Create tabsApp.py

tabsApp.py

@@ -0,0 +1,58 @@
+# Sentiment Analysis Model
+sentiment_analyzer = pipeline("sentiment-analysis")
+
+# Chatbot Model
+chatbot = pipeline("text-generation", model="microsoft/DialoGPT-medium")
+
+# Summarization Model
+summarizer = pipeline("summarization")
+
+# Sentiment Analysis Function
+def analyze_sentiment(text):
+    result = sentiment_analyzer(text)[0]
+    sentiment = result['label']
+    confidence = round(result['score'], 4)
+    return sentiment, confidence
+
+# Chatbot Function
+def generate_response(user_input, history=[]):
+    history.append(user_input)
+    input_text = " ".join(history)
+    response = chatbot(input_text, max_length=1000, pad_token_id=50256)
+    bot_reply = response[0]['generated_text'][len(input_text):]
+    history.append(bot_reply)
+    return history, history
+
+# Summarization Function
+def summarize_text(text):
+    summary = summarizer(text, max_length=150, min_length=40, do_sample=False)
+    return summary[0]['summary_text']
+
+    with gr.Blocks() as demo:
+    gr.Markdown("# Multi-Function Language Application")
+
+    with gr.Tabs():
+        with gr.TabItem("Sentiment Analysis"):
+            gr.Markdown("## Enter text for sentiment analysis:")
+            sentiment_input = gr.Textbox(placeholder="Type your text here...")
+            sentiment_button = gr.Button("Analyze")
+            sentiment_output = gr.Textbox(label="Sentiment")
+            confidence_output = gr.Textbox(label="Confidence Score")
+            sentiment_button.click(analyze_sentiment, inputs=sentiment_input, outputs=[sentiment_output, confidence_output])
+
+        with gr.TabItem("Chatbot"):
+            gr.Markdown("## Chat with the bot:")
+            chatbot_input = gr.Textbox(placeholder="Type your message here...")
+            chatbot_button = gr.Button("Send")
+            chatbot_output = gr.Chatbot()
+            chatbot_state = gr.State([])
+            chatbot_button.click(generate_response, inputs=[chatbot_input, chatbot_state], outputs=[chatbot_output, chatbot_state])
+
+        with gr.TabItem("Summarization"):
+            gr.Markdown("## Enter text to summarize:")
+            summary_input = gr.Textbox(placeholder="Paste your text here...")
+            summary_button = gr.Button("Summarize")
+            summary_output = gr.Textbox(label="Summary")
+            summary_button.click(summarize_text, inputs=summary_input, outputs=summary_output)
+
+demo.launch()