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1 #!/usr/bin/env python | 1 #!/usr/bin/env python |
2 # Copyright (c) 2014 The Chromium Authors. All rights reserved. | 2 # Copyright (c) 2014 The Chromium Authors. All rights reserved. |
3 # Use of this source code is governed by a BSD-style license that can be | 3 # Use of this source code is governed by a BSD-style license that can be |
4 # found in the LICENSE file. | 4 # found in the LICENSE file. |
5 | 5 |
6 """ Generate bench_expectations file from a given set of bench data files. """ | 6 """ Generate bench_expectations file from a given set of bench data files. """ |
7 | 7 |
8 import argparse | 8 import argparse |
9 import bench_util | 9 import bench_util |
10 import os | 10 import os |
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39 | 39 |
40 def compute_ranges(benches): | 40 def compute_ranges(benches): |
41 """Given a list of bench numbers, calculate the alert range. | 41 """Given a list of bench numbers, calculate the alert range. |
42 | 42 |
43 Args: | 43 Args: |
44 benches: a list of float bench values. | 44 benches: a list of float bench values. |
45 | 45 |
46 Returns: | 46 Returns: |
47 a list of float [lower_bound, upper_bound]. | 47 a list of float [lower_bound, upper_bound]. |
48 """ | 48 """ |
49 minimum = min(benches) | |
50 maximum = max(benches) | |
51 diff = maximum - minimum | |
52 avg = sum(benches) / len(benches) | 49 avg = sum(benches) / len(benches) |
50 squared_avg = avg ** 2 | |
51 avg_squared = sum([bench**2 for bench in benches])/len(benches) | |
52 std_dev = (avg_squared - squared_avg) ** 0.5 | |
53 | 53 |
54 return [minimum - diff * RANGE_RATIO_LOWER - avg * ERR_RATIO - ERR_LB, | 54 # If the results are normally distributed, 2 standard deviations |
55 maximum + diff * RANGE_RATIO_UPPER + avg * ERR_RATIO + ERR_UB] | 55 # captures something like ~95% of the possible range of results I think |
56 return [avg - 2*std_dev, avg + 2*std_dev] | |
benchen
2014/06/10 19:59:23
Sometimes for some combinations the results from t
| |
56 | 57 |
57 | 58 |
58 def create_expectations_dict(revision_data_points, builder): | 59 def create_expectations_dict(revision_data_points, builder): |
59 """Convert list of bench data points into a dictionary of expectations data. | 60 """Convert list of bench data points into a dictionary of expectations data. |
60 | 61 |
61 Args: | 62 Args: |
62 revision_data_points: a list of BenchDataPoint objects. | 63 revision_data_points: a list of BenchDataPoint objects. |
63 builder: string of the corresponding buildbot builder name. | 64 builder: string of the corresponding buildbot builder name. |
64 | 65 |
65 Returns: | 66 Returns: |
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130 'expected': expected, | 131 'expected': expected, |
131 'lower_bound': lower_bound, | 132 'lower_bound': lower_bound, |
132 'upper_bound': upper_bound}) | 133 'upper_bound': upper_bound}) |
133 | 134 |
134 with open(args.output_file, 'w') as file_handle: | 135 with open(args.output_file, 'w') as file_handle: |
135 file_handle.write('\n'.join(out_lines)) | 136 file_handle.write('\n'.join(out_lines)) |
136 | 137 |
137 | 138 |
138 if __name__ == "__main__": | 139 if __name__ == "__main__": |
139 main() | 140 main() |
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