update to use gradio

.gradio/certificate.pem

@@ -0,0 +1,31 @@
+-----BEGIN CERTIFICATE-----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=
+-----END CERTIFICATE-----

app.py

@@ -1,44 +1,32 @@
-from flask import Flask, request, jsonify
+import gradio as gr
 from transformers import pipeline
 
-# Initialize Flask app
-app = Flask(__name__)
-
 # Load language detection model from Hugging Face
 lang_classifier = pipeline("text-classification", model="papluca/xlm-roberta-base-language-detection")
 
 # Load hate speech detection model from Hugging Face
 hate_classifier = pipeline("text-classification", model="Hate-speech-CNERG/dehatebert-mono-english")
 
-# Route: Health check
-@app.route("/", methods=["GET"])
-def home():
-    return jsonify({"message": "Language & Hate Speech API is running!"})
-
-# Route: Detect Language
-@app.route("/detect-language", methods=["POST"])
-def detect_language():
-    data = request.json
-    text = data.get("text", "").strip()
-
-    if not text:
-        return jsonify({"error": "No text provided"}), 400
+def analyze_text(text):
+    if not text.strip():
+        return {"error": "No text provided"}, {"error": "No text provided"}
 
-    result = lang_classifier(text)
-    return jsonify({"language": result[0]['label'], "confidence": result[0]['score']})
+    lang_result = lang_classifier(text)
+    hate_result = hate_classifier(text)
 
-# Route: Detect Hate Speech
-@app.route("/detect-hate-speech", methods=["POST"])
-def detect_hate_speech():
-    data = request.json
-    text = data.get("text", "").strip()
+    language_output = {"language": lang_result[0]['label'], "confidence": lang_result[0]['score']}
+    hate_output = {"label": hate_result[0]['label'], "score": hate_result[0]['score']}
 
-    if not text:
-        return jsonify({"error": "No text provided"}), 400
+    return language_output, hate_output
 
-    result = hate_classifier(text)
-    return jsonify({"label": result[0]['label'], "score": result[0]['score']})
+# Define the Gradio interface
+iface = gr.Interface(
+    fn=analyze_text,  # Use the combined function
+    inputs=gr.Textbox(label="Enter text"),
+    outputs=[gr.JSON(label="Language Detection"), gr.JSON(label="Hate Speech Detection")],
+    title="Language & Hate Speech Detection",
+    description="Enter text to detect its language and check for hate speech."
+)
 
-# Run the server
-if __name__ == "__main__":
-    app.run(host="0.0.0.0", port=7860)
+# Launch the Gradio app
+iface.launch(server_name="0.0.0.0", server_port=7860, share=True)