# Copyright (C) 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 statistics from dataclasses import dataclass, field from typing import Dict, List @dataclass class MeasurementKey: name: str = None samples: int = 0 mean: float = 0 median: float = 0 values: List[float] = field(init=False) def __init__(self, name): self.name = name self.values = [] def getMeanName(self): assert(self.name != None) return 'mean_' + self.name def getMedianName(self): assert(self.name != None) return 'median_' + self.name def addSample(self, value): self.samples += 1 self.values.append(float(value)) def calcMean(self): assert(len(self.values) == self.samples) assert(self.name != None) self.mean = statistics.mean(self.values) return self.mean def calcMedian(self): assert(len(self.values) == self.samples) assert(self.name != None) self.median = statistics.median(self.values) return self.median def getValuesStr(self): assert(len(self.values) == self.samples) assert(self.name != None) return ','.join([str(v) for v in self.values]) @dataclass class BenchSample: probKey: str = None measurements: Dict[str, MeasurementKey] = field(default_factory=dict) def addSampleOfKey(self, key, value): if key not in self.measurements: self.measurements[key] = MeasurementKey(name=key) self.measurements[key].addSample(value) def getMeasurementMeanMedianPair(self, key): mean = self.measurements[key].calcMean() median = self.measurements[key].calcMedian() return str(mean) + ',' + str(median) def getMeasurementValues(self, key): return self.measurements[key].getValuesStr() def finalize(self, num_samples, keysOrder): assert(self.probKey != None) content = self.probKey + ',' + str(num_samples) for key in keysOrder: assert(self.measurements[key].samples == num_samples) content += ',' + self.getMeasurementMeanMedianPair(key) for key in keysOrder: content += ',' + self.getMeasurementValues(key) return content