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The following commit(s) were added to refs/heads/master by this push:
     new 2e45cd29 feat(core): support load vertex/edge snapshot (#269)
2e45cd29 is described below

commit 2e45cd2983436172589802b35a6c2715a1af90bc
Author: Aaron Wang <[email protected]>
AuthorDate: Sun Oct 22 11:54:56 2023 +0800

    feat(core): support load vertex/edge snapshot (#269)
---
 .../computer/core/config/ComputerOptions.java      |  56 +++++
 computer-core/pom.xml                              |   5 +
 .../computer/core/input/WorkerInputManager.java    |  21 +-
 .../core/network/buffer/FileRegionBuffer.java      |   5 +
 .../computer/core/receiver/MessageRecvManager.java |  24 +-
 .../core/receiver/MessageRecvPartition.java        |   4 +
 .../core/receiver/MessageRecvPartitions.java       |  19 +-
 .../receiver/edge/EdgeMessageRecvPartitions.java   |  16 +-
 .../message/ComputeMessageRecvPartitions.java      |  13 +-
 .../vertex/VertexMessageRecvPartitions.java        |  16 +-
 .../computer/core/snapshot/SnapshotManager.java    | 254 +++++++++++++++++++++
 .../computer/core/worker/WorkerService.java        |  10 +-
 computer-dist/release-docs/LICENSE                 |   1 +
 .../release-docs/licenses/LICENSE-minio.txt        | 202 ++++++++++++++++
 computer-test/pom.xml                              |   4 +
 .../computer/core/compute/ComputeManagerTest.java  |   8 +-
 .../core/compute/input/EdgesInputTest.java         |   6 +
 .../core/compute/input/MessageInputTest.java       |   6 +
 .../core/network/DataServerManagerTest.java        |   5 +
 .../core/receiver/MessageRecvManagerTest.java      |   6 +
 pom.xml                                            |   1 +
 21 files changed, 657 insertions(+), 25 deletions(-)

diff --git 
a/computer-api/src/main/java/org/apache/hugegraph/computer/core/config/ComputerOptions.java
 
b/computer-api/src/main/java/org/apache/hugegraph/computer/core/config/ComputerOptions.java
index cce7447d..43f3b6ca 100644
--- 
a/computer-api/src/main/java/org/apache/hugegraph/computer/core/config/ComputerOptions.java
+++ 
b/computer-api/src/main/java/org/apache/hugegraph/computer/core/config/ComputerOptions.java
@@ -198,6 +198,62 @@ public class ComputerOptions extends OptionHolder {
                     ""
             );
 
+    public static final ConfigOption<Boolean> SNAPSHOT_WRITE =
+            new ConfigOption<>(
+                    "snapshot.write",
+                    "Whether to write snapshot of input vertex/edge 
partitions.",
+                    allowValues(true, false),
+                    false
+            );
+
+    public static final ConfigOption<Boolean> SNAPSHOT_LOAD =
+            new ConfigOption<>(
+                    "snapshot.load",
+                    "Whether to load from snapshot of vertex/edge partitions.",
+                    allowValues(true, false),
+                    false
+            );
+
+    public static final ConfigOption<String> SNAPSHOT_NAME =
+            new ConfigOption<>(
+                    "snapshot.name",
+                    "The user-defined snapshot name.",
+                    null,
+                    ""
+            );
+
+    public static final ConfigOption<String> SNAPSHOT_MINIO_ENDPOINT =
+            new ConfigOption<>(
+                    "snapshot.minio_endpoint",
+                    "The endpoint of MinIO, MinIO can be used to store 
snapshots.",
+                    null,
+                    ""
+            );
+
+    public static final ConfigOption<String> SNAPSHOT_MINIO_ACCESS_KEY =
+            new ConfigOption<>(
+                    "snapshot.minio_access_key",
+                    "The access key of MinIO.",
+                    null,
+                    ""
+            );
+
+    public static final ConfigOption<String> SNAPSHOT_MINIO_SECRET_KEY =
+            new ConfigOption<>(
+                    "snapshot.minio_secret_key",
+                    "The secret key of MinIO.",
+                    null,
+                    ""
+            );
+
+    public static final ConfigOption<String> SNAPSHOT_MINIO_BUCKET_NAME =
+            new ConfigOption<>(
+                    "snapshot.minio_bucket_name",
+                    "The bucket name of MinIO.",
+                    null,
+                    ""
+            );
+
     public static final ConfigOption<Integer> INPUT_SEND_THREAD_NUMS =
             new ConfigOption<>(
                     "input.send_thread_nums",
diff --git a/computer-core/pom.xml b/computer-core/pom.xml
index 6344acbb..ee53458e 100644
--- a/computer-core/pom.xml
+++ b/computer-core/pom.xml
@@ -60,6 +60,11 @@
             <groupId>org.apache.hadoop</groupId>
             <artifactId>hadoop-common</artifactId>
         </dependency>
+        <dependency>
+            <groupId>io.minio</groupId>
+            <artifactId>minio</artifactId>
+            <version>${minio-version}</version>
+        </dependency>
         <dependency>
             <groupId>org.apache.hadoop</groupId>
             <artifactId>hadoop-hdfs-client</artifactId>
diff --git 
a/computer-core/src/main/java/org/apache/hugegraph/computer/core/input/WorkerInputManager.java
 
b/computer-core/src/main/java/org/apache/hugegraph/computer/core/input/WorkerInputManager.java
index c5e4a766..1a3cd2c8 100644
--- 
a/computer-core/src/main/java/org/apache/hugegraph/computer/core/input/WorkerInputManager.java
+++ 
b/computer-core/src/main/java/org/apache/hugegraph/computer/core/input/WorkerInputManager.java
@@ -34,6 +34,7 @@ import org.apache.hugegraph.computer.core.manager.Manager;
 import org.apache.hugegraph.computer.core.network.message.MessageType;
 import org.apache.hugegraph.computer.core.rpc.InputSplitRpcService;
 import org.apache.hugegraph.computer.core.sender.MessageSendManager;
+import org.apache.hugegraph.computer.core.snapshot.SnapshotManager;
 import org.apache.hugegraph.computer.core.worker.load.LoadService;
 import org.apache.hugegraph.util.ExecutorUtil;
 import org.apache.hugegraph.util.Log;
@@ -60,9 +61,13 @@ public class WorkerInputManager implements Manager {
      */
     private final MessageSendManager sendManager;
 
+    private final SnapshotManager snapshotManager;
+
     public WorkerInputManager(ComputerContext context,
-                              MessageSendManager sendManager) {
+                              MessageSendManager sendManager,
+                              SnapshotManager snapshotManager) {
         this.sendManager = sendManager;
+        this.snapshotManager = snapshotManager;
 
         this.sendThreadNum = this.inputSendThreadNum(context.config());
         this.sendExecutor = 
ExecutorUtil.newFixedThreadPool(this.sendThreadNum, PREFIX);
@@ -103,11 +108,17 @@ public class WorkerInputManager implements Manager {
      * but there is no guarantee that all of them has been received.
      */
     public void loadGraph() {
+        if (this.snapshotManager.loadSnapshot()) {
+            this.snapshotManager.load();
+            return;
+        }
+
         List<CompletableFuture<?>> futures = new ArrayList<>();
         CompletableFuture<?> future;
         this.sendManager.startSend(MessageType.VERTEX);
         for (int i = 0; i < this.sendThreadNum; i++) {
-            future = send(this.sendManager::sendVertex, 
this.loadService::createIteratorFromVertex);
+            future = this.send(this.sendManager::sendVertex,
+                               this.loadService::createIteratorFromVertex);
             futures.add(future);
         }
         CompletableFuture.allOf(futures.toArray(new 
CompletableFuture[0])).exceptionally(e -> {
@@ -116,11 +127,11 @@ public class WorkerInputManager implements Manager {
         }).join();
         this.sendManager.finishSend(MessageType.VERTEX);
 
-        futures.clear();
-
         this.sendManager.startSend(MessageType.EDGE);
+        futures.clear();
         for (int i = 0; i < this.sendThreadNum; i++) {
-            future = send(this.sendManager::sendEdge, 
this.loadService::createIteratorFromEdge);
+            future = this.send(this.sendManager::sendEdge,
+                               this.loadService::createIteratorFromEdge);
             futures.add(future);
         }
         CompletableFuture.allOf(futures.toArray(new 
CompletableFuture[0])).exceptionally(e -> {
diff --git 
a/computer-core/src/main/java/org/apache/hugegraph/computer/core/network/buffer/FileRegionBuffer.java
 
b/computer-core/src/main/java/org/apache/hugegraph/computer/core/network/buffer/FileRegionBuffer.java
index ce196146..8b597de4 100644
--- 
a/computer-core/src/main/java/org/apache/hugegraph/computer/core/network/buffer/FileRegionBuffer.java
+++ 
b/computer-core/src/main/java/org/apache/hugegraph/computer/core/network/buffer/FileRegionBuffer.java
@@ -43,6 +43,11 @@ public class FileRegionBuffer implements NetworkBuffer {
         this.length = length;
     }
 
+    public FileRegionBuffer(int length, String path) {
+        this.length = length;
+        this.path = path;
+    }
+
     /**
      * Use zero-copy transform from socket channel to file
      * @param channel
diff --git 
a/computer-core/src/main/java/org/apache/hugegraph/computer/core/receiver/MessageRecvManager.java
 
b/computer-core/src/main/java/org/apache/hugegraph/computer/core/receiver/MessageRecvManager.java
index b77ffa80..54237d4f 100644
--- 
a/computer-core/src/main/java/org/apache/hugegraph/computer/core/receiver/MessageRecvManager.java
+++ 
b/computer-core/src/main/java/org/apache/hugegraph/computer/core/receiver/MessageRecvManager.java
@@ -38,6 +38,7 @@ import 
org.apache.hugegraph.computer.core.network.message.MessageType;
 import 
org.apache.hugegraph.computer.core.receiver.edge.EdgeMessageRecvPartitions;
 import 
org.apache.hugegraph.computer.core.receiver.message.ComputeMessageRecvPartitions;
 import 
org.apache.hugegraph.computer.core.receiver.vertex.VertexMessageRecvPartitions;
+import org.apache.hugegraph.computer.core.snapshot.SnapshotManager;
 import org.apache.hugegraph.computer.core.sort.flusher.PeekableIterator;
 import org.apache.hugegraph.computer.core.sort.sorting.SortManager;
 import org.apache.hugegraph.computer.core.store.FileManager;
@@ -65,6 +66,7 @@ public class MessageRecvManager implements Manager, 
MessageHandler {
     private int expectedFinishMessages;
     private CompletableFuture<Void> finishMessagesFuture;
     private AtomicInteger finishMessagesCount;
+    private SnapshotManager snapshotManager;
 
     private long waitFinishMessagesTimeout;
     private long superstep;
@@ -89,10 +91,14 @@ public class MessageRecvManager implements Manager, 
MessageHandler {
         SuperstepFileGenerator fileGenerator = new SuperstepFileGenerator(
                                                this.fileManager,
                                                Constants.INPUT_SUPERSTEP);
-        this.vertexPartitions = new VertexMessageRecvPartitions(
-                                this.context, fileGenerator, this.sortManager);
-        this.edgePartitions = new EdgeMessageRecvPartitions(
-                              this.context, fileGenerator, this.sortManager);
+        this.vertexPartitions = new VertexMessageRecvPartitions(this.context,
+                                                                fileGenerator,
+                                                                
this.sortManager,
+                                                                
this.snapshotManager);
+        this.edgePartitions = new EdgeMessageRecvPartitions(this.context,
+                                                            fileGenerator,
+                                                            this.sortManager,
+                                                            
this.snapshotManager);
         this.workerCount = config.get(ComputerOptions.JOB_WORKERS_COUNT);
         // One for vertex and one for edge.
         this.expectedFinishMessages = this.workerCount * 2;
@@ -107,8 +113,10 @@ public class MessageRecvManager implements Manager, 
MessageHandler {
     public void beforeSuperstep(Config config, int superstep) {
         SuperstepFileGenerator fileGenerator = new SuperstepFileGenerator(
                                                this.fileManager, superstep);
-        this.messagePartitions = new ComputeMessageRecvPartitions(
-                                 this.context, fileGenerator, 
this.sortManager);
+        this.messagePartitions = new ComputeMessageRecvPartitions(this.context,
+                                                                  
fileGenerator,
+                                                                  
this.sortManager,
+                                                                  
this.snapshotManager);
         this.expectedFinishMessages = this.workerCount;
         this.finishMessagesFuture = new CompletableFuture<>();
         this.finishMessagesCount.set(this.expectedFinishMessages);
@@ -245,4 +253,8 @@ public class MessageRecvManager implements Manager, 
MessageHandler {
                      "The messagePartitions can't be null");
         return this.messagePartitions.messageStats();
     }
+
+    public void setSnapshotManager(SnapshotManager snapshotManager) {
+        this.snapshotManager = snapshotManager;
+    }
 }
diff --git 
a/computer-core/src/main/java/org/apache/hugegraph/computer/core/receiver/MessageRecvPartition.java
 
b/computer-core/src/main/java/org/apache/hugegraph/computer/core/receiver/MessageRecvPartition.java
index d63d5dab..ce0ada3e 100644
--- 
a/computer-core/src/main/java/org/apache/hugegraph/computer/core/receiver/MessageRecvPartition.java
+++ 
b/computer-core/src/main/java/org/apache/hugegraph/computer/core/receiver/MessageRecvPartition.java
@@ -127,6 +127,10 @@ public abstract class MessageRecvPartition {
         return this.totalBytes;
     }
 
+    public synchronized List<String> outputFiles() {
+        return this.outputFiles;
+    }
+
     public synchronized MessageStat messageStat() {
         // TODO: count the message received
         return new MessageStat(0L, this.totalBytes);
diff --git 
a/computer-core/src/main/java/org/apache/hugegraph/computer/core/receiver/MessageRecvPartitions.java
 
b/computer-core/src/main/java/org/apache/hugegraph/computer/core/receiver/MessageRecvPartitions.java
index 362b1425..222fff2c 100644
--- 
a/computer-core/src/main/java/org/apache/hugegraph/computer/core/receiver/MessageRecvPartitions.java
+++ 
b/computer-core/src/main/java/org/apache/hugegraph/computer/core/receiver/MessageRecvPartitions.java
@@ -17,42 +17,48 @@
 
 package org.apache.hugegraph.computer.core.receiver;
 
-import java.io.File;
-import java.util.HashMap;
-import java.util.List;
-import java.util.Map;
-
 import org.apache.commons.io.FileUtils;
 import org.apache.hugegraph.computer.core.common.ComputerContext;
 import org.apache.hugegraph.computer.core.config.Config;
 import org.apache.hugegraph.computer.core.network.buffer.NetworkBuffer;
+import org.apache.hugegraph.computer.core.snapshot.SnapshotManager;
 import org.apache.hugegraph.computer.core.sort.flusher.PeekableIterator;
 import org.apache.hugegraph.computer.core.sort.sorting.SortManager;
 import org.apache.hugegraph.computer.core.store.SuperstepFileGenerator;
 import org.apache.hugegraph.computer.core.store.entry.KvEntry;
 
+import java.io.File;
+import java.util.HashMap;
+import java.util.List;
+import java.util.Map;
+
 public abstract class MessageRecvPartitions<P extends MessageRecvPartition> {
 
     protected final ComputerContext context;
     protected final Config config;
     protected final SuperstepFileGenerator fileGenerator;
     protected final SortManager sortManager;
+    protected final SnapshotManager snapshotManager;
 
     // The map of partition-id and the messages for the partition.
     private final Map<Integer, P> partitions;
 
     public MessageRecvPartitions(ComputerContext context,
                                  SuperstepFileGenerator fileGenerator,
-                                 SortManager sortManager) {
+                                 SortManager sortManager,
+                                 SnapshotManager snapshotManager) {
         this.context = context;
         this.config = context.config();
         this.fileGenerator = fileGenerator;
         this.sortManager = sortManager;
+        this.snapshotManager = snapshotManager;
         this.partitions = new HashMap<>();
     }
 
     protected abstract P createPartition();
 
+    protected abstract void writePartitionSnapshot(int partitionId, 
List<String> outputFiles);
+
     public void addBuffer(int partitionId, NetworkBuffer buffer) {
         P partition = this.partition(partitionId);
         partition.addBuffer(buffer);
@@ -87,6 +93,7 @@ public abstract class MessageRecvPartitions<P extends 
MessageRecvPartition> {
         Map<Integer, PeekableIterator<KvEntry>> entries = new HashMap<>();
         for (Map.Entry<Integer, P> entry : this.partitions.entrySet()) {
             entries.put(entry.getKey(), entry.getValue().iterator());
+            this.writePartitionSnapshot(entry.getKey(), 
entry.getValue().outputFiles());
         }
         return entries;
     }
diff --git 
a/computer-core/src/main/java/org/apache/hugegraph/computer/core/receiver/edge/EdgeMessageRecvPartitions.java
 
b/computer-core/src/main/java/org/apache/hugegraph/computer/core/receiver/edge/EdgeMessageRecvPartitions.java
index 705a1a20..558bfaa2 100644
--- 
a/computer-core/src/main/java/org/apache/hugegraph/computer/core/receiver/edge/EdgeMessageRecvPartitions.java
+++ 
b/computer-core/src/main/java/org/apache/hugegraph/computer/core/receiver/edge/EdgeMessageRecvPartitions.java
@@ -18,17 +18,22 @@
 package org.apache.hugegraph.computer.core.receiver.edge;
 
 import org.apache.hugegraph.computer.core.common.ComputerContext;
+import org.apache.hugegraph.computer.core.network.message.MessageType;
 import org.apache.hugegraph.computer.core.receiver.MessageRecvPartitions;
+import org.apache.hugegraph.computer.core.snapshot.SnapshotManager;
 import org.apache.hugegraph.computer.core.sort.sorting.SortManager;
 import org.apache.hugegraph.computer.core.store.SuperstepFileGenerator;
 
+import java.util.List;
+
 public class EdgeMessageRecvPartitions
        extends MessageRecvPartitions<EdgeMessageRecvPartition> {
 
     public EdgeMessageRecvPartitions(ComputerContext context,
                                      SuperstepFileGenerator fileGenerator,
-                                     SortManager sortManager) {
-        super(context, fileGenerator, sortManager);
+                                     SortManager sortManager,
+                                     SnapshotManager snapshotManager) {
+        super(context, fileGenerator, sortManager, snapshotManager);
     }
 
     @Override
@@ -36,4 +41,11 @@ public class EdgeMessageRecvPartitions
         return new EdgeMessageRecvPartition(this.context, this.fileGenerator,
                                             this.sortManager);
     }
+
+    @Override
+    public void writePartitionSnapshot(int partitionId, List<String> 
outputFiles) {
+        if (this.snapshotManager.writeSnapshot()) {
+            this.snapshotManager.upload(MessageType.EDGE, partitionId, 
outputFiles);
+        }
+    }
 }
diff --git 
a/computer-core/src/main/java/org/apache/hugegraph/computer/core/receiver/message/ComputeMessageRecvPartitions.java
 
b/computer-core/src/main/java/org/apache/hugegraph/computer/core/receiver/message/ComputeMessageRecvPartitions.java
index 618f4e43..a3e3e358 100644
--- 
a/computer-core/src/main/java/org/apache/hugegraph/computer/core/receiver/message/ComputeMessageRecvPartitions.java
+++ 
b/computer-core/src/main/java/org/apache/hugegraph/computer/core/receiver/message/ComputeMessageRecvPartitions.java
@@ -19,16 +19,20 @@ package org.apache.hugegraph.computer.core.receiver.message;
 
 import org.apache.hugegraph.computer.core.common.ComputerContext;
 import org.apache.hugegraph.computer.core.receiver.MessageRecvPartitions;
+import org.apache.hugegraph.computer.core.snapshot.SnapshotManager;
 import org.apache.hugegraph.computer.core.sort.sorting.SortManager;
 import org.apache.hugegraph.computer.core.store.SuperstepFileGenerator;
 
+import java.util.List;
+
 public class ComputeMessageRecvPartitions
        extends MessageRecvPartitions<ComputeMessageRecvPartition> {
 
     public ComputeMessageRecvPartitions(ComputerContext context,
                                         SuperstepFileGenerator fileGenerator,
-                                        SortManager sortManager) {
-        super(context, fileGenerator, sortManager);
+                                        SortManager sortManager,
+                                        SnapshotManager snapshotManager) {
+        super(context, fileGenerator, sortManager, snapshotManager);
     }
 
     @Override
@@ -36,4 +40,9 @@ public class ComputeMessageRecvPartitions
         return new ComputeMessageRecvPartition(this.context, 
this.fileGenerator,
                                                this.sortManager);
     }
+
+    @Override
+    protected void writePartitionSnapshot(int partitionId, List<String> 
outputFiles) {
+        // pass
+    }
 }
diff --git 
a/computer-core/src/main/java/org/apache/hugegraph/computer/core/receiver/vertex/VertexMessageRecvPartitions.java
 
b/computer-core/src/main/java/org/apache/hugegraph/computer/core/receiver/vertex/VertexMessageRecvPartitions.java
index 7046f3fa..982ae740 100644
--- 
a/computer-core/src/main/java/org/apache/hugegraph/computer/core/receiver/vertex/VertexMessageRecvPartitions.java
+++ 
b/computer-core/src/main/java/org/apache/hugegraph/computer/core/receiver/vertex/VertexMessageRecvPartitions.java
@@ -18,18 +18,23 @@
 package org.apache.hugegraph.computer.core.receiver.vertex;
 
 import org.apache.hugegraph.computer.core.common.ComputerContext;
+import org.apache.hugegraph.computer.core.network.message.MessageType;
 import org.apache.hugegraph.computer.core.receiver.MessageRecvPartitions;
+import org.apache.hugegraph.computer.core.snapshot.SnapshotManager;
 import org.apache.hugegraph.computer.core.sort.sorting.SortManager;
 import org.apache.hugegraph.computer.core.store.SuperstepFileGenerator;
 
+import java.util.List;
+
 public class VertexMessageRecvPartitions
        extends MessageRecvPartitions<VertexMessageRecvPartition> {
 
 
     public VertexMessageRecvPartitions(ComputerContext context,
                                        SuperstepFileGenerator fileGenerator,
-                                       SortManager sortManager) {
-        super(context, fileGenerator, sortManager);
+                                       SortManager sortManager,
+                                       SnapshotManager snapshotManager) {
+        super(context, fileGenerator, sortManager, snapshotManager);
     }
 
     @Override
@@ -37,4 +42,11 @@ public class VertexMessageRecvPartitions
         return new VertexMessageRecvPartition(this.context, this.fileGenerator,
                                               this.sortManager);
     }
+
+    @Override
+    public void writePartitionSnapshot(int partitionId, List<String> 
outputFiles) {
+        if (this.snapshotManager.writeSnapshot()) {
+            this.snapshotManager.upload(MessageType.VERTEX, partitionId, 
outputFiles);
+        }
+    }
 }
diff --git 
a/computer-core/src/main/java/org/apache/hugegraph/computer/core/snapshot/SnapshotManager.java
 
b/computer-core/src/main/java/org/apache/hugegraph/computer/core/snapshot/SnapshotManager.java
new file mode 100644
index 00000000..4734ee5a
--- /dev/null
+++ 
b/computer-core/src/main/java/org/apache/hugegraph/computer/core/snapshot/SnapshotManager.java
@@ -0,0 +1,254 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one or more
+ * contributor license agreements. See the NOTICE file distributed with this
+ * work for additional information regarding copyright ownership. The ASF
+ * licenses this file to You 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 org.apache.hugegraph.computer.core.snapshot;
+
+import io.minio.DownloadObjectArgs;
+import io.minio.ListObjectsArgs;
+import io.minio.MinioClient;
+import io.minio.RemoveObjectsArgs;
+import io.minio.Result;
+import io.minio.UploadObjectArgs;
+import io.minio.messages.DeleteError;
+import io.minio.messages.DeleteObject;
+import io.minio.messages.Item;
+import org.apache.commons.lang.StringUtils;
+import org.apache.hugegraph.computer.core.common.ComputerContext;
+import org.apache.hugegraph.computer.core.common.ContainerInfo;
+import org.apache.hugegraph.computer.core.common.exception.ComputerException;
+import org.apache.hugegraph.computer.core.config.ComputerOptions;
+import org.apache.hugegraph.computer.core.config.Config;
+import org.apache.hugegraph.computer.core.graph.partition.Partitioner;
+import org.apache.hugegraph.computer.core.manager.Manager;
+import org.apache.hugegraph.computer.core.network.buffer.FileRegionBuffer;
+import org.apache.hugegraph.computer.core.network.message.MessageType;
+import org.apache.hugegraph.computer.core.receiver.MessageRecvManager;
+import org.apache.hugegraph.computer.core.sender.MessageSendManager;
+import org.apache.hugegraph.util.Log;
+import org.slf4j.Logger;
+
+import java.io.File;
+import java.nio.file.Path;
+import java.nio.file.Paths;
+import java.util.LinkedList;
+import java.util.List;
+import java.util.Locale;
+
+public class SnapshotManager implements Manager {
+
+    private static final Logger LOG = Log.logger(SnapshotManager.class);
+    public static final String NAME = "worker_snapshot";
+
+    private final MessageSendManager sendManager;
+    private final MessageRecvManager recvManager;
+
+    private final ContainerInfo workerInfo;
+    private final Partitioner partitioner;
+    private final int partitionCount;
+    private final boolean loadSnapshot;
+    private final boolean writeSnapshot;
+    private final String snapshotName;
+
+    private MinioClient minioClient;
+    private String bucketName;
+
+    public SnapshotManager(ComputerContext context, MessageSendManager 
sendManager,
+                           MessageRecvManager recvManager, ContainerInfo 
workerInfo) {
+        this.loadSnapshot = 
context.config().get(ComputerOptions.SNAPSHOT_LOAD);
+        this.writeSnapshot = 
context.config().get(ComputerOptions.SNAPSHOT_WRITE);
+
+        this.sendManager = sendManager;
+        this.recvManager = recvManager;
+        this.recvManager.setSnapshotManager(this);
+
+        this.workerInfo = workerInfo;
+        this.partitioner = 
context.config().createObject(ComputerOptions.WORKER_PARTITIONER);
+        this.partitionCount = 
context.config().get(ComputerOptions.JOB_PARTITIONS_COUNT);
+        this.snapshotName = 
context.config().get(ComputerOptions.SNAPSHOT_NAME);
+    }
+
+    @Override
+    public String name() {
+        return NAME;
+    }
+
+    @Override
+    public void init(Config config) {
+        String endpoint = config.get(ComputerOptions.SNAPSHOT_MINIO_ENDPOINT);
+        String accessKey = 
config.get(ComputerOptions.SNAPSHOT_MINIO_ACCESS_KEY);
+        String secretKey = 
config.get(ComputerOptions.SNAPSHOT_MINIO_SECRET_KEY);
+        this.bucketName = 
config.get(ComputerOptions.SNAPSHOT_MINIO_BUCKET_NAME);
+        if (StringUtils.isNotEmpty(endpoint)) {
+            this.minioClient = MinioClient.builder()
+                                          .endpoint(endpoint)
+                                          .credentials(accessKey, secretKey)
+                                          .build();
+        }
+    }
+
+    @Override
+    public void close(Config config) {
+        // pass
+    }
+
+    public boolean loadSnapshot() {
+        return this.loadSnapshot;
+    }
+
+    public boolean writeSnapshot() {
+        return this.writeSnapshot;
+    }
+
+    public void upload(MessageType messageType, int partitionId, List<String> 
outputFiles) {
+        if (this.loadSnapshot()) {
+            LOG.info("No later {} snapshots have to be uploaded",
+                      messageType.name().toLowerCase(Locale.ROOT));
+            return;
+        }
+        this.uploadObjects(messageType, partitionId, outputFiles);
+    }
+
+    public void load() {
+        int id = this.workerInfo.id();
+        for (int partitionId = 0; partitionId < this.partitionCount; 
partitionId++) {
+            if (this.partitioner.workerId(partitionId) == id) {
+                // TODO: Do not need to send control message to all workers
+                this.sendManager.startSend(MessageType.VERTEX);
+                this.downloadObjects(MessageType.VERTEX, partitionId);
+                this.sendManager.finishSend(MessageType.VERTEX);
+
+                this.sendManager.startSend(MessageType.EDGE);
+                this.downloadObjects(MessageType.EDGE, partitionId);
+                this.sendManager.finishSend(MessageType.EDGE);
+            }
+        }
+    }
+
+    private void uploadObjects(MessageType messageType, int partitionId,
+                               List<String> outputFiles) {
+        String dirName = this.generateObjectDirName(messageType, partitionId);
+
+        try {
+            this.clearObjectsIfExist(dirName);
+        } catch (Exception e) {
+            throw new ComputerException("Failed to clear out-dated snapshots 
from %s", dirName, e);
+        }
+
+        LOG.info("Upload {} snapshots for partition {}",
+                  messageType.name().toLowerCase(Locale.ROOT), partitionId);
+        for (String outputFile : outputFiles) {
+            String objectName = dirName + new File(outputFile).getName();
+            this.uploadObject(outputFile, objectName);
+        }
+    }
+
+    private void downloadObjects(MessageType messageType, int partitionId) {
+        LOG.info("Load {} snapshots for partition {}",
+                  messageType.name().toLowerCase(Locale.ROOT), partitionId);
+        String dirName = this.generateObjectDirName(messageType, partitionId);
+
+        try {
+            Iterable<Result<Item>> snapshotFiles = 
this.minioClient.listObjects(
+                    ListObjectsArgs.builder()
+                                   .bucket(this.bucketName)
+                                   .prefix(dirName)
+                                   .build());
+
+            if (!snapshotFiles.iterator().hasNext()) {
+                throw new ComputerException("Empty snapshot directory %s", 
dirName);
+            }
+
+            for (Result<Item> result : snapshotFiles) {
+                Item item = result.get();
+                int size = (int) item.size();
+                String objectName = item.objectName();
+
+                String outputPath = 
this.recvManager.genOutputPath(messageType, partitionId);
+                this.downloadObject(objectName, outputPath);
+
+                FileRegionBuffer fileRegionBuffer = new FileRegionBuffer(size, 
outputPath);
+                this.recvManager.handle(messageType, partitionId, 
fileRegionBuffer);
+            }
+        } catch (Exception e) {
+            throw new ComputerException("Failed to download snapshots from 
%s", dirName, e);
+        }
+    }
+
+    private void uploadObject(String fileName, String objectName) {
+        try {
+            this.minioClient.uploadObject(UploadObjectArgs.builder()
+                                                          
.bucket(this.bucketName)
+                                                          .object(objectName)
+                                                          .filename(fileName)
+                                                          .build());
+        } catch (Exception e) {
+            throw new ComputerException("Failed to upload snapshot %s to %s",
+                                         fileName, objectName, e);
+        }
+    }
+
+    private void downloadObject(String objectName, String outputPath) {
+        try {
+            this.minioClient.downloadObject(DownloadObjectArgs.builder()
+                                                              
.bucket(this.bucketName)
+                                                              
.object(objectName)
+                                                              
.filename(outputPath)
+                                                              .build());
+        } catch (Exception e) {
+            throw new ComputerException("Failed to download snapshot from %s 
to %s",
+                                         objectName, outputPath, e);
+        }
+    }
+
+    private void clearObjectsIfExist(String dirName) throws Exception {
+        List<DeleteObject> objects = new LinkedList<>();
+        Iterable<Result<Item>> snapshotFiles = this.minioClient.listObjects(
+                ListObjectsArgs.builder()
+                               .bucket(this.bucketName)
+                               .prefix(dirName)
+                               .build());
+        if (!snapshotFiles.iterator().hasNext()) {
+            return;
+        }
+
+        LOG.info("Clear out-dated snapshots from {} first", dirName);
+        for (Result<Item> result : snapshotFiles) {
+            Item item = result.get();
+            objects.add(new DeleteObject(item.objectName()));
+        }
+        Iterable<Result<DeleteError>> results =
+                minioClient.removeObjects(RemoveObjectsArgs.builder()
+                                                           
.bucket(this.bucketName)
+                                                           .objects(objects)
+                                                           .build());
+        for (Result<DeleteError> result : results) {
+            DeleteError error = result.get();
+            throw new ComputerException("Failed to delete snapshot %s, error 
message: %s",
+                                         error.objectName(), error.message());
+        }
+    }
+
+    private String generateObjectDirName(MessageType messageType, int 
partitionId) {
+        // dir name: 
{SNAPSHOT_NAME}/{PARTITIONER}/{PARTITION_COUNT}/VERTEX/{PARTITION_ID}/
+        Path path = Paths.get(this.snapshotName,
+                              this.partitioner.getClass().getSimpleName(),
+                              String.valueOf(this.partitionCount),
+                              messageType.name(),
+                              String.valueOf(partitionId));
+        return path + "/";
+    }
+}
diff --git 
a/computer-core/src/main/java/org/apache/hugegraph/computer/core/worker/WorkerService.java
 
b/computer-core/src/main/java/org/apache/hugegraph/computer/core/worker/WorkerService.java
index 901d9ad2..48af87c6 100644
--- 
a/computer-core/src/main/java/org/apache/hugegraph/computer/core/worker/WorkerService.java
+++ 
b/computer-core/src/main/java/org/apache/hugegraph/computer/core/worker/WorkerService.java
@@ -47,6 +47,7 @@ import 
org.apache.hugegraph.computer.core.network.connection.TransportConnection
 import org.apache.hugegraph.computer.core.receiver.MessageRecvManager;
 import org.apache.hugegraph.computer.core.rpc.WorkerRpcManager;
 import org.apache.hugegraph.computer.core.sender.MessageSendManager;
+import org.apache.hugegraph.computer.core.snapshot.SnapshotManager;
 import org.apache.hugegraph.computer.core.sort.sorting.RecvSortManager;
 import org.apache.hugegraph.computer.core.sort.sorting.SendSortManager;
 import org.apache.hugegraph.computer.core.sort.sorting.SortManager;
@@ -322,8 +323,15 @@ public class WorkerService implements Closeable {
                                          clientManager.sender());
         this.managers.add(sendManager);
 
+        SnapshotManager snapshotManager = new SnapshotManager(this.context,
+                                                              sendManager,
+                                                              recvManager,
+                                                              this.workerInfo);
+        this.managers.add(snapshotManager);
+
         WorkerInputManager inputManager = new WorkerInputManager(this.context,
-                                                                 sendManager);
+                                                                 sendManager,
+                                                                 
snapshotManager);
         inputManager.service(rpcManager.inputSplitService());
         this.managers.add(inputManager);
 
diff --git a/computer-dist/release-docs/LICENSE 
b/computer-dist/release-docs/LICENSE
index 251a0797..3bd66078 100644
--- a/computer-dist/release-docs/LICENSE
+++ b/computer-dist/release-docs/LICENSE
@@ -335,6 +335,7 @@ The following components are provided under the Apache 2.0 
License.
     (Apache License, Version 2.0) * Guava: Google Core Libraries for 
Java(com.google.guava:guava:25.1-jre-none )
     (Apache License, Version 2.0) * LZ4 and xxHash(org.lz4:lz4-java:1.4.0-none 
)
     (Apache License, Version 2.0) * Metrics 
Core(io.dropwizard.metrics:metrics-core:3.2.6-none )
+    (Apache License, Version 2.0) * Minio(io.minio:minio:8.5.6-https://min.io )
     (Apache License, Version 2.0) * 
Netty/All-in-One(io.netty:netty-all:4.1.42.Final-none )
     (Apache License, Version 2.0) * 
OkHttp(com.squareup.okhttp:okhttp:2.7.5-none )
     (Apache License, Version 2.0) * 
hugegraph-rpc(com.baidu.hugegraph:hugegraph-rpc:2.0.1-none )
diff --git a/computer-dist/release-docs/licenses/LICENSE-minio.txt 
b/computer-dist/release-docs/licenses/LICENSE-minio.txt
new file mode 100644
index 00000000..d6456956
--- /dev/null
+++ b/computer-dist/release-docs/licenses/LICENSE-minio.txt
@@ -0,0 +1,202 @@
+
+                                 Apache License
+                           Version 2.0, January 2004
+                        http://www.apache.org/licenses/
+
+   TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION
+
+   1. Definitions.
+
+      "License" shall mean the terms and conditions for use, reproduction,
+      and distribution as defined by Sections 1 through 9 of this document.
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+
+      "Legal Entity" shall mean the union of the acting entity and all
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+      direction or management of such entity, whether by contract or
+      otherwise, or (ii) ownership of fifty percent (50%) or more of the
+      outstanding shares, or (iii) beneficial ownership of such entity.
+
+      "You" (or "Your") shall mean an individual or Legal Entity
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+
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+
+      "Work" shall mean the work of authorship, whether in Source or
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+      "Derivative Works" shall mean any work, whether in Source or Object
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+      of this License, Derivative Works shall not include works that remain
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+      "Contribution" shall mean any work of authorship, including
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+   5. Submission of Contributions. Unless You explicitly state otherwise,
+      any Contribution intentionally submitted for inclusion in the Work
+      by You to the Licensor shall be under the terms and conditions of
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+      the terms of any separate license agreement you may have executed
+      with Licensor regarding such Contributions.
+
+   6. Trademarks. This License does not grant permission to use the trade
+      names, trademarks, service marks, or product names of the Licensor,
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+
+   7. Disclaimer of Warranty. Unless required by applicable law or
+      agreed to in writing, Licensor provides the Work (and each
+      Contributor provides its Contributions) on an "AS IS" BASIS,
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+   8. Limitation of Liability. In no event and under no legal theory,
+      whether in tort (including negligence), contract, or otherwise,
+      unless required by applicable law (such as deliberate and grossly
+      negligent acts) or agreed to in writing, shall any Contributor be
+      liable to You for damages, including any direct, indirect, special,
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+      Work (including but not limited to damages for loss of goodwill,
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+      on Your own behalf and on Your sole responsibility, not on behalf
+      of any other Contributor, and only if You agree to indemnify,
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+
+   END OF TERMS AND CONDITIONS
+
+   APPENDIX: How to apply the Apache License to your work.
+
+      To apply the Apache License to your work, attach the following
+      boilerplate notice, with the fields enclosed by brackets "[]"
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+
+   Copyright [yyyy] [name of copyright owner]
+
+   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.
diff --git a/computer-test/pom.xml b/computer-test/pom.xml
index 76f992b0..4b55da32 100644
--- a/computer-test/pom.xml
+++ b/computer-test/pom.xml
@@ -53,6 +53,10 @@
                     <artifactId>okhttp</artifactId>
                     <groupId>com.squareup.okhttp</groupId>
                 </exclusion>
+                <exclusion>
+                    <artifactId>okhttp</artifactId>
+                    <groupId>com.squareup.okhttp3</groupId>
+                </exclusion>
             </exclusions>
         </dependency>
         <dependency>
diff --git 
a/computer-test/src/main/java/org/apache/hugegraph/computer/core/compute/ComputeManagerTest.java
 
b/computer-test/src/main/java/org/apache/hugegraph/computer/core/compute/ComputeManagerTest.java
index c4052497..63f0c5b2 100644
--- 
a/computer-test/src/main/java/org/apache/hugegraph/computer/core/compute/ComputeManagerTest.java
+++ 
b/computer-test/src/main/java/org/apache/hugegraph/computer/core/compute/ComputeManagerTest.java
@@ -47,6 +47,7 @@ import 
org.apache.hugegraph.computer.core.network.message.MessageType;
 import org.apache.hugegraph.computer.core.receiver.MessageRecvManager;
 import org.apache.hugegraph.computer.core.receiver.ReceiverUtil;
 import org.apache.hugegraph.computer.core.sender.MessageSendManager;
+import org.apache.hugegraph.computer.core.snapshot.SnapshotManager;
 import org.apache.hugegraph.computer.core.sort.sorting.SendSortManager;
 import org.apache.hugegraph.computer.core.sort.sorting.SortManager;
 import org.apache.hugegraph.computer.core.store.FileManager;
@@ -104,6 +105,11 @@ public class ComputeManagerTest extends UnitTestBase {
                                                                    fileManager,
                                                                    
sortManager);
         this.managers.add(receiveManager);
+        SnapshotManager snapshotManager = new SnapshotManager(context(),
+                                                              null,
+                                                              receiveManager,
+                                                              null);
+        this.managers.add(snapshotManager);
         this.managers.initAll(this.config);
         this.connectionId = new ConnectionId(new InetSocketAddress("localhost",
                                                                    8081),
@@ -225,7 +231,7 @@ public class ComputeManagerTest extends UnitTestBase {
                 message.add(id);
                 ReceiverUtil.consumeBuffer(ReceiverUtil.writeMessage(id,
                                                                      message),
-                                           consumer);
+                                                                     consumer);
             }
         }
     }
diff --git 
a/computer-test/src/main/java/org/apache/hugegraph/computer/core/compute/input/EdgesInputTest.java
 
b/computer-test/src/main/java/org/apache/hugegraph/computer/core/compute/input/EdgesInputTest.java
index c2126d1b..f164d868 100644
--- 
a/computer-test/src/main/java/org/apache/hugegraph/computer/core/compute/input/EdgesInputTest.java
+++ 
b/computer-test/src/main/java/org/apache/hugegraph/computer/core/compute/input/EdgesInputTest.java
@@ -51,6 +51,7 @@ import 
org.apache.hugegraph.computer.core.network.message.MessageType;
 import org.apache.hugegraph.computer.core.receiver.MessageRecvManager;
 import org.apache.hugegraph.computer.core.receiver.ReceiverUtil;
 import org.apache.hugegraph.computer.core.sender.MessageSendManager;
+import org.apache.hugegraph.computer.core.snapshot.SnapshotManager;
 import org.apache.hugegraph.computer.core.sort.flusher.PeekableIterator;
 import org.apache.hugegraph.computer.core.sort.sorting.SendSortManager;
 import org.apache.hugegraph.computer.core.sort.sorting.SortManager;
@@ -137,6 +138,11 @@ public class EdgesInputTest extends UnitTestBase {
                                                                    fileManager,
                                                                    
sortManager);
         this.managers.add(receiveManager);
+        SnapshotManager snapshotManager = new SnapshotManager(context(),
+                                                              null,
+                                                              receiveManager,
+                                                              null);
+        this.managers.add(snapshotManager);
         this.managers.initAll(this.config);
         ConnectionId connectionId = new ConnectionId(new InetSocketAddress(
                                                      "localhost", 8081),
diff --git 
a/computer-test/src/main/java/org/apache/hugegraph/computer/core/compute/input/MessageInputTest.java
 
b/computer-test/src/main/java/org/apache/hugegraph/computer/core/compute/input/MessageInputTest.java
index 36361380..e2ad3de5 100644
--- 
a/computer-test/src/main/java/org/apache/hugegraph/computer/core/compute/input/MessageInputTest.java
+++ 
b/computer-test/src/main/java/org/apache/hugegraph/computer/core/compute/input/MessageInputTest.java
@@ -41,6 +41,7 @@ import 
org.apache.hugegraph.computer.core.network.buffer.NetworkBuffer;
 import org.apache.hugegraph.computer.core.network.message.MessageType;
 import org.apache.hugegraph.computer.core.receiver.MessageRecvManager;
 import org.apache.hugegraph.computer.core.receiver.ReceiverUtil;
+import org.apache.hugegraph.computer.core.snapshot.SnapshotManager;
 import org.apache.hugegraph.computer.core.sort.flusher.PeekableIterator;
 import org.apache.hugegraph.computer.core.sort.sorting.RecvSortManager;
 import org.apache.hugegraph.computer.core.sort.sorting.SortManager;
@@ -90,6 +91,11 @@ public class MessageInputTest extends UnitTestBase {
                                                                    fileManager,
                                                                    
sortManager);
         this.managers.add(receiveManager);
+        SnapshotManager snapshotManager = new SnapshotManager(context(),
+                                                              null,
+                                                              receiveManager,
+                                                              null);
+        this.managers.add(snapshotManager);
         this.managers.initAll(this.config);
         this.connectionId = new ConnectionId(new InetSocketAddress("localhost",
                                                                    8081),
diff --git 
a/computer-test/src/main/java/org/apache/hugegraph/computer/core/network/DataServerManagerTest.java
 
b/computer-test/src/main/java/org/apache/hugegraph/computer/core/network/DataServerManagerTest.java
index 89029ec1..cf8e3e61 100644
--- 
a/computer-test/src/main/java/org/apache/hugegraph/computer/core/network/DataServerManagerTest.java
+++ 
b/computer-test/src/main/java/org/apache/hugegraph/computer/core/network/DataServerManagerTest.java
@@ -25,6 +25,7 @@ import org.apache.hugegraph.computer.core.config.Config;
 import org.apache.hugegraph.computer.core.network.connection.ConnectionManager;
 import 
org.apache.hugegraph.computer.core.network.connection.TransportConnectionManager;
 import org.apache.hugegraph.computer.core.receiver.MessageRecvManager;
+import org.apache.hugegraph.computer.core.snapshot.SnapshotManager;
 import org.apache.hugegraph.computer.core.sort.sorting.RecvSortManager;
 import org.apache.hugegraph.computer.core.sort.sorting.SortManager;
 import org.apache.hugegraph.computer.core.store.FileManager;
@@ -55,6 +56,10 @@ public class DataServerManagerTest extends UnitTestBase {
         MessageRecvManager recvManager = new MessageRecvManager(context(),
                                                                 fileManager,
                                                                 sortManager);
+        SnapshotManager snapshotManager = new SnapshotManager(context(),
+                                                              null,
+                                                              recvManager,
+                                                              null);
         recvManager.init(config);
         ConnectionManager connManager = new TransportConnectionManager();
         DataServerManager serverManager = new DataServerManager(connManager,
diff --git 
a/computer-test/src/main/java/org/apache/hugegraph/computer/core/receiver/MessageRecvManagerTest.java
 
b/computer-test/src/main/java/org/apache/hugegraph/computer/core/receiver/MessageRecvManagerTest.java
index 3942b4ef..b423d386 100644
--- 
a/computer-test/src/main/java/org/apache/hugegraph/computer/core/receiver/MessageRecvManagerTest.java
+++ 
b/computer-test/src/main/java/org/apache/hugegraph/computer/core/receiver/MessageRecvManagerTest.java
@@ -32,6 +32,7 @@ import 
org.apache.hugegraph.computer.core.network.message.MessageType;
 import 
org.apache.hugegraph.computer.core.receiver.edge.EdgeMessageRecvPartitionTest;
 import 
org.apache.hugegraph.computer.core.receiver.message.ComputeMessageRecvPartitionTest;
 import 
org.apache.hugegraph.computer.core.receiver.vertex.VertexMessageRecvPartitionTest;
+import org.apache.hugegraph.computer.core.snapshot.SnapshotManager;
 import org.apache.hugegraph.computer.core.sort.flusher.PeekableIterator;
 import org.apache.hugegraph.computer.core.sort.sorting.RecvSortManager;
 import org.apache.hugegraph.computer.core.sort.sorting.SortManager;
@@ -49,6 +50,7 @@ public class MessageRecvManagerTest extends UnitTestBase {
     private FileManager fileManager;
     private SortManager sortManager;
     private MessageRecvManager receiveManager;
+    private SnapshotManager snapshotManager;
     private ConnectionId connectionId;
 
     @Before
@@ -73,6 +75,10 @@ public class MessageRecvManagerTest extends UnitTestBase {
         this.receiveManager = new MessageRecvManager(context(),
                                                      this.fileManager,
                                                      this.sortManager);
+        this.snapshotManager = new SnapshotManager(context(),
+                                                   null,
+                                                   receiveManager,
+                                                   null);
         this.receiveManager.init(this.config);
         this.connectionId = new ConnectionId(
                             new InetSocketAddress("localhost",8081),
diff --git a/pom.xml b/pom.xml
index 028af9b3..2784670b 100644
--- a/pom.xml
+++ b/pom.xml
@@ -104,6 +104,7 @@
         <hugegraph-client-version>1.0.0</hugegraph-client-version>
         <hugegraph-rpc-version>1.0.0</hugegraph-rpc-version>
         <hugegraph-loader-version>1.0.0</hugegraph-loader-version>
+        <minio-version>8.5.6</minio-version>
     </properties>
 
     <modules>

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