walterddr commented on a change in pull request #8402: [FLINK-12473][ml] Add 
the interface of ML pipeline and ML lib
URL: https://github.com/apache/flink/pull/8402#discussion_r283117176
 
 

 ##########
 File path: 
flink-ml/flink-ml-api/src/main/java/org/apache/flink/ml/api/core/PipelineStage.java
 ##########
 @@ -0,0 +1,70 @@
+/*
+ * 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.api.core;
+
+import org.apache.flink.ml.api.misc.param.ParamInfo;
+import org.apache.flink.ml.api.misc.param.WithParams;
+import org.apache.flink.ml.api.misc.persist.Persistable;
+import org.apache.flink.ml.util.param.ExtractParamInfosUtil;
+import org.apache.flink.ml.util.persist.MLStageFactory;
+
+import com.google.gson.Gson;
+import com.google.gson.JsonObject;
+
+import java.io.Serializable;
+import java.util.HashMap;
+import java.util.List;
+import java.util.Map;
+
+/**
+ * Base class for a stage in a pipeline. The interface is only a concept, and 
does not have any
+ * actual functionality. Its subclasses must be either Estimator or 
Transformer. No other classes
+ * should inherit this interface directly.
+ *
+ * <p>Each pipeline stage is with parameters and meanwhile persistable.
+ *
+ * @param <T> The class type of the PipelineStage implementation itself, used 
by {@link
+ *            org.apache.flink.ml.api.misc.param.WithParams}
+ * @see WithParams
+ */
+interface PipelineStage<T extends PipelineStage<T>> extends WithParams<T>, 
Serializable,
+               Persistable {
+
+       default String toJson() {
 
 Review comment:
   How about using `Serialize` / `Deserialize` with type settings ? I think 
many use cases require the flexibility to serialized the pipeline in a way that 
fits the client system need. 

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