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add model configs

conf/augmentation/CustomAugPipeline_woAddSpec.yaml

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+id: CustomAugPipeline_woAddSpec
+_target_: autrainer.augmentations.AugmentationPipeline
+
+generator_seed: 0
+
+pipeline:
+  - autrainer.augmentations.Sequential:
+      sequence:
+        - autrainer.augmentations.Choice:
+            weights: [0.3, 0.7]
+            choices:
+              - autrainer.augmentations.GaussianNoise:
+                  p: 0.8
+              - autrainer.augmentations.SpecAugment:
+                  p: 0.8

conf/config.yaml

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+defaults:
+  - _autrainer_
+  - _self_
+
+
+results_dir: results
+experiment_id: default 
+iterations: 30
+inference_batch_size: 1
+progress_bar: false
+
+hydra:
+  sweeper:
+    params:
+      +seed: 1
+      +batch_size: 32
+      +learning_rate: 0.001
+      dataset: INSECTNET-96k-ML-Balanced
+      model: Cnn10-32k-T
+      optimizer: Adam
+      augmentation: CustomAugPipeline_woAddSpec
+          

conf/preprocessing/log_mel_96k.yaml

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+file_handler:
+  autrainer.datasets.utils.AudioFileHandler:
+    target_sample_rate: 96000
+pipeline:
+  - autrainer.transforms.StereoToMono
+  - autrainer.transforms.PannMel:
+      sample_rate: 96000
+      window_size: 4096
+      hop_size: 1024
+      mel_bins: 64
+      fmin: 50
+      fmax: 48000
+      ref: 1.0
+      amin: 1e-10
+      top_db: null

file_handler.yaml

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+$autrainer.datasets.utils.file_handlers.NumpyFileHandler==0.6.0: {}

inference_transform.yaml

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+$autrainer.transforms.smart_compose.SmartCompose==0.6.0:
+  transforms:
+  - $autrainer.transforms.specific_transforms.Expand==0.6.0:
+      size: 376
+      method: pad
+      axis: -2
+      order: -85

model.yaml

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+$autrainer.models.cnn_10.Cnn10==0.6.0:
+  output_dim: 30
+  segmentwise: false
+  in_channels: 1
+  transfer: https://zenodo.org/records/3987831/files/Cnn10_mAP%3D0.380.pth

preprocess_file_handler.yaml

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+$autrainer.datasets.utils.file_handlers.AudioFileHandler==0.6.0:
+  target_sample_rate: 96000

preprocess_pipeline.yaml

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+$autrainer.transforms.smart_compose.SmartCompose==0.6.0:
+  transforms:
+  - $autrainer.transforms.specific_transforms.StereoToMono==0.6.0:
+      order: -95
+  - $autrainer.transforms.specific_transforms.PannMel==0.6.0:
+      window_size: 4096
+      hop_size: 1024
+      sample_rate: 96000
+      fmin: 50
+      fmax: 48000
+      mel_bins: 64
+      ref: 1.0
+      amin: 1.0e-10
+      top_db: null
+      order: -90

target_transform.yaml

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+$autrainer.datasets.utils.target_transforms.multi_label_encoder.MultiLabelEncoder==0.6.0:
+  threshold: 0.5
+  labels:
+  - Bicolorana bicolor
+  - Chorthippus albomarginatus
+  - Chorthippus apricarius
+  - Chorthippus biguttulus
+  - Chorthippus brunneus
+  - Chorthippus dorsatus
+  - Chorthippus mollis
+  - Chrysochraon dispar
+  - Conocephalus dorsalis
+  - Conocephalus fuscus
+  - Euthystira brachyptera
+  - Gomphocerippus rufus
+  - Gryllotalpa gryllotalpa
+  - Gryllus campestris
+  - Isophya kraussii
+  - Leptophyes punctatissima
+  - Nemobius sylvestris
+  - Omocestus viridulus
+  - Phaneroptera falcata
+  - Pholidoptera griseoaptera
+  - Platycleis albopunctata
+  - Pseudochorthippus montanus
+  - Pseudochorthippus parallelus
+  - Roeseliana roeselii
+  - Ruspolia nitidula
+  - Stenobothrus lineatus
+  - Stethophyma grossum
+  - Tettigonia cantans
+  - Tettigonia viridissima
+  - nocall-empty