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app.py
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app.py
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| 1 |
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import gradio as gr
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| 2 |
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import os
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| 3 |
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import json
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| 4 |
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from huggingface_hub import hf_hub_download, list_repo_files
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import logging
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# Configure logging
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| 8 |
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logging.basicConfig(level=logging.INFO, format='%(asctime)s - %(levelname)s - %(message)s')
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| 9 |
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logger = logging.getLogger(__name__)
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# Cricket annotation categories
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| 12 |
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ANNOTATION_CATEGORIES = {
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"Bowler's Run Up": ["Fast", "Slow"],
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"Delivery Type": ["Yorker", "Bouncer", "Length Ball", "Slower ball", "Googly", "Arm Ball", "Other"],
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"Ball's trajectory": ["In Swing", "Out Swing", "Off spin", "Leg spin"],
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"Shot Played": ["Cover Drive", "Straight Drive", "On Drive", "Pull", "Square Cut", "Defensive Block"],
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"Outcome of the shot": ["four", "six", "wicket", "runs (1,2,3)"],
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"Shot direction": ["long on", "long off", "cover", "point", "midwicket", "square leg", "third man", "fine leg"],
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"Fielder's Action": ["Catch taken", "Catch dropped", "Misfield", "Run-out attempt", "Fielder fields"]
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}
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# HuggingFace repo info - replace with your actual repo
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HF_REPO_ID = "username/cricket-videos" # Replace with your actual repo
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HF_REPO_TYPE = "dataset" # or "model" depending on how you've stored the videos
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class VideoAnnotator:
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def __init__(self):
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self.video_files = []
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self.current_video_idx = 0
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self.annotations = {}
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def load_videos_from_hf(self):
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try:
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logger.info(f"Attempting to list files from HuggingFace repo: {HF_REPO_ID}")
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self.video_files = [f for f in list_repo_files(HF_REPO_ID, repo_type=HF_REPO_TYPE)
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if f.endswith(('.mp4', '.avi', '.mov'))]
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logger.info(f"Found {len(self.video_files)} video files")
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return len(self.video_files) > 0
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except Exception as e:
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logger.error(f"Error accessing HuggingFace repo: {e}")
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return False
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def get_current_video(self):
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if not self.video_files:
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logger.warning("No video files available")
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return None
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| 48 |
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video_path = self.video_files[self.current_video_idx]
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logger.info(f"Loading video: {video_path}")
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| 50 |
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try:
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local_path = hf_hub_download(
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repo_id=HF_REPO_ID,
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filename=video_path,
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repo_type=HF_REPO_TYPE
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)
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logger.info(f"Video downloaded to: {local_path}")
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return local_path
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| 59 |
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except Exception as e:
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logger.error(f"Error downloading video: {e}")
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return None
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def save_annotation(self, annotations_dict):
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| 64 |
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video_name = os.path.basename(self.video_files[self.current_video_idx])
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annotation_file = f"{video_name}_annotations.json"
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| 66 |
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logger.info(f"Saving annotations for {video_name} to {annotation_file}")
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try:
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with open(annotation_file, 'w') as f:
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json.dump(annotations_dict, f, indent=4)
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logger.info("Annotations saved successfully")
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| 73 |
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return f"Annotations saved for {video_name}"
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except Exception as e:
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logger.error(f"Error saving annotations: {e}")
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return f"Error saving: {str(e)}"
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| 78 |
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def next_video(self, *current_annotations):
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# Save current annotations before moving to next video
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| 80 |
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if self.video_files:
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annotations_dict = {}
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| 82 |
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for i, category in enumerate(ANNOTATION_CATEGORIES.keys()):
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| 83 |
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if current_annotations[i]:
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annotations_dict[category] = current_annotations[i]
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if annotations_dict:
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self.save_annotation(annotations_dict)
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# Move to next video
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| 90 |
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if self.current_video_idx < len(self.video_files) - 1:
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self.current_video_idx += 1
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logger.info(f"Moving to next video (index: {self.current_video_idx})")
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| 93 |
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return self.get_current_video(), *[None] * len(ANNOTATION_CATEGORIES)
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| 94 |
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else:
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logger.info("Already at the last video")
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| 96 |
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return self.get_current_video(), *[None] * len(ANNOTATION_CATEGORIES)
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| 98 |
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def prev_video(self, *current_annotations):
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| 99 |
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# Save current annotations before moving to previous video
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| 100 |
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if self.video_files:
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| 101 |
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annotations_dict = {}
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| 102 |
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for i, category in enumerate(ANNOTATION_CATEGORIES.keys()):
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| 103 |
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if current_annotations[i]:
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annotations_dict[category] = current_annotations[i]
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| 106 |
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if annotations_dict:
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self.save_annotation(annotations_dict)
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| 108 |
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# Move to previous video
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| 110 |
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if self.current_video_idx > 0:
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| 111 |
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self.current_video_idx -= 1
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| 112 |
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logger.info(f"Moving to previous video (index: {self.current_video_idx})")
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| 113 |
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return self.get_current_video(), *[None] * len(ANNOTATION_CATEGORIES)
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| 114 |
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else:
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| 115 |
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logger.info("Already at the first video")
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| 116 |
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return self.get_current_video(), *[None] * len(ANNOTATION_CATEGORIES)
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| 117 |
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| 118 |
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def create_interface():
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| 119 |
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annotator = VideoAnnotator()
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| 120 |
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success = annotator.load_videos_from_hf()
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| 121 |
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| 122 |
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if not success:
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| 123 |
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logger.error("Failed to load videos. Using demo mode with sample video.")
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| 124 |
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# In real app, you might want to provide a sample video or show an error
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| 125 |
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| 126 |
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with gr.Blocks() as demo:
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| 127 |
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gr.Markdown("# Cricket Video Annotation Tool")
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| 128 |
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| 129 |
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with gr.Row():
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| 130 |
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video_player = gr.Video(label="Current Video")
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| 131 |
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| 132 |
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annotation_components = []
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| 133 |
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| 134 |
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with gr.Row():
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| 135 |
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with gr.Column():
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| 136 |
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for category, options in list(ANNOTATION_CATEGORIES.items())[:4]:
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| 137 |
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radio = gr.Radio(
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| 138 |
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choices=options,
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| 139 |
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label=category,
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| 140 |
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info=f"Select {category}"
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| 141 |
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)
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| 142 |
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annotation_components.append(radio)
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| 143 |
+
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| 144 |
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with gr.Column():
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| 145 |
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for category, options in list(ANNOTATION_CATEGORIES.items())[4:]:
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| 146 |
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radio = gr.Radio(
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| 147 |
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choices=options,
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| 148 |
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label=category,
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| 149 |
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info=f"Select {category}"
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| 150 |
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)
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| 151 |
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annotation_components.append(radio)
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| 152 |
+
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| 153 |
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with gr.Row():
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| 154 |
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prev_btn = gr.Button("Previous Video")
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| 155 |
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save_btn = gr.Button("Save Annotations", variant="primary")
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| 156 |
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next_btn = gr.Button("Next Video")
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| 157 |
+
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| 158 |
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# Initialize with first video
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| 159 |
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current_video = annotator.get_current_video()
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| 160 |
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if current_video:
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| 161 |
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video_player.value = current_video
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| 162 |
+
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| 163 |
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# Event handlers
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| 164 |
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save_btn.click(
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| 165 |
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fn=annotator.save_annotation,
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| 166 |
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inputs=[gr.Group(annotation_components)],
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| 167 |
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outputs=gr.Textbox(label="Status")
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| 168 |
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)
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| 169 |
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| 170 |
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next_btn.click(
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| 171 |
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fn=annotator.next_video,
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| 172 |
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inputs=annotation_components,
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| 173 |
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outputs=[video_player] + annotation_components
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| 174 |
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)
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| 175 |
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| 176 |
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prev_btn.click(
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| 177 |
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fn=annotator.prev_video,
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| 178 |
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inputs=annotation_components,
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| 179 |
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outputs=[video_player] + annotation_components
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| 180 |
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)
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| 181 |
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| 182 |
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return demo
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| 183 |
+
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| 184 |
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if __name__ == "__main__":
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| 185 |
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demo = create_interface()
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| 186 |
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demo.launch()
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