collin
commited on
Commit
·
082af7e
1
Parent(s):
e0dcbd8
See if it works
Browse files- app.py +244 -0
- requirements.txt +0 -0
app.py
ADDED
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@@ -0,0 +1,244 @@
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| 1 |
+
import streamlit as st
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| 2 |
+
import replicate
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| 3 |
+
import requests
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| 4 |
+
import time
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| 5 |
+
import os
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| 6 |
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import re
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| 7 |
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from dotenv import load_dotenv
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| 8 |
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from io import BytesIO
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| 9 |
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from PIL import Image
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| 10 |
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import base64
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| 11 |
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| 12 |
+
# ******* For More Info on Flux.1 on Replicate ********
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| 13 |
+
# *
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| 14 |
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# https://replicate.com/black-forest-labs *
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| 15 |
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# *
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| 16 |
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# *****************************************************
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| 17 |
+
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| 18 |
+
st.set_page_config(layout="wide", page_title="Flux.1 in Streamlit with Replicate!", page_icon=":frame_with_picture:")
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| 19 |
+
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| 20 |
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# Load environment variables
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| 21 |
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load_dotenv()
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| 22 |
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| 23 |
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# Global error catch as I'm lazy
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| 24 |
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try:
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| 25 |
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# Initialize session state for prompt history
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| 26 |
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if 'prompt_history' not in st.session_state:
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| 27 |
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st.session_state.prompt_history = []
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| 28 |
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| 29 |
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def wait_for_image(url, max_attempts=10, delay=2):
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| 30 |
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for attempt in range(max_attempts):
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| 31 |
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response = requests.head(url)
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| 32 |
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if response.status_code == 200:
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| 33 |
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return True
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| 34 |
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time.sleep(delay)
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| 35 |
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return False
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| 36 |
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| 37 |
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def display_image(url):
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| 38 |
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response = requests.get(url)
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| 39 |
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if response.status_code == 200:
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| 40 |
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image = Image.open(BytesIO(response.content))
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| 41 |
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st.image(image, caption="Generated Image")
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| 42 |
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return image
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| 43 |
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else:
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| 44 |
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st.error(f"Failed to download image. Status code: {response.status_code}")
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| 45 |
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return None
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| 46 |
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|
| 47 |
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def get_image_download_link(img, filename, text):
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| 48 |
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buffered = BytesIO()
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| 49 |
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img.save(buffered, format="PNG")
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| 50 |
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img_str = base64.b64encode(buffered.getvalue()).decode()
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| 51 |
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href = f'<a href="data:file/png;base64,{img_str}" download="{filename}">**{text}**</a>'
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| 52 |
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return href
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| 53 |
+
|
| 54 |
+
# Streamlit app
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| 55 |
+
st.title("Flux.1.X - Streamlit GUI")
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| 56 |
+
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| 57 |
+
# Create three columns
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| 58 |
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left_column, margin_col, right_column = st.columns([6, 1, 5])
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| 59 |
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| 60 |
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# Left column contents
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| 61 |
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with left_column:
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| 62 |
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input_prompt = st.text_area("Enter your prompt:", height=100)
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| 63 |
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| 64 |
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model_version = st.selectbox(
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| 65 |
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"Model Version (schnell: fast and cheap, dev: quick and inexpensive, pro: moderate render time, most expensive)",
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| 66 |
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options=["schnell", "dev", "pro","1.1-pro"],
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| 67 |
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index=0
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| 68 |
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)
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| 69 |
+
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| 70 |
+
aspect_ratio = st.selectbox(
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| 71 |
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"Aspect Ratio",
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| 72 |
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options=["1:1", "16:9", "21:9", "2:3", "3:2", "4:5", "5:4", "9:16", "9:21"],
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| 73 |
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index=0
|
| 74 |
+
)
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| 75 |
+
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| 76 |
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# some default values since different versions of the model require different params
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| 77 |
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guidance = None
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| 78 |
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steps = None
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| 79 |
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safety_checker = None
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| 80 |
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interval = None
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| 81 |
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safety_tolerance = None
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| 82 |
+
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| 83 |
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if model_version == "dev":
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| 84 |
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guidance = st.slider(
|
| 85 |
+
"Guidance - How closely the model follows your prompt, 1-10, default 3.5",
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| 86 |
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min_value=0.0,
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| 87 |
+
max_value=10.0,
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| 88 |
+
value=3.5,
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| 89 |
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step=0.01,
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| 90 |
+
format="%.2f"
|
| 91 |
+
)
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| 92 |
+
|
| 93 |
+
if model_version.startswith("pro"):
|
| 94 |
+
guidance = st.slider(
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| 95 |
+
"Guidance - How closely the model follows your prompt, 2-5, default is 3",
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| 96 |
+
min_value=2.0,
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| 97 |
+
max_value=5.0,
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| 98 |
+
value=3.0,
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| 99 |
+
step=0.01,
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| 100 |
+
format="%.2f"
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| 101 |
+
)
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| 102 |
+
|
| 103 |
+
steps = st.slider(
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| 104 |
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"Steps - Quality/Detail of render, 1-100, default 25.",
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| 105 |
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min_value=1,
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| 106 |
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max_value=100,
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| 107 |
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value=25,
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| 108 |
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step=1
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| 109 |
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)
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| 110 |
+
|
| 111 |
+
interval = st.slider(
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| 112 |
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"Interval - Variance of the image, 4 being the most varied, default is 1",
|
| 113 |
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min_value=1.0,
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| 114 |
+
max_value=4.0,
|
| 115 |
+
value=1.0,
|
| 116 |
+
step=0.01,
|
| 117 |
+
format="%.2f"
|
| 118 |
+
)
|
| 119 |
+
|
| 120 |
+
safety_tolerance = st.slider(
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| 121 |
+
"Safety Tolerance - 1 to 5, 5 being least restrictive, 1 default (3 on default on here)",
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| 122 |
+
min_value=1,
|
| 123 |
+
max_value=5,
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| 124 |
+
value=3,
|
| 125 |
+
step=1
|
| 126 |
+
)
|
| 127 |
+
|
| 128 |
+
if not model_version.startswith("pro"):
|
| 129 |
+
safety_checker = "On"
|
| 130 |
+
# safety_checker = st.radio(
|
| 131 |
+
# "Safety Checker - Turn on model NSFW checking",
|
| 132 |
+
# options=["Off", "On"],
|
| 133 |
+
# index=1,
|
| 134 |
+
# format_func=lambda x: "Disabled" if x == "On" else "Enabled"
|
| 135 |
+
# )
|
| 136 |
+
|
| 137 |
+
seed = st.number_input("Seed (optional)", min_value=0, max_value=2**32-1, step=1, value=None, key="seed")
|
| 138 |
+
|
| 139 |
+
replicate_key = st.text_input("Replicate Key - Required", key="rep_key")
|
| 140 |
+
if replicate_key is None:
|
| 141 |
+
st.warning("You must provide a replicate auth token key for this to work.")
|
| 142 |
+
st.stop()
|
| 143 |
+
else:
|
| 144 |
+
os.environ["REPLICATE_API_TOKEN"] = replicate_key
|
| 145 |
+
|
| 146 |
+
col1, col2, col3 = st.columns([2,2,4])
|
| 147 |
+
with col1:
|
| 148 |
+
generate_button = st.button("Generate Image")
|
| 149 |
+
|
| 150 |
+
if generate_button:
|
| 151 |
+
if replicate_key is None or replicate_key == "":
|
| 152 |
+
st.warning("You must provide a replicate auth token key for this to work.")
|
| 153 |
+
st.stop()
|
| 154 |
+
|
| 155 |
+
|
| 156 |
+
|
| 157 |
+
|
| 158 |
+
if input_prompt:
|
| 159 |
+
st.session_state.prompt_history.insert(0, input_prompt)
|
| 160 |
+
with st.spinner():
|
| 161 |
+
|
| 162 |
+
input_dict = {
|
| 163 |
+
"prompt": input_prompt,
|
| 164 |
+
"aspect_ratio": aspect_ratio,
|
| 165 |
+
"output_format": "png",
|
| 166 |
+
"output_quality": 100 # output_quality, note this is ignored if output is .png
|
| 167 |
+
|
| 168 |
+
}
|
| 169 |
+
|
| 170 |
+
if seed is not None:
|
| 171 |
+
input_dict["seed"] = seed
|
| 172 |
+
|
| 173 |
+
if guidance is not None:
|
| 174 |
+
input_dict["guidance"] = guidance
|
| 175 |
+
|
| 176 |
+
if steps is not None:
|
| 177 |
+
input_dict["steps"] = steps
|
| 178 |
+
|
| 179 |
+
if safety_checker is not None:
|
| 180 |
+
input_dict["disable_safety_checker"] = safety_checker == "On"
|
| 181 |
+
|
| 182 |
+
if safety_tolerance is not None:
|
| 183 |
+
input_dict["safety_tolerance"] = safety_tolerance
|
| 184 |
+
|
| 185 |
+
# Run the model with the prepared input
|
| 186 |
+
try:
|
| 187 |
+
|
| 188 |
+
client = replicate.Client(api_token=replicate_key)
|
| 189 |
+
|
| 190 |
+
output = client.run(
|
| 191 |
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f"black-forest-labs/flux-{model_version}",
|
| 192 |
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input=input_dict
|
| 193 |
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)
|
| 194 |
+
|
| 195 |
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if isinstance(output, list) and len(output) > 0:
|
| 196 |
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output = output[0]
|
| 197 |
+
|
| 198 |
+
if not isinstance(output, str):
|
| 199 |
+
st.error(f"Unexpected output format: {output}")
|
| 200 |
+
else:
|
| 201 |
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with st.spinner('Waiting for image to be ready...'):
|
| 202 |
+
if wait_for_image(output):
|
| 203 |
+
image = display_image(output)
|
| 204 |
+
if image:
|
| 205 |
+
timestamp = int(time.time())
|
| 206 |
+
clean_prompt = re.sub(r'[^a-zA-Z0-9 ]', '', input_prompt)
|
| 207 |
+
clean_prompt = clean_prompt.strip()[:30]
|
| 208 |
+
clean_prompt = clean_prompt.replace(' ', '_')
|
| 209 |
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filename = f"{timestamp}_{clean_prompt}.png"
|
| 210 |
+
|
| 211 |
+
st.markdown(get_image_download_link(image, filename, 'Download Image'), unsafe_allow_html=True)
|
| 212 |
+
else:
|
| 213 |
+
st.error("Timed out waiting for image to be ready.")
|
| 214 |
+
|
| 215 |
+
except Exception as e:
|
| 216 |
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st.error(f"Error generating image: {str(e)}")
|
| 217 |
+
|
| 218 |
+
else:
|
| 219 |
+
st.warning("Please enter a prompt.")
|
| 220 |
+
|
| 221 |
+
# Margin column (empty for spacing)
|
| 222 |
+
with margin_col:
|
| 223 |
+
st.empty()
|
| 224 |
+
|
| 225 |
+
# Right column contents
|
| 226 |
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with right_column:
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| 227 |
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st.subheader("Prompt History")
|
| 228 |
+
|
| 229 |
+
prompt_history_container = st.container()
|
| 230 |
+
|
| 231 |
+
with prompt_history_container:
|
| 232 |
+
for i, prompt in enumerate(st.session_state.prompt_history):
|
| 233 |
+
st.text(f"{i+1}. {prompt}")
|
| 234 |
+
|
| 235 |
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st.markdown("""
|
| 236 |
+
<style>
|
| 237 |
+
.stContainer {
|
| 238 |
+
max-height: 400px;
|
| 239 |
+
overflow-y: auto;
|
| 240 |
+
}
|
| 241 |
+
</style>
|
| 242 |
+
""", unsafe_allow_html=True)
|
| 243 |
+
except Exception as ex:
|
| 244 |
+
st.error(f"Something errored out {ex}")
|
requirements.txt
ADDED
|
Binary file (1.85 kB). View file
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