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Runtime error
Runtime error
Update app.py
Browse files
app.py
CHANGED
@@ -59,46 +59,73 @@ class WebcamProcessor:
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self.last_process_time = 0
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def start(self):
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def stop(self):
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self
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self
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def _capture_loop(self):
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while self.is_running:
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self.
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def _process_loop(self):
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while self.is_running:
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result = self.model.predict_forward(
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video=frames,
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text="<image>Describe what you see",
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tokenizer=self.tokenizer
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)
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self.result_queue.put(result)
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from third_parts import VideoReader
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def read_video(video_path, video_interval):
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@@ -229,28 +256,34 @@ def video_vision(video_input_path, prompt, video_interval):
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else:
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return prediction, None
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@spaces.GPU
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def webcam_vision(prompt):
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is_korean = any(ord('κ°') <= ord(char) <= ord('ν£') for char in prompt)
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if not hasattr(webcam_vision, 'processor'):
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webcam_vision.processor = WebcamProcessor(model, tokenizer)
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if not webcam_vision.processor.is_running:
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webcam_vision.processor.start()
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try:
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if
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return prediction
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except queue.Empty:
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return "No results available yet"
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except Exception as e:
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return f"
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# Gradio UI
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with gr.Blocks(analytics_enabled=False) as demo:
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@@ -292,33 +325,33 @@ with gr.Blocks(analytics_enabled=False) as demo:
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outputs = [vid_output_res, output_video]
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)
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with gr.Tab("Webcam"):
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with gr.Row():
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with gr.Column():
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with gr.Row():
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placeholder="Enter instruction here...",
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scale=4
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)
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start_button = gr.Button("Start", scale=1)
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stop_button = gr.Button("Stop", scale=1)
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with gr.Column():
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webcam_output = gr.Textbox(label="Response")
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status_text = gr.Textbox(label="Status", value="Ready")
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start_button.click(
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fn=
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inputs=[webcam_instruction],
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outputs=[webcam_output]
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)
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stop_button.click(
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fn=lambda:
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outputs=[status_text]
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)
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demo.queue().launch(show_api=False, show_error=True)
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self.last_process_time = 0
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def start(self):
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try:
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self.is_running = True
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self.capture = cv2.VideoCapture(0)
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if not self.capture.isOpened():
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raise Exception("Failed to open webcam")
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# Set camera properties
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self.capture.set(cv2.CAP_PROP_FRAME_WIDTH, 640)
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self.capture.set(cv2.CAP_PROP_FRAME_HEIGHT, 480)
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self.capture_thread = threading.Thread(target=self._capture_loop)
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self.process_thread = threading.Thread(target=self._process_loop)
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self.capture_thread.daemon = True
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self.process_thread.daemon = True
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self.capture_thread.start()
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self.process_thread.start()
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return "Webcam started successfully"
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except Exception as e:
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self.is_running = False
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return f"Failed to start webcam: {str(e)}"
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def stop(self):
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try:
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self.is_running = False
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if hasattr(self, 'capture_thread'):
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self.capture_thread.join(timeout=1.0)
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if hasattr(self, 'process_thread'):
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self.process_thread.join(timeout=1.0)
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if hasattr(self, 'capture'):
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self.capture.release()
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return "Webcam stopped successfully"
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except Exception as e:
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return f"Error stopping webcam: {str(e)}"
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def _capture_loop(self):
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while self.is_running:
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try:
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ret, frame = self.capture.read()
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if ret:
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frame = cv2.cvtColor(frame, cv2.COLOR_BGR2RGB)
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frame = cv2.resize(frame, (640, 480))
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current_time = time.time()
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if current_time - self.last_process_time >= self.frame_interval:
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self.frame_buffer.append(frame)
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self.last_process_time = current_time
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time.sleep(0.01) # Small delay to prevent CPU overuse
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except Exception as e:
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print(f"Capture error: {e}")
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time.sleep(0.1)
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def _process_loop(self):
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while self.is_running:
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try:
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if len(self.frame_buffer) >= self.buffer_size:
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frames = list(self.frame_buffer)
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result = self.model.predict_forward(
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video=frames,
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text="<image>Describe what you see",
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tokenizer=self.tokenizer
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)
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self.result_queue.put(result)
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self.frame_buffer.clear()
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time.sleep(0.1)
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except Exception as e:
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print(f"Processing error: {e}")
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time.sleep(0.1)
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from third_parts import VideoReader
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def read_video(video_path, video_interval):
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else:
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return prediction, None
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def webcam_vision(prompt):
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try:
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if not hasattr(webcam_vision, 'processor'):
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webcam_vision.processor = WebcamProcessor(model, tokenizer)
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if not webcam_vision.processor.is_running:
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status = webcam_vision.processor.start()
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if "Failed" in status:
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return f"Error: {status}"
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try:
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result = webcam_vision.processor.result_queue.get(timeout=5)
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prediction = result['prediction']
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# Check if Korean translation is needed
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is_korean = any(ord('κ°') <= ord(char) <= ord('ν£') for char in prompt)
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if is_korean:
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prediction = translate_to_korean(prediction)
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return prediction
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except queue.Empty:
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return "No results available yet. Please try again."
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except Exception as e:
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return f"Processing error: {str(e)}"
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except Exception as e:
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return f"System error: {str(e)}"
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# Gradio UI
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with gr.Blocks(analytics_enabled=False) as demo:
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outputs = [vid_output_res, output_video]
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)
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with gr.Tab("Webcam"):
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with gr.Row():
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with gr.Column():
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webcam_instruction = gr.Textbox(
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label="Instruction",
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placeholder="Enter instruction here...",
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scale=4
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)
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with gr.Row():
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start_button = gr.Button("Start Processing")
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stop_button = gr.Button("Stop Processing")
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with gr.Column():
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webcam_output = gr.Textbox(label="Response")
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status_text = gr.Textbox(label="Status", value="Ready")
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start_button.click(
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fn=webcam_vision,
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inputs=[webcam_instruction],
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outputs=[webcam_output]
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)
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stop_button.click(
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fn=lambda: webcam_vision.processor.stop() if hasattr(webcam_vision, 'processor') else "Not running",
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outputs=[status_text]
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)
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demo.queue().launch(show_api=False, show_error=True)
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