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Ollama
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Ollama is an open-source project that provides a simple API and tools for running and managing large language models (LLMs) like Llama, Phi, Mistral, and others.

Ollama Overview

  • It allows you to easily create, run, and manage LLM models on your local machine or server.
  • Ollama provides a library of pre-built models that can be easily used, as well as the ability to customize and create your own models.
  • It offers a simple API for making requests to the LLM models and getting responses.

Using Ollama API

Based on the code snippet provided, it seems you are trying to make API requests to Ollama with a large list of sentences to check for profanity. A few points on this:

  • Making a single API call with the entire list is likely causing issues due to the limited context length of LLMs. The "Needle in a Haystack" problem refers to the model's difficulty in processing extremely long inputs.

  • It is generally better to make individual API calls for each sentence instead of batching the entire list. This avoids hitting the context length limit.

  • Your current approach of sending a POST request to the Ollama API at http://127.0.0.1:11434/api/generate with the payload containing the model and prompt looks correct.

Open WebUI for Ollama

Open WebUI (formerly Ollama WebUI) is a user-friendly web interface for running and managing Ollama and other LLM models. Some key features:

  • Easy installation via Docker or Kubernetes, with GPU and CPU support.
  • Integrates with Ollama models as well as OpenAI-compatible APIs.
  • Allows creating custom Ollama models, characters/agents, and importing models.
  • Provides tools like voice/video calls, Markdown/LaTeX support, and code execution.

So in summary, Ollama provides a simple way to run LLMs locally, and Open WebUI offers a convenient web interface for using and managing Ollama models.

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