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#if !defined(C10_MOBILE) && !defined(ANDROID)
#include <c10/util/error.h>
#include <torch/csrc/inductor/aoti_package/model_package_loader.h>
#include <torch/csrc/inductor/aoti_runner/model_container_runner.h>
#include <torch/csrc/inductor/aoti_runner/model_container_runner_cpu.h>
#include <fmt/format.h>
#include <miniz.h>
#include <nlohmann/json.hpp>
#include <fstream>
#include <iostream>
#ifndef _WIN32
#include <dirent.h>
#include <sys/stat.h>
#else
#include <filesystem>
namespace fs = std::filesystem;
#endif
// TODO: C++17 has the filesystem header, which may replace these
#ifdef _WIN32
// On Windows, the POSIX implementations are considered deprecated. We simply
// map to the newer variant.
#include <direct.h>
#include <io.h>
#include <process.h>
#define access _access
#define F_OK 0
#else
#include <sys/types.h>
#include <unistd.h>
#endif
namespace {
bool file_exists(std::string& path) {
#ifdef _WIN32
return fs::exists(path);
#else
struct stat rc {};
return lstat(path.c_str(), &rc) == 0;
#endif
}
std::string create_temp_dir() {
#ifdef _WIN32
throw std::runtime_error("Not implemented");
#else
std::string temp_dir = "/tmp/XXXXXX";
if (mkdtemp(temp_dir.data()) == nullptr) {
throw std::runtime_error(
std::string("Failed to create temporary directory: ") +
c10::utils::str_error(errno));
}
return temp_dir;
#endif
}
#ifdef _WIN32
const std::string k_separator = "\\";
#else
const std::string k_separator = "/";
#endif
} // namespace
namespace torch::inductor {
namespace {
const nlohmann::json& load_json_file(std::string json_path) {
if (!file_exists(json_path)) {
throw std::runtime_error("File found: " + json_path);
}
std::ifstream json_file(json_path);
TORCH_CHECK(json_file.is_open());
static nlohmann::json json_obj;
json_file >> json_obj;
return json_obj;
}
std::tuple<std::string, std::string> get_cpp_compile_command(
const std::string& filename,
const std::vector<std::string>& sources,
const nlohmann::json& compile_options,
const std::string& output_dir = "") {
// Construct the cpp command
std::string compiler = compile_options["compiler"].get<std::string>();
bool compile_only = compile_options["compile_only"].get<bool>();
std::string source_args = "";
for (const std::string& source : sources) {
source_args += source + " ";
}
std::string file_ext = compile_only ? ".o" : ".so";
std::string target_file = output_dir + filename + file_ext;
std::string cflags_args = "";
for (auto& arg : compile_options["cflags"]) {
cflags_args += "-" + arg.get<std::string>() + " ";
}
std::string definitions_args = "";
for (auto& arg : compile_options["definitions"]) {
definitions_args += "-D " + arg.get<std::string>() + " ";
}
std::string include_dirs_args = "";
for (auto& arg : compile_options["include_dirs"]) {
include_dirs_args += "-I" + arg.get<std::string>() + " ";
}
std::string ldflags_args = "";
for (auto& arg : compile_options["ldflags"]) {
ldflags_args += "-" + arg.get<std::string>() + " ";
}
std::string libraries_dirs_args = "";
for (auto& arg : compile_options["libraries_dirs"]) {
libraries_dirs_args += "-L" + arg.get<std::string>() + " ";
}
std::string libraries_args = "";
for (auto& arg : compile_options["libraries"]) {
libraries_args += "-l" + arg.get<std::string>() + " ";
}
std::string passthrough_parameters_args = "";
for (auto& arg : compile_options["passthrough_args"]) {
passthrough_parameters_args += arg.get<std::string>() + " ";
}
std::string compile_only_arg = compile_only ? "-c" : "";
std::string cmd = fmt::format(
"{} {} {} {} {} {} {} {} {} {} -o {}",
compiler,
source_args,
definitions_args,
cflags_args,
include_dirs_args,
passthrough_parameters_args,
ldflags_args,
libraries_args,
libraries_dirs_args,
compile_only_arg,
target_file);
return std::make_tuple(cmd, target_file);
}
bool recursive_mkdir(const std::string& dir) {
// Creates directories recursively, copied from jit_utils.cpp
// Check if current dir exists
const char* p_dir = dir.c_str();
const bool dir_exists = (access(p_dir, F_OK) == 0);
if (dir_exists) {
return true;
}
// Try to create current directory
#ifdef _WIN32
int ret = _mkdir(dir.c_str());
#else
int ret = mkdir(dir.c_str(), S_IRWXU | S_IRWXG | S_IRWXO);
#endif
// Success
if (ret == 0) {
return true;
}
// Find folder separator and check if we are at the top
auto pos = dir.find_last_of("/\\");
if (pos == std::string::npos) {
return false;
}
// Try to create parent directory
if (!(recursive_mkdir(dir.substr(0, pos)))) {
return false;
}
// Try to create complete path again
#ifdef _WIN32
ret = _mkdir(dir.c_str());
#else
ret = mkdir(dir.c_str(), S_IRWXU | S_IRWXG | S_IRWXO);
#endif
return ret == 0;
}
bool recursive_rmdir(const std::string& path) {
#ifdef _WIN32
std::error_code ec;
return fs::remove_all(path, ec) != static_cast<std::uintmax_t>(-1);
#else
DIR* dir = opendir(path.c_str());
if (!dir) {
return false;
}
struct dirent* entry = nullptr;
struct stat statbuf {};
bool success = true;
// Iterate through directory entries
while ((entry = readdir(dir)) != nullptr) {
std::string name = entry->d_name;
// Skip "." and ".."
if (name == "." || name == "..") {
continue;
}
std::string full_path = path;
full_path.append("/").append(name);
// Get file status
if (stat(full_path.c_str(), &statbuf) != 0) {
success = false;
continue;
}
if (S_ISDIR(statbuf.st_mode)) {
// Recursively delete subdirectory
if (!recursive_rmdir(full_path)) {
success = false;
}
} else {
// Delete file
if (unlink(full_path.c_str()) != 0) {
success = false;
}
}
}
closedir(dir);
// Remove the directory itself
if (rmdir(path.c_str()) != 0) {
success = false;
}
return success;
#endif
}
std::string compile_so(
const std::string& cpp_filename,
const std::string& consts_filename) {
// Compile the cpp file into a .so
size_t lastindex = cpp_filename.find_last_of('.');
std::string filename = cpp_filename.substr(0, lastindex);
std::string compile_flags_path = filename + "_compile_flags.json";
const nlohmann::json compile_flags = load_json_file(compile_flags_path);
auto [compile_cmd, output_o] =
get_cpp_compile_command(filename, {cpp_filename}, compile_flags);
std::string linker_flags_path =
cpp_filename.substr(0, lastindex) + "_linker_flags.json";
const nlohmann::json linker_flags = load_json_file(linker_flags_path);
auto [link_cmd, output_so] = get_cpp_compile_command(
filename, {output_o, consts_filename}, linker_flags);
// Run the commands to generate a .so file
int status = system(compile_cmd.c_str());
if (status != 0) {
throw std::runtime_error("Failed to compile cpp file.");
}
status = system(link_cmd.c_str());
if (status != 0) {
throw std::runtime_error("Failed to link files.");
}
// Move the mmapped weights onto the .so
std::string serialized_weights_path = filename + "_serialized_weights.bin";
if (file_exists(serialized_weights_path)) {
std::ifstream serialized_weights_file(
serialized_weights_path, std::ios::binary);
if (!serialized_weights_file.is_open()) {
throw std::runtime_error("Failed to open serialized weights file");
}
std::vector<char> serialized_weights(
(std::istreambuf_iterator<char>(serialized_weights_file)),
std::istreambuf_iterator<char>());
serialized_weights_file.close();
std::ofstream output_so_file(output_so, std::ios::binary | std::ios::app);
if (!output_so_file.is_open()) {
throw std::runtime_error("Failed to open output .so file");
}
// Page align the weights
std::streampos so_size = output_so_file.tellp();
std::vector<char> padding(16384 - so_size % 16384, ' ');
output_so_file.write(
padding.data(), static_cast<std::streamsize>(padding.size()));
output_so_file.write(
serialized_weights.data(),
static_cast<std::streamsize>(serialized_weights.size()));
output_so_file.close();
}
return output_so;
}
} // namespace
void AOTIModelPackageLoader::load_metadata(const std::string& cpp_filename) {
// Parse metadata json file (if it exists) into the metadata_ map
size_t lastindex = cpp_filename.find_last_of('.');
std::string metadata_json_path =
cpp_filename.substr(0, lastindex) + "_metadata.json";
const nlohmann::json metadata_json_obj = load_json_file(metadata_json_path);
for (auto& item : metadata_json_obj.items()) {
metadata_[item.key()] = item.value().get<std::string>();
}
}
AOTIModelPackageLoader::AOTIModelPackageLoader(
const std::string& model_package_path)
: AOTIModelPackageLoader(model_package_path, "model") {}
AOTIModelPackageLoader::AOTIModelPackageLoader(
const std::string& model_package_path,
const std::string& model_name = "model") {
// Extract all files within the zipfile to a temporary directory
mz_zip_archive zip_archive;
memset(&zip_archive, 0, sizeof(zip_archive));
if (!mz_zip_reader_init_file(&zip_archive, model_package_path.c_str(), 0)) {
throw std::runtime_error(
std::string("Failed to initialize zip archive: ") +
mz_zip_get_error_string(mz_zip_get_last_error(&zip_archive)));
}
temp_dir_ = create_temp_dir();
std::string so_filename = "";
std::string cpp_filename = "";
std::string consts_filename = "";
std::string found_filenames = ""; // Saving for bookkeeping
std::string model_directory =
"data" + k_separator + "aotinductor" + k_separator + model_name;
for (uint32_t i = 0; i < zip_archive.m_total_files; i++) {
uint32_t filename_len =
mz_zip_reader_get_filename(&zip_archive, i, nullptr, 0);
if (filename_len == 0) {
throw std::runtime_error("Failed to read filename");
}
char* filename = new char[filename_len + 1];
if (!mz_zip_reader_get_filename(&zip_archive, i, filename, filename_len)) {
throw std::runtime_error("Failed to read filename");
}
std::string filename_str(filename);
found_filenames += filename_str;
found_filenames += " ";
// Only compile files in the specified model directory
if (filename_str.length() >= model_directory.length() &&
filename_str.substr(0, model_directory.length()) == model_directory) {
std::string output_path_str = temp_dir_;
output_path_str += k_separator;
output_path_str += filename_str;
// Create the parent directory if it doesn't exist
size_t parent_path_idx = output_path_str.find_last_of("/\\");
if (parent_path_idx == std::string::npos) {
throw std::runtime_error(
"Failed to find parent path in " + output_path_str);
}
std::string parent_path = output_path_str.substr(0, parent_path_idx);
if (!recursive_mkdir(parent_path.c_str())) {
throw std::runtime_error(fmt::format(
"Failed to create directory {}: {}",
parent_path,
c10::utils::str_error(errno)));
}
// Extracts file to the temp directory
mz_zip_reader_extract_file_to_file(
&zip_archive, filename, output_path_str.c_str(), 0);
// Save the file for bookkeeping
size_t extension_idx = output_path_str.find_last_of('.');
if (extension_idx != std::string::npos) {
std::string filename_extension = output_path_str.substr(extension_idx);
if (filename_extension == ".cpp") {
cpp_filename = output_path_str;
}
if (filename_extension == ".o") {
consts_filename = output_path_str;
}
if (filename_extension == ".so") {
so_filename = output_path_str;
}
}
}
}
// Close the zip archive as we have extracted all files to the temp
// directory
if (!mz_zip_reader_end(&zip_archive)) {
throw std::runtime_error(
std::string("Failed to close zip archive: {}") +
mz_zip_get_error_string(mz_zip_get_last_error(&zip_archive)));
}
if (cpp_filename.empty() && so_filename.empty()) {
throw std::runtime_error(
"No AOTInductor generate cpp file or so file found in zip archive. Loaded the following:\n" +
found_filenames);
}
// Compile the .so
std::string so_path = !so_filename.empty()
? so_filename
: compile_so(cpp_filename, consts_filename);
// Load metadata which can be queried by user
load_metadata(cpp_filename);
// Construct the runner depending on the device information
std::string device = metadata_["AOTI_DEVICE_KEY"];
if (device.empty()) {
throw std::runtime_error("No device information found.");
}
std::unordered_map<std::string, CreateAOTIModelRunnerFunc>
registered_aoti_runner = getAOTIModelRunnerRegistry();
if (registered_aoti_runner.find(device) == registered_aoti_runner.end()) {
throw std::runtime_error("Unsupported device found: " + device);
}
std::string cubin_dir = temp_dir_ + k_separator + model_directory;
runner_ = registered_aoti_runner[device](so_path, 1, device, cubin_dir);
}
AOTIModelPackageLoader::~AOTIModelPackageLoader() {
// Clean up the temporary directory
if (!temp_dir_.empty()) {
recursive_rmdir(temp_dir_);
}
}
AOTIModelContainerRunner* AOTIModelPackageLoader::get_runner() {
return runner_.get();
}
std::vector<at::Tensor> AOTIModelPackageLoader::run(
const std::vector<at::Tensor>& inputs,
void* stream_handle) {
return runner_->run(inputs, stream_handle);
}
std::unordered_map<std::string, std::string> AOTIModelPackageLoader::
get_metadata() {
return metadata_;
}
std::vector<std::string> AOTIModelPackageLoader::get_call_spec() {
return runner_->get_call_spec();
}
void AOTIModelPackageLoader::load_constants(
std::unordered_map<std::string, at::Tensor>& constants_map,
bool use_inactive,
bool check_full_update) {
std::unordered_map<std::string, std::string> constant_name_to_fqn =
runner_->getConstantNamesToOriginalFQNs();
std::unordered_map<std::string, at::string> fqn_to_constant_name;
for (const auto& it : constant_name_to_fqn) {
fqn_to_constant_name.emplace(it.second, it.first);
}
std::unordered_map<std::string, at::Tensor> updated_constants_map;
for (const auto& it : constants_map) {
if (fqn_to_constant_name.find(it.first) != fqn_to_constant_name.end()) {
updated_constants_map.emplace(fqn_to_constant_name[it.first], it.second);
} else {
throw std::runtime_error("Constant not found: " + it.first);
}
}
return runner_->update_constant_buffer(
updated_constants_map, use_inactive, check_full_update);
}
std::vector<std::string> AOTIModelPackageLoader::get_constant_fqns() {
std::unordered_map<std::string, std::string> constant_name_to_fqn =
runner_->getConstantNamesToOriginalFQNs();
std::vector<std::string> constant_fqns;
for (const auto& it : constant_name_to_fqn) {
constant_fqns.push_back(it.second);
}
return constant_fqns;
}
} // namespace torch::inductor
#endif
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