diff --git a/4.1/lwbn.asvspoof5/23143/best.pt b/4.1/lwbn.asvspoof5/23143/best.pt new file mode 100644 index 0000000000000000000000000000000000000000..8475521dfa7950dccea62df5933d3d690d80edda --- /dev/null +++ b/4.1/lwbn.asvspoof5/23143/best.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:c7b49a0ceb3d5e5e50049bdfd24c7f732af6bb77d7bf3107bece893e7496a34f +size 1896959 diff --git a/4.1/lwbn.asvspoof5/23143/last.pt b/4.1/lwbn.asvspoof5/23143/last.pt new file mode 100644 index 0000000000000000000000000000000000000000..56a44a37a07768229f9b3b8e01d6a25c358e7853 --- /dev/null +++ b/4.1/lwbn.asvspoof5/23143/last.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:a5560c5c2b8718fbf051ddf66c8c0af5d77598534ed582d0a519be44463c3efd +size 1896959 diff --git a/4.1/lwbn.asvspoof5/23143/train.yaml b/4.1/lwbn.asvspoof5/23143/train.yaml new file mode 100644 index 0000000000000000000000000000000000000000..c468eb52c0fdfc4e480fa3aad12d5711d752dcac --- /dev/null +++ b/4.1/lwbn.asvspoof5/23143/train.yaml @@ -0,0 +1,66 @@ +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_ diff --git a/4.1/lwbn.cdd/32995/best.pt b/4.1/lwbn.cdd/32995/best.pt new file mode 100644 index 0000000000000000000000000000000000000000..859a6ff064910949aadc95c4f5eabfb06128e932 --- /dev/null +++ b/4.1/lwbn.cdd/32995/best.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:8dede21f28ba03160f327dcddce6136d31a15b6f0dfe3869601068a9e53c99ca +size 1896959 diff --git a/4.1/lwbn.cdd/32995/last.pt b/4.1/lwbn.cdd/32995/last.pt new file mode 100644 index 0000000000000000000000000000000000000000..6a881cb5fe931757f203a122c6f36e5ed9aa14c3 --- /dev/null +++ b/4.1/lwbn.cdd/32995/last.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:99bea64334af8edcc509fdeffa85f5f4a1c3c372aead083c98aa0f2a99337858 +size 1896959 diff --git a/4.1/lwbn.cdd/32995/train.yaml b/4.1/lwbn.cdd/32995/train.yaml new file mode 100644 index 0000000000000000000000000000000000000000..f0343436caf08bcfa511183e591b78ea49d59161 --- /dev/null +++ b/4.1/lwbn.cdd/32995/train.yaml @@ -0,0 +1,66 @@ +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_ diff --git a/4.1/x-aasist.cdd/7655/best.pt b/4.1/x-aasist.cdd/7655/best.pt new file mode 100644 index 0000000000000000000000000000000000000000..d896e0237f05988213812251836e765b80b28dc6 --- /dev/null +++ b/4.1/x-aasist.cdd/7655/best.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:f1b061b18329772adf7d24df5d1a6fc54526977e931ef6761512236f75899de3 +size 1866084 diff --git a/4.1/x-aasist.cdd/7655/last.pt b/4.1/x-aasist.cdd/7655/last.pt new file mode 100644 index 0000000000000000000000000000000000000000..5553bb2c9e9a9c761456f3306944bc082cc7ead9 --- /dev/null +++ b/4.1/x-aasist.cdd/7655/last.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:f902cd53689353e792cb7059d4252e2954276bea1d71c012c9e250956c036ef4 +size 1866084 diff --git a/4.1/x-aasist.cdd/7655/train.yaml b/4.1/x-aasist.cdd/7655/train.yaml new file mode 100644 index 0000000000000000000000000000000000000000..fb8a088237e2674972ab505337f87f4cd1e24384 --- /dev/null +++ b/4.1/x-aasist.cdd/7655/train.yaml @@ -0,0 +1,66 @@ +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 + step_size: 20 + 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_ diff --git a/4.1/x-asssist.asvspoof5/72445/best.pt b/4.1/x-asssist.asvspoof5/72445/best.pt new file mode 100644 index 0000000000000000000000000000000000000000..751bcf4bd5cdf2f7981dfc98b649f5f27a597755 --- /dev/null +++ b/4.1/x-asssist.asvspoof5/72445/best.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:ab27df81f452634ed0548a83e0af5c90d9ab1388dc67e804ca24a92a1e21763a +size 1866084 diff --git a/4.1/x-asssist.asvspoof5/72445/last.pt b/4.1/x-asssist.asvspoof5/72445/last.pt new file mode 100644 index 0000000000000000000000000000000000000000..96e5bcc9d76eda0174bbb35ee183b663bd78a19b --- /dev/null +++ b/4.1/x-asssist.asvspoof5/72445/last.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:e1f72e78b463bd98a0c91ec35a1e36130e4a3b41e95c0937e15fd0ec09e20dfa +size 1866084 diff --git a/4.1/x-asssist.asvspoof5/72445/train.yaml b/4.1/x-asssist.asvspoof5/72445/train.yaml new file mode 100644 index 0000000000000000000000000000000000000000..c24384363dd2162074447d0ee2617530c5a8c9b0 --- /dev/null +++ b/4.1/x-asssist.asvspoof5/72445/train.yaml @@ -0,0 +1,66 @@ +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_ diff --git a/4.2/lwbn.dac/51347/best.pt b/4.2/lwbn.dac/51347/best.pt new file mode 100644 index 0000000000000000000000000000000000000000..1beddd854ca6c93db9ac3b9a24debea785028f38 --- 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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_ diff --git a/4.2/lwbn.enc/9459/best.pt b/4.2/lwbn.enc/9459/best.pt new file mode 100644 index 0000000000000000000000000000000000000000..def372f60d28900defc020a221011ccac4ae3231 --- /dev/null +++ b/4.2/lwbn.enc/9459/best.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:a2771a9bc9ad8b8574af71780030f310cc39b2971d92d9dda58b449a986fed89 +size 1896959 diff --git a/4.2/lwbn.enc/9459/last.pt b/4.2/lwbn.enc/9459/last.pt new file mode 100644 index 0000000000000000000000000000000000000000..1431542c96d4c897d13df97bccad49e002da9b8c --- /dev/null +++ b/4.2/lwbn.enc/9459/last.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:dd830330d78a1102cc01f0e3074d22bac7a9e3f282056e5ce2ae11a9eab0a05a +size 1896959 diff --git a/4.2/lwbn.enc/9459/train.yaml b/4.2/lwbn.enc/9459/train.yaml new file mode 100644 index 0000000000000000000000000000000000000000..8fc127edd30fe4d0f3ad5a2e49a6892ad1880368 --- /dev/null +++ b/4.2/lwbn.enc/9459/train.yaml @@ -0,0 +1,71 @@ +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_ diff --git a/4.2/lwbn.mimi/89035/best.pt b/4.2/lwbn.mimi/89035/best.pt new file mode 100644 index 0000000000000000000000000000000000000000..b7c6807ba1962110f9a30f7cf4e665dc290e755e --- /dev/null +++ b/4.2/lwbn.mimi/89035/best.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:4a1be67728dc85379c6b67b79ce39fce8fce6ed6a965bc75881442063426dd1d +size 1896959 diff --git a/4.2/lwbn.mimi/89035/last.pt b/4.2/lwbn.mimi/89035/last.pt new file mode 100644 index 0000000000000000000000000000000000000000..73472280fc8778e04aeafc1ab67ea72a9fa01639 --- /dev/null +++ b/4.2/lwbn.mimi/89035/last.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:f4c2897d82530ddcdd22f24f2dae27de16a5f29501d7df0b522fdfc3a74147e0 +size 1896959 diff --git a/4.2/lwbn.mimi/89035/train.yaml b/4.2/lwbn.mimi/89035/train.yaml new file mode 100644 index 0000000000000000000000000000000000000000..8bc13bddf285e7aa35a2afec471e92a4330ba210 --- /dev/null +++ b/4.2/lwbn.mimi/89035/train.yaml @@ -0,0 +1,71 @@ +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_ diff --git a/4.2/lwbn.xc2/93026/best.pt b/4.2/lwbn.xc2/93026/best.pt new file mode 100644 index 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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_ diff --git a/4.2/x-aasist.dac/45890/best.pt b/4.2/x-aasist.dac/45890/best.pt new file mode 100644 index 0000000000000000000000000000000000000000..5706e53e4c169f5efbf44f87fe9b312a30e6bd2b --- /dev/null +++ b/4.2/x-aasist.dac/45890/best.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:fd158093145156fe8a3ff4852edae37df8db151223c5093c93a90bcd5ee7ba32 +size 1866084 diff --git a/4.2/x-aasist.dac/45890/last.pt b/4.2/x-aasist.dac/45890/last.pt new file mode 100644 index 0000000000000000000000000000000000000000..3634a10b522c0607cf00f8e664551a24be861dc7 --- /dev/null +++ b/4.2/x-aasist.dac/45890/last.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:0357882aae48e4a6ab68dfaca3d5b83b1554d12800d4795fa0cb7d155e735b80 +size 1866084 diff --git a/4.2/x-aasist.dac/45890/train.yaml b/4.2/x-aasist.dac/45890/train.yaml new file mode 100644 index 0000000000000000000000000000000000000000..38000d564946c68c86a6669fd44bed3500b9439e --- /dev/null +++ b/4.2/x-aasist.dac/45890/train.yaml @@ -0,0 +1,71 @@ +exp: + name: w2va.desc.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: 45890 +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: aasist + input_dim: 1024 + num_classes: 1 +loss: + name: bcewithlogits + real_weight: 4.0 +defaults: +- default +- _self_ diff --git a/4.2/x-aasist.enc/13198/best.pt b/4.2/x-aasist.enc/13198/best.pt new file mode 100644 index 0000000000000000000000000000000000000000..5285ca001f1a0d1e0d732844db62c41b46e54a9d --- /dev/null +++ b/4.2/x-aasist.enc/13198/best.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:f3931450bc76da516897a0ffbb7384d7eb13f39a4c7f769a57b0de4cf379ff78 +size 1866084 diff --git a/4.2/x-aasist.enc/13198/last.pt b/4.2/x-aasist.enc/13198/last.pt new file mode 100644 index 0000000000000000000000000000000000000000..1cb2b13635a8166f233c9278d312e8e461dc52b9 --- /dev/null +++ b/4.2/x-aasist.enc/13198/last.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:0416d94f6af7784d470be78b66afc72c1fbf1dcf7469e66d38ea263e4c08f2fc +size 1866084 diff --git a/4.2/x-aasist.enc/13198/train.yaml b/4.2/x-aasist.enc/13198/train.yaml new file mode 100644 index 0000000000000000000000000000000000000000..517c1b9ae2dc2a88a8b347fd7d7ea9527ef09843 --- /dev/null +++ b/4.2/x-aasist.enc/13198/train.yaml @@ -0,0 +1,71 @@ +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_ diff --git a/4.2/x-aasist.mimi/4338/best.pt b/4.2/x-aasist.mimi/4338/best.pt new file mode 100644 index 0000000000000000000000000000000000000000..b4169ce42136fc7f3d47194681a715de9a76c5cd --- /dev/null +++ b/4.2/x-aasist.mimi/4338/best.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:bfd5ff964746b81d15d91853da4349b2ec9bdb5df5dbceb487d9b86af1bb0780 +size 1866084 diff --git a/4.2/x-aasist.mimi/4338/last.pt b/4.2/x-aasist.mimi/4338/last.pt new file mode 100644 index 0000000000000000000000000000000000000000..90276a58d26d6e3c41f1a3e4fbbc9adb0b6a1361 --- /dev/null +++ b/4.2/x-aasist.mimi/4338/last.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:64b619812625433a7a787c3283d8d17c4ab0a7ef46aa29b27d4d489c0d5e3706 +size 1866084 diff --git a/4.2/x-aasist.mimi/4338/train.yaml b/4.2/x-aasist.mimi/4338/train.yaml new file mode 100644 index 0000000000000000000000000000000000000000..e6e77e3b12ad03c10ab0b63b5124f8fb9ef83f37 --- /dev/null +++ b/4.2/x-aasist.mimi/4338/train.yaml @@ -0,0 +1,71 @@ +exp: + name: w2va.mimi.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: 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_ diff --git a/4.2/x-aasist.xc2/5232/best.pt b/4.2/x-aasist.xc2/5232/best.pt new file mode 100644 index 0000000000000000000000000000000000000000..a66715d26913ed47b9e5be5f2f81283564ae81cd --- /dev/null +++ b/4.2/x-aasist.xc2/5232/best.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:2443679886d0ccee6a443e1600be349cde98bc240fccaa9125ae083d589a466d +size 1866084 diff --git a/4.2/x-aasist.xc2/5232/last.pt b/4.2/x-aasist.xc2/5232/last.pt new file mode 100644 index 0000000000000000000000000000000000000000..28ac79483d6403ea6d0d45cc63c3e10056736556 --- /dev/null +++ b/4.2/x-aasist.xc2/5232/last.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:46521fe60cd5fbd0baf70def4ddff5d8aa071a653feb58cc41548fbc438ba5d5 +size 1866084 diff --git a/4.2/x-aasist.xc2/5232/train.yaml b/4.2/x-aasist.xc2/5232/train.yaml new file mode 100644 index 0000000000000000000000000000000000000000..871adf77d4689a3e498c7e6247135ed88412c8a2 --- /dev/null +++ b/4.2/x-aasist.xc2/5232/train.yaml @@ -0,0 +1,71 @@ +exp: + name: w2va.xcodec2.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: 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_ diff --git a/4.3/lwbn.dac/7052/best.pt b/4.3/lwbn.dac/7052/best.pt new file mode 100644 index 0000000000000000000000000000000000000000..b9dfa87f34f9204ed0959931a443e5018d047c36 --- /dev/null +++ b/4.3/lwbn.dac/7052/best.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:6990e5204274293d99c888399c26b6fa2e3c6300f3e1c21c434189b1bb3c603e +size 1896959 diff --git a/4.3/lwbn.dac/7052/last.pt b/4.3/lwbn.dac/7052/last.pt new file mode 100644 index 0000000000000000000000000000000000000000..b53cae45ee76b06cb670d14970a7498276ba4287 --- /dev/null +++ b/4.3/lwbn.dac/7052/last.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:97dfef090041ccdc029617732a7bba97d3456668570d0b8ff73f2ce8bfdcff63 +size 1896959 diff --git a/4.3/lwbn.dac/7052/train.yaml b/4.3/lwbn.dac/7052/train.yaml new file mode 100644 index 0000000000000000000000000000000000000000..061d3c45f84cf214e1556b9f0de3217446786bc8 --- /dev/null +++ b/4.3/lwbn.dac/7052/train.yaml @@ -0,0 +1,71 @@ +exp: + 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_ diff --git a/4.3/lwbn.enc/35966/best.pt b/4.3/lwbn.enc/35966/best.pt new file mode 100644 index 0000000000000000000000000000000000000000..0468ae0b45c60c7fde4f03d97901b5c368599ad9 --- /dev/null +++ b/4.3/lwbn.enc/35966/best.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:280020362caab2515d02c393265b324af2da38492abd1ce703741ffaaa6ca5c6 +size 1896959 diff --git a/4.3/lwbn.enc/35966/last.pt b/4.3/lwbn.enc/35966/last.pt new file mode 100644 index 0000000000000000000000000000000000000000..aaf2727783aa7d4daeff6bd506c0d245ef1a3c14 --- /dev/null +++ b/4.3/lwbn.enc/35966/last.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:d32a3cc209ed22ad163ddbb43f7e0b962d88ced9c9cd1a80127fd0acf875983f +size 1896959 diff --git a/4.3/lwbn.enc/35966/train.yaml b/4.3/lwbn.enc/35966/train.yaml new file mode 100644 index 0000000000000000000000000000000000000000..581fbb3805c6a549b99d57a55429a27fb7008610 --- /dev/null +++ b/4.3/lwbn.enc/35966/train.yaml @@ -0,0 +1,71 @@ +exp: + name: lwbn.enc.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: 35966 +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: + - 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 +loss: + name: ocsoftmaxk + real_weight: 4.0 +defaults: +- default +- _self_ diff --git a/4.3/lwbn.mimi/13646/best.pt b/4.3/lwbn.mimi/13646/best.pt new file mode 100644 index 0000000000000000000000000000000000000000..46bfd1a3793c5b7c5a5b4f11638ea7e5f1c5c9ef --- /dev/null +++ b/4.3/lwbn.mimi/13646/best.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:61b87aa3eafcc703d740015ac002968e9faf1a4845aecf5264c5446e1414d7eb +size 1896959 diff --git a/4.3/lwbn.mimi/13646/last.pt b/4.3/lwbn.mimi/13646/last.pt new file mode 100644 index 0000000000000000000000000000000000000000..449826cddb7594a05478bef5364394980b54e2c7 --- /dev/null +++ b/4.3/lwbn.mimi/13646/last.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:a7170115bc87fe68bf436a7411ab3eed752183483b39428b47efa9048b66f2b2 +size 1896959 diff --git a/4.3/lwbn.mimi/13646/train.yaml b/4.3/lwbn.mimi/13646/train.yaml new file mode 100644 index 0000000000000000000000000000000000000000..2c95004b2949a20ca06e8559d6b9c0efd4cfa720 --- /dev/null +++ b/4.3/lwbn.mimi/13646/train.yaml @@ -0,0 +1,71 @@ +exp: + name: lwbn.mimi.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: 13646 +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: + - Mimi + 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_ diff --git a/4.3/lwbn.xc2/4240/best.pt b/4.3/lwbn.xc2/4240/best.pt new file mode 100644 index 0000000000000000000000000000000000000000..a30baef1ec88cae300bf66461ecac31748a896ee --- /dev/null +++ b/4.3/lwbn.xc2/4240/best.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:2534b3ba828301d320f0091bcede19014f3271cce5e577b637e6c4746b4a5c5b +size 1896959 diff --git a/4.3/lwbn.xc2/4240/last.pt b/4.3/lwbn.xc2/4240/last.pt new file mode 100644 index 0000000000000000000000000000000000000000..af51a7f28c02d6b37842f1f8a78eaa4a83729c30 --- /dev/null +++ b/4.3/lwbn.xc2/4240/last.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:2306c16e4ba7cc585374fd6827d7694291b8cdb5488ecb7beef956c6eb57c852 +size 1896959 diff --git a/4.3/lwbn.xc2/4240/train.yaml b/4.3/lwbn.xc2/4240/train.yaml new file mode 100644 index 0000000000000000000000000000000000000000..f16e26569e78622b636308bf85ed4e7dc9f11b1b --- /dev/null +++ b/4.3/lwbn.xc2/4240/train.yaml @@ -0,0 +1,71 @@ +exp: + name: lwbn.xcodec2.spoof.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: 4240 +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: + - 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 + 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_ diff --git a/4.3/x-aasist.dac/61267/best.pt b/4.3/x-aasist.dac/61267/best.pt new file mode 100644 index 0000000000000000000000000000000000000000..647aaf1710771c253a08b5bf8041ba8687863031 --- /dev/null +++ b/4.3/x-aasist.dac/61267/best.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:df88e0c720c068d1aeec3fef5db3f85d482cb53a1db83753fecc9939218285bc +size 1866084 diff --git a/4.3/x-aasist.dac/61267/last.pt b/4.3/x-aasist.dac/61267/last.pt new file mode 100644 index 0000000000000000000000000000000000000000..de807b01b2020768e1198c562ee9be7688dcfa5c --- /dev/null +++ b/4.3/x-aasist.dac/61267/last.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:64386fd414742facfdd85cb0104a146bb337fcfce342c5452834b7d0fe502b54 +size 1866084 diff --git a/4.3/x-aasist.dac/61267/train.yaml b/4.3/x-aasist.dac/61267/train.yaml new file mode 100644 index 0000000000000000000000000000000000000000..8cb702e97d11b6e776cf96dbb2631b3163b43e83 --- /dev/null +++ b/4.3/x-aasist.dac/61267/train.yaml @@ -0,0 +1,72 @@ +exp: + name: w2va.desc.acodec.spoof + 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: 61267 +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 + target: spoof + 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: aasist + input_dim: 1024 + num_classes: 1 +loss: + name: bcewithlogits + real_weight: 4.0 +defaults: +- default +- _self_ diff --git a/4.3/x-aasist.enc/46889/best.pt b/4.3/x-aasist.enc/46889/best.pt new file mode 100644 index 0000000000000000000000000000000000000000..f210ab9cd9d7e9abdde89ed7eafb2e41d85327c1 --- /dev/null +++ b/4.3/x-aasist.enc/46889/best.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:591aea25ecdc570d09650e14ca06fbf488e6d691076729357a3c89e607bce517 +size 1866084 diff --git a/4.3/x-aasist.enc/46889/last.pt b/4.3/x-aasist.enc/46889/last.pt new file mode 100644 index 0000000000000000000000000000000000000000..8f7e822bc175db826d239d39894d0725ba12cc0e --- /dev/null +++ b/4.3/x-aasist.enc/46889/last.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:bd15d809824100bdfaa69ee18331fa2d2b2c3f02b1f572c223ab629b4c7b73e0 +size 1866084 diff --git a/4.3/x-aasist.enc/46889/train.yaml b/4.3/x-aasist.enc/46889/train.yaml new file mode 100644 index 0000000000000000000000000000000000000000..b742e94146ea6d47dad441977b7de8272522c597 --- /dev/null +++ b/4.3/x-aasist.enc/46889/train.yaml @@ -0,0 +1,71 @@ +exp: + name: w2va.enc.acodec.spoof + 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: 46889 +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: + - 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: aasist + input_dim: 1024 + num_classes: 1 +loss: + name: bcewithlogits + real_weight: 4.0 +defaults: +- default +- _self_ diff --git a/4.3/x-aasist.mimi/1066/best.pt b/4.3/x-aasist.mimi/1066/best.pt new file mode 100644 index 0000000000000000000000000000000000000000..1d0f5d3346d0be8acb7b976c21f5265afe664118 --- /dev/null +++ b/4.3/x-aasist.mimi/1066/best.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:89be7f2e1559c6405e24140dc6bcacf422bddbf20ee3bddb0a1f34f3e9acb888 +size 1866084 diff --git a/4.3/x-aasist.mimi/1066/last.pt b/4.3/x-aasist.mimi/1066/last.pt new file mode 100644 index 0000000000000000000000000000000000000000..d8110e94856013c1c2d8148ec9411c8f839d4415 --- /dev/null +++ b/4.3/x-aasist.mimi/1066/last.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:898293fdc68bc3ad92cbd618bd098055c801fbb1ae4541156d090f490b164695 +size 1866084 diff --git a/4.3/x-aasist.mimi/1066/train.yaml b/4.3/x-aasist.mimi/1066/train.yaml new file mode 100644 index 0000000000000000000000000000000000000000..c401d7071a5ec06e8c4cd8bb686a292065c8f494 --- /dev/null +++ b/4.3/x-aasist.mimi/1066/train.yaml @@ -0,0 +1,72 @@ +exp: + name: w2va.mimi.acodec.spoof + 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: 1066 + see: 8845 +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: + - Mimi + 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: aasist + input_dim: 1024 + num_classes: 1 +loss: + name: bcewithlogits + real_weight: 4.0 +defaults: +- default +- _self_ diff --git a/4.3/x-aasist.xc2/88261/best.pt b/4.3/x-aasist.xc2/88261/best.pt new file mode 100644 index 0000000000000000000000000000000000000000..d3d474dbdb22c9189ef0c9fdf0755ffe85b9d865 --- /dev/null +++ b/4.3/x-aasist.xc2/88261/best.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:a5e0703c112118af24cdae3552412df9b9f88f6d051506877232022356ad0d4b +size 1866084 diff --git a/4.3/x-aasist.xc2/88261/last.pt b/4.3/x-aasist.xc2/88261/last.pt new file mode 100644 index 0000000000000000000000000000000000000000..a17c55bb0d7272ee8371a847f8665dba436f9de2 --- /dev/null +++ b/4.3/x-aasist.xc2/88261/last.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:7b58b326cb018c7fc99bb931189301c8546c9460028a5c9f4138631d6b8e2425 +size 1866084 diff --git a/4.3/x-aasist.xc2/88261/train.yaml b/4.3/x-aasist.xc2/88261/train.yaml new file mode 100644 index 0000000000000000000000000000000000000000..a9b26f11c016e060c95e0ac967b2597d4ced4bf4 --- /dev/null +++ b/4.3/x-aasist.xc2/88261/train.yaml @@ -0,0 +1,71 @@ +exp: + name: w2va.xcodec2.acodec.spoof + 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: 88261 +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: + - 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 + 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: aasist + input_dim: 1024 + num_classes: 1 +loss: + name: bcewithlogits + real_weight: 4.0 +defaults: +- default +- _self_