Uploading food not food text classifier demo app.py

README.md

@@ -13,5 +13,5 @@ license: apache-2.0
 
 Small demo to showcase a text classifier to determine if a sentence is about food or not food. Enter a sentence in the box below.
 
-DistillBERT model fine-tuned on a small synthetic dataset of 250 generated [Food or Not Food image captions](https://huggingface.co/datasets/mrdbourke/learn_hf_food_not_food_image_captions).
+DistillBERT model fine-tuned on a small synthetic dataset of 250 generated [Food or Not Food image captions](https://huggingface.co/datasets/Unizomby/food_not_food_image_captions).
 

app.py

@@ -5,15 +5,15 @@ import gradio as gr
 from typing import Dict
 from transformers import pipeline
 
-# 2. Define function to use our model on given text 
+# 2. Define function to use our model on given text
 def food_not_food_classifier(text: str) -> Dict[str, float]:
     # Set up text classification pipeline
-    food_not_food_classifier = pipeline(task="text-classification", 
+    food_not_food_classifier = pipeline(task="text-classification",
                                         # Because our model is on Hugging Face already, we can pass in the model name directly
                                         model="Unizomby/food_not_food_text_classifier-distilbert-base-uncased", # link to model on HF Hub
                                         device="cuda" if torch.cuda.is_available() else "cpu",
                                         top_k=None) # return all possible scores (not just top-1)
-    
+
     # Get outputs from pipeline (as a list of dicts)
     outputs = food_not_food_classifier(text)[0]
 
@@ -26,13 +26,13 @@ def food_not_food_classifier(text: str) -> Dict[str, float]:
 
 # 3. Create a Gradio interface with details about our app
 description = """
-A text classifier to determine if a sentence is about food or not food. 
+A text classifier to determine if a sentence is about food or not food.
 
-Fine-tuned from [DistilBERT](https://huggingface.co/distilbert/distilbert-base-uncased) on a [small dataset of food and not food text](https://huggingface.co/datasets/mrdbourke/learn_hf_food_not_food_image_captions).
+Fine-tuned from [DistilBERT](https://huggingface.co/distilbert/distilbert-base-uncased) on a [small dataset of food and not food text](https://huggingface.co/datasets/Unizomby/food_not_food_image_captions).
 """
 
-demo = gr.Interface(fn=food_not_food_classifier, 
-             inputs="text", 
+demo = gr.Interface(fn=food_not_food_classifier,
+             inputs="text",
              outputs=gr.Label(num_top_classes=2), # show top 2 classes (that's all we have)
              title="Food or Not Food Text Classifier 🍕🫐",
              description=description,