super-unsupervised and utils

pages/supervised_unsupervised_page.py

@@ -49,7 +49,7 @@ with col2:
 - They are also used to identify unusual patterns or **outliers**.
                 """, unsafe_allow_html=True)
     st.markdown(" ")
-    st.image("images/unsupervised_learner.webp", caption="An example of unsupervised Learning")
+    st.image("images/unsupervised_learning.png", caption="An example of unsupervised Learning")
 
 st.markdown("  ")
 

utils.py

@@ -5,10 +5,12 @@ import base64
 import streamlit as st
 import pandas as pd
 
-#from google.oauth2 import service_account
-#from googleapiclient.discovery import build
 from htbuilder import HtmlElement, div, hr, a, p, img, styles
 from pathlib import Path
+from huggingface_hub.inference_api import InferenceApi
+#from google.oauth2 import service_account
+#from googleapiclient.discovery import build
+
 
 
 
@@ -34,6 +36,17 @@ def load_model_pickle(path, file):
     return model
 
 
+
+###################### LOAD MODEL HUGGINGFACE #############################
+
+st.cache_data(ttl=3600)
+def load_model_huggingface(repo_id, token, task=None):
+    """ Load model using Huggingface's Inference API 
+    """
+    model = InferenceApi(repo_id=repo_id, token=token, task=task)
+    return model
+
+
 #################### LOAD DATA FROM GOOGLE DRIVE ###################
 
 # @st.cache_data(ttl=3600, show_spinner=False)