How to Run Codestral 22B Locally with Ollama and Build AI Apps with Merlio AI

The world of AI is evolving at lightning speed, and with advanced models like Codestral 22B, possibilities for coding and natural language processing are expanding. This guide explores running Codestral 22B locally with Ollama and leveraging Merlio’s no-code platform to build your dream AI applications.

Can I Run Codestral 22B Locally?

Yes, you can! Codestral 22B is designed for local deployment with manageable hardware requirements. A recent lab test demonstrated its performance on a cost-efficient setup using two Nvidia RTX 4060 Ti GPUs, each with 16GB GDDR6 memory, totaling 32GB VRAM. While premium options like the RTX 3090 offer greater VRAM, the RTX 4060 Ti presents an affordable and capable alternative for running Codestral 22B efficiently.

GPU Comparison Table

GPU ModelArchitectureMemory SizeMemory TypeMemory BandwidthPower Consumption (TDP)Nvidia A4000Ampere16 GBGDDR6448 GB/s140 WNvidia RTX 4060 Ti 16GBAda Lovelace16 GBGDDR6288 GB/s160 WNvidia Quadro RTX 5000Turing16 GBGDDR6448 GB/s230 WNvidia Titan XPascal12 GBGDDR5X480 GB/s250 W

Affordable GPUs like the RTX 4060 Ti strike an excellent balance between performance and cost, making them ideal for running AI models like Codestral 22B.

Running Codestral 22B Locally with Ollama

Ollama, an open-source platform, provides a seamless way to interact with AI models like Codestral 22B. Here's how to set it up:

Step 1: Install Ollama

Visit Ollama’s official website to download and install the software compatible with your operating system. For Linux users, run the following command:

curl -fsSL https://ollama.com/install.sh | sh

Step 2: Download Codestral 22B

Once Ollama is installed, download Codestral 22B from the Hugging Face repository using this command:

ollama pull codestral

Step 3: Run Codestral 22B

Start the model with the command:

ollama run codestral

You can now use Codestral 22B for tasks like generating Python scripts or automating code-based workflows.

Building an AI App with Merlio AI

Merlio AI’s no-code platform empowers users to build AI apps without needing technical expertise. Here’s how to get started:

Step 1: Sign Up for Merlio AI

Create an account on Merlio’s website. Registration is quick and free.

Step 2: Explore Pre-Built AI Apps

Merlio provides an extensive library of pre-built apps for tasks like content generation, image processing, and chatbot development. Browse through the options in your personal workspace.

Step 3: Create Your Own AI App

If existing apps don’t meet your needs, create one from scratch:

Click on Create App in the dashboard.

Choose the app type:

• Quick App: Text-based applications.
• Chatbot App: Interactive conversational tools.
• Workflow App: Multi-function automation.

Step 4: Customize Your App

Define key parameters:

• Input Fields: Gather user inputs (e.g., topics or keywords).
• AI Model: Choose from Merlio’s extensive model library, including GPT-4 and Stable Diffusion.
• Prompt Template: Customize prompts to guide AI responses.
• Output Format: Choose formats like plain text or HTML.

Step 5: Test and Launch

Test your app and refine it until you’re satisfied. Save and publish to make it available for others.

Step 6: API Integration (Optional)

For advanced users, Merlio provides APIs to integrate AI capabilities into existing projects. Generate access tokens in your dashboard and follow the API documentation to connect your app seamlessly.

FAQs

1. What is Codestral 22B best used for? Codestral 22B excels in code generation and natural language processing, making it ideal for developers and AI enthusiasts.

2. What hardware is recommended for running Codestral 22B? While premium GPUs like the RTX 3090 are optimal, budget-friendly options like the RTX 4060 Ti offer a great balance of performance and affordability.

3. Can I build AI apps without coding experience? Yes! Merlio’s no-code platform allows anyone to create powerful AI apps without writing code.

4. How can I integrate Merlio AI apps with my existing projects? Merlio provides detailed API documentation and tools to integrate its apps into your systems effortlessly.