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//! ROCm backend for ToRSh deep learning framework
//!
//! This module provides GPU acceleration for tensor operations using AMD ROCm platform
//! and HIP API. It follows the same architectural patterns as the CUDA backend but
//! targets AMD GPUs for high-performance computing workloads.
use std::sync::Arc;
/// ROCm-specific error types
#[derive(Debug, thiserror::Error)]
pub enum RocmError {
#[error("ROCm runtime not available")]
RuntimeNotAvailable,
#[error("No ROCm devices found")]
NoDevicesFound,
#[error("Device {0} not found")]
DeviceNotFound(usize),
#[error("ROCm initialization failed: {0}")]
InitializationFailed(String),
#[error("Memory allocation failed: {0} bytes")]
MemoryAllocationFailed(usize),
#[error("HIP error: {0}")]
HipError(String),
#[error("MIOpen error: {0}")]
MiOpenError(String),
}
/// ROCm device information
#[derive(Debug, Clone)]
pub struct RocmDeviceInfo {
pub device_id: usize,
pub name: String,
pub compute_capability: (u32, u32),
pub total_memory: usize,
pub multiprocessor_count: u32,
pub warp_size: u32,
pub max_threads_per_block: u32,
pub is_integrated: bool,
}
/// ROCm device management
pub struct RocmDevice {
info: RocmDeviceInfo,
context_initialized: bool,
}
impl RocmDevice {
/// Create a new ROCm device
pub fn new(device_id: usize) -> Result<Self, RocmError> {
if !is_available() {
return Err(RocmError::RuntimeNotAvailable);
}
let info = get_device_info(device_id)?;
Ok(Self {
info,
context_initialized: false,
})
}
/// Initialize the device context
pub fn initialize(&mut self) -> Result<(), RocmError> {
if self.context_initialized {
return Ok(());
}
// Mock HIP context initialization
// In real implementation, this would call hipSetDevice() and hipCtxCreate()
self.context_initialized = true;
Ok(())
}
/// Get device information
pub fn info(&self) -> &RocmDeviceInfo {
&self.info
}
/// Check if device context is initialized
pub fn is_initialized(&self) -> bool {
self.context_initialized
}
/// Get available memory on the device
pub fn available_memory(&self) -> Result<usize, RocmError> {
if !self.context_initialized {
return Err(RocmError::InitializationFailed(
"Device not initialized".to_string(),
));
}
// Mock memory query - in real implementation, this would call hipMemGetInfo()
Ok(self.info.total_memory * 8 / 10) // Assume 80% available
}
/// Synchronize device operations
pub fn synchronize(&self) -> Result<(), RocmError> {
if !self.context_initialized {
return Err(RocmError::InitializationFailed(
"Device not initialized".to_string(),
));
}
// Mock synchronization - in real implementation, this would call hipDeviceSynchronize()
Ok(())
}
}
/// ROCm backend implementation
pub struct RocmBackend {
devices: Vec<Arc<RocmDevice>>,
default_device_id: usize,
}
impl RocmBackend {
/// Create a new ROCm backend
pub fn new() -> Result<Self, RocmError> {
if !is_available() {
return Err(RocmError::RuntimeNotAvailable);
}
let device_count = device_count().unwrap_or(0);
if device_count == 0 {
return Err(RocmError::NoDevicesFound);
}
let mut devices = Vec::new();
for i in 0..device_count {
let device = RocmDevice::new(i)?;
devices.push(Arc::new(device));
}
Ok(Self {
devices,
default_device_id: 0,
})
}
/// Get the default device
pub fn default_device(&self) -> Option<&Arc<RocmDevice>> {
self.devices.get(self.default_device_id)
}
/// Get device by ID
pub fn device(&self, device_id: usize) -> Option<&Arc<RocmDevice>> {
self.devices.get(device_id)
}
/// Get all devices
pub fn devices(&self) -> &[Arc<RocmDevice>] {
&self.devices
}
/// Get device count
pub fn device_count(&self) -> usize {
self.devices.len()
}
}
/// Check if ROCm backend is available
pub fn is_available() -> bool {
// Check for ROCm runtime availability
// In real implementation, this would check for:
// - libhip_hcc.so or libamdhip64.so
// - ROCm installation in /opt/rocm
// - HIP runtime initialization
#[cfg(target_os = "linux")]
{
// Mock availability check - check for ROCm files
std::path::Path::new("/opt/rocm").exists()
|| std::path::Path::new("/usr/lib/x86_64-linux-gnu/libhip_hcc.so").exists()
|| std::path::Path::new("/usr/lib/x86_64-linux-gnu/libamdhip64.so").exists()
}
#[cfg(not(target_os = "linux"))]
{
// ROCm is primarily supported on Linux
false
}
}
/// Get ROCm device count
pub fn device_count() -> Option<usize> {
if !is_available() {
return None;
}
// Mock device enumeration
// In real implementation, this would call hipGetDeviceCount()
// For testing purposes, return 1 if ROCm files are detected
if is_available() {
Some(1)
} else {
None
}
}
/// Get device information for a specific device
pub fn get_device_info(device_id: usize) -> Result<RocmDeviceInfo, RocmError> {
if !is_available() {
return Err(RocmError::RuntimeNotAvailable);
}
// Mock device info retrieval
// In real implementation, this would call:
// - hipGetDeviceProperties()
// - hipDeviceGetAttribute()
match device_id {
0 => Ok(RocmDeviceInfo {
device_id,
name: "AMD Radeon RX 7900 XTX".to_string(),
compute_capability: (6, 0), // gfx1030 equivalent
total_memory: 24 * 1024 * 1024 * 1024, // 24GB
multiprocessor_count: 96,
warp_size: 64, // AMD wavefront size
max_threads_per_block: 1024,
is_integrated: false,
}),
_ => Err(RocmError::DeviceNotFound(device_id)),
}
}
/// Enumerate all available ROCm devices
pub fn enumerate_devices() -> Result<Vec<RocmDeviceInfo>, RocmError> {
let count = device_count().unwrap_or(0);
let mut devices = Vec::new();
for i in 0..count {
devices.push(get_device_info(i)?);
}
Ok(devices)
}
/// Initialize ROCm runtime
pub fn initialize() -> Result<(), RocmError> {
if !is_available() {
return Err(RocmError::RuntimeNotAvailable);
}
// Mock initialization
// In real implementation, this would call hipInit()
Ok(())
}
/// Finalize ROCm runtime
pub fn finalize() -> Result<(), RocmError> {
// Mock finalization
// ROCm cleanup would happen here
Ok(())
}
#[cfg(test)]
mod tests {
use super::*;
#[test]
fn test_availability_check() {
// Test should not panic
let _available = is_available();
}
#[test]
fn test_device_count() {
// Should return None or Some(count)
let _count = device_count();
}
#[test]
fn test_device_enumeration() {
if is_available() {
let devices = enumerate_devices();
assert!(devices.is_ok() || devices.is_err());
}
}
#[test]
fn test_backend_creation() {
if is_available() && device_count().unwrap_or(0) > 0 {
let backend = RocmBackend::new();
match backend {
Ok(backend) => {
assert!(backend.device_count() > 0);
assert!(backend.default_device().is_some());
}
Err(_) => {
// Backend creation can fail in test environments
}
}
}
}
}