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https://github.com/tencentmusic/supersonic.git
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(improvement)(Common) Merge ChatGptHelper into the existing ChatLanguageModel framework (#1017)
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@@ -15,7 +15,7 @@ import com.tencent.supersonic.common.pojo.enums.EventType;
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import com.tencent.supersonic.common.pojo.enums.StatusEnum;
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import com.tencent.supersonic.common.pojo.enums.TypeEnums;
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import com.tencent.supersonic.common.pojo.exception.InvalidArgumentException;
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import com.tencent.supersonic.common.util.ChatGptHelper;
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import com.tencent.supersonic.headless.server.utils.AliasGenerateHelper;
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import com.tencent.supersonic.headless.api.pojo.DimValueMap;
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import com.tencent.supersonic.headless.api.pojo.ModelDetail;
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import com.tencent.supersonic.headless.api.pojo.enums.TagDefineType;
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@@ -69,7 +69,7 @@ public class DimensionServiceImpl implements DimensionService {
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private ModelService modelService;
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private ChatGptHelper chatGptHelper;
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private AliasGenerateHelper chatGptHelper;
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private DatabaseService databaseService;
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@@ -85,7 +85,7 @@ public class DimensionServiceImpl implements DimensionService {
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public DimensionServiceImpl(DimensionRepository dimensionRepository,
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ModelService modelService,
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ChatGptHelper chatGptHelper,
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AliasGenerateHelper chatGptHelper,
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DatabaseService databaseService,
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ModelRelaService modelRelaService,
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DataSetService dataSetService,
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@@ -341,7 +341,7 @@ public class DimensionServiceImpl implements DimensionService {
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@Override
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public List<String> mockAlias(DimensionReq dimensionReq, String mockType, User user) {
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String mockAlias = chatGptHelper.mockAlias(mockType, dimensionReq.getName(), dimensionReq.getBizName(),
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String mockAlias = chatGptHelper.generateAlias(mockType, dimensionReq.getName(), dimensionReq.getBizName(),
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"", dimensionReq.getDescription(), false);
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return JSONObject.parseObject(mockAlias, new TypeReference<List<String>>() {
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});
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@@ -363,7 +363,7 @@ public class DimensionServiceImpl implements DimensionService {
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String value = (String) stringObjectMap.get(dimensionReq.getBizName());
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valueList.add(value);
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}
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String json = chatGptHelper.mockDimensionValueAlias(JSON.toJSONString(valueList));
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String json = chatGptHelper.generateDimensionValueAlias(JSON.toJSONString(valueList));
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log.info("return llm res is :{}", json);
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JSONObject jsonObject = JSON.parseObject(json);
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@@ -17,7 +17,7 @@ import com.tencent.supersonic.common.pojo.enums.EventType;
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import com.tencent.supersonic.common.pojo.enums.StatusEnum;
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import com.tencent.supersonic.common.pojo.enums.TypeEnums;
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import com.tencent.supersonic.common.util.BeanMapper;
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import com.tencent.supersonic.common.util.ChatGptHelper;
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import com.tencent.supersonic.headless.server.utils.AliasGenerateHelper;
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import com.tencent.supersonic.common.util.jsqlparser.SqlSelectFunctionHelper;
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import com.tencent.supersonic.headless.api.pojo.DrillDownDimension;
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import com.tencent.supersonic.headless.api.pojo.Measure;
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@@ -97,7 +97,7 @@ public class MetricServiceImpl implements MetricService {
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private DimensionService dimensionService;
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private ChatGptHelper chatGptHelper;
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private AliasGenerateHelper chatGptHelper;
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private CollectService collectService;
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@@ -111,7 +111,7 @@ public class MetricServiceImpl implements MetricService {
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public MetricServiceImpl(MetricRepository metricRepository,
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ModelService modelService,
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ChatGptHelper chatGptHelper,
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AliasGenerateHelper chatGptHelper,
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CollectService collectService,
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DataSetService dataSetService,
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ApplicationEventPublisher eventPublisher,
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@@ -535,7 +535,7 @@ public class MetricServiceImpl implements MetricService {
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@Override
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public List<String> mockAlias(MetricBaseReq metricReq, String mockType, User user) {
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String mockAlias = chatGptHelper.mockAlias(mockType, metricReq.getName(), metricReq.getBizName(), "",
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String mockAlias = chatGptHelper.generateAlias(mockType, metricReq.getName(), metricReq.getBizName(), "",
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metricReq.getDescription(), !"".equals(metricReq.getDataFormatType()));
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return JSONObject.parseObject(mockAlias, new TypeReference<List<String>>() {
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});
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@@ -0,0 +1,86 @@
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package com.tencent.supersonic.headless.server.utils;
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import dev.langchain4j.data.message.AiMessage;
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import dev.langchain4j.data.message.SystemMessage;
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import dev.langchain4j.model.chat.ChatLanguageModel;
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import dev.langchain4j.model.output.Response;
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import lombok.extern.slf4j.Slf4j;
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import org.springframework.beans.factory.annotation.Autowired;
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import org.springframework.stereotype.Component;
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@Component
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@Slf4j
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public class AliasGenerateHelper {
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@Autowired
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private ChatLanguageModel chatLanguageModel;
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public String getChatCompletion(String message) {
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SystemMessage from = SystemMessage.from(message);
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Response<AiMessage> response = chatLanguageModel.generate(from);
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log.info("message:{}\n response:{}", message, response);
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return response.content().text();
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}
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public String generateAlias(String mockType,
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String name,
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String bizName,
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String table,
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String desc,
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Boolean isPercentage) {
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String msg = "Assuming you are a professional data analyst specializing in metrics and dimensions, "
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+ "you have a vast amount of data analysis metrics content. You are familiar with the basic"
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+ " format of the content,Now, Construct your answer Based on the following json-schema.\n"
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+ "{\n"
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+ "\"$schema\": \"http://json-schema.org/draft-07/schema#\",\n"
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+ "\"type\": \"array\",\n"
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+ "\"minItems\": 2,\n"
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+ "\"maxItems\": 4,\n"
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+ "\"items\": {\n"
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+ "\"type\": \"string\",\n"
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+ "\"description\": \"Assuming you are a data analyst and give a defined "
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+ mockType
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+ " name: "
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+ name + ","
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+ "this "
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+ mockType
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+ " is from database and table: "
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+ table + ",This "
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+ mockType
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+ " calculates the field source: "
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+ bizName
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+ ", The description of this metrics is: "
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+ desc
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+ ", provide some aliases for this, please take chinese or english,"
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+ "You must adhere to the following rules:\n"
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+ "1. Please do not generate aliases like xxx1, xxx2, xxx3.\n"
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+ "2. Please do not generate aliases that are the same as the original names of metrics/dimensions.\n"
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+ "3. Please pay attention to the quality of the generated aliases and "
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+ " avoid creating aliases that look like test data.\n"
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+ "4. Please generate more Chinese aliases."
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+ "},\n"
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+ "\"additionalProperties\":false}\n"
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+ "Please double-check whether the answer conforms to the format described in the JSON-schema.\n"
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+ "ANSWER JSON:";
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log.info("msg:{}", msg);
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return getChatCompletion(msg);
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}
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public String generateDimensionValueAlias(String json) {
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String msg = "Assuming you are a professional data analyst specializing in indicators,for you a json list,"
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+ "the required content to follow is as follows: "
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+ "1. The format of JSON,"
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+ "2. Only return in JSON format,"
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+ "3. the array item > 1 and < 5,more alias,"
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+ "for example:input:[\"qq_music\",\"kugou_music\"],"
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+ "out:{\"tran\":[\"qq音乐\",\"酷狗音乐\"],\"alias\":{\"qq_music\":[\"q音\",\"qq音乐\"],"
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+ "\"kugou_music\":[\"kugou\",\"酷狗\"]}},"
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+ "now input: "
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+ json + ","
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+ "answer json:";
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log.info("msg:{}", msg);
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return getChatCompletion(msg);
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}
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}
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@@ -7,7 +7,7 @@ import com.tencent.supersonic.common.pojo.enums.DataFormatTypeEnum;
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import com.tencent.supersonic.common.pojo.enums.SensitiveLevelEnum;
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import com.tencent.supersonic.common.pojo.enums.StatusEnum;
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import com.tencent.supersonic.common.pojo.enums.TypeEnums;
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import com.tencent.supersonic.common.util.ChatGptHelper;
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import com.tencent.supersonic.headless.server.utils.AliasGenerateHelper;
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import com.tencent.supersonic.headless.api.pojo.DrillDownDimension;
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import com.tencent.supersonic.headless.api.pojo.MeasureParam;
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import com.tencent.supersonic.headless.api.pojo.MetricDefineByMeasureParams;
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@@ -64,7 +64,7 @@ public class MetricServiceImplTest {
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private MetricService mockMetricService(MetricRepository metricRepository,
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ModelService modelService) {
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ChatGptHelper chatGptHelper = Mockito.mock(ChatGptHelper.class);
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AliasGenerateHelper chatGptHelper = Mockito.mock(AliasGenerateHelper.class);
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CollectService collectService = Mockito.mock(CollectService.class);
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ApplicationEventPublisher eventPublisher = Mockito.mock(ApplicationEventPublisher.class);
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DataSetService dataSetService = Mockito.mock(DataSetServiceImpl.class);
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