David Galiffi
d07bf508a9
The Omnitrace program is being renamed. Full name: "ROCm Systems Profiler" Package name: "rocprofiler-systems" Binary / Library names: "rocprof-sys-*" --------- Co-authored-by: Xuan Chen <xuchen@amd.com> Signed-off-by: David Galiffi <David.Galiffi@amd.com>
298 rivejä
8.1 KiB
Python
298 rivejä
8.1 KiB
Python
#!/usr/bin/env python3
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# MIT License
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#
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# Copyright (c) 2023-2024 Advanced Micro Devices, Inc. All Rights Reserved.
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#
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# Permission is hereby granted, free of charge, to any person obtaining a copy
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# of this software and associated documentation files (the "Software"), to deal
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# in the Software without restriction, including without limitation the rights
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# to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
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# copies of the Software, and to permit persons to whom the Software is
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# furnished to do so, subject to the following conditions:
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#
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# The above copyright notice and this permission notice shall be included in all
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# copies or substantial portions of the Software.
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#
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# THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
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# IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
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# FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
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# AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
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# LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
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# OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
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# SOFTWARE.
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from __future__ import absolute_import
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__author__ = "AMD Research"
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__copyright__ = "Copyright 2023-2024, Advanced Micro Devices, Inc."
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__license__ = "MIT"
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__maintainer__ = "AMD Research"
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__status__ = "Development"
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import argparse
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import os.path
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import dash
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import dash_bootstrap_components as dbc
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import json
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from pathlib import Path
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from . import gui
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from .parser import parse_files, find_causal_files, set_num_stddev
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from . import __version__
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def causal(args):
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app = dash.Dash(__name__, external_stylesheets=[dbc.themes.CYBORG])
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workload_path = args.path[:]
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input_files = []
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input_files = find_causal_files(workload_path, args.verbose, args.recursive)
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# unique
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input_files = list(set(input_files))
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set_num_stddev(args.stddev)
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num_speedups = len(args.speedups)
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if num_speedups > 0 and args.min_points > num_speedups:
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args.min_points = num_speedups
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results_df, samples_df, file_names = parse_files(
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input_files,
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args.experiments,
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args.progress_points,
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args.speedups,
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args.min_points,
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args.validate,
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args.verbose,
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args.cli,
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)
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if not args.cli:
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max_points = 9
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sortOptions = ["Alphabetical", "Max Speedup", "Min Speedup", "Impact"]
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input_filters = [
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{
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"Name": "Sort by",
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"values": list(map(str, sortOptions)),
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"default": "Impact",
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"type": "Name",
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"multi": False,
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},
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{
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"Name": "Select Workload",
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"values": file_names,
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"default": file_names,
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"type": "Name",
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"multi": True,
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},
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{"Name": "points", "filter": [], "values": max_points, "type": "int"},
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]
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gui.build_causal_layout(
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app,
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input_filters,
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args.path,
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results_df,
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samples_df,
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args.verbose,
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args.light,
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)
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app.run_server(
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debug=True if args.verbose >= 3 else False,
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host=args.ip_address,
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port=args.ip_port,
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)
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def main():
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settings = {}
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this_dir = Path(__file__).resolve().parent
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if os.path.basename(this_dir) == "source":
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settings_path = os.path.join(f"{this_dir.parent}", "settings.json")
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else:
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settings_path = os.path.join(f"{this_dir}", "settings.json")
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for itr in [
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settings_path,
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os.path.join(os.environ.get("HOME"), ".rocprof-sys-causal-plot.json"),
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]:
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if os.path.exists(itr):
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with open(itr, "r") as f:
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settings = json.load(f)
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break
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default_settings = {}
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default_settings["path"] = ""
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default_settings["cli"] = False
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default_settings["light"] = False
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default_settings["ip_address"] = "0.0.0.0"
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default_settings["ip_port"] = 8051
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default_settings["experiments"] = ".*"
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default_settings["progress_points"] = ".*"
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default_settings["min_points"] = 5
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default_settings["recursive"] = False
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default_settings["verbose"] = 0
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default_settings["stddev"] = 1.0
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for key, value in default_settings.items():
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if key not in settings:
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settings[key] = value
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my_parser = argparse.ArgumentParser(
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description="AMD's ROCm Systems Profiler Causal Profiling GUI",
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prog="tool",
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allow_abbrev=False,
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formatter_class=lambda prog: argparse.RawTextHelpFormatter(
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prog, max_help_position=40
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),
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usage="""
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rocprof-sys-causal-plot [ARGS...]
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-------------------------------------------------------------------------------
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Examples:
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\trocprof-sys-causal-plot --path workloads/toy -n 0
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-------------------------------------------------------------------------------
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""",
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)
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my_parser.add_argument(
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"--version",
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action="version",
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version="ROCm Systems Profiler Causal Viewer v{}\n".format(
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f"{__version__}".strip("\n")
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),
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)
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my_parser.add_argument(
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"-c",
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"--cli",
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action="store_true",
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required=False,
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default=settings["cli"],
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help="Do not launch the GUI, print the causal analysis out to the console only",
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)
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my_parser.add_argument(
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"-l",
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"--light",
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action="store_true",
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required=False,
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default=settings["light"],
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help="light Mode",
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)
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my_parser.add_argument(
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"-w",
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"--workload",
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"--path",
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metavar="FOLDER",
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type=str,
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dest="path",
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default=settings["path"],
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required=False,
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nargs="+",
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help="Specify path to causal profiles",
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)
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my_parser.add_argument(
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"-r",
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"--recursive",
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action="store_true",
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default=settings["recursive"],
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help="Recursively search for causal profiles in workload directory",
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)
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my_parser.add_argument(
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"-V",
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"--verbose",
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help="Increase output verbosity, if 3 or greater, CLI output will show in terminal in GUI mode",
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default=settings["verbose"],
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type=int,
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)
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my_parser.add_argument(
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"--ip",
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"--ip-address",
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metavar="IP_ADDR",
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type=str,
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dest="ip_address",
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default=settings["ip_address"],
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help="Specify the IP address for the web app.\n(DEFAULT: {})".format(
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settings["ip_address"]
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),
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)
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my_parser.add_argument(
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"--port",
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"--ip-port",
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metavar="PORT",
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type=int,
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dest="ip_port",
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default=settings["ip_port"],
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help="Specify the port number for the IP address for the web app.\n(DEFAULT: {})".format(
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settings["ip_address"]
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),
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)
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my_parser.add_argument(
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"-e",
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"--experiments",
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type=str,
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help="Regex for experiments",
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default=settings["experiments"],
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)
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my_parser.add_argument(
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"-p",
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"--progress-points",
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type=str,
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help="Regex for progress points",
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default=settings["progress_points"],
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)
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my_parser.add_argument(
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"-n",
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"--min-points",
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type=int,
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help="Minimum number of data points",
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default=settings["min_points"],
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)
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my_parser.add_argument(
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"-s",
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"--speedups",
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type=int,
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help="List of speedup values to report",
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nargs="*",
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default=[],
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)
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my_parser.add_argument(
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"-d",
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"--stddev",
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type=float,
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help="Number of standard deviations to report",
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default=settings["stddev"],
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)
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my_parser.add_argument(
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"-v",
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"--validate",
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type=str,
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nargs="*",
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help="Validate speedup: {experiment regex} {progress-point regex} {virtual-speedup} {expected-speedup} {tolerance}",
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default=[],
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)
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args = my_parser.parse_args()
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causal(args)
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if __name__ == "__main__":
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main()
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