Add Support for Z-Image Series (#12703)
* Add Support for Z-Image.
* Reformatting with make style, black & isort.
* Remove init, Modify import utils, Merge forward in transformers block, Remove once func in pipeline.
* modified main model forward, freqs_cis left
* refactored to add B dim
* fixed stack issue
* fixed modulation bug
* fixed modulation bug
* fix bug
* remove value_from_time_aware_config
* styling
* Fix neg embed and devide / bug; Reuse pad zero tensor; Turn cat -> repeat; Add hint for attn processor.
* Replace padding with pad_sequence; Add gradient checkpointing.
* Fix flash_attn3 in dispatch attn backend by _flash_attn_forward, replace its origin implement; Add DocString in pipeline for that.
* Fix Docstring and Make Style.
* Revert "Fix flash_attn3 in dispatch attn backend by _flash_attn_forward, replace its origin implement; Add DocString in pipeline for that."
This reverts commit fbf26b7ed11d55146103c97740bad4a5f91744e0.
* update z-image docstring
* Revert attention dispatcher
* update z-image docstring
* styling
* Recover attention_dispatch.py with its origin impl, later would special commit for fa3 compatibility.
* Fix prev bug, and support for prompt_embeds pass in args after prompt pre-encode as List of torch Tensor.
* Remove einop dependency.
* remove redundant imports & make fix-copies
* fix import
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Co-authored-by: liudongyang <liudongyang0114@gmail.com>
