DisgustingOzil
commited on
Commit
•
23ec77b
1
Parent(s):
9618fad
created handler.py
Browse files- handler.py +20 -0
handler.py
ADDED
@@ -0,0 +1,20 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
from typing import Dict, List, Any
|
2 |
+
from transformers import AutoTokenizer, AutoModelForCausalLM
|
3 |
+
|
4 |
+
class EndpointHandler:
|
5 |
+
def __init__(self, path=""):
|
6 |
+
model_id = "DisgustingOzil/Academic-MCQ-Generator"
|
7 |
+
load_in_4bit = True
|
8 |
+
self.tokenizer = AutoTokenizer.from_pretrained(model_id)
|
9 |
+
self.model = AutoModelForCausalLM.from_pretrained(model_id, load_in_4bit=load_in_4bit)
|
10 |
+
|
11 |
+
def __call__(self, data: Dict[str, Any]) -> List[Dict[str, Any]]:
|
12 |
+
input_text = data.pop("input_text", data)
|
13 |
+
inputs = self.tokenizer(input_text, return_tensors="pt")
|
14 |
+
outputs = self.model.generate(
|
15 |
+
**inputs,
|
16 |
+
max_length=1000,
|
17 |
+
num_return_sequences=1,
|
18 |
+
)
|
19 |
+
output_text = self.tokenizer.decode(outputs[0], skip_special_tokens=True)
|
20 |
+
return [{"generated_text": output_text}]
|