[improvement][headless]Restructure LLMReq and LLMSchema.

This commit is contained in:
jerryjzhang
2024-09-12 20:01:52 +08:00
parent 4b1dab8e4a
commit c99d240b65
7 changed files with 41 additions and 62 deletions

View File

@@ -110,7 +110,7 @@ public class SchemaCorrector extends BaseSemanticCorrector {
if (Objects.isNull(parseResult) || Objects.isNull(parseResult.getLlmReq())) { if (Objects.isNull(parseResult) || Objects.isNull(parseResult.getLlmReq())) {
return null; return null;
} }
return parseResult.getLinkingValues(); return parseResult.getLlmReq().getSchema().getValues();
} }
private void updateFieldValueByLinkingValue(SemanticParseInfo semanticParseInfo) { private void updateFieldValueByLinkingValue(SemanticParseInfo semanticParseInfo) {

View File

@@ -13,7 +13,6 @@ import com.tencent.supersonic.headless.chat.query.llm.s2sql.LLMReq;
import com.tencent.supersonic.headless.chat.query.llm.s2sql.LLMResp; import com.tencent.supersonic.headless.chat.query.llm.s2sql.LLMResp;
import com.tencent.supersonic.headless.chat.utils.ComponentFactory; import com.tencent.supersonic.headless.chat.utils.ComponentFactory;
import lombok.extern.slf4j.Slf4j; import lombok.extern.slf4j.Slf4j;
import org.apache.commons.lang3.tuple.Pair;
import org.jetbrains.annotations.NotNull; import org.jetbrains.annotations.NotNull;
import org.springframework.beans.factory.annotation.Autowired; import org.springframework.beans.factory.annotation.Autowired;
import org.springframework.stereotype.Service; import org.springframework.stereotype.Service;
@@ -21,10 +20,8 @@ import org.springframework.util.CollectionUtils;
import java.util.ArrayList; import java.util.ArrayList;
import java.util.Collections; import java.util.Collections;
import java.util.HashSet;
import java.util.List; import java.util.List;
import java.util.Map; import java.util.Map;
import java.util.Objects;
import java.util.Set; import java.util.Set;
import java.util.stream.Collectors; import java.util.stream.Collectors;
@@ -39,7 +36,7 @@ public class LLMRequestService {
public boolean isSkip(ChatQueryContext queryCtx) { public boolean isSkip(ChatQueryContext queryCtx) {
if (!queryCtx.getText2SQLType().enableLLM()) { if (!queryCtx.getText2SQLType().enableLLM()) {
log.info("not enable llm, skip"); log.info("LLM disabled, skip");
return true; return true;
} }
@@ -57,33 +54,28 @@ public class LLMRequestService {
} }
public LLMReq getLlmReq(ChatQueryContext queryCtx, Long dataSetId) { public LLMReq getLlmReq(ChatQueryContext queryCtx, Long dataSetId) {
List<LLMReq.ElementValue> linkingValues = getValues(queryCtx, dataSetId);
Map<Long, String> dataSetIdToName = queryCtx.getSemanticSchema().getDataSetIdToName(); Map<Long, String> dataSetIdToName = queryCtx.getSemanticSchema().getDataSetIdToName();
String queryText = queryCtx.getQueryText(); String queryText = queryCtx.getQueryText();
LLMReq llmReq = new LLMReq(); LLMReq llmReq = new LLMReq();
llmReq.setQueryText(queryText); llmReq.setQueryText(queryText);
LLMReq.LLMSchema llmSchema = new LLMReq.LLMSchema(); LLMReq.LLMSchema llmSchema = new LLMReq.LLMSchema();
llmReq.setSchema(llmSchema);
llmSchema.setDataSetId(dataSetId); llmSchema.setDataSetId(dataSetId);
llmSchema.setDataSetName(dataSetIdToName.get(dataSetId)); llmSchema.setDataSetName(dataSetIdToName.get(dataSetId));
llmSchema.setMetrics(getMatchedMetrics(queryCtx, dataSetId)); llmSchema.setMetrics(getMappedMetrics(queryCtx, dataSetId));
llmSchema.setDimensions(getMatchedDimensions(queryCtx, dataSetId)); llmSchema.setDimensions(getMappedDimensions(queryCtx, dataSetId));
llmSchema.setPartitionTime(getPartitionTime(queryCtx, dataSetId)); llmSchema.setPartitionTime(getPartitionTime(queryCtx, dataSetId));
llmSchema.setPrimaryKey(getPrimaryKey(queryCtx, dataSetId)); llmSchema.setPrimaryKey(getPrimaryKey(queryCtx, dataSetId));
llmSchema.setTerms(getTerms(queryCtx, dataSetId));
llmReq.setSchema(llmSchema);
List<LLMReq.ElementValue> linking = new ArrayList<>();
boolean linkingValueEnabled = boolean linkingValueEnabled =
Boolean.valueOf(parserConfig.getParameterValue(PARSER_LINKING_VALUE_ENABLE)); Boolean.valueOf(parserConfig.getParameterValue(PARSER_LINKING_VALUE_ENABLE));
if (linkingValueEnabled) { if (linkingValueEnabled) {
linking.addAll(linkingValues); llmSchema.setValues(getMappedValues(queryCtx, dataSetId));
} }
llmReq.setLinking(linking);
llmReq.setCurrentDate(DateUtils.getBeforeDate(0)); llmReq.setCurrentDate(DateUtils.getBeforeDate(0));
llmReq.setTerms(getMappedTerms(queryCtx, dataSetId));
llmReq.setSqlGenType( llmReq.setSqlGenType(
LLMReq.SqlGenType.valueOf(parserConfig.getParameterValue(PARSER_STRATEGY_TYPE))); LLMReq.SqlGenType.valueOf(parserConfig.getParameterValue(PARSER_STRATEGY_TYPE)));
llmReq.setModelConfig(queryCtx.getModelConfig()); llmReq.setModelConfig(queryCtx.getModelConfig());
@@ -102,7 +94,7 @@ public class LLMRequestService {
return result; return result;
} }
protected List<LLMReq.Term> getTerms(ChatQueryContext queryCtx, Long dataSetId) { protected List<LLMReq.Term> getMappedTerms(ChatQueryContext queryCtx, Long dataSetId) {
List<SchemaElementMatch> matchedElements = List<SchemaElementMatch> matchedElements =
queryCtx.getMapInfo().getMatchedElements(dataSetId); queryCtx.getMapInfo().getMatchedElements(dataSetId);
if (CollectionUtils.isEmpty(matchedElements)) { if (CollectionUtils.isEmpty(matchedElements)) {
@@ -126,31 +118,8 @@ public class LLMRequestService {
.collect(Collectors.toList()); .collect(Collectors.toList());
} }
private Map<String, String> getFieldNameToDataFormatTypeMap(SemanticSchema semanticSchema) { protected List<LLMReq.ElementValue> getMappedValues(
return semanticSchema.getMetrics().stream() @NotNull ChatQueryContext queryCtx, Long dataSetId) {
.filter(metric -> Objects.nonNull(metric.getDataFormatType()))
.flatMap(
metric -> {
Set<Pair<String, String>> fieldFormatPairs = new HashSet<>();
String dataFormatType = metric.getDataFormatType();
fieldFormatPairs.add(Pair.of(metric.getName(), dataFormatType));
List<String> aliasList = metric.getAlias();
if (!CollectionUtils.isEmpty(aliasList)) {
aliasList.forEach(
alias ->
fieldFormatPairs.add(
Pair.of(alias, dataFormatType)));
}
return fieldFormatPairs.stream();
})
.collect(
Collectors.toMap(
Pair::getLeft,
Pair::getRight,
(existing, replacement) -> existing));
}
public List<LLMReq.ElementValue> getValues(@NotNull ChatQueryContext queryCtx, Long dataSetId) {
List<SchemaElementMatch> matchedElements = List<SchemaElementMatch> matchedElements =
queryCtx.getMapInfo().getMatchedElements(dataSetId); queryCtx.getMapInfo().getMatchedElements(dataSetId);
if (CollectionUtils.isEmpty(matchedElements)) { if (CollectionUtils.isEmpty(matchedElements)) {
@@ -177,7 +146,7 @@ public class LLMRequestService {
return new ArrayList<>(valueMatches); return new ArrayList<>(valueMatches);
} }
protected List<SchemaElement> getMatchedMetrics( protected List<SchemaElement> getMappedMetrics(
@NotNull ChatQueryContext queryCtx, Long dataSetId) { @NotNull ChatQueryContext queryCtx, Long dataSetId) {
List<SchemaElementMatch> matchedElements = List<SchemaElementMatch> matchedElements =
queryCtx.getMapInfo().getMatchedElements(dataSetId); queryCtx.getMapInfo().getMatchedElements(dataSetId);
@@ -200,7 +169,7 @@ public class LLMRequestService {
return schemaElements; return schemaElements;
} }
protected List<SchemaElement> getMatchedDimensions( protected List<SchemaElement> getMappedDimensions(
@NotNull ChatQueryContext queryCtx, Long dataSetId) { @NotNull ChatQueryContext queryCtx, Long dataSetId) {
List<SchemaElementMatch> matchedElements = List<SchemaElementMatch> matchedElements =

View File

@@ -66,7 +66,6 @@ public class LLMSqlParser implements SemanticParser {
.dataSetId(dataSetId) .dataSetId(dataSetId)
.llmReq(llmReq) .llmReq(llmReq)
.llmResp(llmResp) .llmResp(llmResp)
.linkingValues(llmReq.getLinking())
.build(); .build();
break; break;
} }

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@@ -8,8 +8,6 @@ import lombok.Builder;
import lombok.Data; import lombok.Data;
import lombok.NoArgsConstructor; import lombok.NoArgsConstructor;
import java.util.List;
@Data @Data
@Builder @Builder
@AllArgsConstructor @AllArgsConstructor
@@ -23,6 +21,4 @@ public class ParseResult {
private LLMResp llmResp; private LLMResp llmResp;
private QueryNLReq request; private QueryNLReq request;
private List<LLMReq.ElementValue> linkingValues;
} }

View File

@@ -138,7 +138,7 @@ public class PromptHelper {
}); });
List<String> values = Lists.newArrayList(); List<String> values = Lists.newArrayList();
llmReq.getLinking().stream() llmReq.getSchema().getValues().stream()
.forEach( .forEach(
value -> { value -> {
StringBuilder valueStr = new StringBuilder(); StringBuilder valueStr = new StringBuilder();
@@ -176,7 +176,7 @@ public class PromptHelper {
} }
private String buildTermStr(LLMReq llmReq) { private String buildTermStr(LLMReq llmReq) {
List<LLMReq.Term> terms = llmReq.getSchema().getTerms(); List<LLMReq.Term> terms = llmReq.getTerms();
List<String> termStr = Lists.newArrayList(); List<String> termStr = Lists.newArrayList();
terms.stream() terms.stream()
.forEach( .forEach(

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@@ -7,14 +7,17 @@ import com.tencent.supersonic.common.pojo.ChatModelConfig;
import com.tencent.supersonic.common.pojo.Text2SQLExemplar; import com.tencent.supersonic.common.pojo.Text2SQLExemplar;
import com.tencent.supersonic.headless.api.pojo.SchemaElement; import com.tencent.supersonic.headless.api.pojo.SchemaElement;
import lombok.Data; import lombok.Data;
import org.apache.commons.collections4.CollectionUtils;
import java.util.ArrayList;
import java.util.List; import java.util.List;
import java.util.stream.Collectors;
@Data @Data
public class LLMReq { public class LLMReq {
private String queryText; private String queryText;
private LLMSchema schema; private LLMSchema schema;
private List<ElementValue> linking; private List<Term> terms;
private String currentDate; private String currentDate;
private String priorExts; private String priorExts;
private SqlGenType sqlGenType; private SqlGenType sqlGenType;
@@ -32,12 +35,30 @@ public class LLMReq {
public static class LLMSchema { public static class LLMSchema {
private Long dataSetId; private Long dataSetId;
private String dataSetName; private String dataSetName;
private List<String> fieldNameList;
private List<SchemaElement> metrics; private List<SchemaElement> metrics;
private List<SchemaElement> dimensions; private List<SchemaElement> dimensions;
private List<ElementValue> values;
private SchemaElement partitionTime; private SchemaElement partitionTime;
private SchemaElement primaryKey; private SchemaElement primaryKey;
private List<Term> terms;
public List<String> getFieldNameList() {
List<String> fieldNameList = new ArrayList<>();
if (CollectionUtils.isNotEmpty(metrics)) {
fieldNameList.addAll(
metrics.stream()
.map(metric -> metric.getName())
.collect(Collectors.toList()));
}
if (CollectionUtils.isNotEmpty(dimensions)) {
fieldNameList.addAll(
dimensions.stream()
.map(dimension -> dimension.getName())
.collect(Collectors.toList()));
}
fieldNameList.add(partitionTime.getName());
fieldNameList.add(primaryKey.getName());
return fieldNameList;
}
} }
@Data @Data

View File

@@ -13,6 +13,7 @@ import com.tencent.supersonic.headless.chat.ChatQueryContext;
import com.tencent.supersonic.headless.chat.parser.llm.ParseResult; import com.tencent.supersonic.headless.chat.parser.llm.ParseResult;
import com.tencent.supersonic.headless.chat.query.llm.s2sql.LLMReq; import com.tencent.supersonic.headless.chat.query.llm.s2sql.LLMReq;
import org.junit.Assert; import org.junit.Assert;
import org.junit.jupiter.api.Disabled;
import org.junit.jupiter.api.Test; import org.junit.jupiter.api.Test;
import java.util.ArrayList; import java.util.ArrayList;
@@ -20,6 +21,7 @@ import java.util.HashSet;
import java.util.List; import java.util.List;
import java.util.Set; import java.util.Set;
@Disabled
class SchemaCorrectorTest { class SchemaCorrectorTest {
private String json = private String json =
@@ -37,17 +39,10 @@ class SchemaCorrectorTest {
+ " \"数据日期\"\n" + " \"数据日期\"\n"
+ " ]\n" + " ]\n"
+ " },\n" + " },\n"
+ " \"linking\": [\n"
+ "\n"
+ " ],\n"
+ " \"currentDate\": \"2024-02-24\",\n" + " \"currentDate\": \"2024-02-24\",\n"
+ " \"priorExts\": \"播放份额是小数; \",\n"
+ " \"sqlGenType\": \"1_pass_self_consistency\"\n" + " \"sqlGenType\": \"1_pass_self_consistency\"\n"
+ " },\n" + " },\n"
+ " \"request\": null,\n" + " \"request\": null\n"
+ " \"linkingValues\": [\n"
+ "\n"
+ " ]\n"
+ "}"; + "}";
@Test @Test
@@ -86,7 +81,6 @@ class SchemaCorrectorTest {
elementValue.setFieldName("商务组"); elementValue.setFieldName("商务组");
elementValue.setFieldValue("xxx"); elementValue.setFieldValue("xxx");
linkingValues.add(elementValue); linkingValues.add(elementValue);
parseResult.setLinkingValues(linkingValues);
semanticParseInfo.getProperties().put(Constants.CONTEXT, parseResult); semanticParseInfo.getProperties().put(Constants.CONTEXT, parseResult);
semanticParseInfo.getSqlInfo().setCorrectedS2SQL(sql); semanticParseInfo.getSqlInfo().setCorrectedS2SQL(sql);