Softmax implementation for cuda. (#747)

This commit is contained in:
Laurent Mazare
2023-09-05 19:38:03 +02:00
committed by GitHub
parent 94c6a8d3d3
commit a0d65585db
2 changed files with 61 additions and 18 deletions

View File

@ -1,7 +1,7 @@
use crate::backend::{BackendDevice, BackendStorage};
use crate::op::{BinaryOpT, CmpOp, ReduceOp, UnaryOpT};
use crate::{CpuStorage, DType, Layout, Result, Shape, WithDType};
use candle_kernels as kernels;
pub use candle_kernels as kernels;
pub use cudarc;
use cudarc::cublas::{Gemm, GemmConfig, StridedBatchedConfig};
use cudarc::driver::{
@ -383,7 +383,7 @@ impl BackendDevice for CudaDevice {
}
#[derive(Debug)]
enum CudaStorageSlice {
pub enum CudaStorageSlice {
U8(CudaSlice<u8>),
U32(CudaSlice<u32>),
I64(CudaSlice<i64>),
@ -394,7 +394,7 @@ enum CudaStorageSlice {
}
type S = CudaStorageSlice;
trait Map1 {
pub trait Map1 {
fn f<T: DeviceRepr + WithDType + ValidAsZeroBits>(
&self,
src: &CudaSlice<T>,
@ -416,7 +416,7 @@ trait Map1 {
}
}
trait Map2 {
pub trait Map2 {
fn f<T: DeviceRepr + WithDType + ValidAsZeroBits>(
&self,
src1: &CudaSlice<T>,
@ -441,7 +441,7 @@ trait Map2 {
}
}
trait Map2InPlace {
pub trait Map2InPlace {
fn f<T: DeviceRepr + WithDType + ValidAsZeroBits>(
&self,
dst: &mut CudaSlice<T>,
@ -472,7 +472,7 @@ trait Map2InPlace {
}
}
trait Map1Any {
pub trait Map1Any {
fn f<T: DeviceRepr + WithDType + ValidAsZeroBits, W: Fn(CudaSlice<T>) -> S>(
&self,
src: &CudaSlice<T>,
@ -495,7 +495,7 @@ trait Map1Any {
}
}
trait Map2Any {
pub trait Map2Any {
fn f<T: DeviceRepr + WithDType + ValidAsZeroBits>(
&self,
src1: &CudaSlice<T>,
@ -532,7 +532,7 @@ impl Map1 for Clone {
}
}
fn kernel_name<T: WithDType>(root: &str) -> String {
pub fn kernel_name<T: WithDType>(root: &str) -> String {
let dtype = T::DTYPE.as_str();
format!("{root}_{dtype}")
}
@ -1310,8 +1310,8 @@ fn slice_src_and_dst<'a, T>(
#[derive(Debug)]
pub struct CudaStorage {
slice: CudaStorageSlice,
device: CudaDevice,
pub slice: CudaStorageSlice,
pub device: CudaDevice,
}
pub trait CudaDType: Sized {