gemma.cpp/gemma/kv_cache.cc

67 lines
2.1 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 <stddef.h>
#include <vector>
#include "gemma/configs.h"
#include "gemma/gemma_args.h"
#include "util/mat.h" // ZeroInit
#include "hwy/base.h" // HWY_MAX
namespace gcpp {
// Number of rows for KV cache. Note that both rows and cols are u32, and
// the total number of elements can exceed 2^32.
static size_t CappedSeqLen(const ModelConfig& config,
const InferenceArgs& inference_args) {
if (inference_args.seq_len > config.max_seq_len) {
HWY_WARN("Capping seq_len %zu to config.max_seq_len %u.",
inference_args.seq_len, config.max_seq_len);
return config.max_seq_len;
}
return inference_args.seq_len;
}
KVCache::KVCache(const Extents2D& kv_extents, const Allocator& allocator)
: kv_cache("kv", kv_extents, allocator, MatPadding::kOdd),
allocator_(allocator) {}
KVCache::KVCache(const ModelConfig& config, const InferenceArgs& inference_args,
const Allocator& allocator)
: KVCache(
Extents2D(CappedSeqLen(config, inference_args), config.KVCacheCols()),
allocator) {}
KVCache KVCache::Copy() {
KVCache copy(kv_cache.Extents(), allocator_);
CopyMat(kv_cache, copy.kv_cache);
return copy;
}
std::vector<KVCachePtr> ToKVCachePtrs(const hwy::Span<KVCache>& kv_caches) {
std::vector<KVCachePtr> ptrs;
ptrs.reserve(kv_caches.size());
for (size_t i = 0; i < kv_caches.size(); ++i) {
ptrs.push_back(kv_caches[i].ToPtr());
}
return ptrs;
}
} // namespace gcpp