gpt4all/gpt4all-backend/llmodel.cpp

116 lines
3.4 KiB
C++

#include "llmodel.h"
#include "dlhandle.h"
#include <string>
#include <vector>
#include <fstream>
#include <filesystem>
#include <cassert>
static
bool requires_avxonly() {
#ifdef __x86_64__
#ifndef _MSC_VER
return !__builtin_cpu_supports("avx2");
#else
int cpuInfo[4];
__cpuidex(cpuInfo, 7, 0);
return !(cpuInfo[1] & (1 << 5));
#endif
#else
return false; // Don't know how to handle non-x86_64
#endif
}
LLModel::Implementation::Implementation(Dlhandle &&dlhandle_) : dlhandle(std::move(dlhandle_)) {
auto get_model_type = dlhandle.get<const char *()>("get_model_type");
assert(get_model_type);
modelType = get_model_type();
auto get_build_variant = dlhandle.get<const char *()>("get_build_variant");
assert(get_build_variant);
buildVariant = get_build_variant();
magicMatch = dlhandle.get<bool(std::ifstream&)>("magic_match");
assert(magicMatch);
construct_ = dlhandle.get<LLModel *()>("construct");
assert(construct_);
}
bool LLModel::Implementation::isImplementation(const Dlhandle &dl) {
return dl.get<bool(uint32_t)>("is_g4a_backend_model_implementation");
}
const std::vector<LLModel::Implementation> &LLModel::getImplementationList() {
static auto* libs = new std::vector<LLModel::Implementation>([] () {
std::vector<LLModel::Implementation> fres;
auto search_in_directory = [&](const std::filesystem::path& path) {
// Iterate over all libraries
for (const auto& f : std::filesystem::directory_iterator(path)) {
// Get path
const auto& p = f.path();
// Check extension
if (p.extension() != LIB_FILE_EXT) continue;
// Add to list if model implementation
try {
Dlhandle dl(p.string());
if (!Implementation::isImplementation(dl)) {
continue;
}
fres.emplace_back(Implementation(std::move(dl)));
} catch (...) {}
}
};
search_in_directory(".");
#if defined(__APPLE__)
search_in_directory("../../../");
#endif
return fres;
}());
// Return static result
return *libs;
}
const LLModel::Implementation* LLModel::getImplementation(std::ifstream& f, const std::string& buildVariant) {
// Iterate over all libraries
for (const auto& i : getImplementationList()) {
f.seekg(0);
// Check that magic matches
if (!i.magicMatch(f)) {
continue;
}
// Check that build variant is correct
if (buildVariant != i.buildVariant) {
continue;
}
// Looks like we're good to go, return this dlhandle
return &i;
}
// Nothing found, so return nothing
return nullptr;
}
LLModel *LLModel::construct(const std::string &modelPath, std::string buildVariant) {
//TODO: Auto-detect
if (buildVariant == "auto") {
if (requires_avxonly()) {
buildVariant = "avxonly";
} else {
buildVariant = "default";
}
}
// Read magic
std::ifstream f(modelPath, std::ios::binary);
if (!f) return nullptr;
// Get correct implementation
auto impl = getImplementation(f, buildVariant);
if (!impl) return nullptr;
f.close();
// Construct and return llmodel implementation
return impl->construct();
}