90 lines
2.2 KiB
YAML
90 lines
2.2 KiB
YAML
defaults:
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- dset: dataset
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path_experiment: "non-specified_name" #there should be a better way to do this
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tensorboard_logs: "/scratch/work/molinee2/tensorboard_logs/unet_historical" #path with tensorboard
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# Dataset related
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fs: 44100 #default is 44100, better NEVER change
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seg_len_s_train: 5 #length of the train (and val) segments in seconds
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freq_inference: 10 #we do inference after * epochs
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seg_len_s_test: 15 #lenum_test_segments: 10 #number of test segments (inferenced every epoch)
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num_real_test_segments: 5 #number of real recordings inferenced every epoch
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num_test_segments: 15
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buffer_size: 1000 # buffer size for shuffling datasets (train and val)
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# Dataset Augmentation
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overlap: 0 #overlap when extracting audio segments, default is 0, augment if more data is needed
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# Logging and printing, and does not impact training
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#device: cuda
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verbose: 0
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use_tensorboard: True
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use_soft_denoising: False
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num_workers: 10
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# Checkpointing, by default automatically load last checkpoint
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checkpoint: true
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continue_from: '' # Path the a checkpoint.th file to start from.
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# this is not used in the name of the experiment!
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# so use a dummy=something not to mixup experiments.
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continue_best: false # continue from best, not last state if continue_from is set.
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only_inference: false
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# Optimization related
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optim: adam
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lr: 1e-4 #used
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variable_lr: True
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beta1: 0.5 #used
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beta2: 0.9 #used
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loss: "mae" #choose loss:
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epochs: 73
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batch_size: 16
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val_take: -1
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steps_per_epoch: 1000
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sp:
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method: "wiener"
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#STFT parameteres
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stft:
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win_size: 2048 #STFT window size
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hop_size: 512
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#inference param
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inference:
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audio: None
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# Models
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model: unet # either demucs or dwave
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unet:
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activation: "elu"
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use_csff: False
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use_SAM: True
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use_cam: False
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use_fam: False
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use_fencoding: True
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use_tdf: False
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use_alttdfs: False
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num_tfc: 3
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num_stages: 3
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depth: 6
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f_dim: 1025 #hardcoded, depends on the stft window
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# Hydra config
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hydra:
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job:
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config:
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# configuration for the ${hydra.job.override_dirname} runtime variable
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override_dirname:
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kv_sep: '='
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item_sep: ','
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# Remove all paths, as the / in them would mess up things
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exclude_keys: ['path_experiment',
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'hydra.job_logging.handles.file.filename']
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