initial commit
Signed-off-by: Sienna Meridian Satterwhite <sienna@r3t.io>
This commit is contained in:
119
crates/server/src/services/emotion_service.rs
Normal file
119
crates/server/src/services/emotion_service.rs
Normal file
@@ -0,0 +1,119 @@
|
||||
use crate::db;
|
||||
use anyhow::Result;
|
||||
use rusqlite::Connection;
|
||||
use std::sync::Arc;
|
||||
use tokio::sync::{mpsc, Mutex};
|
||||
use tracing::{error, info, warn};
|
||||
|
||||
/// Service responsible for classifying emotions in messages
|
||||
pub struct EmotionService {
|
||||
us_db: Arc<Mutex<Connection>>,
|
||||
rx: mpsc::Receiver<lib::Message>,
|
||||
model_version: String,
|
||||
training_sample_rate: f64,
|
||||
}
|
||||
|
||||
impl EmotionService {
|
||||
pub fn new(
|
||||
us_db: Arc<Mutex<Connection>>,
|
||||
rx: mpsc::Receiver<lib::Message>,
|
||||
model_version: String,
|
||||
training_sample_rate: f64,
|
||||
) -> Self {
|
||||
Self {
|
||||
us_db,
|
||||
rx,
|
||||
model_version,
|
||||
training_sample_rate,
|
||||
}
|
||||
}
|
||||
|
||||
pub async fn run(mut self) -> Result<()> {
|
||||
info!(
|
||||
"Starting emotion classification service with model: {}",
|
||||
self.model_version
|
||||
);
|
||||
info!(
|
||||
"Training sample rate: {:.2}%",
|
||||
self.training_sample_rate * 100.0
|
||||
);
|
||||
|
||||
// TODO: Load the RoBERTa emotion classification model here
|
||||
info!("Loading RoBERTa-base-go_emotions model...");
|
||||
// let model = load_emotion_model(&self.model_version)?;
|
||||
info!("Emotion model loaded (placeholder)");
|
||||
|
||||
while let Some(msg) = self.rx.recv().await {
|
||||
if let Err(e) = self.process_message(&msg).await {
|
||||
error!("Error processing message {}: {}", msg.rowid, e);
|
||||
}
|
||||
}
|
||||
|
||||
Ok(())
|
||||
}
|
||||
|
||||
async fn process_message(&self, msg: &lib::Message) -> Result<()> {
|
||||
// Get message ID from our database
|
||||
let us_db = self.us_db.lock().await;
|
||||
let message_id = match db::get_message_id_by_chat_rowid(&us_db, msg.rowid)? {
|
||||
Some(id) => id,
|
||||
None => {
|
||||
warn!("Message {} not found in database, skipping", msg.rowid);
|
||||
return Ok(());
|
||||
}
|
||||
};
|
||||
|
||||
// Check if emotion classification already exists
|
||||
if db::get_emotion_by_message_id(&us_db, message_id)?.is_some() {
|
||||
return Ok(());
|
||||
}
|
||||
|
||||
// Skip if message has no text
|
||||
let text = match &msg.text {
|
||||
Some(t) if !t.is_empty() => t,
|
||||
_ => return Ok(()),
|
||||
};
|
||||
|
||||
drop(us_db);
|
||||
|
||||
// Classify emotion
|
||||
// TODO: Replace with actual model inference
|
||||
let (emotion, confidence) = self.classify_emotion(text)?;
|
||||
|
||||
// Store emotion classification
|
||||
let us_db = self.us_db.lock().await;
|
||||
db::insert_emotion(&us_db, message_id, &emotion, confidence, &self.model_version)?;
|
||||
|
||||
// Randomly add to training set based on sample rate
|
||||
if rand::random::<f64>() < self.training_sample_rate {
|
||||
db::insert_training_sample(&us_db, Some(message_id), text, &emotion)?;
|
||||
info!(
|
||||
"Added message {} to training set (emotion: {})",
|
||||
msg.rowid, emotion
|
||||
);
|
||||
}
|
||||
|
||||
drop(us_db);
|
||||
info!(
|
||||
"Classified message {} as {} (confidence: {:.2})",
|
||||
msg.rowid, emotion, confidence
|
||||
);
|
||||
|
||||
Ok(())
|
||||
}
|
||||
|
||||
fn classify_emotion(&self, text: &str) -> Result<(String, f64)> {
|
||||
// TODO: Replace with actual RoBERTa-base-go_emotions inference using Candle
|
||||
// The model outputs probabilities for 28 emotions:
|
||||
// admiration, amusement, anger, annoyance, approval, caring, confusion,
|
||||
// curiosity, desire, disappointment, disapproval, disgust, embarrassment,
|
||||
// excitement, fear, gratitude, grief, joy, love, nervousness, optimism,
|
||||
// pride, realization, relief, remorse, sadness, surprise, neutral
|
||||
|
||||
// For now, return a placeholder
|
||||
let emotion = "neutral".to_string();
|
||||
let confidence = 0.85;
|
||||
|
||||
Ok((emotion, confidence))
|
||||
}
|
||||
}
|
||||
Reference in New Issue
Block a user