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Add back the bf16 flash-attn kernels. (#730)

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This commit is contained in:
Laurent Mazare
2023-09-04 08:50:52 +02:00
committed by GitHub
parent 20512ba408
commit d0cdea95a5
4 changed files with 25 additions and 22 deletions
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18
candle-flash-attn/build.rs
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@ -6,7 +6,7 @@ use rayon::prelude::*;
use std::path::PathBuf; use std::path::PathBuf;
use std::str::FromStr; use std::str::FromStr;
const KERNEL_FILES: [&str; 9] = [ const KERNEL_FILES: [&str; 17] = [
"flash_api.cu", "flash_api.cu",
"flash_fwd_hdim128_fp16_sm80.cu", "flash_fwd_hdim128_fp16_sm80.cu",
"flash_fwd_hdim160_fp16_sm80.cu", "flash_fwd_hdim160_fp16_sm80.cu",
@ -16,14 +16,14 @@ const KERNEL_FILES: [&str; 9] = [
"flash_fwd_hdim32_fp16_sm80.cu", "flash_fwd_hdim32_fp16_sm80.cu",
"flash_fwd_hdim64_fp16_sm80.cu", "flash_fwd_hdim64_fp16_sm80.cu",
"flash_fwd_hdim96_fp16_sm80.cu", "flash_fwd_hdim96_fp16_sm80.cu",
// "flash_fwd_hdim128_bf16_sm80.cu", "flash_fwd_hdim128_bf16_sm80.cu",
// "flash_fwd_hdim160_bf16_sm80.cu", "flash_fwd_hdim160_bf16_sm80.cu",
// "flash_fwd_hdim192_bf16_sm80.cu", "flash_fwd_hdim192_bf16_sm80.cu",
// "flash_fwd_hdim224_bf16_sm80.cu", "flash_fwd_hdim224_bf16_sm80.cu",
// "flash_fwd_hdim256_bf16_sm80.cu", "flash_fwd_hdim256_bf16_sm80.cu",
// "flash_fwd_hdim32_bf16_sm80.cu", "flash_fwd_hdim32_bf16_sm80.cu",
// "flash_fwd_hdim64_bf16_sm80.cu", "flash_fwd_hdim64_bf16_sm80.cu",
// "flash_fwd_hdim96_bf16_sm80.cu", "flash_fwd_hdim96_bf16_sm80.cu",
]; ];
fn main() -> Result<()> { fn main() -> Result<()> {

26
candle-flash-attn/kernels/flash_api.cu
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@ -1,20 +1,19 @@
#include "flash_fwd_launch_template.h" #include "flash_fwd_launch_template.h"
// TODO: Switch back to handling bf16.
void run_mha_fwd(Flash_fwd_params &params, cudaStream_t stream) {
FWD_HEADDIM_SWITCH(params.d, [&] {
run_mha_fwd_<cutlass::half_t, kHeadDim>(params, stream);
});
}
// void run_mha_fwd(Flash_fwd_params &params, cudaStream_t stream) { // void run_mha_fwd(Flash_fwd_params &params, cudaStream_t stream) {
// FP16_SWITCH(!params.is_bf16, [&] { // FWD_HEADDIM_SWITCH(params.d, [&] {
// FWD_HEADDIM_SWITCH(params.d, [&] { // run_mha_fwd_<cutlass::half_t, kHeadDim>(params, stream);
// run_mha_fwd_<elem_type, kHeadDim>(params, stream);
// });
// }); // });
// } // }
void run_mha_fwd(Flash_fwd_params &params, cudaStream_t stream) {
FP16_SWITCH(!params.is_bf16, [&] {
FWD_HEADDIM_SWITCH(params.d, [&] {
run_mha_fwd_<elem_type, kHeadDim>(params, stream);
});
});
}
extern "C" void run_mha( extern "C" void run_mha(
void *q_ptr, void *q_ptr,
void *k_ptr, void *k_ptr,
@ -52,7 +51,8 @@ extern "C" void run_mha(
uint32_t seqlen_q_rounded, uint32_t seqlen_q_rounded,
uint32_t seqlen_k_rounded, uint32_t seqlen_k_rounded,
int is_causal int is_causal,
int is_bf16
) { ) {
Flash_fwd_params params; Flash_fwd_params params;
// Reset the parameters // Reset the parameters
@ -102,7 +102,7 @@ extern "C" void run_mha(
params.p_dropout_in_uint8_t = uint8_t(std::floor(params.p_dropout * 255.0)); params.p_dropout_in_uint8_t = uint8_t(std::floor(params.p_dropout * 255.0));
params.rp_dropout = 1.f / params.p_dropout; params.rp_dropout = 1.f / params.p_dropout;
params.scale_softmax_rp_dropout = params.rp_dropout * params.scale_softmax; params.scale_softmax_rp_dropout = params.rp_dropout * params.scale_softmax;
params.is_bf16 = 0; params.is_bf16 = is_bf16;
params.cu_seqlens_q = cu_seqlens_q_ptr; params.cu_seqlens_q = cu_seqlens_q_ptr;
params.cu_seqlens_k = cu_seqlens_k_ptr; params.cu_seqlens_k = cu_seqlens_k_ptr;
params.p_ptr = nullptr; // used for `return_softmax`. params.p_ptr = nullptr; // used for `return_softmax`.

1
candle-flash-attn/src/ffi.rs
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@ -38,6 +38,7 @@ extern "C" {
seqlen_k_rounded: u32, seqlen_k_rounded: u32,
is_causal: c_int, is_causal: c_int,
is_bf16: c_int,
); );
} }

2
candle-flash-attn/src/lib.rs
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@ -146,6 +146,7 @@ impl candle::CustomOp3 for FlashAttn {
/* seqlen_q_rounded */ seqlen_q_rounded as u32, /* seqlen_q_rounded */ seqlen_q_rounded as u32,
/* seqlen_k_rounded */ seqlen_k_rounded as u32, /* seqlen_k_rounded */ seqlen_k_rounded as u32,
/* is_causal */ causal, /* is_causal */ causal,
/* is_bf16 */ 0,
) )
} }
@ -354,6 +355,7 @@ impl candle::CustomOp3 for FlashAttnVarLen {
/* seqlen_q_rounded */ seqlen_q_rounded as u32, /* seqlen_q_rounded */ seqlen_q_rounded as u32,
/* seqlen_k_rounded */ seqlen_k_rounded as u32, /* seqlen_k_rounded */ seqlen_k_rounded as u32,
/* is_causal */ causal, /* is_causal */ causal,
/* is_bf16 */ 0,
) )
} }