org.apache.camel.component.pinecone.PineconeVectorDbProducer Maven / Gradle / Ivy
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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.camel.component.pinecone;
import java.util.List;
import java.util.concurrent.ExecutorService;
import io.pinecone.clients.Index;
import io.pinecone.clients.Pinecone;
import io.pinecone.proto.UpdateResponse;
import io.pinecone.proto.UpsertResponse;
import io.pinecone.unsigned_indices_model.QueryResponseWithUnsignedIndices;
import org.apache.camel.CamelContext;
import org.apache.camel.Exchange;
import org.apache.camel.Message;
import org.apache.camel.NoSuchHeaderException;
import org.apache.camel.support.DefaultProducer;
import org.openapitools.db_control.client.model.CollectionModel;
import org.openapitools.db_control.client.model.DeletionProtection;
import org.openapitools.db_control.client.model.IndexModel;
public class PineconeVectorDbProducer extends DefaultProducer {
private Pinecone client;
private ExecutorService executor;
public PineconeVectorDbProducer(PineconeVectorDbEndpoint endpoint) {
super(endpoint);
}
@Override
public PineconeVectorDbEndpoint getEndpoint() {
return (PineconeVectorDbEndpoint) super.getEndpoint();
}
@Override
public void doStart() throws Exception {
super.doStart();
this.client = getEndpoint().getClient();
}
@Override
public void process(Exchange exchange) {
final Message in = exchange.getMessage();
final PineconeVectorDbAction action = in.getHeader(PineconeVectorDb.Headers.ACTION, PineconeVectorDbAction.class);
try {
if (action == null) {
throw new NoSuchHeaderException("The action is a required header", exchange, PineconeVectorDb.Headers.ACTION);
}
switch (action) {
case CREATE_COLLECTION:
createCollection(exchange);
break;
case CREATE_SERVERLESS_INDEX:
createServerlessIndex(exchange);
break;
case CREATE_POD_INDEX:
createPodIndex(exchange);
break;
case UPSERT:
upsert(exchange);
break;
case UPDATE:
update(exchange);
break;
case DELETE_INDEX:
deleteIndex(exchange);
break;
case DELETE_COLLECTION:
deleteCollection(exchange);
break;
case QUERY:
query(exchange);
break;
case QUERY_BY_ID:
queryById(exchange);
break;
default:
throw new UnsupportedOperationException("Unsupported action: " + action.name());
}
} catch (Exception e) {
exchange.setException(e);
}
}
// ***************************************
//
// Actions
//
// ***************************************
private void createCollection(Exchange exchange) throws Exception {
final Message in = exchange.getMessage();
String collectionName = in.getHeader(PineconeVectorDb.Headers.COLLECTION_NAME, String.class);
String indexName = in.getHeader(PineconeVectorDb.Headers.INDEX_NAME, String.class);
CollectionModel result = this.client.createCollection(collectionName, indexName);
populateCollectionResponse(result, exchange);
}
private void createServerlessIndex(Exchange exchange) throws Exception {
final Message in = exchange.getMessage();
String indexName = in.getHeader(PineconeVectorDb.Headers.INDEX_NAME, String.class);
String collectionSimilarityMetricName
= in.getHeader(PineconeVectorDb.Headers.COLLECTION_SIMILARITY_METRIC, String.class);
int collectionDimension = in.getHeader(PineconeVectorDb.Headers.COLLECTION_DIMENSION, Integer.class);
String collectionCloudName = in.getHeader(PineconeVectorDb.Headers.COLLECTION_CLOUD, String.class);
String collectionCloudRegionName = in.getHeader(PineconeVectorDb.Headers.COLLECTION_CLOUD_REGION, String.class);
IndexModel result = this.client.createServerlessIndex(indexName, collectionSimilarityMetricName, collectionDimension,
collectionCloudName, collectionCloudRegionName, DeletionProtection.DISABLED);
populateIndexResponse(result, exchange);
}
private void createPodIndex(Exchange exchange) throws Exception {
final Message in = exchange.getMessage();
String indexName = in.getHeader(PineconeVectorDb.Headers.INDEX_NAME, String.class);
String collectionSimilarityMetricName
= in.getHeader(PineconeVectorDb.Headers.COLLECTION_SIMILARITY_METRIC, String.class);
int collectionDimension = in.getHeader(PineconeVectorDb.Headers.COLLECTION_DIMENSION, Integer.class);
String indexPodType = in.getHeader(PineconeVectorDb.Headers.INDEX_POD_TYPE, String.class);
String indexPodEnv = in.getHeader(PineconeVectorDb.Headers.INDEX_POD_ENVIRONMENT, String.class);
IndexModel result = this.client.createPodsIndex(indexName, collectionDimension,
indexPodEnv, indexPodType, collectionSimilarityMetricName);
populateIndexResponse(result, exchange);
}
private void upsert(Exchange exchange) throws Exception {
final Message in = exchange.getMessage();
List elements = in.getMandatoryBody(List.class);
String indexName = in.getHeader(PineconeVectorDb.Headers.INDEX_NAME, String.class);
String indexId = in.getHeader(PineconeVectorDb.Headers.INDEX_ID, String.class);
Index index = this.client.getIndexConnection(indexName);
UpsertResponse result = index.upsert(indexId, elements);
populateUpsertResponse(result, exchange);
}
private void update(Exchange exchange) throws Exception {
final Message in = exchange.getMessage();
List elements = in.getMandatoryBody(List.class);
String indexName = in.getHeader(PineconeVectorDb.Headers.INDEX_NAME, String.class);
String indexId = in.getHeader(PineconeVectorDb.Headers.INDEX_ID, String.class);
Index index = this.client.getIndexConnection(indexName);
UpdateResponse result = index.update(indexId, elements);
populateUpdateResponse(result, exchange);
}
private void deleteIndex(Exchange exchange) throws Exception {
final Message in = exchange.getMessage();
String indexName = in.getHeader(PineconeVectorDb.Headers.INDEX_NAME, String.class);
this.client.deleteIndex(indexName);
}
private void deleteCollection(Exchange exchange) throws Exception {
final Message in = exchange.getMessage();
String collectionName = in.getHeader(PineconeVectorDb.Headers.COLLECTION_NAME, String.class);
this.client.deleteCollection(collectionName);
}
private void query(Exchange exchange) throws Exception {
final Message in = exchange.getMessage();
List elements = in.getMandatoryBody(List.class);
String indexName = in.getHeader(PineconeVectorDb.Headers.INDEX_NAME, String.class);
int topK = in.getHeader(PineconeVectorDb.Headers.QUERY_TOP_K, Integer.class);
Index index = this.client.getIndexConnection(indexName);
QueryResponseWithUnsignedIndices result = index.queryByVector(topK, elements);
populateQueryResponse(result, exchange);
}
private void queryById(Exchange exchange) throws Exception {
final Message in = exchange.getMessage();
String indexName = in.getHeader(PineconeVectorDb.Headers.INDEX_NAME, String.class);
int topK = in.getHeader(PineconeVectorDb.Headers.QUERY_TOP_K, Integer.class);
Index index = this.client.getIndexConnection(indexName);
String indexId = in.getHeader(PineconeVectorDb.Headers.INDEX_ID, String.class);
QueryResponseWithUnsignedIndices result = index.queryByVectorId(topK, indexId);
populateQueryResponse(result, exchange);
}
// ***************************************
//
// Helpers
//
// ***************************************
private CamelContext getCamelContext() {
return getEndpoint().getCamelContext();
}
private void populateCollectionResponse(CollectionModel r, Exchange exchange) {
Message out = exchange.getMessage();
out.setBody(r);
}
private void populateIndexResponse(IndexModel r, Exchange exchange) {
Message out = exchange.getMessage();
out.setBody(r);
}
private void populateUpsertResponse(UpsertResponse r, Exchange exchange) {
Message out = exchange.getMessage();
out.setBody(r);
}
private void populateUpdateResponse(UpdateResponse r, Exchange exchange) {
Message out = exchange.getMessage();
out.setBody(r);
}
private void populateQueryResponse(QueryResponseWithUnsignedIndices r, Exchange exchange) {
Message out = exchange.getMessage();
out.setBody(r);
}
}
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