ddobokki commited on
Commit
b632735
1 Parent(s): 675548f

add: README.md

Browse files
Files changed (1) hide show
  1. README.md +24 -0
README.md ADDED
@@ -0,0 +1,24 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ ```
2
+ import requests
3
+ from PIL import Image
4
+ from transformers import (
5
+ VisionEncoderDecoderModel,
6
+ ViTFeatureExtractor,
7
+ PreTrainedTokenizerFast,
8
+ )
9
+
10
+ device = torch.device('cuda' if torch.cuda.is_available() else 'cpu')
11
+ encoder_model_name_or_path = "ddobokki/vision-encoder-decoder-vit-gpt2-coco-ko"
12
+ feature_extractor = ViTFeatureExtractor.from_pretrained(encoder_model_name_or_path)
13
+ tokenizer = PreTrainedTokenizerFast.from_pretrained(encoder_model_name_or_path)
14
+ model = VisionEncoderDecoderModel.from_pretrained(encoder_model_name_or_path)
15
+ model.to(device)
16
+
17
+ url = 'http://images.cocodataset.org/val2017/000000039769.jpg'
18
+ with Image.open(requests.get(url, stream=True).raw) as img:
19
+ pixel_values = feature_extractor(images=img, return_tensors="pt").pixel_values
20
+
21
+ generated_ids = model.generate(pixel_values.to(device),num_beams=5)
22
+ generated_text = tokenizer.batch_decode(generated_ids, skip_special_tokens=True)
23
+ print(generated_text)
24
+ ```