[improvement](chat) support filterCondition in InMemoryS2EmbeddingStore (#523)

chat/core/src/main/java/com/tencent/supersonic/chat/parser/sql/llm/SqlPromptGenerator.java

@@ -56,8 +56,8 @@ public class SqlPromptGenerator {
     public String generateSqlPrompt(LLMReq llmReq, String schemaLinkStr, List<Map<String, String>> fewshotExampleList) {
         String instruction = "# Use the the schema links to generate the SQL queries for each of the questions.";
         List<String> exampleKeys = Arrays.asList("questionAugmented", "dbSchema", "generatedSchemaLinkings", "sql");
-        String exampleTemplate = "dbSchema\nQ: questionAugmented\n"
+        String exampleTemplate = "dbSchema\nQ: questionAugmented\n" + "Schema_links: generatedSchemaLinkings\n"
-                + "Schema_links: generatedSchemaLinkings\nSQL: {sql}";
+                + "SQL: {sql}";
 
         String schemaLinkingPrompt = InputFormat.format(exampleTemplate, exampleKeys, fewshotExampleList);
         Pair<String, String> questionPrompt = transformQuestionPrompt(llmReq);

common/src/main/java/com/tencent/supersonic/common/util/embedding/InMemoryS2EmbeddingStore.java

@@ -20,11 +20,15 @@ import java.util.Collections;
 import java.util.Comparator;
 import java.util.List;
 import java.util.Map;
+import java.util.Map.Entry;
 import java.util.Objects;
 import java.util.PriorityQueue;
 import java.util.concurrent.ConcurrentHashMap;
 import java.util.concurrent.CopyOnWriteArrayList;
+import java.util.stream.Collectors;
 import lombok.extern.slf4j.Slf4j;
+import org.apache.commons.collections4.MapUtils;
+import org.apache.commons.lang3.StringUtils;
 
 /***
  * Implementation of S2EmbeddingStore within the Java process's in-memory.
@@ -75,9 +79,11 @@ public class InMemoryS2EmbeddingStore implements S2EmbeddingStore {
         List<RetrieveQueryResult> results = new ArrayList<>();
 
         List<String> queryTextsList = retrieveQuery.getQueryTextsList();
+        Map<String, String> filterCondition = retrieveQuery.getFilterCondition();
         for (String queryText : queryTextsList) {
             Embedding embeddedText = embeddingModel.embed(queryText).content();
-            List<EmbeddingMatch<EmbeddingQuery>> relevant = embeddingStore.findRelevant(embeddedText, num);
+            int maxResults = getMaxResults(num, filterCondition);
+            List<EmbeddingMatch<EmbeddingQuery>> relevant = embeddingStore.findRelevant(embeddedText, maxResults);
 
             RetrieveQueryResult retrieveQueryResult = new RetrieveQueryResult();
             retrieveQueryResult.setQuery(queryText);
@@ -87,9 +93,17 @@ public class InMemoryS2EmbeddingStore implements S2EmbeddingStore {
                 retrieval.setDistance(embeddingMatch.score());
                 retrieval.setId(embeddingMatch.embeddingId());
                 retrieval.setQuery(embeddingMatch.embedded().getQuery());
-                retrieval.setMetadata(embeddingMatch.embedded().getMetadata());
+                Map<String, Object> metadata = embeddingMatch.embedded().getMetadata();
+                if (filterRetrieval(filterCondition, metadata)) {
+                    continue;
+                }
+                retrieval.setMetadata(metadata);
                 retrievals.add(retrieval);
             }
+            retrievals = retrievals.stream()
+                    .sorted(Comparator.comparingDouble(Retrieval::getDistance).reversed())
+                    .limit(num)
+                    .collect(Collectors.toList());
             retrieveQueryResult.setRetrieval(retrievals);
             results.add(retrieveQueryResult);
         }
@@ -97,10 +111,32 @@ public class InMemoryS2EmbeddingStore implements S2EmbeddingStore {
         return results;
     }
 
+    private int getMaxResults(int num, Map<String, String> filterCondition) {
+        int maxResults = num;
+        if (MapUtils.isNotEmpty(filterCondition)) {
+            maxResults = num * 5;
+        }
+        return maxResults;
+    }
+
+    private boolean filterRetrieval(Map<String, String> filterCondition, Map<String, Object> metadata) {
+        if (MapUtils.isNotEmpty(metadata) && MapUtils.isNotEmpty(filterCondition)) {
+            for (Entry<String, Object> entry : metadata.entrySet()) {
+                String filterValue = filterCondition.get(entry.getKey());
+                if (StringUtils.isNotBlank(filterValue) && !filterValue.equalsIgnoreCase(
+                        entry.getValue().toString())) {
+                    return true;
+                }
+            }
+        }
+        return false;
+    }
+
     /**
      * An {@link EmbeddingStore} that stores embeddings in memory.
      * <p>
      * Uses a brute force approach by iterating over all embeddings to find the best matches.
+     *
      * @param <Embedded> The class of the object that has been embedded.
      *         Typically, it is {@link dev.langchain4j.data.segment.TextSegment}.
      *         copy from dev.langchain4j.store.embedding.inmemory.InMemoryEmbeddingStore