Spaces:
Sleeping
Sleeping
Update app.py
Browse files
app.py
CHANGED
@@ -1,69 +1,69 @@
|
|
1 |
-
|
2 |
-
|
3 |
-
|
4 |
|
5 |
-
|
6 |
-
|
7 |
|
8 |
-
|
9 |
-
|
10 |
-
|
11 |
-
|
12 |
-
|
13 |
|
14 |
-
|
15 |
-
|
16 |
-
|
17 |
-
|
18 |
-
|
19 |
-
|
20 |
-
|
21 |
-
|
22 |
-
|
23 |
-
|
24 |
-
|
25 |
-
|
26 |
|
27 |
-
|
28 |
-
|
29 |
|
30 |
-
|
31 |
-
|
32 |
|
33 |
-
|
34 |
-
|
35 |
-
|
36 |
|
37 |
-
|
38 |
-
|
39 |
-
|
40 |
-
|
41 |
-
|
42 |
|
43 |
-
|
44 |
-
|
45 |
-
|
46 |
-
|
47 |
-
|
48 |
-
|
49 |
-
|
50 |
-
|
51 |
-
|
52 |
-
|
53 |
-
|
54 |
|
55 |
-
|
56 |
-
|
57 |
-
|
58 |
-
|
59 |
-
|
60 |
-
|
61 |
-
|
62 |
-
|
63 |
-
|
64 |
-
|
65 |
-
|
66 |
-
|
67 |
|
68 |
-
|
69 |
-
|
|
|
1 |
+
import streamlit as st
|
2 |
+
from transformers import pipeline, GPT2LMHeadModel, GPT2Tokenizer
|
3 |
+
import logging
|
4 |
|
5 |
+
# Logging Setup
|
6 |
+
logging.basicConfig(level=logging.INFO, format='%(asctime)s - %(levelname)s - %(message)s')
|
7 |
|
8 |
+
# Initialize the generator with GPT-2
|
9 |
+
model_name = "gpt2"
|
10 |
+
model = GPT2LMHeadModel.from_pretrained(model_name)
|
11 |
+
tokenizer = GPT2Tokenizer.from_pretrained(model_name)
|
12 |
+
generator = pipeline('text-generation', model=model, tokenizer=tokenizer)
|
13 |
|
14 |
+
def generate_code(task_description, max_length, temperature, num_return_sequences):
|
15 |
+
"""Generate code based on the provided task description."""
|
16 |
+
try:
|
17 |
+
logging.info(f"Generating code with input: {task_description}")
|
18 |
+
prompt = f"Develop code for the following task: {task_description}"
|
19 |
+
response = generator(prompt, max_length=max_length, num_return_sequences=num_return_sequences, temperature=temperature)
|
20 |
+
codes = [resp['generated_text'].strip() for resp in response]
|
21 |
+
logging.info("Code generation completed successfully.")
|
22 |
+
return codes
|
23 |
+
except Exception as e:
|
24 |
+
logging.error(f"Error generating code: {e}")
|
25 |
+
return [f"Error generating code: {e}"]
|
26 |
|
27 |
+
def main():
|
28 |
+
st.set_page_config(page_title="Advanced Code Generator", layout="wide")
|
29 |
|
30 |
+
st.title("Advanced Code Generator")
|
31 |
+
st.markdown("This application generates code based on the given task description using a text-generation model.")
|
32 |
|
33 |
+
# Input Section
|
34 |
+
st.header("Task Description")
|
35 |
+
task_description = st.text_area("Describe the task for which you need code:", height=150)
|
36 |
|
37 |
+
# Options Section
|
38 |
+
st.header("Options")
|
39 |
+
max_length = st.slider("Max Length", min_value=50, max_value=1000, value=250, step=50, help="Maximum length of the generated code.")
|
40 |
+
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.")
|
41 |
+
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.")
|
42 |
|
43 |
+
# Generate Code Button
|
44 |
+
if st.button("Generate Code"):
|
45 |
+
if task_description.strip():
|
46 |
+
with st.spinner("Generating code..."):
|
47 |
+
generated_codes = generate_code(task_description, max_length, temperature, num_return_sequences)
|
48 |
+
st.header("Generated Code")
|
49 |
+
for idx, code in enumerate(generated_codes):
|
50 |
+
st.subheader(f"Generated Code {idx + 1}")
|
51 |
+
st.code(code, language='python')
|
52 |
+
else:
|
53 |
+
st.error("Please enter a task description.")
|
54 |
|
55 |
+
# Save Code Section
|
56 |
+
if 'generated_codes' in locals() and generated_codes:
|
57 |
+
st.header("Save Code")
|
58 |
+
selected_code_idx = st.selectbox("Select which code to save:", range(1, len(generated_codes) + 1)) - 1
|
59 |
+
file_name = st.text_input("Enter file name to save:", value="generated_code.py")
|
60 |
+
if st.button("Save", key="save_code"):
|
61 |
+
if file_name:
|
62 |
+
with open(file_name, "w") as file:
|
63 |
+
file.write(generated_codes[selected_code_idx])
|
64 |
+
st.success(f"Code saved to {file_name}")
|
65 |
+
else:
|
66 |
+
st.error("Please enter a valid file name.")
|
67 |
|
68 |
+
if __name__ == "__main__":
|
69 |
+
main()
|