//! This module provides public models for handling, storing and serializing of search results //! data scraped from the upstream search engines. use super::engine_models::EngineError; use serde::{Deserialize, Serialize}; use smallvec::SmallVec; #[cfg(any( feature = "use-synonyms-search", feature = "use-non-static-synonyms-search" ))] use thesaurus::synonyms; /// A named struct to store the raw scraped search results scraped search results from the /// upstream search engines before aggregating it.It derives the Clone trait which is needed /// to write idiomatic rust using `Iterators`. /// (href url in html in simple words). #[derive(Clone, Serialize, Deserialize)] #[serde(rename_all = "camelCase")] pub struct SearchResult { /// The title of the search result. pub title: String, /// The url which is accessed when clicked on it pub url: String, /// The description of the search result. pub description: String, /// The names of the upstream engines from which this results were provided. pub engine: SmallVec<[String; 0]>, /// The td-tdf score of the result in regards to the title, url and description and the user's query pub relevance_score: f32, } impl SearchResult { /// Constructs a new `RawSearchResult` with the given arguments needed for the struct. /// /// # Arguments /// /// * `title` - The title of the search result. /// * `url` - The url which is accessed when clicked on it /// (href url in html in simple words). /// * `description` - The description of the search result. /// * `engine` - The names of the upstream engines from which this results were provided. pub fn new(title: &str, url: &str, description: &str, engine: &[&str]) -> Self { SearchResult { title: title.to_owned(), url: url.to_owned(), description: description.to_owned(), relevance_score: 0.0, engine: engine.iter().map(|name| name.to_string()).collect(), } } /// calculates and update the relevance score of the current search. /// # Arguments /// /// * query - the query string used to obtain the results /// /// pub fn calculate_relevance(&mut self, query: &str) { use stop_words::{get, LANGUAGE}; // when language settings can change to any of the ones supported on this crate: https://docs.rs/crate/stop-words/0.8.0 let documents = [ self.title.clone(), self.url.clone(), self.description.clone(), ]; let stop_words = get(LANGUAGE::English); let punctuation = [ ".".to_owned(), ",".to_owned(), ":".to_owned(), ";".to_owned(), "!".to_owned(), "?".to_owned(), "(".to_owned(), ")".to_owned(), "[".to_owned(), "]".to_owned(), "{".to_owned(), "}".to_owned(), "\"".to_owned(), "'".to_owned(), "<".to_owned(), ">".to_owned(), ]; self.relevance_score = calculate_tf_idf(query, &documents, &stop_words, &punctuation); } /// A function which adds the engine name provided as a string into a vector of strings. /// /// # Arguments /// /// * `engine` - Takes an engine name provided as a String. pub fn add_engines(&mut self, engine: &str) { self.engine.push(engine.to_owned()) } /// A function which returns the engine name stored from the struct as a string. /// /// # Returns /// /// An engine name stored as a string from the struct. pub fn engine(&mut self) -> String { std::mem::take(&mut self.engine[0]) } } /// A named struct that stores the error info related to the upstream search engines. #[derive(Serialize, Deserialize, Clone)] pub struct EngineErrorInfo { /// It stores the error type which occured while fetching the result from a particular search /// engine. pub error: String, /// It stores the name of the engine that failed to provide the requested search results. pub engine: String, /// It stores the name of the color to indicate whether how severe the particular error is (In /// other words it indicates the severity of the error/issue). pub severity_color: String, } impl EngineErrorInfo { /// Constructs a new `SearchResult` with the given arguments needed for the struct. /// /// # Arguments /// /// * `error` - It takes the error type which occured while fetching the result from a particular /// search engine. /// * `engine` - It takes the name of the engine that failed to provide the requested search results. pub fn new(error: &EngineError, engine: &str) -> Self { Self { error: match error { EngineError::NoSuchEngineFound(_) => "EngineNotFound".to_owned(), EngineError::RequestError => "RequestError".to_owned(), EngineError::EmptyResultSet => "EmptyResultSet".to_owned(), EngineError::UnexpectedError => "UnexpectedError".to_owned(), }, engine: engine.to_owned(), severity_color: match error { EngineError::NoSuchEngineFound(_) => "red".to_owned(), EngineError::RequestError => "green".to_owned(), EngineError::EmptyResultSet => "blue".to_owned(), EngineError::UnexpectedError => "red".to_owned(), }, } } } /// A named struct to store, serialize, deserialize the all the search results scraped and /// aggregated from the upstream search engines. /// `SearchResult` structs. #[derive(Serialize, Deserialize, Default, Clone)] #[serde(rename_all = "camelCase")] pub struct SearchResults { /// Stores the individual serializable `SearchResult` struct into a vector of pub results: Vec, /// Stores the information on which engines failed with their engine name /// and the type of error that caused it. pub engine_errors_info: Vec, /// Stores the flag option which holds the check value that the following /// search query was disallowed when the safe search level set to 4 and it /// was present in the `Blocklist` file. pub disallowed: bool, /// Stores the flag option which holds the check value that the following /// search query was filtered when the safe search level set to 3 and it /// was present in the `Blocklist` file. pub filtered: bool, /// Stores the safe search level `safesearch` provided in the search url. pub safe_search_level: u8, /// Stores the flag option which holds the check value that whether any search engines were /// selected or not. pub no_engines_selected: bool, } impl SearchResults { /// Constructs a new `SearchResult` with the given arguments needed for the struct. /// /// # Arguments /// /// * `results` - Takes an argument of individual serializable `SearchResult` struct /// and stores it into a vector of `SearchResult` structs. /// * `page_query` - Takes an argument of current page`s search query `q` provided in /// the search url. /// * `engine_errors_info` - Takes an array of structs which contains information regarding /// which engines failed with their names, reason and their severity color name. pub fn new(results: Vec, engine_errors_info: &[EngineErrorInfo]) -> Self { Self { results, engine_errors_info: engine_errors_info.to_owned(), disallowed: Default::default(), filtered: Default::default(), safe_search_level: Default::default(), no_engines_selected: Default::default(), } } /// A setter function that sets disallowed to true. pub fn set_disallowed(&mut self) { self.disallowed = true; } /// A setter function that sets the filtered to true. pub fn set_filtered(&mut self, filtered: bool) { self.filtered = filtered; } /// A getter function that gets the value of `engine_errors_info`. pub fn engine_errors_info(&mut self) -> Vec { std::mem::take(&mut self.engine_errors_info) } /// A getter function that gets the value of `results`. pub fn results(&mut self) -> Vec { self.results.clone() } /// A setter function to set the current page safe search level. pub fn set_safe_search_level(&mut self, safe_search_level: u8) { self.safe_search_level = safe_search_level; } /// A getter function that gets the value of `no_engines_selected`. pub fn no_engines_selected(&self) -> bool { self.no_engines_selected } /// A setter function to set the `no_engines_selected` to true. pub fn set_no_engines_selected(&mut self) { self.no_engines_selected = true; } } /// Helper function to calculate the tf-idf for the search query. ///
The approach is as [`as`](https://en.wikipedia.org/wiki/Tf%E2%80%93idf). ///
Find a sample article about TF-IDF [`here`](https://medium.com/analytics-vidhya/tf-idf-term-frequency-technique-easiest-explanation-for-text-classification-in-nlp-with-code-8ca3912e58c3) /// ### Arguments /// * `query` - a user's search query /// * `documents` - a list of text used for comparision (url, title, description) /// * `stop_words` - A list of language specific stop words. /// * `punctuation` - list of punctuation symbols. /// ### Returns /// * `score` - The average tf-idf score of the word tokens (and synonyms) in the query fn calculate_tf_idf( query: &str, documents: &[String], stop_words: &[String], punctuation: &[String], ) -> f32 { use keyword_extraction::{ tf_idf::{TfIdf, TfIdfParams}, tokenizer::Tokenizer, }; let params = TfIdfParams::UnprocessedDocuments(documents, stop_words, Some(punctuation)); let tf_idf = TfIdf::new(params); let tokener = Tokenizer::new(query, stop_words, Some(punctuation)); let query_tokens = tokener.split_into_words(); let mut search_tokens = vec![]; for token in query_tokens { #[cfg(any( feature = "use-synonyms-search", feature = "use-non-static-synonyms-search" ))] { // find some synonyms and add them to the search (from wordnet or moby if feature is enabled) let synonyms = synonyms(&token); search_tokens.extend(synonyms) } search_tokens.push(token); } let mut total_score = 0.0f32; for token in search_tokens.iter() { total_score += tf_idf.get_score(token); } let result = total_score / (search_tokens.len() as f32); f32::from(!result.is_nan()) * result }