##############################################################################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 from abc import ABC, abstractmethod import os import sys import copy from collections import OrderedDict from pathlib import Path from utils.utils import ( demarcate, is_workload_empty, console_log, console_debug, console_error, ) from utils import schema, file_io, parser class OmniAnalyze_Base: def __init__(self, args, supported_archs): self.__args = args self._runs = OrderedDict() self._arch_configs = {} 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 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) ) 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], ) for key, value in self._arch_configs[args.list_metrics].metric_list.items(): prefix = "" if "." not in str(key): prefix = "" elif str(key).count(".") == 1: prefix = "\t" else: prefix = "\t\t" print(prefix + key, "->", value) 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 ) else: for k, v in self._arch_configs.items(): parser.build_metric_value_string(v.dfs, v.dfs_type, normalization_filter) 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() # load required configs for d in self.__args.path: sys_info = file_io.load_sys_info(Path(d[0], "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 i, d in enumerate(self.__args.path): w = schema.Workload() w.sys_info = file_io.load_sys_info(Path(d[0], "sysinfo.csv")) 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[i] = w return self._runs @demarcate def sanitize(self): """Perform sanitization of inputs""" 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 = os.path.abspath(dir[0]) dir[0] = full_path if not os.path.isdir(dir[0]): console_error("Invalid directory {}\nPlease try again.".format(dir[0])) # validate profiling data is_workload_empty(dir[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 Omniperf metrics...") # initalize output file self._output = ( open(self.__args.output_file, "w+") if self.__args.output_file else sys.stdout ) # initalize runs self._runs = self.initalize_runs() # set filters if self.__args.gpu_kernel: for i, gk in enumerate(self.__args.gpu_kernel): self._runs[i].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 i, gi in enumerate(self.__args.gpu_id): self._runs[i].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 i, gd in enumerate(self.__args.gpu_dispatch_id): self._runs[i].filter_dispatch_ids = gd @abstractmethod def run_analysis(self): """Run analysis.""" console_debug("analysis", "generating analysis")