Update app.py

app.py

@@ -1,10 +1,32 @@
 import gradio as gr
 from huggingface_hub import InferenceClient
+from transformers import AutoModelForSeq2SeqLM, AutoTokenizer
 
 """
 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")
+#client = InferenceClient("HuggingFaceH4/zephyr-7b-beta")
+client = InferenceClient("vennify/t5-base-grammar-correction")
+#gr.load("models/vennify/t5-base-grammar-correction").launch()
+
+# Load the model and tokenizer
+model_name = "vennify/t5-base-grammar-correction"
+model = AutoModelForSeq2SeqLM.from_pretrained(model_name)
+tokenizer = AutoTokenizer.from_pretrained(model_name)
+
+
+# Define the function to generate corrected text
+def correct_text(text, max_length, num_beams, temperature):
+    inputs = tokenizer.encode(text, return_tensors="pt")
+    outputs = model.generate(
+        inputs,
+        max_length=max_length,
+        num_beams=num_beams,
+        temperature=temperature,
+        early_stopping=True
+    )
+    corrected_text = tokenizer.decode(outputs[0], skip_special_tokens=True)
+    return corrected_text
 
 
 def respond(
@@ -46,15 +68,9 @@ demo = gr.ChatInterface(
     respond,
     additional_inputs=[
         gr.Textbox(value="You are a friendly Chatbot.", label="System message"),
-        gr.Slider(minimum=1, maximum=2048, value=512, step=1, label="Max new tokens"),
-        gr.Slider(minimum=0.1, maximum=4.0, value=0.7, step=0.1, label="Temperature"),
-        gr.Slider(
-            minimum=0.1,
-            maximum=1.0,
-            value=0.95,
-            step=0.05,
-            label="Top-p (nucleus sampling)",
-        ),
+        gr.Slider(minimum=1,  maximum=2048, value=512,  step=1,    label="Max new tokens"),
+        gr.Slider(minimum=0.1, maximum=4.0, value=0.7,  step=0.1,  label="Temperature"),
+        gr.Slider(minimum=0.1, maximum=1.0, value=0.95, step=0.05, label="Top-p (nucleus sampling)"),
     ],
 )