//! GPU-accelerated Smagorinsky LES turbulence model //! //! This module provides CUDA-accelerated implementation of the Smagorinsky //! subgrid-scale model for Large Eddy Simulation (LES). use super::SmagorinskyConstants; use crate::kernels::CudaKernelManager; use crate::{CfdConfig, CfdError, CfdResult}; use cudarc::driver::{CudaModule, CudaSlice, LaunchConfig, PushKernelArg}; use std::sync::Arc; /// GPU memory buffers for Smagorinsky model struct SmagorinskyGpuBuffers { /// Grid dimensions nx: usize, ny: usize, nz: usize, /// Filter width delta: CudaSlice, /// Velocity gradients dudx: CudaSlice, dudy: CudaSlice, dudz: CudaSlice, dvdx: CudaSlice, dvdy: CudaSlice, dvdz: CudaSlice, dwdx: CudaSlice, dwdy: CudaSlice, dwdz: CudaSlice, /// Strain rate tensor magnitude |S| strain_rate: CudaSlice, /// Subgrid-scale viscosity sgs_viscosity: CudaSlice, /// Temporary arrays temp1: CudaSlice, temp2: CudaSlice, } /// GPU-accelerated Smagorinsky SGS model for LES pub struct SmagorinskyGpuModel { /// GPU kernel manager kernel_manager: Arc, /// Model constants constants: SmagorinskyConstants, /// Smagorinsky CUDA module smagorinsky_module: Option>, /// GPU memory buffers gpu_buffers: Option, } impl SmagorinskyGpuModel { /// Create new Smagorinsky GPU model pub fn new(config: &CfdConfig) -> CfdResult { let kernel_manager = Arc::new(CudaKernelManager::new(config)?); Ok(Self { kernel_manager, constants: SmagorinskyConstants::standard(), smagorinsky_module: None, gpu_buffers: None, }) } /// Initialize model with grid dimensions pub fn initialize(&mut self, nx: usize, ny: usize, nz: usize) -> CfdResult<()> { // Load Smagorinsky kernels self.load_smagorinsky_kernels()?; // Allocate GPU buffers self.allocate_gpu_buffers(nx, ny, nz)?; Ok(()) } /// Load and compile Smagorinsky CUDA kernels fn load_smagorinsky_kernels(&mut self) -> CfdResult<()> { // In real implementation, would compile or load PTX for Smagorinsky kernels self.smagorinsky_module = Some( self.kernel_manager .get_module("smagorinsky_kernels")? .clone(), ); Ok(()) } /// Allocate GPU memory buffers fn allocate_gpu_buffers(&mut self, nx: usize, ny: usize, nz: usize) -> CfdResult<()> { let n = nx * ny * nz; let buffers = SmagorinskyGpuBuffers { nx, ny, nz, delta: self.kernel_manager.allocate_f32(n)?, dudx: self.kernel_manager.allocate_f32(n)?, dudy: self.kernel_manager.allocate_f32(n)?, dudz: self.kernel_manager.allocate_f32(n)?, dvdx: self.kernel_manager.allocate_f32(n)?, dvdy: self.kernel_manager.allocate_f32(n)?, dvdz: self.kernel_manager.allocate_f32(n)?, dwdx: self.kernel_manager.allocate_f32(n)?, dwdy: self.kernel_manager.allocate_f32(n)?, dwdz: self.kernel_manager.allocate_f32(n)?, strain_rate: self.kernel_manager.allocate_f32(n)?, sgs_viscosity: self.kernel_manager.allocate_f32(n)?, temp1: self.kernel_manager.allocate_f32(n)?, temp2: self.kernel_manager.allocate_f32(n)?, }; self.gpu_buffers = Some(buffers); Ok(()) } /// Compute filter width on GPU pub fn compute_filter_width(&mut self, dx: f32, dy: f32, dz: f32) -> CfdResult<()> { let buffers = self .gpu_buffers .as_mut() .ok_or_else(|| CfdError::gpu_error("GPU buffers not initialized"))?; let module = self .smagorinsky_module .as_ref() .ok_or_else(|| CfdError::gpu_error("Smagorinsky module not loaded"))?; let func = module.load_function("compute_filter_width").map_err(|e| { CfdError::gpu_error(&format!("Failed to get filter width kernel: {}", e)) })?; let grid_dim_x = (buffers.nx as u32 + 7) / 8; let grid_dim_y = (buffers.ny as u32 + 7) / 8; let grid_dim_z = (buffers.nz as u32 + 7) / 8; let config = LaunchConfig { grid_dim: (grid_dim_x, grid_dim_y, grid_dim_z), block_dim: (8, 8, 8), shared_mem_bytes: 0, }; unsafe { unsafe { self.kernel_manager .stream() .launch_builder(&func) .arg(&mut buffers.delta) .arg(&dx) .arg(&dy) .arg(&dz) .arg(&(buffers.nx as i32)) .arg(&(buffers.ny as i32)) .arg(&(buffers.nz as i32)) .launch(config) .map_err(|e| { CfdError::gpu_error(&format!("Filter width kernel launch failed: {}", e)) })?; } } self.kernel_manager.synchronize()?; Ok(()) } /// Compute SGS viscosity using Smagorinsky model pub fn compute_sgs_viscosity( &mut self, u: &CudaSlice, v: &CudaSlice, w: &CudaSlice, dx: f32, dy: f32, dz: f32, ) -> CfdResult<()> { // Step 1: Compute velocity gradients self.compute_velocity_gradients(u, v, w, dx, dy, dz)?; // Step 2: Compute strain rate magnitude self.compute_strain_rate_magnitude()?; // Step 3: Compute SGS viscosity = (Cs * delta)^2 * |S| self.compute_sgs_viscosity_from_strain()?; Ok(()) } /// Compute velocity gradients on GPU fn compute_velocity_gradients( &mut self, u: &CudaSlice, v: &CudaSlice, w: &CudaSlice, dx: f32, dy: f32, dz: f32, ) -> CfdResult<()> { let buffers = self .gpu_buffers .as_mut() .ok_or_else(|| CfdError::gpu_error("GPU buffers not initialized"))?; let module = self .smagorinsky_module .as_ref() .ok_or_else(|| CfdError::gpu_error("Smagorinsky module not loaded"))?; let func = module .load_function("compute_velocity_gradients") .map_err(|e| { CfdError::gpu_error(&format!("Failed to get velocity gradients kernel: {}", e)) })?; let grid_dim_x = (buffers.nx as u32 + 7) / 8; let grid_dim_y = (buffers.ny as u32 + 7) / 8; let grid_dim_z = (buffers.nz as u32 + 7) / 8; let config = LaunchConfig { grid_dim: (grid_dim_x, grid_dim_y, grid_dim_z), block_dim: (8, 8, 8), shared_mem_bytes: 0, }; unsafe { unsafe { self.kernel_manager .stream() .launch_builder(&func) .arg(u) .arg(v) .arg(w) .arg(&mut buffers.dudx) .arg(&mut buffers.dudy) .arg(&mut buffers.dudz) .arg(&mut buffers.dvdx) .arg(&mut buffers.dvdy) .arg(&mut buffers.dvdz) .arg(&mut buffers.dwdx) .arg(&mut buffers.dwdy) .arg(&mut buffers.dwdz) .arg(&dx) .arg(&dy) .arg(&dz) .arg(&(buffers.nx as i32)) .arg(&(buffers.ny as i32)) .arg(&(buffers.nz as i32)) .launch(config) .map_err(|e| { CfdError::gpu_error(&format!( "Velocity gradients kernel launch failed: {}", e )) })?; } } Ok(()) } /// Compute strain rate magnitude |S| fn compute_strain_rate_magnitude(&mut self) -> CfdResult<()> { let buffers = self .gpu_buffers .as_mut() .ok_or_else(|| CfdError::gpu_error("GPU buffers not initialized"))?; let module = self .smagorinsky_module .as_ref() .ok_or_else(|| CfdError::gpu_error("Smagorinsky module not loaded"))?; let func = module .load_function("compute_strain_rate_magnitude") .map_err(|e| { CfdError::gpu_error(&format!("Failed to get strain rate kernel: {}", e)) })?; let grid_dim_x = (buffers.nx as u32 + 7) / 8; let grid_dim_y = (buffers.ny as u32 + 7) / 8; let grid_dim_z = (buffers.nz as u32 + 7) / 8; let config = LaunchConfig { grid_dim: (grid_dim_x, grid_dim_y, grid_dim_z), block_dim: (8, 8, 8), shared_mem_bytes: 0, }; unsafe { unsafe { self.kernel_manager .stream() .launch_builder(&func) .arg(&buffers.dudx) .arg(&buffers.dudy) .arg(&buffers.dudz) .arg(&buffers.dvdx) .arg(&buffers.dvdy) .arg(&buffers.dvdz) .arg(&buffers.dwdx) .arg(&buffers.dwdy) .arg(&buffers.dwdz) .arg(&mut buffers.strain_rate) .arg(&(buffers.nx as i32)) .arg(&(buffers.ny as i32)) .arg(&(buffers.nz as i32)) .launch(config) .map_err(|e| { CfdError::gpu_error(&format!("Strain rate kernel launch failed: {}", e)) })?; } } Ok(()) } /// Compute SGS viscosity from strain rate fn compute_sgs_viscosity_from_strain(&mut self) -> CfdResult<()> { let buffers = self .gpu_buffers .as_mut() .ok_or_else(|| CfdError::gpu_error("GPU buffers not initialized"))?; let module = self .smagorinsky_module .as_ref() .ok_or_else(|| CfdError::gpu_error("Smagorinsky module not loaded"))?; let func = module.load_function("compute_sgs_viscosity").map_err(|e| { CfdError::gpu_error(&format!("Failed to get SGS viscosity kernel: {}", e)) })?; let grid_dim_x = (buffers.nx as u32 + 7) / 8; let grid_dim_y = (buffers.ny as u32 + 7) / 8; let grid_dim_z = (buffers.nz as u32 + 7) / 8; let config = LaunchConfig { grid_dim: (grid_dim_x, grid_dim_y, grid_dim_z), block_dim: (8, 8, 8), shared_mem_bytes: 0, }; unsafe { unsafe { self.kernel_manager .stream() .launch_builder(&func) .arg(&buffers.strain_rate) .arg(&buffers.delta) .arg(&mut buffers.sgs_viscosity) .arg(&self.constants.cs) .arg(&(buffers.nx as i32)) .arg(&(buffers.ny as i32)) .arg(&(buffers.nz as i32)) .launch(config) .map_err(|e| { CfdError::gpu_error(&format!("SGS viscosity kernel launch failed: {}", e)) })?; } } self.kernel_manager.synchronize()?; Ok(()) } /// Get SGS viscosity field from GPU pub fn get_sgs_viscosity(&self) -> CfdResult> { let buffers = self .gpu_buffers .as_ref() .ok_or_else(|| CfdError::gpu_error("GPU buffers not initialized"))?; let n = buffers.nx * buffers.ny * buffers.nz; let mut sgs_viscosity_host = vec![0.0f32; n]; self.kernel_manager .stream() .memcpy_dtoh(&buffers.sgs_viscosity, &mut sgs_viscosity_host) .map_err(|e| { CfdError::gpu_error(&format!("Failed to copy SGS viscosity from GPU: {}", e)) })?; self.kernel_manager.synchronize()?; Ok(sgs_viscosity_host) } }