gemma.cpp/gemma/kv_cache.cc

74 lines
2.7 KiB
C++

// Copyright 2024 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.
#include "gemma/kv_cache.h"
#include "gemma/common.h" // CallForModel
#include "hwy/aligned_allocator.h"
#include "hwy/base.h" // ZeroBytes
namespace gcpp {
namespace {
template <class TConfig>
struct CreateKVCache {
KVCache operator()(size_t prefill_tbatch_size) const {
KVCache kv_cache = {};
const size_t size_cache_pos = CachePosSize<TConfig>()();
if (size_cache_pos != 0) {
// Allocate more so that prefill can always access one batch, even if
// near the end of the sequence.
kv_cache.seq_len = TConfig::kSeqLen + prefill_tbatch_size;
kv_cache.kv_cache =
hwy::AllocateAligned<float>(kv_cache.seq_len * size_cache_pos);
}
// TODO(patrickms): Add query batching support for Griffin.
if (TConfig::kGriffinLayers) {
constexpr size_t kConv1dWidth = TConfig::kConv1dWidth;
const size_t conv1d_cache_size =
TConfig::kGriffinLayers * (kConv1dWidth == 0 ? 0 : kConv1dWidth - 1) *
TConfig::kModelDim;
if (conv1d_cache_size != 0) {
kv_cache.conv1d_cache = hwy::AllocateAligned<float>(conv1d_cache_size);
hwy::ZeroBytes(kv_cache.conv1d_cache.get(),
conv1d_cache_size * sizeof(kv_cache.conv1d_cache[0]));
}
const size_t rglru_cache_size =
TConfig::kGriffinLayers * TConfig::kModelDim;
if (rglru_cache_size != 0) {
kv_cache.rglru_cache = hwy::AllocateAligned<float>(rglru_cache_size);
hwy::ZeroBytes(kv_cache.rglru_cache.get(),
rglru_cache_size * sizeof(kv_cache.rglru_cache[0]));
}
} // kGriffinLayers
return kv_cache;
}
};
} // namespace
// prefill_tbatch_size is the maximum number of tokens from one query to
// prefill at a time.
KVCache KVCache::Create(Model model_type, size_t prefill_tbatch_size) {
// TWeight=float is a placeholder and unused because CreateKVCache does not
// use TConfig::Weight.
return CallForModel</*TWeight=*/float, CreateKVCache>(model_type,
prefill_tbatch_size);
}
} // namespace gcpp