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* karras + VE, not flexible yet

* Fix inputs incompatibility with the original unet

* Roll back sigma scaling

* Apply suggestions from code review

* Old comment

* Fix doc

make text model generic

Fix arg key for `dataset_name`

The example training script was changed in #152, but not
`create_model_card`.

* pass downsample_padding in encoder

* update tests

add cross_attention_dim as an argument

add instruction to install with conda
Co-authored-by: Anton Lozhkov <anton@huggingface.co>

* Add issue template for feature requests and bug reports

* Update .github/ISSUE_TEMPLATE/config.yml
Co-authored-by: Anton Lozhkov <anton@huggingface.co>

* Support training with an image folder

* style

* Extented the ability of ddpm scheduler
to utilize model that also predict the variance.

* Update src/diffusers/schedulers/scheduling_ddpm.py
Co-authored-by: Anton Lozhkov <aglozhkov@gmail.com>

* [Vae and AutoencoderKL clean]

* save intermediate finished work

* more progress

* more progress

* finish modeling code

* save intermediate

* finish

* Correct tests

disable test_ddpm_ddim_equality_batched

* Add torch_device to the VE pipeline

* Mark the training test with slow

Hey, I really liked the project and was reading through the Readme.md file when I came across some spelling and grammatical errors that you might have missed while editing the documentation. It would be really a great opportunity for me if I could contribute to this project. Thank you.
Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>

Update MANIFEST.in

* Update README.md

line 23, 24 and 25: Remove "that" because "that" is unnecessary in these three sentences.
line 33: Rewrite this sentence and make it more straightforward.
line 34: This first sentence is incomplete.
line 117: “focusses" -> "focuses"
line 118: "continuous" -> "continuous"
line 119: "consise" -> "concise"

* Update README.md

* Expose schedulers

* Update __init__.py
Co-authored-by: Anton Lozhkov <anton@huggingface.co>

In https://github.com/huggingface/diffusers/issues/124 I incorrectly suggested that the image set creation process was undocumented.  In reality, I just hadn't located it.  @patrickvonplaten did so for me.

This PR places a hotlink so that people like me can be shoehorned over where they needed to be.

Update README.md

* Update README.md

* Update README.md

final fixes before release

* Typos

* Credits and roadmap

* Second version