Update README.md

README.md

@@ -10,4 +10,22 @@ It was finetuned on the [biochemistry-ocr dataset](https://huggingface.co/datase
 
 ## Usage
 
-This model can be used just lile TrOCR just change the model name to `maxall4/TrOCR-biochemistry`. You can find the TrOCR docs [here](https://huggingface.co/docs/transformers/en/model_doc/trocr).
+This model can be used just lile TrOCR just change the model name to `maxall4/TrOCR-biochemistry`. You can find the TrOCR docs [here](https://huggingface.co/docs/transformers/en/model_doc/trocr).
+
+Example:
+```python
+from transformers import TrOCRProcessor, VisionEncoderDecoderModel
+import requests
+from PIL import Image
+
+processor = TrOCRProcessor.from_pretrained("microsoft/trocr-base-handwritten")
+model = VisionEncoderDecoderModel.from_pretrained("maxall4/TrOCR-biochemistry")
+
+image = Image.open('kikcat.png').convert("RGB")
+
+pixel_values = processor(image, return_tensors="pt").pixel_values
+generated_ids = model.generate(pixel_values)
+
+generated_text = processor.batch_decode(generated_ids, skip_special_tokens=True)[0]
+print(generated_text)
+```