Farm2City by kaustubh-2007 · Pull Request #3 · Sky-walkerX/DevStakes

kaustubh-2007 · 2026-04-09T18:19:37Z

This PR enhances the Farm2City – Direct Farmer Marketplace by integrating Machine Learning features and improving overall functionality using FastAPI and React.

The goal is to transform the platform from a basic marketplace into an AI-powered intelligent system that provides data-driven insights and better user experience.

New UI

Copilot

Pull request overview

This PR turns the repository into a Vite + React application with a FastAPI backend that exposes ML-powered endpoints for price prediction, crop recommendations, and a simple chatbot, and wires those features into the farmer dashboard and a floating AI chatbot UI.

Changes:

Added a React (Vite) frontend with marketplace, product details, cart, login, profile, farmer dashboard, and chat pages.
Added a FastAPI backend exposing /predict-price, /recommend-crop, and /chat, plus utilities/training code for sklearn models.
Added mock data, styling, and static assets to support the UI.

Reviewed changes

Copilot reviewed 30 out of 52 changed files in this pull request and generated 13 comments.

Show a summary per file

File	Description
vite.config.js	Adds Vite configuration with React plugin.
teams/.gitkeep	Keeps `teams/` directory in git.
SUB.md	Removes the prior submission guide documentation.
.gitignore	Adds ignores for Node/Vite artifacts (missing Python/ML artifacts ignores).
package.json	Defines frontend dependencies (React, router, axios, lucide) and scripts.
eslint.config.js	Adds ESLint flat config for React + hooks + refresh.
index.html	Adds Vite entry HTML for the React app.
public/icons.svg	Adds SVG symbol sprite used by the app/site.
public/favicon.svg	Adds favicon asset.
src/main.jsx	Boots the React app with `BrowserRouter`.
src/App.jsx	Defines routes, top-level cart/user state, and mounts `AIChatbot`.
src/index.css	Adds global styling, glassmorphism utilities, and animations.
src/data/mockData.js	Provides mock product catalog and hero image used by UI pages.
src/components/Navbar.jsx	Adds primary navigation with role-aware dashboard link and cart badge.
src/components/ProductCard.jsx	Adds product card component used by the marketplace grid.
src/components/AIChatbot.jsx	Adds floating chatbot UI that calls backend `/chat`.
src/pages/Home.jsx	Adds landing page hero + feature cards.
src/pages/Login.jsx	Adds mock role-based login flow (buyer vs farmer) and redirects.
src/pages/Marketplace.jsx	Adds marketplace search/filter UI over mock product data.
src/pages/ProductDetails.jsx	Adds product detail view and add-to-cart interaction.
src/pages/Cart.jsx	Adds cart UI, quantity updates, and mock checkout success state.
src/pages/Profile.jsx	Adds profile page with mock order history.
src/pages/Chat.jsx	Adds mock buyer–farmer negotiation chat UI.
src/pages/Dashboard.jsx	Adds farmer dashboard with AI price prediction + crop recommendation calls.
backend/requirements.txt	Adds Python dependencies for FastAPI + sklearn pipeline (has a leading blank line).
backend/main.py	Implements FastAPI app with CORS, ML endpoints, and chatbot endpoint.
backend/pycache/main.cpython-314.pyc	Adds compiled Python bytecode (should not be committed).
backend/ml/init.py	Declares the `ml` package.
backend/ml/model.py	Implements singleton model loader + prediction/recommendation + chatbot intent logic.
backend/ml/utils.py	Generates synthetic datasets for training (price + recommendation).
backend/ml/train.py	Trains and writes sklearn models/encoders to disk via joblib.
backend/ml/price_data.csv	Adds generated synthetic training dataset (large).
backend/ml/rec_data.csv	Adds generated synthetic training dataset.
backend/ml/models/rec_model.joblib	Adds serialized sklearn model artifact.
backend/ml/models/le_crop.joblib	Adds serialized label encoder artifact.
backend/ml/models/le_rec.joblib	Adds serialized label encoder artifact.
backend/ml/models/le_season.joblib	Adds serialized label encoder artifact.
backend/ml/models/le_soil.joblib	Adds serialized label encoder artifact.
backend/ml/pycache/init.cpython-314.pyc	Adds compiled Python bytecode (should not be committed).
backend/ml/pycache/model.cpython-314.pyc	Adds compiled Python bytecode (should not be committed).
backend/ml/pycache/train.cpython-314.pyc	Adds compiled Python bytecode (should not be committed).
backend/ml/pycache/utils.cpython-314.pyc	Adds compiled Python bytecode (should not be committed).
README.md	Replaces repository README with the default Vite template content.
readme2.md	Adds a project README-style document for Farm2City (currently mismatched with repo layout/endpoints).

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Copilot · 2026-04-09T19:27:57Z

+app.add_middleware(
+    CORSMiddleware,
+    allow_origins=["*"],
+    allow_credentials=True,
+    allow_methods=["*"],
+    allow_headers=["*"],
+)


CORS is configured with allow_origins=["*"] while allow_credentials=true. This effectively allows any origin to send credentialed requests and is unsafe for anything beyond local dev (and can also cause CORS header issues). Consider restricting allow_origins to the known frontend origin(s) (e.g., from an env var) and/or setting allow_credentials=false for wildcard origins.

Copilot · 2026-04-09T19:27:57Z

@@ -0,0 +1,96 @@
+import { User, MapPin, Phone, Package, Calendar, LogOut } from 'lucide-react'


LogOut is imported but never used, which will fail the configured ESLint no-unused-vars rule. Remove the unused import (or use it in the UI).

Copilot · 2026-04-09T19:27:57Z

+            <div style={{ padding: '1rem', borderBottom: '1px solid var(--glass-border)', background: 'rgba(255,255,255,0.05)', cursor: 'pointer' }}>
+              <div style={{ fontWeight: 600, marginBottom: '0.25rem' }}>Green Valley Farm</div>
+              <div style={{ fontSize: '0.85rem', color: 'var(--text-secondary)', whiteSpace: 'nowrap', overflow: 'hidden', textOverflow: 'ellipsis' }}>
+                Sure, I can do $22 for 10 lbs...
+              </div>


The contact preview text uses "$" and "lbs" while the rest of the chat uses "₹" and "kg". This inconsistency will look like a pricing/unit bug in the UI—use the same currency and units throughout (or derive them from locale settings).

Copilot · 2026-04-09T19:27:58Z

+import axios from 'axios'
+import { products } from '../data/mockData'
+
+const API = 'http://localhost:8000'


The backend base URL is hardcoded to http://localhost:8000, which will break in preview/production deployments. Use a Vite env var (e.g., import.meta.env.VITE_API_URL) with a sensible default and document it.

Copilot · 2026-04-09T19:27:58Z

+import { MessageCircle, X, Send, Bot } from 'lucide-react'
+import axios from 'axios'
+
+const API = 'http://localhost:8000'


The backend base URL is hardcoded to http://localhost:8000, which will break in preview/production deployments. Use a Vite env var (e.g., import.meta.env.VITE_API_URL) with a sensible default and document it.

Copilot · 2026-04-09T19:27:59Z

+soil,season,recommended_crop
+laterite,summer,Cashew
+laterite,monsoon,Rubber


This looks like generated synthetic training data. Since generate_rec_data() can recreate it, consider removing this file from version control and generating it during training/build (or store it externally if it must be versioned).

Copilot · 2026-04-09T19:27:59Z

+
+fastapi


There is a leading blank line in requirements.txt which can confuse tooling and makes diffs noisy. Remove the empty first line so the file starts with the first dependency.

Copilot · 2026-04-09T19:28:00Z

+# React + Vite

+This template provides a minimal setup to get React working in Vite with HMR and some ESLint rules.

-**[Register Here →](https://forms.gle/yrQVjSU84b2Wk47Q8)**
+Currently, two official plugins are available:



README.md still contains the default Vite template text and doesn't describe Farm2City or how to run the frontend/backend together. Consider replacing it with the project documentation (or moving the current readme2.md content into README.md and linking to the ML API setup/env vars).

Copilot · 2026-04-09T19:28:00Z

+## 📁 Project Structure
+
+```
+farm2city/
+│
+├── frontend/ (React)
+│   ├── src/
+│   ├── components/
+│   ├── pages/
+│   └── App.js
+│
+├── backend/ (FastAPI)
+│   ├── main.py
+│   ├── routes/
+│   ├── models/
+│   ├── ml/
+│   │   ├── train.py
+│   │   ├── model.pkl
+│   │   └── utils.py
+│
+└── README.md
+```
+
+---
+
+## ⚙️ Installation & Setup
+
+### 🔹 Backend (FastAPI)
+
+```bash
+cd backend
+pip install -r requirements.txt
+uvicorn main:app --reload
+```
+
+---
+
+### 🔹 Frontend (React)
+
+```bash
+cd frontend
+npm install
+npm start
+```


The documented project structure and frontend run steps don't match the current repo layout: there is no frontend/ directory, and the scripts are Vite-based (npm run dev, npm run build, etc.). Update this section to reflect the actual paths and commands.

Copilot · 2026-04-09T19:28:00Z

+## 🔗 API Endpoints
+
+### Auth
+
+* `POST /signup`
+* `POST /login`
+
+### Products
+
+* `GET /products`
+* `POST /products`
+* `PUT /products/{id}`
+* `DELETE /products/{id}`
+
+### ML APIs
+
+* `GET /predict-price`
+* `GET /recommend-crop`
+
+### Orders
+
+* `POST /orders`
+* `GET /orders`
+
+### Chatbot
+
+* `POST /chat`
+


This API endpoint list documents auth/products/orders routes that aren't implemented in backend/main.py (currently only /, /predict-price, /recommend-crop, /chat). Please remove or update the endpoints section to avoid misleading users.

Added Routing, Functionality to Create Story button, Redesigned Footer

kpflow369 and others added 15 commits April 8, 2026 00:29

Add files via upload

8da16c2

Add files via upload

a02b83f

Delete eslint.config.js

5fc8d29

Delete index.html

47b1c9e

Delete package-lock.json

a698823

Delete package.json

5b5ffb3

Delete vite.config.js

ee14f6d

initial commit

4433de6

Added green theme ui

ca63986

Added images for products

ee832fc

Added new items in marketplace

d855f53

Merge pull request #2 from atharva-vaish240/New-UI

71543b2

New UI

Added AI crop suggestion and AI price suggestion

98073ba

Added readme.md file

4485a05

Added Link in readme2.md

3b31e2e

kaustubh-2007 force-pushed the main branch from 63bdcf6 to 3b31e2e Compare April 9, 2026 19:13

temporary changes

08210aa

kaustubh-2007 marked this pull request as ready for review April 9, 2026 19:17

Copilot AI review requested due to automatic review settings April 9, 2026 19:17

Copilot started reviewing on behalf of kaustubh-2007 April 9, 2026 19:18 View session

Copilot AI reviewed Apr 9, 2026

View reviewed changes

Abhishek-Dige pushed a commit to Abhishek-Dige/DevStakesComp that referenced this pull request Apr 9, 2026

Merge pull request Sky-walkerX#3 from Abhishek-Dige/feature/routing

05b3976

Added Routing, Functionality to Create Story button, Redesigned Footer

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		@@ -0,0 +1,96 @@
		import { User, MapPin, Phone, Package, Calendar, LogOut } from 'lucide-react'


		fastapi

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