org.opensearch.ml.common.connector.MLPreProcessFunction Maven / Gradle / Ivy
The newest version!
/*
* Copyright OpenSearch Contributors
* SPDX-License-Identifier: Apache-2.0
*/
package org.opensearch.ml.common.connector;
import java.util.HashMap;
import java.util.Map;
import java.util.function.Function;
import org.opensearch.ml.common.connector.functions.preprocess.BedrockEmbeddingPreProcessFunction;
import org.opensearch.ml.common.connector.functions.preprocess.CohereEmbeddingPreProcessFunction;
import org.opensearch.ml.common.connector.functions.preprocess.CohereRerankPreProcessFunction;
import org.opensearch.ml.common.connector.functions.preprocess.MultiModalConnectorPreProcessFunction;
import org.opensearch.ml.common.connector.functions.preprocess.OpenAIEmbeddingPreProcessFunction;
import org.opensearch.ml.common.dataset.remote.RemoteInferenceInputDataSet;
import org.opensearch.ml.common.input.MLInput;
public class MLPreProcessFunction {
private static final Map> PRE_PROCESS_FUNCTIONS = new HashMap<>();
public static final String TEXT_DOCS_TO_COHERE_EMBEDDING_INPUT = "connector.pre_process.cohere.embedding";
public static final String TEXT_DOCS_TO_OPENAI_EMBEDDING_INPUT = "connector.pre_process.openai.embedding";
public static final String TEXT_DOCS_TO_BEDROCK_EMBEDDING_INPUT = "connector.pre_process.bedrock.embedding";
public static final String TEXT_IMAGE_TO_BEDROCK_EMBEDDING_INPUT = "connector.pre_process.bedrock.multimodal_embedding";
public static final String TEXT_DOCS_TO_DEFAULT_EMBEDDING_INPUT = "connector.pre_process.default.embedding";
public static final String TEXT_SIMILARITY_TO_COHERE_RERANK_INPUT = "connector.pre_process.cohere.rerank";
public static final String TEXT_SIMILARITY_TO_DEFAULT_INPUT = "connector.pre_process.default.rerank";
public static final String PROCESS_REMOTE_INFERENCE_INPUT = "pre_process_function.process_remote_inference_input";
public static final String CONVERT_INPUT_TO_JSON_STRING = "pre_process_function.convert_input_to_json_string";
static {
CohereEmbeddingPreProcessFunction cohereEmbeddingPreProcessFunction = new CohereEmbeddingPreProcessFunction();
OpenAIEmbeddingPreProcessFunction openAIEmbeddingPreProcessFunction = new OpenAIEmbeddingPreProcessFunction();
BedrockEmbeddingPreProcessFunction bedrockEmbeddingPreProcessFunction = new BedrockEmbeddingPreProcessFunction();
CohereRerankPreProcessFunction cohereRerankPreProcessFunction = new CohereRerankPreProcessFunction();
MultiModalConnectorPreProcessFunction multiModalEmbeddingPreProcessFunction = new MultiModalConnectorPreProcessFunction();
PRE_PROCESS_FUNCTIONS.put(TEXT_DOCS_TO_COHERE_EMBEDDING_INPUT, cohereEmbeddingPreProcessFunction);
PRE_PROCESS_FUNCTIONS.put(TEXT_IMAGE_TO_BEDROCK_EMBEDDING_INPUT, multiModalEmbeddingPreProcessFunction);
PRE_PROCESS_FUNCTIONS.put(TEXT_DOCS_TO_OPENAI_EMBEDDING_INPUT, openAIEmbeddingPreProcessFunction);
PRE_PROCESS_FUNCTIONS.put(TEXT_DOCS_TO_DEFAULT_EMBEDDING_INPUT, openAIEmbeddingPreProcessFunction);
PRE_PROCESS_FUNCTIONS.put(TEXT_DOCS_TO_BEDROCK_EMBEDDING_INPUT, bedrockEmbeddingPreProcessFunction);
PRE_PROCESS_FUNCTIONS.put(TEXT_SIMILARITY_TO_DEFAULT_INPUT, cohereRerankPreProcessFunction);
PRE_PROCESS_FUNCTIONS.put(TEXT_SIMILARITY_TO_COHERE_RERANK_INPUT, cohereRerankPreProcessFunction);
}
public static boolean contains(String functionName) {
return PRE_PROCESS_FUNCTIONS.containsKey(functionName);
}
public static Function get(String postProcessFunction) {
return PRE_PROCESS_FUNCTIONS.get(postProcessFunction);
}
}