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with tf.Session(config=tf.ConfigProto(gpu_options=tf.GPUOptions(per_process_gpu_memory_fraction=0.5), allow_soft_placement=True)) as sess:
    vid = cv2.VideoCapture(video_path) # must use opencv >= 3.3.1 (install it by 'pip install opencv-python')