[FEATURE] WebSearchEngine as ContentRetriver and tool (#642)
## Web Search Engine v1 As the first web engine is added in the `web/search` folder and open the possibility of adding other types of web tools such as media, maps, etc within web folder. ``` web ├─search (included in this PR) └─media ``` `WebSearchEngine` interface responsible to perform searches on the Web in response to a user query. The most popular search engines can be implemented on top of this: - [Google Search](https://developers.google.com/custom-search/docs/overview) (Integration is coming is a [separate PR](https://github.com/langchain4j/langchain4j/pull/641)) - Bing Search - SerpApi Search - Tavily AI Search - etc `WebSearchRequest` and `WebSearchResults` (response) follow [opensearch](https://github.com/dewitt/opensearch) foundation standard implemented by most web search engine libs like Google, Bing, Yahoo, etc and powered by W3C. ## Web Search Engine as ContentRetriever - RAG This PR also introduces out-of-the-box `WebSearchContentRetriever` who is an implementation of a `ContentRetriever` as part of the advanced RAG flow. The default behavior is currently supported on this PR (v1): 1. Default: Developer wants snippet web pages back (v1) 2. Optional: Developer wants to retrieve only the relevant segments from scrapped web pages => developer configures `DocumentSplitter` and `EmbeddingModel` and `minScore` to return results (can be introduced in v2). ## Web Search Engine as Function calling - Tool Any implementation of `WebSearchEngine` must be able construct a `WebSearchTool`, so any LM who support function calling like OpenAI/LocalAI, Azure OpenAI, Gemini Pro, MistralAI, etc to search current information using an `WebSearchTool`. Here is how the web search can be visualized: ![web-search-engine](https://github.com/langchain4j/langchain4j/assets/1715122/d8b4b89c-9a72-430b-9b76-54186e847602) #### Others - In the `langchain4j-examples` project, examples will be added of how to use it with GoogleSearch as a Tool and as a content retriever in a RAG flow in the next days. - Documentation will be updated in the next days as well.
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@ -201,4 +201,4 @@
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</license>
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</licenses>
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</project>
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</project>
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@ -13,15 +13,16 @@ import java.util.List;
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* The underlying data source can be virtually anything:
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* <pre>
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* - Embedding (vector) store (see {@link EmbeddingStoreContentRetriever})
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* - Full-text search engine (e.g., Apache Lucene, Elasticsearch, Vespa)
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* - Hybrid of keyword and vector search
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* - The Web (e.g., Google, Bing)
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* - Knowledge graph
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* - Full-text search engine (see {@code AzureAiSearchContentRetriever} in {@code langchain4j-azure-ai-search} module)
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* - Hybrid of vector and full-text search (see {@code AzureAiSearchContentRetriever} in {@code langchain4j-azure-ai-search} module)
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* - Web Search Engine (see {@link WebSearchContentRetriever})
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* - Knowledge graph (see {@code Neo4jContentRetriever} in {@code langchain4j-neo4j} module)
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* - Relational database
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* - etc.
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* </pre>
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*
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* @see EmbeddingStoreContentRetriever
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* @see WebSearchContentRetriever
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*/
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public interface ContentRetriever {
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@ -0,0 +1,50 @@
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package dev.langchain4j.rag.content.retriever;
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import dev.langchain4j.rag.content.Content;
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import dev.langchain4j.rag.query.Query;
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import dev.langchain4j.web.search.WebSearchEngine;
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import dev.langchain4j.web.search.WebSearchResults;
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import java.util.List;
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import static dev.langchain4j.internal.ValidationUtils.ensureNotNull;
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import static java.util.stream.Collectors.toList;
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/**
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* A {@link ContentRetriever} that retrieves relevant {@link Content} from the web using a {@link WebSearchEngine}.
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* <br>
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* It returns one {@link Content} for each result that a {@link WebSearchEngine} has returned for a given {@link Query}.
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* <br>
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* Depending on the {@link WebSearchEngine} implementation, the {@link Content#textSegment()}
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* can contain either a snippet of a web page or a complete content of a web page.
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*/
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public class WebSearchContentRetriever implements ContentRetriever {
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private final WebSearchEngine webSearchEngine;
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/**
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* Constructs a new WebSearchContentRetriever with the specified web search engine.
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*
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* @param webSearchEngine The web search engine to use for retrieving search results.
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*/
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public WebSearchContentRetriever(WebSearchEngine webSearchEngine) {
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this.webSearchEngine = ensureNotNull(webSearchEngine, "webSearchEngine");
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}
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@Override
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public List<Content> retrieve(Query query) {
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WebSearchResults webSearchResults = webSearchEngine.search(query.text());
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return webSearchResults.toTextSegments().stream()
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.map(Content::from)
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.collect(toList());
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}
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/**
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* Creates a new instance of {@code WebSearchContentRetriever} with the specified {@link WebSearchEngine}.
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*
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* @return A new instance of WebSearchContentRetriever.
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*/
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public static WebSearchContentRetriever from(WebSearchEngine webSearchEngine) {
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return new WebSearchContentRetriever(webSearchEngine);
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}
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}
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package dev.langchain4j.web.search;
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/**
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* Represents a web search engine that can be used to perform searches on the Web in response to a user query.
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*/
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public interface WebSearchEngine {
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/**
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* Performs a search query on the web search engine and returns the search results.
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*
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* @param query the search query
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* @return the search results
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*/
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default WebSearchResults search(String query) {
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return search(WebSearchRequest.from(query));
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}
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/**
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* Performs a search request on the web search engine and returns the search results.
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*
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* @param webSearchRequest the search request
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* @return the web search results
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*/
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WebSearchResults search(WebSearchRequest webSearchRequest);
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}
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package dev.langchain4j.web.search;
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import java.util.Map;
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import java.util.Objects;
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import static dev.langchain4j.internal.ValidationUtils.ensureNotNull;
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/**
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* Represents general information about the web search performed.
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* This includes the total number of results, the page number, and metadata.
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* <p>
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* The total number of results is the total number of web pages that are found by the search engine in response to a search query.
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* The page number is the current page number of the search results.
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* The metadata is a map of key-value pairs that provide additional information about the search.
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* For example, it could include the search query, the search engine used, the time it took to perform the search, etc.
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*/
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public class WebSearchInformationResult {
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private final Long totalResults;
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private final Integer pageNumber;
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private final Map<String, Object> metadata;
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/**
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* Constructs a new WebSearchInformationResult with the specified total results.
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*
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* @param totalResults The total number of results.
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*/
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public WebSearchInformationResult(Long totalResults) {
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this(totalResults, null, null);
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}
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/**
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* Constructs a new WebSearchInformationResult with the specified total results, page number, and metadata.
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*
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* @param totalResults The total number of results.
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* @param pageNumber The page number.
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* @param metadata The metadata.
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*/
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public WebSearchInformationResult(Long totalResults, Integer pageNumber, Map<String, Object> metadata) {
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this.totalResults = ensureNotNull(totalResults, "totalResults");
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this.pageNumber = pageNumber;
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this.metadata = metadata;
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}
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/**
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* Gets the total number of results.
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*
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* @return The total number of results.
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*/
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public Long totalResults() {
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return totalResults;
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}
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/**
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* Gets the page number.
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*
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* @return The page number.
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*/
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public Integer pageNumber() {
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return pageNumber;
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}
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/**
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* Gets the metadata.
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*
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* @return The metadata.
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*/
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public Map<String, Object> metadata() {
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return metadata;
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}
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@Override
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public boolean equals(Object o) {
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if (this == o) return true;
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if (o == null || getClass() != o.getClass()) return false;
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WebSearchInformationResult that = (WebSearchInformationResult) o;
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return Objects.equals(totalResults, that.totalResults)
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&& Objects.equals(pageNumber, that.pageNumber)
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&& Objects.equals(metadata, that.metadata);
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}
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@Override
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public int hashCode() {
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return Objects.hash(totalResults, pageNumber, metadata);
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}
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@Override
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public String toString() {
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return "WebSearchInformationResult{" +
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"totalResults=" + totalResults +
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", pageNumber=" + pageNumber +
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", metadata=" + metadata +
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'}';
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}
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/**
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* Creates a new WebSearchInformationResult with the specified total results.
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*
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* @param totalResults The total number of results.
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* @return The new WebSearchInformationResult.
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*/
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public static WebSearchInformationResult from(Long totalResults) {
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return new WebSearchInformationResult(totalResults);
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}
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/**
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* Creates a new WebSearchInformationResult with the specified total results, page number, and metadata.
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*
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* @param totalResults The total number of results.
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* @param pageNumber The page number.
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* @param metadata The metadata.
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* @return The new WebSearchInformationResult.
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*/
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public static WebSearchInformationResult from(Long totalResults, Integer pageNumber, Map<String, Object> metadata) {
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return new WebSearchInformationResult(totalResults, pageNumber, metadata);
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}
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}
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package dev.langchain4j.web.search;
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import dev.langchain4j.data.document.Document;
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import dev.langchain4j.data.document.Metadata;
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import dev.langchain4j.data.segment.TextSegment;
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import java.net.URI;
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import java.util.HashMap;
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import java.util.Map;
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import java.util.Objects;
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import static dev.langchain4j.internal.Utils.getOrDefault;
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import static dev.langchain4j.internal.Utils.isNotNullOrBlank;
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import static dev.langchain4j.internal.ValidationUtils.ensureNotBlank;
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import static dev.langchain4j.internal.ValidationUtils.ensureNotNull;
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/**
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* Represents an organic search results are the web pages that are returned by the search engine in response to a search query.
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* This includes the title, URL, snippet and/or content, and metadata of the web page.
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* <p>
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* These results are typically ranked by relevance to the search query.
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* <p>
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*/
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public class WebSearchOrganicResult {
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private final String title;
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private final URI url;
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private final String snippet;
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private final String content;
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private final Map<String, String> metadata;
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/**
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* Constructs a WebSearchOrganicResult object with the given title and URL.
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*
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* @param title The title of the search result.
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* @param url The URL associated with the search result.
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*/
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public WebSearchOrganicResult(String title, URI url) {
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this.title = ensureNotBlank(title, "title");
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this.url = ensureNotNull(url, "url");
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this.snippet = null;
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this.content = null;
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this.metadata = null;
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}
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/**
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* Constructs a WebSearchOrganicResult object with the given title, URL, snippet and/or content.
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*
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* @param title The title of the search result.
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* @param url The URL associated with the search result.
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* @param snippet The snippet of the search result, in plain text.
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* @param content The most query related content from the scraped url.
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*/
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public WebSearchOrganicResult(String title, URI url, String snippet, String content) {
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this.title = ensureNotBlank(title, "title");
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this.url = ensureNotNull(url, "url");
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this.snippet = snippet;
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this.content = content;
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this.metadata = null;
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}
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/**
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* Constructs a WebSearchOrganicResult object with the given title, URL, snippet and/or content, and metadata.
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*
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* @param title The title of the search result.
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* @param url The URL associated with the search result.
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* @param snippet The snippet of the search result, in plain text.
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* @param content The most query related content from the scraped url.
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* @param metadata The metadata associated with the search result.
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*/
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public WebSearchOrganicResult(String title, URI url, String snippet, String content, Map<String, String> metadata) {
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this.title = ensureNotBlank(title, "title");
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this.url = ensureNotNull(url,"url");
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this.snippet = snippet;
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this.content = content;
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this.metadata = getOrDefault(metadata, new HashMap<>());
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}
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/**
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* Returns the title of the web page.
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*
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* @return The title of the web page.
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*/
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public String title() {
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return title;
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}
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/**
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* Returns the URL associated with the web page.
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*
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* @return The URL associated with the web page.
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*/
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public URI url() {
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return url;
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}
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/**
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* Returns the snippet associated with the web page.
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*
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* @return The snippet associated with the web page.
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*/
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public String snippet() {
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return snippet;
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}
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/**
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* Returns the content scraped from the web page.
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*
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* @return The content scraped from the web page.
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*/
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public String content() {
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return content;
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}
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/**
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* Returns the result metadata associated with the search result.
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*
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* @return The result metadata associated with the search result.
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*/
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public Map<String, String> metadata() {
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return metadata;
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}
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@Override
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public boolean equals(Object o) {
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if (this == o) return true;
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if (o == null || getClass() != o.getClass()) return false;
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WebSearchOrganicResult that = (WebSearchOrganicResult) o;
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return Objects.equals(title, that.title)
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&& Objects.equals(url, that.url)
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&& Objects.equals(snippet, that.snippet)
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&& Objects.equals(content, that.content)
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&& Objects.equals(metadata, that.metadata);
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}
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@Override
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public int hashCode() {
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return Objects.hash(title, url, snippet, content, metadata);
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}
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@Override
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public String toString() {
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return "WebSearchOrganicResult{" +
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"title='" + title + '\'' +
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", url=" + url +
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", snippet='" + snippet + '\'' +
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", content='" + content + '\'' +
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", metadata=" + metadata +
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'}';
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}
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/**
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* Converts this WebSearchOrganicResult to a TextSegment.
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*
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* @return The TextSegment representation of this WebSearchOrganicResult.
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*/
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public TextSegment toTextSegment() {
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return TextSegment.from(copyToText(), copyToMetadata());
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}
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/**
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* Converts this WebSearchOrganicResult to a Document.
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*
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* @return The Document representation of this WebSearchOrganicResult.
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*/
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public Document toDocument() {
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return Document.from(copyToText(), copyToMetadata());
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}
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private String copyToText() {
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StringBuilder text = new StringBuilder();
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text.append(title);
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text.append("\n");
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if (isNotNullOrBlank(content)) {
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text.append(content);
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} else if (isNotNullOrBlank(snippet)) {
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text.append(snippet);
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}
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return text.toString();
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}
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private Metadata copyToMetadata() {
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Metadata docMetadata = new Metadata();
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docMetadata.add("url", url);
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if (metadata != null) {
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for (Map.Entry<String, String> entry : metadata.entrySet()) {
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docMetadata.add(entry.getKey(), entry.getValue());
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}
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}
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return docMetadata;
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}
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/**
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* Creates a WebSearchOrganicResult object from the given title and URL.
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*
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* @param title The title of the search result.
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* @param url The URL associated with the search result.
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* @return The created WebSearchOrganicResult object.
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*/
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public static WebSearchOrganicResult from(String title, URI url) {
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return new WebSearchOrganicResult(title, url);
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}
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/**
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* Creates a WebSearchOrganicResult object from the given title, URL, snippet and/or content.
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*
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* @param title The title of the search result.
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* @param url The URL associated with the search result.
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* @param snippet The snippet of the search result, in plain text.
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* @param content The most query related content from the scraped url.
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* @return The created WebSearchOrganicResult object.
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*/
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public static WebSearchOrganicResult from(String title, URI url, String snippet, String content) {
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return new WebSearchOrganicResult(title, url, snippet, content);
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}
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/**
|
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* Creates a WebSearchOrganicResult object from the given title, URL, snippet and/or content, and result metadata.
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*
|
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* @param title The title of the search result.
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* @param url The URL associated with the search result.
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* @param snippet The snippet of the search result, in plain text.
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* @param content The most query related content from the scraped url.
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* @param metadata The metadata associated with the search result.
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* @return The created WebSearchOrganicResult object.
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*/
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public static WebSearchOrganicResult from(String title, URI url, String snippet, String content, Map<String, String> metadata) {
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return new WebSearchOrganicResult(title, url, snippet, content, metadata);
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}
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}
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@ -0,0 +1,312 @@
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package dev.langchain4j.web.search;
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import java.util.HashMap;
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import java.util.Map;
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import java.util.Objects;
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import static dev.langchain4j.internal.Utils.getOrDefault;
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import static dev.langchain4j.internal.ValidationUtils.ensureNotBlank;
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|
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|
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/**
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* Represents a search request that can be made by the user to perform searches in any implementation of {@link WebSearchEngine}.
|
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* <p>
|
||||
* {@link WebSearchRequest} follow opensearch foundation standard implemented by most web search engine libs like Google, Bing, Yahoo, etc.
|
||||
* <a href="https://github.com/dewitt/opensearch/blob/master/opensearch-1-1-draft-6.md#opensearch-11-parameters">OpenSearch#parameters</a>
|
||||
* </p>
|
||||
* <p>
|
||||
* The {@link #searchTerms} are the keywords that the search client desires to search for. This param is mandatory to perform a search.
|
||||
* <p>
|
||||
* <br>
|
||||
* Configurable parameters (optional):
|
||||
* <ul>
|
||||
* <li>{@link #maxResults} - The expected number of results to be found if the search request were made. Each search engine may have a different limit for the maximum number of results that can be returned.</li>
|
||||
* <li>{@link #language} - The desired language for search results is a string that indicates that the search client desires search results in the specified language. Each search engine may have a different set of supported languages.</li>
|
||||
* <li>{@link #geoLocation} - The desired geolocation for search results is a string that indicates that the search client desires search results in the specified geolocation. Each search engine may have a different set of supported geolocations.</li>
|
||||
* <li>{@link #startPage} - The start page number for search results is the page number of the set of search results desired by the search user.</li>
|
||||
* <li>{@link #startIndex} - The start index for search results is the index of the first search result desired by the search user. Each search engine may have a different set of supported start indexes in combination with the start page number.</li>
|
||||
* <li>{@link #safeSearch} - The safe search flag is a boolean that indicates that the search client desires search results with safe search enabled or disabled.</li>
|
||||
* <li>{@link #additionalParams} - The additional parameters for the search request are a map of key-value pairs that represent additional parameters for the search request. It's a way to be flex and add custom param for each search engine.</li>
|
||||
* </ul>
|
||||
*/
|
||||
public class WebSearchRequest {
|
||||
|
||||
private final String searchTerms;
|
||||
private final Integer maxResults;
|
||||
private final String language;
|
||||
private final String geoLocation;
|
||||
private final Integer startPage;
|
||||
private final Integer startIndex;
|
||||
private final Boolean safeSearch;
|
||||
private final Map<String, Object> additionalParams;
|
||||
|
||||
private WebSearchRequest(Builder builder){
|
||||
this.searchTerms = ensureNotBlank(builder.searchTerms,"searchTerms");
|
||||
this.maxResults = builder.maxResults;
|
||||
this.language = builder.language;
|
||||
this.geoLocation = builder.geoLocation;
|
||||
this.startPage = getOrDefault(builder.startPage,1);
|
||||
this.startIndex = builder.startIndex;
|
||||
this.safeSearch = getOrDefault(builder.safeSearch,true);
|
||||
this.additionalParams = getOrDefault(builder.additionalParams, () -> new HashMap<>());
|
||||
}
|
||||
|
||||
/**
|
||||
* Get the search terms.
|
||||
*
|
||||
* @return The search terms.
|
||||
*/
|
||||
public String searchTerms() {
|
||||
return searchTerms;
|
||||
}
|
||||
|
||||
/**
|
||||
* Get the maximum number of results.
|
||||
*
|
||||
* @return The maximum number of results.
|
||||
*/
|
||||
public Integer maxResults() {
|
||||
return maxResults;
|
||||
}
|
||||
|
||||
/**
|
||||
* Get the desired language for search results.
|
||||
*
|
||||
* @return The desired language for search results.
|
||||
*/
|
||||
public String language() {
|
||||
return language;
|
||||
}
|
||||
|
||||
/**
|
||||
* Get the desired geolocation for search results.
|
||||
*
|
||||
* @return The desired geolocation for search results.
|
||||
*/
|
||||
public String geoLocation() {
|
||||
return geoLocation;
|
||||
}
|
||||
|
||||
/**
|
||||
* Get the start page number for search results.
|
||||
*
|
||||
* @return The start page number for search results.
|
||||
*/
|
||||
public Integer startPage() {
|
||||
return startPage;
|
||||
}
|
||||
|
||||
/**
|
||||
* Get the start index for search results.
|
||||
*
|
||||
* @return The start index for search results.
|
||||
*/
|
||||
public Integer startIndex() {
|
||||
return startIndex;
|
||||
}
|
||||
|
||||
/**
|
||||
* Get the safe search flag.
|
||||
*
|
||||
* @return The safe search flag.
|
||||
*/
|
||||
public Boolean safeSearch() {
|
||||
return safeSearch;
|
||||
}
|
||||
|
||||
/**
|
||||
* Get the additional parameters for the search request.
|
||||
*
|
||||
* @return The additional parameters for the search request.
|
||||
*/
|
||||
public Map<String, Object> additionalParams() {
|
||||
return additionalParams;
|
||||
}
|
||||
|
||||
@Override
|
||||
public boolean equals(Object another) {
|
||||
if (this == another) return true;
|
||||
return another instanceof WebSearchRequest
|
||||
&& equalTo((WebSearchRequest) another);
|
||||
}
|
||||
|
||||
private boolean equalTo(WebSearchRequest another){
|
||||
return Objects.equals(searchTerms, another.searchTerms)
|
||||
&& Objects.equals(maxResults, another.maxResults)
|
||||
&& Objects.equals(language, another.language)
|
||||
&& Objects.equals(geoLocation, another.geoLocation)
|
||||
&& Objects.equals(startPage, another.startPage)
|
||||
&& Objects.equals(startIndex, another.startIndex)
|
||||
&& Objects.equals(safeSearch, another.safeSearch)
|
||||
&& Objects.equals(additionalParams, another.additionalParams);
|
||||
}
|
||||
|
||||
@Override
|
||||
public int hashCode() {
|
||||
int h = 5381;
|
||||
h += (h << 5) + Objects.hashCode(searchTerms);
|
||||
h += (h << 5) + Objects.hashCode(maxResults);
|
||||
h += (h << 5) + Objects.hashCode(language);
|
||||
h += (h << 5) + Objects.hashCode(geoLocation);
|
||||
h += (h << 5) + Objects.hashCode(startPage);
|
||||
h += (h << 5) + Objects.hashCode(startIndex);
|
||||
h += (h << 5) + Objects.hashCode(safeSearch);
|
||||
h += (h << 5) + Objects.hashCode(additionalParams);
|
||||
return h;
|
||||
}
|
||||
|
||||
@Override
|
||||
public String toString() {
|
||||
return "WebSearchRequest{" +
|
||||
"searchTerms='" + searchTerms + '\'' +
|
||||
", maxResults=" + maxResults +
|
||||
", language='" + language + '\'' +
|
||||
", geoLocation='" + geoLocation + '\'' +
|
||||
", startPage=" + startPage +
|
||||
", startIndex=" + startIndex +
|
||||
", siteRestrict=" + safeSearch +
|
||||
", additionalParams=" + additionalParams +
|
||||
'}';
|
||||
}
|
||||
|
||||
/**
|
||||
* Create a new builder instance.
|
||||
*
|
||||
* @return A new builder instance.
|
||||
*/
|
||||
public static Builder builder() {
|
||||
return new Builder();
|
||||
}
|
||||
|
||||
public static final class Builder {
|
||||
private String searchTerms;
|
||||
private Integer maxResults;
|
||||
private String language;
|
||||
private String geoLocation;
|
||||
private Integer startPage;
|
||||
private Integer startIndex;
|
||||
private Boolean safeSearch;
|
||||
private Map<String, Object> additionalParams;
|
||||
|
||||
private Builder() {
|
||||
}
|
||||
|
||||
/**
|
||||
* Set the search terms.
|
||||
*
|
||||
* @param searchTerms The keyword or keywords desired by the search user.
|
||||
* @return The builder instance.
|
||||
*/
|
||||
public Builder searchTerms(String searchTerms) {
|
||||
this.searchTerms = searchTerms;
|
||||
return this;
|
||||
}
|
||||
|
||||
/**
|
||||
* Set the maximum number of results.
|
||||
*
|
||||
* @param maxResults The maximum number of results.
|
||||
* @return The builder instance.
|
||||
*/
|
||||
public Builder maxResults(Integer maxResults) {
|
||||
this.maxResults = maxResults;
|
||||
return this;
|
||||
}
|
||||
|
||||
/**
|
||||
* Set the desired language for search results.
|
||||
*
|
||||
* @param language The desired language for search results.
|
||||
* @return The builder instance.
|
||||
*/
|
||||
public Builder language(String language) {
|
||||
this.language = language;
|
||||
return this;
|
||||
}
|
||||
|
||||
/**
|
||||
* Set the desired geolocation for search results.
|
||||
*
|
||||
* @param geoLocation The desired geolocation for search results.
|
||||
* @return The builder instance.
|
||||
*/
|
||||
public Builder geoLocation(String geoLocation) {
|
||||
this.geoLocation = geoLocation;
|
||||
return this;
|
||||
}
|
||||
|
||||
/**
|
||||
* Set the start page number for search results.
|
||||
*
|
||||
* @param startPage The start page number for search results.
|
||||
* @return The builder instance.
|
||||
*/
|
||||
public Builder startPage(Integer startPage) {
|
||||
this.startPage = startPage;
|
||||
return this;
|
||||
}
|
||||
|
||||
/**
|
||||
* Set the start index for search results.
|
||||
*
|
||||
* @param startIndex The start index for search results.
|
||||
* @return The builder instance.
|
||||
*/
|
||||
public Builder startIndex(Integer startIndex) {
|
||||
this.startIndex = startIndex;
|
||||
return this;
|
||||
}
|
||||
|
||||
/**
|
||||
* Set the safe search flag.
|
||||
*
|
||||
* @param safeSearch The safe search flag.
|
||||
* @return The builder instance.
|
||||
*/
|
||||
public Builder safeSearch(Boolean safeSearch) {
|
||||
this.safeSearch = safeSearch;
|
||||
return this;
|
||||
}
|
||||
|
||||
/**
|
||||
* Set the additional parameters for the search request.
|
||||
*
|
||||
* @param additionalParams The additional parameters for the search request.
|
||||
* @return The builder instance.
|
||||
*/
|
||||
public Builder additionalParams(Map<String, Object> additionalParams) {
|
||||
this.additionalParams = additionalParams;
|
||||
return this;
|
||||
}
|
||||
|
||||
/**
|
||||
* Build the web search request.
|
||||
*
|
||||
* @return The web search request.
|
||||
*/
|
||||
public WebSearchRequest build() {
|
||||
return new WebSearchRequest(this);
|
||||
}
|
||||
}
|
||||
|
||||
/**
|
||||
* Create a web search request with the given search terms.
|
||||
*
|
||||
* @param searchTerms The search terms.
|
||||
* @return The web search request.
|
||||
*/
|
||||
public static WebSearchRequest from(String searchTerms) {
|
||||
return WebSearchRequest.builder().searchTerms(searchTerms).build();
|
||||
}
|
||||
|
||||
/**
|
||||
* Create a web search request with the given search terms and maximum number of results.
|
||||
*
|
||||
* @param searchTerms The search terms.
|
||||
* @param maxResults The maximum number of results.
|
||||
* @return The web search request.
|
||||
*/
|
||||
public static WebSearchRequest from(String searchTerms, Integer maxResults) {
|
||||
return WebSearchRequest.builder().searchTerms(searchTerms).maxResults(maxResults).build();
|
||||
}
|
||||
}
|
|
@ -0,0 +1,149 @@
|
|||
package dev.langchain4j.web.search;
|
||||
|
||||
import dev.langchain4j.data.document.Document;
|
||||
import dev.langchain4j.data.segment.TextSegment;
|
||||
|
||||
import java.util.List;
|
||||
import java.util.Map;
|
||||
import java.util.Objects;
|
||||
|
||||
import static dev.langchain4j.internal.ValidationUtils.ensureNotEmpty;
|
||||
import static dev.langchain4j.internal.ValidationUtils.ensureNotNull;
|
||||
import static java.util.stream.Collectors.toList;
|
||||
|
||||
/**
|
||||
* Represents the response of a web search performed.
|
||||
* This includes the list of organic search results, information about the search, and pagination information.
|
||||
* <p>
|
||||
* {@link WebSearchResults} follow opensearch foundation standard implemented by most web search engine libs like Google, Bing, Yahoo, etc.
|
||||
* <a href="https://github.com/dewitt/opensearch/blob/master/opensearch-1-1-draft-6.md#examples-of-opensearch-responses">OpenSearch#response</a>
|
||||
* </p>
|
||||
* <p>
|
||||
* The organic search results are the web pages that are returned by the search engine in response to a search query.
|
||||
* These results are typically ranked by relevance to the search query.
|
||||
*/
|
||||
public class WebSearchResults {
|
||||
|
||||
private final Map<String, Object> searchMetadata;
|
||||
private final WebSearchInformationResult searchInformation;
|
||||
private final List<WebSearchOrganicResult> results;
|
||||
|
||||
/**
|
||||
* Constructs a new instance of WebSearchResults.
|
||||
*
|
||||
* @param searchInformation The information about the web search.
|
||||
* @param results The list of organic search results.
|
||||
*/
|
||||
public WebSearchResults(WebSearchInformationResult searchInformation, List<WebSearchOrganicResult> results) {
|
||||
this(null, searchInformation, results);
|
||||
}
|
||||
|
||||
/**
|
||||
* Constructs a new instance of WebSearchResults.
|
||||
*
|
||||
* @param searchMetadata The metadata associated with the web search.
|
||||
* @param searchInformation The information about the web search.
|
||||
* @param results The list of organic search results.
|
||||
*/
|
||||
public WebSearchResults(Map<String, Object> searchMetadata, WebSearchInformationResult searchInformation, List<WebSearchOrganicResult> results) {
|
||||
this.searchMetadata = searchMetadata;
|
||||
this.searchInformation = ensureNotNull(searchInformation, "searchInformation");
|
||||
this.results = ensureNotEmpty(results, "results");
|
||||
}
|
||||
|
||||
/**
|
||||
* Gets the metadata associated with the web search.
|
||||
*
|
||||
* @return The metadata associated with the web search.
|
||||
*/
|
||||
public Map<String, Object> searchMetadata() {
|
||||
return searchMetadata;
|
||||
}
|
||||
|
||||
/**
|
||||
* Gets the information about the web search.
|
||||
*
|
||||
* @return The information about the web search.
|
||||
*/
|
||||
public WebSearchInformationResult searchInformation() {
|
||||
return searchInformation;
|
||||
}
|
||||
|
||||
/**
|
||||
* Gets the list of organic search results.
|
||||
*
|
||||
* @return The list of organic search results.
|
||||
*/
|
||||
public List<WebSearchOrganicResult> results() {
|
||||
return results;
|
||||
}
|
||||
|
||||
@Override
|
||||
public boolean equals(Object o) {
|
||||
if (this == o) return true;
|
||||
if (o == null || getClass() != o.getClass()) return false;
|
||||
WebSearchResults that = (WebSearchResults) o;
|
||||
return Objects.equals(searchMetadata, that.searchMetadata)
|
||||
&& Objects.equals(searchInformation, that.searchInformation)
|
||||
&& Objects.equals(results, that.results);
|
||||
}
|
||||
|
||||
@Override
|
||||
public int hashCode() {
|
||||
return Objects.hash(searchMetadata, searchInformation, results);
|
||||
}
|
||||
|
||||
@Override
|
||||
public String toString() {
|
||||
return "WebSearchResults{" +
|
||||
"searchMetadata=" + searchMetadata +
|
||||
", searchInformation=" + searchInformation +
|
||||
", results=" + results +
|
||||
'}';
|
||||
}
|
||||
|
||||
/**
|
||||
* Converts the organic search results to a list of text segments.
|
||||
*
|
||||
* @return The list of text segments.
|
||||
*/
|
||||
public List<TextSegment> toTextSegments() {
|
||||
return results.stream()
|
||||
.map(WebSearchOrganicResult::toTextSegment)
|
||||
.collect(toList());
|
||||
}
|
||||
|
||||
/**
|
||||
* Converts the organic search results to a list of documents.
|
||||
*
|
||||
* @return The list of documents.
|
||||
*/
|
||||
public List<Document> toDocuments() {
|
||||
return results.stream()
|
||||
.map(WebSearchOrganicResult::toDocument)
|
||||
.collect(toList());
|
||||
}
|
||||
|
||||
/**
|
||||
* Creates a new instance of WebSearchResults from the specified parameters.
|
||||
*
|
||||
* @param results The list of organic search results.
|
||||
* @param searchInformation The information about the web search.
|
||||
* @return The new instance of WebSearchResults.
|
||||
*/
|
||||
public static WebSearchResults from(WebSearchInformationResult searchInformation, List<WebSearchOrganicResult> results) {
|
||||
return new WebSearchResults(searchInformation, results);
|
||||
}
|
||||
|
||||
/**
|
||||
* Creates a new instance of WebSearchResults from the specified parameters.
|
||||
*
|
||||
* @param searchMetadata The metadata associated with the search results.
|
||||
* @param searchInformation The information about the web search.
|
||||
* @param results The list of organic search results.
|
||||
* @return The new instance of WebSearchResults.
|
||||
*/
|
||||
public static WebSearchResults from(Map<String, Object> searchMetadata, WebSearchInformationResult searchInformation, List<WebSearchOrganicResult> results) {
|
||||
return new WebSearchResults(searchMetadata, searchInformation, results);
|
||||
}
|
||||
}
|
|
@ -0,0 +1,48 @@
|
|||
package dev.langchain4j.web.search;
|
||||
|
||||
import dev.langchain4j.agent.tool.P;
|
||||
import dev.langchain4j.agent.tool.Tool;
|
||||
|
||||
import java.util.stream.Collectors;
|
||||
|
||||
import static dev.langchain4j.internal.ValidationUtils.ensureNotNull;
|
||||
|
||||
public class WebSearchTool {
|
||||
|
||||
private final WebSearchEngine searchEngine;
|
||||
|
||||
public WebSearchTool(WebSearchEngine searchEngine) {
|
||||
this.searchEngine = ensureNotNull(searchEngine, "searchEngine");
|
||||
}
|
||||
|
||||
/**
|
||||
* Runs a search query on the web search engine and returns a pretty-string representation of the search results.
|
||||
*
|
||||
* @param query the search user query
|
||||
* @return a pretty-string representation of the search results
|
||||
*/
|
||||
@Tool("This tool can be used to perform web searches using search engines such as Google, particularly when seeking information about recent events.")
|
||||
public String searchWeb(@P("Web search query") String query) {
|
||||
WebSearchResults results = searchEngine.search(query);
|
||||
return format(results);
|
||||
}
|
||||
|
||||
private String format(WebSearchResults results) {
|
||||
return results.results()
|
||||
.stream()
|
||||
.map(organicResult -> "Title: " + organicResult.title() + "\n"
|
||||
+ "Source: " + organicResult.url().toString() + "\n"
|
||||
+ (organicResult.content() != null ? "Content:" + "\n" + organicResult.content() : "Snippet:" + "\n" + organicResult.snippet()))
|
||||
.collect(Collectors.joining("\n\n"));
|
||||
}
|
||||
|
||||
/**
|
||||
* Creates a new WebSearchTool with the specified web search engine.
|
||||
*
|
||||
* @param searchEngine the web search engine to use for searching the web
|
||||
* @return a new WebSearchTool
|
||||
*/
|
||||
public static WebSearchTool from(WebSearchEngine searchEngine) {
|
||||
return new WebSearchTool(searchEngine);
|
||||
}
|
||||
}
|
|
@ -0,0 +1,37 @@
|
|||
package dev.langchain4j.rag.content.retriever;
|
||||
|
||||
import dev.langchain4j.rag.content.Content;
|
||||
import dev.langchain4j.rag.query.Query;
|
||||
import dev.langchain4j.web.search.WebSearchEngineIT;
|
||||
import org.junit.jupiter.api.Test;
|
||||
|
||||
import java.util.List;
|
||||
|
||||
import static org.assertj.core.api.Assertions.assertThat;
|
||||
|
||||
public abstract class WebSearchContentRetrieverIT extends WebSearchEngineIT {
|
||||
|
||||
@Test
|
||||
void should_retrieve_web_page_as_content() {
|
||||
// given
|
||||
WebSearchContentRetriever contentRetriever = WebSearchContentRetriever.from(searchEngine());
|
||||
Query query = Query.from("What is the current weather in New York?");
|
||||
|
||||
// when
|
||||
List<Content> contents = contentRetriever.retrieve(query);
|
||||
|
||||
// then
|
||||
assertThat(contents)
|
||||
.as("At least one content should be contains 'weather' and 'New York' ignoring case")
|
||||
.anySatisfy(content -> {
|
||||
assertThat(content.textSegment().text())
|
||||
.containsIgnoringCase("weather")
|
||||
.containsIgnoringCase("New York");
|
||||
assertThat(content.textSegment().metadata().get("url"))
|
||||
.startsWith("https://");
|
||||
assertThat(content.textSegment().metadata().get("title"))
|
||||
.isNotBlank();
|
||||
}
|
||||
);
|
||||
}
|
||||
}
|
|
@ -0,0 +1,68 @@
|
|||
package dev.langchain4j.rag.content.retriever;
|
||||
|
||||
import dev.langchain4j.data.document.Metadata;
|
||||
import dev.langchain4j.data.segment.TextSegment;
|
||||
import dev.langchain4j.rag.content.Content;
|
||||
import dev.langchain4j.rag.query.Query;
|
||||
import dev.langchain4j.web.search.WebSearchEngine;
|
||||
import dev.langchain4j.web.search.WebSearchInformationResult;
|
||||
import dev.langchain4j.web.search.WebSearchOrganicResult;
|
||||
import dev.langchain4j.web.search.WebSearchResults;
|
||||
import org.junit.jupiter.api.AfterEach;
|
||||
import org.junit.jupiter.api.BeforeEach;
|
||||
import org.junit.jupiter.api.Test;
|
||||
|
||||
import java.net.URI;
|
||||
import java.util.HashMap;
|
||||
import java.util.List;
|
||||
|
||||
import static java.util.Arrays.asList;
|
||||
import static org.assertj.core.api.Assertions.assertThat;
|
||||
import static org.mockito.ArgumentMatchers.anyString;
|
||||
import static org.mockito.Mockito.*;
|
||||
|
||||
class WebSearchContentRetrieverTest {
|
||||
|
||||
WebSearchEngine webSearchEngine;
|
||||
|
||||
@BeforeEach
|
||||
void mockWebSearchEngine() {
|
||||
webSearchEngine = mock(WebSearchEngine.class);
|
||||
when(webSearchEngine.search(anyString())).thenReturn(
|
||||
new WebSearchResults(
|
||||
WebSearchInformationResult.from(3L, 1, new HashMap<>()),
|
||||
asList(
|
||||
WebSearchOrganicResult.from("title 1", URI.create("https://google.com"), "snippet 1", null),
|
||||
WebSearchOrganicResult.from("title 2", URI.create("https://docs.langchain4j.dev"), null, "content 2"),
|
||||
WebSearchOrganicResult.from("title 3", URI.create("https://github.com/dewitt/opensearch/blob/master/README.md"), "snippet 3", "content 3")
|
||||
)
|
||||
)
|
||||
);
|
||||
}
|
||||
|
||||
@AfterEach
|
||||
void resetWebSearchEngine() {
|
||||
reset(webSearchEngine);
|
||||
}
|
||||
|
||||
@Test
|
||||
void should_retrieve_web_pages_back() {
|
||||
// given
|
||||
ContentRetriever contentRetriever = WebSearchContentRetriever.from(webSearchEngine);
|
||||
|
||||
Query query = Query.from("query");
|
||||
|
||||
// when
|
||||
List<Content> contents = contentRetriever.retrieve(query);
|
||||
|
||||
// then
|
||||
assertThat(contents).containsExactly(
|
||||
Content.from(TextSegment.from("title 1\nsnippet 1", Metadata.from("url", "https://google.com"))),
|
||||
Content.from(TextSegment.from("title 2\ncontent 2", Metadata.from("url", "https://docs.langchain4j.dev"))),
|
||||
Content.from(TextSegment.from("title 3\ncontent 3", Metadata.from("url", "https://github.com/dewitt/opensearch/blob/master/README.md")))
|
||||
);
|
||||
|
||||
verify(webSearchEngine).search(query.text());
|
||||
verifyNoMoreInteractions(webSearchEngine);
|
||||
}
|
||||
}
|
|
@ -0,0 +1,71 @@
|
|||
package dev.langchain4j.web.search;
|
||||
|
||||
import org.junit.jupiter.api.Test;
|
||||
|
||||
import java.util.List;
|
||||
|
||||
import static org.assertj.core.api.Assertions.assertThat;
|
||||
|
||||
/**
|
||||
* A minimum set of tests that each implementation of {@link WebSearchEngine} must pass.
|
||||
*/
|
||||
public abstract class WebSearchEngineIT {
|
||||
|
||||
protected abstract WebSearchEngine searchEngine();
|
||||
|
||||
@Test
|
||||
void should_return_web_results_with_default_constructor() {
|
||||
// given
|
||||
String searchTerm = "What is the current weather in New York?";
|
||||
|
||||
// when
|
||||
WebSearchResults results = searchEngine().search(searchTerm);
|
||||
|
||||
// then
|
||||
assertThat(results).isNotNull();
|
||||
assertThat(results.searchInformation()).isNotNull();
|
||||
assertThat(results.results()).isNotNull();
|
||||
|
||||
assertThat(results.searchInformation().totalResults()).isGreaterThan(0);
|
||||
assertThat(results.results().size()).isGreaterThan(0);
|
||||
}
|
||||
|
||||
@Test
|
||||
void should_return_web_results_with_max_results() {
|
||||
// given
|
||||
String searchTerm = "What is the current weather in New York?";
|
||||
WebSearchRequest webSearchRequest = WebSearchRequest.from(searchTerm, 5);
|
||||
|
||||
// when
|
||||
WebSearchResults results = searchEngine().search(webSearchRequest);
|
||||
|
||||
// then
|
||||
assertThat(results.searchInformation().totalResults()).isGreaterThanOrEqualTo (5);
|
||||
assertThat(results.results()).hasSize(5);
|
||||
assertThat(results.results())
|
||||
.as("At least one result should be contains 'weather' and 'New York' ignoring case")
|
||||
.anySatisfy(result -> assertThat(result.snippet())
|
||||
.containsIgnoringCase("weather")
|
||||
.containsIgnoringCase("New York"));
|
||||
}
|
||||
|
||||
@Test
|
||||
void should_return_web_results_with_geolocation() {
|
||||
// given
|
||||
String searchTerm = "Who is the current president?";
|
||||
WebSearchRequest webSearchRequest = WebSearchRequest.builder()
|
||||
.searchTerms(searchTerm)
|
||||
.geoLocation("fr")
|
||||
.build();
|
||||
|
||||
// when
|
||||
List<WebSearchOrganicResult> webSearchOrganicResults = searchEngine().search(webSearchRequest).results();
|
||||
|
||||
// then
|
||||
assertThat(webSearchOrganicResults).isNotNull();
|
||||
assertThat(webSearchOrganicResults)
|
||||
.as("At least one result should be contains 'Emmanuel Macro' ignoring case")
|
||||
.anySatisfy(result -> assertThat(result.title())
|
||||
.containsIgnoringCase("Emmanuel Macro"));
|
||||
}
|
||||
}
|
|
@ -0,0 +1,53 @@
|
|||
package dev.langchain4j.web.search;
|
||||
|
||||
import org.junit.jupiter.api.Test;
|
||||
|
||||
import static org.assertj.core.api.Assertions.assertThat;
|
||||
import static org.junit.jupiter.api.Assertions.assertThrows;
|
||||
|
||||
class WebSearchInformationResultTest {
|
||||
|
||||
@Test
|
||||
void should_return_webSearchInformationResult_with_default_values(){
|
||||
WebSearchInformationResult webSearchInformationResult = new WebSearchInformationResult(1L);
|
||||
|
||||
assertThat(webSearchInformationResult.totalResults()).isEqualTo(1L);
|
||||
assertThat(webSearchInformationResult.pageNumber()).isNull();
|
||||
assertThat(webSearchInformationResult.metadata()).isNull();
|
||||
|
||||
assertThat(webSearchInformationResult).hasToString("WebSearchInformationResult{totalResults=1, pageNumber=null, metadata=null}");
|
||||
}
|
||||
|
||||
@Test
|
||||
void should_return_webSearchInformationResult_with_informationResult(){
|
||||
WebSearchInformationResult webSearchInformationResult = WebSearchInformationResult.from(1L);
|
||||
|
||||
assertThat(webSearchInformationResult.totalResults()).isEqualTo(1L);
|
||||
assertThat(webSearchInformationResult.pageNumber()).isNull();
|
||||
assertThat(webSearchInformationResult.metadata()).isNull();
|
||||
|
||||
assertThat(webSearchInformationResult).hasToString("WebSearchInformationResult{totalResults=1, pageNumber=null, metadata=null}");
|
||||
}
|
||||
|
||||
@Test
|
||||
void test_equals_and_hash(){
|
||||
WebSearchInformationResult wsi1 = WebSearchInformationResult.from(1L);
|
||||
WebSearchInformationResult wsi2 = WebSearchInformationResult.from(1L);
|
||||
|
||||
assertThat(wsi1)
|
||||
.isEqualTo(wsi1)
|
||||
.isNotEqualTo(null)
|
||||
.isNotEqualTo(new Object())
|
||||
.isEqualTo(wsi2)
|
||||
.hasSameHashCodeAs(wsi2);
|
||||
|
||||
assertThat(WebSearchInformationResult.from(2L))
|
||||
.isNotEqualTo(wsi1);
|
||||
}
|
||||
|
||||
@Test
|
||||
void should_throw_illegalArgumentException(){
|
||||
IllegalArgumentException exception = assertThrows(IllegalArgumentException.class, () -> WebSearchInformationResult.from(null));
|
||||
assertThat(exception.getMessage()).isEqualTo("totalResults cannot be null");
|
||||
}
|
||||
}
|
|
@ -0,0 +1,134 @@
|
|||
package dev.langchain4j.web.search;
|
||||
|
||||
import dev.langchain4j.data.document.Metadata;
|
||||
import org.junit.jupiter.api.Test;
|
||||
|
||||
import java.net.URI;
|
||||
import java.util.AbstractMap;
|
||||
import java.util.Map;
|
||||
import java.util.stream.Stream;
|
||||
|
||||
import static java.util.stream.Collectors.toMap;
|
||||
import static org.assertj.core.api.Assertions.assertThat;
|
||||
import static org.junit.jupiter.api.Assertions.assertThrows;
|
||||
|
||||
class WebSearchOrganicResultTest {
|
||||
|
||||
@Test
|
||||
void should_build_webSearchOrganicResult_with_default_values(){
|
||||
WebSearchOrganicResult webSearchOrganicResult = WebSearchOrganicResult.from("title", URI.create("https://google.com"));
|
||||
|
||||
assertThat(webSearchOrganicResult.title()).isEqualTo("title");
|
||||
assertThat(webSearchOrganicResult.url().toString()).isEqualTo("https://google.com");
|
||||
assertThat(webSearchOrganicResult.snippet()).isNull();
|
||||
assertThat(webSearchOrganicResult.content()).isNull();
|
||||
assertThat(webSearchOrganicResult.metadata()).isNull();
|
||||
}
|
||||
|
||||
@Test
|
||||
void should_build_webSearchOrganicResult_with_custom_snippet(){
|
||||
WebSearchOrganicResult webSearchOrganicResult = WebSearchOrganicResult.from("title", URI.create("https://google.com"), "snippet", null);
|
||||
|
||||
assertThat(webSearchOrganicResult.title()).isEqualTo("title");
|
||||
assertThat(webSearchOrganicResult.url().toString()).isEqualTo("https://google.com");
|
||||
assertThat(webSearchOrganicResult.snippet()).isEqualTo("snippet");
|
||||
assertThat(webSearchOrganicResult.content()).isNull();
|
||||
assertThat(webSearchOrganicResult.metadata()).isNull();
|
||||
|
||||
assertThat(webSearchOrganicResult).hasToString("WebSearchOrganicResult{title='title', url=https://google.com, snippet='snippet', content='null', metadata=null}");
|
||||
}
|
||||
|
||||
@Test
|
||||
void should_build_webSearchOrganicResult_with_custom_content(){
|
||||
WebSearchOrganicResult webSearchOrganicResult = WebSearchOrganicResult.from("title", URI.create("https://google.com"), null, "content");
|
||||
|
||||
assertThat(webSearchOrganicResult.title()).isEqualTo("title");
|
||||
assertThat(webSearchOrganicResult.url().toString()).isEqualTo("https://google.com");
|
||||
assertThat(webSearchOrganicResult.snippet()).isNull();
|
||||
assertThat(webSearchOrganicResult.content()).isEqualTo("content");
|
||||
assertThat(webSearchOrganicResult.metadata()).isNull();
|
||||
|
||||
assertThat(webSearchOrganicResult).hasToString("WebSearchOrganicResult{title='title', url=https://google.com, snippet='null', content='content', metadata=null}");
|
||||
}
|
||||
|
||||
@Test
|
||||
void should_build_webSearchOrganicResult_with_custom_title_link_and_metadata(){
|
||||
WebSearchOrganicResult webSearchOrganicResult = WebSearchOrganicResult.from("title", URI.create("https://google.com"), "snippet", null,
|
||||
Stream.of(new AbstractMap.SimpleEntry<>("key", "value")).collect(toMap(Map.Entry::getKey, Map.Entry::getValue)));
|
||||
|
||||
assertThat(webSearchOrganicResult.title()).isEqualTo("title");
|
||||
assertThat(webSearchOrganicResult.url().toString()).isEqualTo("https://google.com");
|
||||
assertThat(webSearchOrganicResult.snippet()).isEqualTo("snippet");
|
||||
assertThat(webSearchOrganicResult.metadata()).containsExactly(new AbstractMap.SimpleEntry<>("key", "value"));
|
||||
|
||||
assertThat(webSearchOrganicResult).hasToString("WebSearchOrganicResult{title='title', url=https://google.com, snippet='snippet', content='null', metadata={key=value}}");
|
||||
}
|
||||
|
||||
@Test
|
||||
void test_equals_and_hash(){
|
||||
WebSearchOrganicResult wsor1 = WebSearchOrganicResult.from("title", URI.create("https://google.com"), "snippet", null,
|
||||
Stream.of(new AbstractMap.SimpleEntry<>("key", "value")).collect(toMap(Map.Entry::getKey, Map.Entry::getValue)));
|
||||
|
||||
WebSearchOrganicResult wsor2 = WebSearchOrganicResult.from("title", URI.create("https://google.com"), "snippet", null,
|
||||
Stream.of(new AbstractMap.SimpleEntry<>("key", "value")).collect(toMap(Map.Entry::getKey, Map.Entry::getValue)));
|
||||
|
||||
assertThat(wsor1)
|
||||
.isEqualTo(wsor1)
|
||||
.isNotEqualTo(null)
|
||||
.isNotEqualTo(new Object())
|
||||
.isEqualTo(wsor2)
|
||||
.hasSameHashCodeAs(wsor2);
|
||||
|
||||
assertThat(WebSearchOrganicResult.from("other title", URI.create("https://google.com"), "snippet", null,
|
||||
Stream.of(new AbstractMap.SimpleEntry<>("key", "value")).collect(toMap(Map.Entry::getKey, Map.Entry::getValue))))
|
||||
.isNotEqualTo(wsor1);
|
||||
|
||||
assertThat(WebSearchOrganicResult.from("title", URI.create("https://docs.langchain4j.dev"), "snippet", null,
|
||||
Stream.of(new AbstractMap.SimpleEntry<>("key", "value")).collect(toMap(Map.Entry::getKey, Map.Entry::getValue))))
|
||||
.isNotEqualTo(wsor1);
|
||||
|
||||
assertThat(WebSearchOrganicResult.from("title", URI.create("https://google.com"), "other snippet", null,
|
||||
Stream.of(new AbstractMap.SimpleEntry<>("key", "value")).collect(toMap(Map.Entry::getKey, Map.Entry::getValue))))
|
||||
.isNotEqualTo(wsor1);
|
||||
|
||||
assertThat(WebSearchOrganicResult.from("title", URI.create("https://google.com"), "snippet", null,
|
||||
Stream.of(new AbstractMap.SimpleEntry<>("other key", "value")).collect(toMap(Map.Entry::getKey, Map.Entry::getValue))))
|
||||
.isNotEqualTo(wsor1);
|
||||
}
|
||||
|
||||
@Test
|
||||
void should_return_textSegment(){
|
||||
WebSearchOrganicResult webSearchOrganicResult = WebSearchOrganicResult.from("title", URI.create("https://google.com"), "snippet", null,
|
||||
Stream.of(new AbstractMap.SimpleEntry<>("key", "value")).collect(toMap(Map.Entry::getKey, Map.Entry::getValue)));
|
||||
|
||||
assertThat(webSearchOrganicResult.toTextSegment().text()).isEqualTo("title\nsnippet");
|
||||
assertThat(webSearchOrganicResult.toTextSegment().metadata()).isEqualTo(
|
||||
Metadata.from(Stream.of(
|
||||
new AbstractMap.SimpleEntry<>("url", "https://google.com"),
|
||||
new AbstractMap.SimpleEntry<>("key", "value"))
|
||||
.collect(toMap(Map.Entry::getKey, Map.Entry::getValue))
|
||||
)
|
||||
);
|
||||
}
|
||||
|
||||
@Test
|
||||
void should_return_document(){
|
||||
WebSearchOrganicResult webSearchOrganicResult = WebSearchOrganicResult.from("title", URI.create("https://google.com"), "snippet", null,
|
||||
Stream.of(new AbstractMap.SimpleEntry<>("key", "value")).collect(toMap(Map.Entry::getKey, Map.Entry::getValue)));
|
||||
|
||||
assertThat(webSearchOrganicResult.toDocument().text()).isEqualTo("title\nsnippet");
|
||||
assertThat(webSearchOrganicResult.toDocument().metadata()).isEqualTo(
|
||||
Metadata.from(Stream.of(
|
||||
new AbstractMap.SimpleEntry<>("url", "https://google.com"),
|
||||
new AbstractMap.SimpleEntry<>("key", "value"))
|
||||
.collect(toMap(Map.Entry::getKey, Map.Entry::getValue))
|
||||
)
|
||||
);
|
||||
}
|
||||
|
||||
@Test
|
||||
void should_throw_illegalArgumentException_without_title(){
|
||||
IllegalArgumentException exception = assertThrows(IllegalArgumentException.class, () -> WebSearchOrganicResult.from(null, URI.create("https://google.com"), "snippet", "content"));
|
||||
assertThat(exception).hasMessage("title cannot be null or blank");
|
||||
}
|
||||
}
|
|
@ -0,0 +1,99 @@
|
|||
package dev.langchain4j.web.search;
|
||||
|
||||
import org.junit.jupiter.api.Test;
|
||||
|
||||
import static org.assertj.core.api.Assertions.assertThat;
|
||||
import static org.junit.jupiter.api.Assertions.assertThrows;
|
||||
|
||||
class WebSearchRequestTest {
|
||||
|
||||
@Test
|
||||
void should_build_webSearchRequest_with_default_values(){
|
||||
WebSearchRequest webSearchRequest = WebSearchRequest.from("query");
|
||||
|
||||
assertThat(webSearchRequest.searchTerms()).isEqualTo("query");
|
||||
assertThat(webSearchRequest.startPage()).isEqualTo(1);
|
||||
assertThat(webSearchRequest.maxResults()).isNull();
|
||||
assertThat(webSearchRequest.language()).isNull();
|
||||
assertThat(webSearchRequest.geoLocation()).isNull();
|
||||
assertThat(webSearchRequest.startIndex()).isNull();
|
||||
assertThat(webSearchRequest.safeSearch()).isTrue();
|
||||
assertThat(webSearchRequest.additionalParams()).isEmpty();
|
||||
|
||||
assertThat(webSearchRequest).hasToString("WebSearchRequest{searchTerms='query', maxResults=null, language='null', geoLocation='null', startPage=1, startIndex=null, siteRestrict=true, additionalParams={}}");
|
||||
}
|
||||
|
||||
@Test
|
||||
void should_build_webSearchRequest_with_default_values_builder(){
|
||||
WebSearchRequest webSearchRequest = WebSearchRequest.builder().searchTerms("query").build();
|
||||
|
||||
assertThat(webSearchRequest.searchTerms()).isEqualTo("query");
|
||||
assertThat(webSearchRequest.startPage()).isEqualTo(1);
|
||||
assertThat(webSearchRequest.maxResults()).isNull();
|
||||
assertThat(webSearchRequest.language()).isNull();
|
||||
assertThat(webSearchRequest.geoLocation()).isNull();
|
||||
assertThat(webSearchRequest.startIndex()).isNull();
|
||||
assertThat(webSearchRequest.safeSearch()).isTrue();
|
||||
assertThat(webSearchRequest.additionalParams()).isEmpty();
|
||||
|
||||
assertThat(webSearchRequest).hasToString("WebSearchRequest{searchTerms='query', maxResults=null, language='null', geoLocation='null', startPage=1, startIndex=null, siteRestrict=true, additionalParams={}}");
|
||||
}
|
||||
|
||||
@Test
|
||||
void should_build_webSearchRequest_with_custom_maxResults(){
|
||||
WebSearchRequest webSearchRequest = WebSearchRequest.from("query", 10);
|
||||
|
||||
assertThat(webSearchRequest.searchTerms()).isEqualTo("query");
|
||||
assertThat(webSearchRequest.startPage()).isEqualTo(1);
|
||||
assertThat(webSearchRequest.maxResults()).isEqualTo(10);
|
||||
assertThat(webSearchRequest.language()).isNull();
|
||||
assertThat(webSearchRequest.geoLocation()).isNull();
|
||||
assertThat(webSearchRequest.startIndex()).isNull();
|
||||
assertThat(webSearchRequest.safeSearch()).isTrue();
|
||||
assertThat(webSearchRequest.additionalParams()).isEmpty();
|
||||
|
||||
assertThat(webSearchRequest).hasToString("WebSearchRequest{searchTerms='query', maxResults=10, language='null', geoLocation='null', startPage=1, startIndex=null, siteRestrict=true, additionalParams={}}");
|
||||
}
|
||||
|
||||
@Test
|
||||
void should_build_webSearchRequest_with_custom_maxResults_builder(){
|
||||
WebSearchRequest webSearchRequest = WebSearchRequest.builder().searchTerms("query").maxResults(10).build();
|
||||
|
||||
assertThat(webSearchRequest.searchTerms()).isEqualTo("query");
|
||||
assertThat(webSearchRequest.startPage()).isEqualTo(1);
|
||||
assertThat(webSearchRequest.maxResults()).isEqualTo(10);
|
||||
assertThat(webSearchRequest.language()).isNull();
|
||||
assertThat(webSearchRequest.geoLocation()).isNull();
|
||||
assertThat(webSearchRequest.startIndex()).isNull();
|
||||
assertThat(webSearchRequest.safeSearch()).isTrue();
|
||||
assertThat(webSearchRequest.additionalParams()).isEmpty();
|
||||
|
||||
assertThat(webSearchRequest).hasToString("WebSearchRequest{searchTerms='query', maxResults=10, language='null', geoLocation='null', startPage=1, startIndex=null, siteRestrict=true, additionalParams={}}");
|
||||
}
|
||||
|
||||
@Test
|
||||
void test_equals_and_hash(){
|
||||
WebSearchRequest wsr1 = WebSearchRequest.from("query", 10);
|
||||
WebSearchRequest wsr2 = WebSearchRequest.from("query", 10);
|
||||
|
||||
assertThat(wsr1)
|
||||
.isEqualTo(wsr1)
|
||||
.isNotEqualTo(null)
|
||||
.isNotEqualTo(new Object())
|
||||
.isEqualTo(wsr2)
|
||||
.hasSameHashCodeAs(wsr2);
|
||||
|
||||
assertThat(WebSearchRequest.from("other query", 10))
|
||||
.isNotEqualTo(wsr1);
|
||||
|
||||
assertThat(WebSearchRequest.from("query", 20))
|
||||
.isNotEqualTo(wsr1);
|
||||
}
|
||||
|
||||
@Test
|
||||
void should_throw_illegalArgumentException_without_searchTerms(){
|
||||
IllegalArgumentException exception = assertThrows(IllegalArgumentException.class, () ->
|
||||
WebSearchRequest.builder().build());
|
||||
assertThat(exception).hasMessage("searchTerms cannot be null or blank");
|
||||
}
|
||||
}
|
|
@ -0,0 +1,109 @@
|
|||
package dev.langchain4j.web.search;
|
||||
|
||||
import dev.langchain4j.data.document.Metadata;
|
||||
import org.junit.jupiter.api.Test;
|
||||
|
||||
import java.net.URI;
|
||||
import java.util.AbstractMap;
|
||||
import java.util.HashMap;
|
||||
import java.util.Map;
|
||||
import java.util.stream.Stream;
|
||||
|
||||
import static java.util.Collections.emptyList;
|
||||
import static java.util.Collections.singletonList;
|
||||
import static java.util.stream.Collectors.toMap;
|
||||
import static org.assertj.core.api.Assertions.assertThat;
|
||||
import static org.junit.jupiter.api.Assertions.assertThrows;
|
||||
import static org.mockito.ArgumentMatchers.anyList;
|
||||
|
||||
class WebSearchResultsTest {
|
||||
|
||||
@Test
|
||||
void should_build_webSearchResults(){
|
||||
WebSearchResults webSearchResults = WebSearchResults.from(
|
||||
WebSearchInformationResult.from(1L),
|
||||
singletonList(WebSearchOrganicResult.from("title", URI.create("https://google.com"))));
|
||||
|
||||
assertThat(webSearchResults.results()).hasSize(1);
|
||||
assertThat(webSearchResults.results().get(0).url().toString()).isEqualTo("https://google.com");
|
||||
assertThat(webSearchResults.searchInformation().totalResults()).isEqualTo(1L);
|
||||
|
||||
assertThat(webSearchResults).hasToString("WebSearchResults{searchMetadata=null, searchInformation=WebSearchInformationResult{totalResults=1, pageNumber=null, metadata=null}, results=[WebSearchOrganicResult{title='title', url=https://google.com, snippet='null', content='null', metadata=null}]}");
|
||||
}
|
||||
|
||||
@Test
|
||||
void test_equals_and_hash(){
|
||||
WebSearchResults wsr1 = WebSearchResults.from(
|
||||
WebSearchInformationResult.from(1L),
|
||||
singletonList(WebSearchOrganicResult.from("title", URI.create("https://google.com"))));
|
||||
|
||||
WebSearchResults wsr2 = WebSearchResults.from(
|
||||
WebSearchInformationResult.from(1L),
|
||||
singletonList(WebSearchOrganicResult.from("title", URI.create("https://google.com"))));
|
||||
|
||||
assertThat(wsr1)
|
||||
.isEqualTo(wsr1)
|
||||
.isNotEqualTo(null)
|
||||
.isNotEqualTo(new Object())
|
||||
.isEqualTo(wsr2)
|
||||
.hasSameHashCodeAs(wsr2);
|
||||
|
||||
assertThat(WebSearchResults.from(
|
||||
WebSearchInformationResult.from(1L),
|
||||
singletonList(WebSearchOrganicResult.from("title", URI.create("https://docs.langchain4j.dev")))))
|
||||
.isNotEqualTo(wsr1);
|
||||
|
||||
assertThat(WebSearchResults.from(
|
||||
WebSearchInformationResult.from(2L),
|
||||
singletonList(WebSearchOrganicResult.from("title", URI.create("https://google.com")))))
|
||||
.isNotEqualTo(wsr1);
|
||||
}
|
||||
|
||||
@Test
|
||||
void should_return_array_of_textSegments_with_snippet(){
|
||||
WebSearchResults webSearchResults = WebSearchResults.from(
|
||||
WebSearchInformationResult.from(1L),
|
||||
singletonList(WebSearchOrganicResult.from("title", URI.create("https://google.com"),"snippet", null)));
|
||||
|
||||
assertThat(webSearchResults.toTextSegments()).hasSize(1);
|
||||
assertThat(webSearchResults.toTextSegments().get(0).text()).isEqualTo("title\nsnippet");
|
||||
assertThat(webSearchResults.toTextSegments().get(0).metadata()).isEqualTo(Metadata.from("url", "https://google.com"));
|
||||
}
|
||||
|
||||
@Test
|
||||
void should_return_array_of_documents_with_content(){
|
||||
WebSearchResults webSearchResults = WebSearchResults.from(
|
||||
WebSearchInformationResult.from(1L),
|
||||
singletonList(WebSearchOrganicResult.from("title", URI.create("https://google.com"),null, "content")));
|
||||
|
||||
assertThat(webSearchResults.toDocuments()).hasSize(1);
|
||||
assertThat(webSearchResults.toDocuments().get(0).text()).isEqualTo("title\ncontent");
|
||||
assertThat(webSearchResults.toDocuments().get(0).metadata()).isEqualTo(Metadata.from("url", "https://google.com"));
|
||||
}
|
||||
|
||||
@Test
|
||||
void should_throw_illegalArgumentException_without_searchInformation(){
|
||||
// given
|
||||
Map<String, Object> searchMetadata = new HashMap<>();
|
||||
searchMetadata.put("key", "value");
|
||||
|
||||
// then
|
||||
assertThrows(IllegalArgumentException.class, () -> new WebSearchResults(
|
||||
searchMetadata,
|
||||
null,
|
||||
singletonList(WebSearchOrganicResult.from("title", URI.create("https://google.com"),"snippet",null))));
|
||||
}
|
||||
|
||||
@Test
|
||||
void should_throw_illegalArgumentException_without_results(){
|
||||
// given
|
||||
Map<String, Object> searchMetadata = new HashMap<>();
|
||||
searchMetadata.put("key", "value");
|
||||
|
||||
// then
|
||||
assertThrows(IllegalArgumentException.class, () -> new WebSearchResults(
|
||||
searchMetadata,
|
||||
WebSearchInformationResult.from(1L),
|
||||
emptyList()));
|
||||
}
|
||||
}
|
|
@ -0,0 +1,59 @@
|
|||
package dev.langchain4j.web.search;
|
||||
|
||||
import dev.langchain4j.agent.tool.ToolSpecification;
|
||||
import dev.langchain4j.agent.tool.ToolSpecifications;
|
||||
import dev.langchain4j.data.message.AiMessage;
|
||||
import dev.langchain4j.data.message.UserMessage;
|
||||
import dev.langchain4j.model.chat.ChatLanguageModel;
|
||||
|
||||
import org.junit.jupiter.api.Test;
|
||||
|
||||
import java.util.List;
|
||||
|
||||
import static java.util.Collections.singletonList;
|
||||
import static org.assertj.core.api.Assertions.assertThat;
|
||||
|
||||
public abstract class WebSearchToolIT extends WebSearchEngineIT {
|
||||
|
||||
protected abstract ChatLanguageModel chatLanguageModel();
|
||||
|
||||
@Test
|
||||
void should_be_usable_tool_with_chatLanguageModel(){
|
||||
// given
|
||||
WebSearchTool webSearchTool = WebSearchTool.from(searchEngine());
|
||||
List<ToolSpecification> tools = ToolSpecifications.toolSpecificationsFrom(webSearchTool);
|
||||
|
||||
UserMessage userMessage = UserMessage.from("What is LangChain4j project?");
|
||||
|
||||
// when
|
||||
AiMessage aiMessage = chatLanguageModel().generate(singletonList(userMessage), tools).content();
|
||||
|
||||
// then
|
||||
assertThat(aiMessage.hasToolExecutionRequests()).isTrue();
|
||||
assertThat(aiMessage.toolExecutionRequests())
|
||||
.anySatisfy(toolSpec -> {
|
||||
assertThat(toolSpec.name())
|
||||
.containsIgnoringCase("searchWeb");
|
||||
assertThat(toolSpec.arguments())
|
||||
.isNotBlank();
|
||||
}
|
||||
);
|
||||
}
|
||||
|
||||
@Test
|
||||
void should_return_pretty_result_as_a_tool(){
|
||||
// given
|
||||
WebSearchTool webSearchTool = WebSearchTool.from(searchEngine());
|
||||
String searchTerm = "What is LangChain4j project?";
|
||||
|
||||
// when
|
||||
String strResult = webSearchTool.searchWeb(searchTerm);
|
||||
|
||||
// then
|
||||
assertThat(strResult).isNotBlank();
|
||||
assertThat(strResult)
|
||||
.as("At least the string result should be contains 'java' and 'AI' ignoring case")
|
||||
.containsIgnoringCase("Java")
|
||||
.containsIgnoringCase("AI");
|
||||
}
|
||||
}
|
|
@ -0,0 +1,58 @@
|
|||
package dev.langchain4j.web.search;
|
||||
|
||||
import org.junit.jupiter.api.AfterEach;
|
||||
import org.junit.jupiter.api.BeforeEach;
|
||||
import org.junit.jupiter.api.Test;
|
||||
|
||||
import java.net.URI;
|
||||
import java.util.HashMap;
|
||||
|
||||
import static java.util.Arrays.asList;
|
||||
import static org.assertj.core.api.Assertions.assertThat;
|
||||
import static org.mockito.ArgumentMatchers.anyString;
|
||||
import static org.mockito.Mockito.*;
|
||||
import static org.mockito.Mockito.verifyNoMoreInteractions;
|
||||
|
||||
class WebSearchToolTest {
|
||||
|
||||
WebSearchEngine webSearchEngine;
|
||||
|
||||
@BeforeEach
|
||||
void mockWebSearchEngine(){
|
||||
webSearchEngine = mock(WebSearchEngine.class);
|
||||
when(webSearchEngine.search(anyString())).thenReturn(
|
||||
new WebSearchResults(
|
||||
WebSearchInformationResult.from(3L,1, new HashMap<>()),
|
||||
asList(
|
||||
WebSearchOrganicResult.from("title 1", URI.create("https://google.com"), "snippet 1", "content 1"),
|
||||
WebSearchOrganicResult.from("title 2", URI.create("https://docs.langchain4j.dev"), "snippet 2", "content 2"),
|
||||
WebSearchOrganicResult.from("title 3", URI.create("https://github.com/dewitt/opensearch/blob/master/README.md"), "snippet 3","content 3")
|
||||
)
|
||||
)
|
||||
);
|
||||
}
|
||||
|
||||
@AfterEach
|
||||
void resetWebSearchEngine(){
|
||||
reset(webSearchEngine);
|
||||
}
|
||||
|
||||
@Test
|
||||
void should_build_webSearchTool(){
|
||||
// given
|
||||
String searchTerm = "Any text to search";
|
||||
WebSearchTool webSearchTool = WebSearchTool.from(webSearchEngine);
|
||||
|
||||
// when
|
||||
String strResult = webSearchTool.searchWeb(searchTerm);
|
||||
|
||||
// then
|
||||
assertThat(strResult).isNotBlank();
|
||||
assertThat(strResult)
|
||||
.as("At least one result should be contains 'title 1' and 'https://google.com' and 'content 1'")
|
||||
.contains("Title: title 1\nSource: https://google.com\nContent:\ncontent 1");
|
||||
|
||||
verify(webSearchEngine).search(searchTerm);
|
||||
verifyNoMoreInteractions(webSearchEngine);
|
||||
}
|
||||
}
|
Loading…
Reference in New Issue