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sdks/java/core/src/main/java/org/apache/beam/sdk/schemas/utils/YamlUtils.java
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/* | ||
* 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 org.apache.beam.sdk.schemas.utils; | ||
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import static org.apache.beam.sdk.values.Row.toRow; | ||
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import java.math.BigDecimal; | ||
import java.util.List; | ||
import java.util.Map; | ||
import java.util.function.Function; | ||
import java.util.stream.Collectors; | ||
import org.apache.beam.sdk.schemas.Schema; | ||
import org.apache.beam.sdk.schemas.Schema.Field; | ||
import org.apache.beam.sdk.schemas.Schema.FieldType; | ||
import org.apache.beam.sdk.values.Row; | ||
import org.apache.beam.vendor.guava.v32_1_2_jre.com.google.common.base.CaseFormat; | ||
import org.apache.beam.vendor.guava.v32_1_2_jre.com.google.common.base.Preconditions; | ||
import org.apache.beam.vendor.guava.v32_1_2_jre.com.google.common.collect.ImmutableMap; | ||
import org.apache.beam.vendor.guava.v32_1_2_jre.com.google.common.io.BaseEncoding; | ||
import org.checkerframework.checker.nullness.qual.Nullable; | ||
import org.yaml.snakeyaml.Yaml; | ||
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public class YamlUtils { | ||
private static final Map<Schema.TypeName, Function<String, @Nullable Object>> YAML_VALUE_PARSERS = | ||
ImmutableMap | ||
.<Schema.TypeName, | ||
Function<String, @org.checkerframework.checker.nullness.qual.Nullable Object>> | ||
builder() | ||
.put(Schema.TypeName.BYTE, Byte::valueOf) | ||
.put(Schema.TypeName.INT16, Short::valueOf) | ||
.put(Schema.TypeName.INT32, Integer::valueOf) | ||
.put(Schema.TypeName.INT64, Long::valueOf) | ||
.put(Schema.TypeName.FLOAT, Float::valueOf) | ||
.put(Schema.TypeName.DOUBLE, Double::valueOf) | ||
.put(Schema.TypeName.DECIMAL, BigDecimal::new) | ||
.put(Schema.TypeName.BOOLEAN, Boolean::valueOf) | ||
.put(Schema.TypeName.STRING, str -> str) | ||
.put(Schema.TypeName.BYTES, str -> BaseEncoding.base64().decode(str)) | ||
.build(); | ||
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public static Row toBeamRow(@Nullable String yamlString, Schema schema) { | ||
return toBeamRow(yamlString, schema, false); | ||
} | ||
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public static Row toBeamRow( | ||
@Nullable String yamlString, Schema schema, boolean convertNamesToCamelCase) { | ||
if (yamlString == null || yamlString.isEmpty()) { | ||
List<Field> requiredFields = | ||
schema.getFields().stream() | ||
.filter(field -> !field.getType().getNullable()) | ||
.collect(Collectors.toList()); | ||
if (requiredFields.isEmpty()) { | ||
return Row.nullRow(schema); | ||
} else { | ||
throw new IllegalArgumentException( | ||
String.format( | ||
"Received an empty YAML string, but output schema contains required fields: %s", | ||
requiredFields)); | ||
} | ||
} | ||
Yaml yaml = new Yaml(); | ||
Object yamlMap = yaml.load(yamlString); | ||
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Preconditions.checkArgument( | ||
yamlMap instanceof Map, | ||
"Expected a YAML mapping but got type '%s' instead.", | ||
Preconditions.checkNotNull(yamlMap).getClass()); | ||
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return toBeamRow( | ||
(Map<String, Object>) Preconditions.checkNotNull(yamlMap), schema, convertNamesToCamelCase); | ||
} | ||
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private static @Nullable Object toBeamValue( | ||
Field field, @Nullable Object yamlValue, boolean convertNamesToCamelCase) { | ||
FieldType fieldType = field.getType(); | ||
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if (yamlValue == null) { | ||
if (fieldType.getNullable()) { | ||
return null; | ||
} else { | ||
throw new IllegalArgumentException( | ||
"Received null value for non-nullable field \"" + field.getName() + "\""); | ||
} | ||
} | ||
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if (yamlValue instanceof String | ||
|| yamlValue instanceof Number | ||
|| yamlValue instanceof Boolean) { | ||
String yamlStringValue = yamlValue.toString(); | ||
if (YAML_VALUE_PARSERS.containsKey(fieldType.getTypeName())) { | ||
return YAML_VALUE_PARSERS.get(fieldType.getTypeName()).apply(yamlStringValue); | ||
} | ||
} | ||
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if (yamlValue instanceof byte[] && fieldType.getTypeName() == Schema.TypeName.BYTES) { | ||
return yamlValue; | ||
} | ||
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if (yamlValue instanceof List) { | ||
FieldType innerType = | ||
Preconditions.checkNotNull( | ||
fieldType.getCollectionElementType(), | ||
"Cannot convert YAML type '%s` to `%s` because the YAML value is a List, but the output schema field does not define a collection type.", | ||
yamlValue.getClass(), | ||
fieldType); | ||
return ((List<Object>) yamlValue) | ||
.stream() | ||
.map( | ||
v -> | ||
Preconditions.checkNotNull( | ||
toBeamValue(field.withType(innerType), v, convertNamesToCamelCase))) | ||
.collect(Collectors.toList()); | ||
} | ||
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if (yamlValue instanceof Map) { | ||
if (fieldType.getTypeName() == Schema.TypeName.ROW) { | ||
Schema nestedSchema = | ||
Preconditions.checkNotNull( | ||
fieldType.getRowSchema(), | ||
"Received a YAML '%s' type, but output schema field '%s' does not define a Row Schema", | ||
yamlValue.getClass(), | ||
fieldType); | ||
return toBeamRow((Map<String, Object>) yamlValue, nestedSchema, convertNamesToCamelCase); | ||
} else if (fieldType.getTypeName() == Schema.TypeName.MAP) { | ||
return yamlValue; | ||
} | ||
} | ||
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throw new UnsupportedOperationException( | ||
String.format( | ||
"Converting YAML type '%s' to '%s' is not supported", yamlValue.getClass(), fieldType)); | ||
} | ||
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@SuppressWarnings("nullness") | ||
public static Row toBeamRow(Map<String, Object> yamlMap, Schema rowSchema, boolean toCamelCase) { | ||
return rowSchema.getFields().stream() | ||
.map( | ||
field -> | ||
toBeamValue( | ||
field, | ||
yamlMap.get(maybeGetSnakeCase(field.getName(), toCamelCase)), | ||
toCamelCase)) | ||
.collect(toRow(rowSchema)); | ||
} | ||
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private static String maybeGetSnakeCase(String str, boolean getSnakeCase) { | ||
return getSnakeCase ? CaseFormat.LOWER_CAMEL.to(CaseFormat.LOWER_UNDERSCORE, str) : str; | ||
} | ||
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public static String yamlStringFromMap(@Nullable Map<String, Object> map) { | ||
if (map == null || map.isEmpty()) { | ||
return ""; | ||
} | ||
return new Yaml().dumpAsMap(map); | ||
} | ||
} |
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