diff --git a/docs/gan/stylegan/discriminator_block.svg b/docs/gan/stylegan/discriminator_block.svg
index 6a25a28f..f9ed820b 100644
--- a/docs/gan/stylegan/discriminator_block.svg
+++ b/docs/gan/stylegan/discriminator_block.svg
@@ -1,508 +1,4 @@
-
\ No newline at end of file
+
Norm
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Linear
z
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w
wViewer does not support full SVG 1.1
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diff --git a/docs/gan/stylegan/progressive_gan.svg b/docs/gan/stylegan/progressive_gan.svg
index 658fa22b..cc150e61 100644
--- a/docs/gan/stylegan/progressive_gan.svg
+++ b/docs/gan/stylegan/progressive_gan.svg
@@ -1,508 +1,4 @@
-
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+
1-⍺
1-⍺
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⍺
⍺
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toRGB
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4x4
toRGB
toRGB
fromRGB
fromRGB
4x4
4x4
0.5x
0.5x
1-⍺
1-⍺
fromRGB
fromRGB
⍺
⍺
0.5x
0.5x
+
+
4x4
4x4
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4x4
2x
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fromRGB
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8x8
8x8
+
toRGB
toRGB
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...
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diff --git a/docs/gan/stylegan/style_block.svg b/docs/gan/stylegan/style_block.svg
index 9b9b0d77..01e57797 100644
--- a/docs/gan/stylegan/style_block.svg
+++ b/docs/gan/stylegan/style_block.svg
@@ -1,508 +1,4 @@
-
\ No newline at end of file
+
512x4x4 Const
512x4x4 Const
3x3 Conv
3x3 Conv
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B
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noise
noise
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A
AdaIN
AdaIN
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+
B
B
noise
noise
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A
4x4
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+
B
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noise
noise
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AdaIN
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noise
noise
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Norm
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more layers
toRGB
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diff --git a/docs/gan/stylegan/style_gan2.svg b/docs/gan/stylegan/style_gan2.svg
index 6f4f0574..6eef9967 100644
--- a/docs/gan/stylegan/style_gan2.svg
+++ b/docs/gan/stylegan/style_gan2.svg
@@ -1,4 +1,4 @@
-
\ No newline at end of file
+
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B
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weights
weights
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512x4x4 Const
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diff --git a/docs/gan/stylegan/style_gan2_disc.svg b/docs/gan/stylegan/style_gan2_disc.svg
index c839f263..8ff194d8 100644
--- a/docs/gan/stylegan/style_gan2_disc.svg
+++ b/docs/gan/stylegan/style_gan2_disc.svg
@@ -1,4 +1,4 @@
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\ No newline at end of file
+
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3x3 Conv
3x3 Conv
3x3 Conv
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8x8
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Classify
Classify
2x2
2x2
Flatten
FlattenViewer does not support full SVG 1.1
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diff --git a/docs/gan/stylegan/to_rgb.svg b/docs/gan/stylegan/to_rgb.svg
index 0284550d..32d7ae2d 100644
--- a/docs/gan/stylegan/to_rgb.svg
+++ b/docs/gan/stylegan/to_rgb.svg
@@ -1,508 +1,4 @@
-