Files
rocm-systems/projects/rocprofiler-compute/src/rocprof_compute_base.py
T
vedithal-amd ae8f72fa79 [rocprofiler-compute] Use native tool for counter collection (#1212)
* 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>
2025-11-18 23:34:38 -05:00

505 строки
18 KiB
Python

##############################################################################
# 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.
##############################################################################
import argparse
import importlib
import socket
import sys
import time
from pathlib import Path
from typing import Optional
import config
from argparser import omniarg_parser
from rocprof_compute_soc.soc_base import OmniSoC_Base
from utils import file_io, parser, schema
from utils.logger import (
console_debug,
console_error,
console_log,
console_warning,
demarcate,
setup_console_handler,
setup_file_handler,
setup_logging_priority,
)
from utils.mi_gpu_spec import mi_gpu_specs
from utils.specs import MachineSpecs, generate_machine_specs
from utils.utils import (
detect_rocprof,
get_panel_alias,
get_submodules,
get_version,
get_version_display,
parse_sets_yaml,
set_locale_encoding,
)
class RocProfCompute:
def __init__(self) -> None:
self.__args: Optional[argparse.Namespace] = None
self.__profiler_mode = None
self.__analyze_mode = None
self.__soc: dict[str, OmniSoC_Base] = {}
self.__version: dict[str, Optional[str]] = {"ver": None, "ver_pretty": None}
self.__supported_archs = mi_gpu_specs.get_gpu_series_dict()
self.__mspec: MachineSpecs # to be initialized in load_soc_specs()
setup_console_handler()
self.set_version()
self.parse_args()
assert self.__args is not None
self.__mode = self.__args.mode
gui_value = getattr(self.__args, "gui", None)
self.__loglevel = setup_logging_priority(
self.__args.verbose, self.__args.quiet, self.__mode, gui_value
)
setattr(self.__args, "loglevel", self.__loglevel)
set_locale_encoding()
self.sanitize()
if self.__mode == "profile":
self.detect_profiler()
elif self.__mode == "analyze":
self.detect_analyze()
console_debug(f"Execution mode = {self.__mode}")
def print_graphic(self) -> None:
print(
r"""
__ _
_ __ ___ ___ _ __ _ __ ___ / _| ___ ___ _ __ ___ _ __ _ _| |_ ___
| '__/ _ \ / __| '_ \| '__/ _ \| |_ _____ / __/ _ \| '_ ` _ \| '_ \| | | | __/ _ \
| | | (_) | (__| |_) | | | (_) | _|_____| (_| (_) | | | | | | |_) | |_| | || __/
|_| \___/ \___| .__/|_| \___/|_| \___\___/|_| |_| |_| .__/ \__,_|\__\___|
|_| |_|
"""
)
def get_mode(self) -> Optional[str]:
return self.__mode
def set_version(self) -> None:
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"]
)
def detect_profiler(self) -> None:
profiler_mode = detect_rocprof(self.__args)
if str(profiler_mode).endswith("rocprofv3"):
self.__profiler_mode = "rocprofv3"
elif str(profiler_mode) == "rocprofiler-sdk":
self.__profiler_mode = "rocprofiler-sdk"
else:
console_error(
f"Incompatible profiler: {profiler_mode}. Supported profilers "
f"include: {get_submodules('rocprof_compute_profile')}"
)
def detect_analyze(self) -> None:
if self.__args.gui:
self.__analyze_mode = "web_ui"
elif self.__args.tui:
self.__analyze_mode = "tui"
elif self.__args.output_format == "db":
self.__analyze_mode = "db"
else:
self.__analyze_mode = "cli"
def sanitize(self) -> None:
block = False
if (hasattr(self.__args, "filter_metrics") and self.__args.filter_metrics) or (
hasattr(self.__args, "filter_blocks") and self.__args.filter_blocks
):
block = True
if self.__args.list_metrics is not None and block:
console_error("Cannot use --list-metrics with --blocks")
if self.__args.list_blocks is not None and block:
console_error("Cannot use --list-blocks with --blocks")
if (
hasattr(self.__args, "list_available_metrics")
and self.__args.list_available_metrics
) and block:
console_error("Cannot use --list-available-metrics with --blocks")
# fallback to csv output format, if rocpd public api not available
if (
self.__mode == "profile"
and self.__args.format_rocprof_output == "rocpd"
and not (
Path(self.__args.rocprofiler_sdk_tool_path).parents[1]
/ "librocprofiler-sdk-rocpd.so"
).exists()
):
console_warning(
"rocpd output format is not supported with the "
"current rocprofiler-sdk version. "
"Falling back to csv output format."
)
self.__args.format_rocprof_output = "csv"
@demarcate
def load_soc_specs(self, sysinfo: Optional[dict] = None) -> None:
"""Load OmniSoC instance for RocProfCompute run"""
self.__mspec = generate_machine_specs(self.__args, sysinfo)
if self.__args and self.__args.specs:
print(self.__mspec)
sys.exit(0)
arch = self.__mspec.gpu_arch
soc_module = importlib.import_module(f"rocprof_compute_soc.soc_{arch}")
soc_class = getattr(soc_module, f"{arch}_soc")
self.__soc[arch] = soc_class(self.__args, self.__mspec)
def parse_args(self) -> None:
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 is None:
if self.__args.specs:
print(generate_machine_specs(self.__args))
sys.exit(0)
elif self.__args.list_metrics is not None:
self.list_metrics()
sys.exit(0)
elif self.__args.list_blocks is not None:
self.list_blocks()
sys.exit(0)
elif self.__args.config_dir:
parser.print_help(sys.stderr)
console_error(
"rocprof-compute requires you to pass --list-metrics "
"with --config-dir."
)
parser.print_help(sys.stderr)
console_error(
"rocprof-compute requires you to pass a valid mode. Detected None."
)
elif self.__args.mode == "profile":
self.handle_profile_args()
elif self.__args.mode == "analyze":
self.handle_analyze_args()
def handle_profile_args(self) -> None:
# Handle list operations first - these are independent and exit immediately
if getattr(self.__args, "list_sets", False):
return
if getattr(self.__args, "list_available_metrics", False):
return
def handle_analyze_args(self) -> None:
"""Handle analyze-specific argument processing"""
# Block all filters during spatial-multiplexing
if self.__args.spatial_multiplexing:
self.__args.gpu_id = None
self.__args.gpu_kernel = None
self.__args.gpu_dispatch_id = None
self.__args.nodes = None
@demarcate
def list_metrics(self) -> None:
for_current_arch = getattr(self.__args, "list_available_metrics", False)
arch = (
self.__mspec.gpu_arch
if (for_current_arch or self.__args.list_metrics is None)
else self.__args.list_metrics
)
if arch in self.__supported_archs.keys():
ac = schema.ArchConfig()
ac.panel_configs = file_io.load_panel_configs([
str(Path(self.__args.config_dir) / arch)
])
sys_info = (
self.__mspec.get_class_members().iloc[0] if for_current_arch else None
)
parser.build_dfs(arch_configs=ac, filter_metrics=[], sys_info=sys_info)
for key, value in ac.metric_list.items():
prefix = "\t" * min(key.count("."), 2)
print(f"{prefix}{key} -> {value}")
sys.exit(0)
else:
console_error("Unsupported arch")
@demarcate
def list_blocks(self) -> None:
for_current_arch = getattr(self.__args, "list_available_metrics", False)
arch = (
self.__mspec.gpu_arch
if (for_current_arch or self.__args.list_blocks is None)
else self.__args.list_blocks
)
if arch in self.__supported_archs.keys():
ac = schema.ArchConfig()
ac.panel_configs = file_io.load_panel_configs([
str(Path(self.__args.config_dir) / arch)
])
sys_info = (
self.__mspec.get_class_members().iloc[0] if for_current_arch else None
)
parser.build_dfs(arch_configs=ac, filter_metrics=[], sys_info=sys_info)
print(f"{'INDEX':<8} {'BLOCK ALIAS':<16} {'BLOCK NAME'}")
for key, value in ac.metric_list.items():
if key.count(".") > 0:
continue
print(f"{key:<8} {get_panel_alias()[value]:<16} {value}")
sys.exit(0)
else:
console_error("Unsupported arch")
@demarcate
def list_sets(self) -> None:
sets_info = parse_sets_yaml(self.__mspec.gpu_arch)
if not sets_info:
console_error("No sets configuration found.")
print("\nAvailable Sets:")
print("=" * 115)
# Print header
print(
f"{'Set Option':<35} {'Set Title':<35}"
f" {'Metric Name':<30} {'Metric ID':<10}"
)
print("-" * 115)
# Print data grouped by set
for set_option, set_data in sets_info.items():
title = set_data.get("title", set_option)
metrics = set_data.get("metric", [])
first_row = True
for metric in metrics:
if isinstance(metric, dict) and metric:
metric_id = next(iter(metric.keys()))
metric_name = next(iter(metric.values()))
# Only show set info on first row of each set
set_display = set_option if first_row else ""
title_display = title if first_row else ""
print(
f"{set_display:<35} {title_display:<35}"
f" {metric_name:<30} {metric_id:<10}"
)
first_row = False
# Empty line between sets
print()
print("Usage Examples:")
if sets_info:
first_set = next(iter(sets_info.keys()))
print(f" rocprof-compute profile --set {first_set} # Profile this set")
print(" rocprof-compute profile --list-sets # Show this help")
print()
sys.exit(0)
profiler_classes = {
"rocprofv3": (
"rocprof_compute_profile.profiler_rocprof_v3",
"rocprof_v3_profiler",
),
"rocprofiler-sdk": (
"rocprof_compute_profile.profiler_rocprofiler_sdk",
"rocprofiler_sdk_profiler",
),
}
if self.__profiler_mode not in profiler_classes:
console_error("Unsupported profiler")
module_name, class_name = profiler_classes[self.__profiler_mode]
module = importlib.import_module(module_name)
profiler_class = getattr(module, class_name)
return profiler_class(
self.__args,
self.__profiler_mode,
self.__soc[self.__mspec.gpu_arch],
)
def create_profiler(self) -> object:
profiler_classes = {
"rocprofv3": (
"rocprof_compute_profile.profiler_rocprof_v3",
"rocprof_v3_profiler",
),
"rocprofiler-sdk": (
"rocprof_compute_profile.profiler_rocprofiler_sdk",
"rocprofiler_sdk_profiler",
),
}
if self.__profiler_mode not in profiler_classes:
console_error("Unsupported profiler")
module_name, class_name = profiler_classes[self.__profiler_mode]
module = importlib.import_module(module_name)
profiler_class = getattr(module, class_name)
return profiler_class(
self.__args,
self.__profiler_mode,
self.__soc[self.__mspec.gpu_arch],
)
@demarcate
def run_profiler(self) -> None:
self.print_graphic()
self.load_soc_specs()
if self.__args.list_metrics is not None or self.__args.list_available_metrics:
self.list_metrics()
elif self.__args.list_sets:
self.list_sets()
elif self.__args.name is None:
sys.exit("Either --list-name or --name is required")
if "/" in self.__args.name:
console_error('"/" is not permitted in profile name')
# instantiate desired profiler
profiler = self.create_profiler()
profiler.sanitize()
# Add --name to workload path if --path is not given
if self.__args.path == str(Path.cwd() / "workloads"):
if not hasattr(self.__args, "name") or not self.__args.name:
console_error("-n/--name is required")
self.__args.path = str(Path(self.__args.path) / self.__args.name)
# Add node name to workload path
if self.__args.subpath == "node_name":
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()