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import streamlit as st | |
import requests | |
import os | |
# Get API token from environment variable | |
API_TOKEN = os.getenv("HF_API_TOKEN") # Ensure you set this in your environment | |
MODEL_ID = "bigcode/starcoder" | |
API_URL = f"https://api-inference.huggingface.co/models/{MODEL_ID}" | |
HEADERS = {"Authorization": f"Bearer {API_TOKEN}"} | |
def translate_code(code_snippet, source_lang, target_lang): | |
"""Translate code using Hugging Face API with improved prompt.""" | |
prompt = f"""You are a code translation AI. Your task is to translate {source_lang} code into {target_lang} accurately. | |
Example Translation: | |
Python: | |
```python | |
name = input("Enter your name: ") | |
print("Hello, " + name) | |
``` | |
Java: | |
```java | |
import java.util.Scanner; | |
public class Main {{ | |
public static void main(String[] args) {{ | |
Scanner scanner = new Scanner(System.in); | |
System.out.print("Enter your name: "); | |
String name = scanner.nextLine(); | |
System.out.println("Hello, " + name); | |
}} | |
}} | |
``` | |
Now translate the following {source_lang} code to {target_lang}: | |
{code_snippet} | |
Translated {target_lang} Code: | |
""" | |
response = requests.post(API_URL, headers=HEADERS, json={ | |
"inputs": prompt, | |
"parameters": { | |
"max_new_tokens": 200, | |
"temperature": 0.2, | |
"top_k": 50, | |
"stop": ["\n\n", "#", "//", "'''"] | |
} | |
}) | |
if response.status_code == 200: | |
generated_text = response.json()[0]["generated_text"] | |
# Extract only the translated code | |
translated_code = generated_text.split(f"Translated {target_lang} Code:\n")[-1].strip() | |
# Clean output by removing unnecessary text | |
translated_code = translated_code.replace("```", "").strip() | |
return translated_code | |
else: | |
return f"Error: {response.status_code}, {response.text}" | |
# Streamlit UI | |
st.title("🔄 Code Translator using StarCoder") | |
st.write("Translate code between different programming languages using AI.") | |
languages = ["Python", "Java", "C++", "C"] | |
source_lang = st.selectbox("Select source language", languages) | |
target_lang = st.selectbox("Select target language", languages) | |
code_input = st.text_area("Enter your code here:", height=200) | |
if st.button("Translate"): | |
if code_input.strip(): | |
with st.spinner("Translating..."): | |
translated_code = translate_code(code_input, source_lang, target_lang) | |
st.subheader("Translated Code:") | |
st.code(translated_code, language=target_lang.lower()) | |
else: | |
st.warning("⚠️ Please enter some code before translating.") | |