TensorRT-LLMs/cpp/include/tensorrt_llm/batch_manager/kvCacheConfig.h
2025-03-11 21:13:42 +08:00

108 lines
4.7 KiB
C++

/*
* SPDX-FileCopyrightText: Copyright (c) 2022-2024 NVIDIA CORPORATION & AFFILIATES. All rights reserved.
* 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
*
* http://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.
*/
#pragma once
#include "tensorrt_llm/executor/executor.h"
#include "tensorrt_llm/runtime/common.h"
#include <optional>
namespace tensorrt_llm::batch_manager::kv_cache_manager
{
enum class CacheType
{
kSELF = 0,
kCROSS = 1,
kSELFKONLY = 2,
};
//! @brief Encapsulates parameters to configure paged KV cache.
class KvCacheConfig
{
public:
using SizeType32 = tensorrt_llm::runtime::SizeType32;
explicit KvCacheConfig(std::optional<SizeType32> maxTokens = std::nullopt,
std::optional<std::vector<SizeType32>> maxAttentionWindowVec = std::nullopt,
std::optional<SizeType32> sinkTokenLength = std::nullopt,
std::optional<float> freeGpuMemoryFraction = std::nullopt, bool enableBlockReuse = true, bool useUvm = false,
std::optional<size_t> hostCacheSize = std::nullopt, bool onboardBlocks = true,
std::optional<float> crossKvCacheFraction = std::nullopt,
std::optional<SizeType32> secondaryOffloadMinPriority = std::nullopt, size_t eventBufferMaxSize = 0,
bool enablePartialReuse = true, bool copyOnPartialReuse = true)
: maxTokens{maxTokens}
, maxAttentionWindowVec{std::move(maxAttentionWindowVec)}
, sinkTokenLength{sinkTokenLength}
, freeGpuMemoryFraction{freeGpuMemoryFraction}
, enableBlockReuse(enableBlockReuse)
, useUvm(useUvm)
, hostCacheSize(hostCacheSize)
, onboardBlocks(onboardBlocks)
, crossKvCacheFraction{crossKvCacheFraction}
, secondaryOffloadMinPriority(secondaryOffloadMinPriority)
, eventBufferMaxSize(eventBufferMaxSize)
, enablePartialReuse(enablePartialReuse)
, copyOnPartialReuse(copyOnPartialReuse)
{
}
explicit KvCacheConfig(executor::KvCacheConfig const& kvCacheConfig)
: KvCacheConfig(kvCacheConfig.getMaxTokens(), kvCacheConfig.getMaxAttentionWindowVec(),
kvCacheConfig.getSinkTokenLength(), kvCacheConfig.getFreeGpuMemoryFraction(),
kvCacheConfig.getEnableBlockReuse(), false, kvCacheConfig.getHostCacheSize(),
kvCacheConfig.getOnboardBlocks(), kvCacheConfig.getCrossKvCacheFraction(),
kvCacheConfig.getSecondaryOffloadMinPriority(), kvCacheConfig.getEventBufferMaxSize(),
kvCacheConfig.getEnablePartialReuse(), kvCacheConfig.getCopyOnPartialReuse())
{
}
bool operator==(KvCacheConfig const& other) const
{
return maxTokens == other.maxTokens && maxAttentionWindowVec == other.maxAttentionWindowVec
&& sinkTokenLength == other.sinkTokenLength && freeGpuMemoryFraction == other.freeGpuMemoryFraction
&& enableBlockReuse == other.enableBlockReuse && useUvm == other.useUvm
&& hostCacheSize == other.hostCacheSize && onboardBlocks == other.onboardBlocks
&& crossKvCacheFraction == other.crossKvCacheFraction
&& secondaryOffloadMinPriority == other.secondaryOffloadMinPriority
&& eventBufferMaxSize == other.eventBufferMaxSize && enablePartialReuse == other.enablePartialReuse
&& copyOnPartialReuse == other.copyOnPartialReuse;
}
friend std::ostream& operator<<(std::ostream& os, KvCacheConfig const& self);
std::optional<SizeType32> maxTokens;
std::optional<std::vector<SizeType32>> maxAttentionWindowVec;
std::optional<SizeType32> sinkTokenLength;
std::optional<float> freeGpuMemoryFraction;
bool enableBlockReuse;
static constexpr auto kDefaultGpuMemFraction = 0.9F;
bool useUvm;
std::optional<size_t> hostCacheSize;
bool onboardBlocks;
// Cross will use crossKvCacheFraction of KV Cache and self attention will use the rest.
std::optional<float> crossKvCacheFraction;
// The minimum priority level to allow blocks to be offloaded to secondary memory.
std::optional<SizeType32> secondaryOffloadMinPriority;
// Maximum size of the KV Cache event buffer
size_t eventBufferMaxSize;
bool enablePartialReuse;
bool copyOnPartialReuse;
};
} // namespace tensorrt_llm::batch_manager::kv_cache_manager