[refactor]: migrate examples/scripts to typed VideoGenerator API; rename api/compat.py to api/translation.py
Move all examples/inference and scripts off the legacy
VideoGenerator.from_pretrained(model, **kwargs) +
generate_video(prompt, **kwargs) surface onto the typed
from_config(GeneratorConfig(...)) + generate(GenerationRequest(...))
convention, including the Kandinsky-5 and DreamX-World examples added
on main after the original migration. git-mv api/compat.py to
api/translation.py ('compat' implied a temporary shim; the forward
translation is its honest permanent role) and repoint all importers,
tests, and doc links.
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@@ -1,6 +1,8 @@
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from fastvideo import VideoGenerator
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# from fastvideo.api.sampling_param import SamplingParam
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from fastvideo.api import (
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EngineConfig, GenerationRequest, GeneratorConfig, InputConfig,
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OffloadConfig, OutputConfig, SamplingConfig,
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)
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OUTPUT_PATH = "video_samples_wan2_2_14B_i2v"
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def main():
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@@ -8,23 +10,36 @@ def main():
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# model.
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# If a local path is provided, FastVideo will make a best effort
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# attempt to identify the optimal arguments.
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generator = VideoGenerator.from_pretrained(
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"Wan-AI/Wan2.2-I2V-A14B-Diffusers",
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# FastVideo will automatically handle distributed setup
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num_gpus=1,
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use_fsdp_inference=False, # set to True if GPU is out of memory
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dit_cpu_offload=True, # DiT need to be offloaded for MoE
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vae_cpu_offload=False,
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text_encoder_cpu_offload=True,
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# Set pin_cpu_memory to false if CPU RAM is limited and there're no frequent CPU-GPU transfer
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pin_cpu_memory=True,
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# image_encoder_cpu_offload=False,
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generator = VideoGenerator.from_config(
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GeneratorConfig(
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model_path="Wan-AI/Wan2.2-I2V-A14B-Diffusers",
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# FastVideo will automatically handle distributed setup
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engine=EngineConfig(
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num_gpus=1,
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use_fsdp_inference=False, # set to True if GPU is out of memory
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offload=OffloadConfig(
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dit=True, # DiT need to be offloaded for MoE
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vae=False,
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text_encoder=True,
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# Set pin_cpu_memory to false if CPU RAM is limited and there're no frequent CPU-GPU transfer
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pin_cpu_memory=True,
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# image_encoder=False,
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),
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),
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)
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)
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prompt = "Summer beach vacation style, a white cat wearing sunglasses sits on a surfboard. The fluffy-furred feline gazes directly at the camera with a relaxed expression. Blurred beach scenery forms the background featuring crystal-clear waters, distant green hills, and a blue sky dotted with white clouds. The cat assumes a naturally relaxed posture, as if savoring the sea breeze and warm sunlight. A close-up shot highlights the feline's intricate details and the refreshing atmosphere of the seaside."
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image_path = "https://huggingface.co/datasets/YiYiXu/testing-images/resolve/main/wan_i2v_input.JPG"
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video = generator.generate_video(prompt, image_path=image_path, output_path=OUTPUT_PATH, save_video=True, height=832, width=480, num_frames=81)
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video = generator.generate(
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GenerationRequest(
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prompt=prompt,
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inputs=InputConfig(image_path=image_path),
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sampling=SamplingConfig(height=832, width=480, num_frames=81),
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output=OutputConfig(output_path=OUTPUT_PATH, save_video=True),
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)
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)
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if __name__ == "__main__":
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main()
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main()
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