#!/usr/bin/env python # This file is part of the CLBlast project. The project is licensed under Apache Version 2.0. This file follows the # PEP8 Python style guide and uses a max-width of 120 characters per line. # # Author(s): # Cedric Nugteren import sys import os.path import glob import argparse import database.io as io import database.db as db import database.clblast as clblast import database.bests as bests import database.defaults as defaults # Server storing a copy of the database DATABASE_SERVER_URL = "https://raw.githubusercontent.com/CNugteren/CLBlast-database/master/database.json" # OpenCL vendor names and their short name VENDOR_TRANSLATION_TABLE = { "GenuineIntel": "Intel", "Intel(R) Corporation": "Intel", "Advanced Micro Devices, Inc.": "AMD", "NVIDIA Corporation": "NVIDIA", } def main(argv): # Parses the command-line arguments parser = argparse.ArgumentParser() parser.add_argument("source_folder", help="The folder with JSON files to parse to add to the database") parser.add_argument("clblast_root", help="Root of the CLBlast sources") parser.add_argument("-v", "--verbose", action="store_true", help="Increase verbosity of the script") cl_args = parser.parse_args(argv) # Parses the path arguments database_filename = os.path.join(cl_args.clblast_root, "scripts", "database", "database.json") database_best_filename = os.path.join(cl_args.clblast_root, "scripts", "database", "database_best.json") json_files = os.path.join(cl_args.source_folder, "*.json") cpp_database_path = os.path.join(cl_args.clblast_root, "src", "database", "kernels") # Checks whether the command-line arguments are valid clblast_header = os.path.join(cl_args.clblast_root, "include", "clblast.h") # Not used but just for validation if not os.path.isfile(clblast_header): raise RuntimeError("The path '" + cl_args.clblast_root + "' does not point to the root of the CLBlast library") if len(glob.glob(json_files)) < 1: print("[database] The path '" + cl_args.source_folder + "' does not contain any JSON files") # Downloads the database if a local copy is not present if not os.path.isfile(database_filename): io.download_database(database_filename, DATABASE_SERVER_URL) # Loads the database from disk database = io.load_database(database_filename) # Loops over all JSON files in the supplied folder for file_json in glob.glob(json_files): # Loads the newly imported data sys.stdout.write("[database] Processing '" + file_json + "' ") # No newline printed imported_data = io.load_tuning_results(file_json) # Fixes the problem that some vendors use multiple different names for target in VENDOR_TRANSLATION_TABLE: if imported_data["device_vendor"] == target: imported_data["device_vendor"] = VENDOR_TRANSLATION_TABLE[target] # Adds the new data to the database old_size = db.length(database) database = db.add_section(database, imported_data) new_size = db.length(database) print("with " + str(new_size - old_size) + " new items") # Newline printed here # Stores the modified database back to disk if len(glob.glob(json_files)) >= 1: io.save_database(database, database_filename) # Retrieves the best performing results print("[database] Calculating the best results per device/kernel...") database_best_results = bests.get_best_results(database) # Determines the defaults for other vendors and per vendor print("[database] Calculating the default values...") database_defaults = defaults.calculate_defaults(database, cl_args.verbose) database_best_results["sections"].extend(database_defaults["sections"]) # Optionally outputs the database to disk if cl_args.verbose: io.save_database(database_best_results, database_best_filename) # Outputs the database as a C++ database print("[database] Producing a C++ database in '" + cpp_database_path + "'...") clblast.print_cpp_database(database_best_results, cpp_database_path) print("[database] All done") if __name__ == '__main__': main(sys.argv[1:])