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OpenDAS
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acb2faae
Unverified
Commit
acb2faae
authored
Jun 16, 2022
by
Suraj Patil
Committed by
GitHub
Jun 16, 2022
Browse files
Update README.md
parent
4c16b3a5
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acb2faae
...
@@ -137,8 +137,8 @@ unet = UNetModel.from_pretrained("fusing/ddpm-celeba-hq").to(torch_device)
...
@@ -137,8 +137,8 @@ unet = UNetModel.from_pretrained("fusing/ddpm-celeba-hq").to(torch_device)
# 2. Sample gaussian noise
# 2. Sample gaussian noise
image
=
torch
.
randn
(
image
=
torch
.
randn
(
(
1
,
unet
.
in_channels
,
unet
.
resolution
,
unet
.
resolution
),
(
1
,
unet
.
in_channels
,
unet
.
resolution
,
unet
.
resolution
),
generator
=
generator
,
generator
=
generator
,
)
)
image
=
image
.
to
(
torch_device
)
image
=
image
.
to
(
torch_device
)
...
@@ -147,10 +147,10 @@ num_inference_steps = 50
...
@@ -147,10 +147,10 @@ num_inference_steps = 50
eta
=
0.0
# <- deterministic sampling
eta
=
0.0
# <- deterministic sampling
for
t
in
tqdm
.
tqdm
(
reversed
(
range
(
num_inference_steps
)),
total
=
num_inference_steps
):
for
t
in
tqdm
.
tqdm
(
reversed
(
range
(
num_inference_steps
)),
total
=
num_inference_steps
):
# 1. predict noise residual
# 1. predict noise residual
orig_t
=
noise_scheduler
.
get_orig_t
(
t
,
num_inference_steps
)
orig_t
=
noise_scheduler
.
get_orig_t
(
t
,
num_inference_steps
)
with
torch
.
no_grad
():
with
torch
.
no_grad
():
residual
=
unet
(
image
,
orig_t
)
residual
=
unet
(
image
,
orig_t
)
# 2. predict previous mean of image x_t-1
# 2. predict previous mean of image x_t-1
pred_prev_image
=
noise_scheduler
.
step
(
residual
,
image
,
t
,
num_inference_steps
,
eta
)
pred_prev_image
=
noise_scheduler
.
step
(
residual
,
image
,
t
,
num_inference_steps
,
eta
)
...
...
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