#![allow(unused_variables)]
use super::allocation::{LoadBalancer, MemoryManager, ResourceAllocator};
use super::backends::{CPUBackend, GPUBackend};
use super::config::{DeviceInfo, HardwareManagerConfig};
use super::devices::GPUBackendType;
use super::monitoring::{HealthChecker, PerformanceMonitor};
use super::registry::HardwareRegistry;
use super::scheduling::{AdvancedScheduler, DefaultScheduler, SchedulingAlgorithm};
use super::traits::{HardwareBackend, HardwareOperation, HardwareScheduler};
use super::{HardwareMetrics, HardwareResult, HardwareType, OperationParameter};
use crate::errors::TrustformersError;
use crate::tensor::Tensor;
use std::collections::HashMap;
use std::sync::{Arc, Mutex, RwLock};
use tokio::sync::Mutex as AsyncMutex;
#[derive(Debug)]
pub struct HardwareManager {
config: HardwareManagerConfig,
#[allow(dead_code)]
registry: Arc<RwLock<HardwareRegistry>>,
cpu_backend: Arc<AsyncMutex<CPUBackend>>,
gpu_backend: Arc<Mutex<Option<GPUBackend>>>,
device_info: Arc<RwLock<HashMap<String, DeviceInfo>>>,
device_metrics: Arc<RwLock<HashMap<String, HardwareMetrics>>>,
scheduler: Arc<Mutex<Box<dyn HardwareScheduler>>>,
performance_monitor: Arc<Mutex<PerformanceMonitor>>,
health_checker: Arc<Mutex<HealthChecker>>,
#[allow(dead_code)]
resource_allocator: Arc<Mutex<ResourceAllocator>>,
#[allow(dead_code)]
load_balancer: Arc<Mutex<LoadBalancer>>,
#[allow(dead_code)]
memory_manager: Arc<Mutex<MemoryManager>>,
}
impl HardwareManager {
pub fn new(config: HardwareManagerConfig) -> Self {
let scheduler: Box<dyn HardwareScheduler> = if config.performance_monitoring {
Box::new(AdvancedScheduler::new(SchedulingAlgorithm::LoadAware))
} else {
Box::new(DefaultScheduler::new())
};
Self {
cpu_backend: Arc::new(AsyncMutex::new(CPUBackend::new())),
gpu_backend: Arc::new(Mutex::new(None)),
registry: Arc::new(RwLock::new(HardwareRegistry::new())),
device_info: Arc::new(RwLock::new(HashMap::new())),
device_metrics: Arc::new(RwLock::new(HashMap::new())),
scheduler: Arc::new(Mutex::new(scheduler)),
performance_monitor: Arc::new(Mutex::new(PerformanceMonitor::new())),
health_checker: Arc::new(Mutex::new(HealthChecker::new())),
resource_allocator: Arc::new(Mutex::new(ResourceAllocator::new(
config.allocation_strategy,
))),
load_balancer: Arc::new(Mutex::new(LoadBalancer::new(config.load_balancing))),
memory_manager: Arc::new(Mutex::new(MemoryManager::new())),
config,
}
}
pub async fn initialize(&mut self) -> HardwareResult<()> {
{
let cpu_backend = self.cpu_backend.lock().await;
self.register_backend_devices(&*cpu_backend).await?;
}
if self.detect_gpu_backend().is_some() {
self.initialize_gpu_backend().await?;
}
if self.config.performance_monitoring {
self.start_monitoring().await?;
}
if self.config.health_check_interval > 0 {
self.start_health_checks().await?;
}
Ok(())
}
fn detect_gpu_backend(&self) -> Option<GPUBackendType> {
#[cfg(feature = "cuda")]
if self.is_cuda_available() {
return Some(GPUBackendType::CUDA);
}
#[cfg(feature = "rocm")]
if self.is_rocm_available() {
return Some(GPUBackendType::ROCm);
}
#[cfg(all(target_os = "macos", feature = "metal"))]
if self.is_metal_available() {
return Some(GPUBackendType::Metal);
}
#[cfg(feature = "opencl")]
if self.is_opencl_available() {
return Some(GPUBackendType::OpenCL);
}
#[cfg(feature = "vulkan")]
if self.is_vulkan_available() {
return Some(GPUBackendType::Vulkan);
}
None
}
#[cfg(feature = "cuda")]
fn is_cuda_available(&self) -> bool {
true }
#[cfg(feature = "rocm")]
fn is_rocm_available(&self) -> bool {
true }
#[cfg(all(target_os = "macos", feature = "metal"))]
fn is_metal_available(&self) -> bool {
true }
#[cfg(feature = "opencl")]
fn is_opencl_available(&self) -> bool {
true }
#[cfg(feature = "vulkan")]
fn is_vulkan_available(&self) -> bool {
true }
async fn initialize_gpu_backend(&mut self) -> HardwareResult<()> {
if let Some(backend_type) = self.detect_gpu_backend() {
let gpu_backend = GPUBackend::new(backend_type);
self.register_backend_devices(&gpu_backend).await?;
*self.gpu_backend.lock().expect("lock should not be poisoned") = Some(gpu_backend);
}
Ok(())
}
async fn register_backend_devices(&self, backend: &dyn HardwareBackend) -> HardwareResult<()> {
let devices = backend.discover_devices().await?;
let mut device_info = self.device_info.write().expect("lock should not be poisoned");
for device in devices {
let device_id = device.device_id().to_string();
let info = DeviceInfo {
id: device_id.clone(),
hardware_type: device.hardware_type(),
capabilities: device.capabilities().clone(),
status: device.status(),
last_seen: std::time::SystemTime::now(),
weight: 1.0,
priority: 0,
tags: vec![],
};
device_info.insert(device_id, info);
}
Ok(())
}
async fn start_monitoring(&self) -> HardwareResult<()> {
Ok(())
}
async fn start_health_checks(&self) -> HardwareResult<()> {
Ok(())
}
pub fn has_device(&self, device_id: &str) -> bool {
self.device_info
.read()
.expect("device_info lock should not be poisoned")
.contains_key(device_id)
}
pub fn get_device_info(&self, device_id: &str) -> Option<DeviceInfo> {
self.device_info
.read()
.expect("device_info lock should not be poisoned")
.get(device_id)
.cloned()
}
pub fn get_device_metrics(&self, device_id: &str) -> Option<HardwareMetrics> {
self.device_metrics
.read()
.expect("device_metrics lock should not be poisoned")
.get(device_id)
.cloned()
}
pub fn list_devices(&self) -> Vec<DeviceInfo> {
self.device_info
.read()
.expect("device_info lock should not be poisoned")
.values()
.cloned()
.collect()
}
pub fn list_devices_by_type(&self, hardware_type: HardwareType) -> Vec<DeviceInfo> {
self.device_info
.read()
.expect("device_info lock should not be poisoned")
.values()
.filter(|info| info.hardware_type == hardware_type)
.cloned()
.collect()
}
pub fn get_best_device(&self, operation: &dyn HardwareOperation) -> HardwareResult<String> {
if let Ok(scheduler) = self.scheduler.lock() {
let inputs = vec![]; let params = HashMap::new(); scheduler.schedule_operation(operation, &inputs, ¶ms)
} else {
Err(TrustformersError::hardware_error(
"Failed to lock scheduler",
"schedule_operation",
))
}
}
pub fn execute_operation(
&self,
operation: &dyn HardwareOperation,
inputs: &[Tensor],
params: &HashMap<String, OperationParameter>,
) -> HardwareResult<Vec<Tensor>> {
let device_id = self.get_best_device(operation)?;
self.execute_on_device(&device_id, operation, inputs, params)
}
pub fn execute_on_device(
&self,
device_id: &str,
operation: &dyn HardwareOperation,
inputs: &[Tensor],
_params: &HashMap<String, OperationParameter>,
) -> HardwareResult<Vec<Tensor>> {
let device_info = self.get_device_info(device_id).ok_or_else(|| {
TrustformersError::hardware_error("Device not found", "execute_on_device")
})?;
match device_info.hardware_type {
HardwareType::CPU => {
Ok(vec![inputs[0].clone()])
},
HardwareType::GPU => {
Ok(vec![inputs[0].clone()])
},
_ => Err(TrustformersError::hardware_error(
"Unsupported hardware type",
"execute_on_device",
)),
}
}
pub fn update_device_metrics(&self, device_id: &str, metrics: HardwareMetrics) {
{
let mut device_metrics =
self.device_metrics.write().expect("device_metrics lock should not be poisoned");
device_metrics.insert(device_id.to_string(), metrics.clone());
}
if let Ok(mut monitor) = self.performance_monitor.lock() {
monitor.update_metrics(device_id, &metrics);
}
}
pub fn get_performance_stats(&self) -> HashMap<String, f64> {
if let Ok(monitor) = self.performance_monitor.lock() {
monitor.efficiency_scores.clone()
} else {
HashMap::new()
}
}
pub fn get_health_status(&self) -> HashMap<String, super::monitoring::HealthStatus> {
if let Ok(checker) = self.health_checker.lock() {
checker
.get_all_results()
.iter()
.map(|(id, result)| (id.clone(), result.status))
.collect()
} else {
HashMap::new()
}
}
pub async fn cleanup(&mut self) -> HardwareResult<()> {
self.device_info
.write()
.expect("device_info lock should not be poisoned")
.clear();
self.device_metrics
.write()
.expect("device_metrics lock should not be poisoned")
.clear();
Ok(())
}
}
impl Default for HardwareManager {
fn default() -> Self {
Self::new(HardwareManagerConfig::default())
}
}
pub use super::config::{AllocationStrategy, LoadBalancingStrategy};
pub use super::monitoring::{AnomalySeverity, AnomalyType, HealthStatus};
#[cfg(test)]
mod tests {
use super::*;
#[tokio::test]
async fn test_hardware_manager_creation() {
let config = HardwareManagerConfig::default();
let manager = HardwareManager::new(config);
assert_eq!(manager.list_devices().len(), 0);
}
#[tokio::test]
async fn test_cpu_backend_initialization() {
let mut manager = HardwareManager::default();
assert!(manager.initialize().await.is_ok());
let cpu_devices = manager.list_devices_by_type(HardwareType::CPU);
assert!(!cpu_devices.is_empty());
}
#[tokio::test]
async fn test_device_metrics_update() {
let manager = HardwareManager::default();
let metrics = HardwareMetrics {
ops_per_second: 1000.0,
memory_bandwidth: 100.0,
utilization: 50.0,
power_consumption: 100.0,
temperature: Some(45.0),
error_rate: 0.001,
latency: 1.0,
throughput: 1000.0,
};
manager.update_device_metrics("test_device", metrics.clone());
let retrieved_metrics = manager.get_device_metrics("test_device");
assert!(retrieved_metrics.is_some());
assert_eq!(
retrieved_metrics.expect("operation failed in test").utilization,
50.0
);
}
}