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Create svision_client.py

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  1. svision_client.py +118 -0
svision_client.py ADDED
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+ import os
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+ os.environ["CUDA_VISIBLE_DEVICES"] = "1"
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+
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+ from gradio_client import Client, handle_file
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+ from typing import Any, Dict, List, Optional, Tuple, Union
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+ import json
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+
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+ # Connect to the remote Space
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+ svision_client = Client("VeuReu/svision")
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+
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+
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+ def extract_scenes(video_path: str, threshold: float = 30.0, offset_frames: int = 5, crop_ratio: float = 0.1):
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+ """
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+ Call the /scenes_extraction endpoint of the remote Space VeuReu/svision.
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+
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+ Parameters
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+ ----------
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+ video_path : str
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+ Path to the input video file.
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+ threshold : float, optional
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+ Scene change detection threshold; higher values make detection less sensitive.
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+ offset_frames : int, optional
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+ Number of frames to include before and after a detected scene boundary.
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+ crop_ratio : float, optional
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+ Ratio for cropping borders before performing scene detection.
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+
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+ Returns
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+ -------
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+ Any
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+ Response returned by the remote /scenes_extraction endpoint.
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+ """
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+ result = svision_client.predict(
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+ video_file={"video": handle_file(video_path)},
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+ threshold=threshold,
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+ offset_frames=offset_frames,
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+ crop_ratio=crop_ratio,
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+ api_name="/scenes_extraction"
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+ )
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+ return result
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+
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+
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+ def keyframes_every_second_extraction(video_path: str):
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+ """
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+ Call the /keyframes_every_second_extraction endpoint of the remote Space VeuReu/svision.
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+
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+ Parameters
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+ ----------
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+ video_path : str
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+ Path to the input video file.
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+
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+ Returns
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+ -------
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+ Any
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+ Response returned by the remote /keyframes_every_second_extraction endpoint.
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+ """
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+ result = svision_client.predict(
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+ video_path={"video": handle_file(video_path)},
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+ api_name="/keyframes_every_second_extraction"
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+ )
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+ return result
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+
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+
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+ def add_ocr_and_faces(imagen_path: str, informacion_image: Dict[str, Any], face_col: List[Dict[str, Any]]) -> Dict[str, Any]:
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+ """
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+ Call the /add_ocr_and_faces endpoint of the remote Space VeuReu/svision.
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+
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+ This function sends an image together with metadata and face collection data
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+ to perform OCR, face detection, and annotation enhancement.
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+
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+ Parameters
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+ ----------
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+ imagen_path : str
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+ Path to the input image file.
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+ informacion_image : Dict[str, Any]
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+ Dictionary containing image-related metadata.
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+ face_col : List[Dict[str, Any]]
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+ List of dictionaries representing detected faces or face metadata.
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+
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+ Returns
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+ -------
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+ Dict[str, Any]
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+ Processed output containing OCR results, face detection data, and annotations.
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+ """
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+ print("Calling svision to add OCR and face detection...")
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+ informacion_image_str = json.dumps(informacion_image)
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+ face_col_str = json.dumps(face_col)
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+
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+ result = svision_client.predict(
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+ image=handle_file(imagen_path),
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+ informacion_image=informacion_image_str,
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+ face_col=face_col_str,
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+ api_name="/add_ocr_and_faces"
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+ )
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+ return result
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+
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+
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+ def extract_descripcion_escena(imagen_path: str) -> str:
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+ """
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+ Call the /describe_images endpoint of the remote Space VeuReu/svision.
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+
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+ This function sends an image to receive a textual description of its visual content.
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+
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+ Parameters
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+ ----------
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+ imagen_path : str
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+ Path to the input image file.
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+
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+ Returns
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+ -------
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+ str
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+ Description generated for the given image.
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+ """
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+ print("Calling svision to describe the scene...")
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+ result = svision_client.predict(
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+ images=[{"image": handle_file(imagen_path)}],
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+ api_name="/describe_images"
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+ )
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+ return result