Spaces:
Running
on
Zero
Running
on
Zero
Update app.py
Browse files
app.py
CHANGED
@@ -52,13 +52,13 @@ def load_lora_weights(repo_id, weights_filename):
|
|
52 |
def update_selection(selected_state: gr.SelectData, flux_loras):
|
53 |
"""Update UI when a LoRA is selected"""
|
54 |
if selected_state.index >= len(flux_loras):
|
55 |
-
return "### No
|
56 |
|
57 |
lora_repo = flux_loras[selected_state.index]["repo"]
|
58 |
trigger_word = flux_loras[selected_state.index]["trigger_word"]
|
59 |
|
60 |
-
updated_text = f"### Selected: [
|
61 |
-
new_placeholder = f"
|
62 |
|
63 |
return updated_text, gr.update(placeholder=new_placeholder), selected_state.index
|
64 |
|
@@ -91,17 +91,17 @@ def get_huggingface_lora(link):
|
|
91 |
def load_custom_lora(link):
|
92 |
"""Load custom LoRA from user input"""
|
93 |
if not link:
|
94 |
-
return gr.update(visible=False), "", gr.update(visible=False), None, gr.Gallery(selected_index=None), "###
|
95 |
|
96 |
try:
|
97 |
repo_name, weights_file, trigger_word = get_huggingface_lora(link)
|
98 |
|
99 |
card = f'''
|
100 |
<div style="border: 1px solid #ddd; padding: 10px; border-radius: 8px; margin: 10px 0;">
|
101 |
-
<span><strong>
|
102 |
<div style="margin-top: 8px;">
|
103 |
<h4>{repo_name}</h4>
|
104 |
-
<small>{"Using: <code><b>"+trigger_word+"</b></code>
|
105 |
</div>
|
106 |
</div>
|
107 |
'''
|
@@ -112,10 +112,10 @@ def load_custom_lora(link):
|
|
112 |
"trigger_word": trigger_word
|
113 |
}
|
114 |
|
115 |
-
return gr.update(visible=True), card, gr.update(visible=True), custom_lora_data, gr.Gallery(selected_index=None), f"Custom: {repo_name}", None
|
116 |
|
117 |
except Exception as e:
|
118 |
-
return gr.update(visible=True), f"Error: {str(e)}", gr.update(visible=False), None, gr.update(), "###
|
119 |
|
120 |
def remove_custom_lora():
|
121 |
"""Remove custom LoRA"""
|
@@ -224,27 +224,125 @@ css = """
|
|
224 |
#gallery{
|
225 |
overflow: scroll !important
|
226 |
}
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
227 |
"""
|
228 |
|
229 |
# Create Gradio interface
|
230 |
with gr.Blocks(css=css) as demo:
|
231 |
gr_flux_loras = gr.State(value=flux_loras_raw)
|
232 |
|
233 |
-
title
|
234 |
-
|
235 |
-
|
236 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
237 |
|
238 |
selected_state = gr.State(value=None)
|
239 |
custom_loaded_lora = gr.State(value=None)
|
240 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
241 |
with gr.Row(elem_id="main_app"):
|
242 |
with gr.Column(scale=4, elem_id="box_column"):
|
243 |
with gr.Group(elem_id="gallery_box"):
|
244 |
-
input_image = gr.Image(
|
|
|
|
|
|
|
|
|
|
|
245 |
|
|
|
246 |
gallery = gr.Gallery(
|
247 |
-
label="
|
248 |
allow_preview=False,
|
249 |
columns=3,
|
250 |
elem_id="gallery",
|
@@ -258,53 +356,58 @@ with gr.Blocks(css=css) as demo:
|
|
258 |
visible=False
|
259 |
)
|
260 |
custom_model_card = gr.HTML(visible=False)
|
261 |
-
custom_model_button = gr.Button("Remove custom
|
262 |
|
263 |
with gr.Column(scale=5):
|
|
|
|
|
|
|
|
|
|
|
|
|
264 |
with gr.Row():
|
265 |
prompt = gr.Textbox(
|
266 |
-
label="
|
267 |
-
show_label=
|
268 |
lines=1,
|
269 |
max_lines=1,
|
270 |
-
placeholder="
|
271 |
elem_id="prompt"
|
272 |
)
|
273 |
-
run_button = gr.Button("Generate", elem_id="run_button")
|
274 |
|
275 |
-
result = gr.Image(label="Generated
|
276 |
-
reuse_button = gr.Button("
|
277 |
|
278 |
-
with gr.Accordion("Advanced Settings", open=False):
|
279 |
lora_scale = gr.Slider(
|
280 |
-
label="
|
281 |
minimum=0,
|
282 |
maximum=2,
|
283 |
step=0.1,
|
284 |
value=1.5,
|
285 |
-
info="Controls the strength of the
|
286 |
)
|
287 |
seed = gr.Slider(
|
288 |
-
label="Seed",
|
289 |
minimum=0,
|
290 |
maximum=MAX_SEED,
|
291 |
step=1,
|
292 |
value=0,
|
|
|
|
|
|
|
|
|
|
|
293 |
)
|
294 |
-
randomize_seed = gr.Checkbox(label="Randomize seed", value=True)
|
295 |
guidance_scale = gr.Slider(
|
296 |
label="Guidance Scale",
|
297 |
minimum=1,
|
298 |
maximum=10,
|
299 |
step=0.1,
|
300 |
value=2.5,
|
|
|
301 |
)
|
302 |
-
|
303 |
-
prompt_title = gr.Markdown(
|
304 |
-
value="### Click on a LoRA in the gallery to select it",
|
305 |
-
visible=True,
|
306 |
-
elem_id="selected_lora",
|
307 |
-
)
|
308 |
|
309 |
# Event handlers
|
310 |
custom_model.input(
|
|
|
52 |
def update_selection(selected_state: gr.SelectData, flux_loras):
|
53 |
"""Update UI when a LoRA is selected"""
|
54 |
if selected_state.index >= len(flux_loras):
|
55 |
+
return "### π No style selected yet", gr.update(), None
|
56 |
|
57 |
lora_repo = flux_loras[selected_state.index]["repo"]
|
58 |
trigger_word = flux_loras[selected_state.index]["trigger_word"]
|
59 |
|
60 |
+
updated_text = f"### β
Selected Style: {flux_loras[selected_state.index]['title']}"
|
61 |
+
new_placeholder = f"Optional: Add extra details, e.g., 'a man with glasses' or 'woman with long hair'"
|
62 |
|
63 |
return updated_text, gr.update(placeholder=new_placeholder), selected_state.index
|
64 |
|
|
|
91 |
def load_custom_lora(link):
|
92 |
"""Load custom LoRA from user input"""
|
93 |
if not link:
|
94 |
+
return gr.update(visible=False), "", gr.update(visible=False), None, gr.Gallery(selected_index=None), "### π Please click on a style from the gallery below", None
|
95 |
|
96 |
try:
|
97 |
repo_name, weights_file, trigger_word = get_huggingface_lora(link)
|
98 |
|
99 |
card = f'''
|
100 |
<div style="border: 1px solid #ddd; padding: 10px; border-radius: 8px; margin: 10px 0;">
|
101 |
+
<span><strong>Custom style loaded:</strong></span>
|
102 |
<div style="margin-top: 8px;">
|
103 |
<h4>{repo_name}</h4>
|
104 |
+
<small>{"Using trigger word: <code><b>"+trigger_word+"</b></code>" if trigger_word else "No trigger word found"}</small>
|
105 |
</div>
|
106 |
</div>
|
107 |
'''
|
|
|
112 |
"trigger_word": trigger_word
|
113 |
}
|
114 |
|
115 |
+
return gr.update(visible=True), card, gr.update(visible=True), custom_lora_data, gr.Gallery(selected_index=None), f"β
Custom Style: {repo_name}", None
|
116 |
|
117 |
except Exception as e:
|
118 |
+
return gr.update(visible=True), f"Error: {str(e)}", gr.update(visible=False), None, gr.update(), "### π Please click on a style from the gallery below", None
|
119 |
|
120 |
def remove_custom_lora():
|
121 |
"""Remove custom LoRA"""
|
|
|
224 |
#gallery{
|
225 |
overflow: scroll !important
|
226 |
}
|
227 |
+
.app-intro {
|
228 |
+
background: linear-gradient(135deg, #f6f9fc 0%, #e9f3ff 100%);
|
229 |
+
border-radius: 12px;
|
230 |
+
padding: 20px;
|
231 |
+
margin-bottom: 20px;
|
232 |
+
border: 1px solid #e1e8f0;
|
233 |
+
}
|
234 |
+
.step-card {
|
235 |
+
background: white;
|
236 |
+
border: 1px solid #e2e8f0;
|
237 |
+
border-radius: 8px;
|
238 |
+
padding: 15px;
|
239 |
+
margin: 10px 0;
|
240 |
+
box-shadow: 0 2px 4px rgba(0,0,0,0.05);
|
241 |
+
}
|
242 |
+
.tips-box {
|
243 |
+
background: #fff8dc;
|
244 |
+
border: 1px solid #ffd700;
|
245 |
+
border-radius: 8px;
|
246 |
+
padding: 12px;
|
247 |
+
margin-top: 15px;
|
248 |
+
}
|
249 |
"""
|
250 |
|
251 |
# Create Gradio interface
|
252 |
with gr.Blocks(css=css) as demo:
|
253 |
gr_flux_loras = gr.State(value=flux_loras_raw)
|
254 |
|
255 |
+
# App title and introduction
|
256 |
+
with gr.Column():
|
257 |
+
gr.HTML(
|
258 |
+
"""
|
259 |
+
<div style="text-align: center; margin-bottom: 30px;">
|
260 |
+
<h1 style="font-size: 2.5em; margin-bottom: 10px;">
|
261 |
+
π¨ AI Portrait Style Transfer Master
|
262 |
+
</h1>
|
263 |
+
<p style="font-size: 1.2em; color: #666;">
|
264 |
+
Transform your photos into various artistic styles while preserving facial features
|
265 |
+
</p>
|
266 |
+
</div>
|
267 |
+
"""
|
268 |
+
)
|
269 |
+
|
270 |
+
# Application introduction card
|
271 |
+
with gr.Row():
|
272 |
+
gr.HTML(
|
273 |
+
"""
|
274 |
+
<div class="app-intro">
|
275 |
+
<h2 style="margin-top: 0;">β¨ Welcome to AI Portrait Style Transfer</h2>
|
276 |
+
<p style="line-height: 1.8;">
|
277 |
+
This is a powerful AI tool that can transform your portrait photos into various unique artistic styles.
|
278 |
+
Whether it's cartoon, oil painting, sketch, or other creative styles, it preserves your facial features
|
279 |
+
while giving your photos a completely new artistic expression.
|
280 |
+
</p>
|
281 |
+
<div style="margin-top: 15px;">
|
282 |
+
<strong>π― Key Features:</strong>
|
283 |
+
<ul style="margin-top: 8px; line-height: 1.8;">
|
284 |
+
<li>Preserves original facial features, ensuring person remains recognizable</li>
|
285 |
+
<li>Multiple preset artistic styles to choose from</li>
|
286 |
+
<li>Supports custom descriptions for fine-tuned effects</li>
|
287 |
+
<li>One-click generation, simple and fast operation</li>
|
288 |
+
</ul>
|
289 |
+
</div>
|
290 |
+
</div>
|
291 |
+
"""
|
292 |
+
)
|
293 |
|
294 |
selected_state = gr.State(value=None)
|
295 |
custom_loaded_lora = gr.State(value=None)
|
296 |
|
297 |
+
# How to use
|
298 |
+
with gr.Accordion("π How to Use (Click to expand)", open=False):
|
299 |
+
gr.HTML(
|
300 |
+
"""
|
301 |
+
<div style="padding: 10px;">
|
302 |
+
<h3>π Quick Start:</h3>
|
303 |
+
<div class="step-card">
|
304 |
+
<h4>Step 1: Upload Your Photo</h4>
|
305 |
+
<p>Click the upload area on the left and select a clear portrait photo. Front-facing photos work best.</p>
|
306 |
+
</div>
|
307 |
+
<div class="step-card">
|
308 |
+
<h4>Step 2: Choose an Art Style</h4>
|
309 |
+
<p>Browse the style gallery and click on the artistic style you like. Each style has a preview image for reference.</p>
|
310 |
+
</div>
|
311 |
+
<div class="step-card">
|
312 |
+
<h4>Step 3: Add Description (Optional)</h4>
|
313 |
+
<p>If needed, you can add extra descriptions in the text box, such as "wearing glasses", "smiling", etc.</p>
|
314 |
+
</div>
|
315 |
+
<div class="step-card">
|
316 |
+
<h4>Step 4: Generate Image</h4>
|
317 |
+
<p>Click the "Generate" button and wait for AI to process your photo. It usually takes 10-30 seconds.</p>
|
318 |
+
</div>
|
319 |
+
|
320 |
+
<div class="tips-box">
|
321 |
+
<h4>π‘ Pro Tips:</h4>
|
322 |
+
<ul style="margin-top: 8px; line-height: 1.8;">
|
323 |
+
<li><strong>Photo Requirements:</strong> Upload clear front-facing portrait photos with good lighting and unobstructed face</li>
|
324 |
+
<li><strong>Style Intensity:</strong> Adjust "LoRA Scale" in Advanced Settings to control the strength of style transfer</li>
|
325 |
+
<li><strong>Multiple Attempts:</strong> Enable "Randomize seed" to generate different variations</li>
|
326 |
+
<li><strong>Save Results:</strong> Right-click on the generated image to save it locally</li>
|
327 |
+
</ul>
|
328 |
+
</div>
|
329 |
+
</div>
|
330 |
+
"""
|
331 |
+
)
|
332 |
+
|
333 |
with gr.Row(elem_id="main_app"):
|
334 |
with gr.Column(scale=4, elem_id="box_column"):
|
335 |
with gr.Group(elem_id="gallery_box"):
|
336 |
+
input_image = gr.Image(
|
337 |
+
label="πΈ Upload Your Portrait Photo",
|
338 |
+
type="pil",
|
339 |
+
height=300,
|
340 |
+
elem_classes=["upload-area"]
|
341 |
+
)
|
342 |
|
343 |
+
gr.Markdown("### π¨ Choose an Art Style")
|
344 |
gallery = gr.Gallery(
|
345 |
+
label="Style Gallery (Click to select)",
|
346 |
allow_preview=False,
|
347 |
columns=3,
|
348 |
elem_id="gallery",
|
|
|
356 |
visible=False
|
357 |
)
|
358 |
custom_model_card = gr.HTML(visible=False)
|
359 |
+
custom_model_button = gr.Button("Remove custom style", visible=False)
|
360 |
|
361 |
with gr.Column(scale=5):
|
362 |
+
prompt_title = gr.Markdown(
|
363 |
+
value="### π Please click on a style from the gallery on the left",
|
364 |
+
visible=True,
|
365 |
+
elem_id="selected_lora",
|
366 |
+
)
|
367 |
+
|
368 |
with gr.Row():
|
369 |
prompt = gr.Textbox(
|
370 |
+
label="Additional Description (Optional)",
|
371 |
+
show_label=True,
|
372 |
lines=1,
|
373 |
max_lines=1,
|
374 |
+
placeholder="Optional: Add extra details, e.g., 'a man with glasses' or 'woman with long hair'",
|
375 |
elem_id="prompt"
|
376 |
)
|
377 |
+
run_button = gr.Button("π¨ Generate", elem_id="run_button", variant="primary")
|
378 |
|
379 |
+
result = gr.Image(label="Generated Result", interactive=False)
|
380 |
+
reuse_button = gr.Button("β»οΈ Use this image as new input", visible=False)
|
381 |
|
382 |
+
with gr.Accordion("βοΈ Advanced Settings", open=False):
|
383 |
lora_scale = gr.Slider(
|
384 |
+
label="Style Intensity",
|
385 |
minimum=0,
|
386 |
maximum=2,
|
387 |
step=0.1,
|
388 |
value=1.5,
|
389 |
+
info="Controls the strength of the artistic style (recommended: 1.0-1.5)"
|
390 |
)
|
391 |
seed = gr.Slider(
|
392 |
+
label="Random Seed",
|
393 |
minimum=0,
|
394 |
maximum=MAX_SEED,
|
395 |
step=1,
|
396 |
value=0,
|
397 |
+
info="Same seed will generate the same result"
|
398 |
+
)
|
399 |
+
randomize_seed = gr.Checkbox(
|
400 |
+
label="Randomize seed (generate different effects each time)",
|
401 |
+
value=True
|
402 |
)
|
|
|
403 |
guidance_scale = gr.Slider(
|
404 |
label="Guidance Scale",
|
405 |
minimum=1,
|
406 |
maximum=10,
|
407 |
step=0.1,
|
408 |
value=2.5,
|
409 |
+
info="Controls how closely the image follows the prompt"
|
410 |
)
|
|
|
|
|
|
|
|
|
|
|
|
|
411 |
|
412 |
# Event handlers
|
413 |
custom_model.input(
|