Platform for Machine Learning projects on Software Engineering

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Marco Castelluccio 289ff7bf92 Add an 'uplift' model		2018-12-13 12:12:42 +01:00
bugbug	Add an 'uplift' model	2018-12-13 12:12:42 +01:00
tests	Add tests for the 'labels' module	2018-11-20 11:53:41 +01:00
.gitignore	Ignore *.model files	2018-11-22 00:28:13 +01:00
.isort.cfg	Enable several flake8 checkers	2018-09-21 16:45:04 +02:00
.travis.yml	Automatically download databases when they don't exist	2018-11-20 14:14:55 +01:00
LICENSE	First commit	2018-03-11 20:12:35 +00:00
MANIFEST.in	Include labels in package	2018-11-24 00:32:41 +01:00
README.md	Update documentation to match what the project became	2018-12-05 10:25:13 -05:00
VERSION	Add setup.py and test building bugbug package (#1 )	2018-11-19 22:53:17 +01:00
requirements.txt	Update requests from 2.20.1 to 2.21.0 (#28 )	2018-12-11 00:40:18 +01:00
run.py	Add an 'uplift' model	2018-12-13 12:12:42 +01:00
setup.cfg	Enable several flake8 checkers	2018-09-21 16:45:04 +02:00
setup.py	Add setup.py and test building bugbug package (#1 )	2018-11-19 22:53:17 +01:00
test-requirements.txt	Update flake8-isort from 2.5 to 2.6.0 (#16 )	2018-12-03 11:32:12 -05:00

bugbug

Classifiers

bug vs feature - Bugs on Bugzilla aren't always bugs. Sometimes they are feature requests, refactorings, and so on. The aim of this classifier is to distinguish between bugs that are actually bugs and bugs that aren't. The dataset currently contains 2110 bugs, the accuracy of the current classifier is ~93% (precision ~95%, recall ~94%).
regression vs non-regression - Bugzilla has a regression keyword to identify bugs that are regressions. Unfortunately it isn't used consistently. The aim of this classifier is to detect bugs that are regressions.
tracking - The aim of this classifier is to detect bugs to track.

Run pip install -r requirements.txt and pip install -r test-requirements.txt

If you update the bugs database, run xz -v9 -k data/bugs.json. If you update the commits database, run xz -v9 -k data/commits.json.