| 14 | |
| 15 | |
| 16 | class FileVideoStream: |
| 17 | def __init__(self, path, transform=None, queue_size=128): |
| 18 | # initialize the file video stream along with the boolean |
| 19 | # used to indicate if the thread should be stopped or not |
| 20 | self.stream = cv2.VideoCapture(path) |
| 21 | self.stopped = False |
| 22 | self.transform = transform |
| 23 | |
| 24 | # initialize the queue used to store frames read from |
| 25 | # the video file |
| 26 | self.Q = Queue(maxsize=queue_size) |
| 27 | # intialize thread |
| 28 | self.thread = Thread(target=self.update, args=()) |
| 29 | self.thread.daemon = True |
| 30 | |
| 31 | def start(self): |
| 32 | # start a thread to read frames from the file video stream |
| 33 | self.thread.start() |
| 34 | return self |
| 35 | |
| 36 | def update(self): |
| 37 | # keep looping infinitely |
| 38 | while True: |
| 39 | # if the thread indicator variable is set, stop the |
| 40 | # thread |
| 41 | if self.stopped: |
| 42 | break |
| 43 | |
| 44 | # otherwise, ensure the queue has room in it |
| 45 | if not self.Q.full(): |
| 46 | # read the next frame from the file |
| 47 | (grabbed, frame) = self.stream.read() |
| 48 | |
| 49 | # if the `grabbed` boolean is `False`, then we have |
| 50 | # reached the end of the video file |
| 51 | if not grabbed: |
| 52 | self.stopped = True |
| 53 | |
| 54 | # if there are transforms to be done, might as well |
| 55 | # do them on producer thread before handing back to |
| 56 | # consumer thread. ie. Usually the producer is so far |
| 57 | # ahead of consumer that we have time to spare. |
| 58 | # |
| 59 | # Python is not parallel but the transform operations |
| 60 | # are usually OpenCV native so release the GIL. |
| 61 | # |
| 62 | # Really just trying to avoid spinning up additional |
| 63 | # native threads and overheads of additional |
| 64 | # producer/consumer queues since this one was generally |
| 65 | # idle grabbing frames. |
| 66 | if self.transform: |
| 67 | frame = self.transform(frame) |
| 68 | |
| 69 | # add the frame to the queue |
| 70 | self.Q.put(frame) |
| 71 | else: |
| 72 | time.sleep(0.1) # Rest for 10ms, we have a full queue |
| 73 |
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