Update README.md

README.md

@@ -1,3 +1,79 @@
 ---
 license: apache-2.0
+tags:
+- trocr
+- image-to-text
+- endpoints-template
+library_name: generic
 ---
+
+## Run Request 
+
+The endpoint expects the image to be served as `binary`. Below is an curl and python example
+
+#### cURL 
+
+1. get image 
+
+```bash
+wget https://fki.tic.heia-fr.ch/static/img/a01-122-02-00.jpg -O test.jpg
+```
+
+2. send cURL request
+
+```bash
+curl --request POST \
+  --url https://{ENDPOINT}/ \
+  --header 'Content-Type: image/jpg' \
+  --header 'Authorization: Bearer {HF_TOKEN}' \
+  --data-binary '@test.jpg'
+```
+
+3. the expected output
+
+```json
+{"text": "INDLUS THE"}
+```
+
+#### Python 
+
+
+1. get image 
+
+```bash
+wget https://fki.tic.heia-fr.ch/static/img/a01-122-02-00.jpg -O test.jpg
+```
+
+2. run request
+
+```python
+import json
+from typing import List
+import requests as r
+import base64
+
+ENDPOINT_URL=""
+HF_TOKEN=""
+
+def predict(path_to_image:str=None):
+    with open(path_to_image, "rb") as i:
+      b = i.read()
+    headers= {
+        "Authorization": f"Bearer {HF_TOKEN}",
+        "Content-Type": "image/jpeg" # content type of image
+    }
+    response = r.post(ENDPOINT_URL, headers=headers, data=b)
+    return response.json()
+
+prediction = predict(path_to_image="test.jpg")
+
+prediction
+```
+
+expected output
+
+```python
+{"text": "INDLUS THE"}
+```
+
+