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Update app.py
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app.py
CHANGED
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@@ -2,7 +2,6 @@ import spaces
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import gradio as gr
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import cv2
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import numpy as np
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import gc # For manual garbage collection
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from PIL import Image
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from transparent_background import Remover
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@@ -14,11 +13,11 @@ def doo(video):
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cap = cv2.VideoCapture(video)
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fps = cap.get(cv2.CAP_PROP_FPS)
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processed_frames = 0
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while cap.isOpened():
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writer = None
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ret, frame = cap.read()
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if ret is False:
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@@ -26,27 +25,19 @@ def doo(video):
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frame = cv2.cvtColor(frame, cv2.COLOR_BGR2RGB)
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img = Image.fromarray(frame).convert('RGB')
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if writer is None:
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writer = cv2.VideoWriter('output.mp4', cv2.VideoWriter_fourcc(*'mp4v'), fps, img.size)
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processed_frames += 1
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print(f"Processing: {processed_frames}")
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out = remover.process(img, type='green')
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writer.write(cv2.cvtColor(np.array(out), cv2.COLOR_BGR2RGB))
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# Release GPU memory after processing a certain number of frames
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if processed_frames % 100 == 0:
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processed_frames = 0
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del out # Delete the variable holding the processed frame
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del writer
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gc.collect() # Perform manual garbage collection to release GPU memory
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print("Memory reset")
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cap.release()
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return 'output.mp4'
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iface = gr.Interface(fn=doo, inputs="video", outputs="video")
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iface.launch()
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#
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import gradio as gr
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import cv2
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import numpy as np
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from PIL import Image
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from transparent_background import Remover
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cap = cv2.VideoCapture(video)
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fps = cap.get(cv2.CAP_PROP_FPS)
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writer = None
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processed_frames = 0
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while cap.isOpened():
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ret, frame = cap.read()
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if ret is False:
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frame = cv2.cvtColor(frame, cv2.COLOR_BGR2RGB)
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img = Image.fromarray(frame).convert('RGB')
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if writer is None:
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writer = cv2.VideoWriter('output.mp4', cv2.VideoWriter_fourcc(*'mp4v'), fps, img.size)
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processed_frames += 1
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print(f"Processing: {processed_frames}")
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out = remover.process(img, type='green')
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writer.write(cv2.cvtColor(np.array(out), cv2.COLOR_BGR2RGB))
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cap.release()
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writer.release()
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return 'output.mp4'
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iface = gr.Interface(fn=doo, inputs="video", outputs="video")
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iface.launch()
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