Update app.py

app.py

@@ -1,16 +1,22 @@
 import gradio as gr
 from huggingface_hub import InferenceClient
 from bertopic import BERTopic
-
+from sklearn.datasets import fetch_20newsgroups
 from datasets import load_dataset
 
+#docs = fetch_20newsgroups(subset='all')['data']
+#topic_model = BERTopic()
+#topics, probabilities = topic_model.fit_transform(docs)
+
+
+
 """
 For more information on `huggingface_hub` Inference API support, please check the docs: https://huggingface.co/docs/huggingface_hub/v0.22.2/en/guides/inference
 """
 client = InferenceClient("HuggingFaceH4/zephyr-7b-beta")
 topic_model = BERTopic.load("MaartenGr/BERTopic_Wikipedia")
 # Train model
-topic_model = BERTopic().fit("JustKiddo/KiddosVault")
+#topic_model = BERTopic().fit("JustKiddo/KiddosVault")
 
 #dataset = load_dataset("JustKiddo/KiddosVault")