Fix fmt and some warnings #1
14
.drone.yml
Normal file
14
.drone.yml
Normal file
@ -0,0 +1,14 @@
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kind: pipeline
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name: default
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steps:
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- name: build
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image: rust
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commands:
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- cargo build --verbose --all
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- name: fmt-check
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image: rust
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commands:
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- rustup component add rustfmt
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- cargo fmt --all -- --check
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@ -42,19 +42,18 @@ impl Executor for RayonExecutor {
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(start..end)
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(start..end)
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.into_par_iter()
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.into_par_iter()
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.map(|x| x * step)
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.map(|x| x * step)
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.for_each(|x|f(x));
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.for_each(|x| f(x));
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}
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}
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}
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}
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pub struct ThreadPoolExecutor {
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pub struct ThreadPoolExecutor {
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thread_pool: threadpool::ThreadPool
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thread_pool: threadpool::ThreadPool,
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}
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}
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impl ThreadPoolExecutor {
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impl ThreadPoolExecutor {
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pub fn new() -> ThreadPoolExecutor {
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pub fn new() -> ThreadPoolExecutor {
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ThreadPoolExecutor {
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ThreadPoolExecutor {
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thread_pool: threadpool::Builder::new().build()
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thread_pool: threadpool::Builder::new().build(),
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}
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}
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}
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}
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}
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}
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146
src/gemm.rs
146
src/gemm.rs
@ -1,10 +1,12 @@
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use crate::aligned_alloc;
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use crate::aligned_alloc;
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use crate::matrix::{Number, Matrix, MatrixMut, MutMatrix, ConstMatrix, ConstTransposedMatrix, MutTransposedMatrix};
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use crate::kernel::params::single::{NC, MC, KC};
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use crate::kernel;
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use crate::kernel::GemmKernel;
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use crate::dim::Dim;
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use crate::dim::Dim;
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use crate::executor::Executor;
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use crate::executor::Executor;
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use crate::kernel;
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use crate::kernel::params::single::{KC, MC, NC};
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use crate::kernel::GemmKernel;
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use crate::matrix::{
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ConstMatrix, ConstTransposedMatrix, Matrix, MatrixMut, MutMatrix, MutTransposedMatrix, Number,
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};
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pub unsafe fn gemm<E, F, K, MR, NR>(
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pub unsafe fn gemm<E, F, K, MR, NR>(
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e: &E,
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e: &E,
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@ -22,70 +24,109 @@ pub unsafe fn gemm<E, F, K, MR, NR>(
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beta: F,
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beta: F,
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c: *mut F,
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c: *mut F,
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ldc: usize,
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ldc: usize,
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)
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) where
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where E: Executor,
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E: Executor,
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F: Number,
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F: Number,
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MR: Dim, NR: Dim,
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MR: Dim,
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NR: Dim,
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K: GemmKernel<F, MR, NR>,
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K: GemmKernel<F, MR, NR>,
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{
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{
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match (transa, transb, transc) {
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match (transa, transb, transc) {
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(false, false, false) => gemm_template::<E, F, K, MR, NR, _, _, _>(
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(false, false, false) => gemm_template::<E, F, K, MR, NR, _, _, _>(
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e, m, n, k, alpha,
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e,
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m,
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n,
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k,
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alpha,
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ConstMatrix::new(a, lda),
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ConstMatrix::new(a, lda),
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ConstMatrix::new(b, ldb),
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ConstMatrix::new(b, ldb),
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beta,
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beta,
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MutMatrix::new(c, ldc)),
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MutMatrix::new(c, ldc),
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),
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(false, false, true) => gemm_template::<E, F, K, MR, NR, _, _, _>(
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(false, false, true) => gemm_template::<E, F, K, MR, NR, _, _, _>(
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e, m, n, k, alpha,
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e,
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m,
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n,
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k,
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alpha,
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ConstMatrix::new(a, lda),
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ConstMatrix::new(a, lda),
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ConstMatrix::new(b, ldb),
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ConstMatrix::new(b, ldb),
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beta,
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beta,
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MutTransposedMatrix::new(c, ldc)),
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MutTransposedMatrix::new(c, ldc),
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),
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(false, true, false) => gemm_template::<E, F, K, MR, NR, _, _, _>(
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(false, true, false) => gemm_template::<E, F, K, MR, NR, _, _, _>(
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e, m, n, k, alpha,
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e,
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m,
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n,
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k,
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alpha,
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ConstMatrix::new(a, lda),
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ConstMatrix::new(a, lda),
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ConstTransposedMatrix::new(b, ldb),
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ConstTransposedMatrix::new(b, ldb),
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beta,
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beta,
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MutMatrix::new(c, ldc)),
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MutMatrix::new(c, ldc),
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),
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(false, true, true) => gemm_template::<E, F, K, MR, NR, _, _, _>(
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(false, true, true) => gemm_template::<E, F, K, MR, NR, _, _, _>(
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e, m, n, k, alpha,
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e,
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m,
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n,
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k,
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alpha,
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ConstMatrix::new(a, lda),
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ConstMatrix::new(a, lda),
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ConstTransposedMatrix::new(b, ldb),
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ConstTransposedMatrix::new(b, ldb),
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beta,
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beta,
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MutTransposedMatrix::new(c, ldc)),
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MutTransposedMatrix::new(c, ldc),
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),
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(true, false, false) => gemm_template::<E, F, K, MR, NR, _, _, _>(
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(true, false, false) => gemm_template::<E, F, K, MR, NR, _, _, _>(
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e, m, n, k, alpha,
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e,
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m,
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n,
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k,
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alpha,
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ConstTransposedMatrix::new(a, lda),
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ConstTransposedMatrix::new(a, lda),
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ConstMatrix::new(b, ldb),
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ConstMatrix::new(b, ldb),
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beta,
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beta,
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MutMatrix::new(c, ldc)),
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MutMatrix::new(c, ldc),
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),
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(true, false, true) => gemm_template::<E, F, K, MR, NR, _, _, _>(
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(true, false, true) => gemm_template::<E, F, K, MR, NR, _, _, _>(
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e, m, n, k, alpha,
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e,
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m,
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n,
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k,
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alpha,
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ConstTransposedMatrix::new(a, lda),
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ConstTransposedMatrix::new(a, lda),
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ConstMatrix::new(b, ldb),
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ConstMatrix::new(b, ldb),
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beta,
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beta,
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MutTransposedMatrix::new(c, ldc)),
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MutTransposedMatrix::new(c, ldc),
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),
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(true, true, false) => gemm_template::<E, F, K, MR, NR, _, _, _>(
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(true, true, false) => gemm_template::<E, F, K, MR, NR, _, _, _>(
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e, m, n, k, alpha,
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e,
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m,
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n,
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k,
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alpha,
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ConstTransposedMatrix::new(a, lda),
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ConstTransposedMatrix::new(a, lda),
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ConstTransposedMatrix::new(b, ldb),
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ConstTransposedMatrix::new(b, ldb),
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beta,
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beta,
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MutMatrix::new(c, ldc)),
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MutMatrix::new(c, ldc),
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),
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(true, true, true) => gemm_template::<E, F, K, MR, NR, _, _, _>(
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(true, true, true) => gemm_template::<E, F, K, MR, NR, _, _, _>(
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e, m, n, k, alpha,
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e,
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m,
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n,
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k,
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alpha,
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ConstTransposedMatrix::new(a, lda),
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ConstTransposedMatrix::new(a, lda),
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ConstTransposedMatrix::new(b, ldb),
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ConstTransposedMatrix::new(b, ldb),
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beta,
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beta,
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MutTransposedMatrix::new(c, ldc)),
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MutTransposedMatrix::new(c, ldc),
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),
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}
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}
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}
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}
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@ -98,11 +139,12 @@ unsafe fn gemm_template<E, F, K, MR, NR, A, B, C>(
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a: A,
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a: A,
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b: B,
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b: B,
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beta: F,
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beta: F,
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c: C
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c: C,
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)
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) where
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where E: Executor,
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E: Executor,
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F: Number,
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F: Number,
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MR: Dim, NR: Dim,
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MR: Dim,
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NR: Dim,
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K: GemmKernel<F, MR, NR>,
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K: GemmKernel<F, MR, NR>,
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A: Matrix<F>,
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A: Matrix<F>,
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B: Matrix<F>,
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B: Matrix<F>,
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@ -133,7 +175,7 @@ where E: Executor,
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c.sub(j, i),
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c.sub(j, i),
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pa,
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pa,
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pb,
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pb,
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i == 0
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i == 0,
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);
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);
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}
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}
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}
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}
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@ -172,8 +214,8 @@ unsafe fn inner_kernel<E, F, K, MR, NR, A, B, C>(
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pa: MutMatrix<F>,
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pa: MutMatrix<F>,
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pb: MutMatrix<F>,
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pb: MutMatrix<F>,
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first_time: bool,
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first_time: bool,
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)
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) where
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where E: Executor,
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E: Executor,
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F: Number,
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F: Number,
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MR: Dim,
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MR: Dim,
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NR: Dim,
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NR: Dim,
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@ -181,7 +223,6 @@ unsafe fn inner_kernel<E, F, K, MR, NR, A, B, C>(
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A: Matrix<F>,
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A: Matrix<F>,
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B: Matrix<F>,
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B: Matrix<F>,
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C: MatrixMut<F>,
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C: MatrixMut<F>,
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{
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{
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let n_left = n % NR::DIM;
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let n_left = n % NR::DIM;
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let n_main = n - n_left;
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let n_main = n - n_left;
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@ -190,33 +231,24 @@ unsafe fn inner_kernel<E, F, K, MR, NR, A, B, C>(
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let m_main = m - m_left;
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let m_main = m - m_left;
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if first_time {
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if first_time {
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e.execute(0, n_main, NR::DIM, move |j|
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e.execute(0, n_main, NR::DIM, move |_j| K::pack_row_b(b, pb));
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K::pack_row_b(b, pb));
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}
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}
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e.execute(0, m_main, MR::DIM, move |i|
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e.execute(0, m_main, MR::DIM, move |i| {
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K::pack_row_a(a.sub_col(i), pa.sub_row(i)));
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K::pack_row_a(a.sub_col(i), pa.sub_row(i))
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});
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e.synchronize();
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e.synchronize();
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e.execute(0, n_main, NR::DIM, move |j| {
|
e.execute(0, n_main, NR::DIM, move |j| {
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// Section TL
|
// Section TL
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for i in (0..m_main).step_by(MR::DIM) {
|
for i in (0..m_main).step_by(MR::DIM) {
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K::main_tl(alpha,
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K::main_tl(alpha, pa.sub_row(i), pb.sub_row(j), beta, c.sub(j, i));
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pa.sub_row(i),
|
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pb.sub_row(j),
|
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beta,
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c.sub(j, i));
|
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}
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}
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|
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// Section TR
|
// Section TR
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for i in m_main..m {
|
for i in m_main..m {
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K::sup_tr(
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K::sup_tr(alpha, a.sub_col(i), pb.sub_row(j), beta, c.sub(j, i));
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alpha,
|
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a.sub_col(i),
|
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pb.sub_row(j),
|
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beta,
|
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c.sub(j, i));
|
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}
|
}
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});
|
});
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|
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@ -225,27 +257,15 @@ unsafe fn inner_kernel<E, F, K, MR, NR, A, B, C>(
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let i = ji % m_main;
|
let i = ji % m_main;
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|
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// Section BL
|
// Section BL
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K::sup_bl(
|
K::sup_bl(alpha, pa.sub_row(i), b.sub_row(j), beta, c.sub(j, i));
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alpha,
|
|
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pa.sub_row(i),
|
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b.sub_row(j),
|
|
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beta,
|
|
||||||
c.sub(j, i)
|
|
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);
|
|
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});
|
});
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|
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// Section BR
|
// Section BR
|
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for j in n_main..n {
|
for j in n_main..n {
|
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for i in m_main..m {
|
for i in m_main..m {
|
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K::sup_br(
|
K::sup_br(k, alpha, a.sub_col(i), b.sub_row(j), beta, c.sub(j, i))
|
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k,
|
}
|
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alpha,
|
|
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a.sub_col(i),
|
|
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b.sub_row(j),
|
|
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beta,
|
|
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c.sub(j, i))
|
|
||||||
}
|
}
|
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};
|
|
||||||
|
|
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e.synchronize();
|
e.synchronize();
|
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}
|
}
|
@ -1,16 +1,16 @@
|
|||||||
use super::fma::fmadd_ps;
|
use super::fma::fmadd_ps;
|
||||||
use super::intrinsics::*;
|
use super::intrinsics::*;
|
||||||
use crate::kernel::params::single::{MR, NR};
|
use crate::kernel::params::single::{MR, NR};
|
||||||
use crate::matrix::{Matrix, MutMatrix, MatrixMut};
|
use crate::matrix::{Matrix, MatrixMut, MutMatrix};
|
||||||
use crunchy::unroll;
|
use crunchy::unroll;
|
||||||
|
|
||||||
#[inline]
|
#[inline]
|
||||||
pub(crate) unsafe fn sgemm_ukr_16x8<C: MatrixMut<f32>>(
|
pub(crate) unsafe fn sgemm_ukr_16x8<C: MatrixMut<f32>>(
|
||||||
k: usize,
|
k: usize,
|
||||||
alpha: f32,
|
_alpha: f32,
|
||||||
pa: MutMatrix<f32>,
|
pa: MutMatrix<f32>,
|
||||||
pb: MutMatrix<f32>,
|
pb: MutMatrix<f32>,
|
||||||
beta: f32,
|
_beta: f32,
|
||||||
c: C,
|
c: C,
|
||||||
) {
|
) {
|
||||||
let mut mt00 = _mm256_setzero_ps();
|
let mut mt00 = _mm256_setzero_ps();
|
||||||
@ -75,7 +75,6 @@ pub(crate) unsafe fn sgemm_ukr_16x8<C: MatrixMut<f32>>(
|
|||||||
pb = pb.add(BATCH * NR);
|
pb = pb.add(BATCH * NR);
|
||||||
}
|
}
|
||||||
|
|
||||||
|
|
||||||
for _ in k_main..k {
|
for _ in k_main..k {
|
||||||
let a0 = _mm256_load_ps(pa);
|
let a0 = _mm256_load_ps(pa);
|
||||||
let a1 = _mm256_load_ps(pa.add(8));
|
let a1 = _mm256_load_ps(pa.add(8));
|
||||||
@ -192,10 +191,10 @@ pub(crate) unsafe fn sgemm_ukr_16x8<C: MatrixMut<f32>>(
|
|||||||
|
|
||||||
pub(crate) unsafe fn sgemm_sup_16x1<B: Matrix<f32>, C: MatrixMut<f32>>(
|
pub(crate) unsafe fn sgemm_sup_16x1<B: Matrix<f32>, C: MatrixMut<f32>>(
|
||||||
k: usize,
|
k: usize,
|
||||||
alpha: f32,
|
_alpha: f32,
|
||||||
pa: MutMatrix<f32>,
|
pa: MutMatrix<f32>,
|
||||||
b: B,
|
b: B,
|
||||||
beta: f32,
|
_beta: f32,
|
||||||
c: C,
|
c: C,
|
||||||
) {
|
) {
|
||||||
let mut mt0 = _mm256_setzero_ps();
|
let mut mt0 = _mm256_setzero_ps();
|
||||||
|
@ -6,15 +6,16 @@ pub mod l1s;
|
|||||||
pub mod l3d;
|
pub mod l3d;
|
||||||
pub mod l3s;
|
pub mod l3s;
|
||||||
|
|
||||||
use core::marker::PhantomData;
|
|
||||||
use crate::matrix::{Number, MutMatrix, Matrix, MatrixMut};
|
|
||||||
use crate::kernel::{GemmKernel, GemmKernelSupNr, GemmKernelSupMr, GemmKernelSup};
|
|
||||||
use crate::dim::*;
|
use crate::dim::*;
|
||||||
|
use crate::kernel::{GemmKernel, GemmKernelSup, GemmKernelSupMr, GemmKernelSupNr};
|
||||||
|
use crate::matrix::{Matrix, MatrixMut, MutMatrix, Number};
|
||||||
|
use core::marker::PhantomData;
|
||||||
|
|
||||||
pub struct AvxKernel<F: Number, I>(PhantomData<fn(F, I)>);
|
pub struct AvxKernel<F: Number, I>(PhantomData<fn(F, I)>);
|
||||||
|
|
||||||
impl<I> GemmKernelSupNr<f32, A5> for AvxKernel<f32, I>
|
impl<I> GemmKernelSupNr<f32, A5> for AvxKernel<f32, I>
|
||||||
where I: GemmKernelSupNr<f32, A5>
|
where
|
||||||
|
I: GemmKernelSupNr<f32, A5>,
|
||||||
{
|
{
|
||||||
#[inline]
|
#[inline]
|
||||||
unsafe fn sup_tr<A: Matrix<f32>, C: MatrixMut<f32>>(
|
unsafe fn sup_tr<A: Matrix<f32>, C: MatrixMut<f32>>(
|
||||||
@ -29,7 +30,8 @@ impl<I> GemmKernelSupNr<f32, A5> for AvxKernel<f32, I>
|
|||||||
}
|
}
|
||||||
|
|
||||||
impl<I> GemmKernelSupMr<f32, A16> for AvxKernel<f32, I>
|
impl<I> GemmKernelSupMr<f32, A16> for AvxKernel<f32, I>
|
||||||
where I: GemmKernelSupMr<f32, A16>
|
where
|
||||||
|
I: GemmKernelSupMr<f32, A16>,
|
||||||
{
|
{
|
||||||
#[inline]
|
#[inline]
|
||||||
unsafe fn sup_bl<B: Matrix<f32>, C: MatrixMut<f32>>(
|
unsafe fn sup_bl<B: Matrix<f32>, C: MatrixMut<f32>>(
|
||||||
@ -44,7 +46,8 @@ impl<I> GemmKernelSupMr<f32, A16> for AvxKernel<f32, I>
|
|||||||
}
|
}
|
||||||
|
|
||||||
impl<I> GemmKernelSup<f32> for AvxKernel<f32, I>
|
impl<I> GemmKernelSup<f32> for AvxKernel<f32, I>
|
||||||
where I: GemmKernelSup<f32>
|
where
|
||||||
|
I: GemmKernelSup<f32>,
|
||||||
{
|
{
|
||||||
#[inline]
|
#[inline]
|
||||||
unsafe fn sup_br<A: Matrix<f32>, B: Matrix<f32>, C: MatrixMut<f32>>(
|
unsafe fn sup_br<A: Matrix<f32>, B: Matrix<f32>, C: MatrixMut<f32>>(
|
||||||
@ -60,7 +63,8 @@ impl<I> GemmKernelSup<f32> for AvxKernel<f32, I>
|
|||||||
}
|
}
|
||||||
|
|
||||||
impl<I> GemmKernel<f32, A16, A5> for AvxKernel<f32, I>
|
impl<I> GemmKernel<f32, A16, A5> for AvxKernel<f32, I>
|
||||||
where I: GemmKernel<f32, A16, A5>
|
where
|
||||||
|
I: GemmKernel<f32, A16, A5>,
|
||||||
{
|
{
|
||||||
#[inline]
|
#[inline]
|
||||||
unsafe fn pack_row_a<A: Matrix<f32>>(a: A, pa: MutMatrix<f32>) {
|
unsafe fn pack_row_a<A: Matrix<f32>>(a: A, pa: MutMatrix<f32>) {
|
||||||
|
@ -1,13 +1,12 @@
|
|||||||
use crate::kernel::params::single::NR;
|
use crate::kernel::params::single::NR;
|
||||||
use crate::matrix::{MutMatrix, Matrix, MatrixMut};
|
use crate::matrix::{Matrix, MatrixMut, MutMatrix};
|
||||||
|
|
||||||
|
|
||||||
pub(crate) unsafe fn sgemm_sup_1x8<A: Matrix<f32>, C: MatrixMut<f32>>(
|
pub(crate) unsafe fn sgemm_sup_1x8<A: Matrix<f32>, C: MatrixMut<f32>>(
|
||||||
k: usize,
|
k: usize,
|
||||||
alpha: f32,
|
_alpha: f32,
|
||||||
a: A,
|
a: A,
|
||||||
pb: MutMatrix<f32>,
|
pb: MutMatrix<f32>,
|
||||||
beta: f32,
|
_beta: f32,
|
||||||
c: C,
|
c: C,
|
||||||
) {
|
) {
|
||||||
let mut c0 = 0.0f32;
|
let mut c0 = 0.0f32;
|
||||||
|
@ -1,9 +1,9 @@
|
|||||||
pub mod l3d;
|
pub mod l3d;
|
||||||
pub mod l3s;
|
pub mod l3s;
|
||||||
|
|
||||||
use crate::matrix::{Matrix, MatrixMut, MutMatrix};
|
|
||||||
use crate::kernel::{GemmKernel, GemmKernelSupNr, GemmKernelSupMr, GemmKernelSup};
|
|
||||||
use crate::dim::*;
|
use crate::dim::*;
|
||||||
|
use crate::kernel::{GemmKernel, GemmKernelSup, GemmKernelSupMr, GemmKernelSupNr};
|
||||||
|
use crate::matrix::{Matrix, MatrixMut, MutMatrix};
|
||||||
|
|
||||||
pub struct GenericKernel;
|
pub struct GenericKernel;
|
||||||
|
|
||||||
@ -16,24 +16,18 @@ impl GemmKernelSupNr<f32, A5> for GenericKernel {
|
|||||||
beta: f32,
|
beta: f32,
|
||||||
c: C,
|
c: C,
|
||||||
) {
|
) {
|
||||||
self::l3s::sgemm_sup_1x8(
|
self::l3s::sgemm_sup_1x8(pb.stride, alpha, a, pb, beta, c)
|
||||||
pb.stride,
|
|
||||||
alpha,
|
|
||||||
a,
|
|
||||||
pb,
|
|
||||||
beta,
|
|
||||||
c)
|
|
||||||
}
|
}
|
||||||
}
|
}
|
||||||
|
|
||||||
impl GemmKernelSupMr<f32, A16> for GenericKernel {
|
impl GemmKernelSupMr<f32, A16> for GenericKernel {
|
||||||
#[inline]
|
#[inline]
|
||||||
unsafe fn sup_bl<B: Matrix<f32>, C: MatrixMut<f32>>(
|
unsafe fn sup_bl<B: Matrix<f32>, C: MatrixMut<f32>>(
|
||||||
alpha: f32,
|
_alpha: f32,
|
||||||
pa: MutMatrix<f32>,
|
_pa: MutMatrix<f32>,
|
||||||
b: B,
|
_b: B,
|
||||||
beta: f32,
|
_beta: f32,
|
||||||
c: C,
|
_c: C,
|
||||||
) {
|
) {
|
||||||
unimplemented!()
|
unimplemented!()
|
||||||
}
|
}
|
||||||
@ -66,7 +60,6 @@ impl GemmKernelSup<f32> for GenericKernel {
|
|||||||
}
|
}
|
||||||
|
|
||||||
impl GemmKernel<f32, A16, A5> for GenericKernel {
|
impl GemmKernel<f32, A16, A5> for GenericKernel {
|
||||||
|
|
||||||
#[inline]
|
#[inline]
|
||||||
unsafe fn pack_row_a<A: Matrix<f32>>(a: A, pa: MutMatrix<f32>) {
|
unsafe fn pack_row_a<A: Matrix<f32>>(a: A, pa: MutMatrix<f32>) {
|
||||||
if a.is_transposed() {
|
if a.is_transposed() {
|
||||||
@ -87,11 +80,11 @@ impl GemmKernel<f32, A16, A5> for GenericKernel {
|
|||||||
|
|
||||||
#[inline]
|
#[inline]
|
||||||
unsafe fn main_tl<C: MatrixMut<f32>>(
|
unsafe fn main_tl<C: MatrixMut<f32>>(
|
||||||
alpha: f32,
|
_alpha: f32,
|
||||||
pa: MutMatrix<f32>,
|
_pa: MutMatrix<f32>,
|
||||||
pb: MutMatrix<f32>,
|
_pb: MutMatrix<f32>,
|
||||||
beta: f32,
|
_beta: f32,
|
||||||
c: C,
|
_c: C,
|
||||||
) {
|
) {
|
||||||
unimplemented!()
|
unimplemented!()
|
||||||
}
|
}
|
||||||
|
@ -6,14 +6,14 @@ pub mod avx;
|
|||||||
pub mod generic;
|
pub mod generic;
|
||||||
pub mod sse;
|
pub mod sse;
|
||||||
|
|
||||||
use crate::matrix::{Number, Matrix, MatrixMut, MutMatrix};
|
|
||||||
use crate::dim::Dim;
|
use crate::dim::Dim;
|
||||||
|
use crate::matrix::{Matrix, MatrixMut, MutMatrix, Number};
|
||||||
|
|
||||||
pub mod params {
|
pub mod params {
|
||||||
pub mod single {
|
pub mod single {
|
||||||
pub const MC: usize = 128;
|
pub const MC: usize = 128;
|
||||||
pub const KC: usize = 256;
|
pub const KC: usize = 256;
|
||||||
pub const NC: usize = 8*1024;
|
pub const NC: usize = 8 * 1024;
|
||||||
pub const MR: usize = 16;
|
pub const MR: usize = 16;
|
||||||
pub const NR: usize = 5;
|
pub const NR: usize = 5;
|
||||||
}
|
}
|
||||||
@ -70,15 +70,11 @@ pub trait GemmKernelSupNr<F: Number, NR: Dim> {
|
|||||||
);
|
);
|
||||||
}
|
}
|
||||||
|
|
||||||
pub trait GemmKernel<F: Number, MR: Dim, NR: Dim>: GemmKernelSupMr<F, MR> + GemmKernelSupNr<F, NR> + GemmKernelSup<F> {
|
pub trait GemmKernel<F: Number, MR: Dim, NR: Dim>:
|
||||||
|
GemmKernelSupMr<F, MR> + GemmKernelSupNr<F, NR> + GemmKernelSup<F>
|
||||||
|
{
|
||||||
unsafe fn pack_row_a<A: Matrix<F>>(a: A, pa: MutMatrix<F>);
|
unsafe fn pack_row_a<A: Matrix<F>>(a: A, pa: MutMatrix<F>);
|
||||||
unsafe fn pack_row_b<B: Matrix<F>>(b: B, pb: MutMatrix<F>);
|
unsafe fn pack_row_b<B: Matrix<F>>(b: B, pb: MutMatrix<F>);
|
||||||
|
|
||||||
unsafe fn main_tl<C: MatrixMut<F>>(
|
unsafe fn main_tl<C: MatrixMut<F>>(alpha: F, pa: MutMatrix<F>, pb: MutMatrix<F>, beta: F, c: C);
|
||||||
alpha: F,
|
|
||||||
pa: MutMatrix<F>,
|
|
||||||
pb: MutMatrix<F>,
|
|
||||||
beta: F,
|
|
||||||
c: C,
|
|
||||||
);
|
|
||||||
}
|
}
|
@ -1,3 +1,5 @@
|
|||||||
|
#![allow(dead_code)]
|
||||||
|
|
||||||
use super::intrinsics::*;
|
use super::intrinsics::*;
|
||||||
|
|
||||||
#[cfg(target_feature = "fma")]
|
#[cfg(target_feature = "fma")]
|
||||||
|
@ -1,3 +1,5 @@
|
|||||||
|
#![allow(dead_code)]
|
||||||
|
|
||||||
use super::fma::fmadd_pd;
|
use super::fma::fmadd_pd;
|
||||||
use super::intrinsics::*;
|
use super::intrinsics::*;
|
||||||
|
|
||||||
|
@ -1,3 +1,5 @@
|
|||||||
|
#![allow(dead_code)]
|
||||||
|
|
||||||
use super::fma::fmadd_ps;
|
use super::fma::fmadd_ps;
|
||||||
use super::intrinsics::*;
|
use super::intrinsics::*;
|
||||||
use crate::kernel::params::single::NR;
|
use crate::kernel::params::single::NR;
|
||||||
@ -5,10 +7,10 @@ use crate::matrix::{Matrix, MatrixMut, MutMatrix};
|
|||||||
|
|
||||||
pub(crate) unsafe fn sgemm_sup_1x8<A: Matrix<f32>, C: MatrixMut<f32>>(
|
pub(crate) unsafe fn sgemm_sup_1x8<A: Matrix<f32>, C: MatrixMut<f32>>(
|
||||||
k: usize,
|
k: usize,
|
||||||
alpha: f32,
|
_alpha: f32,
|
||||||
a: A,
|
a: A,
|
||||||
pb: MutMatrix<f32>,
|
pb: MutMatrix<f32>,
|
||||||
beta: f32,
|
_beta: f32,
|
||||||
c: C,
|
c: C,
|
||||||
) {
|
) {
|
||||||
let mut c0_3 = _mm_setzero_ps();
|
let mut c0_3 = _mm_setzero_ps();
|
||||||
@ -69,11 +71,11 @@ pub(crate) unsafe fn sgemm_sup_1x8<A: Matrix<f32>, C: MatrixMut<f32>>(
|
|||||||
|
|
||||||
pub(crate) unsafe fn sgemm_sup_1x8_t(
|
pub(crate) unsafe fn sgemm_sup_1x8_t(
|
||||||
k: usize,
|
k: usize,
|
||||||
alpha: f32,
|
_alpha: f32,
|
||||||
a: *const f32,
|
a: *const f32,
|
||||||
lda: usize,
|
_lda: usize,
|
||||||
pb: *const f32,
|
pb: *const f32,
|
||||||
beta: f32,
|
_beta: f32,
|
||||||
c: *mut f32,
|
c: *mut f32,
|
||||||
ldc: usize,
|
ldc: usize,
|
||||||
) {
|
) {
|
||||||
|
@ -6,16 +6,16 @@ mod intrinsics;
|
|||||||
// pub mod l3d;
|
// pub mod l3d;
|
||||||
pub mod l3s;
|
pub mod l3s;
|
||||||
|
|
||||||
use core::marker::PhantomData;
|
|
||||||
use crate::matrix::{Number, MutMatrix, Matrix, MatrixMut};
|
|
||||||
use crate::kernel::{GemmKernel, GemmKernelSupNr, GemmKernelSupMr, GemmKernelSup};
|
|
||||||
use crate::dim::*;
|
use crate::dim::*;
|
||||||
|
use crate::kernel::{GemmKernel, GemmKernelSup, GemmKernelSupMr, GemmKernelSupNr};
|
||||||
|
use crate::matrix::{Matrix, MatrixMut, MutMatrix, Number};
|
||||||
|
use core::marker::PhantomData;
|
||||||
|
|
||||||
pub struct SseKernel<F: Number, I>(PhantomData<fn(F, I)>);
|
pub struct SseKernel<F: Number, I>(PhantomData<fn(F, I)>);
|
||||||
|
|
||||||
impl<I> GemmKernelSupNr<f32, A5> for SseKernel<f32, I>
|
impl<I> GemmKernelSupNr<f32, A5> for SseKernel<f32, I>
|
||||||
where I: GemmKernelSupNr<f32, A5>
|
where
|
||||||
|
I: GemmKernelSupNr<f32, A5>,
|
||||||
{
|
{
|
||||||
#[inline]
|
#[inline]
|
||||||
unsafe fn sup_tr<A: Matrix<f32>, C: MatrixMut<f32>>(
|
unsafe fn sup_tr<A: Matrix<f32>, C: MatrixMut<f32>>(
|
||||||
@ -30,7 +30,8 @@ impl<I> GemmKernelSupNr<f32, A5> for SseKernel<f32, I>
|
|||||||
}
|
}
|
||||||
|
|
||||||
impl<I> GemmKernelSupMr<f32, A16> for SseKernel<f32, I>
|
impl<I> GemmKernelSupMr<f32, A16> for SseKernel<f32, I>
|
||||||
where I: GemmKernelSupMr<f32, A16>
|
where
|
||||||
|
I: GemmKernelSupMr<f32, A16>,
|
||||||
{
|
{
|
||||||
#[inline]
|
#[inline]
|
||||||
unsafe fn sup_bl<B: Matrix<f32>, C: MatrixMut<f32>>(
|
unsafe fn sup_bl<B: Matrix<f32>, C: MatrixMut<f32>>(
|
||||||
@ -45,7 +46,8 @@ impl<I> GemmKernelSupMr<f32, A16> for SseKernel<f32, I>
|
|||||||
}
|
}
|
||||||
|
|
||||||
impl<I> GemmKernelSup<f32> for SseKernel<f32, I>
|
impl<I> GemmKernelSup<f32> for SseKernel<f32, I>
|
||||||
where I: GemmKernelSup<f32>
|
where
|
||||||
|
I: GemmKernelSup<f32>,
|
||||||
{
|
{
|
||||||
#[inline]
|
#[inline]
|
||||||
unsafe fn sup_br<A: Matrix<f32>, B: Matrix<f32>, C: MatrixMut<f32>>(
|
unsafe fn sup_br<A: Matrix<f32>, B: Matrix<f32>, C: MatrixMut<f32>>(
|
||||||
@ -61,7 +63,8 @@ impl<I> GemmKernelSup<f32> for SseKernel<f32, I>
|
|||||||
}
|
}
|
||||||
|
|
||||||
impl<I> GemmKernel<f32, A16, A5> for SseKernel<f32, I>
|
impl<I> GemmKernel<f32, A16, A5> for SseKernel<f32, I>
|
||||||
where I: GemmKernel<f32, A16, A5>
|
where
|
||||||
|
I: GemmKernel<f32, A16, A5>,
|
||||||
{
|
{
|
||||||
#[inline]
|
#[inline]
|
||||||
unsafe fn pack_row_a<A: Matrix<f32>>(a: A, pa: MutMatrix<f32>) {
|
unsafe fn pack_row_a<A: Matrix<f32>>(a: A, pa: MutMatrix<f32>) {
|
||||||
|
@ -1,10 +1,10 @@
|
|||||||
pub mod matrix;
|
|
||||||
pub mod gemm;
|
|
||||||
mod sgemm;
|
|
||||||
mod aligned_alloc;
|
mod aligned_alloc;
|
||||||
pub mod kernel;
|
|
||||||
pub mod dim;
|
pub mod dim;
|
||||||
pub mod executor;
|
pub mod executor;
|
||||||
|
pub mod gemm;
|
||||||
|
pub mod kernel;
|
||||||
|
pub mod matrix;
|
||||||
|
mod sgemm;
|
||||||
|
|
||||||
#[cfg(test)]
|
#[cfg(test)]
|
||||||
extern crate blas;
|
extern crate blas;
|
||||||
@ -13,5 +13,4 @@ extern crate openblas;
|
|||||||
#[cfg(test)]
|
#[cfg(test)]
|
||||||
mod test;
|
mod test;
|
||||||
|
|
||||||
|
|
||||||
pub use crate::sgemm::sgemm;
|
pub use crate::sgemm::sgemm;
|
||||||
|
@ -1,4 +1,3 @@
|
|||||||
|
|
||||||
pub trait Number: core::fmt::Display + Copy + Send + Sync + 'static {}
|
pub trait Number: core::fmt::Display + Copy + Send + Sync + 'static {}
|
||||||
|
|
||||||
impl Number for f32 {}
|
impl Number for f32 {}
|
||||||
@ -32,7 +31,7 @@ pub trait MatrixMut<F: Number>: Matrix<F> {
|
|||||||
#[derive(Copy, Clone)]
|
#[derive(Copy, Clone)]
|
||||||
pub struct ConstMatrix<F: Number> {
|
pub struct ConstMatrix<F: Number> {
|
||||||
pub stride: usize,
|
pub stride: usize,
|
||||||
pub ptr: *const F
|
pub ptr: *const F,
|
||||||
}
|
}
|
||||||
|
|
||||||
unsafe impl<F: Number> Send for ConstMatrix<F> {}
|
unsafe impl<F: Number> Send for ConstMatrix<F> {}
|
||||||
@ -49,7 +48,7 @@ impl<F: Number> Matrix<F> for ConstMatrix<F> {
|
|||||||
unsafe fn sub(&self, row: usize, col: usize) -> Self {
|
unsafe fn sub(&self, row: usize, col: usize) -> Self {
|
||||||
Self {
|
Self {
|
||||||
ptr: self.index(row, col),
|
ptr: self.index(row, col),
|
||||||
stride: self.stride
|
stride: self.stride,
|
||||||
}
|
}
|
||||||
}
|
}
|
||||||
|
|
||||||
@ -57,7 +56,7 @@ impl<F: Number> Matrix<F> for ConstMatrix<F> {
|
|||||||
unsafe fn sub_col(&self, col: usize) -> Self {
|
unsafe fn sub_col(&self, col: usize) -> Self {
|
||||||
Self {
|
Self {
|
||||||
ptr: self.col(col),
|
ptr: self.col(col),
|
||||||
stride: self.stride
|
stride: self.stride,
|
||||||
}
|
}
|
||||||
}
|
}
|
||||||
|
|
||||||
@ -65,7 +64,7 @@ impl<F: Number> Matrix<F> for ConstMatrix<F> {
|
|||||||
unsafe fn sub_row(&self, row: usize) -> Self {
|
unsafe fn sub_row(&self, row: usize) -> Self {
|
||||||
Self {
|
Self {
|
||||||
ptr: self.row(row),
|
ptr: self.row(row),
|
||||||
stride: self.stride
|
stride: self.stride,
|
||||||
}
|
}
|
||||||
}
|
}
|
||||||
|
|
||||||
@ -128,7 +127,7 @@ impl<F: Number> Matrix<F> for ConstMatrix<F> {
|
|||||||
#[derive(Copy, Clone)]
|
#[derive(Copy, Clone)]
|
||||||
pub struct ConstTransposedMatrix<F: Number> {
|
pub struct ConstTransposedMatrix<F: Number> {
|
||||||
pub stride: usize,
|
pub stride: usize,
|
||||||
pub ptr: *const F
|
pub ptr: *const F,
|
||||||
}
|
}
|
||||||
|
|
||||||
unsafe impl<F: Number> Send for ConstTransposedMatrix<F> {}
|
unsafe impl<F: Number> Send for ConstTransposedMatrix<F> {}
|
||||||
@ -145,7 +144,7 @@ impl<F: Number> Matrix<F> for ConstTransposedMatrix<F> {
|
|||||||
unsafe fn sub(&self, row: usize, col: usize) -> Self {
|
unsafe fn sub(&self, row: usize, col: usize) -> Self {
|
||||||
Self {
|
Self {
|
||||||
ptr: self.index(row, col),
|
ptr: self.index(row, col),
|
||||||
stride: self.stride
|
stride: self.stride,
|
||||||
}
|
}
|
||||||
}
|
}
|
||||||
|
|
||||||
@ -153,7 +152,7 @@ impl<F: Number> Matrix<F> for ConstTransposedMatrix<F> {
|
|||||||
unsafe fn sub_col(&self, col: usize) -> Self {
|
unsafe fn sub_col(&self, col: usize) -> Self {
|
||||||
Self {
|
Self {
|
||||||
ptr: self.col(col),
|
ptr: self.col(col),
|
||||||
stride: self.stride
|
stride: self.stride,
|
||||||
}
|
}
|
||||||
}
|
}
|
||||||
|
|
||||||
@ -161,7 +160,7 @@ impl<F: Number> Matrix<F> for ConstTransposedMatrix<F> {
|
|||||||
unsafe fn sub_row(&self, row: usize) -> Self {
|
unsafe fn sub_row(&self, row: usize) -> Self {
|
||||||
Self {
|
Self {
|
||||||
ptr: self.row(row),
|
ptr: self.row(row),
|
||||||
stride: self.stride
|
stride: self.stride,
|
||||||
}
|
}
|
||||||
}
|
}
|
||||||
|
|
||||||
@ -224,7 +223,7 @@ impl<F: Number> Matrix<F> for ConstTransposedMatrix<F> {
|
|||||||
#[derive(Copy, Clone)]
|
#[derive(Copy, Clone)]
|
||||||
pub struct MutMatrix<F: Number> {
|
pub struct MutMatrix<F: Number> {
|
||||||
pub stride: usize,
|
pub stride: usize,
|
||||||
pub ptr: *mut F
|
pub ptr: *mut F,
|
||||||
}
|
}
|
||||||
|
|
||||||
unsafe impl<F: Number> Send for MutMatrix<F> {}
|
unsafe impl<F: Number> Send for MutMatrix<F> {}
|
||||||
@ -241,7 +240,7 @@ impl<F: Number> Matrix<F> for MutMatrix<F> {
|
|||||||
unsafe fn sub(&self, row: usize, col: usize) -> Self {
|
unsafe fn sub(&self, row: usize, col: usize) -> Self {
|
||||||
Self {
|
Self {
|
||||||
ptr: self.index_mut(row, col),
|
ptr: self.index_mut(row, col),
|
||||||
stride: self.stride
|
stride: self.stride,
|
||||||
}
|
}
|
||||||
}
|
}
|
||||||
|
|
||||||
@ -249,7 +248,7 @@ impl<F: Number> Matrix<F> for MutMatrix<F> {
|
|||||||
unsafe fn sub_col(&self, col: usize) -> Self {
|
unsafe fn sub_col(&self, col: usize) -> Self {
|
||||||
Self {
|
Self {
|
||||||
ptr: self.col_mut(col),
|
ptr: self.col_mut(col),
|
||||||
stride: self.stride
|
stride: self.stride,
|
||||||
}
|
}
|
||||||
}
|
}
|
||||||
|
|
||||||
@ -257,7 +256,7 @@ impl<F: Number> Matrix<F> for MutMatrix<F> {
|
|||||||
unsafe fn sub_row(&self, row: usize) -> Self {
|
unsafe fn sub_row(&self, row: usize) -> Self {
|
||||||
Self {
|
Self {
|
||||||
ptr: self.row_mut(row),
|
ptr: self.row_mut(row),
|
||||||
stride: self.stride
|
stride: self.stride,
|
||||||
}
|
}
|
||||||
}
|
}
|
||||||
|
|
||||||
@ -347,7 +346,7 @@ impl<F: Number> MatrixMut<F> for MutMatrix<F> {
|
|||||||
#[derive(Copy, Clone)]
|
#[derive(Copy, Clone)]
|
||||||
pub struct MutTransposedMatrix<F: Number> {
|
pub struct MutTransposedMatrix<F: Number> {
|
||||||
pub stride: usize,
|
pub stride: usize,
|
||||||
pub ptr: *mut F
|
pub ptr: *mut F,
|
||||||
}
|
}
|
||||||
|
|
||||||
unsafe impl<F: Number> Send for MutTransposedMatrix<F> {}
|
unsafe impl<F: Number> Send for MutTransposedMatrix<F> {}
|
||||||
@ -364,7 +363,7 @@ impl<F: Number> Matrix<F> for MutTransposedMatrix<F> {
|
|||||||
unsafe fn sub(&self, row: usize, col: usize) -> Self {
|
unsafe fn sub(&self, row: usize, col: usize) -> Self {
|
||||||
Self {
|
Self {
|
||||||
ptr: self.index_mut(row, col),
|
ptr: self.index_mut(row, col),
|
||||||
stride: self.stride
|
stride: self.stride,
|
||||||
}
|
}
|
||||||
}
|
}
|
||||||
|
|
||||||
@ -372,7 +371,7 @@ impl<F: Number> Matrix<F> for MutTransposedMatrix<F> {
|
|||||||
unsafe fn sub_col(&self, col: usize) -> Self {
|
unsafe fn sub_col(&self, col: usize) -> Self {
|
||||||
Self {
|
Self {
|
||||||
ptr: self.col_mut(col),
|
ptr: self.col_mut(col),
|
||||||
stride: self.stride
|
stride: self.stride,
|
||||||
}
|
}
|
||||||
}
|
}
|
||||||
|
|
||||||
@ -380,7 +379,7 @@ impl<F: Number> Matrix<F> for MutTransposedMatrix<F> {
|
|||||||
unsafe fn sub_row(&self, row: usize) -> Self {
|
unsafe fn sub_row(&self, row: usize) -> Self {
|
||||||
Self {
|
Self {
|
||||||
ptr: self.row_mut(row),
|
ptr: self.row_mut(row),
|
||||||
stride: self.stride
|
stride: self.stride,
|
||||||
}
|
}
|
||||||
}
|
}
|
||||||
|
|
||||||
@ -440,7 +439,6 @@ impl<F: Number> Matrix<F> for MutTransposedMatrix<F> {
|
|||||||
}
|
}
|
||||||
}
|
}
|
||||||
|
|
||||||
|
|
||||||
impl<F: Number> MatrixMut<F> for MutTransposedMatrix<F> {
|
impl<F: Number> MatrixMut<F> for MutTransposedMatrix<F> {
|
||||||
#[inline]
|
#[inline]
|
||||||
unsafe fn set(&self, row: usize, col: usize, value: F) {
|
unsafe fn set(&self, row: usize, col: usize, value: F) {
|
||||||
@ -467,5 +465,3 @@ impl<F: Number> MatrixMut<F> for MutTransposedMatrix<F> {
|
|||||||
self.ptr
|
self.ptr
|
||||||
}
|
}
|
||||||
}
|
}
|
||||||
|
|
||||||
|
|
||||||
|
12
src/sgemm.rs
12
src/sgemm.rs
@ -1,8 +1,7 @@
|
|||||||
|
|
||||||
use crate::kernel::avx::AvxKernel;
|
|
||||||
use crate::kernel::generic::GenericKernel;
|
|
||||||
use crate::dim::*;
|
use crate::dim::*;
|
||||||
use crate::executor::Executor;
|
use crate::executor::Executor;
|
||||||
|
use crate::kernel::avx::AvxKernel;
|
||||||
|
use crate::kernel::generic::GenericKernel;
|
||||||
|
|
||||||
pub unsafe fn sgemm<E: Executor>(
|
pub unsafe fn sgemm<E: Executor>(
|
||||||
e: &E,
|
e: &E,
|
||||||
@ -22,9 +21,6 @@ pub unsafe fn sgemm<E: Executor>(
|
|||||||
ldc: usize,
|
ldc: usize,
|
||||||
) {
|
) {
|
||||||
crate::gemm::gemm::<E, f32, AvxKernel<f32, GenericKernel>, A16, A5>(
|
crate::gemm::gemm::<E, f32, AvxKernel<f32, GenericKernel>, A16, A5>(
|
||||||
e,
|
e, transa, transb, transc, m, n, k, alpha, a, lda, b, ldb, beta, c, ldc,
|
||||||
transa, transb, transc,
|
);
|
||||||
m, n, k, alpha,
|
|
||||||
a, lda, b, ldb,
|
|
||||||
beta, c, ldc);
|
|
||||||
}
|
}
|
@ -1,11 +1,9 @@
|
|||||||
use rand::Rng;
|
|
||||||
|
|
||||||
const M_LEN: usize = 17;
|
const M_LEN: usize = 17;
|
||||||
const N_LEN: usize = 6;
|
const N_LEN: usize = 6;
|
||||||
const K_LEN: usize = 4;
|
const K_LEN: usize = 4;
|
||||||
|
|
||||||
fn make_matrices() -> (Vec<f32>, Vec<f32>, Vec<f32>, Vec<f32>) {
|
fn make_matrices() -> (Vec<f32>, Vec<f32>, Vec<f32>, Vec<f32>) {
|
||||||
let mut rng = rand::thread_rng();
|
let _rng = rand::thread_rng();
|
||||||
|
|
||||||
let (m, n, k) = (M_LEN, N_LEN, K_LEN);
|
let (m, n, k) = (M_LEN, N_LEN, K_LEN);
|
||||||
|
|
||||||
@ -38,7 +36,6 @@ fn make_matrices() -> (Vec<f32>, Vec<f32>, Vec<f32>, Vec<f32>) {
|
|||||||
(a, a_t, b, b_t)
|
(a, a_t, b, b_t)
|
||||||
}
|
}
|
||||||
|
|
||||||
|
|
||||||
unsafe fn sgemm_ref(
|
unsafe fn sgemm_ref(
|
||||||
m: usize,
|
m: usize,
|
||||||
n: usize,
|
n: usize,
|
||||||
@ -75,7 +72,6 @@ unsafe fn sgemm_ref(
|
|||||||
// }
|
// }
|
||||||
}
|
}
|
||||||
|
|
||||||
|
|
||||||
#[test]
|
#[test]
|
||||||
fn test_sgemm_nn() {
|
fn test_sgemm_nn() {
|
||||||
let (m, n, k) = (M_LEN, N_LEN, K_LEN);
|
let (m, n, k) = (M_LEN, N_LEN, K_LEN);
|
||||||
@ -133,7 +129,6 @@ fn test_sgemm_nn() {
|
|||||||
);
|
);
|
||||||
}
|
}
|
||||||
|
|
||||||
|
|
||||||
for row in 0..N_LEN {
|
for row in 0..N_LEN {
|
||||||
for col in 0..M_LEN {
|
for col in 0..M_LEN {
|
||||||
let index = row * M_LEN + col;
|
let index = row * M_LEN + col;
|
||||||
@ -160,16 +155,24 @@ fn test_sgemm_nn() {
|
|||||||
|
|
||||||
let (a, b) = (c[index], cref[index]);
|
let (a, b) = (c[index], cref[index]);
|
||||||
|
|
||||||
assert!(feq(a, b), "a != b, a[{}, {}]={}, b[{}, {}]={}", row, col, a, row, col, b);
|
assert!(
|
||||||
|
feq(a, b),
|
||||||
|
"a != b, a[{}, {}]={}, b[{}, {}]={}",
|
||||||
|
row,
|
||||||
|
col,
|
||||||
|
a,
|
||||||
|
row,
|
||||||
|
col,
|
||||||
|
b
|
||||||
|
);
|
||||||
}
|
}
|
||||||
}
|
}
|
||||||
|
|
||||||
}
|
}
|
||||||
|
|
||||||
#[test]
|
#[test]
|
||||||
fn test_sgemm_nt() {
|
fn test_sgemm_nt() {
|
||||||
let (m, n, k) = (M_LEN, N_LEN, K_LEN);
|
let (m, n, k) = (M_LEN, N_LEN, K_LEN);
|
||||||
let (a, _, b, b_t) = make_matrices();
|
let (a, _, _b, b_t) = make_matrices();
|
||||||
|
|
||||||
let mut c = vec![0.0; m * n];
|
let mut c = vec![0.0; m * n];
|
||||||
let mut cref = vec![0.0; m * n];
|
let mut cref = vec![0.0; m * n];
|
||||||
@ -216,16 +219,24 @@ fn test_sgemm_nt() {
|
|||||||
for col in 0..M_LEN {
|
for col in 0..M_LEN {
|
||||||
let index = row * M_LEN + col;
|
let index = row * M_LEN + col;
|
||||||
let (a, b) = (c[index], cref[index]);
|
let (a, b) = (c[index], cref[index]);
|
||||||
assert!(feq(a, b), "a != b, a[{}, {}]={}, b[{}, {}]={}", row, col, a, row, col, b);
|
assert!(
|
||||||
|
feq(a, b),
|
||||||
|
"a != b, a[{}, {}]={}, b[{}, {}]={}",
|
||||||
|
row,
|
||||||
|
col,
|
||||||
|
a,
|
||||||
|
row,
|
||||||
|
col,
|
||||||
|
b
|
||||||
|
);
|
||||||
}
|
}
|
||||||
}
|
}
|
||||||
}
|
}
|
||||||
|
|
||||||
|
|
||||||
#[test]
|
#[test]
|
||||||
fn test_sgemm_tn() {
|
fn test_sgemm_tn() {
|
||||||
let (m, n, k) = (M_LEN, N_LEN, K_LEN);
|
let (m, n, k) = (M_LEN, N_LEN, K_LEN);
|
||||||
let (a, a_t, b, _) = make_matrices();
|
let (_a, a_t, b, _) = make_matrices();
|
||||||
|
|
||||||
let mut c = vec![0.0; m * n];
|
let mut c = vec![0.0; m * n];
|
||||||
let mut cref = vec![0.0; m * n];
|
let mut cref = vec![0.0; m * n];
|
||||||
@ -272,16 +283,24 @@ fn test_sgemm_tn() {
|
|||||||
for col in 0..M_LEN {
|
for col in 0..M_LEN {
|
||||||
let index = row * M_LEN + col;
|
let index = row * M_LEN + col;
|
||||||
let (a, b) = (c[index], cref[index]);
|
let (a, b) = (c[index], cref[index]);
|
||||||
assert!(feq(a, b), "a != b, a[{}, {}]={}, b[{}, {}]={}", row, col, a, row, col, b);
|
assert!(
|
||||||
|
feq(a, b),
|
||||||
|
"a != b, a[{}, {}]={}, b[{}, {}]={}",
|
||||||
|
row,
|
||||||
|
col,
|
||||||
|
a,
|
||||||
|
row,
|
||||||
|
col,
|
||||||
|
b
|
||||||
|
);
|
||||||
}
|
}
|
||||||
}
|
}
|
||||||
}
|
}
|
||||||
|
|
||||||
|
|
||||||
#[test]
|
#[test]
|
||||||
fn test_sgemm_tt() {
|
fn test_sgemm_tt() {
|
||||||
let (m, n, k) = (M_LEN, N_LEN, K_LEN);
|
let (m, n, k) = (M_LEN, N_LEN, K_LEN);
|
||||||
let (a, a_t, b, b_t) = make_matrices();
|
let (_a, a_t, _b, b_t) = make_matrices();
|
||||||
|
|
||||||
let mut c = vec![0.0; m * n];
|
let mut c = vec![0.0; m * n];
|
||||||
let mut cref = vec![0.0; m * n];
|
let mut cref = vec![0.0; m * n];
|
||||||
@ -328,7 +347,16 @@ fn test_sgemm_tt() {
|
|||||||
for col in 0..M_LEN {
|
for col in 0..M_LEN {
|
||||||
let index = row * M_LEN + col;
|
let index = row * M_LEN + col;
|
||||||
let (a, b) = (c[index], cref[index]);
|
let (a, b) = (c[index], cref[index]);
|
||||||
assert!(feq(a, b), "a != b, a[{}, {}]={}, b[{}, {}]={}", row, col, a, row, col, b);
|
assert!(
|
||||||
|
feq(a, b),
|
||||||
|
"a != b, a[{}, {}]={}, b[{}, {}]={}",
|
||||||
|
row,
|
||||||
|
col,
|
||||||
|
a,
|
||||||
|
row,
|
||||||
|
col,
|
||||||
|
b
|
||||||
|
);
|
||||||
}
|
}
|
||||||
}
|
}
|
||||||
}
|
}
|
||||||
|
Loading…
Reference in New Issue
Block a user