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2 years ago
import math
import logging
import av
from towhee.types.video_frame import VideoFrame
logger = logging.getLogger()
class PyAVDecode:
def __init__(self, video_path, start_time=None, time_step=None) -> None:
self._container = av.open(video_path)
self._stream = self._container.streams.video[0]
self._start_time = start_time if start_time is not None else 0
self._time_step = time_step
def close(self):
self._container.close()
def time_step_decode(self):
ts = self._start_time
is_end = False
while not is_end:
is_end = True
offset = int(math.floor(ts / self._stream.time_base))
self._container.seek(offset, stream=self._stream)
for f in self._container.decode(self._stream):
if f.time < ts:
continue
yield self.av_frame_to_video_frame(f)
is_end = False
break
ts += self._time_step
def av_frame_to_video_frame(self, frame):
timestamp = int(round(frame.time * 1000))
ndarray = frame.to_ndarray(format='rgb24')
img = VideoFrame(ndarray, 'RGB', timestamp, frame.key_frame)
return img
def decode(self):
if self._start_time > 0:
offset = int(math.floor(self._start_time / self._stream.time_base))
self._container.seek(offset, any_frame=False, backward=True, stream=self._stream)
for frame in self._container.decode(self._stream):
if frame.time < self._start_time:
continue
yield self.av_frame_to_video_frame(frame)