end to end ffi flow working
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//
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// Created by mfuntowicz on 7/11/24.
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//
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#ifndef TGI_TRTLLM_BACKEND_FFI_H
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#define TGI_TRTLLM_BACKEND_FFI_H
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//#include "rust/cxx.h"
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#include "backend.h"
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namespace huggingface::tgi::backends {
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class TensorRtLlmBackendImpl;
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}
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#include "backends/trtllm/src/lib.rs.h"
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namespace huggingface::tgi::backends {
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struct GenerationContext;
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class TensorRtLlmBackendImpl : TensorRtLlmBackend {
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public:
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/***
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*
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* @param engineFolder
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* @param executorWorker
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*/
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TensorRtLlmBackendImpl(const std::string_view &engineFolder, const std::string_view &executorWorker);
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/***
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*
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* @return
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*/
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bool IsReady() const;
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/***
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*
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* @param tokens
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* @param maxNewTokens
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* @param topK
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* @param topP
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* @param temperature
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* @param seed
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* @return
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*/
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[[nodiscard("returned request id should be used to refer to the request's generation result later on")]]
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uint64_t Submit(rust::Slice<const uint32_t> tokens, int32_t maxNewTokens, int32_t topK, float_t topP, float_t temperature, uint64_t seed);
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/***
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*
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* @param requestId
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* @param handler
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* @return
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*/
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uint32_t Stream(rust::Box <GenerationContext> ctx,
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uint64_t requestId,
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rust::Fn<void(rust::Box<GenerationContext>, uint32_t, uint32_t, bool)> handler);
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};
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/***
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*
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* @param engineFolder
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* @return
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*/
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std::unique_ptr<TensorRtLlmBackendImpl> CreateTensorRtLlmBackend(rust::Str engineFolder, rust::Str executorWorker);
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}
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#endif //TGI_TRTLLM_BACKEND_FFI_H
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@ -7,93 +7,66 @@
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#include <filesystem>
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#include <vector>
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#include "rust/cxx.h"
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#include "backends/trtllm/include/backend.h"
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//#include "rust/cxx.h"
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//#include "../include/ffi.h"
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#include "backends/trtllm/include/ffi.h"
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namespace huggingface::tgi::backends {
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class TensorRtLlmBackendImpl : TensorRtLlmBackend {
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public:
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/***
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*
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* @param engineFolder
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* @param executorWorker
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*/
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TensorRtLlmBackendImpl(const std::string_view &engineFolder, const std::string_view &executorWorker) :
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TensorRtLlmBackend(std::move(engineFolder), std::move(executorWorker)) {}
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/***
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*
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* @return
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*/
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bool IsReady() const { return TensorRtLlmBackend::IsReady(); }
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huggingface::tgi::backends::TensorRtLlmBackendImpl::TensorRtLlmBackendImpl(
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const std::string_view &engineFolder,
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const std::string_view &executorWorker
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) : TensorRtLlmBackend(engineFolder, executorWorker) {}
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/***
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*
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* @param tokens
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* @param maxNewTokens
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* @param topK
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* @param topP
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* @param temperature
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* @param seed
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* @return
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*/
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[[nodiscard("returned request id should be used to refer to the request's generation result later on")]]
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RequestId Submit(rust::Slice<const uint32_t> tokens,
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int32_t maxNewTokens,
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int32_t topK,
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float_t topP,
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float_t temperature,
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uint64_t seed) {
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// This will copy all the items from the initial slice
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std::vector<int32_t> tokens_(tokens.size());
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tokens_.assign(tokens.begin(), tokens.end());
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return TensorRtLlmBackend::Submit(std::move(tokens_), maxNewTokens, topK, topP, temperature, seed);
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bool huggingface::tgi::backends::TensorRtLlmBackendImpl::IsReady() const {
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return TensorRtLlmBackend::IsReady();
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}
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uint64_t huggingface::tgi::backends::TensorRtLlmBackendImpl::Submit(
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rust::Slice<const uint32_t> tokens,
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int32_t maxNewTokens, int32_t topK, float_t topP,
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float_t temperature, uint64_t seed) {
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// This will copy all the items from the initial slice
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std::vector<int32_t> tokens_(tokens.size());
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tokens_.assign(tokens.begin(), tokens.end());
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return TensorRtLlmBackend::Submit(std::move(tokens_), maxNewTokens, topK, topP, temperature, seed);
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}
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uint32_t huggingface::tgi::backends::TensorRtLlmBackendImpl::Stream(
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rust::Box<huggingface::tgi::backends::GenerationContext> ctx,
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uint64_t requestId,
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rust::Fn<void(rust::Box<huggingface::tgi::backends::GenerationContext>, uint32_t, uint32_t, bool)> handler) {
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bool isDone = false;
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uint32_t numGeneratedTokens = 0;
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do {
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const auto responses = Poll(requestId);
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for (const auto &response: responses) {
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if (response.hasError()) {
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isDone = true;
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// TODO : bubble up the error to rust
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} else {
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const auto generation = response.getResult();
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const auto token = generation.outputTokenIds[0][0];
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isDone = generation.isFinal;
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// Propagate through the handler
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handler(std::move(ctx), token, numGeneratedTokens, isDone);
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}
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}
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} while (!isDone);
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/***
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*
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* @param requestId
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* @param handler
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* @return
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*/
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// uint32_t
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// Stream(RequestId requestId, rust::Box <GenerationContext>, rust::Fn<void(uint32_t, uint32_t, bool)> handler) {
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// bool isDone = false;
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// uint32_t numGeneratedTokens = 0;
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//
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// do {
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// const auto responses = Poll(requestId);
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// for (const auto &response: responses) {
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// if (response.hasError()) {
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// isDone = true;
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// // TODO : bubble up the error to rust
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// } else {
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// const auto generation = response.getResult();
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// const auto token = generation.outputTokenIds[0][0];
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// isDone = generation.isFinal;
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//
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// // Propagate through the handler
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// handler(token, numGeneratedTokens, isDone);
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// }
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// }
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// } while (!isDone);
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//
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// return numGeneratedTokens;
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// }
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};
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return numGeneratedTokens;
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}
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/***
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*
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* @param engineFolder
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* @return
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*/
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std::unique_ptr<TensorRtLlmBackendImpl> create_trtllm_backend(rust::Str engineFolder, rust::Str executorWorker) {
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// Unconditionally call this to initialize and discover TRTLLM plugins
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InitializeBackend();
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std::unique_ptr<huggingface::tgi::backends::TensorRtLlmBackendImpl>
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huggingface::tgi::backends::CreateTensorRtLlmBackend(rust::Str engineFolder, rust::Str executorWorker) {
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// Unconditionally call this to initialize and discover TRTLLM plugins
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InitializeBackend();
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const auto enginePath = std::string_view(engineFolder.begin(), engineFolder.end());
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const auto executorPath = std::string_view(executorWorker.begin(), executorWorker.end());
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return std::make_unique<TensorRtLlmBackendImpl>(std::move(enginePath), std::move(executorPath));
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}
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}
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const auto enginePath = std::string_view(engineFolder.begin(), engineFolder.end());
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const auto executorPath = std::string_view(executorWorker.begin(), executorWorker.end());
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return std::make_unique<TensorRtLlmBackendImpl>(std::move(enginePath), std::move(executorPath));
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}
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@ -1,10 +1,16 @@
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pub use backend::TrtLLmBackend;
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use crate::backend::GenerationContext;
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mod backend;
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pub mod errors;
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#[cxx::bridge(namespace = "huggingface::tgi::backends")]
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mod ffi {
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extern "Rust" {
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type GenerationContext;
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}
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unsafe extern "C++" {
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include!("backends/trtllm/src/ffi.cpp");
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/// ```
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///
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/// ```
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fn create_trtllm_backend(
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#[rust_name = "create_tensorrt_llm_backend"]
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fn CreateTensorRtLlmBackend(
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engine_folder: &str,
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executor_worker: &str,
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) -> UniquePtr<TensorRtLlmBackendImpl>;
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seed: u64,
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) -> u64;
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// #[rust_name = "stream"]
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// fn Stream(
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// self: Pin<&mut TensorRtLlmBackendImpl>,
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// request_id: u64,
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// ctx: Box<GenerationContext>,
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// callback: fn(u32, u32, bool),
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// ) -> u32;
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#[rust_name = "stream"]
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fn Stream(
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self: Pin<&mut TensorRtLlmBackendImpl>,
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ctx: Box<GenerationContext>,
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request_id: u64,
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callback: fn(Box<GenerationContext>, u32, u32, bool),
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) -> u32;
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}
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}
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