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Java SDK for Milvus, a distributed high-performance vector database.
/*
* 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.bulkwriter.common.utils;
import io.milvus.param.collection.CollectionSchemaParam;
import io.milvus.param.collection.FieldType;
import org.apache.parquet.schema.LogicalTypeAnnotation;
import org.apache.parquet.schema.MessageType;
import org.apache.parquet.schema.PrimitiveType;
import org.apache.parquet.schema.Types;
import java.util.List;
import static io.milvus.param.Constant.DYNAMIC_FIELD_NAME;
public class ParquetUtils {
public static MessageType parseCollectionSchema(CollectionSchemaParam collectionSchema) {
List fieldTypes = collectionSchema.getFieldTypes();
Types.MessageTypeBuilder messageTypeBuilder = Types.buildMessage();
for (FieldType fieldType : fieldTypes) {
if (fieldType.isAutoID()) {
continue;
}
switch (fieldType.getDataType()) {
case FloatVector:
messageTypeBuilder.requiredList()
.requiredElement(PrimitiveType.PrimitiveTypeName.FLOAT)
.named(fieldType.getName());
break;
case BinaryVector:
case Float16Vector:
case BFloat16Vector:
messageTypeBuilder.requiredList()
.requiredElement(PrimitiveType.PrimitiveTypeName.INT32).as(LogicalTypeAnnotation.IntLogicalTypeAnnotation.intType(8, false))
.named(fieldType.getName());
break;
case Array:
fillArrayType(messageTypeBuilder, fieldType);
break;
case Int64:
messageTypeBuilder.required(PrimitiveType.PrimitiveTypeName.INT64)
.named(fieldType.getName());
break;
case VarChar:
case JSON:
case SparseFloatVector: // sparse vector is parsed as JSON format string in the server side
messageTypeBuilder.required(PrimitiveType.PrimitiveTypeName.BINARY).as(LogicalTypeAnnotation.stringType())
.named(fieldType.getName());
break;
case Int8:
messageTypeBuilder.required(PrimitiveType.PrimitiveTypeName.INT32).as(LogicalTypeAnnotation.IntLogicalTypeAnnotation.intType(8, true))
.named(fieldType.getName());
break;
case Int16:
messageTypeBuilder.required(PrimitiveType.PrimitiveTypeName.INT32).as(LogicalTypeAnnotation.IntLogicalTypeAnnotation.intType(16, true))
.named(fieldType.getName());
break;
case Int32:
messageTypeBuilder.required(PrimitiveType.PrimitiveTypeName.INT32)
.named(fieldType.getName());
break;
case Float:
messageTypeBuilder.required(PrimitiveType.PrimitiveTypeName.FLOAT)
.named(fieldType.getName());
break;
case Double:
messageTypeBuilder.required(PrimitiveType.PrimitiveTypeName.DOUBLE)
.named(fieldType.getName());
break;
case Bool:
messageTypeBuilder.required(PrimitiveType.PrimitiveTypeName.BOOLEAN)
.named(fieldType.getName());
break;
}
}
if (collectionSchema.isEnableDynamicField()) {
messageTypeBuilder.required(PrimitiveType.PrimitiveTypeName.BINARY).as(LogicalTypeAnnotation.stringType())
.named(DYNAMIC_FIELD_NAME);
}
return messageTypeBuilder.named("schema");
}
private static void fillArrayType(Types.MessageTypeBuilder messageTypeBuilder, FieldType fieldType) {
switch (fieldType.getElementType()) {
case Int64:
messageTypeBuilder.requiredList()
.requiredElement(PrimitiveType.PrimitiveTypeName.INT64)
.named(fieldType.getName());
break;
case VarChar:
messageTypeBuilder.requiredList()
.requiredElement(PrimitiveType.PrimitiveTypeName.BINARY).as(LogicalTypeAnnotation.stringType())
.named(fieldType.getName());
break;
case Int8:
messageTypeBuilder.requiredList()
.requiredElement(PrimitiveType.PrimitiveTypeName.INT32).as(LogicalTypeAnnotation.IntLogicalTypeAnnotation.intType(8, true))
.named(fieldType.getName());
break;
case Int16:
messageTypeBuilder.requiredList()
.requiredElement(PrimitiveType.PrimitiveTypeName.INT32).as(LogicalTypeAnnotation.IntLogicalTypeAnnotation.intType(16, true))
.named(fieldType.getName());
break;
case Int32:
messageTypeBuilder.requiredList()
.requiredElement(PrimitiveType.PrimitiveTypeName.INT32)
.named(fieldType.getName());
break;
case Float:
messageTypeBuilder.requiredList()
.requiredElement(PrimitiveType.PrimitiveTypeName.FLOAT)
.named(fieldType.getName());
break;
case Double:
messageTypeBuilder.requiredList()
.requiredElement(PrimitiveType.PrimitiveTypeName.DOUBLE)
.named(fieldType.getName());
break;
case Bool:
messageTypeBuilder.requiredList()
.requiredElement(PrimitiveType.PrimitiveTypeName.BOOLEAN)
.named(fieldType.getName());
break;
}
}
}