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_r333559910
 
 

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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 +1,125 @@
+/*
+ * 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 following code snippet shows how to interact with 
MLEnvironmentFactory.
+ * <pre>
+ * {@code
+ * long mlEnvId = MLEnvironmentFactory.getNewMLEnvironmentId();
+ * MLEnvironment mlEnv = MLEnvironmentFactory.get(mlEnvId);
+ * }
+ * </pre>
+ */
+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 final HashMap<Long, MLEnvironment> map = new HashMap<>();
+
+       /**
+        * Get the MLEnvironment using a MLEnvironmentId.
+        * The default MLEnvironment will be set a new MLEnvironment
+        * when there is no default MLEnvironment.
+        *
+        * @param mlEnvId the MLEnvironmentId
+        * @return the MLEnvironment
+        */
+       public static synchronized MLEnvironment get(Long mlEnvId) {
+               if (!map.containsKey(mlEnvId)) {
+                       if (mlEnvId.equals(DEFAULT_ML_ENVIRONMENT_ID)) {
+                               setDefault(new MLEnvironment());
+                       } else {
+                               throw new IllegalArgumentException("There is no 
Environment in factory. " +
+                                       "Maybe you could call 
`getNewMLEnvironmentId` to create a new MLEnvironmentId");
+                       }
+               }
+
+               return map.get(mlEnvId);
+       }
+
+       /**
+        * Get the MLEnvironment use the default MLEnvironmentId.
+        *
+        * @return the default MLEnvironment.
+        */
+       public static synchronized MLEnvironment getDefault() {
+               return get(DEFAULT_ML_ENVIRONMENT_ID);
+       }
+
+       /**
+        * Set the default MLEnvironment.
+        * The default MLEnvironment should be set only once.
+        *
+        * @param env the MLEnvironment
+        */
+       public static synchronized void setDefault(MLEnvironment env) {
 
 Review comment:
   Is custom default MLEnvironment necessary? What if users used one default 
MLEnv and later on changed to another? This could introduce some unexpected 
problems.
   
   Should users just create their own MLEnvironmentID and MLEnvironment in that 
case?

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