77 lines
2.5 KiB
JavaScript
77 lines
2.5 KiB
JavaScript
|
import { Document } from "@langchain/core/documents";
|
||
|
import { RemoteRetriever, } from "./remote/base.js";
|
||
|
/**
|
||
|
* Class responsible for retrieving data from Vespa. It extends the
|
||
|
* `RemoteRetriever` class and includes methods for creating the JSON body
|
||
|
* for a query and processing the JSON response from Vespa.
|
||
|
* @example
|
||
|
* ```typescript
|
||
|
* const retriever = new VespaRetriever({
|
||
|
* url: "https:
|
||
|
* auth: false,
|
||
|
* query_body: {
|
||
|
* yql: "select content from paragraph where userQuery()",
|
||
|
* hits: 5,
|
||
|
* ranking: "documentation",
|
||
|
* locale: "en-us",
|
||
|
* },
|
||
|
* content_field: "content",
|
||
|
* });
|
||
|
* const result = await retriever.getRelevantDocuments("what is vespa?");
|
||
|
* ```
|
||
|
*/
|
||
|
export class VespaRetriever extends RemoteRetriever {
|
||
|
static lc_name() {
|
||
|
return "VespaRetriever";
|
||
|
}
|
||
|
constructor(fields) {
|
||
|
super(fields);
|
||
|
Object.defineProperty(this, "lc_namespace", {
|
||
|
enumerable: true,
|
||
|
configurable: true,
|
||
|
writable: true,
|
||
|
value: ["langchain", "retrievers", "vespa"]
|
||
|
});
|
||
|
Object.defineProperty(this, "query_body", {
|
||
|
enumerable: true,
|
||
|
configurable: true,
|
||
|
writable: true,
|
||
|
value: void 0
|
||
|
});
|
||
|
Object.defineProperty(this, "content_field", {
|
||
|
enumerable: true,
|
||
|
configurable: true,
|
||
|
writable: true,
|
||
|
value: void 0
|
||
|
});
|
||
|
this.query_body = fields.query_body;
|
||
|
this.content_field = fields.content_field;
|
||
|
this.url = `${this.url}/search/?`;
|
||
|
}
|
||
|
/**
|
||
|
* Method that takes a query string as input and returns a JSON object
|
||
|
* that includes the query and the original `query_body`.
|
||
|
* @param query The query string to be sent to Vespa.
|
||
|
* @returns A JSON object that includes the query and the original `query_body`.
|
||
|
*/
|
||
|
createJsonBody(query) {
|
||
|
return {
|
||
|
...this.query_body,
|
||
|
query,
|
||
|
};
|
||
|
}
|
||
|
/**
|
||
|
* Method that processes the JSON response from Vespa into an array of
|
||
|
* `Document` instances. Each `Document` instance includes the content
|
||
|
* from the specified `content_field` and the document's ID.
|
||
|
* @param json The JSON response from Vespa.
|
||
|
* @returns An array of `Document` instances.
|
||
|
*/
|
||
|
processJsonResponse(json) {
|
||
|
return json.root.children.map((doc) => new Document({
|
||
|
pageContent: doc.fields[this.content_field],
|
||
|
metadata: { id: doc.id },
|
||
|
}));
|
||
|
}
|
||
|
}
|