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3b61469681
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@ -122,7 +122,7 @@ class DMCWrapper(core.Env):
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if img_source == "images":
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if img_source == "images":
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self._bg_source = natural_imgsource.RandomImageSource(shape2d, files, grayscale=False, max_videos=100, random_bg=False)
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self._bg_source = natural_imgsource.RandomImageSource(shape2d, files, grayscale=False, max_videos=100, random_bg=False)
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elif img_source == "video":
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elif img_source == "video":
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self._bg_source = natural_imgsource.RandomVideoSource(shape2d, files, grayscale=False,max_videos=100, random_bg=False)
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self._bg_source = natural_imgsource.RandomVideoSource(shape2d, files, grayscale=False, max_videos=100, random_bg=False)
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else:
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else:
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raise Exception("img_source %s not defined." % img_source)
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raise Exception("img_source %s not defined." % img_source)
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@ -308,6 +308,7 @@ class SeparationDreamer(Dreamer):
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with tf.GradientTape(persistent=True) as model_tape:
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with tf.GradientTape(persistent=True) as model_tape:
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# main
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# main
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data["image"] = tf.transpose(data["image"], perm=[0, 1, 3, 4, 2])
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embed = self._encode(data)
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embed = self._encode(data)
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post, prior = self._dynamics.observe(embed, data['action'])
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post, prior = self._dynamics.observe(embed, data['action'])
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feat = self._dynamics.get_feat(post)
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feat = self._dynamics.get_feat(post)
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@ -87,10 +87,12 @@ def video_summary(name, video, step=None, fps=20):
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def encode_gif(frames, fps):
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def encode_gif(frames, fps):
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from subprocess import Popen, PIPE
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from subprocess import Popen, PIPE
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print(frames[0].shape)
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print(frames[0].shape)
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if frames[0].shape[-1] != 3:
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if frames[0].shape[-1] > 3:
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frames = np.transpose(frames, [0, 2, 3, 1])
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frames = np.transpose(frames, [0, 2, 3, 1])
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h, w, c = frames[0].shape
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h, w, c = frames[0].shape
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print(h,w,c)
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print(frames[0].shape)
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if c!=64:
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pxfmt = {1: 'gray', 3: 'rgb24'}[c]
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pxfmt = {1: 'gray', 3: 'rgb24'}[c]
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cmd = ' '.join([
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cmd = ' '.join([
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f'ffmpeg -y -f rawvideo -vcodec rawvideo',
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f'ffmpeg -y -f rawvideo -vcodec rawvideo',
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@ -1,6 +1,6 @@
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dmc:
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dmc:
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logdir: /home/vedant/tia/Dreamer/logdir
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logdir: /media/vedant/cpsDataStorageWK/Vedant/tia_logs
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video_dir_train: /media/vedant/cpsDataStorageWK/Vedant/natural_video_setting/train/
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video_dir_train: /media/vedant/cpsDataStorageWK/Vedant/natural_video_setting/train/
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video_dir_test: /media/vedant/cpsDataStorageWK/Vedant/natural_video_setting/test/
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video_dir_test: /media/vedant/cpsDataStorageWK/Vedant/natural_video_setting/test/
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debug: False
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debug: False
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@ -1,6 +1,6 @@
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dmc:
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dmc:
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logdir: /home/vedant/tia/Dreamer/logdir
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logdir: /media/vedant/cpsDataStorageWK/Vedant/tia_logs
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video_dir_train: /media/vedant/cpsDataStorageWK/Vedant/natural_video_setting/train/
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video_dir_train: /media/vedant/cpsDataStorageWK/Vedant/natural_video_setting/train/
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video_dir_test: /media/vedant/cpsDataStorageWK/Vedant/natural_video_setting/test/
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video_dir_test: /media/vedant/cpsDataStorageWK/Vedant/natural_video_setting/test/
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debug: False
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debug: False
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