Переглянути джерело

Extract flow rule checker from FlowRule

- Extract flow rule checker from legacy `passCheck`
- Remove redundant code
- Refactor FlowSlot (some logic moved from FlowRuleManager)
- Rename `Controller` to `TrafficShapingController`

Signed-off-by: Eric Zhao <sczyh16@gmail.com>
master
Eric Zhao 6 роки тому
джерело
коміт
d4d63fad95
8 змінених файлів з 245 додано та 172 видалено
  1. +20
    -93
      sentinel-core/src/main/java/com/alibaba/csp/sentinel/slots/block/flow/FlowRule.java
  2. +106
    -0
      sentinel-core/src/main/java/com/alibaba/csp/sentinel/slots/block/flow/FlowRuleChecker.java
  3. +5
    -15
      sentinel-core/src/main/java/com/alibaba/csp/sentinel/slots/block/flow/FlowRuleManager.java
  4. +89
    -48
      sentinel-core/src/main/java/com/alibaba/csp/sentinel/slots/block/flow/FlowSlot.java
  5. +10
    -2
      sentinel-core/src/main/java/com/alibaba/csp/sentinel/slots/block/flow/TrafficShapingController.java
  6. +6
    -5
      sentinel-core/src/main/java/com/alibaba/csp/sentinel/slots/block/flow/controller/DefaultController.java
  7. +2
    -2
      sentinel-core/src/main/java/com/alibaba/csp/sentinel/slots/block/flow/controller/RateLimiterController.java
  8. +7
    -7
      sentinel-core/src/main/java/com/alibaba/csp/sentinel/slots/block/flow/controller/WarmUpController.java

+ 20
- 93
sentinel-core/src/main/java/com/alibaba/csp/sentinel/slots/block/flow/FlowRule.java Переглянути файл

@@ -15,18 +15,15 @@
*/
package com.alibaba.csp.sentinel.slots.block.flow;

import com.alibaba.csp.sentinel.util.StringUtil;
import com.alibaba.csp.sentinel.context.Context;
import com.alibaba.csp.sentinel.node.DefaultNode;
import com.alibaba.csp.sentinel.node.Node;
import com.alibaba.csp.sentinel.slots.block.AbstractRule;
import com.alibaba.csp.sentinel.slots.block.RuleConstant;
import com.alibaba.csp.sentinel.slots.clusterbuilder.ClusterBuilderSlot;

/***
/**
* <p>
* Each flow rule is mainly composed of three factors: <strong>grade</strong>,
* <strong>strategy</strong> and <strong>controlBehavior</strong>.
* Each flow rule is mainly composed of three factors: <strong>grade</strong>,
* <strong>strategy</strong> and <strong>controlBehavior</strong>:
* </p>
* <ul>
* <li>The {@link #grade} represents the threshold type of flow control (by QPS or thread count).</li>
@@ -45,6 +42,12 @@ public class FlowRule extends AbstractRule {
setLimitApp(RuleConstant.LIMIT_APP_DEFAULT);
}

public FlowRule(String resourceName) {
super();
setResource(resourceName);
setLimitApp(RuleConstant.LIMIT_APP_DEFAULT);
}

/**
* The threshold type of flow control (0: thread count, 1: QPS).
*/
@@ -65,7 +68,7 @@ public class FlowRule extends AbstractRule {
private int strategy = RuleConstant.STRATEGY_DIRECT;

/**
* Reference resource in flow control with relevant resource.
* Reference resource in flow control with relevant resource or context.
*/
private String refResource;

@@ -82,7 +85,10 @@ public class FlowRule extends AbstractRule {
*/
private int maxQueueingTimeMs = 500;

private Controller controller;
/**
* The traffic shaping (throttling) controller.
*/
private TrafficShapingController controller;

public int getControlBehavior() {
return controlBehavior;
@@ -102,11 +108,15 @@ public class FlowRule extends AbstractRule {
return this;
}

public FlowRule setRater(Controller rater) {
FlowRule setRater(TrafficShapingController rater) {
this.controller = rater;
return this;
}

TrafficShapingController getRater() {
return controller;
}

public int getWarmUpPeriodSec() {
return warmUpPeriodSec;
}
@@ -154,90 +164,7 @@ public class FlowRule extends AbstractRule {

@Override
public boolean passCheck(Context context, DefaultNode node, int acquireCount, Object... args) {
String limitApp = this.getLimitApp();
if (limitApp == null) {
return true;
}

String origin = context.getOrigin();
Node selectedNode = selectNodeByRequesterAndStrategy(origin, context, node);
if (selectedNode == null) {
return true;
}

return controller.canPass(selectedNode, acquireCount);
}

private Node selectNodeByRequesterAndStrategy(String origin, Context context, DefaultNode node) {
// The limit app should not be empty.
String limitApp = this.getLimitApp();

if (limitApp.equals(origin)) {
if (strategy == RuleConstant.STRATEGY_DIRECT) {
return context.getOriginNode();
}

String refResource = this.getRefResource();
if (StringUtil.isEmpty(refResource)) {
return null;
}

if (strategy == RuleConstant.STRATEGY_RELATE) {
return ClusterBuilderSlot.getClusterNode(refResource);
}

if (strategy == RuleConstant.STRATEGY_CHAIN) {
if (!refResource.equals(context.getName())) {
return null;
}
return node;
}

} else if (RuleConstant.LIMIT_APP_DEFAULT.equals(limitApp)) {
if (strategy == RuleConstant.STRATEGY_DIRECT) {
return node.getClusterNode();
}
String refResource = this.getRefResource();
if (StringUtil.isEmpty(refResource)) {
return null;
}

if (strategy == RuleConstant.STRATEGY_RELATE) {
return ClusterBuilderSlot.getClusterNode(refResource);
}

if (strategy == RuleConstant.STRATEGY_CHAIN) {
if (!refResource.equals(context.getName())) {
return null;
}
return node;
}

} else if (RuleConstant.LIMIT_APP_OTHER.equals(limitApp)
&& FlowRuleManager.isOtherOrigin(origin, getResource())) {
if (strategy == RuleConstant.STRATEGY_DIRECT) {
return context.getOriginNode();
}

String refResource = this.getRefResource();
if (StringUtil.isEmpty(refResource)) {
return null;
}
if (strategy == RuleConstant.STRATEGY_RELATE) {
return ClusterBuilderSlot.getClusterNode(refResource);
}

if (strategy == RuleConstant.STRATEGY_CHAIN) {
if (!refResource.equals(context.getName())) {
return null;
}
if (node != null) {
return node;
}
}
}

return null;
return true;
}

@Override


+ 106
- 0
sentinel-core/src/main/java/com/alibaba/csp/sentinel/slots/block/flow/FlowRuleChecker.java Переглянути файл

@@ -0,0 +1,106 @@
/*
* Copyright 1999-2018 Alibaba Group Holding Ltd.
*
* Licensed under the Apache License, Version 2.0 (the "License");
* you may not use this file except in compliance with the License.
* You may obtain a copy of the License at
*
* http://www.apache.org/licenses/LICENSE-2.0
*
* Unless required by applicable law or agreed to in writing, software
* distributed under the License is distributed on an "AS IS" BASIS,
* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
* See the License for the specific language governing permissions and
* limitations under the License.
*/
package com.alibaba.csp.sentinel.slots.block.flow;

import com.alibaba.csp.sentinel.context.Context;
import com.alibaba.csp.sentinel.node.DefaultNode;
import com.alibaba.csp.sentinel.node.Node;
import com.alibaba.csp.sentinel.slots.block.RuleConstant;
import com.alibaba.csp.sentinel.slots.clusterbuilder.ClusterBuilderSlot;
import com.alibaba.csp.sentinel.util.StringUtil;

/**
* Rule checker for flow control rules.
*
* @author Eric Zhao
*/
final class FlowRuleChecker {

static boolean passCheck(/*@NonNull*/ FlowRule rule, Context context, DefaultNode node, int acquireCount) {
String limitApp = rule.getLimitApp();
if (limitApp == null) {
return true;
}

Node selectedNode = selectNodeByRequesterAndStrategy(rule, context, node);
if (selectedNode == null) {
return true;
}

return rule.getRater().canPass(selectedNode, acquireCount);
}

static Node selectReferenceNode(FlowRule rule, Context context, DefaultNode node) {
String refResource = rule.getRefResource();
int strategy = rule.getStrategy();

if (StringUtil.isEmpty(refResource)) {
return null;
}

if (strategy == RuleConstant.STRATEGY_RELATE) {
return ClusterBuilderSlot.getClusterNode(refResource);
}

if (strategy == RuleConstant.STRATEGY_CHAIN) {
if (!refResource.equals(context.getName())) {
return null;
}
return node;
}
// No node.
return null;
}

private static boolean filterOrigin(String origin) {
// Origin cannot be `default` or `other`.
return !RuleConstant.LIMIT_APP_DEFAULT.equals(origin) && !RuleConstant.LIMIT_APP_OTHER.equals(origin);
}

static Node selectNodeByRequesterAndStrategy(/*@NonNull*/ FlowRule rule, Context context, DefaultNode node) {
// The limit app should not be empty.
String limitApp = rule.getLimitApp();
int strategy = rule.getStrategy();
String origin = context.getOrigin();

if (limitApp.equals(origin) && filterOrigin(origin)) {
if (strategy == RuleConstant.STRATEGY_DIRECT) {
// Matches limit origin, return origin statistic node.
return context.getOriginNode();
}

return selectReferenceNode(rule, context, node);
} else if (RuleConstant.LIMIT_APP_DEFAULT.equals(limitApp)) {
if (strategy == RuleConstant.STRATEGY_DIRECT) {
// Return the cluster node.
return node.getClusterNode();
}

return selectReferenceNode(rule, context, node);
} else if (RuleConstant.LIMIT_APP_OTHER.equals(limitApp)
&& FlowRuleManager.isOtherOrigin(origin, rule.getResource())) {
if (strategy == RuleConstant.STRATEGY_DIRECT) {
return context.getOriginNode();
}

return selectReferenceNode(rule, context, node);
}

return null;
}

private FlowRuleChecker() {}
}

+ 5
- 15
sentinel-core/src/main/java/com/alibaba/csp/sentinel/slots/block/flow/FlowRuleManager.java Переглянути файл

@@ -26,14 +26,10 @@ import java.util.concurrent.TimeUnit;
import com.alibaba.csp.sentinel.concurrent.NamedThreadFactory;
import com.alibaba.csp.sentinel.log.RecordLog;
import com.alibaba.csp.sentinel.util.StringUtil;
import com.alibaba.csp.sentinel.context.Context;
import com.alibaba.csp.sentinel.node.DefaultNode;
import com.alibaba.csp.sentinel.node.metric.MetricTimerListener;
import com.alibaba.csp.sentinel.property.DynamicSentinelProperty;
import com.alibaba.csp.sentinel.property.PropertyListener;
import com.alibaba.csp.sentinel.property.SentinelProperty;
import com.alibaba.csp.sentinel.slotchain.ResourceWrapper;
import com.alibaba.csp.sentinel.slots.block.BlockException;
import com.alibaba.csp.sentinel.slots.block.RuleConstant;
import com.alibaba.csp.sentinel.slots.block.flow.controller.DefaultController;
import com.alibaba.csp.sentinel.slots.block.flow.controller.RateLimiterController;
@@ -118,7 +114,7 @@ public class FlowRuleManager {
rule.setLimitApp(RuleConstant.LIMIT_APP_DEFAULT);
}

Controller rater = new DefaultController(rule.getCount(), rule.getGrade());
TrafficShapingController rater = new DefaultController(rule.getCount(), rule.getGrade());
if (rule.getGrade() == RuleConstant.FLOW_GRADE_QPS
&& rule.getControlBehavior() == RuleConstant.CONTROL_BEHAVIOR_WARM_UP
&& rule.getWarmUpPeriodSec() > 0) {
@@ -151,16 +147,8 @@ public class FlowRuleManager {
return newRuleMap;
}

public static void checkFlow(ResourceWrapper resource, Context context, DefaultNode node, int count)
throws BlockException {
List<FlowRule> rules = flowRules.get(resource.getName());
if (rules != null) {
for (FlowRule rule : rules) {
if (!rule.passCheck(context, node, count)) {
throw new FlowException(rule.getLimitApp());
}
}
}
static Map<String, List<FlowRule>> getFlowRules() {
return flowRules;
}

public static boolean hasConfig(String resource) {
@@ -232,6 +220,8 @@ public class FlowRuleManager {
return rule.getWarmUpPeriodSec() > 0;
case RuleConstant.CONTROL_BEHAVIOR_RATE_LIMITER:
return rule.getMaxQueueingTimeMs() > 0;
case RuleConstant.CONTROL_BEHAVIOR_WARM_UP_RATE_LIMITER:
return rule.getWarmUpPeriodSec() > 0 && rule.getMaxQueueingTimeMs() > 0;
default:
return true;
}


+ 89
- 48
sentinel-core/src/main/java/com/alibaba/csp/sentinel/slots/block/flow/FlowSlot.java Переглянути файл

@@ -15,45 +15,64 @@
*/
package com.alibaba.csp.sentinel.slots.block.flow;

import java.util.List;
import java.util.Map;

import com.alibaba.csp.sentinel.context.Context;
import com.alibaba.csp.sentinel.node.DefaultNode;
import com.alibaba.csp.sentinel.slotchain.AbstractLinkedProcessorSlot;
import com.alibaba.csp.sentinel.slotchain.ResourceWrapper;
import com.alibaba.csp.sentinel.slots.block.BlockException;

/**
* <p>
* Combined the runtime statistics collected from the previous
* slots(NodeSelectorSlot, ClusterNodeBuilderSlot, and StatistcSlot), FlowSlot
* slots (NodeSelectorSlot, ClusterNodeBuilderSlot, and StatisticSlot), FlowSlot
* will use pre-set rules to decide whether the incoming requests should be
* blocked.
* </p>
*
* {@code SphU.entry (resourceName) }will throw FlowException if any rule is
* triggered. user can customize his own logic by catching FlowException.
* <p>
* {@code SphU.entry(resourceName)} will throw {@code FlowException} if any rule is
* triggered. Users can customize their own logic by catching {@code FlowException}.
* </p>
*
* <p>
* One resource can have multiple flow rules. FlowSlot traverses these rules
* until one of them is triggered or all rules have been traversed.
* </p>
*
* Each FlowRule is mainly composed of the 2 factors: grade, strategy, path; we
* <p>
* Each {@link FlowRule} is mainly composed of these factors: grade, strategy, path. We
* can combine these factors to achieve different effects.
* </p>
*
* The grade is defined by the grade field in FlowRule. Here, 0 for thread
* isolation and 1 for request count shaping. Both thread count and request
* <p>
* The grade is defined by the {@code grade} field in {@link FlowRule}. Here, 0 for thread
* isolation and 1 for request count shaping (QPS). Both thread count and request
* count are collected in real runtime, and we can view these statistics by
* following command: {@code
* curl http:// localhost:8719 / tree?type = root`
* idx id thread pass blocked success total aRt 1m-pass 1m-block 1m-all exeption
* following command:
* </p>
*
* <pre>
* curl http://localhost:8719/tree
*
* idx id thread pass blocked success total aRt 1m-pass 1m-block 1m-all exception
* 2 abc647 0 460 46 46 1 27 630 276 897 0
* }
*
* Thread for the count of threads that is currently processing the resource;
* pass for the count of incoming request within one second; blocked for the
* count of requests blocked within one second; success for the count of the
* requests successfully within one second; RT for the average response time of
* the requests within a second; total for the sum of incoming requests and
* blocked requests within one second; 1m-pass is for the count of incoming
* requests within one minute; 1m-block is for the count of a request blocked
* within one minute; 1m -all is the total of incoming and blocked requests
* within 1 minute; exception is for the count of exceptions in one second.
* </pre>
*
* <ul>
* <li>{@code thread} for the count of threads that is currently processing the resource</li>
* <li>{@code pass} for the count of incoming request within one second</li>
* <li>{@code blocked} for the count of requests blocked within one second</li>
* <li>{@code success} for the count of the requests successfully handled by Sentinel within one second</li>
* <li>{@code RT} for the average response time of the requests within a second</li>
* <li>{@code total} for the sum of incoming requests and blocked requests within one second</li>
* <li>{@code 1m-pass} is for the count of incoming requests within one minute</li>
* <li>{@code 1m-block} is for the count of a request blocked within one minute</li>
* <li>{@code 1m-all} is the total of incoming and blocked requests within one minute</li>
* <li>{@code exception} is for the count of business (customized) exceptions in one second</li>
* </ul>
*
* This stage is usually used to protect resources from occupying. If a resource
* takes long time to finish, threads will begin to occupy. The longer the
@@ -71,57 +90,79 @@ import com.alibaba.csp.sentinel.slotchain.ResourceWrapper;
* The benefit of using thread pool is that, it can walk away gracefully when
* time out. But it also bring us the cost of context switch and additional
* threads. If the incoming requests is already served in a separated thread,
* for instance, a servelet request, it will almost double the threads count if
* for instance, a Servlet HTTP request, it will almost double the threads count if
* using thread pool.
*
* ### QPS Shaping ### When qps exceeds the threshold, we will take actions to
* control the incoming request, and is configured by "controlBehavior" field in
* flowrule
*
* 1. immediately reject(RuleConstant.CONTROL_BEHAVIOR_DEFAULT)
*
* <h3>Traffic Shaping</h3>
* <p>
* When QPS exceeds the threshold, Sentinel will take actions to control the incoming request,
* and is configured by {@code controlBehavior} field in flow rules.
* </p>
* <ol>
* <li>Immediately reject ({@code RuleConstant.CONTROL_BEHAVIOR_DEFAULT})</li>
* <p>
* This is the default behavior. The exceeded request is rejected immediately
* and the FlowException is thrown
* </p>
*
* 2. Warmup(RuleConstant.CONTROL_BEHAVIOR_WARM_UP)
*
* If the usage of system has been low for a while, and a large amount of
* <li>Warmup ({@code RuleConstant.CONTROL_BEHAVIOR_WARM_UP})</li>
* <p>
* If the load of system has been low for a while, and a large amount of
* requests comes, the system might not be able to handle all these requests at
* once. However if we steady increase the incoming request, the system can warm
* up and finally be able to handle all the requests.If the usage of system has
* been low for a while, and a large amount of requests comes, the system might
* not be able to handle all these requests at once. However if we steady
* increase the incoming request, the system can warm up and finally be able to
* handle all the requests. This warmup period can be configured by setting the
* field "warmUpPeriodSec" in flow rule.
*
* 3.Rate limiter(RuleConstant.CONTROL_BEHAVIOR_RATE_LIMITER) This strategy
* strictly controls the interval between requests. In other words, it allows
* requests to pass at a stable rate.
* <img src="https://github.com/alibaba/Sentinel/wiki/image/queue.gif" width=
* "300" height="200" /> This strategy is an implement of leaky bucket
* (https://en.wikipedia.org/wiki/Leaky_bucket). It is used to handle the
* request at a stable rate and is often used in burst traffic. For instance,
* Message. When a large number of requests beyond the system’s capacity arrive
* up and finally be able to handle all the requests.
* This warmup period can be configured by setting the field {@code warmUpPeriodSec} in flow rules.
* </p>
*
* <li>Uniform Rate Limiting ({@code RuleConstant.CONTROL_BEHAVIOR_RATE_LIMITER})</li>
* <p>
* This strategy strictly controls the interval between requests.
* In other words, it allows requests to pass at a stable, uniform rate.
* </p>
* <img src="https://raw.githubusercontent.com/wiki/alibaba/Sentinel/image/uniform-speed-queue.png" style="max-width:
* 60%;"/>
* <p>
* This strategy is an implement of <a href="https://en.wikipedia.org/wiki/Leaky_bucket">leaky bucket</a>.
* It is used to handle the request at a stable rate and is often used in burst traffic (e.g. message handling).
* When a large number of requests beyond the system’s capacity arrive
* at the same time, the system using this strategy will handle requests and its
* fixed rate until all the requests have been processed or time out.
* </p>
* </ol>
*
* @author jialiang.linjl
* @author Eric Zhao
*/
public class FlowSlot extends AbstractLinkedProcessorSlot<DefaultNode> {

@Override
public void entry(Context context, ResourceWrapper resourceWrapper, DefaultNode node, int count, Object... args)
throws Throwable {

FlowRuleManager.checkFlow(resourceWrapper, context, node, count);
checkFlow(resourceWrapper, context, node, count);

fireEntry(context, resourceWrapper, node, count, args);
}

void checkFlow(ResourceWrapper resource, Context context, DefaultNode node, int count) throws BlockException {
// Flow rule map cannot be null.
Map<String, List<FlowRule>> flowRules = FlowRuleManager.getFlowRules();

List<FlowRule> rules = flowRules.get(resource.getName());
if (rules != null) {
for (FlowRule rule : rules) {
if (!canPassCheck(rule, context, node, count)) {
throw new FlowException(rule.getLimitApp());
}
}
}
}

boolean canPassCheck(FlowRule rule, Context context, DefaultNode node, int count) {
return FlowRuleChecker.passCheck(rule, context, node, count);
}

@Override
public void exit(Context context, ResourceWrapper resourceWrapper, int count, Object... args) {
fireExit(context, resourceWrapper, count, args);
}

}

sentinel-core/src/main/java/com/alibaba/csp/sentinel/slots/block/flow/Controller.java → sentinel-core/src/main/java/com/alibaba/csp/sentinel/slots/block/flow/TrafficShapingController.java Переглянути файл

@@ -18,10 +18,18 @@ package com.alibaba.csp.sentinel.slots.block.flow;
import com.alibaba.csp.sentinel.node.Node;

/**
* A universal interface for traffic shaping controller.
*
* @author jialiang.linjl
*/
public interface Controller {
public interface TrafficShapingController {

/**
* Check whether given resource entry can pass with provided count.
*
* @param node resource node
* @param acquireCount count to acquire
* @return true if the resource entry can pass; false if it should be blocked
*/
boolean canPass(Node node, int acquireCount);

}

+ 6
- 5
sentinel-core/src/main/java/com/alibaba/csp/sentinel/slots/block/flow/controller/DefaultController.java Переглянути файл

@@ -17,18 +17,19 @@ package com.alibaba.csp.sentinel.slots.block.flow.controller;

import com.alibaba.csp.sentinel.node.Node;
import com.alibaba.csp.sentinel.slots.block.RuleConstant;
import com.alibaba.csp.sentinel.slots.block.flow.Controller;
import com.alibaba.csp.sentinel.slots.block.flow.TrafficShapingController;

/**
* Default throttling controller (immediately reject strategy).
*
* @author jialiang.linjl
*/
public class DefaultController implements Controller {
public class DefaultController implements TrafficShapingController {

double count = 0;
int grade = 0;
private double count;
private int grade;

public DefaultController(double count, int grade) {
super();
this.count = count;
this.grade = grade;
}


+ 2
- 2
sentinel-core/src/main/java/com/alibaba/csp/sentinel/slots/block/flow/controller/RateLimiterController.java Переглянути файл

@@ -17,7 +17,7 @@ package com.alibaba.csp.sentinel.slots.block.flow.controller;

import java.util.concurrent.atomic.AtomicLong;

import com.alibaba.csp.sentinel.slots.block.flow.Controller;
import com.alibaba.csp.sentinel.slots.block.flow.TrafficShapingController;

import com.alibaba.csp.sentinel.util.TimeUtil;
import com.alibaba.csp.sentinel.node.Node;
@@ -25,7 +25,7 @@ import com.alibaba.csp.sentinel.node.Node;
/**
* @author jialiang.linjl
*/
public class RateLimiterController implements Controller {
public class RateLimiterController implements TrafficShapingController {

private final int maxQueueingTimeMs;
private final double count;


+ 7
- 7
sentinel-core/src/main/java/com/alibaba/csp/sentinel/slots/block/flow/controller/WarmUpController.java Переглянути файл

@@ -19,17 +19,17 @@ import java.util.concurrent.atomic.AtomicLong;

import com.alibaba.csp.sentinel.util.TimeUtil;
import com.alibaba.csp.sentinel.node.Node;
import com.alibaba.csp.sentinel.slots.block.flow.Controller;
import com.alibaba.csp.sentinel.slots.block.flow.TrafficShapingController;

/**
* The principle idea comes from guava. However, the calculation of guava is
* rate-based, which means that we need to translate rate to qps.
*
* https://github.com/google/guava/blob/master/guava/src/com/google/common/util/concurrent/SmoothRateLimiter.java
* <p>
* The principle idea comes from Guava. However, the calculation of Guava is
* rate-based, which means that we need to translate rate to QPS.
* </p>
*
* Requests arriving at the pulse may drag down long idle systems even though it
* has a much larger handling capability in stable period. It usually happens in
* scenarios that require extra time for initialization, for example, db
* scenarios that require extra time for initialization, e.g. DB
* establishes a connection; connects to a remote service, and so on.
*
* That’s why we need “warm up”.
@@ -61,7 +61,7 @@ import com.alibaba.csp.sentinel.slots.block.flow.Controller;
*
* @author jialiang.linjl
*/
public class WarmUpController implements Controller {
public class WarmUpController implements TrafficShapingController {

protected double count;
private int coldFactor;


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