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4.1/lwbn.asvspoof5/23143/best.pt

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4.1/lwbn.asvspoof5/23143/train.yaml

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+exp:
+  name: lwbn.asv5
+  description: replicate lwbn results
+  optimizer:
+    name: adam
+    beta1: 0.9
+    beta2: 0.999
+  num_epochs: 50
+  lr: 0.0001
+  log_interval: 100
+  callbacks:
+    lr_scheduler:
+      type: step
+      step_size: 20
+      gamma: 0.5
+    early_stop:
+      patience: 10
+      min_delta: 0.001
+    auto_compute_real_weight:
+      placeholder: none
+  seed: 23143
+data:
+  dataset:
+    root_dir: /mount/arbeitsdaten54/projekte/deepfake/fad/lightweight/dataset_meta
+    name: ASVSpoof5
+    sample_rate: 16000
+    max_length: 4.0
+    min_length: 0.01
+    trim_sil: true
+    max_samples: 64320
+  loader:
+    bz: 128
+    val_bz: 64
+    test_bz: 192
+    train_nw: 4
+    val_nw: 4
+    test_nw: 6
+    num_workers: 4
+    shuffle: true
+    drop_last: true
+    pin_memory: true
+  val_key: test
+  aug:
+    rawboost:
+      probability: 0.2
+    rir:
+      probability: 0.3
+      rir_path: /mount/arbeitsdaten54/projekte/deepfake/fad/data/RIRS_NOISES
+  post:
+    fixed_length:
+      placeholder: none
+model:
+  frontend:
+    name: facebook/wav2vec2-xls-r-300m
+    freeze_frontend: true
+    output_hidden_states: true
+  backend:
+    name: lw_bn
+    input_dim: 1024
+    hidden_dim: 256
+loss:
+  name: ocsoftmaxk
+  real_weight: 8.701388519444592
+defaults:
+- default
+- _self_

4.1/lwbn.cdd/32995/best.pt

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4.1/lwbn.cdd/32995/last.pt

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4.1/lwbn.cdd/32995/train.yaml

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+exp:
+  name: lwbn.acodec
+  description: replicate lwbn results
+  optimizer:
+    name: adam
+    beta1: 0.9
+    beta2: 0.999
+  num_epochs: 50
+  lr: 0.0001
+  log_interval: 100
+  callbacks:
+    lr_scheduler:
+      type: step
+      step_size: 20
+      gamma: 0.5
+    early_stop:
+      patience: 10
+      min_delta: 0.001
+    auto_compute_real_weight:
+      placeholder: none
+  seed: 32995
+data:
+  dataset:
+    root_dir: /mount/arbeitsdaten54/projekte/deepfake/fad/lightweight/dataset_meta
+    name: acodec-fast
+    sample_rate: 16000
+    max_length: 4.0
+    min_length: 0.01
+    max_samples: 64320
+    trim_sil: true
+  loader:
+    bz: 128
+    val_bz: 64
+    test_bz: 192
+    train_nw: 4
+    val_nw: 4
+    test_nw: 6
+    num_workers: 4
+    shuffle: true
+    drop_last: true
+    pin_memory: true
+  val_key: test
+  aug:
+    rawboost:
+      probability: 0.2
+    rir:
+      probability: 0.3
+      rir_path: /dev/shm/RIRS_NOISES
+  post:
+    fixed_length:
+      placeholder: none
+model:
+  frontend:
+    name: facebook/wav2vec2-xls-r-300m
+    freeze_frontend: true
+    output_hidden_states: true
+  backend:
+    name: lw_bn
+    input_dim: 1024
+    hidden_dim: 256
+loss:
+  name: ocsoftmaxk
+  real_weight: 4.0
+defaults:
+- default
+- _self_

4.1/x-aasist.cdd/7655/best.pt

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4.1/x-aasist.cdd/7655/train.yaml

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+exp:
+  name: assist.acodec
+  description: w2vaasist
+  optimizer:
+    name: adam
+    beta1: 0.9
+    beta2: 0.999
+  num_epochs: 50
+  lr: 0.0001
+  log_interval: 100
+  callbacks:
+    lr_scheduler:
+      type: step
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+      gamma: 0.5
+    early_stop:
+      patience: 10
+      min_delta: 0.001
+    auto_compute_real_weight:
+      placeholder: none
+  seed: 7655
+data:
+  dataset:
+    root_dir: /mount/arbeitsdaten54/projekte/deepfake/fad/lightweight/dataset_meta
+    name: acodec-fast
+    sample_rate: 16000
+    max_length: 4.0
+    min_length: 0.01
+    max_samples: 64320
+    trim_sil: true
+  loader:
+    bz: 128
+    val_bz: 64
+    test_bz: 192
+    train_nw: 4
+    val_nw: 4
+    test_nw: 6
+    num_workers: 4
+    shuffle: true
+    drop_last: true
+    pin_memory: true
+  val_key: test
+  aug:
+    rawboost:
+      probability: 0.2
+    rir:
+      probability: 0.3
+      rir_path: /dev/shm/RIRS_NOISES
+  post:
+    fixed_length:
+      placeholder: none
+model:
+  frontend:
+    name: facebook/wav2vec2-xls-r-300m
+    freeze_frontend: true
+    output_hidden_states: false
+  backend:
+    name: aasist
+    input_dim: 1024
+    num_classes: 1
+loss:
+  name: bcewithlogits
+  real_weight: 4.0
+defaults:
+- default
+- _self_

4.1/x-asssist.asvspoof5/72445/best.pt

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4.1/x-asssist.asvspoof5/72445/train.yaml

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+exp:
+  name: assist.asv5
+  description: w2vaasist
+  optimizer:
+    name: adam
+    beta1: 0.9
+    beta2: 0.999
+  num_epochs: 50
+  lr: 0.0001
+  log_interval: 100
+  callbacks:
+    lr_scheduler:
+      type: step
+      step_size: 20
+      gamma: 0.5
+    early_stop:
+      patience: 10
+      min_delta: 0.001
+    auto_compute_real_weight:
+      placeholder: none
+  seed: 72445
+data:
+  dataset:
+    root_dir: /mount/arbeitsdaten54/projekte/deepfake/fad/lightweight/dataset_meta
+    name: ASVSpoof5
+    sample_rate: 16000
+    max_length: 4.0
+    min_length: 0.01
+    max_samples: 64320
+    trim_sil: true
+  loader:
+    bz: 128
+    val_bz: 64
+    test_bz: 192
+    train_nw: 4
+    val_nw: 4
+    test_nw: 6
+    num_workers: 4
+    shuffle: true
+    drop_last: true
+    pin_memory: true
+  val_key: test
+  aug:
+    rawboost:
+      probability: 0.2
+    rir:
+      probability: 0.3
+      rir_path: /mount/arbeitsdaten54/projekte/deepfake/fad/data/RIRS_NOISES
+  post:
+    fixed_length:
+      placeholder: none
+model:
+  frontend:
+    name: facebook/wav2vec2-xls-r-300m
+    freeze_frontend: true
+    output_hidden_states: false
+  backend:
+    name: aasist
+    input_dim: 1024
+    num_classes: 1
+loss:
+  name: bcewithlogits
+  real_weight: 8.701388519444592
+defaults:
+- default
+- _self_

4.2/lwbn.dac/51347/best.pt

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4.2/lwbn.dac/51347/last.pt

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4.2/lwbn.dac/51347/train.yaml

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+exp:
+  name: lwbn.desc.acodec
+  description: replicate lwbn results
+  optimizer:
+    name: adam
+    beta1: 0.9
+    beta2: 0.999
+  num_epochs: 50
+  lr: 0.0001
+  log_interval: 100
+  callbacks:
+    lr_scheduler:
+      type: step
+      step_size: 20
+      gamma: 0.5
+    early_stop:
+      patience: 10
+      min_delta: 0.001
+    auto_compute_real_weight:
+      placeholder: none
+  seed: 51347
+data:
+  dataset:
+    root_dir: /mount/arbeitsdaten54/projekte/deepfake/fad/lightweight/dataset_meta
+    name: acodec
+    sample_rate: 16000
+    max_length: 4.0
+    min_length: 0.01
+    max_samples: 64320
+    type: nacaug
+    trim_sil: true
+    probability: 0.5
+    aug_list:
+    - DescriptAudioCodec
+    aug_rt: /mount/arbeitsdaten54/projekte/deepfake/data/ALMASV5/codec_aug_train
+  loader:
+    bz: 128
+    val_bz: 64
+    test_bz: 192
+    train_nw: 4
+    val_nw: 4
+    test_nw: 6
+    num_workers: 4
+    shuffle: true
+    drop_last: true
+    pin_memory: true
+  val_key: test
+  aug:
+    rawboost:
+      probability: 0.2
+    rir:
+      probability: 0.3
+      rir_path: /mount/arbeitsdaten54/projekte/deepfake/fad/data/RIRS_NOISES
+  post:
+    fixed_length:
+      placeholder: none
+model:
+  frontend:
+    name: facebook/wav2vec2-xls-r-300m
+    freeze_frontend: true
+    output_hidden_states: true
+  backend:
+    name: lw_bn
+    input_dim: 1024
+    hidden_dim: 256
+loss:
+  name: ocsoftmaxk
+  real_weight: 4.0
+defaults:
+- default
+- _self_

4.2/lwbn.enc/9459/best.pt

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4.2/lwbn.enc/9459/last.pt

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4.2/lwbn.enc/9459/train.yaml

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+exp:
+  name: lwbn.enc.acodec
+  description: replicate lwbn results
+  optimizer:
+    name: adam
+    beta1: 0.9
+    beta2: 0.999
+  num_epochs: 50
+  lr: 0.0001
+  log_interval: 100
+  callbacks:
+    lr_scheduler:
+      type: step
+      step_size: 20
+      gamma: 0.5
+    early_stop:
+      patience: 10
+      min_delta: 0.001
+    auto_compute_real_weight:
+      placeholder: none
+  seed: 9459
+data:
+  dataset:
+    root_dir: /mount/arbeitsdaten54/projekte/deepfake/fad/lightweight/dataset_meta
+    name: acodec
+    sample_rate: 16000
+    max_length: 4.0
+    min_length: 0.01
+    max_samples: 64320
+    type: nacaug
+    trim_sil: true
+    probability: 0.5
+    aug_list:
+    - EnCodecVocos
+    aug_rt: /mount/arbeitsdaten54/projekte/deepfake/data/ALMASV5/codec_aug_train
+  loader:
+    bz: 128
+    val_bz: 64
+    test_bz: 192
+    train_nw: 4
+    val_nw: 4
+    test_nw: 6
+    num_workers: 4
+    shuffle: true
+    drop_last: true
+    pin_memory: true
+  val_key: test
+  aug:
+    rawboost:
+      probability: 0.2
+    rir:
+      probability: 0.3
+      rir_path: /mount/arbeitsdaten54/projekte/deepfake/fad/data/RIRS_NOISES
+  post:
+    fixed_length:
+      placeholder: none
+model:
+  frontend:
+    name: facebook/wav2vec2-xls-r-300m
+    freeze_frontend: true
+    output_hidden_states: true
+  backend:
+    name: lw_bn
+    input_dim: 1024
+    hidden_dim: 256
+loss:
+  name: ocsoftmaxk
+  real_weight: 4.0
+defaults:
+- default
+- _self_

4.2/lwbn.mimi/89035/best.pt

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4.2/lwbn.mimi/89035/train.yaml

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+exp:
+  name: lwbn.mimi.acodec
+  description: replicate lwbn results
+  optimizer:
+    name: adam
+    beta1: 0.9
+    beta2: 0.999
+  num_epochs: 50
+  lr: 0.0001
+  log_interval: 100
+  callbacks:
+    lr_scheduler:
+      type: step
+      step_size: 20
+      gamma: 0.5
+    early_stop:
+      patience: 10
+      min_delta: 0.001
+    auto_compute_real_weight:
+      placeholder: none
+  seed: 89035
+data:
+  dataset:
+    root_dir: /mount/arbeitsdaten54/projekte/deepfake/fad/lightweight/dataset_meta
+    name: acodec
+    sample_rate: 16000
+    max_length: 4.0
+    min_length: 0.01
+    max_samples: 64320
+    type: nacaug
+    trim_sil: true
+    probability: 0.5
+    aug_list:
+    - Mimi
+    aug_rt: /mount/arbeitsdaten54/projekte/deepfake/data/ALMASV5/codec_aug_train
+  loader:
+    bz: 128
+    val_bz: 64
+    test_bz: 192
+    train_nw: 4
+    val_nw: 4
+    test_nw: 6
+    num_workers: 4
+    shuffle: true
+    drop_last: true
+    pin_memory: true
+  val_key: test
+  aug:
+    rawboost:
+      probability: 0.2
+    rir:
+      probability: 0.3
+      rir_path: /mount/arbeitsdaten54/projekte/deepfake/fad/data/RIRS_NOISES
+  post:
+    fixed_length:
+      placeholder: none
+model:
+  frontend:
+    name: facebook/wav2vec2-xls-r-300m
+    freeze_frontend: true
+    output_hidden_states: true
+  backend:
+    name: lw_bn
+    input_dim: 1024
+    hidden_dim: 256
+loss:
+  name: ocsoftmaxk
+  real_weight: 4.0
+defaults:
+- default
+- _self_

4.2/lwbn.xc2/93026/best.pt

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4.2/lwbn.xc2/93026/train.yaml

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+exp:
+  name: lwbn.xcodec2.acodec
+  description: replicate lwbn results
+  optimizer:
+    name: adam
+    beta1: 0.9
+    beta2: 0.999
+  num_epochs: 50
+  lr: 0.0001
+  log_interval: 100
+  callbacks:
+    lr_scheduler:
+      type: step
+      step_size: 20
+      gamma: 0.5
+    early_stop:
+      patience: 10
+      min_delta: 0.001
+    auto_compute_real_weight:
+      placeholder: none
+  seed: 93026
+data:
+  dataset:
+    root_dir: /mount/arbeitsdaten54/projekte/deepfake/fad/lightweight/dataset_meta
+    name: acodec
+    sample_rate: 16000
+    max_length: 4.0
+    min_length: 0.01
+    max_samples: 64320
+    type: nacaug
+    trim_sil: true
+    probability: 0.5
+    aug_list:
+    - XCodec2
+    aug_rt: /mount/arbeitsdaten54/projekte/deepfake/data/ALMASV5/codec_aug_train
+  loader:
+    bz: 128
+    val_bz: 64
+    test_bz: 192
+    train_nw: 4
+    val_nw: 4
+    test_nw: 6
+    num_workers: 4
+    shuffle: true
+    drop_last: true
+    pin_memory: true
+  val_key: test
+  aug:
+    rawboost:
+      probability: 0.2
+    rir:
+      probability: 0.3
+      rir_path: /mount/arbeitsdaten54/projekte/deepfake/fad/data/RIRS_NOISES
+  post:
+    fixed_length:
+      placeholder: none
+model:
+  frontend:
+    name: facebook/wav2vec2-xls-r-300m
+    freeze_frontend: true
+    output_hidden_states: true
+  backend:
+    name: lw_bn
+    input_dim: 1024
+    hidden_dim: 256
+loss:
+  name: ocsoftmaxk
+  real_weight: 4.0
+defaults:
+- default
+- _self_

4.2/x-aasist.dac/45890/best.pt

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4.2/x-aasist.dac/45890/train.yaml

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+  name: w2va.desc.acodec
+  description: w2vaasist
+  optimizer:
+    name: adam
+    beta1: 0.9
+    beta2: 0.999
+  num_epochs: 50
+  lr: 0.0001
+  log_interval: 100
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+      placeholder: none
+  seed: 45890
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+  dataset:
+    root_dir: /mount/arbeitsdaten54/projekte/deepfake/fad/lightweight/dataset_meta
+    name: acodec
+    sample_rate: 16000
+    max_length: 4.0
+    min_length: 0.01
+    max_samples: 64320
+    type: nacaug
+    trim_sil: true
+    probability: 0.5
+    aug_list:
+    - DescriptAudioCodec
+    aug_rt: /mount/arbeitsdaten54/projekte/deepfake/data/ALMASV5/codec_aug_train
+  loader:
+    bz: 128
+    val_bz: 64
+    test_bz: 192
+    train_nw: 4
+    val_nw: 4
+    test_nw: 6
+    num_workers: 4
+    shuffle: true
+    drop_last: true
+    pin_memory: true
+  val_key: test
+  aug:
+    rawboost:
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+    rir:
+      probability: 0.3
+      rir_path: /mount/arbeitsdaten54/projekte/deepfake/fad/data/RIRS_NOISES
+  post:
+    fixed_length:
+      placeholder: none
+model:
+  frontend:
+    name: facebook/wav2vec2-xls-r-300m
+    freeze_frontend: true
+    output_hidden_states: true
+  backend:
+    name: aasist
+    input_dim: 1024
+    num_classes: 1
+loss:
+  name: bcewithlogits
+  real_weight: 4.0
+defaults:
+- default
+- _self_

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+exp:
+  name: w2va.enc.acodec
+  description: w2vaasist
+  optimizer:
+    name: adam
+    beta1: 0.9
+    beta2: 0.999
+  num_epochs: 50
+  lr: 0.0001
+  log_interval: 100
+  callbacks:
+    lr_scheduler:
+      type: step
+      step_size: 20
+      gamma: 0.5
+    early_stop:
+      patience: 10
+      min_delta: 0.001
+    auto_compute_real_weight:
+      placeholder: none
+  seed: 13198
+data:
+  dataset:
+    root_dir: /mount/arbeitsdaten54/projekte/deepfake/fad/lightweight/dataset_meta
+    name: acodec
+    sample_rate: 16000
+    max_length: 4.0
+    min_length: 0.01
+    max_samples: 64320
+    type: nacaug
+    trim_sil: true
+    probability: 0.5
+    aug_list:
+    - EnCodecVocos
+    aug_rt: /mount/arbeitsdaten54/projekte/deepfake/data/ALMASV5/codec_aug_train
+  loader:
+    bz: 128
+    val_bz: 64
+    test_bz: 192
+    train_nw: 4
+    val_nw: 4
+    test_nw: 6
+    num_workers: 4
+    shuffle: true
+    drop_last: true
+    pin_memory: true
+  val_key: test
+  aug:
+    rawboost:
+      probability: 0.2
+    rir:
+      probability: 0.3
+      rir_path: /mount/arbeitsdaten54/projekte/deepfake/fad/data/RIRS_NOISES
+  post:
+    fixed_length:
+      placeholder: none
+model:
+  frontend:
+    name: facebook/wav2vec2-xls-r-300m
+    freeze_frontend: true
+    output_hidden_states: true
+  backend:
+    name: aasist
+    input_dim: 1024
+    num_classes: 1
+loss:
+  name: bcewithlogits
+  real_weight: 4.0
+defaults:
+- default
+- _self_

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+  name: w2va.mimi.acodec
+  description: w2vaasist
+  optimizer:
+    name: adam
+    beta1: 0.9
+    beta2: 0.999
+  num_epochs: 50
+  lr: 0.0001
+  log_interval: 100
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+    lr_scheduler:
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+    early_stop:
+      patience: 10
+      min_delta: 0.001
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+      placeholder: none
+  seed: 4338
+data:
+  dataset:
+    root_dir: /mount/arbeitsdaten54/projekte/deepfake/fad/lightweight/dataset_meta
+    name: acodec
+    sample_rate: 16000
+    max_length: 4.0
+    min_length: 0.01
+    max_samples: 64320
+    type: nacaug
+    trim_sil: true
+    probability: 0.5
+    aug_list:
+    - Mimi
+    aug_rt: /mount/arbeitsdaten54/projekte/deepfake/data/ALMASV5/codec_aug_train
+  loader:
+    bz: 128
+    val_bz: 64
+    test_bz: 192
+    train_nw: 4
+    val_nw: 4
+    test_nw: 6
+    num_workers: 4
+    shuffle: true
+    drop_last: true
+    pin_memory: true
+  val_key: test
+  aug:
+    rawboost:
+      probability: 0.2
+    rir:
+      probability: 0.3
+      rir_path: /mount/arbeitsdaten54/projekte/deepfake/fad/data/RIRS_NOISES
+  post:
+    fixed_length:
+      placeholder: none
+model:
+  frontend:
+    name: facebook/wav2vec2-xls-r-300m
+    freeze_frontend: true
+    output_hidden_states: true
+  backend:
+    name: aasist
+    input_dim: 1024
+    num_classes: 1
+loss:
+  name: bcewithlogits
+  real_weight: 4.0
+defaults:
+- default
+- _self_

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+  name: w2va.xcodec2.acodec
+  description: w2vaasist
+  optimizer:
+    name: adam
+    beta1: 0.9
+    beta2: 0.999
+  num_epochs: 50
+  lr: 0.0001
+  log_interval: 100
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+    auto_compute_real_weight:
+      placeholder: none
+  seed: 5232
+data:
+  dataset:
+    root_dir: /mount/arbeitsdaten54/projekte/deepfake/fad/lightweight/dataset_meta
+    name: acodec
+    sample_rate: 16000
+    max_length: 4.0
+    min_length: 0.01
+    max_samples: 64320
+    type: nacaug
+    trim_sil: true
+    probability: 0.5
+    aug_list:
+    - XCodec2
+    aug_rt: /mount/arbeitsdaten54/projekte/deepfake/data/ALMASV5/codec_aug_train
+  loader:
+    bz: 128
+    val_bz: 64
+    test_bz: 192
+    train_nw: 4
+    val_nw: 4
+    test_nw: 6
+    num_workers: 4
+    shuffle: true
+    drop_last: true
+    pin_memory: true
+  val_key: test
+  aug:
+    rawboost:
+      probability: 0.2
+    rir:
+      probability: 0.3
+      rir_path: /mount/arbeitsdaten54/projekte/deepfake/fad/data/RIRS_NOISES
+  post:
+    fixed_length:
+      placeholder: none
+model:
+  frontend:
+    name: facebook/wav2vec2-xls-r-300m
+    freeze_frontend: true
+    output_hidden_states: true
+  backend:
+    name: aasist
+    input_dim: 1024
+    num_classes: 1
+loss:
+  name: bcewithlogits
+  real_weight: 4.0
+defaults:
+- default
+- _self_

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+  name: lwbn.desc.acodec.spoof
+  description: replicate lwbn results
+  optimizer:
+    name: adam
+    beta1: 0.9
+    beta2: 0.999
+  num_epochs: 50
+  lr: 0.0001
+  log_interval: 100
+  callbacks:
+    lr_scheduler:
+      type: step
+      step_size: 20
+      gamma: 0.5
+    early_stop:
+      patience: 10
+      min_delta: 0.001
+    auto_compute_real_weight:
+      placeholder: none
+  seed: 7052
+data:
+  dataset:
+    root_dir: /mount/arbeitsdaten54/projekte/deepfake/fad/lightweight/dataset_meta
+    name: acodec-fast
+    sample_rate: 16000
+    max_length: 4.0
+    min_length: 0.01
+    max_samples: 64320
+    type: nacaug
+    trim_sil: true
+    probability: 0.5
+    aug_list:
+    - DescriptAudioCodec
+    aug_rt: /dev/shm/ALMASV5/codec_aug_train
+  loader:
+    bz: 128
+    val_bz: 64
+    test_bz: 192
+    train_nw: 4
+    val_nw: 4
+    test_nw: 6
+    num_workers: 4
+    shuffle: true
+    drop_last: true
+    pin_memory: true
+  val_key: test
+  aug:
+    rawboost:
+      probability: 0.2
+    rir:
+      probability: 0.3
+      rir_path: /dev/shm/RIRS_NOISES
+  post:
+    fixed_length:
+      placeholder: none
+model:
+  frontend:
+    name: facebook/wav2vec2-xls-r-300m
+    freeze_frontend: true
+    output_hidden_states: true
+  backend:
+    name: lw_bn
+    input_dim: 1024
+    hidden_dim: 256
+loss:
+  name: ocsoftmaxk
+  real_weight: 4.0
+defaults:
+- default
+- _self_

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+  name: lwbn.enc.acodec.spoof
+  description: replicate lwbn results
+  optimizer:
+    name: adam
+    beta1: 0.9
+    beta2: 0.999
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+  seed: 35966
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+  dataset:
+    root_dir: /mount/arbeitsdaten54/projekte/deepfake/fad/lightweight/dataset_meta
+    name: acodec-fast
+    sample_rate: 16000
+    max_length: 4.0
+    min_length: 0.01
+    max_samples: 64320
+    type: nacaug
+    trim_sil: true
+    probability: 0.5
+    aug_list:
+    - EnCodecVocos
+    aug_rt: /dev/shm/ALMASV5/codec_aug_train
+  loader:
+    bz: 128
+    val_bz: 64
+    test_bz: 192
+    train_nw: 4
+    val_nw: 4
+    test_nw: 6
+    num_workers: 4
+    shuffle: true
+    drop_last: true
+    pin_memory: true
+  val_key: test
+  aug:
+    rawboost:
+      probability: 0.2
+    rir:
+      probability: 0.3
+      rir_path: /dev/shm/RIRS_NOISES
+  post:
+    fixed_length:
+      placeholder: none
+model:
+  frontend:
+    name: facebook/wav2vec2-xls-r-300m
+    freeze_frontend: true
+    output_hidden_states: true
+  backend:
+    name: lw_bn
+    input_dim: 1024
+    hidden_dim: 256
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+  name: ocsoftmaxk
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+  description: replicate lwbn results
+  optimizer:
+    name: adam
+    beta1: 0.9
+    beta2: 0.999
+  num_epochs: 50
+  lr: 0.0001
+  log_interval: 100
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+      placeholder: none
+  seed: 13646
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+  dataset:
+    root_dir: /mount/arbeitsdaten54/projekte/deepfake/fad/lightweight/dataset_meta
+    name: acodec-fast
+    sample_rate: 16000
+    max_length: 4.0
+    min_length: 0.01
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+    type: nacaug
+    trim_sil: true
+    probability: 0.5
+    aug_list:
+    - Mimi
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+    val_bz: 64
+    test_bz: 192
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+    val_nw: 4
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+    shuffle: true
+    drop_last: true
+    pin_memory: true
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+    rir:
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+      rir_path: /dev/shm/RIRS_NOISES
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+    name: facebook/wav2vec2-xls-r-300m
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+  description: replicate lwbn results
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+    name: adam
+    beta1: 0.9
+    beta2: 0.999
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+    name: acodec-fast
+    sample_rate: 16000
+    max_length: 4.0
+    min_length: 0.01
+    max_samples: 64320
+    type: nacaug
+    trim_sil: true
+    probability: 0.5
+    aug_list:
+    - XCodec2
+    aug_rt: /dev/shm/ALMASV5/codec_aug_train
+  loader:
+    bz: 128
+    val_bz: 64
+    test_bz: 192
+    train_nw: 4
+    val_nw: 4
+    test_nw: 6
+    num_workers: 4
+    shuffle: true
+    drop_last: true
+    pin_memory: true
+  val_key: test
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+    rir:
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+  post:
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