ywang103-amd
23b42e90c9
* solve the error that makes name passed by -n not used in multi-node applications * isort and black formatted
430 wiersze
15 KiB
Python
430 wiersze
15 KiB
Python
##############################################################################bl
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# MIT License
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#
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# Copyright (c) 2021 - 2025 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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##############################################################################el
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import argparse
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import importlib
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import logging
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import os
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import shutil
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import socket
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import sys
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import time
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from pathlib import Path
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import pandas as pd
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import yaml
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import config
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from argparser import omniarg_parser
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from utils import file_io, parser, schema
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from utils.logger import (
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setup_console_handler,
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setup_file_handler,
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setup_logging_priority,
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)
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from utils.specs import MachineSpecs, generate_machine_specs
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from utils.utils import (
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console_debug,
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console_error,
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console_log,
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console_warning,
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demarcate,
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detect_rocprof,
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get_submodules,
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get_version,
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get_version_display,
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set_locale_encoding,
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)
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SUPPORTED_ARCHS = {
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"gfx906": {"mi50": ["MI50", "MI60"]},
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"gfx908": {"mi100": ["MI100"]},
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"gfx90a": {"mi200": ["MI210", "MI250", "MI250X"]},
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"gfx940": {"mi300": ["MI300A_A0"]},
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"gfx941": {"mi300": ["MI300X_A0"]},
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"gfx942": {"mi300": ["MI300A_A1", "MI300X_A1"]},
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}
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MI300_CHIP_IDS = {
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"29856": "MI300A_A1",
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"29857": "MI300X_A1",
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"29858": "MI308X",
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}
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class RocProfCompute:
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def __init__(self):
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self.__args = None
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self.__profiler_mode = None
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self.__analyze_mode = None
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self.__soc_name = (
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set()
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) # gpu name, or in case of analyze mode, all loaded gpu name(s)
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self.__soc = dict() # set of key, value pairs. Where arch->OmniSoc() obj
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self.__version = {
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"ver": None,
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"ver_pretty": None,
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}
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self.__options = {}
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self.__supported_archs = SUPPORTED_ARCHS
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self.__mspec: MachineSpecs = None # to be initalized in load_soc_specs()
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setup_console_handler()
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self.set_version()
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self.parse_args()
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self.__mode = self.__args.mode
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self.__loglevel = setup_logging_priority(
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self.__args.verbose, self.__args.quiet, self.__mode
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)
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setattr(self.__args, "loglevel", self.__loglevel)
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set_locale_encoding()
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if self.__mode == "profile":
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self.detect_profiler()
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elif self.__mode == "analyze":
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self.detect_analyze()
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console_debug("Execution mode = %s" % self.__mode)
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def print_graphic(self):
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"""Log program name as ascii art to terminal."""
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ascii_art = r"""
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__ _
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_ __ ___ ___ _ __ _ __ ___ / _| ___ ___ _ __ ___ _ __ _ _| |_ ___
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| '__/ _ \ / __| '_ \| '__/ _ \| |_ _____ / __/ _ \| '_ ` _ \| '_ \| | | | __/ _ \
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| | | (_) | (__| |_) | | | (_) | _|_____| (_| (_) | | | | | | |_) | |_| | || __/
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|_| \___/ \___| .__/|_| \___/|_| \___\___/|_| |_| |_| .__/ \__,_|\__\___|
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|_| |_|
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"""
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print(ascii_art)
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def get_mode(self):
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return self.__mode
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def set_version(self):
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vData = get_version(config.rocprof_compute_home)
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self.__version["ver"] = vData["version"]
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self.__version["ver_pretty"] = get_version_display(
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vData["version"], vData["sha"], vData["mode"]
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)
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return
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def detect_profiler(self):
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if (
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self.__args.lucky == True
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or self.__args.summaries == True
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or self.__args.use_rocscope
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):
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if not shutil.which("rocscope"):
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console_error("Rocscope must be in PATH")
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else:
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self.__profiler_mode = "rocscope"
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else:
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rocprof_cmd = detect_rocprof()
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if str(rocprof_cmd).endswith("rocprof"):
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self.__profiler_mode = "rocprofv1"
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elif str(rocprof_cmd).endswith("rocprofv2"):
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self.__profiler_mode = "rocprofv2"
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elif str(rocprof_cmd).endswith("rocprofv3"):
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self.__profiler_mode = "rocprofv3"
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else:
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console_error(
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"Incompatible profiler: %s. Supported profilers include: %s"
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% (rocprof_cmd, get_submodules("rocprof_compute_profile"))
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)
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return
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def detect_analyze(self):
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if self.__args.gui:
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self.__analyze_mode = "web_ui"
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else:
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self.__analyze_mode = "cli"
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return
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@demarcate
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def load_soc_specs(self, sysinfo: dict = None):
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"""Load OmniSoC instance for RocProfCompute run"""
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self.__mspec = generate_machine_specs(self.__args, sysinfo)
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if self.__args.specs:
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print(self.__mspec)
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sys.exit(0)
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arch = self.__mspec.gpu_arch
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# NB: This checker is a bit redundent. We already check this in specs module
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if arch not in self.__supported_archs.keys():
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console_error("%s is an unsupported SoC" % arch)
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soc_module = importlib.import_module("rocprof_compute_soc.soc_" + arch)
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soc_class = getattr(soc_module, arch + "_soc")
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self.__soc[arch] = soc_class(self.__args, self.__mspec)
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return
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def parse_args(self):
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parser = argparse.ArgumentParser(
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description="Command line interface for AMD's GPU profiler, ROCm Compute Profiler",
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prog="tool",
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formatter_class=lambda prog: argparse.RawTextHelpFormatter(
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prog, max_help_position=30
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),
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usage="rocprof-compute [mode] [options]",
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)
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omniarg_parser(
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parser, config.rocprof_compute_home, self.__supported_archs, self.__version
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)
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self.__args = parser.parse_args()
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if self.__args.mode == None:
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if self.__args.specs:
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print(generate_machine_specs(self.__args))
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sys.exit(0)
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parser.print_help(sys.stderr)
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console_error(
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"rocprof-compute requires you pass a valid mode. Detected None."
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)
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elif self.__args.mode == "profile":
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# FIXME:
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# Might want to get host name from detected spec
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if self.__args.subpath == "node_name":
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self.__args.path = str(
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Path(self.__args.path).joinpath(
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self.__args.name, socket.gethostname()
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)
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)
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elif self.__args.subpath == "gpu_model":
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self.__args.path = str(
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Path(self.__args.path).joinpath(
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self.__args.name, self.__mspec.gpu_model
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)
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)
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p = Path(self.__args.path)
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if not p.exists():
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try:
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p.mkdir(parents=True, exist_ok=False)
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except FileExistsError:
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console_error("Directory already exists.")
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elif self.__args.mode == "analyze":
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# block all filters during spatial-multiplexing
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if self.__args.spatial_multiplexing:
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self.__args.gpu_id = None
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self.__args.gpu_kernel = None
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self.__args.gpu_dispatch_id = None
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self.__args.nodes = None
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return
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@demarcate
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def list_metrics(self):
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if not self.__args.list_metrics:
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arch = self.__mspec.gpu_arch
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else:
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arch = self.__args.list_metrics
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if arch in self.__supported_archs.keys():
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ac = schema.ArchConfig()
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ac.panel_configs = file_io.load_panel_configs(
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self.__args.config_dir.joinpath(arch)
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)
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sys_info = self.__mspec.get_class_members().iloc[0]
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parser.build_dfs(archConfigs=ac, filter_metrics=[], sys_info=sys_info)
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for key, value in ac.metric_list.items():
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prefix = ""
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if "." not in str(key):
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prefix = ""
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elif str(key).count(".") == 1:
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prefix = "\t"
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else:
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prefix = "\t\t"
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print(prefix + key, "->", value)
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sys.exit(0)
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else:
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console_error("Unsupported arch")
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@demarcate
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def run_profiler(self):
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self.print_graphic()
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self.load_soc_specs()
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if self.__args.list_metrics is not None:
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self.list_metrics()
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elif self.__args.name is None:
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sys.exit("Either --list-name or --name is required")
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# Deprecation warning for hardware blocks
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if [
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name
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for name, type in self.__args.filter_blocks.items()
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if type == "hardware_block"
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]:
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console_warning("Hardware block based filtering will be deprecated soon")
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# FIXME:
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# Changing default path should be done at the end of arg parsing stage,
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# unless there is a specific reason to do here.
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# Update default path
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if self.__args.path == str(Path(os.getcwd()).joinpath("workloads")):
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self.__args.path = str(
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Path(self.__args.path).joinpath(self.__args.name, self.__mspec.gpu_model)
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)
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# instantiate desired profiler
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if self.__profiler_mode == "rocprofv1":
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from rocprof_compute_profile.profiler_rocprof_v1 import rocprof_v1_profiler
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profiler = rocprof_v1_profiler(
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self.__args,
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self.__profiler_mode,
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self.__soc[self.__mspec.gpu_arch],
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self.__supported_archs,
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)
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elif self.__profiler_mode == "rocprofv2":
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from rocprof_compute_profile.profiler_rocprof_v2 import rocprof_v2_profiler
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profiler = rocprof_v2_profiler(
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self.__args,
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self.__profiler_mode,
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self.__soc[self.__mspec.gpu_arch],
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self.__supported_archs,
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)
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elif self.__profiler_mode == "rocprofv3":
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from rocprof_compute_profile.profiler_rocprof_v3 import rocprof_v3_profiler
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profiler = rocprof_v3_profiler(
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self.__args,
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self.__profiler_mode,
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self.__soc[self.__mspec.gpu_arch],
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self.__supported_archs,
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)
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elif self.__profiler_mode == "rocscope":
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from rocprof_compute_profile.profiler_rocscope import rocscope_profiler
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profiler = rocscope_profiler(
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self.__args,
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self.__profiler_mode,
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self.__soc[self.__mspec.gpu_arch],
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self.__supported_archs,
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)
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else:
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console_error("Unsupported profiler")
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# -----------------------
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# run profiling workflow
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# -----------------------
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self.__soc[self.__mspec.gpu_arch].profiling_setup()
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# Write profiling configuration as yaml file
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with open(Path(self.__args.path).joinpath("profiling_config.yaml"), "w") as f:
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args_dict = vars(self.__args)
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args_dict["config_dir"] = str(args_dict["config_dir"])
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yaml.dump(args_dict, f)
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# enable file-based logging
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setup_file_handler(self.__args.loglevel, self.__args.path)
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profiler.pre_processing()
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console_debug('starting "run_profiling" and about to start rocprof\'s workload')
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time_start_prof = time.time()
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profiler.run_profiling(self.__version["ver"], config.prog)
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time_end_prof = time.time()
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console_debug(
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'finished "run_profiling" and finished rocprof\'s workload, time taken was {} m {} sec'.format(
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int((time_end_prof - time_start_prof) / 60),
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str((time_end_prof - time_start_prof) % 60),
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)
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)
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profiler.post_processing()
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time_end_post = time.time()
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console_debug(
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'time taken for "post_processing" was {} seconds'.format(
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int((time_end_post - time_end_prof) / 60),
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str((time_end_post - time_end_prof) % 60),
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)
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)
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self.__soc[self.__mspec.gpu_arch].post_profiling()
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return
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@demarcate
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def update_db(self):
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self.print_graphic()
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from utils.db_connector import DatabaseConnector
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db_connection = DatabaseConnector(self.__args)
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# -----------------------
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# run database workflow
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# -----------------------
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db_connection.pre_processing()
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if self.__args.upload:
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db_connection.db_import()
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else:
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db_connection.db_remove()
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return
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@demarcate
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def run_analysis(self):
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self.print_graphic()
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console_log("Analysis mode = %s" % self.__analyze_mode)
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if self.__analyze_mode == "cli":
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from rocprof_compute_analyze.analysis_cli import cli_analysis
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analyzer = cli_analysis(self.__args, self.__supported_archs)
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elif self.__analyze_mode == "web_ui":
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from rocprof_compute_analyze.analysis_webui import webui_analysis
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analyzer = webui_analysis(self.__args, self.__supported_archs)
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else:
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console_error("Unsupported analysis mode -> %s" % self.__analyze_mode)
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# -----------------------
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# run analysis workflow
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# -----------------------
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analyzer.sanitize()
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# Load required SoC(s) from input
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for d in analyzer.get_args().path:
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# FIXME
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# sys_info = pd.read_csv(Path(d[0], "sysinfo.csv"))
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sysinfo_path = (
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Path(d[0])
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if analyzer.get_args().nodes is None
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and analyzer.get_args().spatial_multiplexing is not True
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else file_io.find_1st_sub_dir(d[0])
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)
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sys_info = file_io.load_sys_info(sysinfo_path.joinpath("sysinfo.csv"))
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sys_info = sys_info.to_dict("list")
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sys_info = {key: value[0] for key, value in sys_info.items()}
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self.load_soc_specs(sys_info)
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analyzer.set_soc(self.__soc)
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analyzer.pre_processing()
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analyzer.run_analysis()
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return
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