[textual inversion] add gradient checkpointing and small fixes. #1848
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This PR is a continuation of #687 by @Ttl . This PR
--gradient_checkpointingto enable gradient checkpointing. The gradient checkpointing is enabled for thetext_encoderandunet. For this, theunetis kept in train mode and as the dropout is 0 it should not affect the results.freeze_paramsand instead userequires_grad_to disable grads.accelerator.wait_for_everyone()after every epoch, it's only needed before saving the pipeline.