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[Qwen2Audio] handle input ids expansion during processing #35534

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merged 12 commits into from
Jan 7, 2025

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eustlb
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@eustlb eustlb commented Jan 6, 2025

What does this PR do?

This PR adds input_id expansion to the processor.

Before:

  1. embedding of the input_ids"<|audio_bos|><|AUDIO|><|audio_eos|>Generate the caption in English:"inputs_embeds tensor
  2. creation of a new embedding tensor here, taking into account the number of audio tokens to be merged with inputs_embeds
  3. replacement of audio embedding vectors

Now:

  1. expansion of input ids at the processing stage: "<|audio_bos|><|AUDIO|><|audio_eos|>Generate the caption in English:""<|audio_bos|><|AUDIO|>...<|AUDIO|><|audio_eos|>Generate the caption in English:" with as many <|AUDIO|> tokens as the number of audio embedded vectors after encoding and projection
  2. creation of inputs_embeds, directly with the correct shape
  3. replacement of the audio embedding vectors

This approach allows to remove the unnecessary step of creating a new embedding tensor in the model forward. Moreover, it simplifies the code as correct padding is directly handled at the processing stage.

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@ArthurZucker ArthurZucker left a comment

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Nice!

@HuggingFaceDocBuilderDev

The docs for this PR live here. All of your documentation changes will be reflected on that endpoint. The docs are available until 30 days after the last update.

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@ArthurZucker ArthurZucker left a comment

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Thanks 🤗

Comment on lines 298 to 339
# test the error when incorrect number of audio tokens
inputs["input_ids"] = torch.tensor(
[
[
151644,
8948,
198,
2610,
525,
264,
10950,
17847,
13,
151645,
198,
151644,
872,
198,
14755,
220,
16,
25,
220,
151647,
]
+ [151646] * 200
+ [
151648,
198,
3838,
594,
429,
5112,
30,
151645,
198,
151644,
77091,
198,
]
]
)
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use # fmt: skip

@eustlb eustlb merged commit 7f76773 into huggingface:main Jan 7, 2025
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3 participants