gemma.cpp/gemma/flash_attention.h

65 lines
3.1 KiB
C++

// Copyright 2025 Google LLC
// SPDX-License-Identifier: Apache-2.0
//
// Licensed under the Apache License, Version 2.0 (the "License");
// you may not use this file except in compliance with the License.
// You may obtain a copy of the License at
//
// https://www.apache.org/licenses/LICENSE-2.0
//
// Unless required by applicable law or agreed to in writing, software
// distributed under the License is distributed on an "AS IS" BASIS,
// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
// See the License for the specific language governing permissions and
// limitations under the License.
#ifndef THIRD_PARTY_GEMMA_CPP_GEMMA_FLASH_ATTENTION_H_
#define THIRD_PARTY_GEMMA_CPP_GEMMA_FLASH_ATTENTION_H_
// Declares FlashAttention for all SIMD targets.
#include <stddef.h>
#include "gemma/gemma.h"
#include "hwy/highway.h"
namespace gcpp {
// Passed to HWY_VISIT_TARGETS; declares for one target.
#define GEMMA_DECL_FLASH_ATTENTION(TARGET, NAMESPACE) \
namespace NAMESPACE { \
void RMSNormAndPositionalEncoding( \
size_t num_tokens, const QBatch& qbatch, MatPtrT<float>& q, \
const MatPtrT<float>& query_norm_scale, size_t layer_idx, \
const AttentionActivationsPtrs& activations, ThreadingContext& ctx); \
\
void SingleFlashAttention(size_t start_pos, size_t last_pos, \
const float* HWY_RESTRICT q, \
const MatPtrT<KV_t>& k, const MatPtrT<KV_t>& v, \
size_t layer_idx, \
const AttentionActivationsPtrs& activations, \
float* HWY_RESTRICT att_out, \
ThreadingContext& ctx, size_t worker); \
\
size_t GetVTileSize(size_t kNF, size_t num_head_groups, size_t num_tokens, \
size_t total_tasks, size_t target_parallelism); \
\
void FlashAttention(size_t num_tokens, size_t target_parallelism, \
size_t layer_idx, \
const MatPtrT<float>& query_norm_scale, \
AttentionActivationsPtrs& activations, QBatch& qbatch, \
ThreadingContext& ctx); \
/* NOLINTNEXTLINE(google-readability-namespace-comments) */ \
} // namespace NAMESPACE
// Function declarations for each SIMD target. Allows direct call from the
// per-target namespace. We may later replace this with dynamic dispatch if
// the overhead is acceptable.
HWY_VISIT_TARGETS(GEMMA_DECL_FLASH_ATTENTION)
#undef GEMMA_DECL_FLASH_ATTENTION
} // namespace gcpp
#endif // THIRD_PARTY_GEMMA_CPP_GEMMA_FLASH_ATTENTION_H_