Marqo

Bug fixes and minor changes
- Fix a bug where when `treatUrlsAndPointersAsImages` is unset and `treatUrlsAndPointersAsMedia` is set, Marqo returns an error where `treatUrlsAndPointersAsImages` cannot be `False` when `treatUrlsAndPointersAsMedia` is `True` ([971](https://github.com/marqo-ai/marqo/commit/a0084a86d5cf797616a1f8e185eba87417edbc15))
- Add new video-audio model `LanguageBind/Video_V1.5_FT_Audio_FT` to the model registry ([971](https://github.com/marqo-ai/marqo/commit/a0084a86d5cf797616a1f8e185eba87417edbc15)).

New features
- Add support for video and audio modalities using LanguageBind models ([931](https://github.com/marqo-ai/marqo/pull/931)). You can now index, embed, and search with video and audio files using Marqo, extending your search capabilities beyond text and images.
- Load OpenCLIP models from HuggingFace Hub ([939](https://github.com/marqo-ai/marqo/pull/939)). Support loading OpenCLIP models directly from HuggingFace by providing a model name with the hf-hub: prefix. This simplifies model integration and expands your options.
- Load custom OpenCLIP checkpoints with different image preprocessors ([939](https://github.com/marqo-ai/marqo/pull/939)). Allow loading a custom OpenCLIP checkpoint with a different image preprocessor by providing imagePreprocessor in the model properties. This offers greater flexibility in model selection and customization.

Bug fixes and minor changes
- Fix tokenizer loading for custom OpenCLIP checkpoints ([939](https://github.com/marqo-ai/marqo/pull/939)). The correct tokenizer is now applied when custom OpenCLIP model checkpoints are loaded.
- Improve error handling for image_pointer fields in structured indexes ([944](https://github.com/marqo-ai/marqo/pull/944)). Structured indexes now have targeted error reporting for non-image content in image_pointer fields. This improvement prevents batch failures and provides clearer feedback to users.

Contributor shout-outs
- Shoutouts to our valuable 4.5k stargazers!
- Thanks a lot for the discussion and suggestions in our community. We love to hear your thoughts and requests. Join our [Slack channel](https://join.slack.com/t/marqo-community/shared_invite/zt-2jm456s90-1pFxdE5kDQt5imqddXUIcw) and [forum](https://community.marqo.ai/) now.

Bug fixes and minor changes
- Fix duplication of results in RRF hybrid search ([957](https://github.com/marqo-ai/marqo/pull/957)). Resolved an issue where some results in Reciprocal Rank Fusion (RRF) hybrid search were duplicated, ensuring more accurate and unique search results.

Bug fixes and minor changes
- Support S3 custom model without explicit credentials ([948](https://github.com/marqo-ai/marqo/pull/948)).

Bug fixes and minor changes
- Fix an issue where CUDA was not automatically selected as the default device for the `embed` endpoint, even when available [941](https://github.com/marqo-ai/marqo/pull/941).

Bug fixes and minor changes
- Added a default User-Agent header (`Marqobot/1.0`) and enabled automatic redirection handling when downloading images ([932](https://github.com/marqo-ai/marqo/pull/932)). This enhancement allows Marqo to correctly process image URLs that require a `User-Agent` header or redirection.