/* * SPDX-FileCopyrightText: Copyright (c) 2025 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. */ #include "tensorrt_llm/batch_manager/updateDecoderBuffers.h" #include "tensorrt_llm/batch_manager/decoderBuffers.h" #include "tensorrt_llm/common/nvtxUtils.h" #include "tensorrt_llm/runtime/decoderState.h" #include "tensorrt_llm/runtime/iTensor.h" namespace tensorrt_llm::batch_manager { using BufferManager = tensorrt_llm::runtime::BufferManager; using TensorPtr = runtime::ITensor::SharedPtr; using ITensor = runtime::ITensor; using SizeType32 = tensorrt_llm::runtime::SizeType32; runtime::CudaEvent UpdateDecoderBuffers::operator()(runtime::ModelConfig const& modelConfig, DecoderBuffers& decoderBuffers, DecoderOutputBuffers& decoderOutputBuffers, runtime::BufferManager const& copyBufferManager, runtime::decoder::DecoderState const& decoderState, bool returnLogProbs, runtime::CudaEvent const& decoderFinishEvent) const { TLLM_LOG_TRACE("%s start", __PRETTY_FUNCTION__); NVTX3_SCOPED_RANGE(updateDecoderBuffers); // Chain copy after decoder event, using a different stream copyBufferManager.getStream().wait(decoderFinishEvent); copyBufferManager.copy(*decoderState.getAllNewTokens(), *decoderOutputBuffers.newOutputTokensHost); copyBufferManager.copy(*decoderState.getSequenceLengths(), *decoderOutputBuffers.sequenceLengthsHost); auto const finishedSumDevice = decoderState.getFinishedSum(); copyBufferManager.copy(*finishedSumDevice, *decoderOutputBuffers.finishedSumHost); auto const finishReasonsDevice = decoderState.getFinishReasons(); copyBufferManager.copy(*finishReasonsDevice, *decoderOutputBuffers.finishReasonsHost); if (returnLogProbs) { copyBufferManager.copy(*decoderState.getCumLogProbs(), *decoderOutputBuffers.cumLogProbsHost); copyBufferManager.copy(*decoderState.getLogProbs(), *decoderOutputBuffers.logProbsHost); } if (modelConfig.getSpeculativeDecodingMode().predictsDraftTokens()) { // TODO: keep data on device for next iteration decoderBuffers.draftBuffers.nextDraftTokensDevice = decoderState.getNextDraftTokens(); copyBufferManager.copy( *decoderBuffers.draftBuffers.nextDraftTokensDevice, *decoderBuffers.draftBuffers.nextDraftTokensHost); if (modelConfig.getSpeculativeDecodingMode().variableDraftLength()) { decoderBuffers.draftBuffers.nextDraftTokensLengthsDevice = decoderState.getNextDraftTokensLengths(); decoderBuffers.draftBuffers.prevDraftTokensLengthsDevice = decoderState.getPrevDraftTokensLengths(); copyBufferManager.copy(*decoderBuffers.draftBuffers.nextDraftTokensLengthsDevice, *decoderBuffers.draftBuffers.nextDraftTokensLengthsHost); copyBufferManager.copy(*decoderBuffers.draftBuffers.prevDraftTokensLengthsDevice, *decoderBuffers.draftBuffers.prevDraftTokensLengthsHost); } } if (modelConfig.getSpeculativeDecodingMode().needsKVCacheRewind()) { decoderBuffers.draftBuffers.acceptedLengthsCumSumDevice = decoderState.getAcceptedLengthsCumSum(); decoderBuffers.draftBuffers.acceptedPackedPathsDevice = decoderState.getAcceptedPackedPaths(); } runtime::CudaEvent copyEvent{}; copyBufferManager.getStream().record(copyEvent); // Store the event for later sync. Sync stream before calling next decoder. Sync host before updating requests. TLLM_LOG_TRACE("%s stop", __PRETTY_FUNCTION__); return copyEvent; } } // namespace tensorrt_llm::batch_manager