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Update app.py
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app.py
CHANGED
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import streamlit as st
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from transformers import pipeline
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import logging
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# Logging Setup
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logging.basicConfig(level=logging.INFO, format='%(asctime)s - %(levelname)s - %(message)s')
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# Initialize the generator
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generator = pipeline('text-generation', model='bigscience/T0_3B')
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def generate_code(task_description, max_length, temperature):
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try:
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logging.info(f"Generating code with input: {task_description}")
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prompt = f"Develop code for the following task: {task_description}"
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logging.info("Code generation completed successfully.")
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return
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except Exception as e:
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logging.error(f"Error generating code: {e}")
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return f"Error generating code: {e}"
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st.
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task_description = st.text_area("Describe the task for which you need code:", height=150)
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#
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st.header("
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temperature = st.slider("Temperature", min_value=0.0, max_value=1.0, value=0.7, step=0.1)
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#
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st.code(generated_code, language='python')
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#
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if
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file_name = st.text_input("Enter file name to save:", value="generated_code.py")
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import streamlit as st
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from transformers import pipeline, set_seed
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import logging
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# Logging Setup
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logging.basicConfig(level=logging.INFO, format='%(asctime)s - %(levelname)s - %(message)s')
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# Initialize the generator with seed for reproducibility
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set_seed(42)
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generator = pipeline('text-generation', model='bigscience/T0_3B')
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def generate_code(task_description, max_length, temperature, num_return_sequences):
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"""Generate code based on the provided task description."""
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try:
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logging.info(f"Generating code with input: {task_description}")
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prompt = f"Develop code for the following task: {task_description}"
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response = generator(prompt, max_length=max_length, num_return_sequences=num_return_sequences, temperature=temperature)
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codes = [resp['generated_text'].strip() for resp in response]
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logging.info("Code generation completed successfully.")
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return codes
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except Exception as e:
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logging.error(f"Error generating code: {e}")
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return [f"Error generating code: {e}"]
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def main():
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st.set_page_config(page_title="Advanced Code Generator", layout="wide")
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st.title("Advanced Code Generator")
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st.markdown("This application generates code based on the given task description using a text-generation model.")
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# Input Section
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st.header("Task Description")
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task_description = st.text_area("Describe the task for which you need code:", height=150)
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# Options Section
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st.header("Options")
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max_length = st.slider("Max Length", min_value=50, max_value=1000, value=250, step=50, help="Maximum length of the generated code.")
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temperature = st.slider("Temperature", min_value=0.0, max_value=1.0, value=0.7, step=0.1, help="Controls the creativity of the generated code.")
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num_return_sequences = st.slider("Number of Sequences", min_value=1, max_value=5, value=1, step=1, help="Number of code snippets to generate.")
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# Generate Code Button
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if st.button("Generate Code"):
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if task_description.strip():
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with st.spinner("Generating code..."):
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generated_codes = generate_code(task_description, max_length, temperature, num_return_sequences)
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st.header("Generated Code")
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for idx, code in enumerate(generated_codes):
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st.subheader(f"Generated Code {idx + 1}")
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st.code(code, language='python')
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else:
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st.error("Please enter a task description.")
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# Save Code Section
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if 'generated_codes' in locals() and generated_codes:
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st.header("Save Code")
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selected_code_idx = st.selectbox("Select which code to save:", range(1, len(generated_codes) + 1)) - 1
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file_name = st.text_input("Enter file name to save:", value="generated_code.py")
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if st.button("Save", key="save_code"):
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if file_name:
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with open(file_name, "w") as file:
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file.write(generated_codes[selected_code_idx])
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st.success(f"Code saved to {file_name}")
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else:
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st.error("Please enter a valid file name.")
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if __name__ == "__main__":
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main()
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