# Copyright (c) 2018 Cisco and/or its affiliates. # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at: # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. """Script for determining whether per-patch perf test votes -1. This script assumes there exist two text files with processed BMRR results, located at hardcoded relative paths (subdirs thereof), having several lines of json-parseable lists of float values, corresponding to testcase results. This script then uses jumpavg library to determine whether there was a regression, progression or no change for each testcase. If number of tests does not match, or there was a regression, this script votes -1 (by exiting with code 1), otherwise it votes +1 (exit 0). """ import json import sys from jumpavg.BitCountingMetadataFactory import BitCountingMetadataFactory from jumpavg.BitCountingClassifier import BitCountingClassifier def hack(value_list): """Return middle two quartiles, hoping to reduce influence of outliers. :param value_list: List to pick subset from. :type value_list: list of float :returns: New list containing middle values. :rtype: list of float """ tmp = sorted(value_list) eight = len(tmp) / 8 ret = tmp[3*eight:-eight] return ret iteration = -1 parent_iterations = list() new_iterations = list() num_tests = None while 1: iteration += 1 parent_lines = list() new_lines = list() filename = "csit_parent/{iter}/results.txt".format(iter=iteration) try: with open(filename) as parent_file: parent_lines = parent_file.readlines() except IOError: break num_lines = len(parent_lines) filename = "csit_new/{iter}/results.txt".format(iter=iteration) with open(filename) as new_file: new_lines = new_file.readlines() if num_lines != len(new_lines): print "Number of tests does not match within iteration", iteration sys.exit(1) if num_tests is None: num_tests = num_lines elif num_tests != num_lines: print "Number of tests does not match previous at iteration", iteration sys.exit(1) parent_iterations.append(parent_lines) new_iterations.append(new_lines) classifier = BitCountingClassifier() exit_code = 0 for test_index in range(num_tests): val_max = 1.0 parent_values = list() new_values = list() for iteration_index in range(len(parent_iterations)): parent_values.extend( json.loads(parent_iterations[iteration_index][test_index])) new_values.extend( json.loads(new_iterations[iteration_index][test_index])) print "TRACE pre-hack parent: {p}".format(p=parent_values) print "TRACE pre-hack new: {n}".format(n=new_values) parent_values = hack(parent_values) new_values = hack(new_values) parent_max = BitCountingMetadataFactory.find_max_value(parent_values) new_max = BitCountingMetadataFactory.find_max_value(new_values) val_max = max(val_max, parent_max, new_max) factory = BitCountingMetadataFactory(val_max) parent_stats = factory.from_data(parent_values) new_factory = BitCountingMetadataFactory(val_max, parent_stats.avg) new_stats = new_factory.from_data(new_values) print "TRACE parent: {p}".format(p=parent_values) print "TRACE new: {n}".format(n=new_values) print "DEBUG parent: {p}".format(p=parent_stats) print "DEBUG new: {n}".format(n=new_stats) common_max = max(parent_stats.avg, new_stats.avg) difference = (new_stats.avg - parent_stats.avg) / common_max print "DEBUG difference: {d}%".format(d=100 * difference) classified_list = classifier.classify([parent_stats, new_stats]) if len(classified_list) < 2: print "Test test_index {test_index}: normal (no anomaly)".format( test_index=test_index) continue anomaly = classified_list[1].metadata.classification if anomaly == "regression": print "Test test_index {test_index}: anomaly regression".format( test_index=test_index) exit_code = 1 continue print "Test test_index {test_index}: anomaly {anomaly}".format( test_index=test_index, anomaly=anomaly) print "DEBUG exit code {code}".format(code=exit_code) sys.exit(exit_code)