├── .gitignore
├── Cargo.lock
├── Cargo.toml
├── README.md
├── data
    └── books.json
└── src
    └── main.rs


/.gitignore:
--------------------------------------------------------------------------------
1 | /target
2 | 


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--------------------------------------------------------------------------------
/Cargo.toml:
--------------------------------------------------------------------------------
 1 | [package]
 2 | name = "semantic-search"
 3 | version = "0.1.0"
 4 | edition = "2021"
 5 | 
 6 | # See more keys and their definitions at https://doc.rust-lang.org/cargo/reference/manifest.html
 7 | 
 8 | [dependencies]
 9 | serde_json = "1.0.87"
10 | serde = { version = "1.0", features = ["derive"] }
11 | rust-bert = "0.19.0"
12 | anyhow = "1.0.66"
13 | kd-tree = "0.4.2"
14 | typenum = "1.15.0"
15 | 


--------------------------------------------------------------------------------
/README.md:
--------------------------------------------------------------------------------
 1 | # How to build a Semantic Search Engine in Rust
 2 | 
 3 | Accompanying source code for the article https://sachaarbonel.medium.com/how-to-build-a-semantic-search-engine-in-rust-e96e6378cfd9
 4 | 
 5 | ## Getting Started
 6 | 
 7 | ### M1
 8 | `cargo run --target x86_64-apple-darwin`
 9 | 
10 | ### Intel
11 | `cargo run`
12 | 


--------------------------------------------------------------------------------
/data/books.json:
--------------------------------------------------------------------------------
 1 | {
 2 |     "books": [
 3 |         {
 4 |             "title": "The Great Gatsby",
 5 |             "author": "F. Scott Fitzgerald",
 6 |             "summary": "The story primarily concerns the young and mysterious millionaire Jay Gatsby and his quixotic passion and obsession with the beautiful former debutante Daisy Buchanan."
 7 |         },
 8 |         {
 9 |             "title": "The Catcher in the Rye",
10 |             "author": "J. D. Salinger",
11 |             "summary": "The story is told in the first person by Holden Caulfield, a cynical teenager who recently has been expelled from prep school."
12 |         },
13 |         {
14 |             "title": "The Grapes of Wrath",
15 |             "author": "John Steinbeck",
16 |             "summary": "The novel tells the story of the Joad family, who are driven from their Oklahoma homestead and forced to travel west to the promised land of California."
17 |         }
18 |     ]
19 | }


--------------------------------------------------------------------------------
/src/main.rs:
--------------------------------------------------------------------------------
  1 | use std::fs;
  2 | 
  3 | use kd_tree::KdPoint;
  4 | use rust_bert::pipelines::sentence_embeddings::{
  5 |     SentenceEmbeddingsBuilder, SentenceEmbeddingsModelType,
  6 | };
  7 | use serde::Deserialize;
  8 | 
  9 | #[derive(Debug, Deserialize)]
 10 | pub struct Library {
 11 |     pub books: Vec<Book>,
 12 | }
 13 | 
 14 | #[derive(Debug, Deserialize, Clone)]
 15 | pub struct Book {
 16 |     pub title: String,
 17 | 
 18 |     pub author: String,
 19 | 
 20 |     pub summary: String,
 21 | }
 22 | 
 23 | impl Book {
 24 |     fn to_embedded(self, embeddings: [f32; 384]) -> EmbeddedBook {
 25 |         EmbeddedBook {
 26 |             title: Some(self.title),
 27 |             author: Some(self.author),
 28 |             summary: Some(self.summary),
 29 |             embeddings: embeddings,
 30 |         }
 31 |     }
 32 | }
 33 | #[derive(Debug)]
 34 | pub struct EmbeddedBook {
 35 |     pub title: Option<String>,
 36 | 
 37 |     pub author: Option<String>,
 38 | 
 39 |     pub summary: Option<String>,
 40 | 
 41 |     pub embeddings: [f32; 384],
 42 | }
 43 | 
 44 | impl EmbeddedBook {
 45 |     fn topic(embeddings: [f32; 384]) -> Self {
 46 |         Self {
 47 |             title: None,
 48 |             author: None,
 49 |             summary: None,
 50 |             embeddings: embeddings,
 51 |         }
 52 |     }
 53 | }
 54 | 
 55 | impl KdPoint for EmbeddedBook {
 56 |     type Scalar = f32;
 57 |     type Dim = typenum::U2; // 2 dimensional tree.
 58 |     fn at(&self, k: usize) -> f32 {
 59 |         self.embeddings[k]
 60 |     }
 61 | }
 62 | 
 63 | fn main() -> anyhow::Result<()> {
 64 |     // Set-up sentence embeddings model
 65 |     let model = SentenceEmbeddingsBuilder::remote(SentenceEmbeddingsModelType::AllMiniLmL12V2)
 66 |         .create_model()?;
 67 | 
 68 |     let json = fs::read_to_string("data/books.json")?;
 69 |     let library: Library = serde_json::from_str(&json)?;
 70 |     let mut embeddedbooks = Vec::new();
 71 |     for book in library.books.clone() {
 72 |         let embeddings = model.encode(&[book.clone().summary])?;
 73 | 
 74 |         embeddedbooks.push(book.to_embedded(to_array(embeddings[0].as_slice())));
 75 |     }
 76 |     let query = "rich";
 77 |     println!("Querying: {}", query);
 78 |     let rich_embeddings = model.encode(&[query])?;
 79 |     let rich_embedding = to_array(rich_embeddings[0].as_slice());
 80 |     let rich_topic = EmbeddedBook::topic(rich_embedding);
 81 | 
 82 |     let kdtree = kd_tree::KdSlice::sort_by(&mut embeddedbooks, |item1, item2, k| {
 83 |         item1.embeddings[k]
 84 |             .partial_cmp(&item2.embeddings[k])
 85 |             .unwrap()
 86 |     });
 87 | 
 88 |     let nearests = kdtree.nearests(&rich_topic, 10);
 89 |     for nearest in nearests {
 90 |         println!("nearest: {:?}", nearest.item.title);
 91 |         println!("distance: {:?}", nearest.squared_distance);
 92 |     }
 93 | 
 94 |     Ok(())
 95 | }
 96 | 
 97 | // convenient to convert a slice to a fixed size array
 98 | fn to_array(barry: &[f32]) -> [f32; 384] {
 99 |     barry.try_into().expect("slice with incorrect length")
100 | }
101 | 


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