use std::path::{Path, PathBuf}; use std::process::Command; fn main() { println!("cargo:rerun-if-changed=build.rs"); // Only compile CUDA kernels when the cuda feature is enabled if std::env::var("CARGO_FEATURE_CUDA").is_err() { return; } let out_dir = PathBuf::from(std::env::var("OUT_DIR").unwrap()); let kernel_dir = Path::new("src/cuda_autograd"); // Common header lives in the ml crate — use relative path from ml-core let common_header_path = Path::new("../../ml/src/cuda_pipeline/common_device_functions.cuh") .canonicalize() .unwrap_or_else(|_| { // Fallback: try from workspace root let workspace_root = std::env::var("CARGO_MANIFEST_DIR") .map(PathBuf::from) .unwrap_or_default(); workspace_root .join("../ml/src/cuda_pipeline/common_device_functions.cuh") .canonicalize() .expect("Cannot find common_device_functions.cuh — is the ml crate present?") }); println!("cargo:rerun-if-changed={}", common_header_path.display()); // Detect GPU architecture from env or default to sm_80 let cuda_compute_cap = std::env::var("CUDA_COMPUTE_CAP").unwrap_or_else(|_| "80".to_string()); let arch = format!("sm_{cuda_compute_cap}"); // Check if nvcc is available let nvcc = match find_nvcc() { Some(p) => p, None => { eprintln!(" warning: nvcc not found, skipping ml-core CUDA kernel precompilation"); eprintln!(" Install CUDA toolkit or set CUDA_HOME for GPU builds"); return; } }; // Read common header once let common_src = std::fs::read_to_string(&common_header_path) .unwrap_or_else(|e| panic!("Failed to read {}: {e}", common_header_path.display())); // All kernels to precompile — all get common header prepended let kernels = [ "activation_kernels.cu", "elementwise_kernels.cu", "linear_kernels.cu", "loss_kernels.cu", "reduction_kernels.cu", "dropout_kernels.cu", "layer_norm_kernels.cu", "optimizer_kernels.cu", ]; let mut failed: Vec<&str> = Vec::new(); for kernel_name in &kernels { if !try_compile_kernel(&nvcc, kernel_dir, kernel_name, &arch, &out_dir, &common_src) { failed.push(kernel_name); } } let passed = kernels.len() - failed.len(); eprintln!( " ml-core: Precompiled {passed}/{} CUDA autograd kernels ({arch}) — all BF16", kernels.len() ); if !failed.is_empty() { eprintln!(" FAILED: {}", failed.join(", ")); panic!( "nvcc failed to compile {} ml-core kernel(s): {}", failed.len(), failed.join(", ") ); } } /// Compile a single .cu kernel file to a .cubin via nvcc. /// Common header is prepended to the kernel source. fn try_compile_kernel( nvcc: &Path, kernel_dir: &Path, kernel_name: &str, arch: &str, out_dir: &Path, common_header: &str, ) -> bool { let kernel_path = kernel_dir.join(kernel_name); let cubin_name = kernel_name.replace(".cu", ".cubin"); let cubin_path = out_dir.join(&cubin_name); println!("cargo:rerun-if-changed={}", kernel_path.display()); let kernel_src = std::fs::read_to_string(&kernel_path) .unwrap_or_else(|e| panic!("Failed to read {}: {e}", kernel_path.display())); // Compose source: common header + kernel let full_source = format!("{common_header}\n{kernel_src}"); // Write composed source to temp file let tmp_src = out_dir.join(format!("_{kernel_name}")); std::fs::write(&tmp_src, &full_source).unwrap(); // Compile with nvcc let status = Command::new(nvcc) .args([ "-cubin", &format!("-arch={arch}"), "-O3", "--ftz=true", "--fmad=true", "--prec-div=true", "--prec-sqrt=true", "-o", cubin_path.to_str().unwrap(), tmp_src.to_str().unwrap(), ]) .status(); match status { Ok(s) if s.success() => { eprintln!(" Compiled {kernel_name} -> {cubin_name} ({arch})"); true } Ok(s) => { eprintln!( " FAILED: {kernel_name} (exit={})", s.code().unwrap_or(-1) ); false } Err(e) => { eprintln!(" FAILED: {kernel_name} (nvcc error: {e})"); false } } } /// Find nvcc: prefer $CUDA_HOME/bin/nvcc, then check PATH fn find_nvcc() -> Option { if let Ok(home) = std::env::var("CUDA_HOME") { let nvcc = PathBuf::from(home).join("bin/nvcc"); if nvcc.exists() { return Some(nvcc); } } for path in &["/usr/local/cuda/bin/nvcc", "/usr/bin/nvcc"] { let p = PathBuf::from(path); if p.exists() { return Some(p); } } match Command::new("nvcc").arg("--version").output() { Ok(output) if output.status.success() => Some(PathBuf::from("nvcc")), _ => None, } }