com.spotify.zoltar.Predictor Maven / Gradle / Ivy
/*-
* -\-\-
* zoltar-core
* --
* Copyright (C) 2016 - 2018 Spotify AB
* --
* 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 com.spotify.zoltar;
import com.spotify.zoltar.PredictFns.AsyncPredictFn;
import com.spotify.zoltar.PredictFns.PredictFn;
import java.time.Duration;
import java.util.List;
import java.util.concurrent.CompletionStage;
import java.util.concurrent.ScheduledExecutorService;
/**
* Entry point for prediction, it allows to perform E2E prediction given a recipe made of a {@link
* Model}, {@link FeatureExtractor} and a {@link PredictFn}. In most cases you should use the static
* factory methods.
*
* @param type of the feature extraction input.
* @param type of the prediction output.
*/
@FunctionalInterface
public interface Predictor {
/** timeout scheduler for predict functions. */
default PredictorTimeoutScheduler timeoutScheduler() {
return DefaultPredictorTimeoutScheduler.create();
}
/**
* Functional interface. You should perform E2E feature extraction and prediction. See {@link
* DefaultPredictorBuilder#create(ModelLoader, FeatureExtractor, AsyncPredictFn)} for an example
* of usage.
*
* @param input a list of inputs to perform feature extraction and prediction on.
* @param timeout implementation specific timeout.
* @param scheduler implementation specific scheduler.
*/
@SuppressWarnings("checkstyle:LineLength")
CompletionStage>> predict(ScheduledExecutorService scheduler,
Duration timeout,
InputT... input);
/** Perform prediction with a default scheduler. */
default CompletionStage>> predict(final Duration timeout,
final InputT... input) {
return predict(timeoutScheduler().scheduler(), timeout, input);
}
/** Perform prediction with a default scheduler, and practically infinite timeout. */
default CompletionStage>> predict(final InputT... input) {
return predict(timeoutScheduler().scheduler(), Duration.ofDays(Integer.MAX_VALUE), input);
}
}
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