moved files

backend/app/requirements/dev.txt

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+pytest
+mock
+pytest-cov
+pytest-mock

backend/app/requirements/requirements.txt

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+# Pandas and numpy
+numpy==2.1.2
+pandas==2.2.3
+pytz==2024.2
+six==1.16.0
+# tqdm
+tqdm==4.66.5
+# fastapi
+fastapi==0.115.2
+sqlalchemy==2.0.36
+pydantic-settings==2.6.0
+psycopg2-binary==2.9.10
+python-jose==3.3.0
+cryptography==43.0.3
+mangum==0.19.0
+# AWS
+boto3==1.35.44
+# ML, Data Science
+usaddress==0.5.11
+epc-api-python==1.0.2
+fuzzywuzzy==0.18.0
+python-Levenshtein==0.26.0
+textblob==0.18.0.post0
+msgpack==1.1.0
+scikit-learn==1.5.2
+cffi==1.15.1
+mip==1.15.0
+# Data
+pyarrow==17.0.0
+fastparquet==2024.5.0
+aiohttp==3.10.10
+# find my epc
+beautifulsoup4

backend/docker/engine.Dockerfile

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+# Pull base image
+FROM python:3.11.10-slim-bullseye as build-image
+
+# Set environment variables
+ENV PYTHONDONTWRITEBYTECODE 1
+ENV PYTHONUNBUFFERED 1
+
+# Set work directory to the root of your project
+WORKDIR var/task/Model
+
+# Install python dependencies
+COPY ./backend/requirements/requirements.txt ./requirements.txt
+# Install and clean up temp caches
+RUN pip install --upgrade pip \
+    && pip install -r backend/engine/requirements.txt && rm -rf /root/.cache
+
+# Since we are not using a base AWS image, there is some additional setup required. We need to set up the runtime
+# interface client
+# https://docs.aws.amazon.com/lambda/latest/dg/python-image.html#python-image-clients
+# Additionally install the AWS Lambda RIC
+RUN pip install awslambdaric
+
+# Second stage: "runtime-image"
+FROM python:3.11.10-slim-bullseye
+
+# Create the extensions directory to avoid warnings with RIE
+RUN mkdir -p /opt/extensions
+
+# Set work directory to the root of your project
+WORKDIR /var/task/Model
+
+# Copy the python dependencies from the build-image
+COPY --from=build-image /usr/local/lib/python3.11/site-packages/ /usr/local/lib/python3.11/site-packages/
+
+# Copy project files
+COPY ./backend/ ./backend
+COPY ./recommendations/ ./recommendations
+COPY ./utils/ ./utils/
+COPY ./etl/epc/ ./etl/epc/
+COPY ./etl/epc_clean/ ./etl/epc_clean/
+COPY ./etl/bill_savings/ ./etl/bill_savings/
+COPY ./etl/spatial/ ./etl/spatial/
+COPY ./BaseUtility.py ./BaseUtility.py
+COPY ./datatypes/ ./datatypes/
+COPY ./etl/find_my_epc/ ./etl/find_my_epc/
+
+# Set the ENTRYPOINT to the AWS Lambda RIC and CMD to your function handler
+ENTRYPOINT [ "/usr/local/bin/python", "-m", "awslambdaric" ]
+# Define the handler location
+CMD ["backend.engine.handler.handler"]

backend/engine/README.md

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+# Model Engine Lambda
+
+This repository contains the code for the Model Engine Lambda, which is responsible for serving machine learning models
+in a serverless environment. The Lambda function is designed to handle requests for model inference and return the
+results to the client.
+
+This service consumes an SQS queue and is triggered by messages sent to the queue. The Lambda function processes the
+messages, performs model inference, and sends the results back to the client.

backend/engine/handler.py

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+import json
+import asyncio
+from backend.engine.engine import model_engine
+from backend.app.plan.schemas import PlanTriggerRequest
+from utils.logger import setup_logger
+
+logger = setup_logger()
+
+
+def handler(event, context):
+    """
+    Lambda handler that triggers the model engine for each SQS message.
+    """
+    for record in event.get("Records", []):
+        try:
+            body_dict = json.loads(record["body"])
+            payload = PlanTriggerRequest.model_validate(body_dict)
+            asyncio.run(model_engine(payload))
+        except Exception as e:
+            logger.error(f"Failed to process record: {e}")

backend/engine/requirements.txt

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+# Pandas and numpy
+numpy==2.1.2
+pandas==2.2.3
+pytz==2024.2
+six==1.16.0
+# tqdm
+tqdm==4.66.5
+# AWS
+boto3==1.35.44
+# ML, Data Science
+usaddress==0.5.11
+epc-api-python==1.0.2
+fuzzywuzzy==0.18.0
+python-Levenshtein==0.26.0
+textblob==0.18.0.post0
+msgpack==1.1.0
+scikit-learn==1.5.2
+cffi==1.15.1
+mip==1.15.0
+# Data
+pyarrow==17.0.0
+fastparquet==2024.5.0
+aiohttp==3.10.10
+# find my epc
+beautifulsoup4