1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
#!/usr/bin/env python
"""
This script can generate XLS reports from OpenCV tests' XML output files.
To use it, first, create a directory for each machine you ran tests on.
Each such directory will become a sheet in the report. Put each XML file
into the corresponding directory.
Then, create your configuration file(s). You can have a global configuration
file (specified with the -c option), and per-sheet configuration files, which
must be called sheet.conf and placed in the directory corresponding to the sheet.
The settings in the per-sheet configuration file will override those in the
global configuration file, if both are present.
A configuration file must consist of a Python dictionary. The following keys
will be recognized:
* 'comparisons': [{'from': string, 'to': string}]
List of configurations to compare performance between. For each item,
the sheet will have a column showing speedup from configuration named
'from' to configuration named "to".
* 'configuration_matchers': [{'properties': {string: object}, 'name': string}]
Instructions for matching test run property sets to configuration names.
For each found XML file:
1) All attributes of the root element starting with the prefix 'cv_' are
placed in a dictionary, with the cv_ prefix stripped and the cv_module_name
element deleted.
2) The first matcher for which the XML's file property set contains the same
keys with equal values as its 'properties' dictionary is searched for.
A missing property can be matched by using None as the value.
Corollary 1: you should place more specific matchers before less specific
ones.
Corollary 2: an empty 'properties' dictionary matches every property set.
3) If a matching matcher is found, its 'name' string is presumed to be the name
of the configuration the XML file corresponds to. A warning is printed if
two different property sets match to the same configuration name.
4) If a such a matcher isn't found, if --include-unmatched was specified, the
configuration name is assumed to be the relative path from the sheet's
directory to the XML file's containing directory. If the XML file isinstance
directly inside the sheet's directory, the configuration name is instead
a dump of all its properties. If --include-unmatched wasn't specified,
the XML file is ignored and a warning is printed.
* 'configurations': [string]
List of names for compile-time and runtime configurations of OpenCV.
Each item will correspond to a column of the sheet.
* 'module_colors': {string: string}
Mapping from module name to color name. In the sheet, cells containing module
names from this mapping will be colored with the corresponding color. You can
find the list of available colors here:
<http://www.simplistix.co.uk/presentations/python-excel.pdf>.
* 'sheet_name': string
Name for the sheet. If this parameter is missing, the name of sheet's directory
will be used.
* 'sheet_properties': [(string, string)]
List of arbitrary (key, value) pairs that somehow describe the sheet. Will be
dumped into the first row of the sheet in string form.
Note that all keys are optional, although to get useful results, you'll want to
specify at least 'configurations' and 'configuration_matchers'.
Finally, run the script. Use the --help option for usage information.
"""
from __future__ import division
import ast
import errno
import fnmatch
import logging
import numbers
import os, os.path
import re
from argparse import ArgumentParser
from glob import glob
from itertools import ifilter
import xlwt
from testlog_parser import parseLogFile
re_image_size = re.compile(r'^ \d+ x \d+$', re.VERBOSE)
re_data_type = re.compile(r'^ (?: 8 | 16 | 32 | 64 ) [USF] C [1234] $', re.VERBOSE)
time_style = xlwt.easyxf(num_format_str='#0.00')
no_time_style = xlwt.easyxf('pattern: pattern solid, fore_color gray25')
speedup_style = time_style
good_speedup_style = xlwt.easyxf('font: color green', num_format_str='#0.00')
bad_speedup_style = xlwt.easyxf('font: color red', num_format_str='#0.00')
no_speedup_style = no_time_style
error_speedup_style = xlwt.easyxf('pattern: pattern solid, fore_color orange')
header_style = xlwt.easyxf('font: bold true; alignment: horizontal centre, vertical top, wrap True')
subheader_style = xlwt.easyxf('alignment: horizontal centre, vertical top')
class Collector(object):
def __init__(self, config_match_func, include_unmatched):
self.__config_cache = {}
self.config_match_func = config_match_func
self.include_unmatched = include_unmatched
self.tests = {}
self.extra_configurations = set()
# Format a sorted sequence of pairs as if it was a dictionary.
# We can't just use a dictionary instead, since we want to preserve the sorted order of the keys.
@staticmethod
def __format_config_cache_key(pairs, multiline=False):
return (
('{\n' if multiline else '{') +
(',\n' if multiline else ', ').join(
(' ' if multiline else '') + repr(k) + ': ' + repr(v) for (k, v) in pairs) +
('\n}\n' if multiline else '}')
)
def collect_from(self, xml_path, default_configuration):
run = parseLogFile(xml_path)
module = run.properties['module_name']
properties = run.properties.copy()
del properties['module_name']
props_key = tuple(sorted(properties.iteritems())) # dicts can't be keys
if props_key in self.__config_cache:
configuration = self.__config_cache[props_key]
else:
configuration = self.config_match_func(properties)
if configuration is None:
if self.include_unmatched:
if default_configuration is not None:
configuration = default_configuration
else:
configuration = Collector.__format_config_cache_key(props_key, multiline=True)
self.extra_configurations.add(configuration)
else:
logging.warning('failed to match properties to a configuration: %s',
Collector.__format_config_cache_key(props_key))
else:
same_config_props = [it[0] for it in self.__config_cache.iteritems() if it[1] == configuration]
if len(same_config_props) > 0:
logging.warning('property set %s matches the same configuration %r as property set %s',
Collector.__format_config_cache_key(props_key),
configuration,
Collector.__format_config_cache_key(same_config_props[0]))
self.__config_cache[props_key] = configuration
if configuration is None: return
module_tests = self.tests.setdefault(module, {})
for test in run.tests:
test_results = module_tests.setdefault((test.shortName(), test.param()), {})
new_result = test.get("gmean") if test.status == 'run' else test.status
test_results[configuration] = min(
test_results.get(configuration), new_result,
key=lambda r: (1, r) if isinstance(r, numbers.Number) else
(2,) if r is not None else
(3,)
) # prefer lower result; prefer numbers to errors and errors to nothing
def make_match_func(matchers):
def match_func(properties):
for matcher in matchers:
if all(properties.get(name) == value
for (name, value) in matcher['properties'].iteritems()):
return matcher['name']
return None
return match_func
def main():
arg_parser = ArgumentParser(description='Build an XLS performance report.')
arg_parser.add_argument('sheet_dirs', nargs='+', metavar='DIR', help='directory containing perf test logs')
arg_parser.add_argument('-o', '--output', metavar='XLS', default='report.xls', help='name of output file')
arg_parser.add_argument('-c', '--config', metavar='CONF', help='global configuration file')
arg_parser.add_argument('--include-unmatched', action='store_true',
help='include results from XML files that were not recognized by configuration matchers')
arg_parser.add_argument('--show-times-per-pixel', action='store_true',
help='for tests that have an image size parameter, show per-pixel time, as well as total time')
args = arg_parser.parse_args()
logging.basicConfig(format='%(levelname)s: %(message)s', level=logging.DEBUG)
if args.config is not None:
with open(args.config) as global_conf_file:
global_conf = ast.literal_eval(global_conf_file.read())
else:
global_conf = {}
wb = xlwt.Workbook()
for sheet_path in args.sheet_dirs:
try:
with open(os.path.join(sheet_path, 'sheet.conf')) as sheet_conf_file:
sheet_conf = ast.literal_eval(sheet_conf_file.read())
except IOError as ioe:
if ioe.errno != errno.ENOENT: raise
sheet_conf = {}
logging.debug('no sheet.conf for %s', sheet_path)
sheet_conf = dict(global_conf.items() + sheet_conf.items())
config_names = sheet_conf.get('configurations', [])
config_matchers = sheet_conf.get('configuration_matchers', [])
collector = Collector(make_match_func(config_matchers), args.include_unmatched)
for root, _, filenames in os.walk(sheet_path):
logging.info('looking in %s', root)
for filename in fnmatch.filter(filenames, '*.xml'):
if os.path.normpath(sheet_path) == os.path.normpath(root):
default_conf = None
else:
default_conf = os.path.relpath(root, sheet_path)
collector.collect_from(os.path.join(root, filename), default_conf)
config_names.extend(sorted(collector.extra_configurations - set(config_names)))
sheet = wb.add_sheet(sheet_conf.get('sheet_name', os.path.basename(os.path.abspath(sheet_path))))
sheet_properties = sheet_conf.get('sheet_properties', [])
sheet.write(0, 0, 'Properties:')
sheet.write(0, 1,
'N/A' if len(sheet_properties) == 0 else
' '.join(str(k) + '=' + repr(v) for (k, v) in sheet_properties))
sheet.row(2).height = 800
sheet.panes_frozen = True
sheet.remove_splits = True
sheet_comparisons = sheet_conf.get('comparisons', [])
row = 2
col = 0
for (w, caption) in [
(2500, 'Module'),
(10000, 'Test'),
(2000, 'Image\nwidth'),
(2000, 'Image\nheight'),
(2000, 'Data\ntype'),
(7500, 'Other parameters')]:
sheet.col(col).width = w
if args.show_times_per_pixel:
sheet.write_merge(row, row + 1, col, col, caption, header_style)
else:
sheet.write(row, col, caption, header_style)
col += 1
for config_name in config_names:
if args.show_times_per_pixel:
sheet.col(col).width = 3000
sheet.col(col + 1).width = 3000
sheet.write_merge(row, row, col, col + 1, config_name, header_style)
sheet.write(row + 1, col, 'total, ms', subheader_style)
sheet.write(row + 1, col + 1, 'per pixel, ns', subheader_style)
col += 2
else:
sheet.col(col).width = 4000
sheet.write(row, col, config_name, header_style)
col += 1
col += 1 # blank column between configurations and comparisons
for comp in sheet_comparisons:
sheet.col(col).width = 4000
caption = comp['to'] + '\nvs\n' + comp['from']
if args.show_times_per_pixel:
sheet.write_merge(row, row + 1, col, col, caption, header_style)
else:
sheet.write(row, col, caption, header_style)
col += 1
row += 2 if args.show_times_per_pixel else 1
sheet.horz_split_pos = row
sheet.horz_split_first_visible = row
module_colors = sheet_conf.get('module_colors', {})
module_styles = {module: xlwt.easyxf('pattern: pattern solid, fore_color {}'.format(color))
for module, color in module_colors.iteritems()}
for module, tests in sorted(collector.tests.iteritems()):
for ((test, param), configs) in sorted(tests.iteritems()):
sheet.write(row, 0, module, module_styles.get(module, xlwt.Style.default_style))
sheet.write(row, 1, test)
param_list = param[1:-1].split(', ') if param.startswith('(') and param.endswith(')') else [param]
image_size = next(ifilter(re_image_size.match, param_list), None)
if image_size is not None:
(image_width, image_height) = map(int, image_size.split('x', 1))
sheet.write(row, 2, image_width)
sheet.write(row, 3, image_height)
del param_list[param_list.index(image_size)]
data_type = next(ifilter(re_data_type.match, param_list), None)
if data_type is not None:
sheet.write(row, 4, data_type)
del param_list[param_list.index(data_type)]
sheet.row(row).write(5, ' | '.join(param_list))
col = 6
for c in config_names:
if c in configs:
sheet.write(row, col, configs[c], time_style)
else:
sheet.write(row, col, None, no_time_style)
col += 1
if args.show_times_per_pixel:
sheet.write(row, col,
xlwt.Formula('{0} * 1000000 / ({1} * {2})'.format(
xlwt.Utils.rowcol_to_cell(row, col - 1),
xlwt.Utils.rowcol_to_cell(row, 2),
xlwt.Utils.rowcol_to_cell(row, 3)
)),
time_style
)
col += 1
col += 1 # blank column
for comp in sheet_comparisons:
cmp_from = configs.get(comp["from"])
cmp_to = configs.get(comp["to"])
if isinstance(cmp_from, numbers.Number) and isinstance(cmp_to, numbers.Number):
try:
speedup = cmp_from / cmp_to
sheet.write(row, col, speedup, good_speedup_style if speedup > 1.1 else
bad_speedup_style if speedup < 0.9 else
speedup_style)
except ArithmeticError as e:
sheet.write(row, col, None, error_speedup_style)
else:
sheet.write(row, col, None, no_speedup_style)
col += 1
row += 1
if row % 1000 == 0: sheet.flush_row_data()
wb.save(args.output)
if __name__ == '__main__':
main()