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renzhc
diffusers_dcu
Commits
6e099e2c
Unverified
Commit
6e099e2c
authored
Oct 25, 2022
by
Tanishq Abraham
Committed by
GitHub
Oct 25, 2022
Browse files
add num_inference_steps arg to DDPM (#935)
parent
82044153
Changes
1
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-1
src/diffusers/pipelines/ddpm/pipeline_ddpm.py
src/diffusers/pipelines/ddpm/pipeline_ddpm.py
+5
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src/diffusers/pipelines/ddpm/pipeline_ddpm.py
View file @
6e099e2c
...
@@ -42,6 +42,7 @@ class DDPMPipeline(DiffusionPipeline):
...
@@ -42,6 +42,7 @@ class DDPMPipeline(DiffusionPipeline):
self
,
self
,
batch_size
:
int
=
1
,
batch_size
:
int
=
1
,
generator
:
Optional
[
torch
.
Generator
]
=
None
,
generator
:
Optional
[
torch
.
Generator
]
=
None
,
num_inference_steps
:
int
=
1000
,
output_type
:
Optional
[
str
]
=
"pil"
,
output_type
:
Optional
[
str
]
=
"pil"
,
return_dict
:
bool
=
True
,
return_dict
:
bool
=
True
,
**
kwargs
,
**
kwargs
,
...
@@ -53,6 +54,9 @@ class DDPMPipeline(DiffusionPipeline):
...
@@ -53,6 +54,9 @@ class DDPMPipeline(DiffusionPipeline):
generator (`torch.Generator`, *optional*):
generator (`torch.Generator`, *optional*):
A [torch generator](https://pytorch.org/docs/stable/generated/torch.Generator.html) to make generation
A [torch generator](https://pytorch.org/docs/stable/generated/torch.Generator.html) to make generation
deterministic.
deterministic.
num_inference_steps (`int`, *optional*, defaults to 1000):
The number of denoising steps. More denoising steps usually lead to a higher quality image at the
expense of slower inference.
output_type (`str`, *optional*, defaults to `"pil"`):
output_type (`str`, *optional*, defaults to `"pil"`):
The output format of the generate image. Choose between
The output format of the generate image. Choose between
[PIL](https://pillow.readthedocs.io/en/stable/): `PIL.Image.Image` or `np.array`.
[PIL](https://pillow.readthedocs.io/en/stable/): `PIL.Image.Image` or `np.array`.
...
@@ -73,7 +77,7 @@ class DDPMPipeline(DiffusionPipeline):
...
@@ -73,7 +77,7 @@ class DDPMPipeline(DiffusionPipeline):
image
=
image
.
to
(
self
.
device
)
image
=
image
.
to
(
self
.
device
)
# set step values
# set step values
self
.
scheduler
.
set_timesteps
(
1000
)
self
.
scheduler
.
set_timesteps
(
num_inference_steps
)
for
t
in
self
.
progress_bar
(
self
.
scheduler
.
timesteps
):
for
t
in
self
.
progress_bar
(
self
.
scheduler
.
timesteps
):
# 1. predict noise model_output
# 1. predict noise model_output
...
...
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