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")
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("-r",
"--remove_device",
type=str,
default=None,
help="Removes all entries for a specific device")
parser.add_argument("--add_tuning_parameter",
type=str,
default=None,
help="Adds this parameter to existing entries")
parser.add_argument("--add_tuning_parameter_for_kernel",
type=str,
default=None,
help="Adds the above parameter for this kernel")
parser.add_argument(
"--add_tuning_parameter_value",
type=int,
default=0,
help="Set this value as the default for the above parameter")
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):
sys.stdout.write("[database] Processing '" + file_json +
"' ") # No newline printed
try:
# Loads the newly imported data
imported_data = io.load_tuning_results(file_json)
# 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
except ValueError:
print("--- WARNING: invalid file, skipping")
# Checks for tuning results with mis-matched entries
remove_mismatched_arguments(database)
# Stores the modified database back to disk
if len(glob.glob(json_files)) >= 1:
io.save_database(database, database_filename)
# Removes database entries before continuing
if cl_args.remove_device is not None:
print("[database] Removing all results for device '%s'" %
cl_args.remove_device)
remove_database_entries(database,
{"clblast_device_name": cl_args.remove_device})
#, "kernel_family": "xgemm"})
io.save_database(database, database_filename)
# Adds new tuning parameters to existing database entries
if cl_args.add_tuning_parameter is not None and\
cl_args.add_tuning_parameter_for_kernel is not None:
print(
"[database] Adding tuning parameter: '%s' for kernel '%s' with default %d"
% (cl_args.add_tuning_parameter,
cl_args.add_tuning_parameter_for_kernel,
cl_args.add_tuning_parameter_value))
add_tuning_parameter(database, cl_args.add_tuning_parameter,
cl_args.add_tuning_parameter_for_kernel,
cl_args.add_tuning_parameter_value)
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")
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("-r", "--remove_device", type=str, default=None, help="Removes all entries for a specific device")
parser.add_argument("--add_tuning_parameter", type=str, default=None, help="Adds this parameter to existing entries")
parser.add_argument("--add_tuning_parameter_for_kernel", type=str, default=None, help="Adds the above parameter for this kernel")
parser.add_argument("--add_tuning_parameter_value", type=int, default=0, help="Set this value as the default for the above parameter")
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):
sys.stdout.write("[database] Processing '" + file_json + "' ") # No newline printed
try:
# Loads the newly imported data
imported_data = io.load_tuning_results(file_json)
# 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
except ValueError:
print("--- WARNING: invalid file, skipping")
# Checks for tuning results with mis-matched entries
remove_mismatched_arguments(database)
# Stores the modified database back to disk
if len(glob.glob(json_files)) >= 1:
io.save_database(database, database_filename)
# Removes database entries before continuing
if cl_args.remove_device is not None:
print("[database] Removing all results for device '%s'" % cl_args.remove_device)
remove_database_entries(database, {"clblast_device_name": cl_args.remove_device})
#, "kernel_family": "xgemm"})
io.save_database(database, database_filename)
# Adds new tuning parameters to existing database entries
if cl_args.add_tuning_parameter is not None and\
cl_args.add_tuning_parameter_for_kernel is not None:
print("[database] Adding tuning parameter: '%s' for kernel '%s' with default %d" %
(cl_args.add_tuning_parameter, cl_args.add_tuning_parameter_for_kernel,
cl_args.add_tuning_parameter_value))
add_tuning_parameter(database, cl_args.add_tuning_parameter,
cl_args.add_tuning_parameter_for_kernel,
cl_args.add_tuning_parameter_value)
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")
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("-r", "--remove_device", type=str, default=None, help="Removes all entries for a specific device")
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
# Checks for tuning results with mis-matched entries
remove_mismatched_arguments(database)
# Stores the modified database back to disk
if len(glob.glob(json_files)) >= 1:
io.save_database(database, database_filename)
# Removes database entries before continuing
if cl_args.remove_device is not None:
print("[database] Removing all results for device '%s'" % cl_args.remove_device)
remove_database_entries(database, {"device": cl_args.remove_device})
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")