c5c44a9cba
* Add license template designation
Signed-off-by: coleramos425 <colramos@amd.com>
* Update license year on *.py
Signed-off-by: coleramos425 <colramos@amd.com>
* Update license year on *.sh
Signed-off-by: coleramos425 <colramos@amd.com>
* Update license year on misc files
Signed-off-by: coleramos425 <colramos@amd.com>
---------
Signed-off-by: coleramos425 <colramos@amd.com>
[ROCm/rocprofiler-compute commit: 34760ff814]
593 строки
20 KiB
Python
593 строки
20 KiB
Python
##############################################################################bl
|
|
# MIT License
|
|
#
|
|
# Copyright (c) 2021 - 2025 Advanced Micro Devices, Inc. All Rights Reserved.
|
|
#
|
|
# Permission is hereby granted, free of charge, to any person obtaining a copy
|
|
# of this software and associated documentation files (the "Software"), to deal
|
|
# in the Software without restriction, including without limitation the rights
|
|
# to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
|
|
# copies of the Software, and to permit persons to whom the Software is
|
|
# furnished to do so, subject to the following conditions:
|
|
#
|
|
# The above copyright notice and this permission notice shall be included in all
|
|
# copies or substantial portions of the Software.
|
|
#
|
|
# THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
|
|
# IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
|
|
# FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
|
|
# AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
|
|
# LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
|
|
# OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
|
|
# SOFTWARE.
|
|
##############################################################################el
|
|
|
|
import argparse
|
|
import os
|
|
import shutil
|
|
from pathlib import Path
|
|
|
|
|
|
def print_avail_arch(avail_arch: list):
|
|
ret_str = "\t\tList all available metrics for analysis on specified arch:"
|
|
for arch in avail_arch:
|
|
ret_str += "\n\t\t {}".format(arch)
|
|
return ret_str
|
|
|
|
|
|
def add_general_group(parser, rocprof_compute_version):
|
|
general_group = parser.add_argument_group("General Options")
|
|
|
|
general_group.add_argument(
|
|
"-v",
|
|
"--version",
|
|
action="version",
|
|
version=rocprof_compute_version["ver_pretty"],
|
|
)
|
|
general_group.add_argument(
|
|
"-V",
|
|
"--verbose",
|
|
help="Increase output verbosity (use multiple times for higher levels)",
|
|
action="count",
|
|
default=0,
|
|
)
|
|
general_group.add_argument(
|
|
"-q", "--quiet", action="store_true", help="Reduce output and run quietly."
|
|
)
|
|
# Nowhere to load specs from in db mode
|
|
if "database" not in parser.usage:
|
|
general_group.add_argument(
|
|
"-s", "--specs", action="store_true", help="Print system specs and exit."
|
|
)
|
|
|
|
|
|
def omniarg_parser(
|
|
parser, rocprof_compute_home, supported_archs, rocprof_compute_version
|
|
):
|
|
# -----------------------------------------
|
|
# Parse arguments (dependent on mode)
|
|
# -----------------------------------------
|
|
|
|
## General Command Line Options
|
|
## ----------------------------
|
|
add_general_group(parser, rocprof_compute_version)
|
|
parser._positionals.title = "Modes"
|
|
parser._optionals.title = "Help"
|
|
|
|
subparsers = parser.add_subparsers(
|
|
dest="mode", help="Select mode of interaction with the target application:"
|
|
)
|
|
|
|
## Profile Command Line Options
|
|
## ----------------------------
|
|
profile_parser = subparsers.add_parser(
|
|
"profile",
|
|
help="Profile the target application",
|
|
usage="""
|
|
|
|
rocprof-compute profile --name <workload_name> [profile options] [roofline options] -- <profile_cmd>
|
|
|
|
---------------------------------------------------------------------------------
|
|
Examples:
|
|
\trocprof-compute profile -n vcopy_all -- ./vcopy -n 1048576 -b 256
|
|
\trocprof-compute profile -n vcopy_SPI_TCC -b SQ TCC -- ./vcopy -n 1048576 -b 256
|
|
\trocprof-compute profile -n vcopy_kernel -k vecCopy -- ./vcopy -n 1048576 -b 256
|
|
\trocprof-compute profile -n vcopy_disp -d 0 -- ./vcopy -n 1048576 -b 256
|
|
\trocprof-compute profile -n vcopy_roof --roof-only -- ./vcopy -n 1048576 -b 256
|
|
---------------------------------------------------------------------------------
|
|
""",
|
|
prog="tool",
|
|
allow_abbrev=False,
|
|
formatter_class=lambda prog: argparse.RawTextHelpFormatter(
|
|
prog, max_help_position=40
|
|
),
|
|
)
|
|
profile_parser._optionals.title = "Help"
|
|
|
|
add_general_group(profile_parser, rocprof_compute_version)
|
|
profile_group = profile_parser.add_argument_group("Profile Options")
|
|
roofline_group = profile_parser.add_argument_group("Standalone Roofline Options")
|
|
|
|
profile_group.add_argument(
|
|
"-n",
|
|
"--name",
|
|
type=str,
|
|
metavar="",
|
|
dest="name",
|
|
required=True,
|
|
help="\t\t\tAssign a name to workload.",
|
|
)
|
|
profile_group.add_argument("--target", type=str, default=None, help=argparse.SUPPRESS)
|
|
profile_group.add_argument(
|
|
"-p",
|
|
"--path",
|
|
metavar="",
|
|
type=str,
|
|
dest="path",
|
|
default=str(Path(os.getcwd()).joinpath("workloads")),
|
|
required=False,
|
|
help="\t\t\tSpecify path to save workload.\n\t\t\t(DEFAULT: {}/workloads/<name>)".format(
|
|
os.getcwd()
|
|
),
|
|
)
|
|
profile_group.add_argument(
|
|
"--subpath",
|
|
metavar="",
|
|
type=str,
|
|
dest="subpath",
|
|
default="gpu",
|
|
required=False,
|
|
help="\t\t\tSpecify the type of subpath to save workload: node_name, gpu_model.",
|
|
)
|
|
profile_group.add_argument(
|
|
"-k",
|
|
"--kernel",
|
|
type=str,
|
|
dest="kernel",
|
|
metavar="",
|
|
required=False,
|
|
nargs="+",
|
|
default=None,
|
|
help="\t\t\tKernel filtering.",
|
|
)
|
|
profile_group.add_argument(
|
|
"-d",
|
|
"--dispatch",
|
|
type=str,
|
|
metavar="",
|
|
nargs="+",
|
|
dest="dispatch",
|
|
required=False,
|
|
help="\t\t\tDispatch ID filtering.",
|
|
)
|
|
profile_group.add_argument(
|
|
"-b",
|
|
"--block",
|
|
type=str,
|
|
dest="ipblocks",
|
|
metavar="",
|
|
nargs="+",
|
|
required=False,
|
|
choices=["SQ", "SQC", "TA", "TD", "TCP", "TCC", "SPI", "CPC", "CPF"],
|
|
help="\t\t\tHardware block filtering:\n\t\t\t SQ\n\t\t\t SQC\n\t\t\t TA\n\t\t\t TD\n\t\t\t TCP\n\t\t\t TCC\n\t\t\t SPI\n\t\t\t CPC\n\t\t\t CPF",
|
|
)
|
|
|
|
result = shutil.which("rocscope")
|
|
if result:
|
|
profile_group.add_argument(
|
|
"-l",
|
|
"--i-feel-lucky",
|
|
required=False,
|
|
default=False,
|
|
action="store_true",
|
|
dest="lucky",
|
|
help="\t\t\tProfile only the most time consuming kernels.",
|
|
)
|
|
profile_group.add_argument(
|
|
"-r",
|
|
"--use-rocscope",
|
|
required=False,
|
|
default=False,
|
|
action="store_true",
|
|
dest="use_rocscope",
|
|
help="\t\t\tUse rocscope for profiling",
|
|
)
|
|
profile_group.add_argument(
|
|
"-s",
|
|
"--kernel-summaries",
|
|
required=False,
|
|
default=False,
|
|
action="store_true",
|
|
dest="summaries",
|
|
help="\t\t\tCreate kernel summaries.",
|
|
)
|
|
else:
|
|
profile_group.add_argument(
|
|
"--i-feel-lucky", default=False, dest="lucky", help=argparse.SUPPRESS
|
|
)
|
|
profile_group.add_argument(
|
|
"--use-rocscope", default=False, dest="use_rocscope", help=argparse.SUPPRESS
|
|
)
|
|
profile_group.add_argument(
|
|
"--kernel-summaries",
|
|
default=False,
|
|
dest="summaries",
|
|
help=argparse.SUPPRESS,
|
|
)
|
|
profile_group.add_argument(
|
|
"--join-type",
|
|
metavar="",
|
|
required=False,
|
|
choices=["kernel", "grid"],
|
|
default="grid",
|
|
help="\t\t\tChoose how to join rocprof runs: (DEFAULT: grid)\n\t\t\t kernel (i.e. By unique kernel name dispatches)\n\t\t\t grid (i.e. By unique kernel name + grid size dispatches)",
|
|
)
|
|
profile_group.add_argument(
|
|
"--no-roof",
|
|
required=False,
|
|
default=False,
|
|
action="store_true",
|
|
help="\t\t\tProfile without collecting roofline data.",
|
|
)
|
|
profile_group.add_argument(
|
|
"remaining",
|
|
metavar="-- [ ...]",
|
|
default=None,
|
|
nargs=argparse.REMAINDER,
|
|
help="\t\t\tProvide command for profiling after double dash.",
|
|
)
|
|
profile_group.add_argument(
|
|
"--spatial-multiplexing",
|
|
type=int,
|
|
metavar="",
|
|
nargs="+",
|
|
dest="spatial_multiplexing",
|
|
required=False,
|
|
default=None,
|
|
help="\t\t\tProvide Node ID and GPU number per node.",
|
|
)
|
|
profile_group.add_argument(
|
|
"--format-rocprof-output",
|
|
required=False,
|
|
metavar="",
|
|
dest="format_rocprof_output",
|
|
choices=["json", "csv"],
|
|
default="csv",
|
|
help="\t\t\tSet the format of output file of rocprof.",
|
|
)
|
|
|
|
## Roofline Command Line Options
|
|
roofline_group.add_argument(
|
|
"--roof-only",
|
|
required=False,
|
|
default=False,
|
|
action="store_true",
|
|
help="\t\t\tProfile roofline data only.",
|
|
)
|
|
roofline_group.add_argument(
|
|
"--sort",
|
|
required=False,
|
|
metavar="",
|
|
type=str,
|
|
default="kernels",
|
|
choices=["kernels", "dispatches"],
|
|
help="\t\t\tOverlay top kernels or top dispatches: (DEFAULT: kernels)\n\t\t\t kernels\n\t\t\t dispatches",
|
|
)
|
|
roofline_group.add_argument(
|
|
"-m",
|
|
"--mem-level",
|
|
required=False,
|
|
choices=["HBM", "L2", "vL1D", "LDS"],
|
|
metavar="",
|
|
nargs="+",
|
|
type=str,
|
|
default="ALL",
|
|
help="\t\t\tFilter by memory level: (DEFAULT: ALL)\n\t\t\t HBM\n\t\t\t L2\n\t\t\t vL1D\n\t\t\t LDS",
|
|
)
|
|
roofline_group.add_argument(
|
|
"--device",
|
|
metavar="",
|
|
required=False,
|
|
default=-1,
|
|
type=int,
|
|
help="\t\t\tTarget GPU device ID. (DEFAULT: ALL)",
|
|
)
|
|
roofline_group.add_argument(
|
|
"--kernel-names",
|
|
required=False,
|
|
default=False,
|
|
action="store_true",
|
|
help="\t\t\tInclude kernel names in roofline plot.",
|
|
)
|
|
# roofline_group.add_argument('-w', '--workgroups', required=False, default=-1, type=int, help="\t\t\tNumber of kernel workgroups (DEFAULT: 1024)")
|
|
# roofline_group.add_argument('--wsize', required=False, default=-1, type=int, help="\t\t\tWorkgroup size (DEFAULT: 256)")
|
|
# roofline_group.add_argument('--dataset', required=False, default = -1, type=int, help="\t\t\tDataset size (DEFAULT: 536M)")
|
|
# roofline_group.add_argument('-e', '--experiments', required=False, default=-1, type=int, help="\t\t\tNumber of experiments (DEFAULT: 100)")
|
|
# roofline_group.add_argument('--iter', required=False, default=-1, type=int, help="\t\t\tNumber of iterations (DEFAULT: 10)")
|
|
|
|
## Database Command Line Options
|
|
## ----------------------------
|
|
db_parser = subparsers.add_parser(
|
|
"database",
|
|
help="Interact with rocprofiler-compute database",
|
|
usage="""
|
|
\nrocprof-compute database <interaction type> [connection options]
|
|
|
|
\n\n-------------------------------------------------------------------------------
|
|
\nExamples:
|
|
\n\trocprof-compute database --import -H pavii1 -u temp -t asw -w workloads/vcopy/mi200/
|
|
\n\trocprof-compute database --remove -H pavii1 -u temp -w rocprofiler-compute_asw_sample_mi200
|
|
\n-------------------------------------------------------------------------------\n
|
|
""",
|
|
prog="tool",
|
|
allow_abbrev=False,
|
|
formatter_class=lambda prog: argparse.RawTextHelpFormatter(
|
|
prog, max_help_position=40
|
|
),
|
|
)
|
|
db_parser._optionals.title = "Help"
|
|
|
|
add_general_group(db_parser, rocprof_compute_version)
|
|
interaction_group = db_parser.add_argument_group("Interaction Type")
|
|
connection_group = db_parser.add_argument_group("Connection Options")
|
|
|
|
interaction_group.add_argument(
|
|
"-i",
|
|
"--import",
|
|
required=False,
|
|
dest="upload",
|
|
action="store_true",
|
|
help="\t\t\t\tImport workload to rocprofiler-compute DB",
|
|
)
|
|
interaction_group.add_argument(
|
|
"-r",
|
|
"--remove",
|
|
required=False,
|
|
dest="remove",
|
|
action="store_true",
|
|
help="\t\t\t\tRemove a workload from rocprofiler-compute DB",
|
|
)
|
|
|
|
connection_group.add_argument(
|
|
"-H",
|
|
"--host",
|
|
required=True,
|
|
metavar="",
|
|
help="\t\t\t\tName or IP address of the server host.",
|
|
)
|
|
connection_group.add_argument(
|
|
"-P",
|
|
"--port",
|
|
required=False,
|
|
metavar="",
|
|
help="\t\t\t\tTCP/IP Port. (DEFAULT: 27018)",
|
|
default=27018,
|
|
)
|
|
connection_group.add_argument(
|
|
"-u",
|
|
"--username",
|
|
required=True,
|
|
metavar="",
|
|
help="\t\t\t\tUsername for authentication.",
|
|
)
|
|
connection_group.add_argument(
|
|
"-p",
|
|
"--password",
|
|
metavar="",
|
|
help="\t\t\t\tThe user's password. (will be requested later if it's not set)",
|
|
default="",
|
|
)
|
|
connection_group.add_argument(
|
|
"-t", "--team", required=False, metavar="", help="\t\t\t\tSpecify Team prefix."
|
|
)
|
|
connection_group.add_argument(
|
|
"-w",
|
|
"--workload",
|
|
required=True,
|
|
metavar="",
|
|
dest="workload",
|
|
help="\t\t\t\tSpecify name of workload (to remove) or path to workload (to import)",
|
|
)
|
|
connection_group.add_argument(
|
|
"--kernel-verbose",
|
|
required=False,
|
|
metavar="",
|
|
help="\t\tSpecify Kernel Name verbose level 1-5. Lower the level, shorter the kernel name. (DEFAULT: 5) (DISABLE: 5)",
|
|
default=5,
|
|
type=int,
|
|
)
|
|
|
|
## Analyze Command Line Options
|
|
## ----------------------------
|
|
analyze_parser = subparsers.add_parser(
|
|
"analyze",
|
|
help="Analyze existing profiling results at command line",
|
|
usage="""
|
|
rocprof-compute analyze --path <workload_path> [analyze options]
|
|
|
|
-----------------------------------------------------------------------------------
|
|
Examples:
|
|
\trocprof-compute analyze -p workloads/vcopy/mi200/ --list-metrics gfx90a
|
|
\trocprof-compute analyze -p workloads/mixbench/mi200/ --dispatch 12 34 --decimal 3
|
|
\trocprof-compute analyze -p workloads/mixbench/mi200/ --gui
|
|
-----------------------------------------------------------------------------------
|
|
""",
|
|
prog="tool",
|
|
allow_abbrev=False,
|
|
formatter_class=lambda prog: argparse.RawTextHelpFormatter(
|
|
prog, max_help_position=40
|
|
),
|
|
)
|
|
analyze_parser._optionals.title = "Help"
|
|
|
|
add_general_group(analyze_parser, rocprof_compute_version)
|
|
analyze_group = analyze_parser.add_argument_group("Analyze Options")
|
|
analyze_advanced_group = analyze_parser.add_argument_group("Advanced Options")
|
|
|
|
analyze_group.add_argument(
|
|
"-p",
|
|
"--path",
|
|
dest="path",
|
|
required=False,
|
|
metavar="",
|
|
nargs="+",
|
|
action="append",
|
|
help="\t\tSpecify the raw data root dirs or desired results directory.",
|
|
)
|
|
analyze_group.add_argument(
|
|
"--list-stats",
|
|
action="store_true",
|
|
help="\t\tList all detected kernels and kernel dispatches.",
|
|
)
|
|
analyze_group.add_argument(
|
|
"--list-metrics",
|
|
metavar="",
|
|
choices=supported_archs.keys(), # ["gfx906", "gfx908", "gfx90a"],
|
|
help=print_avail_arch(supported_archs.keys()),
|
|
)
|
|
analyze_group.add_argument(
|
|
"-k",
|
|
"--kernel",
|
|
metavar="",
|
|
type=int,
|
|
dest="gpu_kernel",
|
|
nargs="+",
|
|
action="append",
|
|
help="\t\tSpecify kernel id(s) from --list-stats for filtering.",
|
|
)
|
|
analyze_group.add_argument(
|
|
"-d",
|
|
"--dispatch",
|
|
dest="gpu_dispatch_id",
|
|
metavar="",
|
|
nargs="+",
|
|
action="append",
|
|
help="\t\tSpecify dispatch id(s) for filtering.",
|
|
)
|
|
analyze_group.add_argument(
|
|
"-b",
|
|
"--block",
|
|
dest="filter_metrics",
|
|
metavar="",
|
|
nargs="+",
|
|
help="\t\tSpecify hardware block/metric id(s) from --list-metrics for filtering.",
|
|
)
|
|
analyze_group.add_argument(
|
|
"--gpu-id",
|
|
dest="gpu_id",
|
|
metavar="",
|
|
nargs="+",
|
|
help="\t\tSpecify GPU id(s) for filtering.",
|
|
)
|
|
analyze_group.add_argument(
|
|
"-o",
|
|
"--output",
|
|
metavar="",
|
|
dest="output_file",
|
|
help="\t\tSpecify an output file to save analysis results.",
|
|
)
|
|
analyze_group.add_argument(
|
|
"--gui",
|
|
type=int,
|
|
nargs="?",
|
|
const=8050,
|
|
help="\t\tActivate a GUI to interate with rocprofiler-compute metrics.\n\t\tOptionally, specify port to launch application (DEFAULT: 8050)",
|
|
)
|
|
analyze_advanced_group.add_argument(
|
|
"--random-port",
|
|
action="store_true",
|
|
help="\t\tRandomly generate a port to launch GUI application.\n\t\tRegistered Ports range inclusive (1024-49151).",
|
|
)
|
|
analyze_advanced_group.add_argument(
|
|
"--max-stat-num",
|
|
dest="max_stat_num",
|
|
metavar="",
|
|
type=int,
|
|
default=10,
|
|
help='\t\tSpecify the maximum number of stats shown in "Top Stats" tables (DEFAULT: 10)',
|
|
)
|
|
analyze_advanced_group.add_argument(
|
|
"-n",
|
|
"--normal-unit",
|
|
dest="normal_unit",
|
|
metavar="",
|
|
default="per_wave",
|
|
choices=["per_wave", "per_cycle", "per_second", "per_kernel"],
|
|
help="\t\tSpecify the normalization unit: (DEFAULT: per_wave)\n\t\t per_wave\n\t\t per_cycle\n\t\t per_second\n\t\t per_kernel",
|
|
)
|
|
analyze_advanced_group.add_argument(
|
|
"-t",
|
|
"--time-unit",
|
|
dest="time_unit",
|
|
metavar="",
|
|
default="ns",
|
|
choices=["s", "ms", "us", "ns"],
|
|
help="\t\tSpecify display time unit in kernel top stats: (DEFAULT: ns)\n\t\t s\n\t\t ms\n\t\t us\n\t\t ns",
|
|
)
|
|
analyze_advanced_group.add_argument(
|
|
"--decimal",
|
|
type=int,
|
|
metavar="",
|
|
default=2,
|
|
help="\t\tSpecify desired decimal precision of analysis results. (DEFAULT: 2)",
|
|
)
|
|
analyze_advanced_group.add_argument(
|
|
"--config-dir",
|
|
dest="config_dir",
|
|
metavar="",
|
|
help="\t\tSpecify the directory of customized configs.",
|
|
default=rocprof_compute_home.joinpath("rocprof_compute_soc/analysis_configs/"),
|
|
)
|
|
analyze_advanced_group.add_argument(
|
|
"--save-dfs",
|
|
dest="df_file_dir",
|
|
metavar="",
|
|
help="\t\tSpecify the dirctory to save analysis dataframe csv files.",
|
|
)
|
|
analyze_advanced_group.add_argument(
|
|
"--cols",
|
|
type=int,
|
|
dest="cols",
|
|
metavar="",
|
|
nargs="+",
|
|
help="\t\tSpecify column indices to display.",
|
|
)
|
|
analyze_advanced_group.add_argument(
|
|
"-g", dest="debug", action="store_true", help="\t\tDebug single metric."
|
|
)
|
|
analyze_advanced_group.add_argument(
|
|
"--dependency",
|
|
action="store_true",
|
|
help="\t\tList the installation dependency.",
|
|
)
|
|
analyze_advanced_group.add_argument(
|
|
"--kernel-verbose",
|
|
required=False,
|
|
metavar="",
|
|
help="\t\tSpecify Kernel Name verbose level 1-5. Lower the level, shorter the kernel name. (DEFAULT: 5) (DISABLE: 5)",
|
|
default=5,
|
|
type=int,
|
|
)
|
|
analyze_advanced_group.add_argument(
|
|
"--report-diff", default=0, nargs="?", type=int, help=argparse.SUPPRESS
|
|
)
|
|
analyze_advanced_group.add_argument(
|
|
"--specs-correction",
|
|
type=str,
|
|
metavar="",
|
|
help="\t\tSpecify the specs to correct.",
|
|
)
|
|
analyze_advanced_group.add_argument(
|
|
"--list-nodes",
|
|
action="store_true",
|
|
help="\t\tMulti-node option: list all node names.",
|
|
)
|
|
analyze_advanced_group.add_argument(
|
|
"--nodes",
|
|
metavar="",
|
|
type=str,
|
|
dest="nodes",
|
|
nargs="*",
|
|
help="\t\tMulti-node option: filter with node names. Enable it without node names means ALL.",
|
|
)
|