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Create utils/helpers.py
Browse files- utils/helpers.py +49 -0
utils/helpers.py
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# utils/helpers.py
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import base64
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from io import BytesIO
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from PIL import Image
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import imageio
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import numpy as np
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from typing import List
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def encode_image_base64(image: Image.Image, format="PNG") -> str:
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"""Encodes a PIL Image to a base64 string."""
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buffered = BytesIO()
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image.save(buffered, format=format)
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img_str = base64.b64encode(buffered.getvalue()).decode("utf-8")
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return img_str
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def decode_base64_image(image_base64: str) -> Image.Image:
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"""Decodes a base64 string to a PIL Image."""
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img_bytes = base64.b64decode(image_base64)
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img = Image.open(BytesIO(img_bytes))
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return img.convert("RGB") # Ensure RGB format
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def encode_video_base64(video_frames: List[np.ndarray], fps: int, format="MP4") -> str:
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"""Encodes a list of numpy array frames (H, W, C) to a base64 video string."""
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if not video_frames:
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raise ValueError("Cannot encode empty video frames list.")
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buffered = BytesIO()
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# Ensure frames are uint8
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frames_uint8 = [(frame * 255).astype(np.uint8) if frame.dtype != np.uint8 else frame for frame in video_frames]
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if format.upper() == "MP4":
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# imageio requires ffmpeg to be installed in the Space environment
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# Add 'imageio[ffmpeg]' to requirements.txt if needed, or ensure ffmpeg is available
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try:
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imageio.mimwrite(buffered, frames_uint8, format='mp4', fps=fps, output_params=['-vf', 'pad=ceil(iw/2)*2:ceil(ih/2)*2']) # Ensure dimensions are even for some codecs
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# quality=8 is a reasonable default, adjust if needed. Macro_block size needed for h264
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except Exception as e:
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print(f"WARNING: MP4 encoding failed ({e}). Check ffmpeg availability. Falling back to GIF.")
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# Fallback to GIF if MP4 fails (e.g., ffmpeg not found)
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imageio.mimwrite(buffered, frames_uint8, format='gif', duration=1000/fps) # duration is in ms
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format = "GIF"
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elif format.upper() == "GIF":
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imageio.mimwrite(buffered, frames_uint8, format='gif', duration=1000/fps) # duration is in ms
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else:
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raise ValueError(f"Unsupported video format: {format}")
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video_str = base64.b64encode(buffered.getvalue()).decode("utf-8")
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return video_str, format.upper() # Return actual format used (might differ on fallback)
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