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add full docker application start script
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‎.env.example‎

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# Inquiro Docker Configuration
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# Copy this file to .env and fill in your values
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# Usage: cp .env.example .env
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# Required: OpenAI API Key for AI-powered features (semantic ranking, summaries)
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OPENAI_API_KEY=your-openai-api-key-here
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# Optional: Override default security keys (defaults are provided for development)
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# JWT_SECRET_KEY=your-64-char-hex-string
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# SAFETY_CANARY=your-base64-encoded-string

‎README.md‎

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# Inquiro
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<p align="center">
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<picture>
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<source media="(prefers-color-scheme: dark)" srcset="frontend/src/assets/images/inquiro_logo_dark_mode.svg">
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<source media="(prefers-color-scheme: light)" srcset="frontend/src/assets/images/inquiro_logo.svg">
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<img alt="Inquiro" src="frontend/src/assets/images/inquiro_logo.svg" width="350">
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</picture>
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</p>
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<p align="center">
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<em>AI-powered research discovery platform that matches your research interests with relevant scientific papers using intelligent semantic ranking.</em>
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</p>
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*Inquiro* is an AI-powered research discovery platform designed to match user research interests with relevant scientific papers using intelligent semantic ranking.
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---
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## 📋 Prerequisites
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| Tool | Required For | Installation |
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| --- | --- | --- |
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| **Docker** | All setups | [docker.com](https://www.docker.com/products/docker-desktop/) |
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| **Python** | 3.11.14 — Development setup only | [python.org](https://www.python.org/downloads/release/python-31114/) |
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| **Node.js** | 22.12.0+ — Development setup only | [nodejs.org](https://nodejs.org/) |
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You also need an **OpenAI API key** for semantic ranking and paper analysis features.
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Get one at [platform.openai.com](https://platform.openai.com/).
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---
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## ⚙️ Development Setup
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## 🚀 Quick Start (Docker)
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Run the entire stack — database, backend, frontend, and test data seeding — in Docker with a few commands.
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1. **Create your environment file:**
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### 🧩 Prerequisites
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```bash
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cp .env.example .env
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```
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Make sure the following tools are installed on your system:
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2. **Add your OpenAI API key** by editing the `.env` file:
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| Tool | Recommended Version | Installation Link |
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| ----------------------- |---------------------|-----------------------------------------------------------------------------------------------------|
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| **Docker** | Latest | [docker.com/products/docker-desktop](https://www.docker.com/products/docker-desktop/) |
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| **Python** | 3.11.14 | [python.org/downloads/release/python-31114](https://www.python.org/downloads/release/python-31114/) |
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| **Node.js** | 22.12.0+ | [nodejs.org](https://nodejs.org/) |
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```
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OPENAI_API_KEY=sk-your-key-here
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```
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💡 **Note:** Docker is only required to run the PostgreSQL database locally.
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The backend and frontend are started manually.
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3. **Start all services:**
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```bash
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docker compose --profile full up -d
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```
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This will automatically:
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- Start the PostgreSQL database (with pgvector)
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- Launch the backend, which creates the database schema on startup
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- Seed the database with test papers and a test user (`test` / `My Test Project`)
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- Serve the frontend via nginx
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Once running, open [http://localhost](http://localhost) in your browser.
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| Service | URL |
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| --- | --- |
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| Frontend | [http://localhost](http://localhost) |
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| Backend API | [http://localhost:8000](http://localhost:8000) |
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| API Docs | [http://localhost:8000/docs](http://localhost:8000/docs) |
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> To stop all services: `docker compose --profile full down`
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---
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## 🖥️ Frontend Setup
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## 🛠️ Development Setup
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For active development, run only the database in Docker and start the frontend and backend manually. This gives you hot-reload and direct access to the code.
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1. **Navigate to the frontend directory**:
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### 🖥️ Frontend
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1. **Navigate to the frontend directory:**
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```bash
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cd frontend
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```
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2. **Install dependencies**:
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2. **Install dependencies:**
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```bash
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npm install
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```
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3. **Start the development server**:
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3. **Start the development server:**
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```bash
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npm run dev
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```
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The frontend will be available at [http://localhost:5173](http://localhost:5173) (or the port shown in the console).
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---
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## ⚙️ Backend Setup
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### ⚙️ Backend
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1. **From the project root, start the database**:
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1. **From the project root, start the database:**
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```bash
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docker compose up -d
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```
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2. **Navigate to the backend directory**:
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2. **Navigate to the backend directory:**
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```bash
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cd backend
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```
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---
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## (Optional but recommended) Create and activate a Python environment
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3. **Set up a Python environment** *(optional but recommended)*
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You can choose **either** a standard `venv` (recommended if you already installed Python 3.11.14 manually) **or** an Anaconda environment.
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Choose **either** a standard `venv` **or** an Anaconda environment.
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### ✅ Option A — Create a virtual environment using `venv` (Python 3.11.14)
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<details>
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<summary><strong>Option A — venv (Python 3.11.14)</strong></summary>
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Ensure Python **3.11.14** is available on your system (check with `python --version` or `python3 --version`).
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Ensure Python **3.11.14** is available on your system (`python --version` or `python3 --version`).
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🧠 **Linux / macOS**
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**Linux / macOS:**
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```bash
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# Create a virtual environment using the correct Python version
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python3.11 -m venv inquiro-env
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# Activate it
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source inquiro-env/bin/activate
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```
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🪟 **Windows (PowerShell)**
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```bash
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python3.11 -m venv inquiro-env
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source inquiro-env/bin/activate
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```
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```bash
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# Create a virtual environment
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py -3.11 -m venv inquiro-env
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**Windows (PowerShell):**
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# Activate it
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inquiro-env\Scripts\activate
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```
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```bash
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py -3.11 -m venv inquiro-env
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inquiro-env\Scripts\activate
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```
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</details>
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### ✅ Option B — Create an environment using Anaconda (Python 3.11.14)
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<details>
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<summary><strong>Option B — Anaconda</strong></summary>
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If you're using Conda, you can create a dedicated environment:
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```bash
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conda create -n inquiro-env python=3.11.14
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conda activate inquiro-env
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```
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```bash
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conda create -n inquiro-env python=3.11.14
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conda activate inquiro-env
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```
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This ensures all dependencies install cleanly — especially libraries like `torch`, `transformers`, and scientific packages.
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This ensures all dependencies install cleanly—especially libraries like `torch`, `transformers`, and scientific packages.
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</details>
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---
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3. **Install dependencies**:
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4. **Install dependencies:**
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```bash
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pip install -r requirements.txt
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pip install -r requirements-dev.txt
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```
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4. **Create a local environment file**:
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Copy the example file and rename it to dev.env:
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5. **Create a local environment file:**
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Copy the example file and rename it to `dev.env`:
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**Linux / macOS:**
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🧠 Linux / macOS
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```bash
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```bash
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cp .env.example dev.env
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```
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🪟 Windows (PowerShell)
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**Windows (PowerShell):**
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```bash
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copy .env.example dev.env
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```
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Then adjust the values if needed (e.g., database port, credentials).
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5. **Install Git hooks**:
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Then open `dev.env` and add your **OpenAI API key**. Adjust other values if needed (e.g., database port, credentials).
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6. **Install Git hooks:**
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```bash
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pre-commit install
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```
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After this, the formatters and linters will run automatically every time you commit.
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After this, formatters and linters will run automatically on every commit.
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6. **Start the FastAPI server**:
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7. **Start the FastAPI server:**
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```bash
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uvicorn app.main:app --reload
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## 🧪 API Testing with Bruno
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The *Inquiro* project includes a [**Bruno**](https://www.usebruno.com) collection under `/bruno` for testing and exploring the backend API.
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Bruno is a lightweight, file-based API client that stores requests in plain text, making it well-suited for collaborative development and version control.
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### ⚙️ Setup
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1. **Install Bruno**
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Download and install Bruno from [usebruno.com/downloads](https://www.usebruno.com/downloads).
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2. **Open the collection**
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* Launch Bruno.
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* Click **“Open Collection”** and select the `/bruno/Inquiro Bruno` folder from the project root.
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The project includes a [**Bruno**](https://www.usebruno.com) collection under `/bruno` for testing and exploring the backend API. Bruno is a lightweight, file-based API client that stores requests in plain text, making it well-suited for collaborative development and version control.
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3. **Select or configure an environment**
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1. **Install Bruno** — Download from [usebruno.com/downloads](https://www.usebruno.com/downloads).
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The `/bruno/Inquiro Bruno/environments` directory contains predefined environment files. For local development select the **_Development_** environment.
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2. **Open the collection** — Launch Bruno, click **"Open Collection"**, and select the `/bruno/Inquiro Bruno` folder from the project root.
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3. **Select an environment** — The `/bruno/Inquiro Bruno/environments` directory contains predefined environment files. For local development, select the **_Development_** environment.
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## 🤖 AI Acknowledgement
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AI-assisted tools, including ChatGPT, Claude (Code), and Cursor, were used during the development of this project for architectural planning, code generation, and debugging support. All AI-generated output was reviewed and adapted by the development team.
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AI-assisted tools, including ChatGPT, Claude (Code), and Cursor, were used during the development of this project for architectural planning, code generation, and debugging support. All AI-generated output was reviewed and adapted by the development team.

‎backend/.dockerignore‎

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# Virtual environments
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.venv/
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venv/
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inquiro-env/
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env/
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# Python cache
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__pycache__/
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*.pyc
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*.pyo
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*.pyd
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.Python
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# Git
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.git/
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.gitignore
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# Environment files
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.env*
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dev.env
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# Documentation
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*.md
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# IDE
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.idea/
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.vscode/
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# Data directories
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ingestion/data/
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evaluation_data/
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evaluation_results/
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# Testing
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.pytest_cache/
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.coverage
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htmlcov/

‎backend/Dockerfile‎

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# Stage 1: Builder
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FROM python:3.11-slim AS builder
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WORKDIR /app
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# Install build dependencies
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RUN apt-get update && apt-get install -y --no-install-recommends \
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build-essential \
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git \
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&& rm -rf /var/lib/apt/lists/*
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# Copy requirements first for layer caching
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COPY requirements.txt .
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# Install Python dependencies
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RUN pip install --no-cache-dir --user -r requirements.txt
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# Stage 2: Runtime
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FROM python:3.11-slim AS runtime
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WORKDIR /app
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# Install runtime dependencies
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RUN apt-get update && apt-get install -y --no-install-recommends \
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libpq5 \
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&& rm -rf /var/lib/apt/lists/*
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# Copy installed packages from builder
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COPY --from=builder /root/.local /root/.local
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ENV PATH=/root/.local/bin:$PATH
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# Copy application code
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COPY . .
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# Expose port
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EXPOSE 8000
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# Health check - use curl since httpx may not be CLI-accessible
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HEALTHCHECK --interval=30s --timeout=10s --start-period=120s --retries=3 \
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CMD python -c "import urllib.request; urllib.request.urlopen('http://localhost:8000/docs')" || exit 1
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# Run uvicorn
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CMD ["uvicorn", "app.main:app", "--host", "0.0.0.0", "--port", "8000"]

‎backend/app/main.py‎

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"""Initialize and tear down application resources."""
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logger.info("🚀 Starting Inquiro API in '%s' mode...", settings.ENVIRONMENT)
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if settings.ENVIRONMENT == "dev":
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await init_db() # Auto-create tables only in dev
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await init_db()
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# Start PDF conversion workers
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queue = ConversionQueue.get_instance()
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allow_origins=[
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"http://localhost:5173",
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"http://127.0.0.1:5173",
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"http://localhost",
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"http://127.0.0.1",
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],
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allow_credentials=True,
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allow_methods=["*"],

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