/* * Copyright (c) 2022-2024, NVIDIA CORPORATION. All rights reserved. * * 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/runtime/cudaEvent.h" #include "tensorrt_llm/runtime/cudaStream.h" #include "tensorrt_llm/runtime/iTensor.h" #include "tensorrt_llm/runtime/modelConfig.h" #include "tensorrt_llm/runtime/worldConfig.h" #include #include namespace tensorrt_llm::batch_manager { class DecoderInputBuffers; class LlmRequest; } // namespace tensorrt_llm::batch_manager namespace tensorrt_llm::runtime { class SamplingConfig; namespace decoder { class DecoderState; } //! GPT decoder class with support for in-flight batching class IGptDecoderBatched { public: using CudaStreamPtr = std::shared_ptr; using LlmRequestPtr = std::shared_ptr; using RequestVector = std::vector; using TensorPtr = std::shared_ptr; //! @brief Setup the decoder before calling `forward()` virtual void setup(executor::DecodingMode const& mode, SizeType32 maxNumSequences, SizeType32 maxBeamWidth, nvinfer1::DataType dtype, ModelConfig const& modelConfig, WorldConfig const& worldConfig) = 0; //! @brief Disable Lookahead decoding. virtual void disableLookahead(RequestVector const& genRequests, TensorPtr const& batchSlots) = 0; //! @brief Run one step for all requests without blocking the host process and return the token for synchronization. virtual CudaEvent forwardAsync( decoder::DecoderState const& decoderState, batch_manager::DecoderInputBuffers const& input) = 0; //! @brief Run one step for all requests and wait for completion on the host. virtual void forward(decoder::DecoderState const& decoderState, batch_manager::DecoderInputBuffers const& input) = 0; //! @brief Gather final beam search results for request `batchIdx`. //! Result will only be available after event returned [[nodiscard]] virtual CudaEvent finalize(decoder::DecoderState const& decoderState, SizeType32 batchSlot, SamplingConfig const& samplingConfig, bool streaming) const = 0; protected: IGptDecoderBatched() = default; virtual ~IGptDecoderBatched() = default; }; } // namespace tensorrt_llm::runtime