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Ollama is a handy tool that makes coding and automation tasks easier. It works well with Visual Studio Code and JetBrains, helping developers create their own coding assistants using open-source Large Language Models (LLMs). These assistants can run right on your laptop or on a server, offering great code completion and chat features. Here is what makes Ollama special:
Key Features
Model Integration. Ollama supports different models like Mistral AI''s Codestral 22B, DeepSeek Coder 6.7B, and Llama 3 8B. These models can be set up for autocomplete and chat functions, making coding more efficient.
Embeddings and Fine-Tuning. Ollama allows the use of embeddings with models like
nomic-embed-text
and LanceDB. It also supports fine-tuning models like StarCoder 2 using development data generated by Continue, improving the accuracy of code suggestions.Documentation Integration. The
@docs
context provider indexes and retrieves documentation snippets, ensuring that relevant information is always available.Private GGUFs. Ollama lets you interact with LLMs directly through your computer using GGUF quants from the Hugging Face Hub. This includes custom quantization schemes and chat templates.
Web Scraping. Ollama can be used with Playwright to create an LLM-powered web scraper, returning structured JSON responses with scraped website data.
GitHub Integration. Automate pull request reviews using Ollama and GitHub Actions, ensuring code quality and adherence to standards.
Benefits
Ollama offers several benefits for developers. It enhances coding efficiency by providing accurate code completion suggestions. The ability to fine-tune models ensures that the suggestions are tailored to the specific needs of the project. The integration with GitHub Actions automates pull request reviews, saving time and ensuring code quality. Additionally, the support for private GGUFs allows developers to use custom models securely.
Use Cases
Enhanced Coding Assistance. Developers can use Ollama to get real-time code completion suggestions, making the coding process faster and more accurate.
Automated Pull Request Reviews. By integrating Ollama with GitHub Actions, developers can automate the review process for pull requests, ensuring that code meets quality standards.
Web Scraping. Ollama''s integration with Playwright allows for the creation of powerful web scrapers that can extract and structure data from websites.
Cost/Price
The cost/price of the product is not provided in the article.
Funding
The funding details of the product are not provided in the article.
Reviews/Testimonials
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