add core logic

app.py

@@ -1,7 +1,44 @@
-import gradio as gr
+from flask import Flask, request, jsonify
+from transformers import pipeline
 
-def greet(name):
-    return "Hello " + name + "!!"
+# Initialize Flask app
+app = Flask(__name__)
 
-demo = gr.Interface(fn=greet, inputs="text", outputs="text")
-demo.launch()
+# 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
+
+    result = lang_classifier(text)
+    return jsonify({"language": result[0]['label'], "confidence": result[0]['score']})
+
+# Route: Detect Hate Speech
+@app.route("/detect-hate-speech", methods=["POST"])
+def detect_hate_speech():
+    data = request.json
+    text = data.get("text", "").strip()
+
+    if not text:
+        return jsonify({"error": "No text provided"}), 400
+
+    result = hate_classifier(text)
+    return jsonify({"label": result[0]['label'], "score": result[0]['score']})
+
+# Run the server
+if __name__ == "__main__":
+    app.run(host="0.0.0.0", port=7860)

requirements.txt

@@ -1,52 +0,0 @@
-aiofiles==23.2.1
-annotated-types==0.7.0
-anyio==4.8.0
-audioop-lts==0.2.1
-certifi==2025.1.31
-charset-normalizer==3.4.1
-click==8.1.8
-fastapi==0.115.8
-ffmpy==0.5.0
-filelock==3.17.0
-fsspec==2025.2.0
-gradio==5.16.0
-gradio_client==1.7.0
-h11==0.14.0
-httpcore==1.0.7
-httpx==0.28.1
-huggingface-hub==0.28.1
-idna==3.10
-Jinja2==3.1.5
-markdown-it-py==3.0.0
-MarkupSafe==2.1.5
-mdurl==0.1.2
-numpy==2.2.3
-orjson==3.10.15
-packaging==24.2
-pandas==2.2.3
-pillow==11.1.0
-pydantic==2.10.6
-pydantic_core==2.27.2
-pydub==0.25.1
-Pygments==2.19.1
-python-dateutil==2.9.0.post0
-python-multipart==0.0.20
-pytz==2025.1
-PyYAML==6.0.2
-requests==2.32.3
-rich==13.9.4
-ruff==0.9.6
-safehttpx==0.1.6
-semantic-version==2.10.0
-shellingham==1.5.4
-six==1.17.0
-sniffio==1.3.1
-starlette==0.45.3
-tomlkit==0.13.2
-tqdm==4.67.1
-typer==0.15.1
-typing_extensions==4.12.2
-tzdata==2025.1
-urllib3==2.3.0
-uvicorn==0.34.0
-websockets==14.2

runtime.txt

@@ -1 +0,0 @@
-python-3.9