becketqin commented on a change in pull request #9184: [FLINK-13339][ml] Add an 
implementation of pipeline's api
URL: https://github.com/apache/flink/pull/9184#discussion_r328974880
 
 

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 File path: 
flink-ml-parent/flink-ml-lib/src/main/java/org/apache/flink/ml/common/MLEnvironmentFactory.java
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 @@ -0,0 +1,98 @@
+/*
+ * 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.flink.ml.common;
+
+import java.util.HashMap;
+
+/**
+ * Factory to get the MLEnvironment using a MLEnvironmentId.
+ *
+ * <p>The MLEnvironmentFactory manages the multiple MLEnvironments by the 
MLEnvironmentId.
+ * Two steps that the user use the Factory:
+ * <ul>
+ *     <li>1. call the {@link #getNewMLEnvironmentId()} to get a new 
MLEnvironmentId</li>
+ *     <li>2. call the {@link #get(Long)} to get the MLEnvironment from 
factory using the got MLEnvironmentId</li>
+ * </ul>
+ */
+public class MLEnvironmentFactory {
+
+       /**
+        * The default MLEnvironmentId.
+        */
+       public static final Long DEFAULT_ML_ENVIRONMENT_ID = 0L;
+
+       /**
+        * A 'id' is a unique identifier of a MLEnvironment.
+        */
+       private static Long id = 1L;
+
+       /**
+        * Map that hold the MLEnvironment and use the MLEnvironmentId as its 
key.
+        */
+       private static HashMap<Long, MLEnvironment> map = new HashMap<>();
+
+       /**
+        * Get the MLEnvironment using a MLEnvironmentId.
+        *
+        * @param mlEnvId the MLEnvironmentId
+        * @return the MLEnvironment
+        */
+       public static synchronized MLEnvironment get(Long mlEnvId) {
+               if (!map.containsKey(mlEnvId)) {
+                       throw new RuntimeException("There is no Environment in 
factory. " +
+                               "Maybe you could call `getNewMLEnvironmentId` 
to create a new MLEnvironmentId");
+               }
+
+               return map.get(mlEnvId);
+       }
+
+       static {
+               map.put(DEFAULT_ML_ENVIRONMENT_ID, new MLEnvironment());
+       }
+
+       /**
+        * Get the MLEnvironment use the default MLEnvironmentId.
+        *
+        * @return the default MLEnvironment.
+        */
+       public static synchronized MLEnvironment getDefault() {
+               return get(DEFAULT_ML_ENVIRONMENT_ID);
+       }
+
+       /**
+        * Create a unique MLEnvironment id and set a new MLEnvironment in the 
factory.
+        *
+        * @return the MLEnvironment id.
+        */
+       public static synchronized Long getNewMLEnvironmentId() {
 
 Review comment:
   To make the `MLEnvironment` immutable, may be we should take 
`TableEnvironment` / `StreamExecutionEnvironment` / `ExecutionEnvironment` as 
input parameter, then pass them to the `MLEnvironment` constructor?

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