Metadata-Version: 2.1
Name: fasttreeshap
Version: 0.1.2
Summary: A fast implementation of TreeSHAP algorithm.
Home-page: http://github.com/linkedin/fasttreeshap
Author: Jilei Yang
Author-email: jlyang0712@gmail.com
License: BSD 2-CLAUSE
Classifier: Operating System :: Microsoft :: Windows
Classifier: Operating System :: POSIX
Classifier: Operating System :: Unix
Classifier: Operating System :: MacOS
Classifier: Programming Language :: Python :: 3.7
Classifier: Programming Language :: Python :: 3.8
Classifier: Programming Language :: Python :: 3.9
Classifier: Programming Language :: Python :: 3.10
Description-Content-Type: text/markdown
Provides-Extra: plots
Provides-Extra: others
Provides-Extra: docs
Provides-Extra: test
Provides-Extra: all
License-File: LICENSE
License-File: NOTICE

FastTreeSHAP package implements two new algorithms FastTreeSHAP v1 and FastTreeSHAP v2, to improve the computational efficiency of TreeSHAP for large datasets. In practice FastTreeSHAP v1 is 1.5x faster than TreeSHAP while keeping the memory cost unchanged, and FastTreeSHAP v2 is 2.5x faster than TreeSHAP at the cost of a slightly higher memory usage.
