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feat(src): :rocket: Add example script
Browse files- quantization.py +26 -0
quantization.py
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import torch
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from diffusers import BitsAndBytesConfig as DiffusersBitsAndBytesConfig
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from diffusers import HunyuanVideoTransformer3DModel, HunyuanVideoPipeline
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from diffusers.utils import export_to_video
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quant_config = DiffusersBitsAndBytesConfig(load_in_8bit=True)
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# model = "tencent/HunyuanVideo"
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model = "hunyuanvideo-community/HunyuanVideo"
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transformer_8bit = HunyuanVideoTransformer3DModel.from_pretrained(
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model,
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subfolder="transformer",
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quantization_config=quant_config,
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torch_dtype=torch.float16,
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# device_map="balanced",
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)
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pipeline = HunyuanVideoPipeline.from_pretrained(
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"hunyuanvideo-community/HunyuanVideo",
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transformer=transformer_8bit,
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torch_dtype=torch.float16,
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device_map="balanced",
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)
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prompt = "A cat walks on the grass, realistic style."
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video = pipeline(prompt=prompt, num_frames=61, num_inference_steps=3).frames[0]
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export_to_video(video, "cat.mp4", fps=15)
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