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software.amazon.awssdk.services.sagemaker.model.TimeSeriesTransformations Maven / Gradle / Ivy
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The AWS Java SDK for Amazon SageMaker module holds the client classes that are used for communicating
with Amazon SageMaker Service
/*
* Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved.
*
* Licensed under the Apache License, Version 2.0 (the "License"). You may not use this file except in compliance with
* the License. A copy of the License is located at
*
* http://aws.amazon.com/apache2.0
*
* or in the "license" file accompanying this file. This file 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 software.amazon.awssdk.services.sagemaker.model;
import java.io.Serializable;
import java.util.Arrays;
import java.util.Collections;
import java.util.HashMap;
import java.util.List;
import java.util.Map;
import java.util.Objects;
import java.util.Optional;
import java.util.function.BiConsumer;
import java.util.function.Function;
import software.amazon.awssdk.annotations.Generated;
import software.amazon.awssdk.core.SdkField;
import software.amazon.awssdk.core.SdkPojo;
import software.amazon.awssdk.core.protocol.MarshallLocation;
import software.amazon.awssdk.core.protocol.MarshallingType;
import software.amazon.awssdk.core.traits.LocationTrait;
import software.amazon.awssdk.core.traits.MapTrait;
import software.amazon.awssdk.core.util.DefaultSdkAutoConstructMap;
import software.amazon.awssdk.core.util.SdkAutoConstructMap;
import software.amazon.awssdk.utils.ToString;
import software.amazon.awssdk.utils.builder.CopyableBuilder;
import software.amazon.awssdk.utils.builder.ToCopyableBuilder;
/**
*
* Transformations allowed on the dataset. Supported transformations are Filling
and
* Aggregation
. Filling
specifies how to add values to missing values in the dataset.
* Aggregation
defines how to aggregate data that does not align with forecast frequency.
*
*/
@Generated("software.amazon.awssdk:codegen")
public final class TimeSeriesTransformations implements SdkPojo, Serializable,
ToCopyableBuilder {
private static final SdkField>> FILLING_FIELD = SdkField
.>> builder(MarshallingType.MAP)
.memberName("Filling")
.getter(getter(TimeSeriesTransformations::fillingAsStrings))
.setter(setter(Builder::fillingWithStrings))
.traits(LocationTrait.builder().location(MarshallLocation.PAYLOAD).locationName("Filling").build(),
MapTrait.builder()
.keyLocationName("key")
.valueLocationName("value")
.valueFieldInfo(
SdkField.> builder(MarshallingType.MAP)
.traits(LocationTrait.builder().location(MarshallLocation.PAYLOAD)
.locationName("value").build(),
MapTrait.builder()
.keyLocationName("key")
.valueLocationName("value")
.valueFieldInfo(
SdkField. builder(MarshallingType.STRING)
.traits(LocationTrait.builder()
.location(MarshallLocation.PAYLOAD)
.locationName("value").build()).build())
.build()).build()).build()).build();
private static final SdkField> AGGREGATION_FIELD = SdkField
.> builder(MarshallingType.MAP)
.memberName("Aggregation")
.getter(getter(TimeSeriesTransformations::aggregationAsStrings))
.setter(setter(Builder::aggregationWithStrings))
.traits(LocationTrait.builder().location(MarshallLocation.PAYLOAD).locationName("Aggregation").build(),
MapTrait.builder()
.keyLocationName("key")
.valueLocationName("value")
.valueFieldInfo(
SdkField. builder(MarshallingType.STRING)
.traits(LocationTrait.builder().location(MarshallLocation.PAYLOAD)
.locationName("value").build()).build()).build()).build();
private static final List> SDK_FIELDS = Collections.unmodifiableList(Arrays.asList(FILLING_FIELD,
AGGREGATION_FIELD));
private static final Map> SDK_NAME_TO_FIELD = memberNameToFieldInitializer();
private static final long serialVersionUID = 1L;
private final Map> filling;
private final Map aggregation;
private TimeSeriesTransformations(BuilderImpl builder) {
this.filling = builder.filling;
this.aggregation = builder.aggregation;
}
/**
*
* A key value pair defining the filling method for a column, where the key is the column name and the value is an
* object which defines the filling logic. You can specify multiple filling methods for a single column.
*
*
* The supported filling methods and their corresponding options are:
*
*
*
*
* frontfill
: none
(Supported only for target column)
*
*
*
*
* middlefill
: zero
, value
, median
, mean
,
* min
, max
*
*
*
*
* backfill
: zero
, value
, median
, mean
,
* min
, max
*
*
*
*
* futurefill
: zero
, value
, median
, mean
,
* min
, max
*
*
*
*
* To set a filling method to a specific value, set the fill parameter to the chosen filling method value (for
* example "backfill" : "value"
), and define the filling value in an additional parameter prefixed with
* "_value". For example, to set backfill
to a value of 2
, you must include two
* parameters: "backfill": "value"
and "backfill_value":"2"
.
*
*
* Attempts to modify the collection returned by this method will result in an UnsupportedOperationException.
*
*
* This method will never return null. If you would like to know whether the service returned this field (so that
* you can differentiate between null and empty), you can use the {@link #hasFilling} method.
*
*
* @return A key value pair defining the filling method for a column, where the key is the column name and the value
* is an object which defines the filling logic. You can specify multiple filling methods for a single
* column.
*
* The supported filling methods and their corresponding options are:
*
*
*
*
* frontfill
: none
(Supported only for target column)
*
*
*
*
* middlefill
: zero
, value
, median
, mean
,
* min
, max
*
*
*
*
* backfill
: zero
, value
, median
, mean
,
* min
, max
*
*
*
*
* futurefill
: zero
, value
, median
, mean
,
* min
, max
*
*
*
*
* To set a filling method to a specific value, set the fill parameter to the chosen filling method value
* (for example "backfill" : "value"
), and define the filling value in an additional parameter
* prefixed with "_value". For example, to set backfill
to a value of 2
, you must
* include two parameters: "backfill": "value"
and "backfill_value":"2"
.
*/
public final Map> filling() {
return FillingTransformationsCopier.copyStringToEnum(filling);
}
/**
* For responses, this returns true if the service returned a value for the Filling property. This DOES NOT check
* that the value is non-empty (for which, you should check the {@code isEmpty()} method on the property). This is
* useful because the SDK will never return a null collection or map, but you may need to differentiate between the
* service returning nothing (or null) and the service returning an empty collection or map. For requests, this
* returns true if a value for the property was specified in the request builder, and false if a value was not
* specified.
*/
public final boolean hasFilling() {
return filling != null && !(filling instanceof SdkAutoConstructMap);
}
/**
*
* A key value pair defining the filling method for a column, where the key is the column name and the value is an
* object which defines the filling logic. You can specify multiple filling methods for a single column.
*
*
* The supported filling methods and their corresponding options are:
*
*
*
*
* frontfill
: none
(Supported only for target column)
*
*
*
*
* middlefill
: zero
, value
, median
, mean
,
* min
, max
*
*
*
*
* backfill
: zero
, value
, median
, mean
,
* min
, max
*
*
*
*
* futurefill
: zero
, value
, median
, mean
,
* min
, max
*
*
*
*
* To set a filling method to a specific value, set the fill parameter to the chosen filling method value (for
* example "backfill" : "value"
), and define the filling value in an additional parameter prefixed with
* "_value". For example, to set backfill
to a value of 2
, you must include two
* parameters: "backfill": "value"
and "backfill_value":"2"
.
*
*
* Attempts to modify the collection returned by this method will result in an UnsupportedOperationException.
*
*
* This method will never return null. If you would like to know whether the service returned this field (so that
* you can differentiate between null and empty), you can use the {@link #hasFilling} method.
*
*
* @return A key value pair defining the filling method for a column, where the key is the column name and the value
* is an object which defines the filling logic. You can specify multiple filling methods for a single
* column.
*
* The supported filling methods and their corresponding options are:
*
*
*
*
* frontfill
: none
(Supported only for target column)
*
*
*
*
* middlefill
: zero
, value
, median
, mean
,
* min
, max
*
*
*
*
* backfill
: zero
, value
, median
, mean
,
* min
, max
*
*
*
*
* futurefill
: zero
, value
, median
, mean
,
* min
, max
*
*
*
*
* To set a filling method to a specific value, set the fill parameter to the chosen filling method value
* (for example "backfill" : "value"
), and define the filling value in an additional parameter
* prefixed with "_value". For example, to set backfill
to a value of 2
, you must
* include two parameters: "backfill": "value"
and "backfill_value":"2"
.
*/
public final Map> fillingAsStrings() {
return filling;
}
/**
*
* A key value pair defining the aggregation method for a column, where the key is the column name and the value is
* the aggregation method.
*
*
* The supported aggregation methods are sum
(default), avg
, first
,
* min
, max
.
*
*
*
* Aggregation is only supported for the target column.
*
*
*
* Attempts to modify the collection returned by this method will result in an UnsupportedOperationException.
*
*
* This method will never return null. If you would like to know whether the service returned this field (so that
* you can differentiate between null and empty), you can use the {@link #hasAggregation} method.
*
*
* @return A key value pair defining the aggregation method for a column, where the key is the column name and the
* value is the aggregation method.
*
* The supported aggregation methods are sum
(default), avg
, first
,
* min
, max
.
*
*
*
* Aggregation is only supported for the target column.
*
*/
public final Map aggregation() {
return AggregationTransformationsCopier.copyStringToEnum(aggregation);
}
/**
* For responses, this returns true if the service returned a value for the Aggregation property. This DOES NOT
* check that the value is non-empty (for which, you should check the {@code isEmpty()} method on the property).
* This is useful because the SDK will never return a null collection or map, but you may need to differentiate
* between the service returning nothing (or null) and the service returning an empty collection or map. For
* requests, this returns true if a value for the property was specified in the request builder, and false if a
* value was not specified.
*/
public final boolean hasAggregation() {
return aggregation != null && !(aggregation instanceof SdkAutoConstructMap);
}
/**
*
* A key value pair defining the aggregation method for a column, where the key is the column name and the value is
* the aggregation method.
*
*
* The supported aggregation methods are sum
(default), avg
, first
,
* min
, max
.
*
*
*
* Aggregation is only supported for the target column.
*
*
*
* Attempts to modify the collection returned by this method will result in an UnsupportedOperationException.
*
*
* This method will never return null. If you would like to know whether the service returned this field (so that
* you can differentiate between null and empty), you can use the {@link #hasAggregation} method.
*
*
* @return A key value pair defining the aggregation method for a column, where the key is the column name and the
* value is the aggregation method.
*
* The supported aggregation methods are sum
(default), avg
, first
,
* min
, max
.
*
*
*
* Aggregation is only supported for the target column.
*
*/
public final Map aggregationAsStrings() {
return aggregation;
}
@Override
public Builder toBuilder() {
return new BuilderImpl(this);
}
public static Builder builder() {
return new BuilderImpl();
}
public static Class extends Builder> serializableBuilderClass() {
return BuilderImpl.class;
}
@Override
public final int hashCode() {
int hashCode = 1;
hashCode = 31 * hashCode + Objects.hashCode(hasFilling() ? fillingAsStrings() : null);
hashCode = 31 * hashCode + Objects.hashCode(hasAggregation() ? aggregationAsStrings() : null);
return hashCode;
}
@Override
public final boolean equals(Object obj) {
return equalsBySdkFields(obj);
}
@Override
public final boolean equalsBySdkFields(Object obj) {
if (this == obj) {
return true;
}
if (obj == null) {
return false;
}
if (!(obj instanceof TimeSeriesTransformations)) {
return false;
}
TimeSeriesTransformations other = (TimeSeriesTransformations) obj;
return hasFilling() == other.hasFilling() && Objects.equals(fillingAsStrings(), other.fillingAsStrings())
&& hasAggregation() == other.hasAggregation()
&& Objects.equals(aggregationAsStrings(), other.aggregationAsStrings());
}
/**
* Returns a string representation of this object. This is useful for testing and debugging. Sensitive data will be
* redacted from this string using a placeholder value.
*/
@Override
public final String toString() {
return ToString.builder("TimeSeriesTransformations").add("Filling", hasFilling() ? fillingAsStrings() : null)
.add("Aggregation", hasAggregation() ? aggregationAsStrings() : null).build();
}
public final Optional getValueForField(String fieldName, Class clazz) {
switch (fieldName) {
case "Filling":
return Optional.ofNullable(clazz.cast(fillingAsStrings()));
case "Aggregation":
return Optional.ofNullable(clazz.cast(aggregationAsStrings()));
default:
return Optional.empty();
}
}
@Override
public final List> sdkFields() {
return SDK_FIELDS;
}
@Override
public final Map> sdkFieldNameToField() {
return SDK_NAME_TO_FIELD;
}
private static Map> memberNameToFieldInitializer() {
Map> map = new HashMap<>();
map.put("Filling", FILLING_FIELD);
map.put("Aggregation", AGGREGATION_FIELD);
return Collections.unmodifiableMap(map);
}
private static Function getter(Function g) {
return obj -> g.apply((TimeSeriesTransformations) obj);
}
private static BiConsumer setter(BiConsumer s) {
return (obj, val) -> s.accept((Builder) obj, val);
}
public interface Builder extends SdkPojo, CopyableBuilder {
/**
*
* A key value pair defining the filling method for a column, where the key is the column name and the value is
* an object which defines the filling logic. You can specify multiple filling methods for a single column.
*
*
* The supported filling methods and their corresponding options are:
*
*
*
*
* frontfill
: none
(Supported only for target column)
*
*
*
*
* middlefill
: zero
, value
, median
, mean
,
* min
, max
*
*
*
*
* backfill
: zero
, value
, median
, mean
,
* min
, max
*
*
*
*
* futurefill
: zero
, value
, median
, mean
,
* min
, max
*
*
*
*
* To set a filling method to a specific value, set the fill parameter to the chosen filling method value (for
* example "backfill" : "value"
), and define the filling value in an additional parameter prefixed
* with "_value". For example, to set backfill
to a value of 2
, you must include two
* parameters: "backfill": "value"
and "backfill_value":"2"
.
*
*
* @param filling
* A key value pair defining the filling method for a column, where the key is the column name and the
* value is an object which defines the filling logic. You can specify multiple filling methods for a
* single column.
*
* The supported filling methods and their corresponding options are:
*
*
*
*
* frontfill
: none
(Supported only for target column)
*
*
*
*
* middlefill
: zero
, value
, median
, mean
, min
, max
*
*
*
*
* backfill
: zero
, value
, median
, mean
,
* min
, max
*
*
*
*
* futurefill
: zero
, value
, median
, mean
, min
, max
*
*
*
*
* To set a filling method to a specific value, set the fill parameter to the chosen filling method value
* (for example "backfill" : "value"
), and define the filling value in an additional
* parameter prefixed with "_value". For example, to set backfill
to a value of
* 2
, you must include two parameters: "backfill": "value"
and
* "backfill_value":"2"
.
* @return Returns a reference to this object so that method calls can be chained together.
*/
Builder fillingWithStrings(Map> filling);
/**
*
* A key value pair defining the aggregation method for a column, where the key is the column name and the value
* is the aggregation method.
*
*
* The supported aggregation methods are sum
(default), avg
, first
,
* min
, max
.
*
*
*
* Aggregation is only supported for the target column.
*
*
*
* @param aggregation
* A key value pair defining the aggregation method for a column, where the key is the column name and
* the value is the aggregation method.
*
* The supported aggregation methods are sum
(default), avg
, first
, min
, max
.
*
*
*
* Aggregation is only supported for the target column.
*
* @return Returns a reference to this object so that method calls can be chained together.
*/
Builder aggregationWithStrings(Map aggregation);
/**
*
* A key value pair defining the aggregation method for a column, where the key is the column name and the value
* is the aggregation method.
*
*
* The supported aggregation methods are sum
(default), avg
, first
,
* min
, max
.
*
*
*
* Aggregation is only supported for the target column.
*
*
*
* @param aggregation
* A key value pair defining the aggregation method for a column, where the key is the column name and
* the value is the aggregation method.
*
* The supported aggregation methods are sum
(default), avg
, first
, min
, max
.
*
*
*
* Aggregation is only supported for the target column.
*
* @return Returns a reference to this object so that method calls can be chained together.
*/
Builder aggregation(Map aggregation);
}
static final class BuilderImpl implements Builder {
private Map> filling = DefaultSdkAutoConstructMap.getInstance();
private Map aggregation = DefaultSdkAutoConstructMap.getInstance();
private BuilderImpl() {
}
private BuilderImpl(TimeSeriesTransformations model) {
fillingWithStrings(model.filling);
aggregationWithStrings(model.aggregation);
}
public final Map> getFilling() {
if (filling instanceof SdkAutoConstructMap) {
return null;
}
return filling;
}
public final void setFilling(Map> filling) {
this.filling = FillingTransformationsCopier.copy(filling);
}
@Override
public final Builder fillingWithStrings(Map> filling) {
this.filling = FillingTransformationsCopier.copy(filling);
return this;
}
public final Map getAggregation() {
if (aggregation instanceof SdkAutoConstructMap) {
return null;
}
return aggregation;
}
public final void setAggregation(Map aggregation) {
this.aggregation = AggregationTransformationsCopier.copy(aggregation);
}
@Override
public final Builder aggregationWithStrings(Map aggregation) {
this.aggregation = AggregationTransformationsCopier.copy(aggregation);
return this;
}
@Override
public final Builder aggregation(Map aggregation) {
this.aggregation = AggregationTransformationsCopier.copyEnumToString(aggregation);
return this;
}
@Override
public TimeSeriesTransformations build() {
return new TimeSeriesTransformations(this);
}
@Override
public List> sdkFields() {
return SDK_FIELDS;
}
@Override
public Map> sdkFieldNameToField() {
return SDK_NAME_TO_FIELD;
}
}
}