in dmc2gym/natural_imgsource.py [0:0]
def build_arr(self):
if not self.total_frames:
self.total_frames = 0
self.arr = None
random.shuffle(self.filelist)
for fname in tqdm.tqdm(self.filelist, desc="Loading videos for natural", position=0):
if self.grayscale: frames = skvideo.io.vread(fname, outputdict={"-pix_fmt": "gray"})
else: frames = skvideo.io.vread(fname)
local_arr = np.zeros((frames.shape[0], self.shape[0], self.shape[1]) + ((3,) if not self.grayscale else (1,)))
for i in tqdm.tqdm(range(frames.shape[0]), desc="video frames", position=1):
local_arr[i] = cv2.resize(frames[i], (self.shape[1], self.shape[0])) ## THIS IS NOT A BUG! cv2 uses (width, height)
if self.arr is None:
self.arr = local_arr
else:
self.arr = np.concatenate([self.arr, local_arr], 0)
self.total_frames += local_arr.shape[0]
else:
self.arr = np.zeros((self.total_frames, self.shape[0], self.shape[1]) + ((3,) if not self.grayscale else (1,)))
total_frame_i = 0
file_i = 0
with tqdm.tqdm(total=self.total_frames, desc="Loading videos for natural") as pbar:
while total_frame_i < self.total_frames:
if file_i % len(self.filelist) == 0: random.shuffle(self.filelist)
file_i += 1
fname = self.filelist[file_i % len(self.filelist)]
if self.grayscale: frames = skvideo.io.vread(fname, outputdict={"-pix_fmt": "gray"})
else: frames = skvideo.io.vread(fname)
for frame_i in range(frames.shape[0]):
if total_frame_i >= self.total_frames: break
if self.grayscale:
self.arr[total_frame_i] = cv2.resize(frames[frame_i], (self.shape[1], self.shape[0]))[..., None] ## THIS IS NOT A BUG! cv2 uses (width, height)
else:
self.arr[total_frame_i] = cv2.resize(frames[frame_i], (self.shape[1], self.shape[0]))
pbar.update(1)
total_frame_i += 1