DebugArc ID:6

cal_predict/cal_api.py

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+import pickle
+import pandas as pd
+from fastapi import FastAPI
+from pydantic import BaseModel
+
+# Initialize FastAPI app
+app = FastAPI()
+
+# Load model once at startup
+def load_model():
+    path = 'calorie_model.pkl'
+    with open(path, 'rb') as f:
+        return pickle.load(f)
+
+model = load_model()
+
+# Define request model
+class InputData(BaseModel):
+    Dish_Weight: float
+    Protein: float
+    Fat: float
+    Carbohydrates: float
+    Fiber: float
+
+@app.get("/")
+def home():
+    return {"message": "Calorie Prediction API is running!"}
+
+@app.post("/predict")
+def predict_calories(data: InputData):
+    df = pd.DataFrame([data.model_dump()])  # Use model_dump() instead of .dict()
+    pred = model.predict(df)
+    return {'Predicted Calories': pred[0]}
+
+if __name__ == '__main__':
+    import uvicorn
+    uvicorn.run(app, host="0.0.0.0", port=8000)

cal_predict/dockerfile

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+# Use an official Python runtime as a parent image
+FROM python:3.10.0
+
+# Set the working directory in the container
+WORKDIR /app
+
+# Copy the current directory contents into the container at /app
+COPY . /app
+
+# Install dependencies
+RUN pip install --no-cache-dir -r requirements.txt
+
+# Expose the FastAPI default port
+EXPOSE 8000
+
+# Run the FastAPI application
+CMD ["python", "cal_api.py"]

cal_predict/requirements.txt

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+fastapi
+uvicorn
+numpy
+pandas
+pydantic
+scikit-learn

fit-bite-web/.eslintrc.js

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+module.exports = {
+  env: {
+    browser:true,
+    node: true,
+    es2021: true,
+  },
+  extends: ["eslint:recommended", "plugin:react/recommended", "next/core-web-vitals"],
+  overrides: [
+    {
+      env: {
+        node: true,
+      },
+      files: [".eslintrc.{js,cjs}"],
+      parserOptions: {
+        sourceType: "script",
+      },
+    },
+    {
+      files: ["*.mjs"],
+      parserOptions: {
+        sourceType: "module",
+      },
+    },
+  ],
+  parserOptions: {
+    ecmaVersion: "latest",
+    sourceType: "module",
+  },
+  plugins: [
+    "react"],
+  rules: { 
+    "react/prop-types": "off",
+    "react/react-in-jsx-scope": "off",
+     // allow jsx syntax in js files (for next.js project)
+    "react/jsx-filename-extension": [1, { "extensions": [".js", ".jsx"] }],},
+  settings: {
+    react: {
+      version: "detect",
+    },
+  },
+};

fit-bite-web/.eslintrc.json

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+{
+  "extends": ["next/core-web-vitals", "plugin:react-hooks/recommended"]
+}

fit-bite-web/.gitignore

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+# See https://help.github.com/articles/ignoring-files/ for more about ignoring files.
+
+# dependencies
+/node_modules
+/.pnp
+.pnp.js
+
+# testing
+/coverage
+
+# next.js
+/.next/
+/out/
+
+# production
+/build
+
+# misc
+.DS_Store
+*.pem
+
+# debug
+npm-debug.log*
+yarn-debug.log*
+yarn-error.log*
+
+# local env files
+.env*.local
+.env
+
+# vercel
+.vercel
+
+# typescript
+*.tsbuildinfo
+next-env.d.ts

fit-bite-web/README.md

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+This is a [Next.js](https://nextjs.org/) project bootstrapped with [`create-next-app`](https://github.com/vercel/next.js/tree/canary/packages/create-next-app).
+
+## Getting Started
+
+First, run the development server:
+
+```bash
+npm run dev
+# or
+yarn dev
+# or
+pnpm dev
+```
+
+Open [http://localhost:3000](http://localhost:3000) with your browser to see the result.
+
+You can start editing the page by modifying `app/page.js`. The page auto-updates as you edit the file.
+
+This project uses [`next/font`](https://nextjs.org/docs/basic-features/font-optimization) to automatically optimize and load Inter, a custom Google Font.
+
+## Learn More
+
+To learn more about Next.js, take a look at the following resources:
+
+- [Next.js Documentation](https://nextjs.org/docs) - learn about Next.js features and API.
+- [Learn Next.js](https://nextjs.org/learn) - an interactive Next.js tutorial.
+
+You can check out [the Next.js GitHub repository](https://github.com/vercel/next.js/) - your feedback and contributions are welcome!
+
+## Deploy on Vercel
+
+The easiest way to deploy your Next.js app is to use the [Vercel Platform](https://vercel.com/new?utm_medium=default-template&filter=next.js&utm_source=create-next-app&utm_campaign=create-next-app-readme) from the creators of Next.js.
+
+Check out our [Next.js deployment documentation](https://nextjs.org/docs/deployment) for more details.