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fix: function write_checkpoint did not write checkpoint_{index}_with_…
…id.json files to the folder (#4915) ### Description Added a mechanism for writing checkpoint files to the checkpoint folder in the write_chekpoint function. Without this change we wrote a lot of files to the root folder, which was not a correct behavior.
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