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Update app/exterior.py
Browse files- app/exterior.py +604 -604
app/exterior.py
CHANGED
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@@ -1,604 +1,604 @@
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import os
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import subprocess
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import time
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from PIL import Image
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from io import BytesIO
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import pandas as pd
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import numpy as np
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from streamlit_image_select import image_select
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from streamlit_image_comparison import image_comparison
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import streamlit as st
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#______________________________Add image________________________________________________________________________________________________________________________________________
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def app(pipeline):
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# Initialize session states if they don't exist
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if 'lock_settings' not in st.session_state:
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st.session_state['lock_settings'] = False
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if 'generating_process' not in st.session_state:
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st.session_state['generating_process'] = False
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if 'generation_complete' not in st.session_state:
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st.session_state['generation_complete'] = False
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if 'generated_image' not in st.session_state:
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st.session_state['generated_image'] = None
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with st.container(border= True):
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st.header("1. Upload your image", )
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uploaded_image = st.file_uploader(
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label= "# **Upload you image**",
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type= ['png', 'jpg', 'jpeg'],
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disabled= st.session_state['lock_settings'],
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label_visibility = 'collapsed',
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)
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if uploaded_image:
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st.image(uploaded_image)
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pil_img = Image.open(uploaded_image).convert("RGB")
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#_____________________________Add Design Style and Building Type________________________________________________________________________________________________________________________________________
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style_choices = ["Modern", "Minimalism","Art Deco",
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"Art Nouveau","Baroque", "Brutalist", "Classical", "Neo-Classical",
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"Cyberpunk", "Deconstructivism", "Futurism", "Sustainable",
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"Gothic", "Neo-Futurism", "Victorian"
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]
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functionality_choices = [
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"Residential", "Villa", "Office", "Skyscraper",
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"Hotel", "School Campus", "Farmhouse", "Playground", "Park", "Apartment",
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"Hospital", "Kindergarten", "Church", "Container", "Bridge",
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"Resort", "Airport", "Factory", "Stadium", "Temple", "Tree House"
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]
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with st.container(border= True):
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st.header("Choose style and functionality", divider= 'blue')
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style_col, function_col = st.columns([0.91, 1], border= False)
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with style_col:
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st.write("**Design Style**")
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styles= st.selectbox(label='Style choice',
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options= style_choices,
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placeholder= "Design style",
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label_visibility= 'collapsed',
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disabled= st.session_state['lock_settings']
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)
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with function_col:
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st.write("**Functionality**")
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functional= st.selectbox(
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label='Functionality choice',
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options= functionality_choices,
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placeholder= "Functionality",
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label_visibility= 'collapsed',
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disabled= st.session_state['lock_settings']
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)
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#______________________________________Add Detail________________________________________________________________________________________________________________________________________
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def idx2cls(mode:list):
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return {i: j for i, j in enumerate(mode)}
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if "season" not in st.session_state:
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st.session_state['season'] = ""
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if "weather" not in st.session_state:
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st.session_state['weather'] = ""
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if "day" not in st.session_state:
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st.session_state['day'] = ""
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if "landscape" not in st.session_state:
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st.session_state['landscape'] = ""
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with st.container(border= True):
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st.header("Add Details")
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@st.dialog("Choose Season")
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def add_season():
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season_photos = [r".\app\asset\images\season\Spring.jpg",
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r".\app\asset\images\season\Summer.jpg",
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r".\app\asset\images\season\Autumn.jpg",
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r".\app\asset\images\season\Winter.jpg"]
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season_caps = ["Spring", "Summer", "Autumn", "Winter"]
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season_selection = image_select(label= "",
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images = season_photos,
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captions= season_caps, return_value= 'index',
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)
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season_button = st.button("**Select**",
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use_container_width= True,
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type='primary')
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idx2class = idx2cls(season_caps)
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if season_button:
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st.session_state['season'] = idx2class[season_selection]
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st.rerun()
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@st.dialog("Choose Weather")
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def add_weather():
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weather_photos = [r".\app\asset\images\weather\Sunny.jpg", r".\app\asset\images\weather\Rainy.jpg",
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r".\app\asset\images\weather\Cloudy.jpg", r"E:.\app\asset\images\weather\Foggy.jpg",
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r".\app\asset\images\weather\Snowy.jpg", r"E:.\app\asset\images\weather\Storm.jpg"]
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weather_caps = ['Sunny', "Rainy", "Cloudy", "Foggy", "Snowy", "Storm"]
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weather_selection = image_select(label='',
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images= weather_photos,
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captions= weather_caps,
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return_value= 'index')
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weather_button = st.button("**Select**",
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use_container_width= True,
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type='primary')
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idx2class = idx2cls(weather_caps)
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if weather_button:
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st.session_state['weather'] = idx2class[weather_selection]
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st.rerun()
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@st.dialog("Time of Day")
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def add_day():
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day_photos = [
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r".\app\asset\images\time of day\sunrise.jpg",
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r".\app\asset\images\time of day\mid_day.jpg",
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r".\app\asset\images\time of day\sunset.jpg",
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r".\app\asset\images\time of day\night.jpg"
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]
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day_caps = ["Sunrise", "Mid day", "Sunset", "Night"]
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day_selection = image_select(label='',
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images= day_photos,
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captions= day_caps,
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return_value= 'index')
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day_button = st.button("**Select**",
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use_container_width= True,
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type='primary')
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idx2class = idx2cls(day_caps)
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if day_button:
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st.session_state['day'] = idx2class[day_selection]
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st.rerun()
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@st.dialog("Landscape")
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def add_landscape():
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landscape_photos = [r".\app\asset\images\landscape\urban.jpg", r".\app\asset\images\landscape\surburban.jpg",
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r".\app\asset\images\landscape\coastal.jpg", r".\app\asset\images\landscape\grassland.jpg",
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r".\app\asset\images\landscape\forest.jpg", r".\app\asset\images\landscape\tropical.jpg",
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r".\app\asset\images\landscape\desert.jpg", r".\app\asset\images\landscape\mountain.jpg",
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r".\app\asset\images\landscape\swamp.jpg", r".\app\asset\images\landscape\polar.jpg"]
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landscape_caps = ["Urban", "Suburban", "Coastal", "Grassland", 'Forest',
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'Tropical', "Desert", "Mountain", "Swamp", "Polar"]
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landscape_selection = image_select(label='',
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images= landscape_photos,
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captions= landscape_caps,
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return_value= 'index')
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landscape_button = st.button("**Select**",
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use_container_width= True,
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type='primary')
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idx2class = idx2cls(landscape_caps)
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if landscape_button:
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st.session_state['landscape'] = idx2class[landscape_selection]
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st.rerun()
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with st.popover(label= "Add Detail",
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use_container_width= True,
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disabled= st.session_state['lock_settings']):
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first_col, second_col = st.columns([0.5, 0.5], vertical_alignment='center')
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with first_col:
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if st.button("**Season**", use_container_width= True):
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add_season()
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if st.button("**Weather**", use_container_width= True):
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add_weather()
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with second_col:
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if st.button("**Time**", use_container_width= True):
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add_day()
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if st.button("**Landscape**", use_container_width= True):
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add_landscape()
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col1, col2 = st.columns([0.5, 0.8], vertical_alignment= "bottom")
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col3, col4 = st.columns([0.5, 0.8], vertical_alignment= "bottom")
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col5, col6 = st.columns([0.5, 0.8], vertical_alignment= "bottom")
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col7, col8 = st.columns([0.5, 0.8], vertical_alignment= "bottom")
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col1.markdown('<p style="font-size:18px; font-weight:bold;">Season:</p>', unsafe_allow_html=True)
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col2.markdown(f'<p style="font-size:16px; font-weight:normal;">{st.session_state["season"]}</p>', unsafe_allow_html=True)
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col3.markdown('<p style="font-size:18px; font-weight:bold;">Time:</p>', unsafe_allow_html=True)
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col4.markdown(f'<p style="font-size:16px; font-weight:normal;">{st.session_state["day"]}</p>', unsafe_allow_html=True)
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col5.markdown('<p style="font-size:18px; font-weight:bold;">Weather:</p>', unsafe_allow_html=True)
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col6.markdown(f'<p style="font-size:16px; font-weight:normal;">{st.session_state["weather"]}</p>', unsafe_allow_html=True)
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col7.markdown('<p style="font-size:18px; font-weight:bold;">Landscape:</p>', unsafe_allow_html=True)
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col8.markdown(f'<p style="font-size:16px; font-weight:normal;">{st.session_state["landscape"]}</p>', unsafe_allow_html=True)
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#________________________________Add Prompt and Negative Prompt________________________________________________________________________________________________________________________________________
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with st.container(border=True):
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st.header("Add Prompts")
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@st.dialog("Keywords")
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def add_keywords():
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with st.container(border= True, height= 270):
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st.subheader(body= "View Direction")
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views = st.pills(
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label= "Choose view",
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options= ['Elevation Frontal View', 'Aerial View', 'Close-Up Shot',
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'Street-level View', 'Wide Shot', 'Cropped View'],
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selection_mode= 'multi',
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label_visibility= 'collapsed'
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)
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views = [i.lower() for i in views]
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st.subheader(body= "Space Type")
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spaces = st.pills(
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label= "Choose spaces",
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options= ['Residential building', 'Countryside villa', "Office building",
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"Office Tower", "Skyscraper", "Stadium Building", "School Building",
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"Hotel Building", "Factory Building", "Commercial Building"],
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selection_mode= 'multi',
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label_visibility= 'collapsed'
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)
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spaces = [i.lower() for i in spaces]
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st.subheader(body= "Design style")
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design = st.pills(
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label= "Design style",
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options= ["Modern", "Minimalism","Art Deco",
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"Art Nouveau","Baroque", "Brutalist", "Classical", "Neo-Classical",
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"Cyberpunk", "Deconstructivism", "Futurism",
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"Gothic", "Neo-Futurism", "Victorian"],
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selection_mode= 'multi',
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label_visibility= 'collapsed'
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)
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design = [i.lower() for i in design]
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st.subheader(body= "Materials")
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material = st.pills(
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label= "Materials",
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options= ['Glass', 'Stone', "Metal", "Steel", "Wood", "Brick", "Plastic", "Gypsum",
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"Concrete", "Polished Concrete", "Paint", "Stucco", "Marble", "Terracotta"],
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selection_mode= 'multi',
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label_visibility= 'collapsed'
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)
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material = [i.lower() for i in material]
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st.subheader(body= "Landscape")
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landscape = st.pills(
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label= "Landscape",
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options= ['Cityscape', 'Countryside', "Forest", "Desert", "Mountain", "Coastal",
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"Tropical", "Grassland", "Tundra", "Wetland"],
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selection_mode= 'multi',
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label_visibility= 'collapsed'
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)
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landscape = [i.lower() for i in landscape]
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st.subheader(body= "Weather")
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weather = st.pills(
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label= "Weather",
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options= ['Sunny', 'Night', "Rainy", "Snowy", "Cloudy Sky", "Foggy",
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"Dusk", "Sunset", "Sunrise"],
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selection_mode= 'multi',
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label_visibility= 'collapsed'
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)
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weather = [i.lower() for i in weather]
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st.subheader(body= "Lighting")
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lighting = st.pills(
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label= "lighting",
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options= ['Soft Lights', 'Golden Hour', "Morning Lights", "Sunbeams", "High Contrast"],
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selection_mode= 'multi',
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label_visibility= 'collapsed'
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)
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lighting = [i.lower() for i in lighting]
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if st.button(label= "# **Add Keywords**", type= "primary"):
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combined = views + spaces + design + material + landscape + weather + lighting
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if not combined:
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st.error(":red[**You haven't selected any keywords**]", icon="🚨")
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else:
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st.session_state['add_kw'] = f"{prompt} {
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st.rerun()
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if st.button("**+ Add Keywords**",
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type= 'secondary',
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disabled= st.session_state['lock_settings']):
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add_keywords()
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if "add_kw" not in st.session_state:
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st.session_state['add_kw'] = str("")
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prompt = st.text_area(
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label= "# **Prompt**",
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placeholder= "Describe your image",
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value = st.session_state['add_kw'],
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max_chars= 600,
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disabled= st.session_state['lock_settings']
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)
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neg_prompt= st.text_area(
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label= "# **Negative prompt (optinal)**",
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placeholder= "Remove unwanted element",
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value= '',
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max_chars= 200,
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disabled= st.session_state['lock_settings'],
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)
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#___________________________________Creative mode________________________________________________________________________________________________________________________________________
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if 'guidance' not in st.session_state:
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st.session_state['guidance'] = 7.50
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with st.container(border= True):
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st.header(body= "Creative")
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# Process the classifier free guidance
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def process_guidance(guidance, max_value):
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try:
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return float(max_value) - float(guidance)
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except Exception as e:
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return f"Invalid data type: {e}"
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| 360 |
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# Function to update guidance value
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def change_guidance():
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if st.session_state['guidance'] != st.session_state['guidance_numeric']:
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st.session_state['guidance'] = float(st.session_state['guidance_numeric'])
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| 366 |
-
elif st.session_state['guidance'] != st.session_state['guidance_slider']:
|
| 367 |
-
st.session_state['guidance'] = float(st.session_state['guidance_slider'])
|
| 368 |
-
|
| 369 |
-
num_col, slider_col = st.columns([1, 3])
|
| 370 |
-
# Number input synced with slider input
|
| 371 |
-
with num_col:
|
| 372 |
-
guidance_numeric = st.number_input("Guidance Scale", min_value=1.0, max_value=15.0,
|
| 373 |
-
value=float(st.session_state['guidance']),
|
| 374 |
-
placeholder="Input guidance scale",
|
| 375 |
-
key="guidance_numeric",
|
| 376 |
-
on_change=change_guidance,
|
| 377 |
-
label_visibility='collapsed',
|
| 378 |
-
disabled= st.session_state['lock_settings']
|
| 379 |
-
)
|
| 380 |
-
with slider_col:
|
| 381 |
-
# Slider input synced with number input
|
| 382 |
-
guidance_slider = st.slider("Guidance Scale", min_value=1.0, max_value=15.0,
|
| 383 |
-
value=st.session_state['guidance'],
|
| 384 |
-
step=0.1,
|
| 385 |
-
key= 'guidance_slider',
|
| 386 |
-
on_change= change_guidance,
|
| 387 |
-
label_visibility='collapsed',
|
| 388 |
-
disabled= st.session_state['lock_settings']
|
| 389 |
-
)
|
| 390 |
-
with st.expander("How it works?", expanded= True):
|
| 391 |
-
st.write("""
|
| 392 |
-
- Less guidance from the prompt. Flexible with the prompt. Great for redesign.
|
| 393 |
-
- Follow extracly with the prompt, minor change to the prompt.
|
| 394 |
-
""")
|
| 395 |
-
|
| 396 |
-
#___________________________________________Geometry mode________________________________________________________________________________________________________________________________________
|
| 397 |
-
|
| 398 |
-
if 'geometry_scale' not in st.session_state:
|
| 399 |
-
st.session_state['geometry_scale'] = 0.5
|
| 400 |
-
|
| 401 |
-
with st.container(border= True):
|
| 402 |
-
st.header(body= "Image Strength")
|
| 403 |
-
|
| 404 |
-
def change_geometry():
|
| 405 |
-
|
| 406 |
-
if st.session_state['geometry_scale'] != st.session_state['geo_col1']:
|
| 407 |
-
st.session_state['geometry_scale'] = float(st.session_state['geo_col1'])
|
| 408 |
-
|
| 409 |
-
elif st.session_state['geometry_scale'] != st.session_state['geo_col2']:
|
| 410 |
-
st.session_state['geometry_scale'] = float(st.session_state['geo_col2'])
|
| 411 |
-
|
| 412 |
-
# Slider with dynamic value display to the left
|
| 413 |
-
col1, col2 = st.columns([1, 3], vertical_alignment= 'top')
|
| 414 |
-
with col1:
|
| 415 |
-
value = st.number_input("Strength", 0.0, 1.0,
|
| 416 |
-
value= float(st.session_state['geometry_scale']),
|
| 417 |
-
label_visibility="hidden",
|
| 418 |
-
key= "geo_col1",
|
| 419 |
-
on_change= change_geometry,
|
| 420 |
-
disabled = st.session_state['lock_settings']
|
| 421 |
-
)
|
| 422 |
-
|
| 423 |
-
with col2:
|
| 424 |
-
value = st.slider("Strength", 0.0, 1.0,
|
| 425 |
-
value= float(st.session_state['geometry_scale']),
|
| 426 |
-
label_visibility="hidden",
|
| 427 |
-
key= "geo_col2",
|
| 428 |
-
on_change= change_geometry,
|
| 429 |
-
disabled= st.session_state['lock_settings'])
|
| 430 |
-
|
| 431 |
-
|
| 432 |
-
# Clickable link with detailed description
|
| 433 |
-
with st.expander("How it works?", expanded= True):
|
| 434 |
-
st.write("""
|
| 435 |
-
- **Flexible:** Less guidance from input image. Great for redesign.
|
| 436 |
-
- **Balanced:** Mix of creativity and precision.
|
| 437 |
-
- **Precise:** Accurate, minor change to original input geometry. Good for rendering.
|
| 438 |
-
""")
|
| 439 |
-
|
| 440 |
-
#____________________________________________________Render mode________________________________________________________________________________________________________________________________________
|
| 441 |
-
|
| 442 |
-
if "render_mode" not in st.session_state:
|
| 443 |
-
st.session_state["render_mode"] = 30
|
| 444 |
-
|
| 445 |
-
# Function to switch mode
|
| 446 |
-
def set_render_mode():
|
| 447 |
-
mode_mapping = {"⚡**Fast Render**": 30,
|
| 448 |
-
"🌟 **Best Render**": 50}
|
| 449 |
-
st.session_state["render_mode"] = mode_mapping[st.session_state['render_value']]
|
| 450 |
-
|
| 451 |
-
with st.container(border= True):
|
| 452 |
-
st.subheader("**Render Speed**")
|
| 453 |
-
# Two buttons side by side
|
| 454 |
-
render_mode = st.radio("Render Mode",
|
| 455 |
-
options= ["⚡**Fast Render**", "🌟 **Best Render**"],
|
| 456 |
-
label_visibility= 'collapsed',
|
| 457 |
-
captions= ["**Fast Render:** Quicker, Lower quality",
|
| 458 |
-
"**Best Render:** Slower, Best quality"],
|
| 459 |
-
on_change= set_render_mode,
|
| 460 |
-
disabled= st.session_state['lock_settings'],
|
| 461 |
-
key= 'render_value'
|
| 462 |
-
)
|
| 463 |
-
st.write(st.session_state["render_mode"])
|
| 464 |
-
|
| 465 |
-
|
| 466 |
-
#_______________________________________________________________________________________________________________________________________________________________________
|
| 467 |
-
if 'lock_settings' not in st.session_state:
|
| 468 |
-
st.session_state['lock_settings'] = False
|
| 469 |
-
|
| 470 |
-
if 'start_generate' not in st.session_state:
|
| 471 |
-
st.session_state['start_generate'] = 'secondary'
|
| 472 |
-
|
| 473 |
-
|
| 474 |
-
def store_config():
|
| 475 |
-
config = {}
|
| 476 |
-
|
| 477 |
-
config['style_names'] = styles
|
| 478 |
-
config['functional_names'] = functional
|
| 479 |
-
|
| 480 |
-
|
| 481 |
-
config['posprompt_1'] = prompt
|
| 482 |
-
config['negprompt_1'] = neg_prompt
|
| 483 |
-
|
| 484 |
-
config['season'] = st.session_state['season']
|
| 485 |
-
config['landscape'] = st.session_state['landscape']
|
| 486 |
-
config['weather'] = st.session_state['weather']
|
| 487 |
-
config['time_of_day'] = st.session_state['day']
|
| 488 |
-
|
| 489 |
-
config['guidance'] = process_guidance(st.session_state['guidance'], 15.0)
|
| 490 |
-
config['condition_scale'] = st.session_state['geometry_scale']
|
| 491 |
-
config['render_speed'] = st.session_state["render_mode"]
|
| 492 |
-
|
| 493 |
-
config['image'] = pil_img
|
| 494 |
-
|
| 495 |
-
return config
|
| 496 |
-
|
| 497 |
-
def lock_and_unlock():
|
| 498 |
-
|
| 499 |
-
if not st.session_state['lock_settings']:
|
| 500 |
-
st.session_state['lock_settings'] = True
|
| 501 |
-
|
| 502 |
-
elif st.session_state['lock_settings']:
|
| 503 |
-
st.session_state['lock_settings'] = False
|
| 504 |
-
|
| 505 |
-
if 'lock_generate_bttn' not in st.session_state:
|
| 506 |
-
st.session_state['lock_generate_bttn'] = False
|
| 507 |
-
|
| 508 |
-
def reset_generation():
|
| 509 |
-
st.session_state['generating_process'] = False
|
| 510 |
-
st.session_state['generation_complete'] = False
|
| 511 |
-
st.session_state['generated_image'] = None
|
| 512 |
-
|
| 513 |
-
def download_image(generated_img):
|
| 514 |
-
buffer = BytesIO()
|
| 515 |
-
|
| 516 |
-
generated_img.save(buffer, format="PNG")
|
| 517 |
-
|
| 518 |
-
img_bytes = buffer.getvalue()
|
| 519 |
-
|
| 520 |
-
st.download_button(
|
| 521 |
-
label= "DOWNLOAD",
|
| 522 |
-
data= img_bytes,
|
| 523 |
-
file_name= "archintelligent_generated.png",
|
| 524 |
-
mime= "image/png",
|
| 525 |
-
type= "primary",
|
| 526 |
-
use_container_width= True,
|
| 527 |
-
on_click= 'ignore'
|
| 528 |
-
)
|
| 529 |
-
|
| 530 |
-
|
| 531 |
-
def generate_image():
|
| 532 |
-
with st.spinner("Generating your image...", show_time= True):
|
| 533 |
-
config = store_config()
|
| 534 |
-
pipeline.process_config(config)
|
| 535 |
-
image = pipeline.generate()
|
| 536 |
-
|
| 537 |
-
# Compare the input image and the result image
|
| 538 |
-
st.session_state['generated_image'] = image
|
| 539 |
-
|
| 540 |
-
st.session_state['generation_complete'] = True
|
| 541 |
-
st.session_state['generating_process'] = False
|
| 542 |
-
|
| 543 |
-
|
| 544 |
-
# download_image(image)
|
| 545 |
-
if st.button("**Go back**"):
|
| 546 |
-
st.session_state['generating_process'] = False
|
| 547 |
-
st.rerun()
|
| 548 |
-
|
| 549 |
-
lock_toggle = "**LOCK SETTINGS**" if not st.session_state['lock_settings'] else "**UNLOCK SETTINGS**"
|
| 550 |
-
c1, c2 = st.columns([0.5, 1.6], gap= 'small')
|
| 551 |
-
|
| 552 |
-
with c1:
|
| 553 |
-
if st.button(
|
| 554 |
-
label= lock_toggle,
|
| 555 |
-
use_container_width= False,
|
| 556 |
-
on_click= lock_and_unlock,
|
| 557 |
-
disabled=st.session_state['generating_process'] or \
|
| 558 |
-
st.session_state['generation_complete']):
|
| 559 |
-
|
| 560 |
-
st.session_state['lock_settings'] = True
|
| 561 |
-
|
| 562 |
-
with c2:
|
| 563 |
-
generate_bttn= st.button(
|
| 564 |
-
label= "# **GENERATE**",
|
| 565 |
-
use_container_width= True,
|
| 566 |
-
type= 'primary',
|
| 567 |
-
disabled=st.session_state['generating_process'] or \
|
| 568 |
-
st.session_state['generation_complete']
|
| 569 |
-
)
|
| 570 |
-
|
| 571 |
-
if generate_bttn and st.session_state['lock_settings']:
|
| 572 |
-
if not uploaded_image:
|
| 573 |
-
st.error("Please upload an image before proceeding!", icon= "❌")
|
| 574 |
-
else:
|
| 575 |
-
st.session_state['generating_process'] = True
|
| 576 |
-
st.rerun()
|
| 577 |
-
|
| 578 |
-
elif generate_bttn and not st.session_state['lock_settings']:
|
| 579 |
-
st.error("Lock settings before generate image", icon="🚨")
|
| 580 |
-
|
| 581 |
-
with st.container(border=True):
|
| 582 |
-
|
| 583 |
-
|
| 584 |
-
if st.session_state['generating_process'] and not st.session_state['generation_complete']:
|
| 585 |
-
generate_image()
|
| 586 |
-
st.rerun() # Rerun to show the results after generation
|
| 587 |
-
|
| 588 |
-
elif st.session_state['generation_complete']:
|
| 589 |
-
|
| 590 |
-
st.title("Result")
|
| 591 |
-
|
| 592 |
-
# Display the stored image
|
| 593 |
-
if st.session_state['generated_image']:
|
| 594 |
-
st.image(st.session_state['generated_image'], caption= "Generated building", use_container_width= True)
|
| 595 |
-
|
| 596 |
-
left, right = st.columns([0.125, 0.8])
|
| 597 |
-
with right:
|
| 598 |
-
download_image(st.session_state['generated_image'])
|
| 599 |
-
with left:
|
| 600 |
-
# Go back button outside the generate_image function
|
| 601 |
-
if st.button("**Go back**", on_click= reset_generation):
|
| 602 |
-
pass # The on_click handler will reset the states
|
| 603 |
-
else:
|
| 604 |
-
pass
|
|
|
|
| 1 |
+
import os
|
| 2 |
+
import subprocess
|
| 3 |
+
import time
|
| 4 |
+
|
| 5 |
+
from PIL import Image
|
| 6 |
+
from io import BytesIO
|
| 7 |
+
|
| 8 |
+
import pandas as pd
|
| 9 |
+
import numpy as np
|
| 10 |
+
|
| 11 |
+
from streamlit_image_select import image_select
|
| 12 |
+
from streamlit_image_comparison import image_comparison
|
| 13 |
+
import streamlit as st
|
| 14 |
+
|
| 15 |
+
|
| 16 |
+
#______________________________Add image________________________________________________________________________________________________________________________________________
|
| 17 |
+
def app(pipeline):
|
| 18 |
+
|
| 19 |
+
# Initialize session states if they don't exist
|
| 20 |
+
if 'lock_settings' not in st.session_state:
|
| 21 |
+
st.session_state['lock_settings'] = False
|
| 22 |
+
if 'generating_process' not in st.session_state:
|
| 23 |
+
st.session_state['generating_process'] = False
|
| 24 |
+
if 'generation_complete' not in st.session_state:
|
| 25 |
+
st.session_state['generation_complete'] = False
|
| 26 |
+
if 'generated_image' not in st.session_state:
|
| 27 |
+
st.session_state['generated_image'] = None
|
| 28 |
+
|
| 29 |
+
|
| 30 |
+
|
| 31 |
+
with st.container(border= True):
|
| 32 |
+
st.header("1. Upload your image", )
|
| 33 |
+
uploaded_image = st.file_uploader(
|
| 34 |
+
label= "# **Upload you image**",
|
| 35 |
+
type= ['png', 'jpg', 'jpeg'],
|
| 36 |
+
disabled= st.session_state['lock_settings'],
|
| 37 |
+
label_visibility = 'collapsed',
|
| 38 |
+
)
|
| 39 |
+
if uploaded_image:
|
| 40 |
+
st.image(uploaded_image)
|
| 41 |
+
pil_img = Image.open(uploaded_image).convert("RGB")
|
| 42 |
+
|
| 43 |
+
|
| 44 |
+
|
| 45 |
+
|
| 46 |
+
#_____________________________Add Design Style and Building Type________________________________________________________________________________________________________________________________________
|
| 47 |
+
|
| 48 |
+
|
| 49 |
+
style_choices = ["Modern", "Minimalism","Art Deco",
|
| 50 |
+
"Art Nouveau","Baroque", "Brutalist", "Classical", "Neo-Classical",
|
| 51 |
+
"Cyberpunk", "Deconstructivism", "Futurism", "Sustainable",
|
| 52 |
+
"Gothic", "Neo-Futurism", "Victorian"
|
| 53 |
+
]
|
| 54 |
+
|
| 55 |
+
functionality_choices = [
|
| 56 |
+
"Residential", "Villa", "Office", "Skyscraper",
|
| 57 |
+
"Hotel", "School Campus", "Farmhouse", "Playground", "Park", "Apartment",
|
| 58 |
+
"Hospital", "Kindergarten", "Church", "Container", "Bridge",
|
| 59 |
+
"Resort", "Airport", "Factory", "Stadium", "Temple", "Tree House"
|
| 60 |
+
]
|
| 61 |
+
|
| 62 |
+
with st.container(border= True):
|
| 63 |
+
st.header("Choose style and functionality", divider= 'blue')
|
| 64 |
+
style_col, function_col = st.columns([0.91, 1], border= False)
|
| 65 |
+
with style_col:
|
| 66 |
+
st.write("**Design Style**")
|
| 67 |
+
styles= st.selectbox(label='Style choice',
|
| 68 |
+
options= style_choices,
|
| 69 |
+
placeholder= "Design style",
|
| 70 |
+
label_visibility= 'collapsed',
|
| 71 |
+
disabled= st.session_state['lock_settings']
|
| 72 |
+
)
|
| 73 |
+
with function_col:
|
| 74 |
+
st.write("**Functionality**")
|
| 75 |
+
functional= st.selectbox(
|
| 76 |
+
label='Functionality choice',
|
| 77 |
+
options= functionality_choices,
|
| 78 |
+
placeholder= "Functionality",
|
| 79 |
+
label_visibility= 'collapsed',
|
| 80 |
+
disabled= st.session_state['lock_settings']
|
| 81 |
+
)
|
| 82 |
+
|
| 83 |
+
|
| 84 |
+
#______________________________________Add Detail________________________________________________________________________________________________________________________________________
|
| 85 |
+
|
| 86 |
+
def idx2cls(mode:list):
|
| 87 |
+
return {i: j for i, j in enumerate(mode)}
|
| 88 |
+
|
| 89 |
+
if "season" not in st.session_state:
|
| 90 |
+
st.session_state['season'] = ""
|
| 91 |
+
if "weather" not in st.session_state:
|
| 92 |
+
st.session_state['weather'] = ""
|
| 93 |
+
if "day" not in st.session_state:
|
| 94 |
+
st.session_state['day'] = ""
|
| 95 |
+
if "landscape" not in st.session_state:
|
| 96 |
+
st.session_state['landscape'] = ""
|
| 97 |
+
|
| 98 |
+
with st.container(border= True):
|
| 99 |
+
|
| 100 |
+
st.header("Add Details")
|
| 101 |
+
@st.dialog("Choose Season")
|
| 102 |
+
def add_season():
|
| 103 |
+
season_photos = [r".\app\asset\images\season\Spring.jpg",
|
| 104 |
+
r".\app\asset\images\season\Summer.jpg",
|
| 105 |
+
r".\app\asset\images\season\Autumn.jpg",
|
| 106 |
+
r".\app\asset\images\season\Winter.jpg"]
|
| 107 |
+
|
| 108 |
+
season_caps = ["Spring", "Summer", "Autumn", "Winter"]
|
| 109 |
+
|
| 110 |
+
season_selection = image_select(label= "",
|
| 111 |
+
images = season_photos,
|
| 112 |
+
captions= season_caps, return_value= 'index',
|
| 113 |
+
)
|
| 114 |
+
|
| 115 |
+
season_button = st.button("**Select**",
|
| 116 |
+
use_container_width= True,
|
| 117 |
+
type='primary')
|
| 118 |
+
|
| 119 |
+
idx2class = idx2cls(season_caps)
|
| 120 |
+
|
| 121 |
+
if season_button:
|
| 122 |
+
st.session_state['season'] = idx2class[season_selection]
|
| 123 |
+
st.rerun()
|
| 124 |
+
|
| 125 |
+
|
| 126 |
+
@st.dialog("Choose Weather")
|
| 127 |
+
def add_weather():
|
| 128 |
+
weather_photos = [r".\app\asset\images\weather\Sunny.jpg", r".\app\asset\images\weather\Rainy.jpg",
|
| 129 |
+
r".\app\asset\images\weather\Cloudy.jpg", r"E:.\app\asset\images\weather\Foggy.jpg",
|
| 130 |
+
r".\app\asset\images\weather\Snowy.jpg", r"E:.\app\asset\images\weather\Storm.jpg"]
|
| 131 |
+
weather_caps = ['Sunny', "Rainy", "Cloudy", "Foggy", "Snowy", "Storm"]
|
| 132 |
+
weather_selection = image_select(label='',
|
| 133 |
+
images= weather_photos,
|
| 134 |
+
captions= weather_caps,
|
| 135 |
+
return_value= 'index')
|
| 136 |
+
weather_button = st.button("**Select**",
|
| 137 |
+
use_container_width= True,
|
| 138 |
+
type='primary')
|
| 139 |
+
|
| 140 |
+
idx2class = idx2cls(weather_caps)
|
| 141 |
+
if weather_button:
|
| 142 |
+
st.session_state['weather'] = idx2class[weather_selection]
|
| 143 |
+
st.rerun()
|
| 144 |
+
|
| 145 |
+
@st.dialog("Time of Day")
|
| 146 |
+
def add_day():
|
| 147 |
+
day_photos = [
|
| 148 |
+
r".\app\asset\images\time of day\sunrise.jpg",
|
| 149 |
+
r".\app\asset\images\time of day\mid_day.jpg",
|
| 150 |
+
r".\app\asset\images\time of day\sunset.jpg",
|
| 151 |
+
r".\app\asset\images\time of day\night.jpg"
|
| 152 |
+
]
|
| 153 |
+
|
| 154 |
+
day_caps = ["Sunrise", "Mid day", "Sunset", "Night"]
|
| 155 |
+
day_selection = image_select(label='',
|
| 156 |
+
images= day_photos,
|
| 157 |
+
captions= day_caps,
|
| 158 |
+
return_value= 'index')
|
| 159 |
+
day_button = st.button("**Select**",
|
| 160 |
+
use_container_width= True,
|
| 161 |
+
type='primary')
|
| 162 |
+
|
| 163 |
+
idx2class = idx2cls(day_caps)
|
| 164 |
+
if day_button:
|
| 165 |
+
st.session_state['day'] = idx2class[day_selection]
|
| 166 |
+
st.rerun()
|
| 167 |
+
|
| 168 |
+
|
| 169 |
+
@st.dialog("Landscape")
|
| 170 |
+
def add_landscape():
|
| 171 |
+
landscape_photos = [r".\app\asset\images\landscape\urban.jpg", r".\app\asset\images\landscape\surburban.jpg",
|
| 172 |
+
r".\app\asset\images\landscape\coastal.jpg", r".\app\asset\images\landscape\grassland.jpg",
|
| 173 |
+
r".\app\asset\images\landscape\forest.jpg", r".\app\asset\images\landscape\tropical.jpg",
|
| 174 |
+
r".\app\asset\images\landscape\desert.jpg", r".\app\asset\images\landscape\mountain.jpg",
|
| 175 |
+
r".\app\asset\images\landscape\swamp.jpg", r".\app\asset\images\landscape\polar.jpg"]
|
| 176 |
+
|
| 177 |
+
landscape_caps = ["Urban", "Suburban", "Coastal", "Grassland", 'Forest',
|
| 178 |
+
'Tropical', "Desert", "Mountain", "Swamp", "Polar"]
|
| 179 |
+
|
| 180 |
+
landscape_selection = image_select(label='',
|
| 181 |
+
images= landscape_photos,
|
| 182 |
+
captions= landscape_caps,
|
| 183 |
+
return_value= 'index')
|
| 184 |
+
landscape_button = st.button("**Select**",
|
| 185 |
+
use_container_width= True,
|
| 186 |
+
type='primary')
|
| 187 |
+
|
| 188 |
+
idx2class = idx2cls(landscape_caps)
|
| 189 |
+
if landscape_button:
|
| 190 |
+
st.session_state['landscape'] = idx2class[landscape_selection]
|
| 191 |
+
st.rerun()
|
| 192 |
+
|
| 193 |
+
|
| 194 |
+
with st.popover(label= "Add Detail",
|
| 195 |
+
use_container_width= True,
|
| 196 |
+
disabled= st.session_state['lock_settings']):
|
| 197 |
+
|
| 198 |
+
first_col, second_col = st.columns([0.5, 0.5], vertical_alignment='center')
|
| 199 |
+
with first_col:
|
| 200 |
+
if st.button("**Season**", use_container_width= True):
|
| 201 |
+
add_season()
|
| 202 |
+
if st.button("**Weather**", use_container_width= True):
|
| 203 |
+
add_weather()
|
| 204 |
+
with second_col:
|
| 205 |
+
if st.button("**Time**", use_container_width= True):
|
| 206 |
+
add_day()
|
| 207 |
+
if st.button("**Landscape**", use_container_width= True):
|
| 208 |
+
add_landscape()
|
| 209 |
+
|
| 210 |
+
col1, col2 = st.columns([0.5, 0.8], vertical_alignment= "bottom")
|
| 211 |
+
col3, col4 = st.columns([0.5, 0.8], vertical_alignment= "bottom")
|
| 212 |
+
col5, col6 = st.columns([0.5, 0.8], vertical_alignment= "bottom")
|
| 213 |
+
col7, col8 = st.columns([0.5, 0.8], vertical_alignment= "bottom")
|
| 214 |
+
|
| 215 |
+
col1.markdown('<p style="font-size:18px; font-weight:bold;">Season:</p>', unsafe_allow_html=True)
|
| 216 |
+
col2.markdown(f'<p style="font-size:16px; font-weight:normal;">{st.session_state["season"]}</p>', unsafe_allow_html=True)
|
| 217 |
+
|
| 218 |
+
col3.markdown('<p style="font-size:18px; font-weight:bold;">Time:</p>', unsafe_allow_html=True)
|
| 219 |
+
col4.markdown(f'<p style="font-size:16px; font-weight:normal;">{st.session_state["day"]}</p>', unsafe_allow_html=True)
|
| 220 |
+
|
| 221 |
+
col5.markdown('<p style="font-size:18px; font-weight:bold;">Weather:</p>', unsafe_allow_html=True)
|
| 222 |
+
col6.markdown(f'<p style="font-size:16px; font-weight:normal;">{st.session_state["weather"]}</p>', unsafe_allow_html=True)
|
| 223 |
+
|
| 224 |
+
col7.markdown('<p style="font-size:18px; font-weight:bold;">Landscape:</p>', unsafe_allow_html=True)
|
| 225 |
+
col8.markdown(f'<p style="font-size:16px; font-weight:normal;">{st.session_state["landscape"]}</p>', unsafe_allow_html=True)
|
| 226 |
+
|
| 227 |
+
|
| 228 |
+
#________________________________Add Prompt and Negative Prompt________________________________________________________________________________________________________________________________________
|
| 229 |
+
|
| 230 |
+
|
| 231 |
+
with st.container(border=True):
|
| 232 |
+
st.header("Add Prompts")
|
| 233 |
+
@st.dialog("Keywords")
|
| 234 |
+
def add_keywords():
|
| 235 |
+
|
| 236 |
+
with st.container(border= True, height= 270):
|
| 237 |
+
st.subheader(body= "View Direction")
|
| 238 |
+
views = st.pills(
|
| 239 |
+
label= "Choose view",
|
| 240 |
+
options= ['Elevation Frontal View', 'Aerial View', 'Close-Up Shot',
|
| 241 |
+
'Street-level View', 'Wide Shot', 'Cropped View'],
|
| 242 |
+
selection_mode= 'multi',
|
| 243 |
+
label_visibility= 'collapsed'
|
| 244 |
+
)
|
| 245 |
+
views = [i.lower() for i in views]
|
| 246 |
+
|
| 247 |
+
st.subheader(body= "Space Type")
|
| 248 |
+
spaces = st.pills(
|
| 249 |
+
label= "Choose spaces",
|
| 250 |
+
options= ['Residential building', 'Countryside villa', "Office building",
|
| 251 |
+
"Office Tower", "Skyscraper", "Stadium Building", "School Building",
|
| 252 |
+
"Hotel Building", "Factory Building", "Commercial Building"],
|
| 253 |
+
selection_mode= 'multi',
|
| 254 |
+
label_visibility= 'collapsed'
|
| 255 |
+
)
|
| 256 |
+
spaces = [i.lower() for i in spaces]
|
| 257 |
+
|
| 258 |
+
st.subheader(body= "Design style")
|
| 259 |
+
design = st.pills(
|
| 260 |
+
label= "Design style",
|
| 261 |
+
options= ["Modern", "Minimalism","Art Deco",
|
| 262 |
+
"Art Nouveau","Baroque", "Brutalist", "Classical", "Neo-Classical",
|
| 263 |
+
"Cyberpunk", "Deconstructivism", "Futurism",
|
| 264 |
+
"Gothic", "Neo-Futurism", "Victorian"],
|
| 265 |
+
selection_mode= 'multi',
|
| 266 |
+
label_visibility= 'collapsed'
|
| 267 |
+
)
|
| 268 |
+
design = [i.lower() for i in design]
|
| 269 |
+
|
| 270 |
+
st.subheader(body= "Materials")
|
| 271 |
+
material = st.pills(
|
| 272 |
+
label= "Materials",
|
| 273 |
+
options= ['Glass', 'Stone', "Metal", "Steel", "Wood", "Brick", "Plastic", "Gypsum",
|
| 274 |
+
"Concrete", "Polished Concrete", "Paint", "Stucco", "Marble", "Terracotta"],
|
| 275 |
+
selection_mode= 'multi',
|
| 276 |
+
label_visibility= 'collapsed'
|
| 277 |
+
)
|
| 278 |
+
material = [i.lower() for i in material]
|
| 279 |
+
|
| 280 |
+
st.subheader(body= "Landscape")
|
| 281 |
+
landscape = st.pills(
|
| 282 |
+
label= "Landscape",
|
| 283 |
+
options= ['Cityscape', 'Countryside', "Forest", "Desert", "Mountain", "Coastal",
|
| 284 |
+
"Tropical", "Grassland", "Tundra", "Wetland"],
|
| 285 |
+
selection_mode= 'multi',
|
| 286 |
+
label_visibility= 'collapsed'
|
| 287 |
+
)
|
| 288 |
+
landscape = [i.lower() for i in landscape]
|
| 289 |
+
|
| 290 |
+
st.subheader(body= "Weather")
|
| 291 |
+
weather = st.pills(
|
| 292 |
+
label= "Weather",
|
| 293 |
+
options= ['Sunny', 'Night', "Rainy", "Snowy", "Cloudy Sky", "Foggy",
|
| 294 |
+
"Dusk", "Sunset", "Sunrise"],
|
| 295 |
+
selection_mode= 'multi',
|
| 296 |
+
label_visibility= 'collapsed'
|
| 297 |
+
)
|
| 298 |
+
weather = [i.lower() for i in weather]
|
| 299 |
+
|
| 300 |
+
st.subheader(body= "Lighting")
|
| 301 |
+
lighting = st.pills(
|
| 302 |
+
label= "lighting",
|
| 303 |
+
options= ['Soft Lights', 'Golden Hour', "Morning Lights", "Sunbeams", "High Contrast"],
|
| 304 |
+
selection_mode= 'multi',
|
| 305 |
+
label_visibility= 'collapsed'
|
| 306 |
+
)
|
| 307 |
+
lighting = [i.lower() for i in lighting]
|
| 308 |
+
|
| 309 |
+
if st.button(label= "# **Add Keywords**", type= "primary"):
|
| 310 |
+
combined = views + spaces + design + material + landscape + weather + lighting
|
| 311 |
+
|
| 312 |
+
if not combined:
|
| 313 |
+
st.error(":red[**You haven't selected any keywords**]", icon="🚨")
|
| 314 |
+
else:
|
| 315 |
+
st.session_state['add_kw'] = f"{prompt} {', '.join(combined)}"
|
| 316 |
+
st.rerun()
|
| 317 |
+
|
| 318 |
+
|
| 319 |
+
if st.button("**+ Add Keywords**",
|
| 320 |
+
type= 'secondary',
|
| 321 |
+
disabled= st.session_state['lock_settings']):
|
| 322 |
+
add_keywords()
|
| 323 |
+
|
| 324 |
+
if "add_kw" not in st.session_state:
|
| 325 |
+
st.session_state['add_kw'] = str("")
|
| 326 |
+
|
| 327 |
+
|
| 328 |
+
prompt = st.text_area(
|
| 329 |
+
label= "# **Prompt**",
|
| 330 |
+
placeholder= "Describe your image",
|
| 331 |
+
value = st.session_state['add_kw'],
|
| 332 |
+
max_chars= 600,
|
| 333 |
+
disabled= st.session_state['lock_settings']
|
| 334 |
+
)
|
| 335 |
+
|
| 336 |
+
neg_prompt= st.text_area(
|
| 337 |
+
label= "# **Negative prompt (optinal)**",
|
| 338 |
+
placeholder= "Remove unwanted element",
|
| 339 |
+
value= '',
|
| 340 |
+
max_chars= 200,
|
| 341 |
+
disabled= st.session_state['lock_settings'],
|
| 342 |
+
)
|
| 343 |
+
|
| 344 |
+
#___________________________________Creative mode________________________________________________________________________________________________________________________________________
|
| 345 |
+
|
| 346 |
+
if 'guidance' not in st.session_state:
|
| 347 |
+
st.session_state['guidance'] = 7.50
|
| 348 |
+
|
| 349 |
+
|
| 350 |
+
with st.container(border= True):
|
| 351 |
+
|
| 352 |
+
st.header(body= "Creative")
|
| 353 |
+
|
| 354 |
+
# Process the classifier free guidance
|
| 355 |
+
def process_guidance(guidance, max_value):
|
| 356 |
+
try:
|
| 357 |
+
return float(max_value) - float(guidance)
|
| 358 |
+
except Exception as e:
|
| 359 |
+
return f"Invalid data type: {e}"
|
| 360 |
+
|
| 361 |
+
# Function to update guidance value
|
| 362 |
+
def change_guidance():
|
| 363 |
+
if st.session_state['guidance'] != st.session_state['guidance_numeric']:
|
| 364 |
+
st.session_state['guidance'] = float(st.session_state['guidance_numeric'])
|
| 365 |
+
|
| 366 |
+
elif st.session_state['guidance'] != st.session_state['guidance_slider']:
|
| 367 |
+
st.session_state['guidance'] = float(st.session_state['guidance_slider'])
|
| 368 |
+
|
| 369 |
+
num_col, slider_col = st.columns([1, 3])
|
| 370 |
+
# Number input synced with slider input
|
| 371 |
+
with num_col:
|
| 372 |
+
guidance_numeric = st.number_input("Guidance Scale", min_value=1.0, max_value=15.0,
|
| 373 |
+
value=float(st.session_state['guidance']),
|
| 374 |
+
placeholder="Input guidance scale",
|
| 375 |
+
key="guidance_numeric",
|
| 376 |
+
on_change=change_guidance,
|
| 377 |
+
label_visibility='collapsed',
|
| 378 |
+
disabled= st.session_state['lock_settings']
|
| 379 |
+
)
|
| 380 |
+
with slider_col:
|
| 381 |
+
# Slider input synced with number input
|
| 382 |
+
guidance_slider = st.slider("Guidance Scale", min_value=1.0, max_value=15.0,
|
| 383 |
+
value=st.session_state['guidance'],
|
| 384 |
+
step=0.1,
|
| 385 |
+
key= 'guidance_slider',
|
| 386 |
+
on_change= change_guidance,
|
| 387 |
+
label_visibility='collapsed',
|
| 388 |
+
disabled= st.session_state['lock_settings']
|
| 389 |
+
)
|
| 390 |
+
with st.expander("How it works?", expanded= True):
|
| 391 |
+
st.write("""
|
| 392 |
+
- Less guidance from the prompt. Flexible with the prompt. Great for redesign.
|
| 393 |
+
- Follow extracly with the prompt, minor change to the prompt.
|
| 394 |
+
""")
|
| 395 |
+
|
| 396 |
+
#___________________________________________Geometry mode________________________________________________________________________________________________________________________________________
|
| 397 |
+
|
| 398 |
+
if 'geometry_scale' not in st.session_state:
|
| 399 |
+
st.session_state['geometry_scale'] = 0.5
|
| 400 |
+
|
| 401 |
+
with st.container(border= True):
|
| 402 |
+
st.header(body= "Image Strength")
|
| 403 |
+
|
| 404 |
+
def change_geometry():
|
| 405 |
+
|
| 406 |
+
if st.session_state['geometry_scale'] != st.session_state['geo_col1']:
|
| 407 |
+
st.session_state['geometry_scale'] = float(st.session_state['geo_col1'])
|
| 408 |
+
|
| 409 |
+
elif st.session_state['geometry_scale'] != st.session_state['geo_col2']:
|
| 410 |
+
st.session_state['geometry_scale'] = float(st.session_state['geo_col2'])
|
| 411 |
+
|
| 412 |
+
# Slider with dynamic value display to the left
|
| 413 |
+
col1, col2 = st.columns([1, 3], vertical_alignment= 'top')
|
| 414 |
+
with col1:
|
| 415 |
+
value = st.number_input("Strength", 0.0, 1.0,
|
| 416 |
+
value= float(st.session_state['geometry_scale']),
|
| 417 |
+
label_visibility="hidden",
|
| 418 |
+
key= "geo_col1",
|
| 419 |
+
on_change= change_geometry,
|
| 420 |
+
disabled = st.session_state['lock_settings']
|
| 421 |
+
)
|
| 422 |
+
|
| 423 |
+
with col2:
|
| 424 |
+
value = st.slider("Strength", 0.0, 1.0,
|
| 425 |
+
value= float(st.session_state['geometry_scale']),
|
| 426 |
+
label_visibility="hidden",
|
| 427 |
+
key= "geo_col2",
|
| 428 |
+
on_change= change_geometry,
|
| 429 |
+
disabled= st.session_state['lock_settings'])
|
| 430 |
+
|
| 431 |
+
|
| 432 |
+
# Clickable link with detailed description
|
| 433 |
+
with st.expander("How it works?", expanded= True):
|
| 434 |
+
st.write("""
|
| 435 |
+
- **Flexible:** Less guidance from input image. Great for redesign.
|
| 436 |
+
- **Balanced:** Mix of creativity and precision.
|
| 437 |
+
- **Precise:** Accurate, minor change to original input geometry. Good for rendering.
|
| 438 |
+
""")
|
| 439 |
+
|
| 440 |
+
#____________________________________________________Render mode________________________________________________________________________________________________________________________________________
|
| 441 |
+
|
| 442 |
+
if "render_mode" not in st.session_state:
|
| 443 |
+
st.session_state["render_mode"] = 30
|
| 444 |
+
|
| 445 |
+
# Function to switch mode
|
| 446 |
+
def set_render_mode():
|
| 447 |
+
mode_mapping = {"⚡**Fast Render**": 30,
|
| 448 |
+
"🌟 **Best Render**": 50}
|
| 449 |
+
st.session_state["render_mode"] = mode_mapping[st.session_state['render_value']]
|
| 450 |
+
|
| 451 |
+
with st.container(border= True):
|
| 452 |
+
st.subheader("**Render Speed**")
|
| 453 |
+
# Two buttons side by side
|
| 454 |
+
render_mode = st.radio("Render Mode",
|
| 455 |
+
options= ["⚡**Fast Render**", "🌟 **Best Render**"],
|
| 456 |
+
label_visibility= 'collapsed',
|
| 457 |
+
captions= ["**Fast Render:** Quicker, Lower quality",
|
| 458 |
+
"**Best Render:** Slower, Best quality"],
|
| 459 |
+
on_change= set_render_mode,
|
| 460 |
+
disabled= st.session_state['lock_settings'],
|
| 461 |
+
key= 'render_value'
|
| 462 |
+
)
|
| 463 |
+
st.write(st.session_state["render_mode"])
|
| 464 |
+
|
| 465 |
+
|
| 466 |
+
#_______________________________________________________________________________________________________________________________________________________________________
|
| 467 |
+
if 'lock_settings' not in st.session_state:
|
| 468 |
+
st.session_state['lock_settings'] = False
|
| 469 |
+
|
| 470 |
+
if 'start_generate' not in st.session_state:
|
| 471 |
+
st.session_state['start_generate'] = 'secondary'
|
| 472 |
+
|
| 473 |
+
|
| 474 |
+
def store_config():
|
| 475 |
+
config = {}
|
| 476 |
+
|
| 477 |
+
config['style_names'] = styles
|
| 478 |
+
config['functional_names'] = functional
|
| 479 |
+
|
| 480 |
+
|
| 481 |
+
config['posprompt_1'] = prompt
|
| 482 |
+
config['negprompt_1'] = neg_prompt
|
| 483 |
+
|
| 484 |
+
config['season'] = st.session_state['season']
|
| 485 |
+
config['landscape'] = st.session_state['landscape']
|
| 486 |
+
config['weather'] = st.session_state['weather']
|
| 487 |
+
config['time_of_day'] = st.session_state['day']
|
| 488 |
+
|
| 489 |
+
config['guidance'] = process_guidance(st.session_state['guidance'], 15.0)
|
| 490 |
+
config['condition_scale'] = st.session_state['geometry_scale']
|
| 491 |
+
config['render_speed'] = st.session_state["render_mode"]
|
| 492 |
+
|
| 493 |
+
config['image'] = pil_img
|
| 494 |
+
|
| 495 |
+
return config
|
| 496 |
+
|
| 497 |
+
def lock_and_unlock():
|
| 498 |
+
|
| 499 |
+
if not st.session_state['lock_settings']:
|
| 500 |
+
st.session_state['lock_settings'] = True
|
| 501 |
+
|
| 502 |
+
elif st.session_state['lock_settings']:
|
| 503 |
+
st.session_state['lock_settings'] = False
|
| 504 |
+
|
| 505 |
+
if 'lock_generate_bttn' not in st.session_state:
|
| 506 |
+
st.session_state['lock_generate_bttn'] = False
|
| 507 |
+
|
| 508 |
+
def reset_generation():
|
| 509 |
+
st.session_state['generating_process'] = False
|
| 510 |
+
st.session_state['generation_complete'] = False
|
| 511 |
+
st.session_state['generated_image'] = None
|
| 512 |
+
|
| 513 |
+
def download_image(generated_img):
|
| 514 |
+
buffer = BytesIO()
|
| 515 |
+
|
| 516 |
+
generated_img.save(buffer, format="PNG")
|
| 517 |
+
|
| 518 |
+
img_bytes = buffer.getvalue()
|
| 519 |
+
|
| 520 |
+
st.download_button(
|
| 521 |
+
label= "DOWNLOAD",
|
| 522 |
+
data= img_bytes,
|
| 523 |
+
file_name= "archintelligent_generated.png",
|
| 524 |
+
mime= "image/png",
|
| 525 |
+
type= "primary",
|
| 526 |
+
use_container_width= True,
|
| 527 |
+
on_click= 'ignore'
|
| 528 |
+
)
|
| 529 |
+
|
| 530 |
+
|
| 531 |
+
def generate_image():
|
| 532 |
+
with st.spinner("Generating your image...", show_time= True):
|
| 533 |
+
config = store_config()
|
| 534 |
+
pipeline.process_config(config)
|
| 535 |
+
image = pipeline.generate()
|
| 536 |
+
|
| 537 |
+
# Compare the input image and the result image
|
| 538 |
+
st.session_state['generated_image'] = image
|
| 539 |
+
|
| 540 |
+
st.session_state['generation_complete'] = True
|
| 541 |
+
st.session_state['generating_process'] = False
|
| 542 |
+
|
| 543 |
+
|
| 544 |
+
# download_image(image)
|
| 545 |
+
if st.button("**Go back**"):
|
| 546 |
+
st.session_state['generating_process'] = False
|
| 547 |
+
st.rerun()
|
| 548 |
+
|
| 549 |
+
lock_toggle = "**LOCK SETTINGS**" if not st.session_state['lock_settings'] else "**UNLOCK SETTINGS**"
|
| 550 |
+
c1, c2 = st.columns([0.5, 1.6], gap= 'small')
|
| 551 |
+
|
| 552 |
+
with c1:
|
| 553 |
+
if st.button(
|
| 554 |
+
label= lock_toggle,
|
| 555 |
+
use_container_width= False,
|
| 556 |
+
on_click= lock_and_unlock,
|
| 557 |
+
disabled=st.session_state['generating_process'] or \
|
| 558 |
+
st.session_state['generation_complete']):
|
| 559 |
+
|
| 560 |
+
st.session_state['lock_settings'] = True
|
| 561 |
+
|
| 562 |
+
with c2:
|
| 563 |
+
generate_bttn= st.button(
|
| 564 |
+
label= "# **GENERATE**",
|
| 565 |
+
use_container_width= True,
|
| 566 |
+
type= 'primary',
|
| 567 |
+
disabled=st.session_state['generating_process'] or \
|
| 568 |
+
st.session_state['generation_complete']
|
| 569 |
+
)
|
| 570 |
+
|
| 571 |
+
if generate_bttn and st.session_state['lock_settings']:
|
| 572 |
+
if not uploaded_image:
|
| 573 |
+
st.error("Please upload an image before proceeding!", icon= "❌")
|
| 574 |
+
else:
|
| 575 |
+
st.session_state['generating_process'] = True
|
| 576 |
+
st.rerun()
|
| 577 |
+
|
| 578 |
+
elif generate_bttn and not st.session_state['lock_settings']:
|
| 579 |
+
st.error("Lock settings before generate image", icon="🚨")
|
| 580 |
+
|
| 581 |
+
with st.container(border=True):
|
| 582 |
+
|
| 583 |
+
|
| 584 |
+
if st.session_state['generating_process'] and not st.session_state['generation_complete']:
|
| 585 |
+
generate_image()
|
| 586 |
+
st.rerun() # Rerun to show the results after generation
|
| 587 |
+
|
| 588 |
+
elif st.session_state['generation_complete']:
|
| 589 |
+
|
| 590 |
+
st.title("Result")
|
| 591 |
+
|
| 592 |
+
# Display the stored image
|
| 593 |
+
if st.session_state['generated_image']:
|
| 594 |
+
st.image(st.session_state['generated_image'], caption= "Generated building", use_container_width= True)
|
| 595 |
+
|
| 596 |
+
left, right = st.columns([0.125, 0.8])
|
| 597 |
+
with right:
|
| 598 |
+
download_image(st.session_state['generated_image'])
|
| 599 |
+
with left:
|
| 600 |
+
# Go back button outside the generate_image function
|
| 601 |
+
if st.button("**Go back**", on_click= reset_generation):
|
| 602 |
+
pass # The on_click handler will reset the states
|
| 603 |
+
else:
|
| 604 |
+
pass
|