Spaces:
Running
on
Zero
Running
on
Zero
Update app.py
Browse files
app.py
CHANGED
@@ -3,25 +3,20 @@ import numpy as np
|
|
3 |
import random
|
4 |
from diffusers import DiffusionPipeline
|
5 |
import torch
|
6 |
-
|
7 |
-
# Check for GPU availability and set the device accordingly
|
8 |
-
device = "cuda" if torch.cuda.is_available() else "cpu"
|
9 |
-
|
10 |
-
# Load the diffusion pipeline based on the availability of GPU
|
11 |
-
if device == "cuda":
|
12 |
-
pipe = DiffusionPipeline.from_pretrained("stabilityai/sdxl-turbo", torch_dtype=torch.float16, variant="fp16", use_safetensors=True)
|
13 |
-
pipe.enable_xformers_memory_efficient_attention()
|
14 |
-
pipe = pipe.to(device)
|
15 |
-
else:
|
16 |
-
pipe = DiffusionPipeline.from_pretrained("stabilityai/sdxl-turbo", use_safetensors=True)
|
17 |
-
pipe = pipe.to(device)
|
18 |
|
19 |
# Constants
|
20 |
MAX_SEED = np.iinfo(np.int32).max
|
21 |
MAX_IMAGE_SIZE = 1024
|
22 |
|
23 |
-
#
|
|
|
|
|
|
|
24 |
def infer(prompt, negative_prompt, seed, randomize_seed, width, height, guidance_scale, num_inference_steps):
|
|
|
|
|
|
|
25 |
if randomize_seed:
|
26 |
seed = random.randint(0, MAX_SEED)
|
27 |
|
@@ -55,7 +50,7 @@ css="""
|
|
55 |
"""
|
56 |
|
57 |
# Determine the power device (GPU or CPU) for display purposes
|
58 |
-
power_device = "GPU" if
|
59 |
|
60 |
# Gradio UI setup
|
61 |
with gr.Blocks(css=css) as demo:
|
|
|
3 |
import random
|
4 |
from diffusers import DiffusionPipeline
|
5 |
import torch
|
6 |
+
import spaces
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
7 |
|
8 |
# Constants
|
9 |
MAX_SEED = np.iinfo(np.int32).max
|
10 |
MAX_IMAGE_SIZE = 1024
|
11 |
|
12 |
+
# Load the diffusion pipeline without immediately moving it to GPU
|
13 |
+
pipe = DiffusionPipeline.from_pretrained("stabilityai/sdxl-turbo", torch_dtype=torch.float16, use_safetensors=True)
|
14 |
+
|
15 |
+
@spaces.GPU
|
16 |
def infer(prompt, negative_prompt, seed, randomize_seed, width, height, guidance_scale, num_inference_steps):
|
17 |
+
device = "cuda" if torch.cuda.is_available() else "cpu"
|
18 |
+
pipe.to(device)
|
19 |
+
|
20 |
if randomize_seed:
|
21 |
seed = random.randint(0, MAX_SEED)
|
22 |
|
|
|
50 |
"""
|
51 |
|
52 |
# Determine the power device (GPU or CPU) for display purposes
|
53 |
+
power_device = "GPU" if torch.cuda.is_available() else "CPU"
|
54 |
|
55 |
# Gradio UI setup
|
56 |
with gr.Blocks(css=css) as demo:
|