Zhiyong Wang

Fix display error in refine method and enhance similarity search index with document metadata for document qa with langchain

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This PR made two changes to the `language/examples/document-qa/question_answering_large_documents_langchain.ipynb` notebook: 1. It fixed the display error of the refine method outputs. The original code displayed outputs from the map reduce method...

Hello Professor Wade Fagen-Ulmschneider @wadefagen, Thank you so much for your effort on this specialization. I really enjoyed the course content and I have finished the first two classes of...

[WIP] Add implementation of `spectrogram_batch`

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# What does this PR do? This pull request introduces the implementation of `spectrogram_batch`, specifically optimized for batch processing through broadcasting techniques. The primary goal is to reduce the data...

[WIP] Add implementation of `_extract_fbank_features_batch`

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# What does this PR do? Following the discussion in #27159, this PR will add implementations of `_extract_fbank_features_batch` for the [audio models](https://github.com/search?q=repo%3Ahuggingface%2Ftransformers%20_extract_fbank_features&type=code) that use the `spectrogram` function for feature extractions....

## PR Description: This PR aims to introduce a unified interface for creating embeddings across multiple providers. ### Summary of Changes: - Introduced `EmbeddingsResponse` and `Embeddings` classes. - Implemented the...

Add supports for Janus vision encoder and projector [WIP]

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## Summary This PR adds support for the **vision encoder** and **projector** of the Janus Pro 7B model. It is still a **WIP** . ## Progress - [x] Add conversion...