== APP == Order passed: {"orderId": 4}
order-processor
服务输出:
== APP == Order received: {"orderId": 1}
== APP == Order received: {"orderId": 2}
== APP == Order received: {"orderId": 3}
== APP == Order received: {"orderId": 4}
步骤5:引入故障
通过停止order-processor
服务来模拟故障。一旦实例停止,来自checkout
服务的服务调用操作将开始失败。
由于resiliency.yaml
配置将order-processor
服务定义为弹性目标,所有失败的请求将应用重试和断路器策略:
targets:
apps:
order-processor:
retry: retryForever
circuitBreaker: simpleCB
在order-processor
窗口中,停止服务:
CMD + C
CTRL + C
一旦第一个请求失败,名为retryForever
的重试策略将被应用:
INFO[0005] Error processing operation endpoint[order-processor, order-processor:orders]. Retrying...
重试将以5秒的间隔无限期地继续每个失败的请求。
retryForever:
policy: constant
maxInterval: 5s
maxRetries: -1
一旦连续5次重试失败,断路器策略simpleCB
将被触发,断路器打开,停止所有请求:
INFO[0025] Circuit breaker "order-processor:orders" changed state from closed to open
circuitBreakers:
simpleCB:
maxRequests: 1
timeout: 5s
trip: consecutiveFailures >= 5
经过5秒后,断路器将切换到半开状态,允许一个请求通过以验证故障是否已解决。如果请求继续失败,断路器将再次触发回到打开状态。
INFO[0030] Circuit breaker "order-processor:orders" changed state from open to half-open
INFO[0030] Circuit breaker "order-processor:orders" changed state from half-open to open
INFO[0030] Circuit breaker "order-processor:orders" changed state from open to half-open
INFO[0030] Circuit breaker "order-processor:orders" changed state from half-open to open
这种半开/打开行为将持续到order-processor
服务停止为止。
步骤6:移除故障
一旦您重新启动order-processor
服务,应用程序将无缝恢复,继续接受订单请求。
在order-processor
服务终端中,重新启动应用程序:
dapr run --app-port 7001 --app-id order-processor --app-protocol http --dapr-http-port 3501 -- dotnet run
checkout
服务输出:
== APP == Order passed: {"orderId": 5}
== APP == Order passed: {"orderId": 6}
== APP == Order passed: {"orderId": 7}
== APP == Order passed: {"orderId": 8}
== APP == Order passed: {"orderId": 9}
== APP == Order passed: {"orderId": 10}
order-processor
服务输出:
== APP == Order received: {"orderId": 5}
== APP == Order received: {"orderId": 6}
== APP == Order received: {"orderId": 7}
== APP == Order received: {"orderId": 8}
== APP == Order received: {"orderId": 9}
== APP == Order received: {"orderId": 10}
前提条件
对于此示例,您将需要:
- Dapr CLI和已初始化的环境。
- Java JDK 17(或更高版本):
- Oracle JDK,或
- OpenJDK
- Apache Maven,版本3.x。
步骤1:设置环境
克隆入门指南仓库中提供的示例。
git clone https://github.com/dapr/quickstarts.git
步骤2:运行order-processor
服务
在终端窗口中,从入门指南目录的根目录导航到order-processor
目录。
cd service_invocation/java/http/order-processor
安装依赖项:
mvn clean install
运行order-processor
服务及其Dapr sidecar。
dapr run --app-id order-processor --resources-path ../../../resources/ --app-port 9001 --app-protocol http --dapr-http-port 3501 -- java -jar target/OrderProcessingService-0.0.1-SNAPSHOT.jar
步骤3:运行checkout
服务应用程序
在新的终端窗口中,从入门指南目录的根目录导航到checkout
目录。
cd service_invocation/java/http/checkout
安装依赖项:
mvn clean install
运行checkout
服务及其Dapr sidecar。
dapr run --app-id checkout --resources-path ../../../resources/ --app-protocol http --dapr-http-port 3500 -- java -jar target/CheckoutService-0.0.1-SNAPSHOT.jar
Dapr sidecar随后加载位于资源目录中的弹性配置:
apiVersion: dapr.io/v1alpha1
kind: Resiliency
metadata:
name: myresiliency
scopes:
- checkout
spec:
policies:
retries:
retryForever:
policy: constant
maxInterval: 5s
maxRetries: -1
circuitBreakers:
simpleCB:
maxRequests: 1
timeout: 5s
trip: consecutiveFailures >= 5
targets:
apps:
order-processor:
retry: retryForever
circuitBreaker: simpleCB
步骤4:查看服务调用输出
当两个服务和sidecar都在运行时,注意订单如何通过Dapr服务调用从checkout
服务传递到order-processor
服务。
checkout
服务输出:
== APP == Order passed: {"orderId": 1}
== APP == Order passed: {"orderId": 2}
== APP == Order passed: {"orderId": 3}
== APP == Order passed: {"orderId": 4}
order-processor
服务输出:
== APP == Order received: {"orderId": 1}
== APP == Order received: {"orderId": 2}
== APP == Order received: {"orderId": 3}
== APP == Order received: {"orderId": 4}
步骤5:引入故障
通过停止order-processor
服务来模拟故障。一旦实例停止,来自checkout
服务的服务调用操作将开始失败。
由于resiliency.yaml
配置将order-processor
服务定义为弹性目标,所有失败的请求将应用重试和断路器策略:
targets:
apps:
order-processor:
retry: retryForever
circuitBreaker: simpleCB
在order-processor
窗口中,停止服务:
CMD + C
CTRL + C
一旦第一个请求失败,名为retryForever
的重试策略将被应用:
INFO[0005] Error processing operation endpoint[order-processor, order-processor:orders]. Retrying...
重试将以5秒的间隔无限期地继续每个失败的请求。
retryForever:
policy: constant
maxInterval: 5s
maxRetries: -1
一旦连续5次重试失败,断路器策略simpleCB
将被触发,断路器打开,停止所有请求:
INFO[0025] Circuit breaker "order-processor:orders" changed state from closed to open
circuitBreakers:
simpleCB:
maxRequests: 1
timeout: 5s
trip: consecutiveFailures >= 5
经过5秒后,断路器将切换到半开状态,允许一个请求通过以验证故障是否已解决。如果请求继续失败,断路器将再次触发回到打开状态。
INFO[0030] Circuit breaker "order-processor:orders" changed state from open to half-open
INFO[0030] Circuit breaker "order-processor:orders" changed state from half-open to open
INFO[0030] Circuit breaker "order-processor:orders" changed state from open to half-open
INFO[0030] Circuit breaker "order-processor:orders" changed state from half-open to open
这种半开/打开行为将持续到order-processor
服务停止为止。
步骤6:移除故障
一旦您重新启动order-processor
服务,应用程序将无缝恢复,继续接受订单请求。
在order-processor
服务终端中,重新启动应用程序:
dapr run --app-id order-processor --resources-path ../../../resources/ --app-port 9001 --app-protocol http --dapr-http-port 3501 -- java -jar target/OrderProcessingService-0.0.1-SNAPSHOT.jar
checkout
服务输出:
== APP == Order passed: {"orderId": 5}
== APP == Order passed: {"orderId": 6}
== APP == Order passed: {"orderId": 7}
== APP == Order passed: {"orderId": 8}
== APP == Order passed: {"orderId": 9}
== APP == Order passed: {"orderId": 10}
order-processor
服务输出:
== APP == Order received: {"orderId": 5}
== APP == Order received: {"orderId": 6}
== APP == Order received: {"orderId": 7}
== APP == Order received: {"orderId": 8}
== APP == Order received: {"orderId": 9}
== APP == Order received: {"orderId": 10}
前提条件
对于此示例,您将需要:
步骤1:设置环境
克隆入门指南仓库中提供的示例。
git clone https://github.com/dapr/quickstarts.git
步骤2:运行order-processor
服务
在终端窗口中,从入门指南目录的根目录导航到order-processor
目录。
cd service_invocation/go/http/order-processor
安装依赖项:
go build .
运行order-processor
服务及其Dapr sidecar。
dapr run --app-port 6001 --app-id order-processor --resources-path ../../../resources/ --app-protocol http --dapr-http-port 3501 -- go run .
步骤3:运行checkout
服务应用程序
在新的终端窗口中,从入门指南目录的根目录导航到checkout
目录。
cd service_invocation/go/http/checkout
安装依赖项:
go build .
运行checkout
服务及其Dapr sidecar。
dapr run --app-id checkout --resources-path ../../../resources/ --app-protocol http --dapr-http-port 3500 -- go run .
Dapr sidecar随后加载位于资源目录中的弹性配置:
apiVersion: dapr.io/v1alpha1
kind: Resiliency
metadata:
name: myresiliency
scopes:
- checkout
spec:
policies:
retries:
retryForever:
policy: constant
maxInterval: 5s
maxRetries: -1
circuitBreakers:
simpleCB:
maxRequests: 1
timeout: 5s
trip: consecutiveFailures >= 5
targets:
apps:
order-processor:
retry: retryForever
circuitBreaker: simpleCB
步骤4:查看服务调用输出
当两个服务和sidecar都在运行时,注意订单如何通过Dapr服务调用从checkout
服务传递到order-processor
服务。
checkout
服务输出:
== APP == Order passed: {"orderId": 1}
== APP == Order passed: {"orderId": 2}
== APP == Order passed: {"orderId": 3}
== APP == Order passed: {"orderId": 4}
order-processor
服务输出:
== APP == Order received: {"orderId": 1}
== APP == Order received: {"orderId": 2}
== APP == Order received: {"orderId": 3}
== APP == Order received: {"orderId": 4}
步骤5:引入故障
通过停止order-processor
服务来模拟故障。一旦实例停止,来自checkout
服务的服务调用操作将开始失败。
由于resiliency.yaml
配置将order-processor
服务定义为弹性目标,所有失败的请求将应用重试和断路器策略:
targets:
apps:
order-processor:
retry: retryForever
circuitBreaker: simpleCB
在order-processor
窗口中,停止服务:
CMD + C
CTRL + C
一旦第一个请求失败,名为retryForever
的重试策略将被应用:
INFO[0005] Error processing operation endpoint[order-processor, order-processor:orders]. Retrying...
重试将以5秒的间隔无限期地继续每个失败的请求。
retryForever:
policy: constant
maxInterval: 5s
maxRetries: -1
一旦连续5次重试失败,断路器策略simpleCB
将被触发,断路器打开,停止所有请求:
INFO[0025] Circuit breaker "order-processor:orders" changed state from closed to open
circuitBreakers:
simpleCB:
maxRequests: 1
timeout: 5s
trip: consecutiveFailures >= 5
经过5秒后,断路器将切换到半开状态,允许一个请求通过以验证故障是否已解决。如果请求继续失败,断路器将再次触发回到打开状态。
INFO[0030] Circuit breaker "order-processor:orders" changed state from open to half-open
INFO[0030] Circuit breaker "order-processor:orders" changed state from half-open to open
INFO[0030] Circuit breaker "order-processor:orders" changed state from open to half-open
INFO[0030] Circuit breaker "order-processor:orders" changed state from half-open to open
这种半开/打开行为将持续到order-processor
服务停止为止。
步骤6:移除故障
一旦您重新启动order-processor
服务,应用程序将无缝恢复,继续接受订单请求。
在order-processor
服务终端中,重新启动应用程序:
dapr run --app-port 6001 --app-id order-processor --resources-path ../../../resources/ --app-protocol http --dapr-http-port 3501 -- go run .
checkout
服务输出:
== APP == Order passed: {"orderId": 5}
== APP == Order passed: {"orderId": 6}
== APP == Order passed: {"orderId": 7}
== APP == Order passed: {"orderId": 8}
== APP == Order passed: {"orderId": 9}
== APP == Order passed: {"orderId": 10}
order-processor
服务输出:
== APP == Order received: {"orderId": 5}
== APP == Order received: {"orderId": 6}
== APP == Order received: {"orderId": 7}
== APP == Order received: {"orderId": 8}
== APP == Order received: {"orderId": 9}
== APP == Order received: {"orderId": 10}
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