text-generation-inference/backends/llamacpp/csrc/backend.hpp
2024-11-14 08:42:01 +01:00

103 lines
2.8 KiB
C++

//
// Created by Morgan Funtowicz on 9/28/2024.
//
#ifndef TGI_LLAMA_CPP_BACKEND_BACKEND_HPP
#define TGI_LLAMA_CPP_BACKEND_BACKEND_HPP
#include <atomic>
#include <cmath>
#include <expected>
#include <filesystem>
#include <queue>
#include <memory>
#include <span>
#include <vector>
#include <llama.h>
#define LLAMA_SUCCESS(x) x == 0
namespace huggingface::tgi::backends::llamacpp {
enum BackendError : uint8_t {
MODEL_FILE_DOESNT_EXIST = 1
};
struct SamplingParams {
uint32_t topK = std::numeric_limits<decltype(topK)>::max();
float_t topP = 1.0f;
float_t frequencyPenalty = 0.0f;
float_t repetitionPenalty = 0.0f;
uint64_t seed = 2014;
/**
* Convert this GenerationParams to the respective llama_sampler structure
* @param Pointer to the model data
* @return
*/
std::unique_ptr<llama_sampler> IntoLlamaSampler(const llama_model *) const;
};
class Worker {
protected:
constexpr static auto llama_context_deleter = [](llama_context *pContext) { llama_free(pContext); };
public:
using model_ptr_type = std::shared_ptr<llama_model>;
using context_params_type = llama_context_params;
using token_id_type = llama_token;
private:
const model_ptr_type mModel_;
context_params_type mParams_;
public:
Worker(std::shared_ptr<llama_model> pModel, const llama_context_params &params);
void Loop(std::atomic_flag &, std::atomic_uint8_t &, std::queue<SamplingParams> &) const;
};
class BackendBase {
private:
std::shared_ptr<llama_model> mModel_;
public:
explicit BackendBase(llama_model *model);
~BackendBase();
/**
*
* @param tokens
* @params out
* @param params
* @param maxNewTokens
* @return
*/
[[nodiscard("Generated tokens will be freed after this call if not assigned to an lvalue")]]
std::expected<std::vector<llama_token>, BackendError> Generate(
std::span<const llama_token> tokens,
std::span<llama_token> out,
const SamplingParams &params,
uint32_t maxNewTokens = std::numeric_limits<uint32_t>::max() - 1
);
/**
*
* @param tokens
* @param params
* @param maxNewTokens
* @return
*/
[[nodiscard("Generated tokens will be freed after this call if not assigned to an lvalue")]]
std::expected<std::vector<llama_token>, BackendError> Generate(
std::span<const llama_token> tokens,
const SamplingParams &params,
uint32_t maxNewTokens = std::numeric_limits<uint32_t>::max() - 1
);
};
}
#endif //TGI_LLAMA_CPP_BACKEND_BACKEND_HPP