//! ONNX Runtime session management (stubbed for initial conversion) use crate::{Error, Result}; use ndarray::{Array, IxDyn}; use std::collections::HashMap; use std::path::{Path, PathBuf}; use std::sync::{Arc, RwLock}; /// ONNX Runtime session wrapper (placeholder) pub struct OnnxSession { input_names: Vec, output_names: Vec, } impl OnnxSession { /// Load ONNX model from file (placeholder) pub fn load>(path: P) -> Result { let path = path.as_ref(); if !path.exists() { return Err(Error::FileNotFound(path.display().to_string())); } // Placeholder - actual ONNX loading would go here log::info!("Loading ONNX model from: {}", path.display()); Ok(Self { input_names: vec!["input".to_string()], output_names: vec!["output".to_string()], }) } /// Run inference (placeholder) pub fn run( &self, _inputs: HashMap>, ) -> Result>> { // Placeholder - returns empty output let mut result = HashMap::new(); for name in &self.output_names { let dummy = Array::zeros(IxDyn(&[1, 1])); result.insert(name.clone(), dummy); } Ok(result) } /// Run inference with i64 inputs (placeholder) pub fn run_i64( &self, _inputs: HashMap>, ) -> Result>> { let mut result = HashMap::new(); for name in &self.output_names { let dummy = Array::zeros(IxDyn(&[1, 1])); result.insert(name.clone(), dummy); } Ok(result) } pub fn input_names(&self) -> &[String] { &self.input_names } pub fn output_names(&self) -> &[String] { &self.output_names } } /// Model cache for managing multiple ONNX sessions pub struct ModelCache { sessions: RwLock>>, model_dir: PathBuf, } impl ModelCache { pub fn new>(model_dir: P) -> Self { Self { sessions: RwLock::new(HashMap::new()), model_dir: model_dir.as_ref().to_path_buf(), } } pub fn get_or_load(&self, name: &str) -> Result> { { let cache = self.sessions.read().unwrap(); if let Some(session) = cache.get(name) { return Ok(Arc::clone(session)); } } let model_path = self.model_dir.join(format!("{}.onnx", name)); let session = OnnxSession::load(&model_path)?; let session = Arc::new(session); { let mut cache = self.sessions.write().unwrap(); cache.insert(name.to_string(), Arc::clone(&session)); } Ok(session) } pub fn preload(&self, model_names: &[&str]) -> Result<()> { for name in model_names { self.get_or_load(name)?; } Ok(()) } pub fn clear(&self) { let mut cache = self.sessions.write().unwrap(); cache.clear(); } pub fn is_cached(&self, name: &str) -> bool { let cache = self.sessions.read().unwrap(); cache.contains_key(name) } pub fn cached_models(&self) -> Vec { let cache = self.sessions.read().unwrap(); cache.keys().cloned().collect() } } #[cfg(test)] mod tests { use super::*; #[test] fn test_model_cache_creation() { let cache = ModelCache::new("/tmp/models"); assert!(cache.cached_models().is_empty()); } }