rosemarYuan commented on code in PR #887:
URL: https://github.com/apache/flink-agents/pull/887#discussion_r3632672992


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runtime/src/main/java/org/apache/flink/agents/runtime/memory/MemoryEventBuilder.java:
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@@ -0,0 +1,154 @@
+/*
+ * 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.agents.runtime.memory;
+
+import com.fasterxml.jackson.databind.ObjectMapper;
+import org.apache.flink.agents.api.context.MemoryUpdate;
+import org.apache.flink.agents.api.event.LongTermGetEvent;
+import org.apache.flink.agents.api.event.LongTermSearchEvent;
+import org.apache.flink.agents.api.event.LongTermUpdateEvent;
+import org.apache.flink.agents.api.event.MemoryEvent;
+import org.apache.flink.agents.runtime.memory.MemoryEventSettings.MemoryOp;
+import org.slf4j.Logger;
+import org.slf4j.LoggerFactory;
+
+import java.util.ArrayList;
+import java.util.Collections;
+import java.util.LinkedHashMap;
+import java.util.List;
+import java.util.Map;
+
+/**
+ * Converts per-action memory records into {@link MemoryEvent}s at the action 
finish boundary.
+ *
+ * <p>Values are dot-key flat maps; multiple operations on the same field 
within one action fold to
+ * the last value (net effect). LTM search values map each query to its (last) 
hit list.
+ */
+public final class MemoryEventBuilder {
+
+    private static final Logger LOG = 
LoggerFactory.getLogger(MemoryEventBuilder.class);
+    private static final ObjectMapper MAPPER = new ObjectMapper();
+
+    private MemoryEventBuilder() {}
+
+    public static List<MemoryEvent> buildWriteEvents(
+            String key,
+            List<MemoryUpdate> sensoryUpdates,
+            List<MemoryUpdate> shortTermUpdates,
+            MemoryEventSettings settings) {
+        List<MemoryEvent> events = new ArrayList<>(2);
+        addFolded(events, key, MemoryOp.SENSORY_WRITE, sensoryUpdates, 
settings);
+        addFolded(events, key, MemoryOp.SHORT_TERM_WRITE, shortTermUpdates, 
settings);
+        return events;
+    }
+
+    public static List<MemoryEvent> buildReadEvents(
+            String key,
+            List<MemoryUpdate> sensoryReads,
+            List<MemoryUpdate> shortTermReads,
+            MemoryEventSettings settings) {
+        List<MemoryEvent> events = new ArrayList<>(2);
+        addFolded(events, key, MemoryOp.SENSORY_READ, sensoryReads, settings);
+        addFolded(events, key, MemoryOp.SHORT_TERM_READ, shortTermReads, 
settings);
+        return events;
+    }
+
+    /**
+     * Builds LTM events from drained Python-side records ({@code 
{op,set,id,value,key}} maps). The
+     * record-level {@code key} is a hashed partition key used only for drain 
filtering; the emitted
+     * events carry the finishing action's readable {@code key} passed in here.
+     */
+    public static List<MemoryEvent> buildLtmEvents(
+            String key, List<Map<String, Object>> records, MemoryEventSettings 
settings) {
+        Map<String, Object> updates = new LinkedHashMap<>();
+        Map<String, Object> gets = new LinkedHashMap<>();
+        Map<String, Object> searches = new LinkedHashMap<>();
+        for (Map<String, Object> record : records) {
+            Object op = record.get("op");
+            String set = record.get("set") != null ? 
record.get("set").toString() : null;
+            if (set == null) {
+                continue;
+            }
+            Object id = record.get("id");
+            Object value = record.get("value");
+            if ("ADD".equals(op)) {
+                updates.put(set + "." + id, value);
+            } else if ("DELETE".equals(op)) {
+                updates.put(set + "." + id, null);
+            } else if ("DELETE_SET".equals(op)) {
+                updates.put(set, null);

Review Comment:
   Hi @weiqingy, sorry for the delayed response. I was working on the Action 
Condition changes last week, so I didn’t get a chance to address this PR 
sooner. I’ve now addressed all the review comments and added the corresponding 
tests. Thanks again for the thorough review.
   
   For `begin-event`, I hadn’t fully considered the cost you pointed out: 
enabling it by default makes every input scan the full STM state, even when 
log-based reconstruction is not needed. Given that overhead, I changed 
`begin-event` to be opt-in (`false` by default) and restored the original 
`ON_READ_AND_WRITE` TTL default. Users who need an STM reconstruction anchor 
can still enable the event explicitly.



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