Spaces:
Running
Running
Update app.py
Browse files
app.py
CHANGED
@@ -2,7 +2,9 @@ import gradio as gr
|
|
2 |
from random import randint
|
3 |
from all_models import models
|
4 |
from externalmod import gr_Interface_load
|
5 |
-
|
|
|
|
|
6 |
|
7 |
def load_fn(models):
|
8 |
global models_load
|
@@ -13,7 +15,8 @@ def load_fn(models):
|
|
13 |
try:
|
14 |
m = gr_Interface_load(f'models/{model}')
|
15 |
except Exception as error:
|
16 |
-
|
|
|
17 |
models_load.update({model: m})
|
18 |
|
19 |
|
@@ -22,75 +25,160 @@ load_fn(models)
|
|
22 |
|
23 |
num_models = 6
|
24 |
default_models = models[:num_models]
|
25 |
-
|
26 |
-
|
27 |
|
28 |
def extend_choices(choices):
|
29 |
-
return choices[
|
30 |
|
31 |
|
32 |
def update_imgbox(choices):
|
33 |
-
choices_plus = extend_choices(choices[
|
34 |
return [gr.Image(None, label = m, visible = (m != 'NA')) for m in choices_plus]
|
35 |
|
36 |
-
|
37 |
-
def gen_fn(model_str, prompt):
|
38 |
-
if model_str == 'NA':
|
39 |
-
return None
|
40 |
-
noise = str('') #str(randint(0, 99999999999))
|
41 |
-
return models_load[model_str](f'{prompt} {noise}')
|
42 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
43 |
|
44 |
|
45 |
-
|
46 |
-
|
47 |
-
|
48 |
-
|
49 |
-
|
50 |
-
|
51 |
-
|
52 |
-
)
|
53 |
-
|
54 |
-
|
55 |
-
|
56 |
-
|
57 |
-
|
58 |
-
|
59 |
-
|
60 |
-
|
61 |
-
|
62 |
-
|
63 |
-
|
64 |
-
|
65 |
-
|
66 |
-
|
67 |
-
|
68 |
-
|
69 |
-
|
70 |
-
|
71 |
-
|
72 |
-
|
73 |
-
|
74 |
-
|
75 |
-
|
76 |
-
|
77 |
-
|
78 |
-
|
79 |
-
|
80 |
-
|
81 |
-
|
82 |
-
|
83 |
-
|
84 |
-
|
85 |
-
|
86 |
-
|
87 |
-
|
88 |
-
|
89 |
-
|
90 |
-
|
91 |
-
|
92 |
-
|
93 |
-
)
|
94 |
-
|
95 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
96 |
demo.launch()
|
|
|
2 |
from random import randint
|
3 |
from all_models import models
|
4 |
from externalmod import gr_Interface_load
|
5 |
+
import asyncio
|
6 |
+
from threading import RLock
|
7 |
+
lock = RLock()
|
8 |
|
9 |
def load_fn(models):
|
10 |
global models_load
|
|
|
15 |
try:
|
16 |
m = gr_Interface_load(f'models/{model}')
|
17 |
except Exception as error:
|
18 |
+
print(error)
|
19 |
+
m = gr.Interface(lambda: None, ['text'], ['image'])
|
20 |
models_load.update({model: m})
|
21 |
|
22 |
|
|
|
25 |
|
26 |
num_models = 6
|
27 |
default_models = models[:num_models]
|
28 |
+
timeout = 60
|
|
|
29 |
|
30 |
def extend_choices(choices):
|
31 |
+
return choices[:num_models] + (num_models - len(choices[:num_models])) * ['NA']
|
32 |
|
33 |
|
34 |
def update_imgbox(choices):
|
35 |
+
choices_plus = extend_choices(choices[:num_models])
|
36 |
return [gr.Image(None, label = m, visible = (m != 'NA')) for m in choices_plus]
|
37 |
|
|
|
|
|
|
|
|
|
|
|
|
|
38 |
|
39 |
+
def update_imgbox_gallery(choices):
|
40 |
+
choices_plus = extend_choices(choices[:num_models])
|
41 |
+
return [gr.Gallery(None, label = m, visible = (m != 'NA')) for m in choices_plus]
|
42 |
+
|
43 |
+
|
44 |
+
async def infer(model_str, prompt, timeout):
|
45 |
+
from PIL import Image
|
46 |
+
noise = ""
|
47 |
+
rand = randint(1, 500)
|
48 |
+
for i in range(rand):
|
49 |
+
noise += " "
|
50 |
+
task = asyncio.create_task(asyncio.to_thread(models_load[model_str], f'{prompt} {noise}'))
|
51 |
+
await asyncio.sleep(0)
|
52 |
+
try:
|
53 |
+
result = await asyncio.wait_for(task, timeout=timeout)
|
54 |
+
except (Exception, asyncio.TimeoutError) as e:
|
55 |
+
print(e)
|
56 |
+
print(f"Task timed out: {model_str}")
|
57 |
+
if not task.done(): task.cancel()
|
58 |
+
result = None
|
59 |
+
if task.done() and result is not None:
|
60 |
+
with lock:
|
61 |
+
image = Image.open(result).convert('RGBA')
|
62 |
+
return image
|
63 |
+
return None
|
64 |
|
65 |
|
66 |
+
def gen_fn(model_str, prompt):
|
67 |
+
if model_str == 'NA':
|
68 |
+
return None
|
69 |
+
try:
|
70 |
+
loop = asyncio.new_event_loop()
|
71 |
+
result = loop.run_until_complete(infer(model_str, prompt, timeout))
|
72 |
+
except (Exception, asyncio.CancelledError) as e:
|
73 |
+
print(e)
|
74 |
+
print(f"Task aborted: {model_str}")
|
75 |
+
result = None
|
76 |
+
finally:
|
77 |
+
loop.close()
|
78 |
+
return result
|
79 |
+
|
80 |
+
|
81 |
+
def add_gallery(image, model_str, gallery):
|
82 |
+
if gallery is None: gallery = []
|
83 |
+
with lock:
|
84 |
+
if image is not None: gallery.insert(0, (image, model_str))
|
85 |
+
return gallery
|
86 |
+
|
87 |
+
|
88 |
+
def gen_fn_gallery(model_str, prompt, gallery):
|
89 |
+
if gallery is None: gallery = []
|
90 |
+
if model_str == 'NA':
|
91 |
+
yield gallery
|
92 |
+
try:
|
93 |
+
loop = asyncio.new_event_loop()
|
94 |
+
result = loop.run_until_complete(infer(model_str, prompt, timeout))
|
95 |
+
with lock:
|
96 |
+
if result: gallery.insert(0, result)
|
97 |
+
except (Exception, asyncio.CancelledError) as e:
|
98 |
+
print(e)
|
99 |
+
print(f"Task aborted: {model_str}")
|
100 |
+
finally:
|
101 |
+
loop.close()
|
102 |
+
yield gallery
|
103 |
+
|
104 |
+
|
105 |
+
CSS="""
|
106 |
+
#container { max-width: 1200px; margin: 0 auto; !important; }
|
107 |
+
.output { width=112px; height=112px; !important; }
|
108 |
+
.gallery { width=100%; min_height=768px; !important; }
|
109 |
+
.guide { text-align: center; !important; }
|
110 |
+
"""
|
111 |
+
|
112 |
+
with gr.Blocks(theme='Nymbo/Nymbo_Theme', fill_width=True, css=CSS) as demo:
|
113 |
+
with gr.Tab('The Dream'):
|
114 |
+
with gr.Column(scale=2):
|
115 |
+
txt_input = gr.Textbox(label='Your prompt:', lines=4)
|
116 |
+
with gr.Row():
|
117 |
+
gen_button = gr.Button('Generate up to 6 images in up to 3 minutes total', scale=2)
|
118 |
+
stop_button = gr.Button('Stop', variant='secondary', interactive=False, scale=1)
|
119 |
+
gen_button.click(lambda: gr.update(interactive = True), None, stop_button)
|
120 |
+
gr.Markdown("Scroll down to see more images and select models.", elem_classes="guide")
|
121 |
+
|
122 |
+
with gr.Column(scale=1):
|
123 |
+
with gr.Group():
|
124 |
+
with gr.Row():
|
125 |
+
output = [gr.Image(label=m, show_download_button=True, elem_classes="output", interactive=False, min_width=80, show_share_button=False, visible=True) for m in default_models]
|
126 |
+
#output = [gr.Image(label=m, show_download_button=True, elem_classes="output", interactive=False, show_share_button=True) for m in default_models]
|
127 |
+
#output = [gr.Gallery(label=m, show_download_button=True, elem_classes="output", interactive=False, show_share_button=True, container=True, format="png", object_fit="cover") for m in default_models]
|
128 |
+
current_models = [gr.Textbox(m, visible=False) for m in default_models]
|
129 |
+
|
130 |
+
with gr.Column(scale=2):
|
131 |
+
gallery = gr.Gallery(label="Output", show_download_button=True, elem_classes="gallery",
|
132 |
+
interactive=False, show_share_button=True, container=True, format="png",
|
133 |
+
preview=True, object_fit="cover", columns=2, rows=2)
|
134 |
+
|
135 |
+
for m, o in zip(current_models, output):
|
136 |
+
#gen_event = gen_button.click(gen_fn, [m, txt_input], o)
|
137 |
+
#gen_event = gen_button.click(gen_fn_gallery, [m, txt_input, o], o)
|
138 |
+
gen_event = gr.on(triggers=[gen_button.click, txt_input.submit], fn=gen_fn, inputs=[m, txt_input], outputs=[o])
|
139 |
+
o.change(add_gallery, [o, m, gallery], [gallery])
|
140 |
+
stop_button.click(lambda: gr.update(interactive = False), None, stop_button, cancels = [gen_event])
|
141 |
+
|
142 |
+
with gr.Column(scale=4):
|
143 |
+
with gr.Accordion('Model selection'):
|
144 |
+
model_choice = gr.CheckboxGroup(models, label = f'Choose up to {num_models} different models from the 866 available!', value=default_models, interactive=True)
|
145 |
+
model_choice.change(update_imgbox, model_choice, output)
|
146 |
+
#model_choice.change(update_imgbox_gallery, model_choice, output)
|
147 |
+
model_choice.change(extend_choices, model_choice, current_models)
|
148 |
+
|
149 |
+
with gr.Tab('Single model'):
|
150 |
+
with gr.Column(scale=2):
|
151 |
+
model_choice2 = gr.Dropdown(models, label='Choose model', value=models[0])
|
152 |
+
txt_input2 = gr.Textbox(label='Your prompt:', lines=4)
|
153 |
+
|
154 |
+
max_images = 6
|
155 |
+
num_images = gr.Slider(1, max_images, value=max_images, step=1, label='Number of images')
|
156 |
+
|
157 |
+
with gr.Row():
|
158 |
+
gen_button2 = gr.Button('Generate', scale=2)
|
159 |
+
stop_button2 = gr.Button('Stop', variant='secondary', interactive=False, scale=1)
|
160 |
+
gen_button2.click(lambda: gr.update(interactive = True), None, stop_button2)
|
161 |
+
|
162 |
+
with gr.Column(scale=1):
|
163 |
+
with gr.Group():
|
164 |
+
with gr.Row():
|
165 |
+
output2 = [gr.Image(label = '', show_download_button=True, elem_classes="output", interactive=False, min_width=80, visible=True, show_share_button=False, show_label=False) for _ in range(max_images)]
|
166 |
+
#output2 = [gr.Image(label = '') for _ in range(max_images)]
|
167 |
+
|
168 |
+
with gr.Column(scale=2):
|
169 |
+
gallery2 = gr.Gallery(label="Output", show_download_button=True, elem_classes="gallery",
|
170 |
+
interactive=False, show_share_button=True, container=True, format="png",
|
171 |
+
preview=True, object_fit="cover", columns=2, rows=2)
|
172 |
+
|
173 |
+
for i, o in enumerate(output2):
|
174 |
+
img_i = gr.Number(i, visible = False)
|
175 |
+
num_images.change(lambda i, n: gr.update(visible = (i < n)), [img_i, num_images], o)
|
176 |
+
#gen_event2 = gen_button2.click(lambda i, n, m, t: gen_fn(m, t) if (i < n) else None, [img_i, num_images, model_choice2, txt_input2], o)
|
177 |
+
gen_event2 = gr.on(triggers=[gen_button2.click, txt_input2.submit], fn=lambda i, n, m, t: gen_fn(m, t) if (i < n) else None, inputs=[img_i, num_images, model_choice2, txt_input2], outputs=[o])
|
178 |
+
o.change(add_gallery, [o, model_choice2, gallery2], [gallery2])
|
179 |
+
stop_button2.click(lambda: gr.update(interactive = False), None, stop_button2, cancels = [gen_event2])
|
180 |
+
|
181 |
+
gr.Markdown("Based on the [TestGen](https://huggingface.co/spaces/derwahnsinn/TestGen) Space by derwahnsinn, the [SpacIO](https://huggingface.co/spaces/RdnUser77/SpacIO_v1) Space by RdnUser77 and Omnibus's Maximum Multiplier!")
|
182 |
+
|
183 |
+
demo.queue()
|
184 |
demo.launch()
|