prithivMLmods
commited on
Commit
•
e96545c
1
Parent(s):
98fa4fe
Delete app.py
Browse files
app.py
DELETED
@@ -1,285 +0,0 @@
|
|
1 |
-
import os
|
2 |
-
import random
|
3 |
-
import uuid
|
4 |
-
from typing import Tuple
|
5 |
-
import gradio as gr
|
6 |
-
import numpy as np
|
7 |
-
from PIL import Image
|
8 |
-
import spaces
|
9 |
-
import torch
|
10 |
-
from diffusers import StableDiffusionXLPipeline, EulerAncestralDiscreteScheduler
|
11 |
-
|
12 |
-
def save_image(img):
|
13 |
-
unique_name = str(uuid.uuid4()) + ".png"
|
14 |
-
img.save(unique_name)
|
15 |
-
return unique_name
|
16 |
-
|
17 |
-
def randomize_seed_fn(seed: int, randomize_seed: bool) -> int:
|
18 |
-
if randomize_seed:
|
19 |
-
seed = random.randint(0, MAX_SEED)
|
20 |
-
return seed
|
21 |
-
|
22 |
-
MAX_SEED = np.iinfo(np.int32).max
|
23 |
-
USE_TORCH_COMPILE = 0
|
24 |
-
ENABLE_CPU_OFFLOAD = 0
|
25 |
-
|
26 |
-
if torch.cuda.is_available():
|
27 |
-
pipe = StableDiffusionXLPipeline.from_pretrained(
|
28 |
-
"SG161222/RealVisXL_V4.0_Lightning",
|
29 |
-
torch_dtype=torch.float16,
|
30 |
-
use_safetensors=True,
|
31 |
-
)
|
32 |
-
pipe.scheduler = EulerAncestralDiscreteScheduler.from_config(pipe.scheduler.config)
|
33 |
-
|
34 |
-
LORA_OPTIONS = {
|
35 |
-
"Realism (face/character)👦🏻": ("prithivMLmods/Canopus-Realism-LoRA", "Canopus-Realism-LoRA.safetensors", "rlms"),
|
36 |
-
"Pixar (art/toons)🙀": ("prithivMLmods/Canopus-Pixar-Art", "Canopus-Pixar-Art.safetensors", "pixar"),
|
37 |
-
"Photoshoot (camera/film)📸": ("prithivMLmods/Canopus-Photo-Shoot-Mini-LoRA", "Canopus-Photo-Shoot-Mini-LoRA.safetensors", "photo"),
|
38 |
-
"Clothing (hoodies/pant/shirts)👔": ("prithivMLmods/Canopus-Clothing-Adp-LoRA", "Canopus-Dress-Clothing-LoRA.safetensors", "clth"),
|
39 |
-
"Interior Architecture (house/hotel)🏠": ("prithivMLmods/Canopus-Interior-Architecture-0.1", "Canopus-Interior-Architecture-0.1δ.safetensors", "arch"),
|
40 |
-
"Fashion Product (wearing/usable)👜": ("prithivMLmods/Canopus-Fashion-Product-Dilation", "Canopus-Fashion-Product-Dilation.safetensors", "fashion"),
|
41 |
-
"Minimalistic Image (minimal/detailed)🏞️": ("prithivMLmods/Pegasi-Minimalist-Image-Style", "Pegasi-Minimalist-Image-Style.safetensors", "minimalist"),
|
42 |
-
"Modern Clothing (trend/new)👕": ("prithivMLmods/Canopus-Modern-Clothing-Design", "Canopus-Modern-Clothing-Design.safetensors", "mdrnclth"),
|
43 |
-
"Animaliea (farm/wild)🫎": ("prithivMLmods/Canopus-Animaliea-Artism", "Canopus-Animaliea-Artism.safetensors", "Animaliea"),
|
44 |
-
"Liquid Wallpaper (minimal/illustration)🖼️": ("prithivMLmods/Canopus-Liquid-Wallpaper-Art", "Canopus-Liquid-Wallpaper-Minimalize-LoRA.safetensors", "liquid"),
|
45 |
-
"Canes Cars (realistic/futurecars)🚘": ("prithivMLmods/Canes-Cars-Model-LoRA", "Canes-Cars-Model-LoRA.safetensors", "car"),
|
46 |
-
"Pencil Art (characteristic/creative)✏️": ("prithivMLmods/Canopus-Pencil-Art-LoRA", "Canopus-Pencil-Art-LoRA.safetensors", "Pencil Art"),
|
47 |
-
"Art Minimalistic (paint/semireal)🎨": ("prithivMLmods/Canopus-Art-Medium-LoRA", "Canopus-Art-Medium-LoRA.safetensors", "mdm"),
|
48 |
-
|
49 |
-
}
|
50 |
-
|
51 |
-
for model_name, weight_name, adapter_name in LORA_OPTIONS.values():
|
52 |
-
pipe.load_lora_weights(model_name, weight_name=weight_name, adapter_name=adapter_name)
|
53 |
-
pipe.to("cuda")
|
54 |
-
|
55 |
-
style_list = [
|
56 |
-
{
|
57 |
-
"name": "3840 x 2160",
|
58 |
-
"prompt": "hyper-realistic 8K image of {prompt}. ultra-detailed, lifelike, high-resolution, sharp, vibrant colors, photorealistic",
|
59 |
-
"negative_prompt": "cartoonish, low resolution, blurry, simplistic, abstract, deformed, ugly",
|
60 |
-
},
|
61 |
-
{
|
62 |
-
"name": "2560 x 1440",
|
63 |
-
"prompt": "hyper-realistic 4K image of {prompt}. ultra-detailed, lifelike, high-resolution, sharp, vibrant colors, photorealistic",
|
64 |
-
"negative_prompt": "cartoonish, low resolution, blurry, simplistic, abstract, deformed, ugly",
|
65 |
-
},
|
66 |
-
{
|
67 |
-
"name": "HD+",
|
68 |
-
"prompt": "hyper-realistic 2K image of {prompt}. ultra-detailed, lifelike, high-resolution, sharp, vibrant colors, photorealistic",
|
69 |
-
"negative_prompt": "cartoonish, low resolution, blurry, simplistic, abstract, deformed, ugly",
|
70 |
-
},
|
71 |
-
{
|
72 |
-
"name": "Style Zero",
|
73 |
-
"prompt": "{prompt}",
|
74 |
-
"negative_prompt": "",
|
75 |
-
},
|
76 |
-
]
|
77 |
-
|
78 |
-
styles = {k["name"]: (k["prompt"], k["negative_prompt"]) for k in style_list}
|
79 |
-
|
80 |
-
DEFAULT_STYLE_NAME = "3840 x 2160"
|
81 |
-
STYLE_NAMES = list(styles.keys())
|
82 |
-
|
83 |
-
def apply_style(style_name: str, positive: str, negative: str = "") -> Tuple[str, str]:
|
84 |
-
if style_name in styles:
|
85 |
-
p, n = styles.get(style_name, styles[DEFAULT_STYLE_NAME])
|
86 |
-
else:
|
87 |
-
p, n = styles[DEFAULT_STYLE_NAME]
|
88 |
-
|
89 |
-
if not negative:
|
90 |
-
negative = ""
|
91 |
-
return p.replace("{prompt}", positive), n + negative
|
92 |
-
|
93 |
-
@spaces.GPU(duration=180, enable_queue=True)
|
94 |
-
def generate(
|
95 |
-
prompt: str,
|
96 |
-
negative_prompt: str = "",
|
97 |
-
use_negative_prompt: bool = False,
|
98 |
-
seed: int = 0,
|
99 |
-
width: int = 1024,
|
100 |
-
height: int = 1024,
|
101 |
-
guidance_scale: float = 3,
|
102 |
-
randomize_seed: bool = False,
|
103 |
-
style_name: str = DEFAULT_STYLE_NAME,
|
104 |
-
lora_model: str = "Realism (face/character)👦🏻",
|
105 |
-
progress=gr.Progress(track_tqdm=True),
|
106 |
-
):
|
107 |
-
seed = int(randomize_seed_fn(seed, randomize_seed))
|
108 |
-
|
109 |
-
positive_prompt, effective_negative_prompt = apply_style(style_name, prompt, negative_prompt)
|
110 |
-
|
111 |
-
if not use_negative_prompt:
|
112 |
-
effective_negative_prompt = "" # type: ignore
|
113 |
-
|
114 |
-
model_name, weight_name, adapter_name = LORA_OPTIONS[lora_model]
|
115 |
-
pipe.set_adapters(adapter_name)
|
116 |
-
|
117 |
-
images = pipe(
|
118 |
-
prompt=positive_prompt,
|
119 |
-
negative_prompt=effective_negative_prompt,
|
120 |
-
width=width,
|
121 |
-
height=height,
|
122 |
-
guidance_scale=guidance_scale,
|
123 |
-
num_inference_steps=20,
|
124 |
-
num_images_per_prompt=1,
|
125 |
-
cross_attention_kwargs={"scale": 0.65},
|
126 |
-
output_type="pil",
|
127 |
-
).images
|
128 |
-
image_paths = [save_image(img) for img in images]
|
129 |
-
return image_paths, seed
|
130 |
-
|
131 |
-
examples = [
|
132 |
-
"realism, man in the style of dark beige and brown, uhd image, youthful protagonists, nonrepresentational",
|
133 |
-
"pixar, a young man with light brown wavy hair and light brown eyes sitting in an armchair and looking directly at the camera, pixar style, disney pixar, office background",
|
134 |
-
"hoodie, front view, capture a urban style, superman hoodie, technical materials, fabric small point label on text blue theory, with a raised collar, fabric is a light yellow, low angle to capture the hoodies form and detailing, f/5.6 to focus on the hoodies craftsmanship, solid grey background, studio light setting, with batman logo.",
|
135 |
-
]
|
136 |
-
|
137 |
-
|
138 |
-
css = '''
|
139 |
-
.gradio-container{max-width: 888px !important}
|
140 |
-
h1{text-align:center}
|
141 |
-
.submit-btn {
|
142 |
-
background-color: #ecde2c !important;
|
143 |
-
color: white !important;
|
144 |
-
}
|
145 |
-
.submit-btn:hover {
|
146 |
-
background-color: #ffec00 !important;
|
147 |
-
}
|
148 |
-
'''
|
149 |
-
|
150 |
-
def load_predefined_images():
|
151 |
-
predefined_images = [
|
152 |
-
"assets/1.png",
|
153 |
-
"assets/2.png",
|
154 |
-
"assets/3.png",
|
155 |
-
"assets/4.png",
|
156 |
-
"assets/5.png",
|
157 |
-
"assets/6.png",
|
158 |
-
"assets/7.png",
|
159 |
-
"assets/8.png",
|
160 |
-
"assets/9.png",
|
161 |
-
]
|
162 |
-
return predefined_images
|
163 |
-
|
164 |
-
with gr.Blocks(css=css, theme="bethecloud/storj_theme") as demo:
|
165 |
-
with gr.Row():
|
166 |
-
with gr.Column(scale=1):
|
167 |
-
prompt = gr.Text(
|
168 |
-
label="Prompt",
|
169 |
-
show_label=False,
|
170 |
-
max_lines=1,
|
171 |
-
placeholder="Enter your prompt with resp. tag!",
|
172 |
-
container=False,
|
173 |
-
)
|
174 |
-
run_button = gr.Button("Generate as (1024 x 1024)🎃", scale=0, elem_classes="submit-btn")
|
175 |
-
|
176 |
-
with gr.Row(visible=True):
|
177 |
-
model_choice = gr.Dropdown(
|
178 |
-
label="LoRA Selection",
|
179 |
-
choices=list(LORA_OPTIONS.keys()),
|
180 |
-
value="Realism (face/character)👦🏻")
|
181 |
-
|
182 |
-
with gr.Accordion("Advanced options", open=True):
|
183 |
-
use_negative_prompt = gr.Checkbox(label="Use negative prompt", value=True, visible=True)
|
184 |
-
negative_prompt = gr.Text(
|
185 |
-
label="Negative prompt",
|
186 |
-
lines=4,
|
187 |
-
max_lines=6,
|
188 |
-
value="(deformed, distorted, disfigured:1.3), poorly drawn, bad anatomy, wrong anatomy, extra limb, missing limb, floating limbs, (mutated hands and fingers:1.4), disconnected limbs, mutation, mutated, ugly, disgusting, blurry, amputation",
|
189 |
-
placeholder="Enter a negative prompt",
|
190 |
-
visible=True,
|
191 |
-
)
|
192 |
-
with gr.Row():
|
193 |
-
seed = gr.Slider(
|
194 |
-
label="Seed",
|
195 |
-
minimum=0,
|
196 |
-
maximum=MAX_SEED,
|
197 |
-
step=1,
|
198 |
-
value=0,
|
199 |
-
visible=True
|
200 |
-
)
|
201 |
-
randomize_seed = gr.Checkbox(label="Randomize seed", value=True)
|
202 |
-
|
203 |
-
with gr.Row(visible=True):
|
204 |
-
width = gr.Slider(
|
205 |
-
label="Width",
|
206 |
-
minimum=512,
|
207 |
-
maximum=2048,
|
208 |
-
step=8,
|
209 |
-
value=1024,
|
210 |
-
)
|
211 |
-
height = gr.Slider(
|
212 |
-
label="Height",
|
213 |
-
minimum=512,
|
214 |
-
maximum=2048,
|
215 |
-
step=8,
|
216 |
-
value=1024,
|
217 |
-
)
|
218 |
-
|
219 |
-
guidance_scale = gr.Slider(
|
220 |
-
label="Guidance Scale",
|
221 |
-
minimum=0.1,
|
222 |
-
maximum=20.0,
|
223 |
-
step=0.1,
|
224 |
-
value=3.0,
|
225 |
-
)
|
226 |
-
|
227 |
-
style_selection = gr.Radio(
|
228 |
-
show_label=True,
|
229 |
-
container=True,
|
230 |
-
interactive=True,
|
231 |
-
choices=STYLE_NAMES,
|
232 |
-
value=DEFAULT_STYLE_NAME,
|
233 |
-
label="Quality Style",
|
234 |
-
)
|
235 |
-
|
236 |
-
with gr.Column(scale=2):
|
237 |
-
result = gr.Gallery(label="Result", columns=1, preview=True, show_label=False)
|
238 |
-
|
239 |
-
gr.Examples(
|
240 |
-
examples=examples,
|
241 |
-
inputs=prompt,
|
242 |
-
outputs=[result, seed],
|
243 |
-
fn=generate,
|
244 |
-
cache_examples=False,
|
245 |
-
)
|
246 |
-
|
247 |
-
predefined_gallery = gr.Gallery(
|
248 |
-
label="Image Gallery",
|
249 |
-
columns=3,
|
250 |
-
show_label=False,
|
251 |
-
value=load_predefined_images()
|
252 |
-
)
|
253 |
-
|
254 |
-
use_negative_prompt.change(
|
255 |
-
fn=lambda x: gr.update(visible=x),
|
256 |
-
inputs=use_negative_prompt,
|
257 |
-
outputs=negative_prompt,
|
258 |
-
api_name=False,
|
259 |
-
)
|
260 |
-
|
261 |
-
gr.on(
|
262 |
-
triggers=[
|
263 |
-
prompt.submit,
|
264 |
-
negative_prompt.submit,
|
265 |
-
run_button.click,
|
266 |
-
],
|
267 |
-
fn=generate,
|
268 |
-
inputs=[
|
269 |
-
prompt,
|
270 |
-
negative_prompt,
|
271 |
-
use_negative_prompt,
|
272 |
-
seed,
|
273 |
-
width,
|
274 |
-
height,
|
275 |
-
guidance_scale,
|
276 |
-
randomize_seed,
|
277 |
-
style_selection,
|
278 |
-
model_choice,
|
279 |
-
],
|
280 |
-
outputs=[result, seed],
|
281 |
-
api_name="run",
|
282 |
-
)
|
283 |
-
|
284 |
-
if __name__ == "__main__":
|
285 |
-
demo.queue(max_size=30).launch()
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|