Fix various bugs #51
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Fix various bugs #51
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This prevents running out of memory when running locally.
This seems more intuitive, since we almost always use safe augmentations. They can still be turned off by setting augmentation_methods to null
This broke at some point during refactoring
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This PR fixes a few bugs that I found after looking into #49. This also makes safe augmentation methods the default instead of none.