// // Created by Morgan Funtowicz on 6/30/24. // #ifndef TGI_TRTLLM_BACKEND_H #define TGI_TRTLLM_BACKEND_H #include #include #include #include #include #include #include #include using json = nlohmann::json; namespace tle = tensorrt_llm::executor; namespace huggingface::tgi::backends { using RequestId = tle::IdType; using TokenId = tle::TokenIdType; /** * Initialize all the components required by TRTLLM. * It is required to call this function before attempting to load any engine */ void InitializeBackend(); /** * * @param config TensorRT-LLM configuration object * @param workerPath Path to the "executorWorker" provided by TensorRT-LLM when using orchestrator mode * @return */ tle::ExecutorConfig GetExecutorConfig(const json &config, const std::string &workerPath); /** * Get the sampling configuration from the parameters provided by TGI * @param topK * @param topP * @param temperature * @param repetition_penalty * @param frequency_penalty * @param seed * @return */ tle::SamplingConfig GetSamplingConfig( uint32_t topK, float_t topP, float_t temperature, float_t repetition_penalty, float_t frequency_penalty, uint64_t seed ); /** * */ class TensorRtLlmBackend { private: const json config; tle::Executor executor; public: explicit TensorRtLlmBackend( const std::filesystem::path &engineFolder, const std::filesystem::path &executorWorker ); /** * Indicate if the backend is ready to accept incoming request * @return true if ready, false otherwise */ [[nodiscard]] bool IsReady() const; /** * Query the executor for the number of token available for pulling * @return */ [[nodiscard]] size_t NumResponsesReady() const; /** * Submit a new generation task to the executor * @param tokens * @param topK * @param topP * @param temperature * @param repetition_penalty * @param frequency_penalty * @param seed * @return Request id related to this generation for reference */ [[nodiscard]] RequestId Submit( const std::vector &tokens, int32_t topK, float_t topP, float_t temperature, float_t repetition_penalty, float_t frequency_penalty, uint64_t seed ); /** * * @param requestId The request id to poll the generation results * @return */ std::vector Poll(RequestId requestId); /** * Stop the underlying executor */ void Shutdown(); }; } #endif //TGI_TRTLLM_BACKEND_H