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Title: diffusers/examples/controlnet at main · fei3189/diffusers · GitHub

Open Graph Title: diffusers/examples/controlnet at main · fei3189/diffusers

X Title: diffusers/examples/controlnet at main · fei3189/diffusers

Description: 🤗 Diffusers: State-of-the-art diffusion models for image and audio generation in PyTorch - diffusers/examples/controlnet at main · fei3189/diffusers

Open Graph Description: 🤗 Diffusers: State-of-the-art diffusion models for image and audio generation in PyTorch - fei3189/diffusers

X Description: 🤗 Diffusers: State-of-the-art diffusion models for image and audio generation in PyTorch - fei3189/diffusers

Opengraph URL: https://github.com/fei3189/diffusers/tree/main/examples/controlnet

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README.mdhttps://github.com/fei3189/diffusers/blob/main/examples/controlnet/README.md
README.mdhttps://github.com/fei3189/diffusers/blob/main/examples/controlnet/README.md
README_sdxl.mdhttps://github.com/fei3189/diffusers/blob/main/examples/controlnet/README_sdxl.md
README_sdxl.mdhttps://github.com/fei3189/diffusers/blob/main/examples/controlnet/README_sdxl.md
requirements.txthttps://github.com/fei3189/diffusers/blob/main/examples/controlnet/requirements.txt
requirements.txthttps://github.com/fei3189/diffusers/blob/main/examples/controlnet/requirements.txt
requirements_flax.txthttps://github.com/fei3189/diffusers/blob/main/examples/controlnet/requirements_flax.txt
requirements_flax.txthttps://github.com/fei3189/diffusers/blob/main/examples/controlnet/requirements_flax.txt
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requirements_sdxl.txthttps://github.com/fei3189/diffusers/blob/main/examples/controlnet/requirements_sdxl.txt
test_controlnet.pyhttps://github.com/fei3189/diffusers/blob/main/examples/controlnet/test_controlnet.py
test_controlnet.pyhttps://github.com/fei3189/diffusers/blob/main/examples/controlnet/test_controlnet.py
train_controlnet.pyhttps://github.com/fei3189/diffusers/blob/main/examples/controlnet/train_controlnet.py
train_controlnet.pyhttps://github.com/fei3189/diffusers/blob/main/examples/controlnet/train_controlnet.py
train_controlnet_flax.pyhttps://github.com/fei3189/diffusers/blob/main/examples/controlnet/train_controlnet_flax.py
train_controlnet_flax.pyhttps://github.com/fei3189/diffusers/blob/main/examples/controlnet/train_controlnet_flax.py
train_controlnet_sdxl.pyhttps://github.com/fei3189/diffusers/blob/main/examples/controlnet/train_controlnet_sdxl.py
train_controlnet_sdxl.pyhttps://github.com/fei3189/diffusers/blob/main/examples/controlnet/train_controlnet_sdxl.py
README.mdhttps://github.com/fei3189/diffusers/tree/main/examples/controlnet#readme
https://github.com/fei3189/diffusers/tree/main/examples/controlnet#controlnet-training-example
Adding Conditional Control to Text-to-Image Diffusion Modelshttps://arxiv.org/abs/2302.05543
training example in the original ControlNet repositoryhttps://github.com/lllyasviel/ControlNet/blob/main/docs/train.md
small synthetic datasethttps://huggingface.co/datasets/fusing/fill50k
https://github.com/fei3189/diffusers/tree/main/examples/controlnet#installing-the-dependencies
🤗Acceleratehttps://github.com/huggingface/accelerate/
https://github.com/fei3189/diffusers/tree/main/examples/controlnet#circle-filling-dataset
ControlNet repohttps://huggingface.co/lllyasviel/ControlNet/blob/main/training/fill50k.zip
herehttps://huggingface.co/datasets/fusing/fill50k
Stable Diffusion 1.5https://huggingface.co/runwayml/stable-diffusion-v1-5
CompVis/stable-diffusion-v1-4https://huggingface.co/CompVis/stable-diffusion-v1-4
stabilityai/stable-diffusion-2-1https://huggingface.co/stabilityai/stable-diffusion-2-1
https://github.com/fei3189/diffusers/tree/main/examples/controlnet#training
https://github.com/fei3189/diffusers/tree/main/examples/controlnet#training-with-multiple-gpus
herehttps://huggingface.co/docs/accelerate/basic_tutorials/launch
https://github.com/fei3189/diffusers/tree/main/examples/controlnet#example-results
https://github.com/fei3189/diffusers/tree/main/examples/controlnet#after-300-steps-with-batch-size-8
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https://github.com/fei3189/diffusers/tree/main/examples/controlnet#training-on-a-16-gb-gpu
bitandbytes install instructionshttps://github.com/TimDettmers/bitsandbytes#requirements--installation
https://github.com/fei3189/diffusers/tree/main/examples/controlnet#training-on-a-12-gb-gpu
https://github.com/fei3189/diffusers/tree/main/examples/controlnet#training-on-an-8-gb-gpu
DeepSpeedhttps://www.deepspeed.ai/
documentationhttps://huggingface.co/docs/accelerate/usage_guides/deepspeed
https://github.com/fei3189/diffusers/tree/main/examples/controlnet#performing-inference-with-the-trained-controlnet
https://github.com/fei3189/diffusers/tree/main/examples/controlnet#training-with-flaxjax
https://github.com/fei3189/diffusers/tree/main/examples/controlnet#running-on-google-cloud-tpu
Cloud docs for single VM setuphttps://cloud.google.com/tpu/docs/run-calculation-jax
create onehttps://huggingface.co/docs/diffusers/main/en/training/hf.co/join
herehttps://huggingface.co/YiYiXu/fill-circle-controlnet
this blog articlehttps://huggingface.co/blog/train-your-controlnet
Webdatasethttps://webdataset.github.io/webdataset/
TorchDatahttps://github.com/pytorch/data
TensorFlow Datasetshttps://www.tensorflow.org/datasets/tfless_tfds
Efficient Diffusion Training via Min-SNR Weighting Strategyhttps://arxiv.org/abs/2303.09556
herehttps://github.com/lllyasviel/ControlNet/blob/main/docs/train.md#more-consideration-sudden-converge-phenomenon-and-gradient-accumulation
JAX documentation on profilinghttps://jax.readthedocs.io/en/latest/profiling.html
http://localhost:6006/#profilehttp://localhost:6006/#profile
https://github.com/fei3189/diffusers/tree/main/examples/controlnet#support-for-stable-diffusion-xl
Stable Diffusion XLhttps://huggingface.co/papers/2307.01952
README_sdxl.mdhttps://github.com/fei3189/diffusers/blob/main/examples/controlnet/README_sdxl.md
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