smiklosovic commented on code in PR #4399:
URL: https://github.com/apache/cassandra/pull/4399#discussion_r2410757796


##########
src/java/org/apache/cassandra/db/compression/ManualTrainingOptions.java:
##########
@@ -0,0 +1,80 @@
+/*
+ * 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.cassandra.db.compression;
+
+import java.util.Map;
+
+/**
+ * Configuration options for manual compression dictionary training.
+ * This class encapsulates the parsed and validated parameters needed for 
training.
+ */
+public class ManualTrainingOptions
+{
+    private final int maxSamplingDurationSeconds;
+
+    public ManualTrainingOptions(int maxSamplingDurationSeconds)
+    {
+        if (maxSamplingDurationSeconds <= 0)
+        {
+            throw new IllegalArgumentException("maxSamplingDurationSeconds 
must be positive, got: " + maxSamplingDurationSeconds);
+        }
+        this.maxSamplingDurationSeconds = maxSamplingDurationSeconds;
+    }
+
+    /**
+     * Parse options from a string map, typically from JMX/MBean calls.
+     *
+     * @param options the string map containing training options
+     * @return parsed and validated ManualTrainingOptions
+     * @throws IllegalArgumentException if required parameters are missing or 
invalid
+     */
+    public static ManualTrainingOptions fromStringMap(Map<String, String> 
options)
+    {
+        if (options == null || 
!options.containsKey("maxSamplingDurationSeconds"))

Review Comment:
   are we really going to use  camel case? not snake case? not sure what is 
better or what we use consistently. Also we might probably extract this string 
to a standalone constant in this class. Easy to mess it up by typing it 
constantly. 



##########
src/java/org/apache/cassandra/db/compression/CompressionDictionaryManagerMBean.java:
##########
@@ -0,0 +1,50 @@
+/*
+ * 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.cassandra.db.compression;
+
+import java.util.Map;
+
+public interface CompressionDictionaryManagerMBean
+{
+    /**
+     * Starts sampling and training for this table.
+     * 
+     * @param options options for the training process (currently unused, 
reserved for future extensions)
+     * @throws IllegalArgumentException if table doesn't support dictionary 
compression

Review Comment:
   Throw `UnsupportedOperationException` then?



##########
src/java/org/apache/cassandra/db/compression/ICompressionDictionaryCache.java:
##########
@@ -0,0 +1,64 @@
+/*
+ * 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.cassandra.db.compression;
+
+import javax.annotation.Nullable;
+
+/**
+ * Interface for managing compression dictionary caching and current 
dictionary state.
+ * <p>
+ * Implementations handle:
+ * - Local caching of compression dictionaries with automatic cleanup
+ * - Managing the current active dictionary for write operations
+ * - Thread-safe access to cached dictionaries
+ */
+public interface ICompressionDictionaryCache extends AutoCloseable
+{
+    /**
+     * Gets the current active compression dictionary.
+     *
+     * @return the current compression dictionary, or null if no dictionary is 
available
+     */
+    @Nullable
+    CompressionDictionary getCurrent();

Review Comment:
   It would be better style to work with `Optional<CompressionDictionary>` than 
to work with `Nullable` annotations. Feels just more Java idiomatic than this. 
Applicable for `get` method too. 



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