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Vojta Fluger
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Commit
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b4f0ec8
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Parent(s):
a8c0792
fixed dependencies files and README
Browse files- README.md +5 -3
- TODO.md +0 -20
- environment.yml +3 -1
- requirements.txt +1 -0
README.md
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@@ -16,9 +16,11 @@ Classifies the dance style that best accompanies a provided song. Users record o
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## Getting Started
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## Training
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## Getting Started
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1. Clone this repo: `git clone https://github.com/Waidhoferj/dance-classifier`
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2. Download git LSF files: `git lfs pull`
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3. Download dependencies: `conda env create --file environment.yml`
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4. Open environment: `conda activate dancer-classifier`
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5. Start the demo application: `python app.py`
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## Training
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TODO.md
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Ensure app.py audio input sounds like training data
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Use a huggingface transformer with the dataset
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- Verify that the training spectrogram matches the predict spectrogram
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- Count number of example misses in dataset loading
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- Verify windowing and jitter params in Song Dataset
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- Create an attention-based network
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Increase parameter count in network
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- Verify that labels really match what is on the music4dance site
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Read the Medium series about audio DL
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- double check \_rectify_duration
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Filter out songs that have only one vote
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Download songs from [Best Ballroom](https://www.youtube.com/channel/UC0bYSnzAFMwPiEjmVsrvmRg)
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fix nan values
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- Try higher mels (224) and more ffts (2048)
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- Verify random sample of dataset outputs by hand.
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- Train with non music data and add a non music category
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- Add back class weights
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- Add back multi label classification
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environment.yml
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@@ -9,7 +9,9 @@ dependencies:
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- pytorch
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- torchaudio
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- librosa
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- numpy
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- pandas
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- bs4
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- requests
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- pytorch
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- torchaudio
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- librosa
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- numpy<2
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- sounddevice
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- gradio
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- pandas
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- bs4
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- requests
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requirements.txt
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torch
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torchaudio
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pytorch-lightning
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sounddevice
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torch
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torchaudio
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pytorch-lightning
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