From c097ecf8c9c9612800699d3f4e633882564d2459 Mon Sep 17 00:00:00 2001 From: Daniel Friesel Date: Thu, 31 Jan 2019 17:55:04 +0100 Subject: data_parameters: Add Protolog module for additional analysis --- lib/data_parameters.py | 100 +++++++++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 100 insertions(+) diff --git a/lib/data_parameters.py b/lib/data_parameters.py index 8f1fbb0..9d609c9 100644 --- a/lib/data_parameters.py +++ b/lib/data_parameters.py @@ -5,6 +5,9 @@ Parameters include the amount of keys, length of strings (both keys and values), length of lists, ane more. """ +import numpy as np +import ubjson + def _string_value_length(json): if type(json) == str: return len(json) @@ -46,3 +49,100 @@ def json_to_param(json): ret['num_objects'] = _num_objects(json) return ret + + +class Protolog: + + idem = lambda x: x + datamap = [ + ['bss_nop', 'bss_size_nop', idem], + ['bss_ser', 'bss_size_ser', idem], + ['bss_serdes', 'bss_size_serdes', idem], + ['cycles_ser', 'cycles', lambda x: int(np.mean(x['ser']) - np.mean(x['nop']))], + ['cycles_des', 'cycles', lambda x: int(np.mean(x['des']) - np.mean(x['nop']))], + ['cycles_enc', 'cycles', lambda x: int(np.mean(x['enc']) - np.mean(x['nop']))], + ['cycles_dec', 'cycles', lambda x: int(np.mean(x['dec']) - np.mean(x['nop']))], + ['cycles_encser', 'cycles', lambda x: + int(np.mean(x['ser']) + np.mean(x['enc']) - 2 * np.mean(x['nop'])) + ], + ['cycles_desdec', 'cycles', lambda x: + int(np.mean(x['des']) + np.mean(x['dec']) - 2 * np.mean(x['nop'])) + ], + ['data_nop', 'data_size_nop', idem], + ['data_ser', 'data_size_ser', idem], + ['data_serdes', 'data_size_serdes', idem], + ['heap_ser', 'heap_usage_ser', idem], + ['heap_des', 'heap_usage_des', idem], + ['serialized_size', 'serialized_size', idem], + ['stack_alloc_ser', 'stack_online_ser', lambda x: x['allocated']], + ['stack_set_ser', 'stack_online_ser', lambda x: x['used']], + ['stack_alloc_des', 'stack_online_des', lambda x: x['allocated']], + ['stack_set_des', 'stack_online_des', lambda x: x['used']], + ['text_nop', 'text_size_nop', idem], + ['text_ser', 'text_size_ser', idem], + ['text_serdes', 'text_size_serdes', idem], + ] + + def __init__(self, logfile): + with open(logfile, 'rb') as f: + self.data = ubjson.load(f) + self.libraries = set() + self.architectures = set() + self.aggregate = dict() + + for arch_lib in self.data.keys(): + arch, lib, libopts = arch_lib.split(':') + library = lib + ':' + libopts + for benchmark in self.data[arch_lib].keys(): + for benchmark_item in self.data[arch_lib][benchmark].keys(): + subv = self.data[arch_lib][benchmark][benchmark_item] + for aggregate_label, data_label, getter in Protolog.datamap: + try: + self.add_datapoint(arch, library, (benchmark, benchmark_item), subv, aggregate_label, data_label, getter) + except KeyError: + pass + + for key in self.aggregate.keys(): + for arch in self.aggregate[key].keys(): + for lib, val in self.aggregate[key][arch].items(): + try: + val['total_dmem_ser'] = val['stack_alloc_ser'] + val['total_dmem_ser'] += val['heap_ser'] + except KeyError: + pass + try: + val['total_dmem_des'] = val['stack_alloc_des'] + val['total_dmem_des'] += val['heap_des'] + except KeyError: + pass + try: + val['total_smem_ser'] = val['data_ser'] + val['bss_ser'] - val['data_nop'] - val['bss_nop'] + val['total_smem_serdes'] = val['data_serdes'] + val['bss_serdes'] - val['data_nop'] - val['bss_nop'] + except KeyError: + pass + try: + val['total_mem_ser'] = val['total_smem_ser'] + val['total_dmem_ser'] + except KeyError: + pass + try: + val['text_serdes_delta'] = val['text_serdes'] - val['text_nop'] + except KeyError: + pass + #try: + # val['text_ser'] = val['text_nopser'] - val['text_nop'] + # val['text_des'] = val['text_nopserdes'] - val['text_nopser'] # use with care, probably bogus + # val['text_serdes'] = val['text_nopserdes'] - val['text_nop'] + #except KeyError: + # pass + + def add_datapoint(self, arch, lib, key, value, aggregate_label, data_label, getter): + if data_label in value and 'v' in value[data_label]: + self.architectures.add(arch) + self.libraries.add(lib) + if not key in self.aggregate: + self.aggregate[key] = dict() + if not arch in self.aggregate[key]: + self.aggregate[key][arch] = dict() + if not lib in self.aggregate[key][arch]: + self.aggregate[key][arch][lib] = dict() + self.aggregate[key][arch][lib][aggregate_label] = getter(value[data_label]['v']) -- cgit v1.2.3