working try :)

app.py

@@ -1,4 +1,16 @@
 import streamlit as st
 
-x = st.slider("Select a value")
-st.write(x, "squared is", x * x)
+from transformers import TrOCRProcessor, VisionEncoderDecoderModel
+from PIL import Image
+import requests
+
+# load image from the IAM database
+url = "https://fki.tic.heia-fr.ch/static/img/a01-122-02-00.jpg"
+image = Image.open(requests.get(url, stream=True).raw).convert("RGB")
+
+processor = TrOCRProcessor.from_pretrained("microsoft/trocr-base-handwritten")
+model = VisionEncoderDecoderModel.from_pretrained("microsoft/trocr-base-handwritten")
+pixel_values = processor(images=image, return_tensors="pt").pixel_values
+
+generated_ids = model.generate(pixel_values)
+generated_text = processor.batch_decode(generated_ids, skip_special_tokens=True)[0]

requirements.txt

@@ -0,0 +1,2 @@
+torch
+transformers