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-0,0 +1,36 @@ +#[macro_use] extern crate rocket; +#[macro_use] extern crate lazy_static; +extern crate bayespam; + +mod spam_check; +mod training; + +use rocket::Config; + + +#[rocket::main] +async fn main() { + println!("Training model..."); + + // Train the model and save it to model.json + // CSV format should be as follows: + // text_type,text + // spam,please subscribe to my youtube channel + // ham,blazingly fast rust + training::train_model( + std::path::Path::new("dataset.csv"), + std::path::Path::new("model.json"), + ).unwrap(); + + // Config for 0.0.0.0:8000 production + let config = Config { + address: std::net::Ipv4Addr::new(0, 0, 0, 0).into(), + port: 8000, + ..Config::release_default() + }; + + // Launch rocket server + rocket::custom(&config) + .attach(spam_check::stage()) + .launch().await.unwrap(); +} \ No newline at end of file diff --git a/src/spam_check.rs b/src/spam_check.rs new file mode 100644 index 0000000..e99ee72 --- /dev/null +++ b/src/spam_check.rs @@ -0,0 +1,50 @@ +use rocket::serde::{Deserialize, json::Json, json::json, json::Value}; + +use bayespam::classifier; + +// To avoid creating a new instance of the classifier on each request +lazy_static! { + static ref CLASSIFIER: classifier::Classifier = { + classifier::Classifier::new_from_pre_trained( + &mut std::fs::File::open("model.json").unwrap() + ).unwrap() + }; +} +static SPAM_PROB_THRESHOLD: u8 = 70; + +#[derive(Deserialize)] +#[serde(crate = "rocket::serde")] +struct Task<'r> { + text: std::borrow::Cow<'r, str>, +} + +#[post("/", data = "")] +fn spam_check(task: Json>) -> Value { + // let is_spam = CLASSIFIER.identify(task.text); + let score = (CLASSIFIER.score(task.text.as_ref()) *100.0) as u8; + + let mut spam = score; + let mut ham = 100 - spam; + + // Short messages are mostly ham + if spam > ham && task.text.len() < 20 { + spam -= 25; + ham += 25; + } + + json!( + { + "is_spam": score > SPAM_PROB_THRESHOLD, + "spam_probability": score, + "spam": spam, + "ham": ham, + "profanity": false, // Always false, for backwards compatibility in ARQ + } + ) +} + +pub fn stage() -> rocket::fairing::AdHoc { + rocket::fairing::AdHoc::on_ignite("JSON", |rocket| async { + rocket.mount("/spam_check", routes![spam_check]) + }) +} \ No newline at end of file diff --git a/src/training.rs b/src/training.rs new file mode 100644 index 0000000..230a889 --- /dev/null +++ b/src/training.rs @@ -0,0 +1,27 @@ +use bayespam::classifier::Classifier; +use serde::Deserialize; + +#[derive(Deserialize)] +struct Record { + text_type: String, + text: String, +} + +pub fn train_model>(dataset_path: P, model_export_path: P) -> Result<(), csv::Error>{ + let mut classifier = Classifier::new(); + let csv = std::fs::read_to_string(dataset_path)?; + + let mut reader = csv::Reader::from_reader(csv.as_bytes()); + + for record in reader.deserialize() { + let record: Record = record?; + + if record.text_type == "spam" { + classifier.train_spam(&record.text); + } else { + classifier.train_ham(&record.text); + } + } + classifier.save(&mut std::fs::File::create(model_export_path)?, false)?; + Ok(()) +} \ No newline at end of file