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#[macro_use] extern crate derive_new; extern crate lazy_static; extern crate libc; extern crate log; #[macro_use] extern crate objekt; extern crate num_traits; #[cfg(test)] extern crate proptest; pub mod align; pub mod f16; #[macro_use] pub mod frame; mod generic; #[cfg(target_arch = "x86_64")] pub mod x86_64_fma; #[cfg(target_arch = "aarch64")] pub mod arm64; #[cfg(any(target_arch = "arm", target_arch = "armv7"))] pub mod arm32; pub use self::frame::mmm; pub use self::frame::sigmoid; pub use self::frame::tanh; pub use self::frame::vecmatmul; pub struct Ops { pub svmm: Box<dyn Fn(usize, usize) -> Box<dyn vecmatmul::VecMatMul<f32>> + Send + Sync>, pub smmm: Box< dyn Fn(usize, usize, usize) -> Box<dyn mmm::MatMatMul<f32, f32, f32, f32>> + Send + Sync, >, pub qmmm_i8_i32: Box< dyn Fn(usize, usize, usize) -> Box<dyn mmm::QMatMatMul<i8, i8, i32, i32>> + Send + Sync, >, pub qmmm_u8_i32: Box< dyn Fn(usize, usize, usize) -> Box<dyn mmm::QMatMatMul<u8, u8, i32, i32>> + Send + Sync, >, pub ssigmoid: Box<dyn Fn() -> Box<dyn sigmoid::Sigmoid<f32>> + Send + Sync>, pub stanh: Box<dyn Fn() -> Box<dyn tanh::Tanh<f32>> + Send + Sync>, } pub fn generic() -> Ops { Ops { svmm: Box::new(|k, n| { Box::new(vecmatmul::PackedVecMatMul::<generic::SVecMatMul8, f32>::new(k, n)) }), smmm: Box::new(|m, k, n| { Box::new(mmm::MatMatMulImpl::< generic::GenericMmm4x4<f32, f32, f32, f32>, f32, f32, f32, f32, >::new(m, k, n)) }), qmmm_i8_i32: Box::new(|m, k, n| { Box::new(mmm::QMatMatMulImpl::from(mmm::MatMatMulImpl::< generic::GenericMmm4x4<i8, i8, i32, i32>, i8, i8, i32, i32, >::new(m, k, n))) }), qmmm_u8_i32: Box::new(|m, k, n| { Box::new(mmm::QMatMatMulImpl::from(mmm::MatMatMulImpl::< generic::GenericMmm4x4<u8, u8, i32, i32>, u8, u8, i32, i32, >::new(m, k, n))) }), ssigmoid: Box::new(|| Box::new(sigmoid::SigmoidImpl::<generic::SSigmoid4, f32>::new())), stanh: Box::new(|| Box::new(tanh::TanhImpl::<generic::STanh4, f32>::new())), } } #[allow(unreachable_code, unused_mut)] pub fn best() -> Ops { let mut ops = generic(); #[cfg(target_arch = "x86_64")] { if is_x86_feature_detected!("fma") { ops.smmm = Box::new(|m, k, n| { Box::new( mmm::MatMatMulImpl::<x86_64_fma::mmm::SMatMatMul16x6, f32, f32, f32, f32>::new( m, k, n, ), ) }); log::info!("x86_64/fma activated"); } } #[cfg(any(target_arch = "arm", target_arch = "armv7"))] arm32::plug(&mut ops); #[cfg(target_arch = "aarch64")] arm64::plug(&mut ops); return ops; } lazy_static::lazy_static! { static ref OPS: Ops = { best() }; } pub fn ops() -> &'static Ops { &*OPS } #[cfg(test)] pub(crate) fn check_close( found: &[f32], expected: &[f32], ) -> proptest::test_runner::TestCaseResult { proptest::prop_assert!( found.iter().zip(expected.iter()).all(|(a, b)| (a - b).abs() < 0.001), "found: {:?} expected: {:?}", found, expected ); Ok(()) }