#!/usr/bin/python3 import argparse import ast import collections import csv import itertools import json import os import os.path import pprint import sys import traceback parser = argparse.ArgumentParser(description='Create performance test report') parser.add_argument('--report', default='main', choices=['main', 'all-queries'], help='Which report to build') args = parser.parse_args() tables = [] errors_explained = [] report_errors = [] error_tests = 0 slow_average_tests = 0 faster_queries = 0 slower_queries = 0 unstable_queries = 0 very_unstable_queries = 0 unstable_partial_queries = 0 # max seconds to run one query by itself, not counting preparation allowed_single_run_time = 2 color_bad='#ffb0c0' color_good='#b0d050' header_template = """ Clickhouse performance comparison

ClickHouse performance comparison

""" table_anchor = 0 row_anchor = 0 def currentTableAnchor(): global table_anchor return f'{table_anchor}' def newTableAnchor(): global table_anchor table_anchor += 1 return currentTableAnchor() def currentRowAnchor(): global row_anchor global table_anchor return f'{table_anchor}.{row_anchor}' def nextRowAnchor(): global row_anchor global table_anchor return f'{table_anchor}.{row_anchor + 1}' def advanceRowAnchor(): global row_anchor global table_anchor row_anchor += 1 return currentRowAnchor() def tr(x, anchor=None): #return '{x}'.format(a=a, x=str(x)) anchor = anchor if anchor else advanceRowAnchor() return f'{x}' def td(value, cell_attributes = ''): return '{value}'.format( cell_attributes = cell_attributes, value = value) def th(x): return '' + str(x) + '' def tableRow(cell_values, cell_attributes = [], anchor=None): return tr( ''.join([td(v, a) for v, a in itertools.zip_longest( cell_values, cell_attributes, fillvalue = '') if a is not None and v is not None]), anchor) def tableHeader(r): return tr(''.join([th(f) for f in r])) def tableStart(title): cls = '-'.join(title.lower().split(' ')[:3]); global table_anchor table_anchor = cls anchor = currentTableAnchor() return f"""

{title}

""" def tableEnd(): return '
' def tsvRows(n): result = [] try: with open(n, encoding='utf-8') as fd: return [row for row in csv.reader(fd, delimiter="\t", quotechar='"')] except: report_errors.append( traceback.format_exception_only( *sys.exc_info()[:2])[-1]) pass return [] def htmlRows(n): rawRows = tsvRows(n) result = '' for row in rawRows: result += tableRow(row) return result def addSimpleTable(caption, columns, rows, pos=None): global tables text = '' if not rows: return text += tableStart(caption) text += tableHeader(columns) for row in rows: text += tableRow(row) text += tableEnd() tables.insert(pos if pos else len(tables), text) def add_tested_commits(): global report_errors try: addSimpleTable('Tested commits', ['Old', 'New'], [['
{}
'.format(x) for x in [open('left-commit.txt').read(), open('right-commit.txt').read()]]]) except: # Don't fail if no commit info -- maybe it's a manual run. report_errors.append( traceback.format_exception_only( *sys.exc_info()[:2])[-1]) pass def add_report_errors(): global tables global report_errors # Add the errors reported by various steps of comparison script try: report_errors += [l.strip() for l in open('report/errors.log')] except: report_errors.append( traceback.format_exception_only( *sys.exc_info()[:2])[-1]) pass if not report_errors: return text = tableStart('Errors while building the report') text += tableHeader(['Error']) for x in report_errors: text += tableRow([x]) text += tableEnd() # Insert after Tested Commits tables.insert(1, text) errors_explained.append([f'There were some errors while building the report']); def add_errors_explained(): if not errors_explained: return text = '' text += tableStart('Error summary') text += tableHeader(['Description']) for row in errors_explained: text += tableRow(row) text += tableEnd() global tables tables.insert(1, text) if args.report == 'main': print(header_template.format()) add_tested_commits() run_error_rows = tsvRows('run-errors.tsv') error_tests += len(run_error_rows) addSimpleTable('Run errors', ['Test', 'Error'], run_error_rows) if run_error_rows: errors_explained.append([f'There were some errors while running the tests']); slow_on_client_rows = tsvRows('report/slow-on-client.tsv') error_tests += len(slow_on_client_rows) addSimpleTable('Slow on client', ['Client time, s', 'Server time, s', 'Ratio', 'Test', 'Query'], slow_on_client_rows) if slow_on_client_rows: errors_explained.append([f'Some queries are taking noticeable time client-side (missing `FORMAT Null`?)']); unmarked_short_rows = tsvRows('report/unmarked-short-queries.tsv') error_tests += len(unmarked_short_rows) addSimpleTable('Short queries not marked as short', ['New client time, s', 'Test', '#', 'Query'], unmarked_short_rows) if unmarked_short_rows: errors_explained.append([f'Some queries have short duration but are not explicitly marked as "short"']); def add_partial(): rows = tsvRows('report/partial-queries-report.tsv') if not rows: return global unstable_partial_queries, slow_average_tests, tables text = tableStart('Partial queries') columns = ['Median time, s', 'Relative time variance', 'Test', '#', 'Query'] text += tableHeader(columns) attrs = ['' for c in columns] for row in rows: anchor = f'{currentTableAnchor()}.{row[2]}.{row[3]}' if float(row[1]) > 0.10: attrs[1] = f'style="background: {color_bad}"' unstable_partial_queries += 1 errors_explained.append([f'The query no. {row[3]} of test \'{row[2]}\' has excessive variance of run time. Keep it below 10%']) else: attrs[1] = '' if float(row[0]) > allowed_single_run_time: attrs[0] = f'style="background: {color_bad}"' errors_explained.append([f'The query no. {row[3]} of test \'{row[2]}\' is taking too long to run. Keep the run time below {allowed_single_run_time} seconds"']) slow_average_tests += 1 else: attrs[0] = '' text += tableRow(row, attrs, anchor) text += tableEnd() tables.append(text) add_partial() def add_changes(): rows = tsvRows('report/changed-perf.tsv') if not rows: return global faster_queries, slower_queries, tables text = tableStart('Changes in performance') columns = [ 'Old, s', # 0 'New, s', # 1 'Times speedup / slowdown', # 2 'Relative difference (new − old) / old', # 3 'p < 0.001 threshold', # 4 # Failed # 5 'Test', # 6 '#', # 7 'Query', # 8 ] text += tableHeader(columns) attrs = ['' for c in columns] attrs[5] = None for row in rows: anchor = f'{currentTableAnchor()}.{row[6]}.{row[7]}' if int(row[5]): if float(row[3]) < 0.: faster_queries += 1 attrs[2] = attrs[3] = f'style="background: {color_good}"' else: slower_queries += 1 attrs[2] = attrs[3] = f'style="background: {color_bad}"' errors_explained.append([f'The query no. {row[7]} of test \'{row[6]}\' has slowed down']) else: attrs[2] = attrs[3] = '' text += tableRow(row, attrs, anchor) text += tableEnd() tables.append(text) add_changes() def add_unstable_queries(): global unstable_queries, very_unstable_queries, tables unstable_rows = tsvRows('report/unstable-queries.tsv') if not unstable_rows: return unstable_queries += len(unstable_rows) columns = [ 'Old, s', #0 'New, s', #1 'Relative difference (new - old)/old', #2 'p < 0.001 threshold', #3 # Failed #4 'Test', #5 '#', #6 'Query' #7 ] text = tableStart('Unstable queries') text += tableHeader(columns) attrs = ['' for c in columns] attrs[4] = None for r in unstable_rows: anchor = f'{currentTableAnchor()}.{r[5]}.{r[6]}' if int(r[4]): very_unstable_queries += 1 attrs[3] = f'style="background: {color_bad}"' else: attrs[3] = '' text += tableRow(r, attrs, anchor) text += tableEnd() tables.append(text) add_unstable_queries() skipped_tests_rows = tsvRows('analyze/skipped-tests.tsv') addSimpleTable('Skipped tests', ['Test', 'Reason'], skipped_tests_rows) addSimpleTable('Test performance changes', ['Test', 'Queries', 'Unstable', 'Changed perf', 'Total not OK', 'Avg relative time diff'], tsvRows('report/test-perf-changes.tsv')) def add_test_times(): global slow_average_tests, tables rows = tsvRows('report/test-times.tsv') if not rows: return columns = [ 'Test', #0 'Wall clock time, s', #1 'Total client time, s', #2 'Total queries', #3 'Ignored short queries', #4 'Longest query
(sum for all runs), s', #5 'Avg wall clock time
(sum for all runs), s', #6 'Shortest query
(sum for all runs), s', #7 ] text = tableStart('Test times') text += tableHeader(columns) nominal_runs = 13 # FIXME pass this as an argument total_runs = (nominal_runs + 1) * 2 # one prewarm run, two servers attrs = ['' for c in columns] for r in rows: anchor = f'{currentTableAnchor()}.{r[0]}' if float(r[6]) > 1.5 * total_runs: # FIXME should be 15s max -- investigate parallel_insert slow_average_tests += 1 attrs[6] = f'style="background: {color_bad}"' errors_explained.append([f'The test \'{r[0]}\' is too slow to run as a whole. Investigate whether the create and fill queries can be sped up']) else: attrs[6] = '' if float(r[5]) > allowed_single_run_time * total_runs: slow_average_tests += 1 attrs[5] = f'style="background: {color_bad}"' errors_explained.append([f'Some query of the test \'{r[0]}\' is too slow to run. See the all queries report']) else: attrs[5] = '' text += tableRow(r, attrs, anchor) text += tableEnd() tables.append(text) add_test_times() def add_benchmark_results(): if not os.path.isfile('benchmark/website-left.json'): return json_reports = [json.load(open(f'benchmark/website-{x}.json')) for x in ['left', 'right']] stats = [next(iter(x.values()))["statistics"] for x in json_reports] qps = [x["QPS"] for x in stats] queries = [x["num_queries"] for x in stats] errors = [x["num_errors"] for x in stats] relative_diff = (qps[1] - qps[0]) / max(0.01, qps[0]); times_diff = max(qps) / max(0.01, min(qps)) all_rows = [] header = ['Benchmark', 'Metric', 'Old', 'New', 'Relative difference', 'Times difference']; attrs = ['' for x in header] row = ['website', 'queries', f'{queries[0]:d}', f'{queries[1]:d}', '--', '--'] attrs[0] = 'rowspan=2' all_rows.append([row, attrs]) attrs = ['' for x in header] row = [None, 'queries/s', f'{qps[0]:.3f}', f'{qps[1]:.3f}', f'{relative_diff:.3f}', f'x{times_diff:.3f}'] if abs(relative_diff) > 0.1: # More queries per second is better. if relative_diff > 0.: attrs[4] = f'style="background: {color_good}"' else: attrs[4] = f'style="background: {color_bad}"' else: attrs[4] = '' all_rows.append([row, attrs]); if max(errors): all_rows[0][1][0] = "rowspan=3" row = [''] * (len(header)) attrs = ['' for x in header] attrs[0] = None row[1] = 'errors' row[2] = f'{errors[0]:d}' row[3] = f'{errors[1]:d}' row[4] = '--' row[5] = '--' if errors[0]: attrs[2] += f' style="background: {color_bad}" ' if errors[1]: attrs[3] += f' style="background: {color_bad}" ' all_rows.append([row, attrs]) text = tableStart('Concurrent benchmarks') text += tableHeader(header) for row, attrs in all_rows: text += tableRow(row, attrs) text += tableEnd() global tables tables.append(text) try: add_benchmark_results() except: report_errors.append( traceback.format_exception_only( *sys.exc_info()[:2])[-1]) pass addSimpleTable('Metric changes', ['Metric', 'Old median value', 'New median value', 'Relative difference', 'Times difference'], tsvRows('metrics/changes.tsv')) add_report_errors() add_errors_explained() for t in tables: print(t) print("""
""") status = 'success' message = 'See the report' message_array = [] if slow_average_tests: status = 'failure' message_array.append(str(slow_average_tests) + ' too long') if faster_queries: message_array.append(str(faster_queries) + ' faster') if slower_queries: if slower_queries > 3: status = 'failure' message_array.append(str(slower_queries) + ' slower') if unstable_partial_queries: unstable_queries += unstable_partial_queries error_tests += unstable_partial_queries status = 'failure' if unstable_queries: message_array.append(str(unstable_queries) + ' unstable') # Disabled before fix. # if very_unstable_queries: # status = 'failure' error_tests += slow_average_tests if error_tests: status = 'failure' message_array.insert(0, str(error_tests) + ' errors') if message_array: message = ', '.join(message_array) if report_errors: status = 'failure' message = 'Errors while building the report.' print(""" """.format(status=status, message=message)) elif args.report == 'all-queries': print(header_template.format()) add_tested_commits() def add_all_queries(): rows = tsvRows('report/all-queries.tsv') if not rows: return columns = [ # Changed #0 # Unstable #1 'Old, s', #2 'New, s', #3 'Times speedup / slowdown', #4 'Relative difference (new − old) / old', #5 'p < 0.001 threshold', #6 'Test', #7 '#', #8 'Query', #9 ] text = tableStart('All query times') text += tableHeader(columns) attrs = ['' for c in columns] attrs[0] = None attrs[1] = None for r in rows: anchor = f'{currentTableAnchor()}.{r[7]}.{r[8]}' if int(r[1]): attrs[6] = f'style="background: {color_bad}"' else: attrs[6] = '' if int(r[0]): if float(r[5]) > 0.: attrs[4] = attrs[5] = f'style="background: {color_bad}"' else: attrs[4] = attrs[5] = f'style="background: {color_good}"' else: attrs[4] = attrs[5] = '' if (float(r[2]) + float(r[3])) / 2 > allowed_single_run_time: attrs[2] = f'style="background: {color_bad}"' attrs[3] = f'style="background: {color_bad}"' else: attrs[2] = '' attrs[3] = '' text += tableRow(r, attrs, anchor) text += tableEnd() tables.append(text) add_all_queries() add_report_errors() for t in tables: print(t) print(""" """)