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Original file line number Diff line number Diff line change
Expand Up @@ -22,14 +22,35 @@
import lombok.Getter;

public enum FunctionType {
UNKNOWN(0),
UNKNOWN("Unknown", 0), // in milvus-proto, the name is "Unknown"
BM25(1),
;

private final String name;
@Getter
private final int code;

FunctionType(int i) {
code = i;
FunctionType(){
this.name = this.name();
this.code = this.ordinal();
}

FunctionType(int code){
this.name = this.name();
this.code = code;
}

FunctionType(String name, int code){
this.name = name;
this.code = code;
}

public static FunctionType fromName(String name) {
for (FunctionType type : FunctionType.values()) {
if (type.name().equals(name)) {
return type;
}
}
return null;
}
}
14 changes: 8 additions & 6 deletions sdk-core/src/main/java/io/milvus/v2/utils/SchemaUtils.java
Original file line number Diff line number Diff line change
Expand Up @@ -161,7 +161,7 @@ public static CreateCollectionReq.CollectionSchema convertFromGrpcCollectionSche
return collectionSchema;
}

private static CreateCollectionReq.FieldSchema convertFromGrpcFieldSchema(FieldSchema fieldSchema) {
public static CreateCollectionReq.FieldSchema convertFromGrpcFieldSchema(FieldSchema fieldSchema) {
CreateCollectionReq.FieldSchema schema = CreateCollectionReq.FieldSchema.builder()
.name(fieldSchema.getName())
.description(fieldSchema.getDescription())
Expand Down Expand Up @@ -191,6 +191,9 @@ private static CreateCollectionReq.FieldSchema convertFromGrpcFieldSchema(FieldS
} else if(keyValuePair.getKey().equals("analyzer_params")){
Map<String, Object> params = JsonUtils.fromJson(keyValuePair.getValue(), new TypeToken<Map<String, Object>>() {}.getType());
schema.setAnalyzerParams(params);
} else if(keyValuePair.getKey().equals("multi_analyzer_params")){
Map<String, Object> params = JsonUtils.fromJson(keyValuePair.getValue(), new TypeToken<Map<String, Object>>() {}.getType());
schema.setMultiAnalyzerParams(params);
}
} catch (Exception e) {
/**
Expand All @@ -207,14 +210,13 @@ private static CreateCollectionReq.FieldSchema convertFromGrpcFieldSchema(FieldS
}

public static CreateCollectionReq.Function convertFromGrpcFunction(FunctionSchema functionSchema) {
CreateCollectionReq.Function function = CreateCollectionReq.Function.builder()
CreateCollectionReq.Function.FunctionBuilder builder = CreateCollectionReq.Function.builder()
.name(functionSchema.getName())
.description(functionSchema.getDescription())
.functionType(io.milvus.common.clientenum.FunctionType.valueOf(functionSchema.getType().name()))
.functionType(io.milvus.common.clientenum.FunctionType.fromName(functionSchema.getType().name()))
.inputFieldNames(functionSchema.getInputFieldNamesList().stream().collect(Collectors.toList()))
.outputFieldNames(functionSchema.getOutputFieldNamesList().stream().collect(Collectors.toList()))
.build();
return function;
.outputFieldNames(functionSchema.getOutputFieldNamesList().stream().collect(Collectors.toList()));
return builder.build();
}

public static CreateCollectionReq.FieldSchema convertFieldReqToFieldSchema(AddFieldReq addFieldReq) {
Expand Down
276 changes: 276 additions & 0 deletions sdk-core/src/test/java/io/milvus/v2/utils/SchemaUtilsTest.java
Original file line number Diff line number Diff line change
@@ -0,0 +1,276 @@
/*
* 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 io.milvus.v2.utils;

import io.milvus.grpc.*;
import io.milvus.param.Constant;
import io.milvus.v2.service.collection.request.AddFieldReq;
import io.milvus.v2.service.collection.request.CreateCollectionReq;
import org.junit.jupiter.api.Assertions;
import org.junit.jupiter.api.Test;

import java.util.*;

public class SchemaUtilsTest {
private CreateCollectionReq.CollectionSchema buildSchema() {
CreateCollectionReq.CollectionSchema collectionSchema = CreateCollectionReq.CollectionSchema.builder()
.enableDynamicField(true)
.build();
collectionSchema.addField(AddFieldReq.builder()
.fieldName("id")
.dataType(io.milvus.v2.common.DataType.Int64)
.isPrimaryKey(Boolean.TRUE)
.build());
collectionSchema.addField(AddFieldReq.builder()
.fieldName("bool_field")
.dataType(io.milvus.v2.common.DataType.Bool)
.build());
collectionSchema.addField(AddFieldReq.builder()
.fieldName("int8_field")
.dataType(io.milvus.v2.common.DataType.Int8)
.build());
collectionSchema.addField(AddFieldReq.builder()
.fieldName("int16_field")
.dataType(io.milvus.v2.common.DataType.Int16)
.build());
collectionSchema.addField(AddFieldReq.builder()
.fieldName("int32_field")
.dataType(io.milvus.v2.common.DataType.Int32)
.build());
collectionSchema.addField(AddFieldReq.builder()
.fieldName("int64_field")
.dataType(io.milvus.v2.common.DataType.Int64)
.defaultValue(888L)
.build());
collectionSchema.addField(AddFieldReq.builder()
.fieldName("float_field")
.dataType(io.milvus.v2.common.DataType.Float)
.build());
collectionSchema.addField(AddFieldReq.builder()
.fieldName("double_field")
.dataType(io.milvus.v2.common.DataType.Double)
.build());
Map<String, Object> analyzerParams = new HashMap<>();
analyzerParams.put("type", "english");
Map<String, Object> multiAnalyzerParams = new HashMap<>();
multiAnalyzerParams.put("by_field", "language");
collectionSchema.addField(AddFieldReq.builder()
.fieldName("varchar_field")
.dataType(io.milvus.v2.common.DataType.VarChar)
.maxLength(1000)
.enableAnalyzer(true)
.analyzerParams(analyzerParams)
.multiAnalyzerParams(multiAnalyzerParams)
.enableMatch(true)
.build());
collectionSchema.addField(AddFieldReq.builder()
.fieldName("json_field")
.dataType(io.milvus.v2.common.DataType.JSON)
.build());
collectionSchema.addField(AddFieldReq.builder()
.fieldName("arr_int_field")
.dataType(io.milvus.v2.common.DataType.Array)
.maxCapacity(50)
.elementType(io.milvus.v2.common.DataType.Int32)
.build());
collectionSchema.addField(AddFieldReq.builder()
.fieldName("arr_float_field")
.dataType(io.milvus.v2.common.DataType.Array)
.maxCapacity(20)
.elementType(io.milvus.v2.common.DataType.Float)
.build());
collectionSchema.addField(AddFieldReq.builder()
.fieldName("arr_varchar_field")
.dataType(io.milvus.v2.common.DataType.Array)
.maxCapacity(10)
.elementType(io.milvus.v2.common.DataType.VarChar)
.build());
collectionSchema.addField(AddFieldReq.builder()
.fieldName("float_vector_field")
.dataType(io.milvus.v2.common.DataType.FloatVector)
.dimension(128)
.build());
collectionSchema.addField(AddFieldReq.builder()
.fieldName("binary_vector_field")
.dataType(io.milvus.v2.common.DataType.BinaryVector)
.dimension(64)
.build());
collectionSchema.addField(AddFieldReq.builder()
.fieldName("float16_vector_field")
.dataType(io.milvus.v2.common.DataType.Float16Vector)
.dimension(256)
.build());
collectionSchema.addField(AddFieldReq.builder()
.fieldName("bfloat16_vector_field")
.dataType(io.milvus.v2.common.DataType.BFloat16Vector)
.dimension(512)
.build());
collectionSchema.addField(AddFieldReq.builder()
.fieldName("sparse_vector_field")
.dataType(io.milvus.v2.common.DataType.SparseFloatVector)
.build());

collectionSchema.addFunction(CreateCollectionReq.Function.builder()
.functionType(io.milvus.common.clientenum.FunctionType.BM25)
.name("function_bm25")
.inputFieldNames(Collections.singletonList("varchar_field"))
.outputFieldNames(Collections.singletonList("sparse_vector_field"))
.build());

return collectionSchema;
}

@Test
void testConvertFromGrpcFunction() {
for (FunctionType type : FunctionType.values()) {
if (type == FunctionType.UNRECOGNIZED) {
continue;
}
FunctionSchema functionSchema = FunctionSchema.newBuilder()
.setName("abc")
.setDescription("xxx")
.setType(type)
.addInputFieldNames("text")
.addOutputFieldNames("vec")
.build();

CreateCollectionReq.Function func = SchemaUtils.convertFromGrpcFunction(functionSchema);
Assertions.assertEquals(func.getName(), "abc");
Assertions.assertEquals(func.getDescription(), "xxx");
Assertions.assertEquals(func.getFunctionType(), io.milvus.common.clientenum.FunctionType.fromName(type.name()));
Assertions.assertEquals(func.getInputFieldNames().size(), 1);
Assertions.assertEquals(func.getInputFieldNames().get(0), "text");
Assertions.assertEquals(func.getOutputFieldNames().size(), 1);
Assertions.assertEquals(func.getOutputFieldNames().get(0), "vec");
}
}

@Test
void testConvertToGrpcFunction() {
for (io.milvus.common.clientenum.FunctionType type : io.milvus.common.clientenum.FunctionType.values()) {
CreateCollectionReq.Function function = CreateCollectionReq.Function.builder()
.name("abc")
.description("xxx")
.functionType(type)
.inputFieldNames(Collections.singletonList("text"))
.outputFieldNames(Collections.singletonList("vec"))
.build();

FunctionSchema functionSchema = SchemaUtils.convertToGrpcFunction(function);
Assertions.assertEquals(functionSchema.getName(), "abc");
Assertions.assertEquals(functionSchema.getDescription(), "xxx");
Assertions.assertEquals(functionSchema.getType(), FunctionType.forNumber(type.getCode()));
Assertions.assertEquals(functionSchema.getInputFieldNamesCount(), 1);
Assertions.assertEquals(functionSchema.getInputFieldNames(0), "text");
Assertions.assertEquals(functionSchema.getOutputFieldNamesCount(), 1);
Assertions.assertEquals(functionSchema.getOutputFieldNames(0), "vec");
}
}

@Test
void testConvertToGrpcFieldSchema() {
CreateCollectionReq.CollectionSchema collectionSchema = buildSchema();
List<CreateCollectionReq.FieldSchema> fieldSchemaList = collectionSchema.getFieldSchemaList();
for (CreateCollectionReq.FieldSchema fieldSchema : fieldSchemaList) {
FieldSchema rpcSchema = SchemaUtils.convertToGrpcFieldSchema(fieldSchema);
Assertions.assertEquals(rpcSchema.getName(), fieldSchema.getName());
Assertions.assertEquals(rpcSchema.getDescription(), fieldSchema.getDescription());
Assertions.assertEquals(rpcSchema.getDataType(), DataType.valueOf(fieldSchema.getDataType().name()));
if (rpcSchema.getDataType() == DataType.Array) {
Assertions.assertEquals(rpcSchema.getElementType(), DataType.valueOf(fieldSchema.getElementType().name()));
}
for (int i = 0; i < rpcSchema.getTypeParamsCount(); i++) {
KeyValuePair pair = rpcSchema.getTypeParams(i);
if (pair.getKey() == Constant.VECTOR_DIM) {
Assertions.assertEquals(pair.getValue(), fieldSchema.getDimension().toString());
} else if (pair.getKey() == Constant.VARCHAR_MAX_LENGTH) {
Assertions.assertEquals(pair.getValue(), fieldSchema.getMaxLength().toString());
} else if (pair.getKey() == Constant.ARRAY_MAX_CAPACITY) {
Assertions.assertEquals(pair.getValue(), fieldSchema.getMaxCapacity().toString());
}
}
Assertions.assertEquals(rpcSchema.getIsPrimaryKey(), fieldSchema.getIsPrimaryKey());
Assertions.assertEquals(rpcSchema.getAutoID(), fieldSchema.getAutoID());
Assertions.assertEquals(rpcSchema.getIsPartitionKey(), fieldSchema.getIsPartitionKey());
Assertions.assertEquals(rpcSchema.getIsClusteringKey(), fieldSchema.getIsClusteringKey());
Assertions.assertEquals(rpcSchema.getNullable(), fieldSchema.getIsNullable());

if (rpcSchema.getName().equals("int64_field")) {
Assertions.assertEquals(rpcSchema.getDefaultValue().getLongData(), fieldSchema.getDefaultValue());
} else {
Assertions.assertEquals(rpcSchema.getDefaultValue(), io.milvus.grpc.ValueField.getDefaultInstance());
}

if (rpcSchema.getName().equals("varchar_field")) {
List<String> keys = new ArrayList<>();
rpcSchema.getTypeParamsList().forEach((kv)-> keys.add(kv.getKey()));
Assertions.assertTrue(keys.contains("enable_analyzer"));
Assertions.assertTrue(keys.contains("enable_match"));
Assertions.assertTrue(keys.contains("analyzer_params"));
Assertions.assertTrue(keys.contains("multi_analyzer_params"));
}
}
}

@Test
void testConvertFromGrpcFieldSchema() {
CreateCollectionReq.CollectionSchema collectionSchema = buildSchema();
List<CreateCollectionReq.FieldSchema> fieldSchemaList = collectionSchema.getFieldSchemaList();
for (CreateCollectionReq.FieldSchema fieldSchema : fieldSchemaList) {
FieldSchema rpcSchema = SchemaUtils.convertToGrpcFieldSchema(fieldSchema);

CreateCollectionReq.FieldSchema newSchema = SchemaUtils.convertFromGrpcFieldSchema(rpcSchema);
Assertions.assertEquals(newSchema.getName(), fieldSchema.getName());
Assertions.assertEquals(newSchema.getDescription(), fieldSchema.getDescription());
Assertions.assertEquals(newSchema.getDataType(), fieldSchema.getDataType());
if (rpcSchema.getDataType() == DataType.Array) {
Assertions.assertEquals(newSchema.getElementType(), fieldSchema.getElementType());
}

Map<String, String> originParams = fieldSchema.getTypeParams();
if (originParams != null) {
Map<String, String> typeParams = newSchema.getTypeParams();
originParams.forEach((k ,v)->{
Assertions.assertTrue(typeParams.containsKey(k));
Assertions.assertEquals(typeParams.get(k), originParams.get(k));
});
}

Assertions.assertEquals(newSchema.getIsPrimaryKey(), fieldSchema.getIsPrimaryKey());
Assertions.assertEquals(newSchema.getAutoID(), fieldSchema.getAutoID());
Assertions.assertEquals(newSchema.getIsPartitionKey(), fieldSchema.getIsPartitionKey());
Assertions.assertEquals(newSchema.getIsClusteringKey(), fieldSchema.getIsClusteringKey());
Assertions.assertEquals(newSchema.getIsNullable(), fieldSchema.getIsNullable());

if (rpcSchema.getName().equals("int64_field")) {
Assertions.assertEquals(newSchema.getDefaultValue(), fieldSchema.getDefaultValue());
} else {
Assertions.assertNull(newSchema.getDefaultValue());
}

if (rpcSchema.getName().equals("varchar_field")) {
Assertions.assertTrue(newSchema.getEnableAnalyzer());
Assertions.assertTrue(newSchema.getEnableMatch());
Assertions.assertEquals(newSchema.getAnalyzerParams(), fieldSchema.getAnalyzerParams());
Assertions.assertEquals(newSchema.getMultiAnalyzerParams(), fieldSchema.getMultiAnalyzerParams());
}
}
}
}
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