hf_text-generation-inference/backends/llamacpp/csrc/ffi.hpp

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//
// Created by mfuntowicz on 10/23/24.
//
#ifndef TGI_LLAMA_CPP_BACKEND_FFI_HPP
#define TGI_LLAMA_CPP_BACKEND_FFI_HPP
#include <exception>
#include <filesystem>
#include <memory>
#include <string_view>
#include <variant>
#include <spdlog/spdlog.h>
namespace huggingface::tgi::backends::llamacpp {
class llama_cpp_worker_frontend_t;
}
#include "backend.hpp"
#include "backends/llamacpp/src/lib.rs.h"
#include "rust/cxx.h"
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namespace huggingface::tgi::backends::llamacpp {
auto llama_model_deleter = [](llama_model *model) { llama_free_model(model); };
auto make_shared_llama_model = [](llama_model *model) {
return std::shared_ptr<llama_model>(model, llama_model_deleter);
};
class llama_cpp_backend_exception_t : std::exception {};
/**
* Llama.cpp frontend over the worker interfacing with Rust FFI layer
*/
class llama_cpp_worker_frontend_t {
private:
std::shared_ptr<llama_model> model_;
worker_t worker_;
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public:
explicit llama_cpp_worker_frontend_t(llama_model *model):
model_{ make_shared_llama_model(model) }, worker_(model_, {.no_perf = true}) {}
size_t stream(
rust::Slice<const uint32_t> input_tokens,
const generation_params_t generation_params,
const sampling_params_t &sampling_params,
InferContext *ctx,
rust::Fn<bool(InferContext *, uint32_t, float_t, bool, size_t)> callback
) {
auto context_forwarding_callback =
[=, &ctx](uint32_t new_token_id, float_t logits, bool is_eos, size_t n_generated_tokens) -> bool {
return callback(ctx, new_token_id, logits, is_eos, n_generated_tokens);
};
// Ask the compiler to create view over Rust slice transmuting from uint32_t* to llama_token*
auto input_tokens_v = std::vector<llama_token>(input_tokens.size());
std::memcpy(input_tokens_v.data(), input_tokens.data(), input_tokens.size());
const auto generation_context = generation_context_t {generation_params, sampling_params, input_tokens_v};
if(const auto result = worker_.generate(generation_context, context_forwarding_callback); result.has_value()) [[likely]] {
return *result;
} else {
throw llama_cpp_backend_exception_t {};
}
}
};
std::unique_ptr<llama_cpp_worker_frontend_t> create_worker_frontend(rust::Str modelPath) {
const auto cxxPath = std::string(modelPath);
auto params = llama_model_default_params();
params.use_mmap = true;
auto *model = (llama_load_model_from_file(cxxPath.c_str(), params));
return std::make_unique<llama_cpp_worker_frontend_t>(model);
}
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}
#endif //TGI_LLAMA_CPP_BACKEND_FFI_HPP