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import argparse
import requests
import streamlit as st
def parse_arguments():
"""Parse command-line arguments."""
parser = argparse.ArgumentParser(description="Prompt Similarity Finder")
parser.add_argument(
"--api_url",
type=str,
default="https://lazarr19-prompt-engine.hf.space",
help="The URL of the FastAPI service",
)
return parser.parse_args()
def get_similar_prompts(api_url, query, n):
"""Fetch similar prompts from the FastAPI service."""
try:
response = requests.post(
f"{api_url}/most_similar", json={"query": query, "n": n}
)
response.raise_for_status() # Raise an exception for HTTP errors
return response.json()
except requests.RequestException as e:
st.error(f"Error: {e}")
return None
def get_color(score):
"""Determine the color based on the score."""
if score >= 0.8:
return "green"
elif score >= 0.5:
return "orange"
else:
return "red"
def main(api_url):
"""Main function to run the Streamlit app."""
st.title("Prompt Similarity Finder")
# User input for query
query = st.text_input("Enter your query:", "")
n = st.slider(
"Number of similar prompts to retrieve:", min_value=1, max_value=40, value=5
)
if st.button("Find Similar Prompts"):
if query:
with st.spinner("Fetching similar prompts..."):
result = get_similar_prompts(api_url, query, n)
if result:
similar_prompts = result.get("similar_prompts", [])
if similar_prompts:
st.subheader("Similar Prompts:")
for item in similar_prompts:
score = item["score"]
color = get_color(score)
# Apply color only to the score part
st.markdown(
f"<p><strong>Score:</strong> <span style='color:{color};'>{score:.2f}</span> <br> <strong>Prompt:</strong> {item['prompt']}</p>",
unsafe_allow_html=True,
)
st.write("---")
else:
st.write("No similar prompts found.")
else:
st.warning("Please enter a query.")
if __name__ == "__main__":
args = parse_arguments()
main(args.api_url)
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