Spaces:
Running
Running
Commit Β·
8bd49c7
1
Parent(s): d511f58
add: outpainting app
Browse files- app.py +220 -0
- requirements.txt +2 -0
app.py
ADDED
|
@@ -0,0 +1,220 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
import io
|
| 2 |
+
import os
|
| 3 |
+
|
| 4 |
+
import gradio as gr
|
| 5 |
+
from google import genai
|
| 6 |
+
from PIL import Image
|
| 7 |
+
|
| 8 |
+
# Initialize the Gemini client
|
| 9 |
+
client = genai.Client(api_key=os.environ.get("GEMINI_API_KEY"))
|
| 10 |
+
|
| 11 |
+
|
| 12 |
+
def add_padding(image, side, padding_size):
|
| 13 |
+
"""Add black padding to specified side of image"""
|
| 14 |
+
width, height = image.size
|
| 15 |
+
if side == "left":
|
| 16 |
+
new_image = Image.new("RGB", (width + padding_size, height), color="black")
|
| 17 |
+
new_image.paste(image, (padding_size, 0))
|
| 18 |
+
elif side == "right":
|
| 19 |
+
new_image = Image.new("RGB", (width + padding_size, height), color="black")
|
| 20 |
+
new_image.paste(image, (0, 0))
|
| 21 |
+
elif side == "top":
|
| 22 |
+
new_image = Image.new("RGB", (width, height + padding_size), color="black")
|
| 23 |
+
new_image.paste(image, (0, padding_size))
|
| 24 |
+
elif side == "bottom":
|
| 25 |
+
new_image = Image.new("RGB", (width, height + padding_size), color="black")
|
| 26 |
+
new_image.paste(image, (0, 0))
|
| 27 |
+
return new_image
|
| 28 |
+
|
| 29 |
+
|
| 30 |
+
def preview_padding(image, side, padding_size):
|
| 31 |
+
"""Add black padding to image and show preview"""
|
| 32 |
+
if image is None:
|
| 33 |
+
return None, None, "No image to pad", ""
|
| 34 |
+
if not isinstance(image, Image.Image):
|
| 35 |
+
image = Image.fromarray(image)
|
| 36 |
+
|
| 37 |
+
padded_image = add_padding(image, side, padding_size)
|
| 38 |
+
width, height = padded_image.size
|
| 39 |
+
info_text = (
|
| 40 |
+
f"Padded size: {width} x {height} pixels ({padding_size}px added to {side})"
|
| 41 |
+
)
|
| 42 |
+
|
| 43 |
+
direction_text = {
|
| 44 |
+
"left": "left side",
|
| 45 |
+
"right": "right side",
|
| 46 |
+
"top": "top",
|
| 47 |
+
"bottom": "bottom",
|
| 48 |
+
}
|
| 49 |
+
default_prompt = (
|
| 50 |
+
f"This image has a black region on the {direction_text[side]}. "
|
| 51 |
+
f"Please naturally extend and outpaint the image to fill in the black area on the {direction_text[side]}. "
|
| 52 |
+
f"Make it look seamless and consistent with the existing image content, matching the style, colors, and content naturally. "
|
| 53 |
+
f"Do not leave any black areas - completely fill in the {direction_text[side]} region."
|
| 54 |
+
)
|
| 55 |
+
return padded_image, side, info_text, default_prompt
|
| 56 |
+
|
| 57 |
+
|
| 58 |
+
def outpaint_with_nano_banana(padded_image, side, custom_prompt):
|
| 59 |
+
"""Use Nano Banana to outpaint the padded image"""
|
| 60 |
+
if padded_image is None:
|
| 61 |
+
return None, "No padded image to outpaint"
|
| 62 |
+
if side is None:
|
| 63 |
+
return None, "No side information available"
|
| 64 |
+
|
| 65 |
+
if custom_prompt and custom_prompt.strip():
|
| 66 |
+
prompt = custom_prompt
|
| 67 |
+
else:
|
| 68 |
+
direction_text = {
|
| 69 |
+
"left": "left side",
|
| 70 |
+
"right": "right side",
|
| 71 |
+
"top": "top",
|
| 72 |
+
"bottom": "bottom",
|
| 73 |
+
}
|
| 74 |
+
prompt = (
|
| 75 |
+
f"This image has a black region on the {direction_text[side]}. "
|
| 76 |
+
f"Please naturally extend and outpaint the image to fill in the black area on the {direction_text[side]}."
|
| 77 |
+
)
|
| 78 |
+
|
| 79 |
+
try:
|
| 80 |
+
response = client.models.generate_content(
|
| 81 |
+
model="gemini-2.5-flash-image", contents=[padded_image, prompt]
|
| 82 |
+
)
|
| 83 |
+
for part in response.candidates[0].content.parts:
|
| 84 |
+
if getattr(part, "inline_data", None):
|
| 85 |
+
result_image = Image.open(io.BytesIO(part.inline_data.data))
|
| 86 |
+
w, h = result_image.size
|
| 87 |
+
return result_image, f"Output size: {w} x {h} pixels"
|
| 88 |
+
w, h = padded_image.size
|
| 89 |
+
return padded_image, f"Output size: {w} x {h} pixels (no result from API)"
|
| 90 |
+
except Exception as e:
|
| 91 |
+
return padded_image, f"Error: {str(e)}"
|
| 92 |
+
|
| 93 |
+
|
| 94 |
+
def get_image_info(image):
|
| 95 |
+
"""Get image size information"""
|
| 96 |
+
if image is None:
|
| 97 |
+
return "No image uploaded"
|
| 98 |
+
if not isinstance(image, Image.Image):
|
| 99 |
+
image = Image.fromarray(image)
|
| 100 |
+
w, h = image.size
|
| 101 |
+
return f"Image size: {w} x {h} pixels"
|
| 102 |
+
|
| 103 |
+
|
| 104 |
+
# Create Gradio interface
|
| 105 |
+
with gr.Blocks(title="Nano Banana Outpainting") as demo:
|
| 106 |
+
gr.Markdown("# π Nano Banana Outpainting App")
|
| 107 |
+
gr.Markdown(
|
| 108 |
+
"Upload an image and click a direction to add black padding. Review the padding, then click 'Outpaint' to fill it in with AI."
|
| 109 |
+
)
|
| 110 |
+
|
| 111 |
+
# State variables
|
| 112 |
+
padded_state = gr.State(None)
|
| 113 |
+
side_state = gr.State(None)
|
| 114 |
+
|
| 115 |
+
# βββββββββββββββββββββββββββββ
|
| 116 |
+
# ROW 1: The three image panes
|
| 117 |
+
# βββββββββββββββββββββββββββββ
|
| 118 |
+
with gr.Row():
|
| 119 |
+
# LEFT: Upload + info
|
| 120 |
+
with gr.Column():
|
| 121 |
+
input_image = gr.Image(label="Upload Image", type="pil")
|
| 122 |
+
image_info = gr.Textbox(
|
| 123 |
+
label="Input Image Info", interactive=False, value="No image uploaded"
|
| 124 |
+
)
|
| 125 |
+
|
| 126 |
+
# MIDDLE: Padded preview + info
|
| 127 |
+
with gr.Column():
|
| 128 |
+
padded_preview = gr.Image(
|
| 129 |
+
label="Padded Image (with black pixels)", type="pil", interactive=False
|
| 130 |
+
)
|
| 131 |
+
padded_info = gr.Textbox(
|
| 132 |
+
label="Padded Image Info", interactive=False, value="No padding applied"
|
| 133 |
+
)
|
| 134 |
+
|
| 135 |
+
# RIGHT: Outpainted result + info
|
| 136 |
+
with gr.Column():
|
| 137 |
+
output_image = gr.Image(
|
| 138 |
+
label="Outpainted Result", type="pil", interactive=False
|
| 139 |
+
)
|
| 140 |
+
output_info = gr.Textbox(
|
| 141 |
+
label="Output Image Info", interactive=False, value="No output yet"
|
| 142 |
+
)
|
| 143 |
+
|
| 144 |
+
# βββββββββββββββββββββββββββββ
|
| 145 |
+
# ROW 2: Step 1 and Step 2 side-by-side
|
| 146 |
+
# βββββββββββββββββββββββββββββ
|
| 147 |
+
with gr.Row():
|
| 148 |
+
# STEP 1 PANEL (left)
|
| 149 |
+
with gr.Column(scale=1, min_width=360):
|
| 150 |
+
gr.Markdown("### Step 1: Choose direction to add black padding")
|
| 151 |
+
# Padding size belongs to Step 1
|
| 152 |
+
gr.Markdown("**Padding Size:**")
|
| 153 |
+
padding_slider = gr.Slider(
|
| 154 |
+
minimum=50,
|
| 155 |
+
maximum=500,
|
| 156 |
+
value=100,
|
| 157 |
+
step=10,
|
| 158 |
+
label="Black Padding Size (pixels)",
|
| 159 |
+
info="Adjust how many pixels to add",
|
| 160 |
+
)
|
| 161 |
+
with gr.Row():
|
| 162 |
+
btn_top = gr.Button("β¬οΈ Top", size="lg")
|
| 163 |
+
with gr.Row():
|
| 164 |
+
btn_left = gr.Button("β¬
οΈ Left", size="lg")
|
| 165 |
+
btn_right = gr.Button("β‘οΈ Right", size="lg")
|
| 166 |
+
with gr.Row():
|
| 167 |
+
btn_bottom = gr.Button("β¬οΈ Bottom", size="lg")
|
| 168 |
+
|
| 169 |
+
gr.Markdown("### Step 3: Outpaint the black region")
|
| 170 |
+
btn_outpaint = gr.Button(
|
| 171 |
+
"π¨ Outpaint with Nano Banana", size="lg", variant="primary"
|
| 172 |
+
)
|
| 173 |
+
|
| 174 |
+
# STEP 2 PANEL (right)
|
| 175 |
+
with gr.Column(scale=1, min_width=360):
|
| 176 |
+
gr.Markdown("### Step 2: Customize Prompt (Optional)")
|
| 177 |
+
prompt_textbox = gr.Textbox(
|
| 178 |
+
label="Outpainting Prompt",
|
| 179 |
+
placeholder="Click a direction button to see the default prompt, then edit if desired",
|
| 180 |
+
value="",
|
| 181 |
+
lines=6,
|
| 182 |
+
info="Edit this prompt to control what Nano Banana generates.",
|
| 183 |
+
show_label=True,
|
| 184 |
+
)
|
| 185 |
+
|
| 186 |
+
# Wire events
|
| 187 |
+
input_image.change(fn=get_image_info, inputs=input_image, outputs=image_info)
|
| 188 |
+
|
| 189 |
+
btn_top.click(
|
| 190 |
+
fn=lambda img, pad_size: preview_padding(img, "top", pad_size),
|
| 191 |
+
inputs=[input_image, padding_slider],
|
| 192 |
+
outputs=[padded_preview, side_state, padded_info, prompt_textbox],
|
| 193 |
+
).then(fn=lambda img: img, inputs=padded_preview, outputs=padded_state)
|
| 194 |
+
|
| 195 |
+
btn_bottom.click(
|
| 196 |
+
fn=lambda img, pad_size: preview_padding(img, "bottom", pad_size),
|
| 197 |
+
inputs=[input_image, padding_slider],
|
| 198 |
+
outputs=[padded_preview, side_state, padded_info, prompt_textbox],
|
| 199 |
+
).then(fn=lambda img: img, inputs=padded_preview, outputs=padded_state)
|
| 200 |
+
|
| 201 |
+
btn_left.click(
|
| 202 |
+
fn=lambda img, pad_size: preview_padding(img, "left", pad_size),
|
| 203 |
+
inputs=[input_image, padding_slider],
|
| 204 |
+
outputs=[padded_preview, side_state, padded_info, prompt_textbox],
|
| 205 |
+
).then(fn=lambda img: img, inputs=padded_preview, outputs=padded_state)
|
| 206 |
+
|
| 207 |
+
btn_right.click(
|
| 208 |
+
fn=lambda img, pad_size: preview_padding(img, "right", pad_size),
|
| 209 |
+
inputs=[input_image, padding_slider],
|
| 210 |
+
outputs=[padded_preview, side_state, padded_info, prompt_textbox],
|
| 211 |
+
).then(fn=lambda img: img, inputs=padded_preview, outputs=padded_state)
|
| 212 |
+
|
| 213 |
+
btn_outpaint.click(
|
| 214 |
+
fn=outpaint_with_nano_banana,
|
| 215 |
+
inputs=[padded_state, side_state, prompt_textbox],
|
| 216 |
+
outputs=[output_image, output_info],
|
| 217 |
+
)
|
| 218 |
+
|
| 219 |
+
if __name__ == "__main__":
|
| 220 |
+
demo.launch(debug=True)
|
requirements.txt
ADDED
|
@@ -0,0 +1,2 @@
|
|
|
|
|
|
|
|
|
|
| 1 |
+
pillow
|
| 2 |
+
google-genai
|