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and call Hugging Face Hub kernels in Rust" +homepage = "https://github.com/huggingface/kernels" +license = "Apache-2.0" +repository = "https://github.com/huggingface/kernels" + +[features] +default = [] +candle = ["dep:candle-core"] +candle-cuda = ["candle", "candle-core/cuda", "dep:cudarc"] + +[dependencies] +candle-core = { version = "0.10.0", optional = true } +cudarc = { version = "0.19.0", optional = true } +huggingface-hub = { git = "https://github.com/huggingface/huggingface_hub_rust.git", rev = "8cbc662035e04d4be8e829316272893e980f5926", package = "huggingface-hub", features = ["blocking"] } +libc = "0.2" +libloading = "0.8" +thiserror = "1" +walkdir = "2" diff --git a/kernels-rs/src/backend.rs b/kernels-rs/src/backend.rs new file mode 100644 index 00000000..f9982fff --- /dev/null +++ b/kernels-rs/src/backend.rs @@ -0,0 +1,101 @@ +use std::fmt; +use std::process::Command; +use std::str::FromStr; + +use crate::error::Error; + +#[derive(Debug, Clone)] +pub enum Backend { + Cpu, + Cuda { version: String }, + Xpu { version: String }, +} + +impl Backend { + pub fn kind(&self) -> BackendKind { + match self { + Backend::Cpu => BackendKind::Cpu, + Backend::Cuda { .. } => BackendKind::Cuda, + Backend::Xpu { .. } => BackendKind::Xpu, + } + } + + pub fn name(&self) -> &str { + self.kind().as_str() + } +} + +impl fmt::Display for Backend { + fn fmt(&self, f: &mut fmt::Formatter<'_>) -> fmt::Result { + match self { + Backend::Cpu => write!(f, "cpu"), + Backend::Cuda { version } => write!(f, "cuda {version}"), + Backend::Xpu { version } => write!(f, "xpu {version}"), + } + } +} + +#[derive(Debug, Clone, Copy, PartialEq, Eq)] +pub enum BackendKind { + Cpu, + Cuda, + Xpu, +} + +impl BackendKind { + pub fn as_str(self) -> &'static str { + match self { + BackendKind::Cpu => "cpu", + BackendKind::Cuda => "cuda", + BackendKind::Xpu => "xpu", + } + } +} + +impl fmt::Display for BackendKind { + fn fmt(&self, f: &mut fmt::Formatter<'_>) -> fmt::Result { + f.write_str(self.as_str()) + } +} + +impl FromStr for BackendKind { + type Err = Error; + + fn from_str(s: &str) -> Result { + match s { + "cpu" => Ok(Self::Cpu), + "cuda" => Ok(Self::Cuda), + "xpu" => Ok(Self::Xpu), + other => Err(Error::Kernel(format!("unknown backend: {other}"))), + } + } +} + +pub fn detect_cuda_version() -> Option { + cuda_version_from_smi().or_else(cuda_version_from_nvcc) +} + +fn cuda_version_from_smi() -> Option { + let output = Command::new("nvidia-smi").output().ok()?; + if !output.status.success() { + return None; + } + let stdout = String::from_utf8_lossy(&output.stdout); + let rest = stdout.split("CUDA Version:").nth(1)?; + Some(rest.split_whitespace().next()?.to_string()) +} + +fn cuda_version_from_nvcc() -> Option { + let output = Command::new("nvcc").arg("--version").output().ok()?; + let stdout = String::from_utf8_lossy(&output.stdout); + let after = stdout.split("release ").nth(1)?; + Some(after.split(',').next()?.trim().to_string()) +} + +pub fn detect() -> BackendKind { + if detect_cuda_version().is_some() { + BackendKind::Cuda + } else { + BackendKind::Cpu + } +} diff --git a/kernels-rs/src/candle.rs b/kernels-rs/src/candle.rs new file mode 100644 index 00000000..34774c04 --- /dev/null +++ b/kernels-rs/src/candle.rs @@ -0,0 +1,224 @@ +use std::ffi::c_void; + +use candle_core::{CpuStorage, DType, Device, Storage, Tensor}; + +use crate::KernelModule; +use crate::backend::BackendKind; +use crate::error::{Error, Result}; +use crate::tvm_ffi::{self, DLDataType, DLDevice, DLTensor, TVMFFIAny}; + +fn err(msg: impl Into) -> Error { + Error::Kernel(msg.into()) +} + +impl BackendKind { + pub fn candle_device(self) -> Result { + match self { + BackendKind::Cpu => Ok(Device::Cpu), + #[cfg(feature = "candle-cuda")] + BackendKind::Cuda => Device::new_cuda(0).map_err(Into::into), + #[cfg(not(feature = "candle-cuda"))] + BackendKind::Cuda => Ok(Device::Cpu), + BackendKind::Xpu => Ok(Device::Cpu), + } + } + + pub fn candle_supported(self) -> Self { + match self { + #[cfg(feature = "candle-cuda")] + BackendKind::Cuda => BackendKind::Cuda, + #[cfg(not(feature = "candle-cuda"))] + BackendKind::Cuda => BackendKind::Cpu, + other => other, + } + } +} + +impl From<&Device> for BackendKind { + fn from(device: &Device) -> Self { + match device { + Device::Cpu => BackendKind::Cpu, + #[cfg(feature = "candle-cuda")] + Device::Cuda(_) => BackendKind::Cuda, + #[allow(unreachable_patterns)] + _ => BackendKind::Cpu, + } + } +} + +struct PreparedArg { + data: *mut c_void, + shape: Vec, + strides: Vec, + dtype: DLDataType, +} + +fn dtype_to_dl(dtype: DType) -> Result { + let (code, bits) = match dtype { + DType::U8 => (tvm_ffi::DL_UINT, 8), + DType::U32 => (tvm_ffi::DL_UINT, 32), + DType::I64 => (tvm_ffi::DL_INT, 64), + DType::BF16 => (tvm_ffi::DL_BFLOAT, 16), + DType::F16 => (tvm_ffi::DL_FLOAT, 16), + DType::F32 => (tvm_ffi::DL_FLOAT, 32), + DType::F64 => (tvm_ffi::DL_FLOAT, 64), + other => return Err(err(format!("unsupported dtype: {other:?}"))), + }; + Ok(DLDataType { + code, + bits, + lanes: 1, + }) +} + +fn cpu_storage_data_ptr(cpu: &CpuStorage, offset: usize) -> Result<*mut c_void> { + macro_rules! ptr { + ($v:expr) => { + Ok(unsafe { $v.as_ptr().add(offset) as *mut c_void }) + }; + } + match cpu { + CpuStorage::U8(v) => ptr!(v), + CpuStorage::U32(v) => ptr!(v), + CpuStorage::I64(v) => ptr!(v), + CpuStorage::BF16(v) => ptr!(v), + CpuStorage::F16(v) => ptr!(v), + CpuStorage::F32(v) => ptr!(v), + CpuStorage::F64(v) => ptr!(v), + _ => Err(err("unsupported CpuStorage variant")), + } +} + +#[cfg(feature = "candle-cuda")] +fn cuda_storage_data_ptr(cuda: &candle_core::CudaStorage, offset: usize) -> Result<*mut c_void> { + use candle_core::cuda_backend::CudaStorageSlice as S; + use cudarc::driver::DevicePtr; + + let stream = cuda.device.cuda_stream(); + + // SyncOnDrop records a stream event; the pointer stays valid as long + // as the caller holds the storage read-guard. + macro_rules! ptr { + ($slice:expr) => {{ + let view = $slice.slice(offset..); + let (device_ptr, _sync) = view.device_ptr(&stream); + Ok(device_ptr as *mut c_void) + }}; + } + + match &cuda.slice { + S::U8(s) => ptr!(s), + S::U32(s) => ptr!(s), + S::I64(s) => ptr!(s), + S::BF16(s) => ptr!(s), + S::F16(s) => ptr!(s), + S::F32(s) => ptr!(s), + S::F64(s) => ptr!(s), + _ => Err(err("unsupported CudaStorage variant")), + } +} + +fn extract_data_ptr(storage: &Storage, offset: usize) -> Result<*mut c_void> { + match storage { + Storage::Cpu(cpu) => cpu_storage_data_ptr(cpu, offset), + #[cfg(feature = "candle-cuda")] + Storage::Cuda(cuda) => cuda_storage_data_ptr(cuda, offset), + #[allow(unreachable_patterns)] + _ => Err(err("unsupported storage backend")), + } +} + +pub fn get_kernel(repo_id: &str, version: u32) -> Result { + let kind = crate::backend::detect().candle_supported(); + crate::get_kernel_for_backend(repo_id, version, kind) +} + +pub fn get_local_kernel(repo_path: &std::path::Path) -> Result { + let kind = crate::backend::detect().candle_supported(); + crate::get_local_kernel_for_backend(repo_path, kind) +} + +impl KernelModule { + pub fn device(&self) -> Result { + self.backend().kind().candle_device() + } +} + +// Tensors are passed to the kernel as DLPack pointers directly into +// candle's storage - no copies for contiguous tensors. +pub trait CallKernel { + fn call(&self, func_name: &str, args: &[&Tensor]) -> Result<()>; +} + +impl CallKernel for KernelModule { + fn call(&self, func_name: &str, args: &[&Tensor]) -> Result<()> { + let kind = args + .first() + .map(|t| BackendKind::from(t.device())) + .unwrap_or(self.backend().kind()); + + let symbol = format!("__tvm_ffi_{}_{}", func_name, kind.as_str()); + let func = unsafe { self.get_func(symbol.as_bytes()) }?; + + let contiguous: Vec = args + .iter() + .map(|t| t.contiguous().map_err(Into::into)) + .collect::>()?; + + let guards: Vec<_> = contiguous.iter().map(|t| t.storage_and_layout()).collect(); + + let mut prepared: Vec = guards + .iter() + .enumerate() + .map(|(i, (storage, layout))| { + Ok(PreparedArg { + data: extract_data_ptr(&storage, layout.start_offset())?, + shape: layout.dims().iter().map(|&d| d as i64).collect(), + strides: layout.stride().iter().map(|&s| s as i64).collect(), + dtype: dtype_to_dl(contiguous[i].dtype())?, + }) + }) + .collect::>()?; + + let device_type = match kind { + BackendKind::Cpu => tvm_ffi::DL_CPU, + BackendKind::Cuda => tvm_ffi::DL_CUDA, + BackendKind::Xpu => tvm_ffi::DL_ONEAPI, + }; + + let mut dl_tensors: Vec = prepared + .iter_mut() + .map(|p| DLTensor { + data: p.data, + device: DLDevice { + device_type, + device_id: 0, + }, + ndim: p.shape.len() as i32, + dtype: p.dtype, + shape: p.shape.as_mut_ptr(), + strides: p.strides.as_mut_ptr(), + byte_offset: 0, + }) + .collect(); + + let tvm_args: Vec = dl_tensors + .iter_mut() + .map(|dl| TVMFFIAny::from_dltensor(dl as *mut DLTensor)) + .collect(); + let mut result = TVMFFIAny::none(); + + let ret = unsafe { + func( + std::ptr::null_mut(), + tvm_args.as_ptr(), + tvm_args.len() as i32, + &mut result, + ) + }; + if ret != 0 { + return Err(err(format!("TVM FFI call `{symbol}` failed (rc {ret})"))); + } + Ok(()) + } +} diff --git a/kernels-rs/src/error.rs b/kernels-rs/src/error.rs new file mode 100644 index 00000000..14da2c29 --- /dev/null +++ b/kernels-rs/src/error.rs @@ -0,0 +1,20 @@ +#[derive(Debug, thiserror::Error)] +pub enum Error { + #[error("{0}")] + Kernel(String), + + #[error(transparent)] + Io(#[from] std::io::Error), + + #[error(transparent)] + Library(#[from] libloading::Error), + + #[error(transparent)] + Hub(#[from] huggingface_hub::HfError), + + #[cfg(feature = "candle")] + #[error(transparent)] + Candle(#[from] candle_core::Error), +} + +pub type Result = std::result::Result; diff --git a/kernels-rs/src/lib.rs b/kernels-rs/src/lib.rs new file mode 100644 index 00000000..74602a2e --- /dev/null +++ b/kernels-rs/src/lib.rs @@ -0,0 +1,150 @@ +pub mod backend; +#[cfg(feature = "candle")] +pub mod candle; +pub mod error; +pub mod runtime; +pub mod tvm_ffi; +pub mod variant; + +use std::path::Path; + +use huggingface_hub::blocking::HfApiSync; +use huggingface_hub::{DownloadFileParams, ListRepoTreeParams, RepoTreeEntry}; + +pub use backend::{Backend, BackendKind}; +pub use error::{Error, Result}; + +pub struct KernelModule { + _tvm_ffi: libloading::os::unix::Library, + kernel: libloading::Library, + backend: Backend, +} + +impl KernelModule { + fn load(so_path: &Path, backend: Backend) -> Result { + let tvm_ffi = runtime::load_tvm_ffi()?; + let kernel = runtime::load_kernel(so_path)?; + Ok(Self { + _tvm_ffi: tvm_ffi, + kernel, + backend, + }) + } + + pub fn backend(&self) -> &Backend { + &self.backend + } + + /// # Safety + /// `symbol` must name a function with the `TVMFFIFunc` signature. + pub unsafe fn get_func(&self, symbol: &[u8]) -> Result { + let sym: libloading::Symbol = unsafe { self.kernel.get(symbol)? }; + Ok(*sym) + } +} + +pub fn get_kernel(repo_id: &str, version: u32) -> Result { + get_kernel_for_backend(repo_id, version, backend::detect()) +} + +pub fn get_kernel_for_backend( + repo_id: &str, + version: u32, + kind: BackendKind, +) -> Result { + let api = HfApiSync::new().map_err(|e| Error::Kernel(format!("{e}")))?; + let revision = format!("v{version}"); + + let variants = variant::discover_remote(&api, repo_id, &revision)?; + if variants.is_empty() { + return Err(Error::Kernel(format!( + "no build variants found in {repo_id} (revision: {revision})" + ))); + } + + let variant = variant::resolve(&variants, kind)?; + let variant_prefix = format!("build/{}", variant.dir.display()); + + let files = collect_variant_files(&api, repo_id, &revision, &variant_prefix)?; + if files.is_empty() { + return Err(Error::Kernel(format!( + "no files found under {variant_prefix} in {repo_id}" + ))); + } + + let variant_dir = download_variant_files(&api, repo_id, &revision, &files)?; + let so_path = runtime::find_kernel_so(&variant_dir)?; + KernelModule::load(&so_path, variant.backend.clone()) +} + +pub fn get_local_kernel(repo_path: &Path) -> Result { + get_local_kernel_for_backend(repo_path, backend::detect()) +} + +pub fn get_local_kernel_for_backend(repo_path: &Path, kind: BackendKind) -> Result { + for base in [repo_path.to_path_buf(), repo_path.join("build")] { + let variants = variant::discover_local(&base); + if variants.is_empty() { + continue; + } + let variant = variant::resolve(&variants, kind)?; + let so_path = runtime::find_kernel_so(&variant.dir)?; + return KernelModule::load(&so_path, variant.backend.clone()); + } + + Err(Error::Kernel(format!( + "no kernel variants found in {}", + repo_path.display() + ))) +} + +fn collect_variant_files( + api: &HfApiSync, + repo_id: &str, + revision: &str, + prefix: &str, +) -> Result> { + let params = ListRepoTreeParams::builder() + .repo_id(repo_id) + .revision(revision) + .recursive(true) + .build(); + + let entries = api.list_repo_tree(¶ms)?; + + Ok(entries + .into_iter() + .filter_map(|entry| match entry { + RepoTreeEntry::File { path, .. } if path.starts_with(prefix) => Some(path), + _ => None, + }) + .collect()) +} + +fn download_variant_files( + api: &HfApiSync, + repo_id: &str, + revision: &str, + files: &[String], +) -> Result { + let cache_dir = runtime::cache_dir(); + std::fs::create_dir_all(&cache_dir)?; + + let mut variant_dir = None; + for file in files { + let params = DownloadFileParams::builder() + .repo_id(repo_id) + .filename(file) + .local_dir(cache_dir.clone()) + .revision(revision) + .build(); + + let path = api.download_file(¶ms)?; + + if variant_dir.is_none() { + variant_dir = path.parent().map(|p| p.to_path_buf()); + } + } + + variant_dir.ok_or_else(|| Error::Kernel("Cannot determine local variant directory".into())) +} diff --git a/kernels-rs/src/runtime.rs b/kernels-rs/src/runtime.rs new file mode 100644 index 00000000..d33b7b31 --- /dev/null +++ b/kernels-rs/src/runtime.rs @@ -0,0 +1,97 @@ +use std::path::{Path, PathBuf}; + +use walkdir::WalkDir; + +use crate::error::{Error, Result}; + +// Locate `libtvm_ffi.so` on the system in the following order +// +// 1. `$TVM_FFI_LIB` environment variable +// 2. Python `tvm_ffi` package via `python3 -c ...` +// 3. Recursive search under `$HOME` and `/nix/store` +// 4. Bare name (delegate to the dynamic linker / `LD_LIBRARY_PATH`) +pub fn find_tvm_ffi() -> Result { + if let Ok(p) = std::env::var("TVM_FFI_LIB") { + let path = PathBuf::from(p); + if path.exists() { + return Ok(path); + } + } + + if let Some(path) = find_tvm_ffi_via_python() { + return Ok(path); + } + + let home = std::env::var("HOME").unwrap_or_default(); + for root in [home.as_str(), "/nix/store"] { + if let Some(path) = find_file(Path::new(root), "libtvm_ffi.so") { + return Ok(path); + } + } + + Ok(PathBuf::from("libtvm_ffi.so")) +} + +fn find_tvm_ffi_via_python() -> Option { + let output = std::process::Command::new("python3") + .args([ + "-c", + "import tvm_ffi, pathlib; print(pathlib.Path(tvm_ffi.__file__).parent)", + ]) + .output() + .ok()?; + + if !output.status.success() { + return None; + } + + let pkg_dir = String::from_utf8_lossy(&output.stdout).trim().to_string(); + let so = PathBuf::from(&pkg_dir).join("lib/libtvm_ffi.so"); + so.exists().then_some(so) +} + +fn find_file(root: &Path, target: &str) -> Option { + WalkDir::new(root) + .max_depth(10) + .into_iter() + .filter_map(|e| e.ok()) + .find(|e| e.file_name().to_string_lossy() == target) + .map(|e| e.into_path()) +} + +pub fn load_tvm_ffi() -> Result { + let path = find_tvm_ffi()?; + unsafe { + libloading::os::unix::Library::open(Some(&path), libc::RTLD_NOW | libc::RTLD_GLOBAL) + .map_err(|e| Error::Kernel(format!("Cannot load libtvm_ffi.so from {path:?}: {e}"))) + } +} + +pub fn load_kernel(so_path: &Path) -> Result { + unsafe { libloading::Library::new(so_path).map_err(Into::into) } +} + +pub fn find_kernel_so(dir: &Path) -> Result { + for entry in std::fs::read_dir(dir)? { + let entry = entry?; + let name = entry.file_name(); + let name = name.to_string_lossy(); + if name.starts_with('_') && name.ends_with(".so") { + return Ok(entry.path()); + } + } + Err(Error::Kernel(format!( + "no kernel .so found in {}", + dir.display() + ))) +} + +pub fn cache_dir() -> PathBuf { + std::env::var("HF_HOME") + .map(PathBuf::from) + .unwrap_or_else(|_| { + let home = std::env::var("HOME").unwrap_or_else(|_| "/tmp".into()); + PathBuf::from(home).join(".cache/huggingface") + }) + .join("kernels") +} diff --git a/kernels-rs/src/tvm_ffi.rs b/kernels-rs/src/tvm_ffi.rs new file mode 100644 index 00000000..4fbd05af --- /dev/null +++ b/kernels-rs/src/tvm_ffi.rs @@ -0,0 +1,66 @@ +use std::ffi::c_void; + +pub const DL_CPU: i32 = 1; +pub const DL_CUDA: i32 = 2; +pub const DL_ONEAPI: i32 = 14; + +pub const DL_INT: u8 = 0; +pub const DL_UINT: u8 = 1; +pub const DL_FLOAT: u8 = 2; +pub const DL_BFLOAT: u8 = 4; + +#[repr(C)] +pub struct DLDevice { + pub device_type: i32, + pub device_id: i32, +} + +#[repr(C)] +#[derive(Clone, Copy)] +pub struct DLDataType { + pub code: u8, + pub bits: u8, + pub lanes: u16, +} + +#[repr(C)] +pub struct DLTensor { + pub data: *mut c_void, + pub device: DLDevice, + pub ndim: i32, + pub dtype: DLDataType, + pub shape: *mut i64, + pub strides: *mut i64, + pub byte_offset: u64, +} + +const TVMFFI_DLTENSOR_PTR: i32 = 7; + +#[repr(C)] +pub struct TVMFFIAny { + pub type_index: i32, + pub zero_padding: u32, + pub v_ptr: *mut c_void, +} + +impl TVMFFIAny { + pub fn from_dltensor(tensor: *mut DLTensor) -> Self { + Self { + type_index: TVMFFI_DLTENSOR_PTR, + zero_padding: 0, + v_ptr: tensor as *mut c_void, + } + } + + pub fn none() -> Self { + Self { + type_index: 0, + zero_padding: 0, + v_ptr: std::ptr::null_mut(), + } + } +} + +// Every `__tvm_ffi_*` export has this signature. +pub type TVMFFIFunc = + unsafe extern "C" fn(*mut c_void, *const TVMFFIAny, i32, *mut TVMFFIAny) -> i32; diff --git a/kernels-rs/src/variant.rs b/kernels-rs/src/variant.rs new file mode 100644 index 00000000..bfb04b0b --- /dev/null +++ b/kernels-rs/src/variant.rs @@ -0,0 +1,121 @@ +use std::path::{Path, PathBuf}; + +use huggingface_hub::blocking::HfApiSync; +use huggingface_hub::{ListRepoTreeParams, RepoTreeEntry}; + +use crate::backend::{self, Backend, BackendKind}; +use crate::error::{Error, Result}; + +#[derive(Debug)] +pub struct Variant { + pub dir: PathBuf, + pub backend: Backend, +} + +fn parse(name: &str, dir: PathBuf) -> Option { + let rest = name.strip_prefix("tvm-ffi")?; + let tag = rest.split('-').nth(1)?; + + let backend = match tag { + "cpu" => Backend::Cpu, + _ if tag.starts_with("cu") => { + let raw = tag.strip_prefix("cu")?; + if raw.len() < 2 { + return None; + } + let (major, minor) = raw.split_at(raw.len() - 1); + Backend::Cuda { + version: format!("{major}.{minor}"), + } + } + _ if tag.starts_with("xpu") => Backend::Xpu { + version: tag.strip_prefix("xpu")?.to_string(), + }, + _ => return None, + }; + + Some(Variant { dir, backend }) +} + +pub fn discover_local(base: &Path) -> Vec { + let Ok(entries) = std::fs::read_dir(base) else { + return Vec::new(); + }; + entries + .flatten() + .filter(|e| e.file_type().is_ok_and(|t| t.is_dir())) + .filter_map(|e| parse(&e.file_name().to_string_lossy(), e.path())) + .collect() +} + +pub fn discover_remote(api: &HfApiSync, repo_id: &str, revision: &str) -> Result> { + let params = ListRepoTreeParams::builder() + .repo_id(repo_id) + .revision(revision) + .recursive(true) + .build(); + + let entries = api.list_repo_tree(¶ms)?; + + Ok(entries + .into_iter() + .filter_map(|entry| match entry { + RepoTreeEntry::Directory { path, .. } => { + let name = path.strip_prefix("build/")?; + if name.contains('/') { + return None; + } + parse(name, PathBuf::from(name)) + } + _ => None, + }) + .collect()) +} + +// Pick the best variant for the given backend. +pub fn resolve(variants: &[Variant], kind: BackendKind) -> Result<&Variant> { + match kind { + BackendKind::Cpu => variants + .iter() + .find(|v| matches!(v.backend, Backend::Cpu)) + .ok_or_else(|| Error::Kernel("no CPU variant available".into())), + + BackendKind::Cuda => { + let system_ver = backend::detect_cuda_version() + .ok_or_else(|| Error::Kernel("CUDA requested but no runtime found".into()))?; + + let (sys_major, sys_minor) = parse_version(&system_ver); + + variants + .iter() + .filter_map(|v| match &v.backend { + Backend::Cuda { version } => { + let (major, minor) = parse_version(version); + if major == sys_major && minor <= sys_minor { + Some((v, minor)) + } else { + None + } + } + _ => None, + }) + .max_by_key(|(_, minor)| *minor) + .map(|(v, _)| v) + .ok_or_else(|| { + Error::Kernel(format!("no compatible CUDA variant for CUDA {system_ver}")) + }) + } + + BackendKind::Xpu => variants + .iter() + .find(|v| matches!(v.backend, Backend::Xpu { .. })) + .ok_or_else(|| Error::Kernel("no XPU variant available".into())), + } +} + +fn parse_version(ver: &str) -> (&str, u32) { + let mut parts = ver.splitn(2, '.'); + let major = parts.next().unwrap_or("0"); + let minor: u32 = parts.next().unwrap_or("0").parse().unwrap_or(0); + (major, minor) +}