Update qa.py
Browse files
qa.py
CHANGED
@@ -1,3 +1,16 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
def get_image_answer(image: Image.Image, question: str) -> str:
|
2 |
if image.mode != "RGB":
|
3 |
image = image.convert("RGB")
|
|
|
1 |
+
import torch
|
2 |
+
from PIL import Image
|
3 |
+
from transformers import Blip2Processor, Blip2ForConditionalGeneration, BitsAndBytesConfig
|
4 |
+
|
5 |
+
# Load model and processor
|
6 |
+
device = "cuda" if torch.cuda.is_available() else "cpu"
|
7 |
+
quantization_config = BitsAndBytesConfig(load_in_8bit=True)
|
8 |
+
|
9 |
+
processor = Blip2Processor.from_pretrained("Salesforce/blip2-flan-t5-xl")
|
10 |
+
model = Blip2ForConditionalGeneration.from_pretrained(
|
11 |
+
"Salesforce/blip2-flan-t5-xl", device_map="auto"
|
12 |
+
)
|
13 |
+
|
14 |
def get_image_answer(image: Image.Image, question: str) -> str:
|
15 |
if image.mode != "RGB":
|
16 |
image = image.convert("RGB")
|