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Add support for Whisper #693

Merged
merged 72 commits into from
Aug 8, 2024
Merged

Add support for Whisper #693

merged 72 commits into from
Aug 8, 2024

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TimoImhof
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@TimoImhof TimoImhof commented Apr 30, 2024 •
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This PR adds adapter support for the Whisper model from openai and builds upon work done previously in #572.

Key Additions:

  1. Adapter Support for Whisper Model:

    • Incorporates adapter functionality to enhance the flexibility and adaptability of the Whisper model.

  2. AudioClassificationHead Class:

    • Introduces a new AudioClassificationHead class.
    • Note: This class is currently not utilized by any model. The WhisperForAudioClassification static model only uses the Whisper Encoder, making it incompatible with encoder-decoder AdapterModels. I am open to feedback on whether to retain or remove this class.

  3. Enhanced Head Functions:

    • Expanded the argument options for some heads by adding a layer argument with a default value.
    • This change allows for greater customization, but I'm unsure if the previous limitations were intentional. Feedback on this modification is welcome.

  4. Preprocessing Scripts for Audio Datasets:

    • Added preprocessing scripts tailored for audio datasets.
    • These scripts are now utilized in the Whisper tests within the test suite, replacing the use of arbitrary samples.
    • I am open to suggestions on whether to retain these scripts.

TimoImhof and others added 21 commits April 2, 2024 14:37
@TimoImhof
save current progress:
ad9fe2b 
- setup import structure and files
- implement mixins
- implement WithAdapter classes for modeling
@TimoImhof
Merge branch 'adapter-hub:main' into dev/whisper
7ebb5e8
@TimoImhof
Implement WhisperAdapterModel:
1e10398 
- create WhisperSdpaAttentionAdapters module
- create WhisperAdapterModel
- make style
- add whisper to CONFIG_CLASS_KEYS_MAPPING
- add whisper to model importstructure
@TimoImhof
add logger for Attention module
c775d43
@TimoImhof
Add Whisper model to documentation
23f1c68
@TimoImhof
Add WhisperDecoderWrapperAdaptersMixin:
f4b3df8 
- make style
- add proof of concept head to head_utils
- add whisper to parallel composition white list
@TimoImhof
Add tests
dc40973
@TimoImhof
save progress
a0a89ed
@TimoImhof
save progress
f36133c
@TimoImhof
overwrite get_input_samples method to fix tests requiring simple inpu…
f011bb3 
…t and add documentation
@TimoImhof
add support for speech samples with "input_features" as tensor name
08464c2
@TimoImhof
fix wrong input argument
32a6434
@TimoImhof
upload dev files for experiments
d13b6d3
@TimoImhof
upload dev files for experiments
f5e4269
@TimoImhof
update SpeechTestBase
70f7651
@TimoImhof
Add copy info and add flash attention
e38cd9e
@TimoImhof
Changes:
8587f0f 
- remove redundant files
- add minor modifications
@TimoImhof
Changes:
909fecb 
- reorganize dev dir
- experiment more with training
   - Problem: dimensions of input samples
@TimoImhof
Delete dev dir
fcaa21e
@TimoImhof
add TODOS
9bd7065
@TimoImhof
make method more general
25171bb
@TimoImhof TimoImhof mentioned this pull request Apr 30, 2024
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@TimoImhof TimoImhof changed the title [WIP] Add Support for Whisper [WIP] Add support for Whisper Apr 30, 2024
@calpt calpt linked an issue Apr 30, 2024 that may be closed by this pull request
Support for openai Whisper #466
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@TimoImhof TimoImhof requested a review from lenglaender June 19, 2024 20:58
calpt
calpt reviewed Jun 29, 2024
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This looks good overall, thanks so much for working on it!

Did a first pass & left a couple of comments, mainly question to understand changes you made.

docs/model_overview.md Outdated Show resolved Hide resolved
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src/adapters/models/whisper/modeling_whisper.py Show resolved Hide resolved
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@julian-fong julian-fong mentioned this pull request Jul 9, 2024
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lenglaender
lenglaender reviewed Jul 17, 2024
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Looks good! Have you already trained an adapter on a task to see that our implementation yields the expected results?

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@TimoImhof TimoImhof requested review from calpt and lenglaender July 30, 2024 19:07
calpt
calpt approved these changes Aug 1, 2024
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lgtm

calpt
calpt reviewed Aug 4, 2024
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src/adapters/methods/reft.py Outdated
# if cached indexing matrices are computed for different hidden_states size -> recompute
cache_invalidated = False
if hasattr(context, "pref_idx") and hasattr(context, "suff_idx"):
cache_invalidated = context.suff_idx.size(1) != seq_len
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great catch! should we check the full shape here since bsz and ddim might also change?

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Yes, then we have all potential cases covered 👍

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@TimoImhof TimoImhof Aug 4, 2024 •
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However I now realized that my checking logic was not correct; the indixing matrices and hidden_states do never have the same value at dim1:

  • the hidden_states[1] represent the sequence length
  • the suff_idx[1] represents the number of positions

We need to check for the actual values of suff_idx to see if the indexing values are out of bounds. I adapted the logic and added checks for the residual dimensions as well.
When the tests passed locally I will push the changes for review

@TimoImhof TimoImhof merged commit a99e47c into adapter-hub:main Aug 8, 2024
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TimoImhof added a commit that referenced this pull request Aug 9, 2024
@julian-fong @TimoImhof
Adding a notebook for adapters whisper support (#717)
cd9e76c 
WIP - Adding a tutorial notebook for whisper support being worked on
#693. Feedback is always appreciated!

---------

Co-authored-by: TimoImhof <62378375+TimoImhof@users.noreply.github.com>
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@calpt calpt calpt approved these changes

@hSterz hSterz Awaiting requested review from hSterz

@lenglaender lenglaender Awaiting requested review from lenglaender

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Support for openai Whisper
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@TimoImhof @calpt @lenglaender