Skip to content

[Modular] Changes for using WAN I2V #12959

New issue

Have a question about this project? Sign up for a free GitHub account to open an issue and contact its maintainers and the community.

Sign up for GitHub

By clicking “Sign up for GitHub”, you agree to our terms of service and privacy statement. We’ll occasionally send you account related emails.

Already on GitHub? Sign in to your account

Open
asomoza wants to merge 1 commit into
base: main
Choose a base branch
from
+28 −10
Open

[Modular] Changes for using WAN I2V #12959

Show file tree
Hide file tree
Changes from all commits
Commits
Show all changes
1 commit
Select commit
File filter

Filter by extension

Filter by extension
Conversations
Failed to load comments.
Loading
Jump to
Jump to file
Failed to load files.
Loading
Diff view
Diff view
18 changes: 18 additions & 0 deletions src/diffusers/modular_pipelines/mellon_node_utils.py
View file
Open in desktop
Original file line number Diff line number Diff line change
Expand Up @@ -68,6 +68,10 @@ def latents(cls, display: str = "input") -> "MellonParam":
def image_latents(cls, display: str = "input") -> "MellonParam":
return cls(name="image_latents", label="Image Latents", type="latents", display=display)

@classmethod
def first_frame_latents(cls, display: str = "input") -> "MellonParam":
return cls(name="first_frame_latents", label="First Frame Latents", type="latents", display=display)

@classmethod
def image_latents_with_strength(cls) -> "MellonParam":
return cls(
Expand All @@ -89,6 +93,10 @@ def latents_preview(cls) -> "MellonParam":
def embeddings(cls, display: str = "output") -> "MellonParam":
return cls(name="embeddings", label="Text Embeddings", type="embeddings", display=display)

@classmethod
def image_embeds(cls, display: str = "output") -> "MellonParam":
return cls(name="image_embeds", label="Image Embeddings", type="image_embeds", display=display)

@classmethod
def controlnet_conditioning_scale(cls, default: float = 0.5) -> "MellonParam":
return cls(
Expand Down Expand Up @@ -186,6 +194,16 @@ def vae(cls) -> "MellonParam":
"""
return cls(name="vae", label="VAE", type="diffusers_auto_model", display="input")

@classmethod
def image_encoder(cls) -> "MellonParam":
"""
Image Encoder model info dict.

Contains keys like 'model_id', 'repo_id', 'execution_device' etc. Use components.get_one(model_id) to retrieve
the actual model.
"""
return cls(name="image_encoder", label="Image Encoder", type="diffusers_auto_model", display="input")

@classmethod
def unet(cls) -> "MellonParam":
"""
Expand Down
20 changes: 10 additions & 10 deletions src/diffusers/modular_pipelines/wan/modular_blocks.py
View file
Open in desktop
Original file line number Diff line number Diff line change
Expand Up @@ -84,7 +84,7 @@ def description(self):
class WanImage2VideoVaeImageEncoderStep(SequentialPipelineBlocks):
model_name = "wan"
block_classes = [WanImageResizeStep, WanVaeImageEncoderStep]
block_names = ["image_resize", "vae_image_encoder"]
block_names = ["image_resize", "vae_encoder"]

@property
def description(self):
Expand Down Expand Up @@ -142,7 +142,7 @@ def description(self):
class WanFLF2VVaeImageEncoderStep(SequentialPipelineBlocks):
model_name = "wan"
block_classes = [WanImageResizeStep, WanImageCropResizeStep, WanFirstLastFrameVaeImageEncoderStep]
block_names = ["image_resize", "last_image_resize", "vae_image_encoder"]
block_names = ["image_resize", "last_image_resize", "vae_encoder"]

@property
def description(self):
Expand Down Expand Up @@ -203,7 +203,7 @@ def description(self):
## vae encoder
class WanAutoVaeImageEncoderStep(AutoPipelineBlocks):
block_classes = [WanFLF2VVaeImageEncoderStep, WanImage2VideoVaeImageEncoderStep]
block_names = ["flf2v_vae_image_encoder", "image2video_vae_image_encoder"]
block_names = ["flf2v_vae_encoder", "image2video_vae_encoder"]
block_trigger_inputs = ["last_image", "image"]

@property
Expand Down Expand Up @@ -251,7 +251,7 @@ class WanAutoBlocks(SequentialPipelineBlocks):
block_names = [
"text_encoder",
"image_encoder",
"vae_image_encoder",
"vae_encoder",
"denoise",
"decode",
]
Expand Down Expand Up @@ -353,7 +353,7 @@ class Wan22AutoBlocks(SequentialPipelineBlocks):
]
block_names = [
"text_encoder",
"vae_image_encoder",
"vae_encoder",
"denoise",
"decode",
]
Expand Down Expand Up @@ -384,7 +384,7 @@ def description(self):
[
("image_resize", WanImageResizeStep),
("image_encoder", WanImage2VideoImageEncoderStep),
("vae_image_encoder", WanImage2VideoVaeImageEncoderStep),
("vae_encoder", WanImage2VideoVaeImageEncoderStep),
("input", WanTextInputStep),
("additional_inputs", WanAdditionalInputsStep(image_latent_inputs=["first_frame_latents"])),
("set_timesteps", WanSetTimestepsStep),
Expand All @@ -401,7 +401,7 @@ def description(self):
("image_resize", WanImageResizeStep),
("last_image_resize", WanImageCropResizeStep),
("image_encoder", WanFLF2VImageEncoderStep),
("vae_image_encoder", WanFLF2VVaeImageEncoderStep),
("vae_encoder", WanFLF2VVaeImageEncoderStep),
("input", WanTextInputStep),
("additional_inputs", WanAdditionalInputsStep(image_latent_inputs=["first_last_frame_latents"])),
("set_timesteps", WanSetTimestepsStep),
Expand All @@ -416,7 +416,7 @@ def description(self):
[
("text_encoder", WanTextEncoderStep),
("image_encoder", WanAutoImageEncoderStep),
("vae_image_encoder", WanAutoVaeImageEncoderStep),
("vae_encoder", WanAutoVaeImageEncoderStep),
("denoise", WanAutoDenoiseStep),
("decode", WanImageVaeDecoderStep),
]
Expand All @@ -438,7 +438,7 @@ def description(self):
IMAGE2VIDEO_BLOCKS_WAN22 = InsertableDict(
[
("image_resize", WanImageResizeStep),
("vae_image_encoder", WanImage2VideoVaeImageEncoderStep),
("vae_encoder", WanImage2VideoVaeImageEncoderStep),
("input", WanTextInputStep),
("set_timesteps", WanSetTimestepsStep),
("prepare_latents", WanPrepareLatentsStep),
Expand All @@ -450,7 +450,7 @@ def description(self):
AUTO_BLOCKS_WAN22 = InsertableDict(
[
("text_encoder", WanTextEncoderStep),
("vae_image_encoder", WanAutoVaeImageEncoderStep),
("vae_encoder", WanAutoVaeImageEncoderStep),
("denoise", Wan22AutoDenoiseStep),
("decode", WanImageVaeDecoderStep),
]
Expand Down
Loading