Final API

Author: GopalSaraf

.gitignore

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+# Byte-compiled / optimized / DLL files
+__pycache__/
+*.py[cod]
+*$py.class
+
+# C extensions
+*.so
+
+# Distribution / packaging
+.Python
+build/
+develop-eggs/
+dist/
+downloads/
+eggs/
+.eggs/
+lib/
+lib64/
+parts/
+sdist/
+var/
+wheels/
+*.egg-info/
+.installed.cfg
+*.egg
+
+# PyInstaller
+#  Usually these files are written by a python script from a template
+#  before PyInstaller builds the exe, so as to inject date/other infos into it.
+*.manifest
+*.spec
+
+# Installer logs
+pip-log.txt
+pip-delete-this-directory.txt
+
+# Unit test / coverage reports
+htmlcov/
+.tox/
+.coverage
+.coverage.*
+.cache
+nosetests.xml
+coverage.xml
+*.cover
+.hypothesis/
+.pytest_cache/
+
+# Translations
+*.mo
+*.pot
+
+# Django stuff:
+*.log
+local_settings.py
+db.sqlite3
+db.sqlite3-journal
+
+# Flask stuff:
+instance/
+.webassets-cache
+
+# Scrapy stuff:
+.scrapy
+
+# Sphinx documentation
+docs/_build/
+
+# PyBuilder
+target/
+
+# Jupyter Notebook
+.ipynb_checkpoints
+
+# IPython
+profile_default/
+ipython_config.py
+
+# pyenv
+.python-version
+
+# pipenv
+#   According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control.
+#   However, in case of collaboration, if having platform-specific dependencies or dependencies
+#   having no cross-platform support, pipenv may install dependencies that don't work, or not
+#   install all needed dependencies.
+#Pipfile.lock
+
+# PEP 582; used by e.g. github.com/David-OConnor/pyflow
+__pypackages__/
+
+# Celery stuff
+celerybeat-schedule
+celerybeat.pid
+
+# SageMath parsed files
+*.sage.py
+
+# Environments
+.env
+.venv
+env/
+venv/
+ENV/
+env.bak/
+venv.bak/
+
+# Spyder project settings
+.spyderproject
+.spyproject
+
+# Rope project settings
+.ropeproject
+
+# mkdocs documentation
+/site
+
+# mypy
+.mypy_cache/
+.dmypy.json
+dmypy.json
+
+# Pyre type checker
+.pyre/
+
+# pytype static type analyzer
+.pytype/
+
+# Cython debug symbols
+cython_debug/
+
+# Ignore VSCode settings
+.vscode/
+
+model.pkl
+.DS_Store

README.md

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+# GreenGridIn Flask API
+
+### API
+
+- `POST /predict` - Predict the power consumption of a server based on the input data.
+
+  - Request Body:
+
+    ```json
+    {
+      "air_temperature": 10.926,
+      "pressure": 0.979103,
+      "wind_speed": 9.014
+    }
+    ```
+
+  - Response:
+
+    ```json
+    {
+      "power": 33.6881
+    }
+    ```

app.py

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+#!/usr/bin/python
+
+import os
+import requests
+import numpy as np
+from flask import Flask, request, jsonify
+from flask_cors import CORS
+import pickle
+
+app = Flask(__name__)
+CORS(app)
+
+MODEL_FILEPATH = "model.pkl"
+
+if not os.path.exists(MODEL_FILEPATH):
+    url = ""
+    r = requests.get(url)
+    with open(MODEL_FILEPATH, "wb") as f:
+        f.write(r.content)
+
+
+with open(MODEL_FILEPATH, "rb") as f:
+    model = pickle.load(f)
+
+
+@app.route("/", methods=["GET"])
+def default():
+    return jsonify({"message": "Welcome to the API"})
+
+
+@app.route("/predict", methods=["POST"])
+def predict():
+    req_data = ["air_temperature", "pressure", "wind_speed"]
+
+    if not request.json:
+        return jsonify({"error": "Request data not found"})
+
+    if not all(k in request.json for k in req_data):
+        return jsonify({"error": "Missing required fields"})
+
+    data = [request.json[k] for k in req_data]
+    data = np.array(data).reshape(1, -1)
+    prediction = model.predict(data)[0]
+
+    return jsonify({"power": prediction})
+
+
+if __name__ == "__main__":
+    app.run(debug=True, port=5000)

requirements.txt

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+Flask
+Flask-Cors
+Gunicorn
+scikit-learn==1.2.2
+requests