Spaces:
Running
on
Zero
Running
on
Zero
Update app.py
Browse files
app.py
CHANGED
|
@@ -5,12 +5,80 @@ import spaces
|
|
| 5 |
import torch
|
| 6 |
import random
|
| 7 |
from PIL import Image
|
|
|
|
| 8 |
|
| 9 |
from diffusers import FluxKontextPipeline
|
| 10 |
from diffusers.utils import load_image
|
| 11 |
from huggingface_hub import hf_hub_download
|
| 12 |
from aura_sr import AuraSR
|
| 13 |
from gradio_imageslider import ImageSlider
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 14 |
|
| 15 |
device = torch.device("cuda" if torch.cuda.is_available() else "cpu")
|
| 16 |
|
|
@@ -35,7 +103,6 @@ pipe.load_lora_weights("prithivMLmods/PhotoCleanser-i2i", weight_name="PhotoClea
|
|
| 35 |
pipe.load_lora_weights("prithivMLmods/Photo-Restore-i2i", weight_name="Photo-Restore-i2i.safetensors", adapter_name="restorer")
|
| 36 |
pipe.load_lora_weights("prithivMLmods/Polaroid-Warm-i2i", weight_name="Polaroid-Warm-i2i.safetensors", adapter_name="polaroid")
|
| 37 |
pipe.load_lora_weights("prithivMLmods/Monochrome-Pencil", weight_name="Monochrome-Pencil-i2i.safetensors", adapter_name="pencil")
|
| 38 |
-
# Add the new LZO adapter
|
| 39 |
pipe.load_lora_weights("prithivMLmods/LZO-1-Preview", weight_name="LZO-1-Preview.safetensors", adapter_name="lzo")
|
| 40 |
|
| 41 |
|
|
@@ -46,12 +113,6 @@ aura_sr = AuraSR.from_pretrained("fal/AuraSR-v2")
|
|
| 46 |
def infer(input_image, prompt, lora_adapter, upscale_image, seed=42, randomize_seed=False, guidance_scale=2.5, steps=28, progress=gr.Progress(track_tqdm=True)):
|
| 47 |
"""
|
| 48 |
Perform image editing and optional upscaling, returning a pair for the ImageSlider.
|
| 49 |
-
|
| 50 |
-
Returns:
|
| 51 |
-
tuple: A 3-tuple containing:
|
| 52 |
-
- (PIL.Image.Image, PIL.Image.Image): A tuple of the (original, generated) images for the slider.
|
| 53 |
-
- int: The seed used for generation.
|
| 54 |
-
- gr.update: A Gradio update to make the reuse button visible.
|
| 55 |
"""
|
| 56 |
if not input_image:
|
| 57 |
raise gr.Error("Please upload an image for editing.")
|
|
@@ -64,11 +125,9 @@ def infer(input_image, prompt, lora_adapter, upscale_image, seed=42, randomize_s
|
|
| 64 |
pipe.set_adapters(["polaroid"], adapter_weights=[1.0])
|
| 65 |
elif lora_adapter == "MonochromePencil":
|
| 66 |
pipe.set_adapters(["pencil"], adapter_weights=[1.0])
|
| 67 |
-
# Add the new LZO adapter condition
|
| 68 |
elif lora_adapter == "LZO-Zoom":
|
| 69 |
pipe.set_adapters(["lzo"], adapter_weights=[1.0])
|
| 70 |
|
| 71 |
-
|
| 72 |
if randomize_seed:
|
| 73 |
seed = random.randint(0, MAX_SEED)
|
| 74 |
|
|
@@ -103,20 +162,15 @@ css="""
|
|
| 103 |
margin: 0 auto;
|
| 104 |
max-width: 960px;
|
| 105 |
}
|
| 106 |
-
|
| 107 |
-
background-color: #2980b9 !important;
|
| 108 |
-
color: white !important;
|
| 109 |
-
}
|
| 110 |
-
.submit-btn:hover {
|
| 111 |
-
background-color: #3498db !important;
|
| 112 |
-
}
|
| 113 |
"""
|
| 114 |
|
| 115 |
-
with gr.Blocks(css=css, theme=
|
| 116 |
|
| 117 |
with gr.Column(elem_id="col-container"):
|
| 118 |
-
gr.Markdown(
|
| 119 |
-
Image manipulation with FLUX.1 Kontext adapters. [How to Use](https://huggingface.co/spaces/prithivMLmods/Photo-Mate-i2i/discussions/2)"
|
|
|
|
| 120 |
with gr.Row():
|
| 121 |
with gr.Column():
|
| 122 |
input_image = gr.Image(label="Image [PIL]", type="pil", height="300")
|
|
@@ -125,10 +179,10 @@ with gr.Blocks(css=css, theme="bethecloud/storj_theme") as demo:
|
|
| 125 |
label="Edit Prompt",
|
| 126 |
show_label=False,
|
| 127 |
max_lines=1,
|
| 128 |
-
placeholder="Enter your prompt for editing (e.g., 'Remove glasses'
|
| 129 |
container=False,
|
| 130 |
)
|
| 131 |
-
run_button = gr.Button("Run",
|
| 132 |
with gr.Accordion("Advanced Settings", open=False):
|
| 133 |
|
| 134 |
seed = gr.Slider(
|
|
@@ -158,18 +212,16 @@ with gr.Blocks(css=css, theme="bethecloud/storj_theme") as demo:
|
|
| 158 |
)
|
| 159 |
|
| 160 |
with gr.Column():
|
| 161 |
-
# Replace the single image result with the ImageSlider
|
| 162 |
output_slider = ImageSlider(label="Before / After", show_label=False, interactive=False)
|
| 163 |
reuse_button = gr.Button("Reuse this image", visible=False)
|
| 164 |
|
| 165 |
with gr.Row():
|
| 166 |
lora_adapter = gr.Dropdown(
|
| 167 |
-
|
| 168 |
-
|
| 169 |
-
|
| 170 |
-
|
| 171 |
|
| 172 |
-
#AuraSR Upscale
|
| 173 |
with gr.Row():
|
| 174 |
upscale_checkbox = gr.Checkbox(label="Upscale the final image", value=False)
|
| 175 |
|
|
@@ -178,15 +230,12 @@ with gr.Blocks(css=css, theme="bethecloud/storj_theme") as demo:
|
|
| 178 |
["photocleanser/2.png", "[photo content], remove the cat from the image while preserving the background and remaining elements, maintaining realism and original details.", "PhotoCleanser"],
|
| 179 |
["photocleanser/1.png", "[photo content], remove the football from the image while preserving the background and remaining elements, maintaining realism and original details.", "PhotoCleanser"],
|
| 180 |
["photorestore/1.png", "[photo content], restore and enhance the image by repairing any damage, scratches, or fading. Colorize the photo naturally while preserving authentic textures and details, maintaining a realistic and historically accurate look.", "PhotoRestorer"],
|
| 181 |
-
# Add the new LZO example
|
| 182 |
["lzo/1.jpg", "[photo content], zoom in on the specified [face close-up], enhancing resolution and detail while preserving sharpness, realism, and original context. Maintain natural proportions and background continuity around the zoomed area.", "LZO-Zoom"],
|
| 183 |
["photorestore/2.png", "[photo content], restore and enhance the image by repairing any damage, scratches, or fading. Colorize the photo naturally while preserving authentic textures and details, maintaining a realistic and historically accurate look.", "PhotoRestorer"],
|
| 184 |
["polaroid/1.png", "[photo content], in the style of a vintage Polaroid, with warm, faded tones, and a white border.", "PolaroidWarm"],
|
| 185 |
["pencil/1.png", "[photo content], replicate the image as a pencil illustration, black and white, with sketch-like detailing.", "MonochromePencil"],
|
| 186 |
-
|
| 187 |
],
|
| 188 |
inputs=[input_image, prompt, lora_adapter],
|
| 189 |
-
# The output now targets the ImageSlider component
|
| 190 |
outputs=[output_slider, seed],
|
| 191 |
fn=infer_example,
|
| 192 |
cache_examples="lazy",
|
|
@@ -197,13 +246,10 @@ with gr.Blocks(css=css, theme="bethecloud/storj_theme") as demo:
|
|
| 197 |
triggers=[run_button.click, prompt.submit],
|
| 198 |
fn=infer,
|
| 199 |
inputs=[input_image, prompt, lora_adapter, upscale_checkbox, seed, randomize_seed, guidance_scale, steps],
|
| 200 |
-
# The output now targets the ImageSlider component
|
| 201 |
outputs=[output_slider, seed, reuse_button]
|
| 202 |
)
|
| 203 |
|
| 204 |
-
# Update the reuse function to handle the ImageSlider output
|
| 205 |
reuse_button.click(
|
| 206 |
-
# The slider outputs a tuple of images; we want the second one (the generated result)
|
| 207 |
fn=lambda images: images[1] if isinstance(images, (list, tuple)) and len(images) > 1 else images,
|
| 208 |
inputs=[output_slider],
|
| 209 |
outputs=[input_image]
|
|
|
|
| 5 |
import torch
|
| 6 |
import random
|
| 7 |
from PIL import Image
|
| 8 |
+
from typing import Iterable
|
| 9 |
|
| 10 |
from diffusers import FluxKontextPipeline
|
| 11 |
from diffusers.utils import load_image
|
| 12 |
from huggingface_hub import hf_hub_download
|
| 13 |
from aura_sr import AuraSR
|
| 14 |
from gradio_imageslider import ImageSlider
|
| 15 |
+
from gradio.themes import Soft
|
| 16 |
+
from gradio.themes.utils import colors, fonts, sizes
|
| 17 |
+
|
| 18 |
+
# --- Theme and CSS Definition ---
|
| 19 |
+
|
| 20 |
+
# Define the new HotPink color palette
|
| 21 |
+
colors.hot_pink = colors.Color(
|
| 22 |
+
name="hot_pink",
|
| 23 |
+
c50="#FFF0F7",
|
| 24 |
+
c100="#FFE0EF",
|
| 25 |
+
c200="#FFC2E0",
|
| 26 |
+
c300="#FFA4D1",
|
| 27 |
+
c400="#FF87C3",
|
| 28 |
+
c500="#FF69B4", # HotPink base color
|
| 29 |
+
c600="#E65FA2",
|
| 30 |
+
c700="#CC5490",
|
| 31 |
+
c800="#B34A7E",
|
| 32 |
+
c900="#993F6C",
|
| 33 |
+
c950="#80355A",
|
| 34 |
+
)
|
| 35 |
+
|
| 36 |
+
class HotPinkTheme(Soft):
|
| 37 |
+
def __init__(
|
| 38 |
+
self,
|
| 39 |
+
*,
|
| 40 |
+
primary_hue: colors.Color | str = colors.gray,
|
| 41 |
+
secondary_hue: colors.Color | str = colors.hot_pink, # Use the new color
|
| 42 |
+
neutral_hue: colors.Color | str = colors.slate,
|
| 43 |
+
text_size: sizes.Size | str = sizes.text_lg,
|
| 44 |
+
font: fonts.Font | str | Iterable[fonts.Font | str] = (
|
| 45 |
+
fonts.GoogleFont("Outfit"), "Arial", "sans-serif",
|
| 46 |
+
),
|
| 47 |
+
font_mono: fonts.Font | str | Iterable[fonts.Font | str] = (
|
| 48 |
+
fonts.GoogleFont("IBM Plex Mono"), "ui-monospace", "monospace",
|
| 49 |
+
),
|
| 50 |
+
):
|
| 51 |
+
super().__init__(
|
| 52 |
+
primary_hue=primary_hue,
|
| 53 |
+
secondary_hue=secondary_hue,
|
| 54 |
+
neutral_hue=neutral_hue,
|
| 55 |
+
text_size=text_size,
|
| 56 |
+
font=font,
|
| 57 |
+
font_mono=font_mono,
|
| 58 |
+
)
|
| 59 |
+
super().set(
|
| 60 |
+
background_fill_primary="*primary_50",
|
| 61 |
+
background_fill_primary_dark="*primary_900",
|
| 62 |
+
body_background_fill="linear-gradient(135deg, *primary_200, *primary_100)",
|
| 63 |
+
body_background_fill_dark="linear-gradient(135deg, *primary_900, *primary_800)",
|
| 64 |
+
button_primary_text_color="white",
|
| 65 |
+
button_primary_text_color_hover="white",
|
| 66 |
+
button_primary_background_fill="linear-gradient(90deg, *secondary_500, *secondary_600)",
|
| 67 |
+
button_primary_background_fill_hover="linear-gradient(90deg, *secondary_600, *secondary_700)",
|
| 68 |
+
button_primary_background_fill_dark="linear-gradient(90deg, *secondary_600, *secondary_700)",
|
| 69 |
+
button_primary_background_fill_hover_dark="linear-gradient(90deg, *secondary_500, *secondary_600)",
|
| 70 |
+
slider_color="*secondary_500",
|
| 71 |
+
slider_color_dark="*secondary_600",
|
| 72 |
+
block_title_text_weight="600",
|
| 73 |
+
block_border_width="2px",
|
| 74 |
+
block_shadow="*shadow_drop_lg",
|
| 75 |
+
button_primary_shadow="*shadow_drop_lg",
|
| 76 |
+
button_large_padding="12px",
|
| 77 |
+
block_label_background_fill="*primary_200",
|
| 78 |
+
)
|
| 79 |
+
|
| 80 |
+
# Instantiate the new theme
|
| 81 |
+
hot_pink_theme = HotPinkTheme()
|
| 82 |
|
| 83 |
device = torch.device("cuda" if torch.cuda.is_available() else "cpu")
|
| 84 |
|
|
|
|
| 103 |
pipe.load_lora_weights("prithivMLmods/Photo-Restore-i2i", weight_name="Photo-Restore-i2i.safetensors", adapter_name="restorer")
|
| 104 |
pipe.load_lora_weights("prithivMLmods/Polaroid-Warm-i2i", weight_name="Polaroid-Warm-i2i.safetensors", adapter_name="polaroid")
|
| 105 |
pipe.load_lora_weights("prithivMLmods/Monochrome-Pencil", weight_name="Monochrome-Pencil-i2i.safetensors", adapter_name="pencil")
|
|
|
|
| 106 |
pipe.load_lora_weights("prithivMLmods/LZO-1-Preview", weight_name="LZO-1-Preview.safetensors", adapter_name="lzo")
|
| 107 |
|
| 108 |
|
|
|
|
| 113 |
def infer(input_image, prompt, lora_adapter, upscale_image, seed=42, randomize_seed=False, guidance_scale=2.5, steps=28, progress=gr.Progress(track_tqdm=True)):
|
| 114 |
"""
|
| 115 |
Perform image editing and optional upscaling, returning a pair for the ImageSlider.
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 116 |
"""
|
| 117 |
if not input_image:
|
| 118 |
raise gr.Error("Please upload an image for editing.")
|
|
|
|
| 125 |
pipe.set_adapters(["polaroid"], adapter_weights=[1.0])
|
| 126 |
elif lora_adapter == "MonochromePencil":
|
| 127 |
pipe.set_adapters(["pencil"], adapter_weights=[1.0])
|
|
|
|
| 128 |
elif lora_adapter == "LZO-Zoom":
|
| 129 |
pipe.set_adapters(["lzo"], adapter_weights=[1.0])
|
| 130 |
|
|
|
|
| 131 |
if randomize_seed:
|
| 132 |
seed = random.randint(0, MAX_SEED)
|
| 133 |
|
|
|
|
| 162 |
margin: 0 auto;
|
| 163 |
max-width: 960px;
|
| 164 |
}
|
| 165 |
+
#main-title h1 {font-size: 2.1em !important;}
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 166 |
"""
|
| 167 |
|
| 168 |
+
with gr.Blocks(css=css, theme=hot_pink_theme) as demo:
|
| 169 |
|
| 170 |
with gr.Column(elem_id="col-container"):
|
| 171 |
+
gr.Markdown("# **Photo-Mate-i2i**", elem_id="main-title")
|
| 172 |
+
gr.Markdown("Image manipulation with FLUX.1 Kontext adapters. [How to Use](https://huggingface.co/spaces/prithivMLmods/Photo-Mate-i2i/discussions/2)")
|
| 173 |
+
|
| 174 |
with gr.Row():
|
| 175 |
with gr.Column():
|
| 176 |
input_image = gr.Image(label="Image [PIL]", type="pil", height="300")
|
|
|
|
| 179 |
label="Edit Prompt",
|
| 180 |
show_label=False,
|
| 181 |
max_lines=1,
|
| 182 |
+
placeholder="Enter your prompt for editing (e.g., 'Remove glasses')",
|
| 183 |
container=False,
|
| 184 |
)
|
| 185 |
+
run_button = gr.Button("Run", variant="primary", scale=0)
|
| 186 |
with gr.Accordion("Advanced Settings", open=False):
|
| 187 |
|
| 188 |
seed = gr.Slider(
|
|
|
|
| 212 |
)
|
| 213 |
|
| 214 |
with gr.Column():
|
|
|
|
| 215 |
output_slider = ImageSlider(label="Before / After", show_label=False, interactive=False)
|
| 216 |
reuse_button = gr.Button("Reuse this image", visible=False)
|
| 217 |
|
| 218 |
with gr.Row():
|
| 219 |
lora_adapter = gr.Dropdown(
|
| 220 |
+
label="Chosen LoRA",
|
| 221 |
+
choices=["PhotoCleanser", "PhotoRestorer", "PolaroidWarm", "MonochromePencil", "LZO-Zoom"],
|
| 222 |
+
value="PhotoCleanser"
|
| 223 |
+
)
|
| 224 |
|
|
|
|
| 225 |
with gr.Row():
|
| 226 |
upscale_checkbox = gr.Checkbox(label="Upscale the final image", value=False)
|
| 227 |
|
|
|
|
| 230 |
["photocleanser/2.png", "[photo content], remove the cat from the image while preserving the background and remaining elements, maintaining realism and original details.", "PhotoCleanser"],
|
| 231 |
["photocleanser/1.png", "[photo content], remove the football from the image while preserving the background and remaining elements, maintaining realism and original details.", "PhotoCleanser"],
|
| 232 |
["photorestore/1.png", "[photo content], restore and enhance the image by repairing any damage, scratches, or fading. Colorize the photo naturally while preserving authentic textures and details, maintaining a realistic and historically accurate look.", "PhotoRestorer"],
|
|
|
|
| 233 |
["lzo/1.jpg", "[photo content], zoom in on the specified [face close-up], enhancing resolution and detail while preserving sharpness, realism, and original context. Maintain natural proportions and background continuity around the zoomed area.", "LZO-Zoom"],
|
| 234 |
["photorestore/2.png", "[photo content], restore and enhance the image by repairing any damage, scratches, or fading. Colorize the photo naturally while preserving authentic textures and details, maintaining a realistic and historically accurate look.", "PhotoRestorer"],
|
| 235 |
["polaroid/1.png", "[photo content], in the style of a vintage Polaroid, with warm, faded tones, and a white border.", "PolaroidWarm"],
|
| 236 |
["pencil/1.png", "[photo content], replicate the image as a pencil illustration, black and white, with sketch-like detailing.", "MonochromePencil"],
|
|
|
|
| 237 |
],
|
| 238 |
inputs=[input_image, prompt, lora_adapter],
|
|
|
|
| 239 |
outputs=[output_slider, seed],
|
| 240 |
fn=infer_example,
|
| 241 |
cache_examples="lazy",
|
|
|
|
| 246 |
triggers=[run_button.click, prompt.submit],
|
| 247 |
fn=infer,
|
| 248 |
inputs=[input_image, prompt, lora_adapter, upscale_checkbox, seed, randomize_seed, guidance_scale, steps],
|
|
|
|
| 249 |
outputs=[output_slider, seed, reuse_button]
|
| 250 |
)
|
| 251 |
|
|
|
|
| 252 |
reuse_button.click(
|
|
|
|
| 253 |
fn=lambda images: images[1] if isinstance(images, (list, tuple)) and len(images) > 1 else images,
|
| 254 |
inputs=[output_slider],
|
| 255 |
outputs=[input_image]
|