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Browse files- .gitattributes +34 -0
- README.md +12 -0
- __init__.py +0 -0
- app.py +4 -0
- requirements.txt +4 -0
- text_to_video.py +49 -0
- tool_config.json +3 -0
.gitattributes
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README.md
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---
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title: Text to Video
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emoji: ⚡
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colorFrom: red
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colorTo: green
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sdk: gradio
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sdk_version: 3.27.0
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app_file: app.py
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pinned: false
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tags:
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- tool
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---
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__init__.py
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app.py
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from transformers.tools.base import launch_gradio_demo
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from text_to_image import TextToVideoTool
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launch_gradio_demo(TextToVideoTool)
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requirements.txt
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transformers @ git+https://github.com/huggingface/transformers@test_composition
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diffusers
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accelerate
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torch
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text_to_video.py
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import torch
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from transformers.tools.base import Tool, get_default_device
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from transformers.utils import is_accelerate_available, is_diffusers_available
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if is_diffusers_available():
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from diffusers import DiffusionPipeline
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TEXT_TO_VIDEO_DESCRIPTION = (
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"This is a tool that creates a video according to a text description. It takes an input named `prompt` which "
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"contains the image description, as well as an optional input `seconds` which will be the duration of the video. "
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"The default is of two seconds. The tool outputs a video object."
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)
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class TextToVideoTool(Tool):
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default_checkpoint = "damo-vilab/text-to-video-ms-1.7b"
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description = TEXT_TO_VIDEO_DESCRIPTION
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def __init__(self, device=None, **hub_kwargs) -> None:
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if not is_accelerate_available():
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raise ImportError("Accelerate should be installed in order to use tools.")
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if not is_diffusers_available():
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raise ImportError("Diffusers should be installed in order to use the StableDiffusionTool.")
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super().__init__()
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self.device = device
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self.pipeline = None
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self.hub_kwargs = hub_kwargs
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def setup(self):
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if self.device is None:
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self.device = get_default_device()
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self.pipeline = DiffusionPipeline.from_pretrained(
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self.default_checkpoint, torch_dtype=torch.float16, variant="fp16"
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)
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self.pipeline.to(self.device)
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self.is_initialized = True
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def __call__(self, prompt, seconds=2):
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if not self.is_initialized:
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self.setup()
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return self.pipeline(prompt, num_frames=8 * seconds).frames
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tool_config.json
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{
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"custom_tools": {"text-to-video": "text_to_video.TextToVideoTool"}
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}
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