Philip Cho 0eaf43a5e1 A hack to fix broken search bar in doc (#2583)
Current version of xgboost.readthedocs.io has a broken search box.
Enabling themes on ReadTheDocs is known to break the search function, as
reported in
[this document](https://github.com/rtfd/readthedocs.org/issues/1487). To get
around the bug, we replace the `searchtools.js` file with our custom version.
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The documentation of xgboost is generated with recommonmark and sphinx.

You can build it locally by typing "make html" in this folder.
- clone https://github.com/tqchen/recommonmark to root
- type make html

Checkout https://recommonmark.readthedocs.org for guide on how to write markdown with extensions used in this doc, such as math formulas and table of content.