mirror of
https://github.com/huggingface/diffusers.git
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f33b89bafb
adding modular diffusers as experimental feature --------- Co-authored-by: hlky <hlky@hlky.ac> Co-authored-by: Γlvaro Somoza <asomoza@users.noreply.github.com> Co-authored-by: Aryan <aryan@huggingface.co> Co-authored-by: Dhruv Nair <dhruv.nair@gmail.com> Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
702 lines
23 KiB
YAML
702 lines
23 KiB
YAML
- sections:
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- local: index
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title: 𧨠Diffusers
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- local: quicktour
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title: Quicktour
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- local: stable_diffusion
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title: Effective and efficient diffusion
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- local: installation
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title: Installation
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title: Get started
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- sections:
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- local: tutorials/tutorial_overview
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title: Overview
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- local: using-diffusers/write_own_pipeline
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title: Understanding pipelines, models and schedulers
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- local: tutorials/autopipeline
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title: AutoPipeline
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- local: tutorials/basic_training
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title: Train a diffusion model
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title: Tutorials
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- sections:
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- local: using-diffusers/loading
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title: Load pipelines
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- local: using-diffusers/custom_pipeline_overview
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title: Load community pipelines and components
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- local: using-diffusers/schedulers
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title: Load schedulers and models
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- local: using-diffusers/other-formats
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title: Model files and layouts
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- local: using-diffusers/push_to_hub
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title: Push files to the Hub
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title: Load pipelines and adapters
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- sections:
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- local: tutorials/using_peft_for_inference
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title: LoRA
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- local: using-diffusers/ip_adapter
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title: IP-Adapter
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- local: using-diffusers/controlnet
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title: ControlNet
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- local: using-diffusers/t2i_adapter
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title: T2I-Adapter
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- local: using-diffusers/dreambooth
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title: DreamBooth
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- local: using-diffusers/textual_inversion_inference
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title: Textual inversion
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title: Adapters
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isExpanded: false
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- sections:
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- local: using-diffusers/unconditional_image_generation
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title: Unconditional image generation
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- local: using-diffusers/conditional_image_generation
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title: Text-to-image
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- local: using-diffusers/img2img
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title: Image-to-image
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- local: using-diffusers/inpaint
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title: Inpainting
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- local: using-diffusers/text-img2vid
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title: Video generation
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- local: using-diffusers/depth2img
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title: Depth-to-image
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title: Generative tasks
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- sections:
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- local: using-diffusers/overview_techniques
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title: Overview
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- local: using-diffusers/create_a_server
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title: Create a server
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- local: using-diffusers/batched_inference
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title: Batch inference
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- local: training/distributed_inference
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title: Distributed inference
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- local: using-diffusers/scheduler_features
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title: Scheduler features
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- local: using-diffusers/callback
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title: Pipeline callbacks
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- local: using-diffusers/reusing_seeds
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title: Reproducible pipelines
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- local: using-diffusers/image_quality
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title: Controlling image quality
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- local: using-diffusers/weighted_prompts
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title: Prompt techniques
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title: Inference techniques
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- sections:
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- local: advanced_inference/outpaint
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title: Outpainting
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title: Advanced inference
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- sections:
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- local: hybrid_inference/overview
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title: Overview
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- local: hybrid_inference/vae_decode
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title: VAE Decode
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- local: hybrid_inference/vae_encode
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title: VAE Encode
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- local: hybrid_inference/api_reference
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title: API Reference
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title: Hybrid Inference
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- sections:
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- local: modular_diffusers/overview
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title: Overview
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- local: modular_diffusers/modular_pipeline
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title: Modular Pipeline
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- local: modular_diffusers/components_manager
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title: Components Manager
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- local: modular_diffusers/modular_diffusers_states
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title: Modular Diffusers States
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- local: modular_diffusers/pipeline_block
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title: Pipeline Block
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- local: modular_diffusers/sequential_pipeline_blocks
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title: Sequential Pipeline Blocks
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- local: modular_diffusers/loop_sequential_pipeline_blocks
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title: Loop Sequential Pipeline Blocks
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- local: modular_diffusers/auto_pipeline_blocks
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title: Auto Pipeline Blocks
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- local: modular_diffusers/end_to_end_guide
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title: End-to-End Example
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title: Modular Diffusers
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- sections:
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- local: using-diffusers/consisid
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title: ConsisID
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- local: using-diffusers/sdxl
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title: Stable Diffusion XL
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- local: using-diffusers/sdxl_turbo
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title: SDXL Turbo
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- local: using-diffusers/kandinsky
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title: Kandinsky
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- local: using-diffusers/omnigen
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title: OmniGen
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- local: using-diffusers/pag
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title: PAG
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- local: using-diffusers/inference_with_lcm
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title: Latent Consistency Model
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- local: using-diffusers/shap-e
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title: Shap-E
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- local: using-diffusers/diffedit
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title: DiffEdit
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- local: using-diffusers/inference_with_tcd_lora
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title: Trajectory Consistency Distillation-LoRA
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- local: using-diffusers/svd
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title: Stable Video Diffusion
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- local: using-diffusers/marigold_usage
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title: Marigold Computer Vision
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title: Specific pipeline examples
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- sections:
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- local: training/overview
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title: Overview
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- local: training/create_dataset
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title: Create a dataset for training
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- local: training/adapt_a_model
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title: Adapt a model to a new task
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- isExpanded: false
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sections:
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- local: training/unconditional_training
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title: Unconditional image generation
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- local: training/text2image
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title: Text-to-image
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- local: training/sdxl
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title: Stable Diffusion XL
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- local: training/kandinsky
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title: Kandinsky 2.2
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- local: training/wuerstchen
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title: Wuerstchen
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- local: training/controlnet
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title: ControlNet
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- local: training/t2i_adapters
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title: T2I-Adapters
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- local: training/instructpix2pix
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title: InstructPix2Pix
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- local: training/cogvideox
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title: CogVideoX
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title: Models
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- isExpanded: false
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sections:
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- local: training/text_inversion
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title: Textual Inversion
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- local: training/dreambooth
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title: DreamBooth
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- local: training/lora
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title: LoRA
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- local: training/custom_diffusion
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title: Custom Diffusion
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- local: training/lcm_distill
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title: Latent Consistency Distillation
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- local: training/ddpo
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title: Reinforcement learning training with DDPO
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title: Methods
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title: Training
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- sections:
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- local: quantization/overview
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title: Getting Started
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- local: quantization/bitsandbytes
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title: bitsandbytes
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- local: quantization/gguf
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title: gguf
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- local: quantization/torchao
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title: torchao
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- local: quantization/quanto
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title: quanto
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title: Quantization Methods
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- sections:
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- local: optimization/fp16
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title: Accelerate inference
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- local: optimization/cache
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title: Caching
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- local: optimization/memory
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title: Reduce memory usage
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- local: optimization/speed-memory-optims
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title: Compile and offloading quantized models
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- local: optimization/pruna
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title: Pruna
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- local: optimization/xformers
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title: xFormers
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- local: optimization/tome
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title: Token merging
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- local: optimization/deepcache
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title: DeepCache
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- local: optimization/tgate
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title: TGATE
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- local: optimization/xdit
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title: xDiT
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- local: optimization/para_attn
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title: ParaAttention
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- sections:
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- local: using-diffusers/stable_diffusion_jax_how_to
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title: JAX/Flax
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- local: optimization/onnx
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title: ONNX
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- local: optimization/open_vino
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title: OpenVINO
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- local: optimization/coreml
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title: Core ML
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title: Optimized model formats
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- sections:
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- local: optimization/mps
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title: Metal Performance Shaders (MPS)
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- local: optimization/habana
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title: Intel Gaudi
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- local: optimization/neuron
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title: AWS Neuron
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title: Optimized hardware
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title: Accelerate inference and reduce memory
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- sections:
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- local: conceptual/philosophy
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title: Philosophy
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- local: using-diffusers/controlling_generation
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title: Controlled generation
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- local: conceptual/contribution
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title: How to contribute?
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- local: conceptual/ethical_guidelines
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title: Diffusers' Ethical Guidelines
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- local: conceptual/evaluation
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title: Evaluating Diffusion Models
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title: Conceptual Guides
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- sections:
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- local: community_projects
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title: Projects built with Diffusers
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title: Community Projects
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- sections:
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- isExpanded: false
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sections:
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- local: api/configuration
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title: Configuration
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- local: api/logging
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title: Logging
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- local: api/outputs
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title: Outputs
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- local: api/quantization
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title: Quantization
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title: Main Classes
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- isExpanded: false
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sections:
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- local: api/loaders/ip_adapter
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title: IP-Adapter
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- local: api/loaders/lora
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title: LoRA
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- local: api/loaders/single_file
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title: Single files
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- local: api/loaders/textual_inversion
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title: Textual Inversion
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- local: api/loaders/unet
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title: UNet
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- local: api/loaders/transformer_sd3
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title: SD3Transformer2D
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- local: api/loaders/peft
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title: PEFT
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title: Loaders
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- isExpanded: false
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sections:
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- local: api/models/overview
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title: Overview
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- local: api/models/auto_model
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title: AutoModel
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- sections:
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- local: api/models/controlnet
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title: ControlNetModel
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- local: api/models/controlnet_union
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title: ControlNetUnionModel
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- local: api/models/controlnet_flux
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title: FluxControlNetModel
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- local: api/models/controlnet_hunyuandit
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title: HunyuanDiT2DControlNetModel
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- local: api/models/controlnet_sana
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title: SanaControlNetModel
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- local: api/models/controlnet_sd3
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title: SD3ControlNetModel
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- local: api/models/controlnet_sparsectrl
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title: SparseControlNetModel
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title: ControlNets
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- sections:
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- local: api/models/allegro_transformer3d
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title: AllegroTransformer3DModel
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- local: api/models/aura_flow_transformer2d
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title: AuraFlowTransformer2DModel
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- local: api/models/chroma_transformer
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title: ChromaTransformer2DModel
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- local: api/models/cogvideox_transformer3d
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title: CogVideoXTransformer3DModel
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- local: api/models/cogview3plus_transformer2d
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title: CogView3PlusTransformer2DModel
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- local: api/models/cogview4_transformer2d
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title: CogView4Transformer2DModel
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- local: api/models/consisid_transformer3d
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title: ConsisIDTransformer3DModel
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- local: api/models/cosmos_transformer3d
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title: CosmosTransformer3DModel
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- local: api/models/dit_transformer2d
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title: DiTTransformer2DModel
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- local: api/models/easyanimate_transformer3d
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title: EasyAnimateTransformer3DModel
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- local: api/models/flux_transformer
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title: FluxTransformer2DModel
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- local: api/models/hidream_image_transformer
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title: HiDreamImageTransformer2DModel
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- local: api/models/hunyuan_transformer2d
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title: HunyuanDiT2DModel
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- local: api/models/hunyuan_video_transformer_3d
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title: HunyuanVideoTransformer3DModel
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- local: api/models/latte_transformer3d
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title: LatteTransformer3DModel
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- local: api/models/ltx_video_transformer3d
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title: LTXVideoTransformer3DModel
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- local: api/models/lumina2_transformer2d
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title: Lumina2Transformer2DModel
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- local: api/models/lumina_nextdit2d
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title: LuminaNextDiT2DModel
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- local: api/models/mochi_transformer3d
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title: MochiTransformer3DModel
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- local: api/models/omnigen_transformer
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title: OmniGenTransformer2DModel
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- local: api/models/pixart_transformer2d
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title: PixArtTransformer2DModel
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- local: api/models/prior_transformer
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title: PriorTransformer
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- local: api/models/sana_transformer2d
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title: SanaTransformer2DModel
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- local: api/models/sd3_transformer2d
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title: SD3Transformer2DModel
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- local: api/models/stable_audio_transformer
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title: StableAudioDiTModel
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- local: api/models/transformer2d
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title: Transformer2DModel
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- local: api/models/transformer_temporal
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title: TransformerTemporalModel
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- local: api/models/wan_transformer_3d
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title: WanTransformer3DModel
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title: Transformers
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- sections:
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- local: api/models/stable_cascade_unet
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title: StableCascadeUNet
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- local: api/models/unet
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title: UNet1DModel
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- local: api/models/unet2d-cond
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title: UNet2DConditionModel
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- local: api/models/unet2d
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title: UNet2DModel
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- local: api/models/unet3d-cond
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title: UNet3DConditionModel
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- local: api/models/unet-motion
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title: UNetMotionModel
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- local: api/models/uvit2d
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title: UViT2DModel
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title: UNets
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- sections:
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- local: api/models/asymmetricautoencoderkl
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title: AsymmetricAutoencoderKL
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- local: api/models/autoencoder_dc
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title: AutoencoderDC
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- local: api/models/autoencoderkl
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title: AutoencoderKL
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- local: api/models/autoencoderkl_allegro
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title: AutoencoderKLAllegro
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- local: api/models/autoencoderkl_cogvideox
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title: AutoencoderKLCogVideoX
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- local: api/models/autoencoderkl_cosmos
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title: AutoencoderKLCosmos
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- local: api/models/autoencoder_kl_hunyuan_video
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title: AutoencoderKLHunyuanVideo
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- local: api/models/autoencoderkl_ltx_video
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title: AutoencoderKLLTXVideo
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- local: api/models/autoencoderkl_magvit
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title: AutoencoderKLMagvit
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- local: api/models/autoencoderkl_mochi
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title: AutoencoderKLMochi
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- local: api/models/autoencoder_kl_wan
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title: AutoencoderKLWan
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- local: api/models/consistency_decoder_vae
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title: ConsistencyDecoderVAE
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- local: api/models/autoencoder_oobleck
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title: Oobleck AutoEncoder
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- local: api/models/autoencoder_tiny
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title: Tiny AutoEncoder
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- local: api/models/vq
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title: VQModel
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title: VAEs
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title: Models
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- isExpanded: false
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sections:
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- local: api/pipelines/overview
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title: Overview
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- local: api/pipelines/allegro
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title: Allegro
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- local: api/pipelines/amused
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title: aMUSEd
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- local: api/pipelines/animatediff
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title: AnimateDiff
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- local: api/pipelines/attend_and_excite
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title: Attend-and-Excite
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- local: api/pipelines/audioldm
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title: AudioLDM
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- local: api/pipelines/audioldm2
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title: AudioLDM 2
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- local: api/pipelines/aura_flow
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title: AuraFlow
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- local: api/pipelines/auto_pipeline
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title: AutoPipeline
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- local: api/pipelines/blip_diffusion
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title: BLIP-Diffusion
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- local: api/pipelines/chroma
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title: Chroma
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- local: api/pipelines/cogvideox
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title: CogVideoX
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- local: api/pipelines/cogview3
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title: CogView3
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- local: api/pipelines/cogview4
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title: CogView4
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- local: api/pipelines/consisid
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title: ConsisID
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- local: api/pipelines/consistency_models
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title: Consistency Models
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- local: api/pipelines/controlnet
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title: ControlNet
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- local: api/pipelines/controlnet_flux
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title: ControlNet with Flux.1
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- local: api/pipelines/controlnet_hunyuandit
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title: ControlNet with Hunyuan-DiT
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- local: api/pipelines/controlnet_sd3
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title: ControlNet with Stable Diffusion 3
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- local: api/pipelines/controlnet_sdxl
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title: ControlNet with Stable Diffusion XL
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- local: api/pipelines/controlnet_sana
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title: ControlNet-Sana
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- local: api/pipelines/controlnetxs
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title: ControlNet-XS
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- local: api/pipelines/controlnetxs_sdxl
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title: ControlNet-XS with Stable Diffusion XL
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- local: api/pipelines/controlnet_union
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title: ControlNetUnion
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- local: api/pipelines/cosmos
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title: Cosmos
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- local: api/pipelines/dance_diffusion
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title: Dance Diffusion
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- local: api/pipelines/ddim
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title: DDIM
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- local: api/pipelines/ddpm
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title: DDPM
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- local: api/pipelines/deepfloyd_if
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title: DeepFloyd IF
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- local: api/pipelines/diffedit
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title: DiffEdit
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- local: api/pipelines/dit
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title: DiT
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- local: api/pipelines/easyanimate
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title: EasyAnimate
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- local: api/pipelines/flux
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title: Flux
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- local: api/pipelines/control_flux_inpaint
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title: FluxControlInpaint
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- local: api/pipelines/framepack
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title: Framepack
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- local: api/pipelines/hidream
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title: HiDream-I1
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- local: api/pipelines/hunyuandit
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title: Hunyuan-DiT
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- local: api/pipelines/hunyuan_video
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title: HunyuanVideo
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- local: api/pipelines/i2vgenxl
|
||
title: I2VGen-XL
|
||
- local: api/pipelines/pix2pix
|
||
title: InstructPix2Pix
|
||
- local: api/pipelines/kandinsky
|
||
title: Kandinsky 2.1
|
||
- local: api/pipelines/kandinsky_v22
|
||
title: Kandinsky 2.2
|
||
- local: api/pipelines/kandinsky3
|
||
title: Kandinsky 3
|
||
- local: api/pipelines/kolors
|
||
title: Kolors
|
||
- local: api/pipelines/latent_consistency_models
|
||
title: Latent Consistency Models
|
||
- local: api/pipelines/latent_diffusion
|
||
title: Latent Diffusion
|
||
- local: api/pipelines/latte
|
||
title: Latte
|
||
- local: api/pipelines/ledits_pp
|
||
title: LEDITS++
|
||
- local: api/pipelines/ltx_video
|
||
title: LTXVideo
|
||
- local: api/pipelines/lumina2
|
||
title: Lumina 2.0
|
||
- local: api/pipelines/lumina
|
||
title: Lumina-T2X
|
||
- local: api/pipelines/marigold
|
||
title: Marigold
|
||
- local: api/pipelines/mochi
|
||
title: Mochi
|
||
- local: api/pipelines/panorama
|
||
title: MultiDiffusion
|
||
- local: api/pipelines/musicldm
|
||
title: MusicLDM
|
||
- local: api/pipelines/omnigen
|
||
title: OmniGen
|
||
- local: api/pipelines/pag
|
||
title: PAG
|
||
- local: api/pipelines/paint_by_example
|
||
title: Paint by Example
|
||
- local: api/pipelines/pia
|
||
title: Personalized Image Animator (PIA)
|
||
- local: api/pipelines/pixart
|
||
title: PixArt-Ξ±
|
||
- local: api/pipelines/pixart_sigma
|
||
title: PixArt-Ξ£
|
||
- local: api/pipelines/sana
|
||
title: Sana
|
||
- local: api/pipelines/sana_sprint
|
||
title: Sana Sprint
|
||
- local: api/pipelines/self_attention_guidance
|
||
title: Self-Attention Guidance
|
||
- local: api/pipelines/semantic_stable_diffusion
|
||
title: Semantic Guidance
|
||
- local: api/pipelines/shap_e
|
||
title: Shap-E
|
||
- local: api/pipelines/stable_audio
|
||
title: Stable Audio
|
||
- local: api/pipelines/stable_cascade
|
||
title: Stable Cascade
|
||
- sections:
|
||
- local: api/pipelines/stable_diffusion/overview
|
||
title: Overview
|
||
- local: api/pipelines/stable_diffusion/depth2img
|
||
title: Depth-to-image
|
||
- local: api/pipelines/stable_diffusion/gligen
|
||
title: GLIGEN (Grounded Language-to-Image Generation)
|
||
- local: api/pipelines/stable_diffusion/image_variation
|
||
title: Image variation
|
||
- local: api/pipelines/stable_diffusion/img2img
|
||
title: Image-to-image
|
||
- local: api/pipelines/stable_diffusion/svd
|
||
title: Image-to-video
|
||
- local: api/pipelines/stable_diffusion/inpaint
|
||
title: Inpainting
|
||
- local: api/pipelines/stable_diffusion/k_diffusion
|
||
title: K-Diffusion
|
||
- local: api/pipelines/stable_diffusion/latent_upscale
|
||
title: Latent upscaler
|
||
- local: api/pipelines/stable_diffusion/ldm3d_diffusion
|
||
title: LDM3D Text-to-(RGB, Depth), Text-to-(RGB-pano, Depth-pano), LDM3D Upscaler
|
||
- local: api/pipelines/stable_diffusion/stable_diffusion_safe
|
||
title: Safe Stable Diffusion
|
||
- local: api/pipelines/stable_diffusion/sdxl_turbo
|
||
title: SDXL Turbo
|
||
- local: api/pipelines/stable_diffusion/stable_diffusion_2
|
||
title: Stable Diffusion 2
|
||
- local: api/pipelines/stable_diffusion/stable_diffusion_3
|
||
title: Stable Diffusion 3
|
||
- local: api/pipelines/stable_diffusion/stable_diffusion_xl
|
||
title: Stable Diffusion XL
|
||
- local: api/pipelines/stable_diffusion/upscale
|
||
title: Super-resolution
|
||
- local: api/pipelines/stable_diffusion/adapter
|
||
title: T2I-Adapter
|
||
- local: api/pipelines/stable_diffusion/text2img
|
||
title: Text-to-image
|
||
title: Stable Diffusion
|
||
- local: api/pipelines/stable_unclip
|
||
title: Stable unCLIP
|
||
- local: api/pipelines/text_to_video
|
||
title: Text-to-video
|
||
- local: api/pipelines/text_to_video_zero
|
||
title: Text2Video-Zero
|
||
- local: api/pipelines/unclip
|
||
title: unCLIP
|
||
- local: api/pipelines/unidiffuser
|
||
title: UniDiffuser
|
||
- local: api/pipelines/value_guided_sampling
|
||
title: Value-guided sampling
|
||
- local: api/pipelines/visualcloze
|
||
title: VisualCloze
|
||
- local: api/pipelines/wan
|
||
title: Wan
|
||
- local: api/pipelines/wuerstchen
|
||
title: Wuerstchen
|
||
title: Pipelines
|
||
- isExpanded: false
|
||
sections:
|
||
- local: api/schedulers/overview
|
||
title: Overview
|
||
- local: api/schedulers/cm_stochastic_iterative
|
||
title: CMStochasticIterativeScheduler
|
||
- local: api/schedulers/ddim_cogvideox
|
||
title: CogVideoXDDIMScheduler
|
||
- local: api/schedulers/multistep_dpm_solver_cogvideox
|
||
title: CogVideoXDPMScheduler
|
||
- local: api/schedulers/consistency_decoder
|
||
title: ConsistencyDecoderScheduler
|
||
- local: api/schedulers/cosine_dpm
|
||
title: CosineDPMSolverMultistepScheduler
|
||
- local: api/schedulers/ddim_inverse
|
||
title: DDIMInverseScheduler
|
||
- local: api/schedulers/ddim
|
||
title: DDIMScheduler
|
||
- local: api/schedulers/ddpm
|
||
title: DDPMScheduler
|
||
- local: api/schedulers/deis
|
||
title: DEISMultistepScheduler
|
||
- local: api/schedulers/multistep_dpm_solver_inverse
|
||
title: DPMSolverMultistepInverse
|
||
- local: api/schedulers/multistep_dpm_solver
|
||
title: DPMSolverMultistepScheduler
|
||
- local: api/schedulers/dpm_sde
|
||
title: DPMSolverSDEScheduler
|
||
- local: api/schedulers/singlestep_dpm_solver
|
||
title: DPMSolverSinglestepScheduler
|
||
- local: api/schedulers/edm_multistep_dpm_solver
|
||
title: EDMDPMSolverMultistepScheduler
|
||
- local: api/schedulers/edm_euler
|
||
title: EDMEulerScheduler
|
||
- local: api/schedulers/euler_ancestral
|
||
title: EulerAncestralDiscreteScheduler
|
||
- local: api/schedulers/euler
|
||
title: EulerDiscreteScheduler
|
||
- local: api/schedulers/flow_match_euler_discrete
|
||
title: FlowMatchEulerDiscreteScheduler
|
||
- local: api/schedulers/flow_match_heun_discrete
|
||
title: FlowMatchHeunDiscreteScheduler
|
||
- local: api/schedulers/heun
|
||
title: HeunDiscreteScheduler
|
||
- local: api/schedulers/ipndm
|
||
title: IPNDMScheduler
|
||
- local: api/schedulers/stochastic_karras_ve
|
||
title: KarrasVeScheduler
|
||
- local: api/schedulers/dpm_discrete_ancestral
|
||
title: KDPM2AncestralDiscreteScheduler
|
||
- local: api/schedulers/dpm_discrete
|
||
title: KDPM2DiscreteScheduler
|
||
- local: api/schedulers/lcm
|
||
title: LCMScheduler
|
||
- local: api/schedulers/lms_discrete
|
||
title: LMSDiscreteScheduler
|
||
- local: api/schedulers/pndm
|
||
title: PNDMScheduler
|
||
- local: api/schedulers/repaint
|
||
title: RePaintScheduler
|
||
- local: api/schedulers/score_sde_ve
|
||
title: ScoreSdeVeScheduler
|
||
- local: api/schedulers/score_sde_vp
|
||
title: ScoreSdeVpScheduler
|
||
- local: api/schedulers/tcd
|
||
title: TCDScheduler
|
||
- local: api/schedulers/unipc
|
||
title: UniPCMultistepScheduler
|
||
- local: api/schedulers/vq_diffusion
|
||
title: VQDiffusionScheduler
|
||
title: Schedulers
|
||
- isExpanded: false
|
||
sections:
|
||
- local: api/internal_classes_overview
|
||
title: Overview
|
||
- local: api/attnprocessor
|
||
title: Attention Processor
|
||
- local: api/activations
|
||
title: Custom activation functions
|
||
- local: api/cache
|
||
title: Caching methods
|
||
- local: api/normalization
|
||
title: Custom normalization layers
|
||
- local: api/utilities
|
||
title: Utilities
|
||
- local: api/image_processor
|
||
title: VAE Image Processor
|
||
- local: api/video_processor
|
||
title: Video Processor
|
||
title: Internal classes
|
||
title: API
|