LeenAnabtawe commited on
Commit
f673293
·
verified ·
1 Parent(s): 83c297a

Create app.py

Browse files
Files changed (1) hide show
  1. app.py +40 -0
app.py ADDED
@@ -0,0 +1,40 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ from transformers import AutoTokenizer, AutoModelForCausalLM
2
+ import torch
3
+ import gradio as gr
4
+
5
+ # Load model and tokenizer from Hugging Face
6
+ model_name = "Salesforce/codegen-350M-multi"
7
+ tokenizer = AutoTokenizer.from_pretrained(model_name)
8
+ model = AutoModelForCausalLM.from_pretrained(model_name)
9
+
10
+ # Set device (GPU if available)
11
+ device = torch.device("cuda" if torch.cuda.is_available() else "cpu")
12
+ model.to(device)
13
+
14
+ def generate_code(prompt, max_length=100):
15
+ inputs = tokenizer(prompt, return_tensors="pt").to(device)
16
+ outputs = model.generate(
17
+ **inputs,
18
+ max_length=len(inputs["input_ids"][0]) + max_length,
19
+ temperature=0.7,
20
+ do_sample=True,
21
+ top_p=0.95,
22
+ pad_token_id=tokenizer.eos_token_id
23
+ )
24
+ generated_code = tokenizer.decode(outputs[0], skip_special_tokens=True)
25
+ return generated_code
26
+
27
+ # Gradio Interface
28
+ interface = gr.Interface(
29
+ fn=generate_code,
30
+ inputs=[
31
+ gr.Textbox(lines=5, label="Code Prompt"),
32
+ gr.Slider(20, 300, step=10, label="Max Tokens", value=100),
33
+ ],
34
+ outputs=gr.Textbox(label="Generated Code"),
35
+ title="🧠 Code Generator using HuggingFace",
36
+ description="Enter a prompt like `def factorial(n):` and let the AI complete the code."
37
+ )
38
+
39
+ if __name__ == "__main__":
40
+ interface.launch()