Hot Load and Chunked Save of Demo Files #5455
Open
Add this suggestion to a batch that can be applied as a single commit.
This suggestion is invalid because no changes were made to the code.
Suggestions cannot be applied while the pull request is closed.
Suggestions cannot be applied while viewing a subset of changes.
Only one suggestion per line can be applied in a batch.
Add this suggestion to a batch that can be applied as a single commit.
Applying suggestions on deleted lines is not supported.
You must change the existing code in this line in order to create a valid suggestion.
Outdated suggestions cannot be applied.
This suggestion has been applied or marked resolved.
Suggestions cannot be applied from pending reviews.
Suggestions cannot be applied on multi-line comments.
Suggestions cannot be applied while the pull request is queued to merge.
Suggestion cannot be applied right now. Please check back later.
Proposed change(s)
Adds two new IL improvements: allow for adding additional .demo files during a training run, and saves new demos from the DemonstrationWriter in chunks of
Num Steps to Record
size.You can combine these two features to do online IL by pointing the writer and the GAIL/BC YAML to the same folder, but no explicit way of doing online has been added.
Also fixed a longstanding bug that if multiple demo files are in a folder, they are all treated as one long appended file, which is not correct as the final obs/action pair will be joined with the first one from the next file.
Types of change(s)
Checklist
Other comments