ae8f72fa79
* Use native tool for counter collection
* Add native counter collection tool which uses rocprofiler-sdk C++
library public API to get counter collection data
* This is enabled by default, unless --no-native-tool option is
provided or ROCPROF=rocprofv3 env. var. is provided
* This tool is only supported for ROCm version >=7.x.x
* This tool is not supported for attach/detach scenario
* Build native tool shared object during build time
* If using rocprof-compute without building then runtime compilation of
t push native tool shared object is performed
* rocprofiler-sdk tools is still used for services other than counter
collection and data collected by native tool is merged into the
rocpd/csv output of rocprofiler-sdk tool
* Make `rocpd` choice the default choice for `--format-rocprof-output`
option
* If `rocpd` public API from rocprofiler-sdk library is not present,
then fallback to `csv` choice
* In this case only `pmc_perf.csv` is written in workload folder
instead of multiple `csv` files for each profiling run
* Remove `json` choice from `--format-rocprof-output` option since it
functions identical to `csv` option
* Rename option `--rocprofiler-sdk-library-path` to
`--rocprofiler-sdk-tool-path` since we LD_PRELOAD the
rocprofiler-sdk tool shared object and not the rocprofiler-sdk library
shared object
* Fix the meaning of `--dispatch` option in `profile` mode to mention
dispatch iteration filtering instead of dispatch id filtering
* --dispatch option in analyze mode does dispatch id filtering
* Move standalone binary creation logic from cmake file to docker file
* fix native counter collection tool during attach/detach
* improve logging
* fix attach detach with native tool
* fix attach detach with native tool
* do not support attach/detach in native tool
* Update changelog
* add standalone binary creation functionality in cmake
* address review comments
* address review comments
* fix formatting
* address review comments
* Adding paths for cmake to search. Also updated min. cmake requirement to 3.21 as this was when hip was supported.
Signed-off-by: Carrie Fallows <Carrie.Fallows@amd.com>
* Update hip compiler ID check, sometimes comes up as Clang, sometimes ROCMClang- depends on setup.
Updated formatting.
Signed-off-by: Carrie Fallows <Carrie.Fallows@amd.com>
* RHEL8.10 unable to compile due to defaulting to old c++ version, need to force c++17
Signed-off-by: Carrie Fallows <Carrie.Fallows@amd.com>
* Updating changelog per docs team recommendations
Signed-off-by: Carrie Fallows <Carrie.Fallows@amd.com>
* Apply suggestions from code review to changelog
Co-authored-by: Pratik Basyal <pratik.basyal@amd.com>
* Do not required HIP complier to build native counter collection tool
* fix cmake
* gersemi formatting on latest cmake change
Signed-off-by: Carrie Fallows <Carrie.Fallows@amd.com>
* ex ci updated dependencies to include rocprofiler-sdk, but cmake was still not capturing the path- there was a commit that added to the cmake_prefix_path entry that specified rocprof-sdk's cmake location ut was too specific for the search paths in find_package's config mode.
removing the cmake_prefix_path var and adding hints to find_package call instead, and specifying config mode so it knows how to construct the search paths
Signed-off-by: Carrie Fallows <Carrie.Fallows@amd.com>
* gersemi run for formatting
Signed-off-by: Carrie Fallows <Carrie.Fallows@amd.com>
* Still need prefix path, should not have been removed in last commit but does need to be shortened to just the rocm path to allow for find_package config mode to do the job
Signed-off-by: Carrie Fallows <Carrie.Fallows@amd.com>
* include cstdint for uint32_t
* Run formatting on helper.cpp
Signed-off-by: Carrie Fallows <Carrie.Fallows@amd.com>
* Remove rocm 7.2 release stuff from version and changelog and handle it in separate pr
* fix version
* fix changelog
* fix changelog
* run ruff formatter
Signed-off-by: Carrie Fallows <Carrie.Fallows@amd.com>
* fix rocprofiler-sdk attach so path
---------
Signed-off-by: Carrie Fallows <Carrie.Fallows@amd.com>
Co-authored-by: Carrie Fallows <Carrie.Fallows@amd.com>
Co-authored-by: Pratik Basyal <pratik.basyal@amd.com>
505 строки
18 KiB
Python
505 строки
18 KiB
Python
##############################################################################
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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
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# all 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
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# THE SOFTWARE.
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##############################################################################
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import argparse
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import importlib
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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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from typing import Optional
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import config
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from argparser import omniarg_parser
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from rocprof_compute_soc.soc_base import OmniSoC_Base
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from utils import file_io, parser, schema
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from utils.logger 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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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.mi_gpu_spec import mi_gpu_specs
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from utils.specs import MachineSpecs, generate_machine_specs
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from utils.utils import (
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detect_rocprof,
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get_panel_alias,
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get_submodules,
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get_version,
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get_version_display,
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parse_sets_yaml,
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set_locale_encoding,
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)
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class RocProfCompute:
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def __init__(self) -> None:
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self.__args: Optional[argparse.Namespace] = None
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self.__profiler_mode = None
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self.__analyze_mode = None
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self.__soc: dict[str, OmniSoC_Base] = {}
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self.__version: dict[str, Optional[str]] = {"ver": None, "ver_pretty": None}
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self.__supported_archs = mi_gpu_specs.get_gpu_series_dict()
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self.__mspec: MachineSpecs # to be initialized 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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assert self.__args is not None
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self.__mode = self.__args.mode
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gui_value = getattr(self.__args, "gui", None)
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self.__loglevel = setup_logging_priority(
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self.__args.verbose, self.__args.quiet, self.__mode, gui_value
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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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self.sanitize()
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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(f"Execution mode = {self.__mode}")
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def print_graphic(self) -> None:
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print(
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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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)
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def get_mode(self) -> Optional[str]:
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return self.__mode
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def set_version(self) -> None:
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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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def detect_profiler(self) -> None:
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profiler_mode = detect_rocprof(self.__args)
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if str(profiler_mode).endswith("rocprofv3"):
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self.__profiler_mode = "rocprofv3"
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elif str(profiler_mode) == "rocprofiler-sdk":
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self.__profiler_mode = "rocprofiler-sdk"
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else:
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console_error(
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f"Incompatible profiler: {profiler_mode}. Supported profilers "
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f"include: {get_submodules('rocprof_compute_profile')}"
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)
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def detect_analyze(self) -> None:
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if self.__args.gui:
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self.__analyze_mode = "web_ui"
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elif self.__args.tui:
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self.__analyze_mode = "tui"
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elif self.__args.output_format == "db":
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self.__analyze_mode = "db"
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else:
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self.__analyze_mode = "cli"
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def sanitize(self) -> None:
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block = False
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if (hasattr(self.__args, "filter_metrics") and self.__args.filter_metrics) or (
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hasattr(self.__args, "filter_blocks") and self.__args.filter_blocks
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):
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block = True
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if self.__args.list_metrics is not None and block:
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console_error("Cannot use --list-metrics with --blocks")
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if self.__args.list_blocks is not None and block:
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console_error("Cannot use --list-blocks with --blocks")
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if (
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hasattr(self.__args, "list_available_metrics")
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and self.__args.list_available_metrics
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) and block:
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console_error("Cannot use --list-available-metrics with --blocks")
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# fallback to csv output format, if rocpd public api not available
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if (
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self.__mode == "profile"
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and self.__args.format_rocprof_output == "rocpd"
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and not (
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Path(self.__args.rocprofiler_sdk_tool_path).parents[1]
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/ "librocprofiler-sdk-rocpd.so"
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).exists()
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):
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console_warning(
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"rocpd output format is not supported with the "
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"current rocprofiler-sdk version. "
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"Falling back to csv output format."
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)
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self.__args.format_rocprof_output = "csv"
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@demarcate
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def load_soc_specs(self, sysinfo: Optional[dict] = None) -> 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 and 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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soc_module = importlib.import_module(f"rocprof_compute_soc.soc_{arch}")
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soc_class = getattr(soc_module, f"{arch}_soc")
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self.__soc[arch] = soc_class(self.__args, self.__mspec)
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def parse_args(self) -> None:
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parser = argparse.ArgumentParser(
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description=(
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"Command line interface for AMD's GPU profiler, ROCm Compute Profiler"
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),
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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 is 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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elif self.__args.list_metrics is not None:
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self.list_metrics()
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sys.exit(0)
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elif self.__args.list_blocks is not None:
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self.list_blocks()
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sys.exit(0)
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elif self.__args.config_dir:
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parser.print_help(sys.stderr)
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console_error(
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"rocprof-compute requires you to pass --list-metrics "
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"with --config-dir."
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)
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parser.print_help(sys.stderr)
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console_error(
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"rocprof-compute requires you to pass a valid mode. Detected None."
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)
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elif self.__args.mode == "profile":
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self.handle_profile_args()
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elif self.__args.mode == "analyze":
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self.handle_analyze_args()
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def handle_profile_args(self) -> None:
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# Handle list operations first - these are independent and exit immediately
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if getattr(self.__args, "list_sets", False):
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return
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if getattr(self.__args, "list_available_metrics", False):
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return
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def handle_analyze_args(self) -> None:
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"""Handle analyze-specific argument processing"""
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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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@demarcate
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def list_metrics(self) -> None:
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for_current_arch = getattr(self.__args, "list_available_metrics", False)
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arch = (
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self.__mspec.gpu_arch
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if (for_current_arch or self.__args.list_metrics is None)
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else self.__args.list_metrics
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)
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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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str(Path(self.__args.config_dir) / arch)
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])
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sys_info = (
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self.__mspec.get_class_members().iloc[0] if for_current_arch else None
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)
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parser.build_dfs(arch_configs=ac, filter_metrics=[], sys_info=sys_info)
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for key, value in ac.metric_list.items():
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prefix = "\t" * min(key.count("."), 2)
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print(f"{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 list_blocks(self) -> None:
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for_current_arch = getattr(self.__args, "list_available_metrics", False)
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arch = (
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self.__mspec.gpu_arch
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if (for_current_arch or self.__args.list_blocks is None)
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else self.__args.list_blocks
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)
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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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str(Path(self.__args.config_dir) / arch)
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])
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sys_info = (
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self.__mspec.get_class_members().iloc[0] if for_current_arch else None
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)
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parser.build_dfs(arch_configs=ac, filter_metrics=[], sys_info=sys_info)
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print(f"{'INDEX':<8} {'BLOCK ALIAS':<16} {'BLOCK NAME'}")
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for key, value in ac.metric_list.items():
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if key.count(".") > 0:
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continue
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print(f"{key:<8} {get_panel_alias()[value]:<16} {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 list_sets(self) -> None:
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sets_info = parse_sets_yaml(self.__mspec.gpu_arch)
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if not sets_info:
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console_error("No sets configuration found.")
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print("\nAvailable Sets:")
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print("=" * 115)
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# Print header
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print(
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f"{'Set Option':<35} {'Set Title':<35}"
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f" {'Metric Name':<30} {'Metric ID':<10}"
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)
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print("-" * 115)
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# Print data grouped by set
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for set_option, set_data in sets_info.items():
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title = set_data.get("title", set_option)
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metrics = set_data.get("metric", [])
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first_row = True
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for metric in metrics:
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if isinstance(metric, dict) and metric:
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metric_id = next(iter(metric.keys()))
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metric_name = next(iter(metric.values()))
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# Only show set info on first row of each set
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set_display = set_option if first_row else ""
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title_display = title if first_row else ""
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print(
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f"{set_display:<35} {title_display:<35}"
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f" {metric_name:<30} {metric_id:<10}"
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)
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first_row = False
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# Empty line between sets
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print()
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print("Usage Examples:")
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if sets_info:
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first_set = next(iter(sets_info.keys()))
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print(f" rocprof-compute profile --set {first_set} # Profile this set")
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print(" rocprof-compute profile --list-sets # Show this help")
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print()
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sys.exit(0)
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profiler_classes = {
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"rocprofv3": (
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"rocprof_compute_profile.profiler_rocprof_v3",
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"rocprof_v3_profiler",
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),
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"rocprofiler-sdk": (
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"rocprof_compute_profile.profiler_rocprofiler_sdk",
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"rocprofiler_sdk_profiler",
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),
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}
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if self.__profiler_mode not in profiler_classes:
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console_error("Unsupported profiler")
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module_name, class_name = profiler_classes[self.__profiler_mode]
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module = importlib.import_module(module_name)
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profiler_class = getattr(module, class_name)
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return profiler_class(
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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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)
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def create_profiler(self) -> object:
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profiler_classes = {
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"rocprofv3": (
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"rocprof_compute_profile.profiler_rocprof_v3",
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"rocprof_v3_profiler",
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),
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"rocprofiler-sdk": (
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"rocprof_compute_profile.profiler_rocprofiler_sdk",
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"rocprofiler_sdk_profiler",
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),
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}
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if self.__profiler_mode not in profiler_classes:
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console_error("Unsupported profiler")
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module_name, class_name = profiler_classes[self.__profiler_mode]
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module = importlib.import_module(module_name)
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profiler_class = getattr(module, class_name)
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return profiler_class(
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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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)
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@demarcate
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def run_profiler(self) -> None:
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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 or self.__args.list_available_metrics:
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self.list_metrics()
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elif self.__args.list_sets:
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self.list_sets()
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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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if "/" in self.__args.name:
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console_error('"/" is not permitted in profile name')
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# instantiate desired profiler
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profiler = self.create_profiler()
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profiler.sanitize()
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# Add --name to workload path if --path is not given
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if self.__args.path == str(Path.cwd() / "workloads"):
|
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if not hasattr(self.__args, "name") or not self.__args.name:
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console_error("-n/--name is required")
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self.__args.path = str(Path(self.__args.path) / self.__args.name)
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# Add node name to workload path
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if self.__args.subpath == "node_name":
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self.__args.path = str(Path(self.__args.path) / socket.gethostname())
|
|
# OR, Add gpu model name to workload path
|
|
elif self.__args.subpath == "gpu_model":
|
|
self.__args.path = str(Path(self.__args.path) / self.__mspec.gpu_model)
|
|
|
|
# Create workload directory if it does not exist
|
|
p = Path(self.__args.path)
|
|
if not p.exists():
|
|
try:
|
|
p.mkdir(parents=True, exist_ok=False)
|
|
except FileExistsError:
|
|
console_error("Directory already exists.")
|
|
|
|
# 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.PROJECT_NAME)
|
|
time_end_prof = time.time()
|
|
|
|
prof_duration = time_end_prof - time_start_prof
|
|
console_debug(
|
|
f'finished "run_profiling" and finished rocprof\'s workload, '
|
|
f"time taken was {int(prof_duration / 60)} m {prof_duration % 60} sec"
|
|
)
|
|
|
|
profiler.post_processing()
|
|
time_end_post = time.time()
|
|
|
|
post_duration = int(time_end_post - time_end_prof)
|
|
console_debug(f'time taken for "post_processing" was {post_duration} seconds')
|
|
self.__soc[self.__mspec.gpu_arch].post_profiling()
|
|
|
|
@demarcate
|
|
def run_analysis(self) -> None:
|
|
self.print_graphic()
|
|
console_log(f"Analysis mode = {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)
|
|
elif self.__analyze_mode == "tui":
|
|
from rocprof_compute_tui.tui_app import run_tui
|
|
|
|
run_tui(self.__args, self.__supported_archs)
|
|
return
|
|
elif self.__analyze_mode == "db":
|
|
from rocprof_compute_analyze.analysis_db import db_analysis
|
|
|
|
analyzer = db_analysis(self.__args, self.__supported_archs)
|
|
else:
|
|
console_error(f"Unsupported analysis mode -> {self.__analyze_mode}")
|
|
|
|
# -----------------------
|
|
# run analysis workflow
|
|
# -----------------------
|
|
analyzer.sanitize()
|
|
|
|
# Load required SoC(s) from input
|
|
for path_list in analyzer.get_args().path:
|
|
base_path = path_list[0] if isinstance(path_list, list) else path_list
|
|
|
|
# Determine sysinfo path
|
|
if (
|
|
analyzer.get_args().nodes is None
|
|
and not analyzer.get_args().spatial_multiplexing
|
|
):
|
|
sysinfo_path = base_path
|
|
else:
|
|
sysinfo_path = file_io.find_1st_sub_dir(base_path)
|
|
|
|
sys_info = file_io.load_sys_info(f"{sysinfo_path}/sysinfo.csv")
|
|
sys_info_dict = {
|
|
key: value[0] for key, value in sys_info.to_dict("list").items()
|
|
}
|
|
self.load_soc_specs(sys_info_dict)
|
|
|
|
analyzer.set_soc(self.__soc)
|
|
analyzer.pre_processing()
|
|
analyzer.run_analysis()
|