##############################################################################bl # MIT License # # Copyright (c) 2021 - 2024 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 importlib import logging import os import shutil import socket import sys import time from pathlib import Path import pandas as pd import config from argparser import omniarg_parser from utils import file_io from utils.logger import ( setup_console_handler, setup_file_handler, setup_logging_priority, ) from utils.specs import MachineSpecs, generate_machine_specs from utils.utils import ( console_debug, console_error, console_log, demarcate, detect_rocprof, get_submodules, get_version, get_version_display, set_locale_encoding, ) SUPPORTED_ARCHS = { "gfx906": {"mi50": ["MI50", "MI60"]}, "gfx908": {"mi100": ["MI100"]}, "gfx90a": {"mi200": ["MI210", "MI250", "MI250X"]}, "gfx940": {"mi300": ["MI300A_A0"]}, "gfx941": {"mi300": ["MI300X_A0"]}, "gfx942": {"mi300": ["MI300A_A1", "MI300X_A1"]}, } MI300_CHIP_IDS = { "29856": "MI300A_A1", "29857": "MI300X_A1", "29858": "MI308X", } class RocProfCompute: def __init__(self): self.__args = None self.__profiler_mode = None self.__analyze_mode = None self.__soc_name = ( set() ) # gpu name, or in case of analyze mode, all loaded gpu name(s) self.__soc = dict() # set of key, value pairs. Where arch->OmniSoc() obj self.__version = { "ver": None, "ver_pretty": None, } self.__options = {} self.__supported_archs = SUPPORTED_ARCHS self.__mspec: MachineSpecs = None # to be initalized in load_soc_specs() setup_console_handler() self.set_version() self.parse_args() self.__mode = self.__args.mode self.__loglevel = setup_logging_priority( self.__args.verbose, self.__args.quiet, self.__mode ) setattr(self.__args, "loglevel", self.__loglevel) set_locale_encoding() if self.__mode == "profile": self.detect_profiler() elif self.__mode == "analyze": self.detect_analyze() console_debug("Execution mode = %s" % self.__mode) def print_graphic(self): """Log program name as ascii art to terminal.""" ascii_art = r""" __ _ _ __ ___ ___ _ __ _ __ ___ / _| ___ ___ _ __ ___ _ __ _ _| |_ ___ | '__/ _ \ / __| '_ \| '__/ _ \| |_ _____ / __/ _ \| '_ ` _ \| '_ \| | | | __/ _ \ | | | (_) | (__| |_) | | | (_) | _|_____| (_| (_) | | | | | | |_) | |_| | || __/ |_| \___/ \___| .__/|_| \___/|_| \___\___/|_| |_| |_| .__/ \__,_|\__\___| |_| |_| """ print(ascii_art) def get_mode(self): return self.__mode def set_version(self): vData = get_version(config.rocprof_compute_home) self.__version["ver"] = vData["version"] self.__version["ver_pretty"] = get_version_display( vData["version"], vData["sha"], vData["mode"] ) return def detect_profiler(self): if ( self.__args.lucky == True or self.__args.summaries == True or self.__args.use_rocscope ): if not shutil.which("rocscope"): console_error("Rocscope must be in PATH") else: self.__profiler_mode = "rocscope" else: rocprof_cmd = detect_rocprof() if str(rocprof_cmd).endswith("rocprof"): self.__profiler_mode = "rocprofv1" elif str(rocprof_cmd).endswith("rocprofv2"): self.__profiler_mode = "rocprofv2" elif str(rocprof_cmd).endswith("rocprofv3"): self.__profiler_mode = "rocprofv3" else: console_error( "Incompatible profiler: %s. Supported profilers include: %s" % (rocprof_cmd, get_submodules("rocprof_compute_profile")) ) return def detect_analyze(self): if self.__args.gui: self.__analyze_mode = "web_ui" else: self.__analyze_mode = "cli" return @demarcate def load_soc_specs(self, sysinfo: dict = None): """Load OmniSoC instance for RocProfCompute run""" self.__mspec = generate_machine_specs(self.__args, sysinfo) if self.__args.specs: print(self.__mspec) sys.exit(0) arch = self.__mspec.gpu_arch # NB: This checker is a bit redundent. We already check this in specs module if arch not in self.__supported_archs.keys(): console_error("%s is an unsupported SoC" % arch) soc_module = importlib.import_module("rocprof_compute_soc.soc_" + arch) soc_class = getattr(soc_module, arch + "_soc") self.__soc[arch] = soc_class(self.__args, self.__mspec) return def parse_args(self): parser = argparse.ArgumentParser( description="Command line interface for AMD's GPU profiler, ROCm Compute Profiler", prog="tool", formatter_class=lambda prog: argparse.RawTextHelpFormatter( prog, max_help_position=30 ), usage="rocprof-compute [mode] [options]", ) omniarg_parser( parser, config.rocprof_compute_home, self.__supported_archs, self.__version ) self.__args = parser.parse_args() if self.__args.mode == None: if self.__args.specs: print(generate_machine_specs(self.__args)) sys.exit(0) parser.print_help(sys.stderr) console_error( "rocprof-compute requires you pass a valid mode. Detected None." ) elif self.__args.mode == "profile": # FIXME: # Might want to get host name from detected spec if self.__args.subpath == "node_name": self.__args.path = str( Path(self.__args.path).joinpath(socket.gethostname()) ) elif self.__args.subpath == "gpu_model": self.__args.path = str( Path(self.__args.path).joinpath(self.__mspec.gpu_model) ) p = Path(self.__args.path) if not p.exists(): try: p.mkdir(parents=True, exist_ok=False) except FileExistsError: console_error("Directory already exists.") return @demarcate def run_profiler(self): self.print_graphic() self.load_soc_specs() # FIXME: # Changing default path should be done at the end of arg parsing stage, # unless there is a specific reason to do here. # Update default path if self.__args.path == str(Path(os.getcwd()).joinpath("workloads")): self.__args.path = str( Path(self.__args.path).joinpath(self.__args.name, self.__mspec.gpu_model) ) # instantiate desired profiler if self.__profiler_mode == "rocprofv1": from rocprof_compute_profile.profiler_rocprof_v1 import rocprof_v1_profiler profiler = rocprof_v1_profiler( self.__args, self.__profiler_mode, self.__soc[self.__mspec.gpu_arch] ) elif self.__profiler_mode == "rocprofv2": from rocprof_compute_profile.profiler_rocprof_v2 import rocprof_v2_profiler profiler = rocprof_v2_profiler( self.__args, self.__profiler_mode, self.__soc[self.__mspec.gpu_arch] ) elif self.__profiler_mode == "rocprofv3": from rocprof_compute_profile.profiler_rocprof_v3 import rocprof_v3_profiler profiler = rocprof_v3_profiler( self.__args, self.__profiler_mode, self.__soc[self.__mspec.gpu_arch] ) elif self.__profiler_mode == "rocscope": from rocprof_compute_profile.profiler_rocscope import rocscope_profiler profiler = rocscope_profiler( self.__args, self.__profiler_mode, self.__soc[self.__mspec.gpu_arch] ) else: console_error("Unsupported profiler") # ----------------------- # run profiling workflow # ----------------------- self.__soc[self.__mspec.gpu_arch].profiling_setup() # enable file-based logging setup_file_handler(self.__args.loglevel, self.__args.path) profiler.pre_processing() console_debug('starting "run_profiling" and about to start rocprof\'s workload') time_start_prof = time.time() profiler.run_profiling(self.__version["ver"], config.prog) time_end_prof = time.time() console_debug( 'finished "run_profiling" and finished rocprof\'s workload, time taken was {} m {} sec'.format( int((time_end_prof - time_start_prof) / 60), str((time_end_prof - time_start_prof) % 60), ) ) profiler.post_processing() time_end_post = time.time() console_debug( 'time taken for "post_processing" was {} seconds'.format( int((time_end_post - time_end_prof) / 60), str((time_end_post - time_end_prof) % 60), ) ) self.__soc[self.__mspec.gpu_arch].post_profiling() return @demarcate def update_db(self): self.print_graphic() from utils.db_connector import DatabaseConnector db_connection = DatabaseConnector(self.__args) # ----------------------- # run database workflow # ----------------------- db_connection.pre_processing() if self.__args.upload: db_connection.db_import() else: db_connection.db_remove() return @demarcate def run_analysis(self): self.print_graphic() console_log("Analysis mode = %s" % self.__analyze_mode) if self.__analyze_mode == "cli": from rocprof_compute_analyze.analysis_cli import cli_analysis analyzer = cli_analysis(self.__args, self.__supported_archs) elif self.__analyze_mode == "web_ui": from rocprof_compute_analyze.analysis_webui import webui_analysis analyzer = webui_analysis(self.__args, self.__supported_archs) else: console_error("Unsupported analysis mode -> %s" % self.__analyze_mode) # ----------------------- # run analysis workflow # ----------------------- analyzer.sanitize() # Load required SoC(s) from input for d in analyzer.get_args().path: # FIXME # sys_info = pd.read_csv(Path(d[0], "sysinfo.csv")) sysinfo_path = ( Path(d[0]) if analyzer.get_args().nodes is None else file_io.find_1st_sub_dir(d[0]) ) sys_info = file_io.load_sys_info(sysinfo_path.joinpath("sysinfo.csv")) sys_info = sys_info.to_dict("list") sys_info = {key: value[0] for key, value in sys_info.items()} self.load_soc_specs(sys_info) analyzer.set_soc(self.__soc) analyzer.pre_processing() analyzer.run_analysis() return