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import streamlit as st | |
import torch | |
import numpy as np | |
from diffusers import DiffusionPipeline | |
from transformers import pipeline | |
# Load text generation pipeline | |
text_pipe = pipeline('text-generation', model='daspartho/prompt-extend') | |
def extend_prompt(prompt): | |
return text_pipe(prompt + ',', num_return_sequences=1)[0]["generated_text"] | |
def load_pipeline(use_cuda): | |
device = "cuda" if use_cuda and torch.cuda.is_available() else "cpu" | |
pipe = DiffusionPipeline.from_pretrained( | |
"stabilityai/sdxl-turbo", | |
torch_dtype=torch.float16 if device == "cuda" else torch.float32, | |
variant="fp16" if device == "cuda" else None, | |
use_safetensors=True | |
) | |
if device == "cuda": | |
pipe.enable_xformers_memory_efficient_attention() | |
pipe.to(device) | |
return pipe | |
def generate_image(prompt, use_details, steps, seed, use_cuda): | |
pipe = load_pipeline(use_cuda) | |
generator = torch.manual_seed(seed) if seed != 0 else np.random.seed(0) | |
extended_prompt = extend_prompt(prompt) if use_details else prompt | |
image = pipe(prompt=extended_prompt, generator=generator, num_inference_steps=steps, guidance_scale=0.0).images[0] | |
return image, extended_prompt | |
# Custom CSS styling | |
st.markdown(""" | |
<style> | |
body {background-color: #E8F5E9;} | |
.header {font-size: 2.5em; color: #2E7D32; text-align: center; margin-top: 20px;} | |
.subheader {font-size: 1.2em; color: #4CAF50; text-align: center; margin-bottom: 30px;} | |
</style> | |
""", unsafe_allow_html=True) | |
st.markdown("<div class='header'>β¨ Generate Your Custom GitHub Profile Picture! β¨</div>", unsafe_allow_html=True) | |
st.markdown("<div class='subheader'>Create an anime-style GitHub profile picture that reflects your personality and passion for coding. ππ¨βπ»</div>", unsafe_allow_html=True) | |
# Input widgets | |
input_text = st.text_area("Describe your GitHub profile picture:", | |
"Create an anime-style GitHub profile picture for a boy. The character should have a friendly and approachable expression, embodying a sense of curiosity and enthusiasm, reflecting the qualities of a passionate coder. Incorporate elements that suggest technology or coding, such as a pair of stylish glasses, a laptop, or a background with subtle code or tech motifs. Use vibrant and appealing colors to make the profile picture stand out and convey a sense of creativity and innovation.") | |
details_checkbox = st.checkbox("Generate Details?", value=True) | |
steps_slider = st.slider("Number of Iterations", min_value=1, max_value=5, value=2, step=1) | |
seed_slider = st.slider("Seed", min_value=0, max_value=9007199254740991, value=3982317, step=1) | |
cuda_checkbox = st.checkbox("Use CUDA?", value=False) | |
if st.button("Generate Image"): | |
with st.spinner('Generating image...'): | |
image, extended_prompt = generate_image(input_text, details_checkbox, steps_slider, seed_slider, cuda_checkbox) | |
st.image(image, caption="Generated Image") | |
st.text(f"Extended Prompt: {extended_prompt}") | |
st.balloons() | |