Search Results for "multiple key"

Zola is an open-source chat interface that gives users one place to interact with multiple AI models. It supports providers such as OpenAI, Mistral, Claude, Gemini, OpenRouter, and locally hosted Ollama models. Users can bring their own API keys, upload files, and customize system prompts and layouts. The interface is responsive and includes light and dark themes. Zola can be self-hosted and also supports Docker-based deployment, including setups with Ollama. Its stack uses Next.js, Tailwind...

...Each example is designed to be easily runnable with minimal setup—requiring only Python, a virtual environment, and an API key. The repository also includes environment setup guides and example scripts, such as a simple Flask web app for chat interactions, allowing developers to test OpenAI API integrations locally. Overall, openai-quickstart-python serves as an essential starting point for developers looking to prototype and experiment with OpenAI-powered apps.

...The V2 version introduces a fully convolutional masked autoencoder (FCMAE) framework where parts of the image are masked and the network reconstructs the missing content, marrying convolutional inductive bias with powerful pretraining. A key innovation is a new Global Response Normalization (GRN) layer added to the ConvNeXt backbone, which enhances feature competition across channels. The result is a convnet that competes strongly with transformer architectures on recognition benchmarks while being efficient and hardware-friendly. The repository provides official PyTorch implementations for multiple model sizes (Atto, Femto, Pico, up through Huge), conversion from JAX weights, code for pretraining/fine-tuning, and pretrained checkpoints. ...