Spaces:
Sleeping
Sleeping
Create model_utils.py
Browse files- model_utils.py +15 -0
model_utils.py
ADDED
@@ -0,0 +1,15 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
from transformers import AutoModelForCausalLM, AutoTokenizer
|
2 |
+
import torch
|
3 |
+
|
4 |
+
# Use a basic small code model — change to any Hugging Face model you want
|
5 |
+
MODEL_NAME = "Salesforce/codegen-350M-multi"
|
6 |
+
|
7 |
+
def load_model():
|
8 |
+
tokenizer = AutoTokenizer.from_pretrained(MODEL_NAME)
|
9 |
+
model = AutoModelForCausalLM.from_pretrained(MODEL_NAME)
|
10 |
+
return tokenizer, model
|
11 |
+
|
12 |
+
def generate_code(tokenizer, model, prompt, max_length=128):
|
13 |
+
inputs = tokenizer(prompt, return_tensors="pt")
|
14 |
+
outputs = model.generate(**inputs, max_length=max_length)
|
15 |
+
return tokenizer.decode(outputs[0], skip_special_tokens=True)
|