0
0
mirror of https://github.com/neon-mmd/websurfx.git synced 2024-11-21 13:38:21 -05:00

Ranking of aggregated search results based on relevancy of the search result to the user's search query (#549)

* add sorting by relevance and merge new changes

* fix conflicts

* Update src/models/aggregation_models.rs

Co-authored-by: neon_arch <mustafadhuleb53@gmail.com>

* Update src/models/aggregation_models.rs

Co-authored-by: neon_arch <mustafadhuleb53@gmail.com>

* Update Cargo.toml

Co-authored-by: neon_arch <mustafadhuleb53@gmail.com>

* Update Cargo.toml

Co-authored-by: neon_arch <mustafadhuleb53@gmail.com>

* Update Cargo.toml

Co-authored-by: neon_arch <mustafadhuleb53@gmail.com>

* enable non-static-synonyms features

---------

Co-authored-by: neon_arch <mustafadhuleb53@gmail.com>
This commit is contained in:
Spencer 2024-03-25 09:16:49 +00:00 committed by GitHub
parent c584a7d601
commit bb50e8bb25
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4 changed files with 296 additions and 41 deletions

79
Cargo.lock generated
View File

@ -245,6 +245,12 @@ version = "1.0.2"
source = "registry+https://github.com/rust-lang/crates.io-index"
checksum = "f26201604c87b1e01bd3d98f8d5d9a8fcbb815e8cedb41ffccbeb4bf593a35fe"
[[package]]
name = "adler32"
version = "1.2.0"
source = "registry+https://github.com/rust-lang/crates.io-index"
checksum = "aae1277d39aeec15cb388266ecc24b11c80469deae6067e17a1a7aa9e5c1f234"
[[package]]
name = "aead"
version = "0.5.2"
@ -1840,6 +1846,16 @@ dependencies = [
"winapi-build",
]
[[package]]
name = "keyword_extraction"
version = "1.3.0"
source = "registry+https://github.com/rust-lang/crates.io-index"
checksum = "c25710ba2c50e4762b267b7387a989d8d1a8235f5cf26cd84e34aac30b263140"
dependencies = [
"regex",
"unicode-segmentation",
]
[[package]]
name = "language-tags"
version = "0.3.2"
@ -1858,6 +1874,26 @@ version = "0.2.153"
source = "registry+https://github.com/rust-lang/crates.io-index"
checksum = "9c198f91728a82281a64e1f4f9eeb25d82cb32a5de251c6bd1b5154d63a8e7bd"
[[package]]
name = "libflate"
version = "1.4.0"
source = "registry+https://github.com/rust-lang/crates.io-index"
checksum = "5ff4ae71b685bbad2f2f391fe74f6b7659a34871c08b210fdc039e43bee07d18"
dependencies = [
"adler32",
"crc32fast",
"libflate_lz77",
]
[[package]]
name = "libflate_lz77"
version = "1.2.0"
source = "registry+https://github.com/rust-lang/crates.io-index"
checksum = "a52d3a8bfc85f250440e4424db7d857e241a3aebbbe301f3eb606ab15c39acbf"
dependencies = [
"rle-decode-fast",
]
[[package]]
name = "libmimalloc-sys"
version = "0.1.35"
@ -3029,6 +3065,12 @@ dependencies = [
"windows-sys 0.52.0",
]
[[package]]
name = "rle-decode-fast"
version = "1.0.3"
source = "registry+https://github.com/rust-lang/crates.io-index"
checksum = "3582f63211428f83597b51b2ddb88e2a91a9d52d12831f9d08f5e624e8977422"
[[package]]
name = "rustc-demangle"
version = "0.1.23"
@ -3431,6 +3473,15 @@ version = "1.2.0"
source = "registry+https://github.com/rust-lang/crates.io-index"
checksum = "a8f112729512f8e442d81f95a8a7ddf2b7c6b8a1a6f509a95864142b30cab2d3"
[[package]]
name = "stop-words"
version = "0.8.0"
source = "registry+https://github.com/rust-lang/crates.io-index"
checksum = "8500024d809de02ecbf998472b7bed3c4fca380df2be68917f6a473bdb28ddcc"
dependencies = [
"serde_json",
]
[[package]]
name = "string"
version = "0.2.1"
@ -3607,6 +3658,25 @@ dependencies = [
"utf-8",
]
[[package]]
name = "thesaurus"
version = "0.5.2"
source = "registry+https://github.com/rust-lang/crates.io-index"
checksum = "3e33ea271e53da683cd3439c04ff3b734f3d6052ea33a65ec9e0fa89a4f96369"
dependencies = [
"lazy_static",
"thesaurus-moby",
]
[[package]]
name = "thesaurus-moby"
version = "0.2.0"
source = "registry+https://github.com/rust-lang/crates.io-index"
checksum = "28f7806d5dbe7d9b627e332f88269a014a6a1d40ec411d4ea66cb702aabce4cf"
dependencies = [
"libflate",
]
[[package]]
name = "thousands"
version = "0.2.0"
@ -3984,6 +4054,12 @@ dependencies = [
"tinyvec",
]
[[package]]
name = "unicode-segmentation"
version = "1.11.0"
source = "registry+https://github.com/rust-lang/crates.io-index"
checksum = "d4c87d22b6e3f4a18d4d40ef354e97c90fcb14dd91d7dc0aa9d8a1172ebf7202"
[[package]]
name = "unicode-width"
version = "0.1.11"
@ -4219,6 +4295,7 @@ dependencies = [
"error-stack",
"fake-useragent",
"futures 0.3.30",
"keyword_extraction",
"lightningcss",
"log",
"maud",
@ -4234,7 +4311,9 @@ dependencies = [
"serde",
"serde_json",
"smallvec 1.13.1",
"stop-words",
"tempfile",
"thesaurus",
"tokio 1.36.0",
]

View File

@ -13,45 +13,93 @@ bench = false
path = "src/bin/websurfx.rs"
[dependencies]
reqwest = {version="0.11.24", default-features=false, features=["rustls-tls","brotli", "gzip"]}
tokio = {version="1.32.0",features=["rt-multi-thread","macros", "fs", "io-util"], default-features = false}
serde = {version="1.0.196", default-features=false, features=["derive"]}
serde_json = {version="1.0.109", default-features=false}
maud = {version="0.25.0", default-features=false, features=["actix-web"]}
scraper = {version="0.18.1", default-features = false}
actix-web = {version="4.4.0", features = ["cookies", "macros", "compress-brotli"], default-features=false}
actix-files = {version="0.6.5", default-features=false}
actix-cors = {version="0.7.0", default-features=false}
fake-useragent = {version="0.1.3", default-features=false}
env_logger = {version="0.11.1", default-features=false}
log = {version="0.4.21", default-features=false}
mlua = {version="0.9.1", features=["luajit", "vendored"], default-features=false}
redis = {version="0.24.0", features=["tokio-comp","connection-manager"], default-features = false, optional = true}
blake3 = {version="1.5.0", default-features=false}
error-stack = {version="0.4.0", default-features=false, features=["std"]}
async-trait = {version="0.1.76", default-features=false}
regex = {version="1.9.4", features=["perf"], default-features = false}
smallvec = {version="1.13.1", features=["union", "serde"], default-features=false}
futures = {version="0.3.30", default-features=false, features=["alloc"]}
dhat = {version="0.3.2", optional = true, default-features=false}
reqwest = { version = "0.11.24", default-features = false, features = [
"rustls-tls",
"brotli",
"gzip",
] }
tokio = { version = "1.32.0", features = [
"rt-multi-thread",
"macros",
"fs",
"io-util",
], default-features = false }
serde = { version = "1.0.196", default-features = false, features = ["derive"] }
serde_json = { version = "1.0.109", default-features = false }
maud = { version = "0.25.0", default-features = false, features = [
"actix-web",
] }
scraper = { version = "0.18.1", default-features = false }
actix-web = { version = "4.4.0", features = [
"cookies",
"macros",
"compress-brotli",
], default-features = false }
actix-files = { version = "0.6.5", default-features = false }
actix-cors = { version = "0.7.0", default-features = false }
fake-useragent = { version = "0.1.3", default-features = false }
env_logger = { version = "0.11.1", default-features = false }
log = { version = "0.4.21", default-features = false }
mlua = { version = "0.9.1", features = [
"luajit",
"vendored",
], default-features = false }
redis = { version = "0.24.0", features = [
"tokio-comp",
"connection-manager",
], default-features = false, optional = true }
blake3 = { version = "1.5.0", default-features = false }
error-stack = { version = "0.4.0", default-features = false, features = [
"std",
] }
async-trait = { version = "0.1.76", default-features = false }
regex = { version = "1.9.4", features = ["perf"], default-features = false }
smallvec = { version = "1.13.1", features = [
"union",
"serde",
], default-features = false }
futures = { version = "0.3.30", default-features = false, features = ["alloc"] }
dhat = { version = "0.3.2", optional = true, default-features = false }
mimalloc = { version = "0.1.38", default-features = false }
async-once-cell = {version="0.5.3", default-features=false}
actix-governor = {version="0.5.0", default-features=false}
mini-moka = { version="0.10", optional = true, default-features=false, features=["sync"]}
async-compression = { version = "0.4.6", default-features = false, features=["brotli","tokio"], optional=true}
chacha20poly1305={version="0.10.1", default-features=false, features=["alloc","getrandom"], optional=true}
chacha20 = {version="0.9.1", default-features=false, optional=true}
base64 = {version="0.21.5", default-features=false, features=["std"], optional=true}
cfg-if = {version="1.0.0", default-features=false,optional=true}
async-once-cell = { version = "0.5.3", default-features = false }
actix-governor = { version = "0.5.0", default-features = false }
mini-moka = { version = "0.10", optional = true, default-features = false, features = [
"sync",
] }
async-compression = { version = "0.4.6", default-features = false, features = [
"brotli",
"tokio",
], optional = true }
chacha20poly1305 = { version = "0.10.1", default-features = false, features = [
"alloc",
"getrandom",
], optional = true }
chacha20 = { version = "0.9.1", default-features = false, optional = true }
base64 = { version = "0.21.5", default-features = false, features = [
"std",
], optional = true }
cfg-if = { version = "1.0.0", default-features = false, optional = true }
keyword_extraction = { version = "1.3.0", default-features = false, features = [
"tf_idf",
] }
stop-words = { version = "0.8.0", default-features = false, features = ["iso"] }
thesaurus = { version = "0.5.2", default-features = false, optional = true, features = [
"moby",
] }
[dev-dependencies]
rusty-hook = {version="^0.11.2", default-features=false}
criterion = {version="0.5.1", default-features=false}
tempfile = {version="3.10.1", default-features=false}
rusty-hook = { version = "^0.11.2", default-features = false }
criterion = { version = "0.5.1", default-features = false }
tempfile = { version = "3.10.1", default-features = false }
[build-dependencies]
lightningcss = {version="1.0.0-alpha.52", default-features=false, features=["grid"]}
minify-js = {version="0.6.0", default-features=false}
lightningcss = { version = "1.0.0-alpha.52", default-features = false, features = [
"grid",
] }
minify-js = { version = "0.6.0", default-features = false }
[profile.dev]
opt-level = 0
@ -80,11 +128,13 @@ rpath = false
strip = "symbols"
[features]
use-synonyms-search = ["thesaurus/static"]
default = ["memory-cache"]
dhat-heap = ["dep:dhat"]
dhat-heap = ["dep:dhat"]
memory-cache = ["dep:mini-moka"]
redis-cache = ["dep:redis","dep:base64"]
compress-cache-results = ["dep:async-compression","dep:cfg-if"]
encrypt-cache-results = ["dep:chacha20poly1305","dep:chacha20"]
cec-cache-results = ["compress-cache-results","encrypt-cache-results"]
redis-cache = ["dep:redis", "dep:base64"]
compress-cache-results = ["dep:async-compression", "dep:cfg-if"]
encrypt-cache-results = ["dep:chacha20poly1305", "dep:chacha20"]
cec-cache-results = ["compress-cache-results", "encrypt-cache-results"]
experimental-io-uring = ["actix-web/experimental-io-uring"]
use-non-static-synonyms-search = ["thesaurus"]

View File

@ -4,7 +4,11 @@
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`.
@ -20,6 +24,8 @@ pub struct SearchResult {
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 {
@ -37,9 +43,49 @@ impl 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.
///
@ -182,3 +228,53 @@ impl SearchResults {
self.no_engines_selected = true;
}
}
/// Helper function to calculate the tf-idf for the search query.
/// <br> The approach is as [`as`](https://en.wikipedia.org/wiki/Tf%E2%80%93idf).
/// <br> 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
}

View File

@ -8,6 +8,7 @@ use crate::models::{
aggregation_models::{EngineErrorInfo, SearchResult, SearchResults},
engine_models::{EngineError, EngineHandler},
};
use error_stack::Report;
use futures::stream::FuturesUnordered;
use regex::Regex;
@ -184,7 +185,17 @@ pub async fn aggregate(
drop(blacklist_map);
}
let results: Vec<SearchResult> = result_map.iter().map(|(_, value)| value.clone()).collect();
let mut results: Vec<SearchResult> = result_map
.iter()
.map(|(_, value)| {
let mut copy = value.clone();
if !copy.url.contains("temu.com") {
copy.calculate_relevance(query.as_str())
}
copy
})
.collect();
sort_search_results(&mut results);
Ok(SearchResults::new(results, &engine_errors_info))
}
@ -233,7 +244,21 @@ pub async fn filter_with_lists(
Ok(())
}
/// Sorts SearchResults by relevance score.
/// <br> sort_unstable is used as its faster,stability is not an issue on our side.
/// For reasons why, check out [`this`](https://rust-lang.github.io/rfcs/1884-unstable-sort.html)
/// # Arguments
/// * `results` - A mutable slice or Vec of SearchResults
///
fn sort_search_results(results: &mut [SearchResult]) {
results.sort_unstable_by(|a, b| {
use std::cmp::Ordering;
b.relevance_score
.partial_cmp(&a.relevance_score)
.unwrap_or(Ordering::Less)
})
}
#[cfg(test)]
mod tests {
use super::*;
@ -252,6 +277,7 @@ mod tests {
url: "https://www.example.com".to_owned(),
description: "This domain is for use in illustrative examples in documents."
.to_owned(),
relevance_score: 0.0,
engine: smallvec!["Google".to_owned(), "Bing".to_owned()],
},
));
@ -262,6 +288,7 @@ mod tests {
url: "https://www.rust-lang.org/".to_owned(),
description: "A systems programming language that runs blazingly fast, prevents segfaults, and guarantees thread safety.".to_owned(),
engine: smallvec!["Google".to_owned(), "DuckDuckGo".to_owned()],
relevance_score:0.0
},)
);
@ -302,6 +329,7 @@ mod tests {
description: "This domain is for use in illustrative examples in documents."
.to_owned(),
engine: smallvec!["Google".to_owned(), "Bing".to_owned()],
relevance_score: 0.0,
},
));
map_to_be_filtered.push((
@ -311,6 +339,7 @@ mod tests {
url: "https://www.rust-lang.org/".to_owned(),
description: "A systems programming language that runs blazingly fast, prevents segfaults, and guarantees thread safety.".to_owned(),
engine: smallvec!["Google".to_owned(), "DuckDuckGo".to_owned()],
relevance_score:0.0
},
));
@ -367,6 +396,7 @@ mod tests {
description: "This domain is for use in illustrative examples in documents."
.to_owned(),
engine: smallvec!["Google".to_owned(), "Bing".to_owned()],
relevance_score: 0.0,
},
));