org.datavec.api.transform.condition.Condition Maven / Gradle / Ivy
/*-
* * Copyright 2016 Skymind, Inc.
* *
* * Licensed 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.datavec.api.transform.condition;
import org.datavec.api.transform.ColumnOp;
import org.datavec.api.transform.condition.column.*;
import org.datavec.api.transform.condition.sequence.SequenceLengthCondition;
import org.datavec.api.transform.condition.string.StringRegexColumnCondition;
import org.datavec.api.transform.schema.Schema;
import org.datavec.api.writable.Writable;
import org.nd4j.shade.jackson.annotation.JsonInclude;
import org.nd4j.shade.jackson.annotation.JsonSubTypes;
import org.nd4j.shade.jackson.annotation.JsonTypeInfo;
import java.io.Serializable;
import java.util.List;
/**
* The Condition interface defines a binary state that either holds/is satisfied for an example/sequence,
* or does not hold.
* Example: number greater than x, String is one of {X,Y,Z}, etc.
* Typical uses for conditions: filtering, conditional replacement, conditional reduction, etc
*
* @author Alex Black
*/
@JsonTypeInfo(use = JsonTypeInfo.Id.NAME, include = JsonTypeInfo.As.WRAPPER_OBJECT)
@JsonInclude(JsonInclude.Include.NON_NULL)
@JsonSubTypes(value = {@JsonSubTypes.Type(value = TrivialColumnCondition.class, name = "TrivialColumnCondition"),
@JsonSubTypes.Type(value = CategoricalColumnCondition.class, name = "CategoricalColumnCondition"),
@JsonSubTypes.Type(value = DoubleColumnCondition.class, name = "DoubleColumnCondition"),
@JsonSubTypes.Type(value = IntegerColumnCondition.class, name = "IntegerColumnCondition"),
@JsonSubTypes.Type(value = LongColumnCondition.class, name = "LongColumnCondition"),
@JsonSubTypes.Type(value = NullWritableColumnCondition.class, name = "NullWritableColumnCondition"),
@JsonSubTypes.Type(value = StringColumnCondition.class, name = "StringColumnCondition"),
@JsonSubTypes.Type(value = TimeColumnCondition.class, name = "TimeColumnCondition"),
@JsonSubTypes.Type(value = StringRegexColumnCondition.class, name = "StringRegexColumnCondition"),
@JsonSubTypes.Type(value = BooleanCondition.class, name = "BooleanCondition"),
@JsonSubTypes.Type(value = NaNColumnCondition.class, name = "NaNColumnCondition"),
@JsonSubTypes.Type(value = InfiniteColumnCondition.class, name = "InfiniteColumnCondition"),
@JsonSubTypes.Type(value = SequenceLengthCondition.class, name = "SequenceLengthCondition")})
public interface Condition extends Serializable, ColumnOp {
/**
* Is the condition satisfied for the current input/example?
* Returns true if condition is satisfied, or false otherwise.
*
* @param list Current example
* @return true if condition satisfied, false otherwise
*/
boolean condition(List list);
/**
* Condition on arbitrary input
* @param input the input to return
* the condition for
* @return true if the condition is met
* false otherwise
*/
boolean condition(Object input);
/**
* Is the condition satisfied for the current input/sequence?
* Returns true if condition is satisfied, or false otherwise.
*
* @param sequence Current sequence
* @return true if condition satisfied, false otherwise
*/
boolean conditionSequence(List> sequence);
/**
* Condition on arbitrary input
* @param sequence the sequence to
* do a condition on
* @return true if the condition for the sequence is met false otherwise
*/
boolean conditionSequence(Object sequence);
/**
* Setter for the input schema
* @param schema
*/
void setInputSchema(Schema schema);
/**
* Getter for the input schema
* @return
*/
Schema getInputSchema();
}
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