jamessiddeley-amd
5deeea71df
* updated rocprof-compute formatting * fixed ammolite peak variables in parser.py * format parser.py * update formatting rocprof_compute_base
335 righe
13 KiB
Python
335 righe
13 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 copy
|
|
import sys
|
|
import textwrap
|
|
from abc import abstractmethod
|
|
from collections import OrderedDict
|
|
from pathlib import Path
|
|
|
|
import pandas as pd
|
|
|
|
import config
|
|
from utils import file_io, parser, schema
|
|
from utils.logger import (
|
|
console_debug,
|
|
console_error,
|
|
console_log,
|
|
console_warning,
|
|
demarcate,
|
|
)
|
|
from utils.utils import is_workload_empty, merge_counters_spatial_multiplex
|
|
|
|
|
|
class OmniAnalyze_Base:
|
|
def __init__(self, args, supported_archs):
|
|
self.__args = args
|
|
self._runs = OrderedDict()
|
|
self._arch_configs = {}
|
|
self._profiling_config = dict()
|
|
self.__supported_archs = supported_archs
|
|
self._output = None
|
|
self.__socs: dict = None # available OmniSoC objs
|
|
|
|
def get_args(self):
|
|
return self.__args
|
|
|
|
def set_soc(self, omni_socs):
|
|
self.__socs = omni_socs
|
|
|
|
def get_socs(self):
|
|
return self.__socs
|
|
|
|
@demarcate
|
|
def spatial_multiplex_merge_counters(self, df):
|
|
return merge_counters_spatial_multiplex(df)
|
|
|
|
@demarcate
|
|
def generate_configs(self, arch, config_dir, list_stats, filter_metrics, sys_info):
|
|
single_panel_config = file_io.is_single_panel_config(
|
|
Path(config_dir), self.__supported_archs
|
|
)
|
|
|
|
ac = schema.ArchConfig()
|
|
if list_stats:
|
|
ac.panel_configs = file_io.top_stats_build_in_config
|
|
else:
|
|
arch_panel_config = [
|
|
config_dir if single_panel_config else config_dir.joinpath(arch)
|
|
]
|
|
# Use restructured perf metrics in TUI analyze mode
|
|
if self.__args.tui and arch in ["gfx942", "gfx950"]:
|
|
arch_panel_config.append(
|
|
f"{config.rocprof_compute_home}/rocprof_compute_tui/utils/{arch}"
|
|
)
|
|
ac.panel_configs = file_io.load_panel_configs(arch_panel_config)
|
|
|
|
# TODO: filter_metrics should/might be one per arch
|
|
# print(ac)
|
|
|
|
parser.build_dfs(
|
|
archConfigs=ac, filter_metrics=filter_metrics, sys_info=sys_info
|
|
)
|
|
self._arch_configs[arch] = ac
|
|
return self._arch_configs
|
|
|
|
@demarcate
|
|
def list_metrics(self):
|
|
args = self.__args
|
|
if args.list_metrics in self.__supported_archs.keys():
|
|
arch = args.list_metrics
|
|
if arch not in self._arch_configs.keys():
|
|
sys_info = file_io.load_sys_info(
|
|
Path(self.__args.path[0][0], "sysinfo.csv")
|
|
)
|
|
self.generate_configs(
|
|
arch,
|
|
args.config_dir,
|
|
args.list_stats,
|
|
args.filter_metrics,
|
|
sys_info.iloc[0],
|
|
)
|
|
|
|
metric_descriptions = {
|
|
k: v
|
|
for dfs in self._arch_configs[args.list_metrics].dfs.values()
|
|
for k, v in dfs.to_dict().get("Description", {}).items()
|
|
}
|
|
for key, value in self._arch_configs[args.list_metrics].metric_list.items():
|
|
prefix = ""
|
|
description = ""
|
|
if "." not in str(key):
|
|
prefix = ""
|
|
elif str(key).count(".") == 1:
|
|
prefix = "\t"
|
|
else:
|
|
prefix = "\t\t"
|
|
description = metric_descriptions.get(key, "")
|
|
print(prefix + key, "->", value + "\n")
|
|
if description:
|
|
print(
|
|
prefix
|
|
+ f"\n{prefix}".join(textwrap.wrap(description, width=40))
|
|
+ "\n"
|
|
)
|
|
sys.exit(0)
|
|
else:
|
|
console_error("Unsupported arch")
|
|
|
|
@demarcate
|
|
def load_options(self, normalization_filter):
|
|
if not normalization_filter:
|
|
for k, v in self._arch_configs.items():
|
|
parser.build_metric_value_string(
|
|
v.dfs, v.dfs_type, self.__args.normal_unit, self._profiling_config
|
|
)
|
|
else:
|
|
for k, v in self._arch_configs.items():
|
|
parser.build_metric_value_string(
|
|
v.dfs, v.dfs_type, normalization_filter, self._profiling_config
|
|
)
|
|
|
|
args = self.__args
|
|
# Error checking for multiple runs and multiple kernel filters
|
|
if args.gpu_kernel and (len(args.path) != len(args.gpu_kernel)):
|
|
if len(args.gpu_kernel) == 1:
|
|
for i in range(len(args.path) - 1):
|
|
args.gpu_kernel.extend(args.gpu_kernel)
|
|
else:
|
|
console_error(
|
|
"analysis"
|
|
"The number of -k/--kernel doesn't match the number of --dir."
|
|
)
|
|
|
|
@demarcate
|
|
def initalize_runs(self, normalization_filter=None):
|
|
if self.__args.list_metrics:
|
|
self.list_metrics()
|
|
|
|
def get_sysinfo_path(data_path):
|
|
return (
|
|
Path(data_path)
|
|
if self.__args.nodes is None
|
|
and self.__args.spatial_multiplexing is not True
|
|
else file_io.find_1st_sub_dir(data_path)
|
|
)
|
|
|
|
# load required configs
|
|
for d in self.__args.path:
|
|
sysinfo_path = get_sysinfo_path(d[0])
|
|
sys_info = file_io.load_sys_info(sysinfo_path.joinpath("sysinfo.csv"))
|
|
arch = sys_info.iloc[0]["gpu_arch"]
|
|
args = self.__args
|
|
self.generate_configs(
|
|
arch,
|
|
args.config_dir,
|
|
args.list_stats,
|
|
args.filter_metrics,
|
|
sys_info.iloc[0],
|
|
)
|
|
|
|
self.load_options(normalization_filter)
|
|
|
|
for d in self.__args.path:
|
|
w = schema.Workload()
|
|
# FIXME:
|
|
# For regular single node case, load sysinfo.csv directly
|
|
# For multi-node, either the default "all", or specified some,
|
|
# pick up the one in the 1st sub_dir. We could fix it properly later.
|
|
w = schema.Workload()
|
|
sysinfo_path = get_sysinfo_path(d[0])
|
|
w.sys_info = file_io.load_sys_info(sysinfo_path.joinpath("sysinfo.csv"))
|
|
|
|
if not getattr(self.get_args(), "no_roof", False):
|
|
try:
|
|
roofline_csv_path = sysinfo_path / "roofline.csv"
|
|
roofline_df = pd.read_csv(roofline_csv_path)
|
|
w.roofline_peaks = roofline_df
|
|
|
|
except FileNotFoundError:
|
|
console_warning("roofline.csv not found.")
|
|
w.roofline_peaks = pd.DataFrame()
|
|
else:
|
|
w.roofline_peaks = pd.DataFrame()
|
|
|
|
arch = w.sys_info.iloc[0]["gpu_arch"]
|
|
mspec = self.get_socs()[arch]._mspec
|
|
if self.__args.specs_correction:
|
|
w.sys_info = parser.correct_sys_info(
|
|
mspec, self.__args.specs_correction
|
|
)
|
|
w.avail_ips = w.sys_info["ip_blocks"].item().split("|")
|
|
w.dfs = copy.deepcopy(self._arch_configs[arch].dfs)
|
|
w.dfs_type = self._arch_configs[arch].dfs_type
|
|
self._runs[d[0]] = w
|
|
|
|
return self._runs
|
|
|
|
@demarcate
|
|
def sanitize(self):
|
|
"""Perform sanitization of inputs"""
|
|
if self.__args.tui:
|
|
return
|
|
if not self.__args.path:
|
|
console_error("The following arguments are required: -p/--path")
|
|
# verify not accessing parent directories
|
|
if ".." in str(self.__args.path):
|
|
console_error(
|
|
"Access denied. Cannot access parent directories in path (i.e. ../)"
|
|
)
|
|
# ensure absolute path
|
|
for dir in self.__args.path:
|
|
full_path = str(Path(dir[0]).absolute().resolve())
|
|
dir[0] = full_path
|
|
if not Path(dir[0]).is_dir():
|
|
console_error("Invalid directory {}\nPlease try again.".format(dir[0]))
|
|
# validate profiling data
|
|
|
|
# Todo: more err check
|
|
if not (
|
|
self.__args.nodes is not None
|
|
or self.__args.list_nodes
|
|
or self.__args.spatial_multiplexing
|
|
):
|
|
is_workload_empty(dir[0])
|
|
# else:
|
|
|
|
# no using same paths
|
|
occurances = set()
|
|
for dir in self.__args.path:
|
|
dir = dir[0]
|
|
if dir in occurances:
|
|
console_error("You cannot provide the same path twice.")
|
|
else:
|
|
occurances.add(dir)
|
|
|
|
# FIXME:
|
|
# The proper location of this func should be in pre_processing().
|
|
# However, because of reading soc depends on sys spec, and sys
|
|
# spec depends on sys_info. And we read sys_info too early so we
|
|
# . can not do it now. There should be a way to make it simpler.
|
|
if self.__args.list_nodes:
|
|
nodes = []
|
|
# NB:
|
|
# There are 2 ways to do it: one is doing like the below, checking
|
|
# sub dirs only as we assume the profiling stage generate sub dirs
|
|
# with node name. The 2nd way would be checkign host name in each
|
|
# sub dir and very those.
|
|
for subdir in Path(self.__args.path[0][0]).iterdir():
|
|
if subdir.is_dir():
|
|
nodes.append(str(subdir.name))
|
|
print("Node list:", " ".join(nodes))
|
|
sys.exit(0)
|
|
|
|
# ----------------------------------------------------
|
|
# Required methods to be implemented by child classes
|
|
# ----------------------------------------------------
|
|
@abstractmethod
|
|
def pre_processing(self):
|
|
"""Perform initialization prior to analysis."""
|
|
console_debug("analysis", "prepping to do some analysis")
|
|
console_log("analysis", "deriving rocprofiler-compute metrics...")
|
|
# initalize output file
|
|
self._output = (
|
|
open(self.__args.output_file, "w+")
|
|
if self.__args.output_file
|
|
else sys.stdout
|
|
)
|
|
|
|
# Read profiling config
|
|
self._profiling_config = file_io.load_profiling_config(self.__args.path[0][0])
|
|
|
|
# initalize runs
|
|
self._runs = self.initalize_runs()
|
|
|
|
# set filters
|
|
if self.__args.gpu_kernel:
|
|
for d, gk in zip(self.__args.path, self.__args.gpu_kernel):
|
|
self._runs[d[0]].filter_kernel_ids = gk
|
|
if self.__args.gpu_id:
|
|
if len(self.__args.gpu_id) == 1 and len(self.__args.path) != 1:
|
|
for i in range(len(self.__args.path) - 1):
|
|
self.__args.gpu_id.extend(self.__args.gpu_id)
|
|
for d, gi in zip(self.__args.path, self.__args.gpu_id):
|
|
self._runs[d[0]].filter_gpu_ids = gi
|
|
if self.__args.gpu_dispatch_id:
|
|
if len(self.__args.gpu_dispatch_id) == 1 and len(self.__args.path) != 1:
|
|
for i in range(len(self.__args.path) - 1):
|
|
self.__args.gpu_dispatch_id.extend(self.__args.gpu_dispatch_id)
|
|
for d, gd in zip(self.__args.path, self.__args.gpu_dispatch_id):
|
|
self._runs[d[0]].filter_dispatch_ids = gd
|
|
if self.__args.nodes:
|
|
if len(self.__args.nodes) == 1 and len(self.__args.path) != 1:
|
|
for i in range(len(self.__args.path) - 1):
|
|
self.__args.nodes.extend(self.__args.nodes)
|
|
for d, gd in zip(self.__args.path, self.__args.nodes):
|
|
self._runs[d[0]].nodes = gd
|
|
|
|
@abstractmethod
|
|
def run_analysis(self):
|
|
"""Run analysis."""
|
|
console_debug("analysis", "generating analysis")
|