Deployment Ready

CNN+LSTM.h5

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:5930dc2a7cc10348608daea68450c70521a31a97bc803143a9b78b40bccec622
+size 81208

app.py

@@ -0,0 +1,42 @@
+from flask import Flask, request, jsonify
+import numpy as np
+from keras.models import load_model
+
+app = Flask(__name__)
+
+# Load the trained model
+model = load_model('CNN+LSTM.h5')
+
+@app.route('/predict', methods=['POST'])
+def predict():
+    try:
+        # Get the data from the POST request
+        data = request.get_json(force=True)
+
+        # Convert data into numpy array and reshape for prediction
+        data_array = np.array(data['data'])
+        data_array = np.reshape(data_array, (data_array.shape[0], data_array.shape[1], 1))
+
+        # Make prediction using the loaded model
+        prediction = model.predict(data_array)
+        labels=["Normal","Abnormal"]
+
+        # Convert prediction to binary (0 or 1)
+        prediction_binary = [1 if p >= 0.5 else 0 for p in prediction]
+	    # lables=["Normal","Abnormal"]
+
+        # Return the prediction
+        return jsonify({'prediction':labels[prediction_binary[0]]})
+
+    except Exception as e:
+        return jsonify({'error': str(e)})
+# # This is the entry point for AWS Lambda
+# def lambda_handler(event, context):
+#     return awsgi.response(app, event, context)
+
+if __name__ == '__main__':
+    # Save the model to a file
+    model.save('CNN+LSTM.h5')
+    
+    # Run the Flask app
+    app.run(debug=True)

dockerfile

@@ -0,0 +1,11 @@
+FROM python:3.9
+
+WORKDIR /code
+
+COPY ./requirements.txt /code/requirements.txt
+
+RUN pip install --no-cache-dir --upgrade -r /code/requirements.txt
+
+COPY . .
+
+CMD ["gunicorn","-b","0.0.0.0:7860","app:app"]

requirements.txt

@@ -0,0 +1,45 @@
+absl-py
+astunparse
+blinker
+botocore
+cachetools
+certifi
+charset-normalizer
+click
+colorama
+Flask
+flatbuffers
+gast
+google-auth
+google-auth-oauthlib
+google-pasta
+grpcio
+h5py
+idna
+itsdangerous
+Jinja2
+jmespath
+keras
+libclang
+Markdown
+MarkupSafe
+numpy
+oauthlib
+opt-einsum
+packaging
+protobuf
+pyasn1
+pyasn1-modules
+python-dateutil
+requests
+requests-oauthlib
+rsa
+s3transfer
+six
+tensorflow
+termcolor
+typing_extensions
+urllib3
+Werkzeug
+wrapt
+gunicorn