Ollama commands examples This jumps to over 9GB of VRAM if you step up to the 4 billion parameter May 29, 2025 · Create the model in Ollama. ollama pull [model_name]: Use this to download a model from the Ollama registry. Command Syntax: ollama pull <model_name>[:<tag>] Examples: ollama pull llama3. This example calls the Ollama API with streaming disabled. ollama create example -f Modelfile Run the model. I should call them Prompt Engineering Buttons. Lists all the downloaded models. The following Ollama example shows the format of the input and the response from the agent. Here’s a comprehensive guide to using Ollama, including essential commands and examples. This guide uses the open-source Ollama project to download and prompt Code Llama, but these prompts will work in other model providers and runtimes too. Customize a prompt. The Ollama command-line interface (CLI) provides a range of functionalities to manage your LLM collection: Create Models: Craft new models Model Selection: Command usage from the command prompt – e. Example: Fine-tune a LLaMA model on your industry-specific data. This helps users who want to use thinking models but simply want to see the answer. Hopefully it will be useful to you. Next, let’s see how to pull and run a Hugging Face model into Ollama, not a full version, but a quantized one. Example: ollama create model_name -f modelfile: ollama pull: Downloads a model from the Ollama repository. ollama serve. ollama run <model_name> Dec 17, 2024 · By starting the daemon, you establish a groundwork server that can manage requests and processes related to language models. Here’s how: Open a text editor and create a new file named ollama-script. Nov 4, 2024 · Running the example # To run this example: Ensure Ollama is installed and running on your machine. But there are simpler ways. For example: ollama run mistral Sep 9, 2023 · Examples below use the 7 billion parameter model with 4-bit quantization, but 13 billion and 34 billion parameter models were made available as well. Introduction Getting started with ollama CLI Essential ollama commands Advanced ollama command techniques Troubleshooting ollama commands Real-world examples and use cases Conclusion Overview of BytePlus ModelArk: Apr 24, 2025 · Table of contents. However, its default requirement to access the OpenAI API can lead to unexpected costs. This Ollama cheatsheet is focusing on CLI commands, model management, and customization. By the end, you’ll know how to set up Ollama, generate text, and even create an AI agent that calls real-world functions. Option 1: Download from Website May 28, 2025 · An example of Ollama using a mathematical function: # Define the python function def add_two_numbers(a: int, b: int) -> int: """ Add two numbers Args: a (set): The Oct 24, 2024 · Basic Commands ollama run [model_name]: This command starts an interactive session with a specific model. Install Ollama; Open the terminal and run ollama run codeup; Note: The ollama run command performs an ollama pull if the model is not already downloaded. , 'ollama run phi3' for lightweight models. This tutorial should serve as a good reference for anything you wish to do with Ollama, so bookmark it and let’s get started. Once you've got OLLAMA up and running, you'll find that the shell commands are incredibly user-friendly. Both of Ollama’s generate API (/api/generate) and chat API (/api/chat) have been updated to support thinking. Creates a new model from an existing one for customization or training. The most direct way to converse with a downloaded model is using the ollama run command: ollama run llama3. Example: ollama push May 16, 2025 · Before you can use the Ollama API, you need to create classes that send input to and receive responses from the Ollama API. Once a model is downloaded, running it locally is just as straightforward: Apr 6, 2025 · There are several ways to implement system prompts with Ollama: Method 1: Using the CLI with the /set system Command. Apr 29, 2024 · OLLAMA Shell Commands: Your New Best Friend. Jan 10, 2025 · Verify Installation: After the download completes, use the ollama list command to confirm the models are available locally. curl -fsSL https://ollama. ollama list. ) and enter ollama run llama3 to start pulling the model. For example, if you want to pull a GPT-based text generation model, you would use the following command: ollama pull gpt-2. Running the Model. Save the code in a Python file (e. Mar 7, 2025 · Ollama is a lightweight, open-source framework for running large language models (LLMs) locally on your machine. How to install the ollama Python library: A step-by-step guide Basic commands for using ollama with Python: Your essential toolkit Running large language models locally: Harnessing the power of ollama Integrating ollama with other Python libraries: Expanding AI capabilities Troubleshooting common issues: Navigating challenges with ollama Conclusion: Unlocking new ollama Command Examples. Make sure you have the requests library installed (pip install requests). 3, DeepSeek-R1, Phi-4, Gemma 3, Mistral Small 3. Building a local RAG-based chatbot with Streamlit and Ollama # Apr 19, 2024 · The commands that are available when running ollama use the above url endpoints, for example: running ollama run llama2 will call the the /api/pull endpoint to download the model and then it uses the /api/chat to accept chat requests and respond to it. sh. Running and Testing a Model. Ollama is one of the easiest ways for running large language models (LLMs) locally on your own machine. com). 2:latest in this case) hasn't been downloaded yet, ollama run will conveniently trigger ollama pull first. I assign commands I use the most with ollama to buttons. $ ollama rm llama2 /bye: Get out of Model Prompt session /bye. Apr 24, 2025 · These practical examples will help users gain confidence in using Ollama commands for model management. Train custom models on your own data using fine-tuning techniques. 3GB of VRAM to run the full model. It's like Docker. Introduction Getting started with ollama CLI Essential ollama commands Advanced ollama command techniques Troubleshooting ollama commands Real-world examples and use cases Conclusion Overview of BytePlus ModelArk: Feb 17, 2024 · In the realm of Large Language Models (LLMs), Daniel Miessler’s fabric project is a popular choice for collecting and integrating various LLM prompts. 2). Apr 27, 2024 · Stream Deck and ollama commands together is a great time saver. 2: Nov 18, 2024 · You can create a bash script that executes Ollama commands. Jan 18, 2025 · Command Description; ollama run: Runs a model for generating text. Jun 15, 2024 · Here is a comprehensive Ollama cheat sheet containing most often used commands and explanations: curl -fsSL https://ollama. 2 model: ollama pull llama3. Command-Line Interaction. 7. When I have a prompt that works well, assigning the prompt to a stream deck button makes it easy to always run the command the same way. This section will cover the primary usage of the Ollama CLI, from interacting with models to saving model outputs to files Get up and running with Llama 3. Feb 9, 2025 · In part two, you explored some useful Ollama commands, like ollama serve to start Ollama and serve available models, ollama run to pull (download) and run a model. Apr 27, 2025 · How to Chat with LLMs Locally with Ollama run Command. Learn installation, chat workflows, streaming, and advanced configurations with code examples. Feb 6, 2025 · Ollama has multiple commands to achieve relative goals. In this guide, I’ll walk you through how to set up Ollama and run your favorite models using Docker Compose, making deployment and management much simpler. You can run Ollama as a server on your machine and run cURL requests. For instance, to run a model and save the output to a file: May 7, 2024 · Here’s an example: Step 5: Use Ollama with Python . This cheatsheet provides a quick reference for common Ollama commands and configurations to help you get started and make the most of your local AI models. md at main · ollama/ollama Jan 29, 2025 · To run a model in Ollama, use the ollama run command. Dec 16, 2024 · Open your command-line terminal and run the command below to install and execute the Llama3. See the guide on importing models for more information. py. - ollama/ollama May 30, 2025 · For scripting, a --hidethinking command is available. - ollama/docs/api. Replace gpt-2 with the actual name of the model you wish to utilize. The Apr 25, 2025 · Ollama commands list: your comprehensive CLI guide Explore the complete list of Ollama commands, their usage, and practical examples to enhance your command line experience. This guide walks you through installation, essential commands, and two practical use cases: building a chatbot and automating workflows. Installation. This approach lets you use AI in your terminal without relying on cloud APIs, which is great for privacy. $ ollama list: ollama run <model> Download and run a specific model. Enter ollama, an alternative solution that allows running LLMs locally on powerful hardware like Apple Silicon chips or […] Mastering the Core Commands of Ollama. - ollama/ollama Mar 29, 2025 · Running large language models locally has become much more accessible thanks to projects like Ollama. - ollama/README. 11?" API. Custom AI model training and fine-tuning. Explanation: Mar 17, 2025 · Here are the ollama commands you need to know for managing your large language models effectively. AI for home automation (voice commands) Run a lightweight model to control smart home devices. “prompt”: “What is Docker?” Mar 7, 2024 · Ollama is an open-souce code, ready-to-use tool enabling seamless integration with a language model locally or from your own server. Run the script using python3 ollama_api_example. The simplest way to set a system prompt during an interactive session is using the command-line interface: ollama run llama3 Once the model is running, you can set the system prompt: Jul 19, 2024 · First, open a command line window (You can run the commands mentioned in this article by using cmd, PowerShell, or Windows Terminal. This is the first step to using ‘ollama’ effectively, ensuring that your system is prepared for deploying models without running into errors. ollama run example Import from Safetensors. Mar 18, 2025 · In this guide, I’ll walk through installing ShellGPT (shell_gpt) – a command-line AI assistant – on PowerShell using a local Ollama LLM. Example: ollama run model_name: ollama create: Creates a new model. ollama run llama3. 2 Create a Modelfile: Jul 25, 2024 · Simply type the following command in your terminal or command prompt: ollama run llama3. Mar 3, 2025 · Ollama makes it easy to integrate local LLMs into your Python projects with just a few lines of code. For example, ollama run llama2 starts a conversation with the Llama 2 7b model. For example, to run the DeepSeek-R1:8b model and interact with it, use the following command: 1ollama run deepseek-r1:8b If the model isn’t already installed, Ollama will automatically download it. Install Ollama on your preferred platform (even on a Raspberry Pi 5 with just 8 GB of RAM), download models, and customize them to your needs. md at main · ollama/ollama This script interacts with the Ollama AI platform to perform tasks in a Windows environment using PowerShell. Conclusion Mastering Ollama commands to list models is a valuable skill for anyone involved in machine learning . GGUF-to-Ollama - Importing GGUF to Ollama made easy (multiplatform) AWS-Strands-With-Ollama - AWS Strands Agents with Ollama Examples Ollama is a tool used to run the open-weights large language models locally. Downloads the specified model to your system. Displays details about a specific model, such as its configuration and release date. 2 After installation, text input will be enabled in the command line for you Get up and running with Llama 3. In this project, I will show you how to download and install Ollama models, and use the API to integrate them into your app. 5. about artificial intelligence. But often you would want to use LLMs in your applications. It allows users to generate detailed command sequences or single commands by providing a natural language question. Add the necessary Ollama commands inside the script. 2 # Pulls 'latest' tag ollama pull mistral:7b-instruct # Pulls specific tag ollama pull phi3:mini-4k-instruct May 5, 2025 · Ollama CLI (Command-Line Interface) It allows developers to interact with models easily using intuitive commands. In this part, you will learn about the Ollama APIs. Once the model is ready and loaded into Apr 26, 2025 · Before running an LLM, Ollama needs its weights and configuration. 9 bigger or 9. This allows you to avoid using paid versions of commercial orca-cli Ollama Registry CLI Application - Browse, pull, and download models from Ollama Registry in your terminal. 2 model. com/install. 1 This will trigger the model to generate output based on the input text. It provides a command-line interface (CLI) that facilitates model management, customization, and interaction. Example: ollama run deepseek-r1:8b --hidethinking "is 9. Easily execute models with tailored prompts: ollama run <model_name> [prompt] Example: Summarize a document using Llama 3. In addition to the inference API endpoints /api/generate and /api/chat, you will also learn about other useful API endpoints. The ollama pull command downloads these from the configured registry (default: ollama. Example: ollama pull model: ollama push: Uploads a model to Ollama repository. To know the sub-commands you can run with Ollama, you can execute the following: ollama --help. Ollama is a lightweight, extensible framework designed for building and running large language models (LLMs) on local machines. Jan 29, 2025 · Ollama offers multiple ways to interact with its models, with the most common being through command-line inference operations. Example: Integrate with Home Assistant to process voice commands. Nov 18, 2024 · Next, familiarize yourself with these essential Ollama commands: Starts Ollama on your local system. The main purpose of this project is to show examples of how streaming and non-streaming API requests work within the Ollama environment. Favorite Models: Save or download models from the website using tailored URLs or direct commands. Docker: Use the official image available at ollama/ollama on Docker Hub. 8. Running Models. sh | sh. What is … Ollama Tutorial: Your Guide to running LLMs Locally Read More » Here is the list and examples of the most useful Ollama commands (Ollama commands cheatsheet) I compiled some time ago. Run a model and chat with it: Step-by-step guide to using Ollama Python library for local LLM integration. Why Docker Compose? While you can run Ollama with a single Docker command, Docker […] Feb 14, 2025 · In Ollama, this can be done by including interaction examples in the modelfile using the command MESSAGE <role> <message>, which will be inserted as previous prompts when Ollama starts the model (this does not work when prompting by parameter, as in Listing 3. The simplest way to interact with the model is directly through the command line. This review highlights the use of ShellGPT on Windows through PowerShell. . Windows (Preview): Download Ollama for Windows. For example, You can run models using ollam command line directly from the terminal: Apr 24, 2025 · Table of contents. 6. It’s quick to install, pull the LLM models and start prompting in your terminal / command prompt. Click to see Larger Image of Screen Shot Get up and running with Llama 3. Start the daemon required to run other commands: ollama serve. May 29, 2025 · If all went smoothly, you may see a message like “Ollama is running“. After a short moment, Ollama will pull the model and store it for future use. Ollama is a tool that allows you to run open-source large language models (LLMs) locally on your machine. 7. Oct 20, 2023 · In case you want to run the server on different port you can change it using OLLAMA_HOST environment variable. Here are some basic commands to get you started: List Models: To see the available models, use the ollama list command. Get up and running with Llama 3. py). You download publicly available models from Hugging Face using its command line interface. 2 If the specified model (llama3. g. You can pull them using the Ollama CLI: # Pull the models used in these examples ollama pull Jun 3, 2024 · Once you have a model downloaded, you can run it using the following command: ollama run <model_name> Output for command "ollama run phi3": ollama run phi3 Managing Your LLM Ecosystem with the Ollama CLI. Example: ollama pull llama2-uncensored downloads the uncensored variant of Llama 2. For example, to customize the llama3. Feb 26, 2025 · Before running the Python examples in this guide, make sure you have the necessary models pulled. Use the ollama run command to start the model and enter interactive mode: Mar 10, 2024 · For example, to customise the llama2 model, first run the following command: ollama pull llama2 Once you have pulled the model, create a Modelfile consisting of your system prompt and other Command Description Example; ollama list: List all installed models. Models from the Ollama library can be customized with a prompt. At the heart of Ollama lies its intuitive command-line interface, which was built to simplify AI operations. Ollama generates a single, fixed response. , ollama_api_example. sh: nano ollama-script. May 12, 2025 · Google's Gemma 3, for example, has a 1 billion parameter model that requires only 2. Running the Ollama command-line client and interacting with LLMs locally at the Ollama REPL is a good start. 1 and other large language models. There’s a command line instruction with a specific syntax to abide by for doing this: Apr 12, 2025 · To verify, open your terminal and run the following command: ollama --version You should see an output similar to: Next, familiarize yourself with these essential Ollama commands: Essential usage of Ollama in the CLI. 13b models generally require at least 16GB of RAM How to Set Up a Simple Command Line Interface Chat With Ollama. It will give you the following output: You can also run ollama --version to check the version of Ollama when writing the version of Ollama is 0. Jan 7, 2025 · Once you know which model you want to use, you’ll likely need to download it. To download the model without running it, use ollama pull codeup. Memory requirements. A large language model runner. (If Apr 24, 2025 · Table of contents. $ ollama run llama2: ollama rm <model> Remove a specific model. ehbefp upzy rqibov ckhm tymfl aroxz ifenh degwjb odbu huwnipoy