Spaces:
Build error
Build error
Create app.py
Browse files
app.py
ADDED
|
@@ -0,0 +1,128 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
import gradio as gr
|
| 2 |
+
import torch
|
| 3 |
+
from diffusers import StableDiffusionPipeline, EulerDiscreteScheduler
|
| 4 |
+
from jinja2 import Template
|
| 5 |
+
from IPython.display import display, HTML
|
| 6 |
+
# Load the Stable Diffusion model
|
| 7 |
+
sd_model_id = "bhoomikagp/sd2-interior-model-version2"
|
| 8 |
+
scheduler = EulerDiscreteScheduler.from_pretrained(sd_model_id, subfolder="scheduler")
|
| 9 |
+
|
| 10 |
+
device = "cuda" if torch.cuda.is_available() else "cpu"
|
| 11 |
+
torch_dtype = torch.float16 if device == "cuda" else torch.float32
|
| 12 |
+
|
| 13 |
+
sd_pipeline = StableDiffusionPipeline.from_pretrained(
|
| 14 |
+
sd_model_id,
|
| 15 |
+
torch_dtype=torch_dtype,
|
| 16 |
+
scheduler=scheduler
|
| 17 |
+
).to(device)
|
| 18 |
+
|
| 19 |
+
# Choices lists
|
| 20 |
+
option_choices = ["Living Room", "Bedroom", "Kitchen", "Dining Room", "Bathroom", "Office Room", "Laundry Room", "Family Room", "Play Room", "Study Room"]
|
| 21 |
+
adj_1_choices = [
|
| 22 |
+
"Large", "Comfortable", "Simple", "Fancy", "New", "Country Style",
|
| 23 |
+
"Rich", "Friendly", "Bright", "Stylish", "Cheerful", "Warm",
|
| 24 |
+
"Peaceful", "Trendy", "Chic"
|
| 25 |
+
]
|
| 26 |
+
architecture_style_choices = ["New", "Current", "Classic", "Factory", "Scandinavian",
|
| 27 |
+
"Old Style", "Colonial", "Art Style", "Old Classic", "Mediterranean",
|
| 28 |
+
"Pointed", "Fancy", "Japanese", "Rough", "Tropical"]
|
| 29 |
+
aesthetic_choices = ["Free Spirit", "Old", "Simple", "Rich", "Mixed",
|
| 30 |
+
"Mid-Century", "Art Style", "Farmhouse", "Industrial",
|
| 31 |
+
"Worn", "Rustic", "Beach", "City", "Mixed",
|
| 32 |
+
"Classic Modern"]
|
| 33 |
+
accent_color_choices = ["blue", "green", "beige", "grey", "white", "black", "cream", "brown", "taupe", "burgundy", "mustard", "terracotta", "olive", "peach", "navy"]
|
| 34 |
+
wood_finish_choices = ["dark oak", "walnut", "mahogany", "teak", "maple", "cherry", "pine", "birch", "ash", "rosewood", "ebony", "cedar", "hickory", "elm", "red oak"]
|
| 35 |
+
wall_color_choices = ["cream", "off-white", "charcoal", "sage green", "navy blue", "taupe", "light grey", "soft pink", "mustard yellow", "deep teal", "warm beige", "pearl white", "slate blue", "coral", "mint green"]
|
| 36 |
+
tiles_choices = ["marble", "ceramic", "porcelain", "slate", "wooden-look", "mosaic", "granite", "terracotta", "cement", "quartz", "limestone", "onyx", "travertine", "glass", "encaustic"]
|
| 37 |
+
|
| 38 |
+
# Cost Data Links
|
| 39 |
+
cost_data = {
|
| 40 |
+
"Accent Color": {color: f'<a href="https://materialdepot.in/primary%20color%20{color.replace(" ", "%20")}-search">{color}</a>' for color in accent_color_choices},
|
| 41 |
+
"Wood Finish": {wood: f'<a href="https://materialdepot.in/wood%20finish%20{wood.replace(" ", "%20")}-search">{wood}</a>' for wood in wood_finish_choices},
|
| 42 |
+
"Tiles": {tile: f'<a href="https://materialdepot.in/tiles%20{tile.replace(" ", "%20")}-search">{tile}</a>' for tile in tiles_choices},
|
| 43 |
+
"Wall Color": {color: f'<a href="https://materialdepot.in/wall%20color%20{color.replace(" ", "%20")}-search">{color}</a>' for color in wall_color_choices},
|
| 44 |
+
}
|
| 45 |
+
def get_selected_cost_links(accent_color, wood_finish, wall_color, tiles):
|
| 46 |
+
selected_links = [
|
| 47 |
+
f"**Accent Color ({accent_color})**: {cost_data['Accent Color'].get(accent_color, 'No link available')}","\n"
|
| 48 |
+
f"**Wood Finish ({wood_finish})**: {cost_data['Wood Finish'].get(wood_finish, 'No link available')}","\n"
|
| 49 |
+
f"**Wall Color ({wall_color})**: {cost_data['Wall Color'].get(wall_color, 'No link available')}","\n"
|
| 50 |
+
f"**Tiles ({tiles})**: {cost_data['Tiles'].get(tiles, 'No link available')}""\n"
|
| 51 |
+
]
|
| 52 |
+
return "\n".join(selected_links)
|
| 53 |
+
|
| 54 |
+
# Templates for room descriptions
|
| 55 |
+
templates = {
|
| 56 |
+
room: Template(
|
| 57 |
+
"""
|
| 58 |
+
High quality, high resolution, interior render of a {{ adj_1 }} {{ room | lower }}, in {{ architecture_style }} architecture,
|
| 59 |
+
with {{ aesthetic }} style, painted in {{ wall_color }} with {{ accent_color }} accents, {{ wood_finish }} wood finishes,
|
| 60 |
+
and {{ tiles }} flooring.
|
| 61 |
+
"""
|
| 62 |
+
) for room in option_choices
|
| 63 |
+
}
|
| 64 |
+
|
| 65 |
+
def generate_prompt(option, adj_1, architecture_style, aesthetic, accent_color, wood_finish, wall_color, tiles):
|
| 66 |
+
return templates[option].render(
|
| 67 |
+
room=option,
|
| 68 |
+
adj_1=adj_1,
|
| 69 |
+
architecture_style=architecture_style,
|
| 70 |
+
aesthetic=aesthetic,
|
| 71 |
+
accent_color=accent_color,
|
| 72 |
+
wood_finish=wood_finish,
|
| 73 |
+
wall_color=wall_color,
|
| 74 |
+
tiles=tiles
|
| 75 |
+
)
|
| 76 |
+
|
| 77 |
+
def generate_image(option, adj_1, architecture_style, aesthetic, accent_color, wood_finish, wall_color, tiles):
|
| 78 |
+
prompt = generate_prompt(option, adj_1, architecture_style, aesthetic, accent_color, wood_finish, wall_color, tiles)
|
| 79 |
+
generator = torch.manual_seed(torch.randint(0, 2**32, (1,)).item())
|
| 80 |
+
img = sd_pipeline(
|
| 81 |
+
prompt=prompt,
|
| 82 |
+
guidance_scale=7,
|
| 83 |
+
num_inference_steps=20,
|
| 84 |
+
width=640,
|
| 85 |
+
height=640,
|
| 86 |
+
generator=generator
|
| 87 |
+
).images[0]
|
| 88 |
+
return img
|
| 89 |
+
|
| 90 |
+
# Gradio UI
|
| 91 |
+
with gr.Blocks() as app:
|
| 92 |
+
gr.HTML("<div style='display: flex; justify-content: center; align-items: center;'><img src='https://media-hosting.imagekit.io//43432412d59b4330/DALL路E 2025-02-07 15.41.46 - A minimalist logo design for 'DreamSpace AI'. The logo features a small house outline combined with a glowing futuristic circuit pattern, symbolizing .webp?Expires=1835243070&Key-Pair-Id=K2ZIVPTIP2VGHC&Signature=qiDQGAh0pyv-ltJc5vwaUS4ax~9l1Cq3pLGHava2Lv4s94gyUWuNY3OqQiHsrklChaeVA78PfM7xdBxNlKV5HlKu17xGQaxouZ3BIlLQi93dRVZoqc3Tj4RfFn~7yaYoKTkkG6gjtuQabX~zK3Uzylatyvjl7uO2UCRzN-R2bFpkJPmiu1c2WGgRtTqQhMjUfY4CaVfzRhZgZ~ISdqAxBBR6XqIUgFbEi2DrsezXe59~wzmoFzTAuIxbmOD6CtuivUBNtFMHoInyOwlbPm~vl6pPhuuTe0c2WSDZIW79wu7B-FmFVl-d4bldVPZ4uP~K6-ux4RVg1zO2FnloeuRUmQ__' style='width: 50px; height: auto; margin-right: 10px;'><h1>DREAMSPACE AI</h1></div>")
|
| 93 |
+
|
| 94 |
+
|
| 95 |
+
with gr.Row():
|
| 96 |
+
option = gr.Dropdown(label="Room Type", choices=option_choices, value="Living Room")
|
| 97 |
+
adj_1 = gr.Dropdown(label="Primary Adjective", choices=adj_1_choices, value="Modern")
|
| 98 |
+
architecture_style = gr.Dropdown(label="Architecture Style", choices=architecture_style_choices, value="Modern")
|
| 99 |
+
|
| 100 |
+
with gr.Row():
|
| 101 |
+
aesthetic = gr.Dropdown(label="Interior Theme", choices=aesthetic_choices, value="Minimalist")
|
| 102 |
+
accent_color = gr.Dropdown(label="Primary Color", choices=accent_color_choices, value="White")
|
| 103 |
+
wood_finish = gr.Dropdown(label="Wood Finish", choices=wood_finish_choices, value="Oak")
|
| 104 |
+
|
| 105 |
+
with gr.Row():
|
| 106 |
+
wall_color = gr.Dropdown(label="Wall Color", choices=wall_color_choices, value="Off-White")
|
| 107 |
+
tiles = gr.Dropdown(label="Tile Type", choices=tiles_choices, value="Marble")
|
| 108 |
+
|
| 109 |
+
generate_btn = gr.Button("馃帹 Generate Image")
|
| 110 |
+
output_image = gr.Image(label="Generated Image")
|
| 111 |
+
|
| 112 |
+
calculate_costs_btn = gr.Button("馃挵 Check Costs")
|
| 113 |
+
costs_output = gr.Markdown("\n")
|
| 114 |
+
|
| 115 |
+
generate_btn.click(
|
| 116 |
+
fn=generate_image,
|
| 117 |
+
inputs=[option, adj_1, architecture_style, aesthetic, accent_color, wood_finish, wall_color, tiles],
|
| 118 |
+
outputs=output_image
|
| 119 |
+
)
|
| 120 |
+
|
| 121 |
+
calculate_costs_btn.click(
|
| 122 |
+
fn=get_selected_cost_links,
|
| 123 |
+
inputs=[accent_color, wood_finish, wall_color, tiles],
|
| 124 |
+
outputs=costs_output
|
| 125 |
+
)
|
| 126 |
+
|
| 127 |
+
app.launch(debug=True, share=True)
|
| 128 |
+
display(HTML("<style>#calculate-costs-btn {background-color: #007bff; color: white; border: none; padding: 10px 20px; cursor: pointer;} #calculate-costs-btn:hover {background-color: #0056b3;}</style>"))
|