[improvement][headless-chat]Optimize text2sql prompt.

chat/server/src/main/java/com/tencent/supersonic/chat/server/memory/MemoryReviewTask.java

@@ -86,7 +86,8 @@ public class MemoryReviewTask {
                 ModelProvider.getChatModel(ModelConfigHelper.getChatModelConfig(chatApp));
         if (Objects.nonNull(chatLanguageModel)) {
             String response = chatLanguageModel.generate(prompt.toUserMessage()).content().text();
-            keyPipelineLog.info("MemoryReviewTask modelReq:\n{} \nmodelResp:\n{}", promptStr, response);
+            keyPipelineLog.info("MemoryReviewTask modelReq:\n{} \nmodelResp:\n{}", promptStr,
+                    response);
             processResponse(response, m);
         } else {
             log.debug("ChatLanguageModel not found for agent:{}", chatAgent.getId());

headless/chat/src/main/java/com/tencent/supersonic/headless/chat/parser/llm/OnePassSCSqlGenStrategy.java

@@ -37,15 +37,16 @@ public class OnePassSCSqlGenStrategy extends SqlGenStrategy {
             + "please convert it to a SQL query so that relevant data could be returned "
             + "by executing the SQL query against underlying database." + "\n#Rules:"
             + "\n1.ALWAYS generate columns and values specified in the `Schema`, DO NOT hallucinate."
-            + "\n2.ALWAYS specify date filter using `>`,`<`,`>=`,`<=` operator."
-            + "\n3.DO NOT include date filter in the where clause if not explicitly expressed in the `Question`."
-            + "\n4.DO NOT calculate date range using functions."
-            + "\n5.DO NOT miss the AGGREGATE operator of metrics, always add it as needed."
-            + "\n6.ALWAYS use `with` statement if nested aggregation is needed."
-            + "\n7.ALWAYS enclose alias created by `AS` command in underscores."
-            + "\n8.ALWAYS translate alias created by `AS` command to the same language as the `#Question`."
+            + "\n2.ALWAYS be cautious, word in the `Schema` does not mean it must appear in the SQL."
+            + "\n3.ALWAYS specify date filter using `>`,`<`,`>=`,`<=` operator."
+            + "\n4.DO NOT include date filter in the where clause if not explicitly expressed in the `Question`."
+            + "\n5.DO NOT calculate date range using functions."
+            + "\n6.DO NOT miss the AGGREGATE operator of metrics, always add it as needed."
+            + "\n7.ALWAYS use `with` statement if nested aggregation is needed."
+            + "\n8.ALWAYS enclose alias created by `AS` command in underscores."
+            + "\n9.ALWAYS translate alias created by `AS` command to the same language as the `#Question`."
             + "\n#Exemplars: {{exemplar}}"
-            + "\n#Question: Question:{{question}},Schema:{{schema}},SideInfo:{{information}}";
+            + "\n#Query: Question:{{question}},Schema:{{schema}},SideInfo:{{information}}";
 
     public OnePassSCSqlGenStrategy() {
         ChatAppManager.register(APP_KEY, ChatApp.builder().prompt(INSTRUCTION).name("语义SQL解析")
@@ -70,7 +71,7 @@ public class OnePassSCSqlGenStrategy extends SqlGenStrategy {
         LLMResp llmResp = new LLMResp();
         llmResp.setQuery(llmReq.getQueryText());
         // 1.recall exemplars
-        log.info("OnePassSCSqlGenStrategy llmReq:\n{}", llmReq);
+        log.debug("OnePassSCSqlGenStrategy llmReq:\n{}", llmReq);
         List<List<Text2SQLExemplar>> exemplarsList = promptHelper.getFewShotExemplars(llmReq);
 
         // 2.generate sql generation prompt for each self-consistency inference
@@ -91,7 +92,8 @@ public class OnePassSCSqlGenStrategy extends SqlGenStrategy {
         prompt2Exemplar.keySet().parallelStream().forEach(prompt -> {
             SemanticSql s2Sql = extractor.generateSemanticSql(prompt.toUserMessage().singleText());
             output2Prompt.put(s2Sql.getSql(), prompt);
-            keyPipelineLog.info("OnePassSCSqlGenStrategy modelReq:\n{} \nmodelResp:\n{}", prompt.text(), s2Sql);
+            keyPipelineLog.info("OnePassSCSqlGenStrategy modelReq:\n{} \nmodelResp:\n{}",
+                    prompt.text(), s2Sql);
         });
 
         // 4.format response.

headless/server/src/main/java/com/tencent/supersonic/headless/server/utils/AliasGenerateHelper.java

@@ -58,7 +58,8 @@ public class AliasGenerateHelper {
 
         Prompt prompt = PromptTemplate.from(NAME_ALIAS_INSTRUCTION).apply(variable);
         String response = getChatCompletion(prompt);
-        keyPipelineLog.info("AliasGenerateHelper.generateAlias modelReq:\n{} \nmodelResp:\n{}", prompt.text(), response);
+        keyPipelineLog.info("AliasGenerateHelper.generateAlias modelReq:\n{} \nmodelResp:\n{}",
+                prompt.text(), response);
         return response;
     }
 
@@ -68,8 +69,9 @@ public class AliasGenerateHelper {
 
         Prompt prompt = PromptTemplate.from(VALUE_ALIAS_INSTRUCTION).apply(variable);
         String response = getChatCompletion(prompt);
-        keyPipelineLog.info("AliasGenerateHelper.generateValueAlias modelReq:\n{} " +
-                "\nmodelResp:\n{}", prompt.text(), response);
+        keyPipelineLog.info(
+                "AliasGenerateHelper.generateValueAlias modelReq:\n{} " + "\nmodelResp:\n{}",
+                prompt.text(), response);
 
 
         return response;