Add support for audios in apply_chat_template
Author: junnei
Pull request: yes


# What does this PR do?

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Add Feature #36769 
###  support for audios in apply_chat_template
* add support for audios in apply_chat_template
* add AudioInput audio_utils
* add load_audio in audio_utils
* add soundfile available in import_utils
* fix typo in _process_messages_for_chat_template

#### Before
```
messages = [
    {
        "role": "system",
        "content": [{"type": "text", "text": "You are a helpful assistant."}]
    },
    {
        "role": "user",
        "content": [
            {"type": "image", "image": "https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/bee.jpg"},
            {"type": "text", "text": "Follow the instruction in the audio with this image."}
        ]
    }
]
```
#### After
```
messages = [
    {
        "role": "system",
        "content": [{"type": "text", "text": "You are a helpful assistant."}]
    },
    {
        "role": "user",
        "content": [
            {"type": "image", "image": "https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/bee.jpg"},
            {"type": "audio", "audio": "https://huggingface.co/microsoft/Phi-4-multimodal-instruct/resolve/main/examples/what_is_shown_in_this_image.wav"},
            {"type": "text", "text": "Follow the instruction in the audio with this image."}
        ]
    }
]
```


## Before submitting
- [ ] This PR fixes a typo or improves the docs (you can dismiss the other checks if that's the case).
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      [here are tips on formatting docstrings](https://github.com/huggingface/transformers/tree/main/docs#writing-source-documentation).
- [ ] Did you write any new necessary tests?


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@Rocketknight1 @eustlb
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Comments:
Hi 👋, thank you for opening this pull request! The pull request is converted to draft by default. When it is ready for review, please click the `Ready for review` button (at the bottom of the PR page).

Note that I noticed the CI check ci/circleci: check_code_quality is failing. This appears to be related to formatting issues in the code. I've tried to maintain consistency with the existing code structure for image processing in import_utils.py, but this approach seems to be causing the automated checks to fail.

If there are specific style guidelines or formatting requirements that I need to follow, I would appreciate your guidance on how to modify the code to pass these quality checks while still maintaining consistency with the existing codebase. I'm happy to make any necessary adjustments to ensure the code meets the project's standards.

Thanks for the PR @junnei ! 

Adding a chat template for audio models is indeed needed. Unfortunately it required a nit more changes to follow the internal roadmap for standard processor API. I already opened a PR for that a while ago (https://github.com/huggingface/transformers/pull/34601), which fits betters imo 🤗