07a61e7d7d0e4b7fa1631d866dab3cb3a683fddcaa551514f3d9dc64728d082d
Browse files- p351/mask-FT/lightning_logs/version_0/checkpoints/epoch=0-step=200.ckpt +3 -0
- p351/mask-FT/lightning_logs/version_0/checkpoints/epoch=1-step=400.ckpt +3 -0
- p351/mask-FT/lightning_logs/version_0/checkpoints/epoch=2-step=600.ckpt +3 -0
- p351/mask-FT/lightning_logs/version_0/checkpoints/epoch=3-step=800.ckpt +3 -0
- p351/mask-FT/lightning_logs/version_0/checkpoints/epoch=4-step=1000.ckpt +3 -0
- p351/mask-FT/lightning_logs/version_0/checkpoints/epoch=5-step=1200.ckpt +3 -0
- p351/mask-FT/lightning_logs/version_0/checkpoints/epoch=6-step=1219.ckpt +3 -0
- p351/mask-FT/lightning_logs/version_0/config.yaml +134 -0
- p351/mask-FT/lightning_logs/version_0/events.out.tfevents.1665423654.v13wigp-mask-ft-v5rf9.8075.0 +3 -0
- p351/mask-FT/lightning_logs/version_0/fit/pruning.log +0 -0
- p351/mask-FT/lightning_logs/version_0/fit/sanity_check/csv/validate/epoch=0.csv +407 -0
- p351/mask-FT/lightning_logs/version_0/fit/train/audio/mask/p351_008/p351_008-epoch=0-batch_idx=199.wav +0 -0
- p351/mask-FT/lightning_logs/version_0/fit/train/audio/mask/p351_008/p351_008-epoch=1-batch_idx=199.wav +0 -0
- p351/mask-FT/lightning_logs/version_0/fit/train/audio/mask/p351_008/p351_008-epoch=2-batch_idx=199.wav +0 -0
- p351/mask-FT/lightning_logs/version_0/fit/train/audio/mask/p351_008/p351_008-epoch=3-batch_idx=199.wav +0 -0
- p351/mask-FT/lightning_logs/version_0/fit/train/audio/mask/p351_008/p351_008-epoch=4-batch_idx=199.wav +0 -0
- p351/mask-FT/lightning_logs/version_0/fit/train/audio/mask/p351_008/p351_008-epoch=5-batch_idx=199.wav +0 -0
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- p351/mask-FT/lightning_logs/version_0/fit/train/audio/mask/p351_122/p351_122-epoch=1-batch_idx=199.wav +0 -0
- p351/mask-FT/lightning_logs/version_0/fit/train/audio/mask/p351_122/p351_122-epoch=2-batch_idx=199.wav +0 -0
- p351/mask-FT/lightning_logs/version_0/fit/train/audio/mask/p351_122/p351_122-epoch=3-batch_idx=199.wav +0 -0
- p351/mask-FT/lightning_logs/version_0/fit/train/audio/mask/p351_122/p351_122-epoch=4-batch_idx=199.wav +0 -0
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- p351/mask-FT/lightning_logs/version_0/fit/train/audio/mask/p351_137/p351_137-epoch=3-batch_idx=199.wav +0 -0
- p351/mask-FT/lightning_logs/version_0/fit/train/audio/mask/p351_137/p351_137-epoch=4-batch_idx=199.wav +0 -0
- p351/mask-FT/lightning_logs/version_0/fit/train/audio/mask/p351_137/p351_137-epoch=5-batch_idx=199.wav +0 -0
- p351/mask-FT/lightning_logs/version_0/fit/train/audio/mask/p351_137/p351_137.recon.wav +0 -0
- p351/mask-FT/lightning_logs/version_0/fit/train/audio/mask/p351_273/p351_273-epoch=0-batch_idx=199.wav +0 -0
- p351/mask-FT/lightning_logs/version_0/fit/train/audio/mask/p351_273/p351_273-epoch=1-batch_idx=199.wav +0 -0
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- p351/mask-FT/lightning_logs/version_0/fit/train/audio/mask/p351_273/p351_273-epoch=3-batch_idx=199.wav +0 -0
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- p351/mask-FT/lightning_logs/version_0/fit/train/audio/mask/p351_313/p351_313-epoch=1-batch_idx=199.wav +0 -0
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- p351/mask-FT/lightning_logs/version_0/fit/train/audio/mask/p351_313/p351_313-epoch=3-batch_idx=199.wav +0 -0
p351/mask-FT/lightning_logs/version_0/checkpoints/epoch=0-step=200.ckpt
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p351/mask-FT/lightning_logs/version_0/checkpoints/epoch=1-step=400.ckpt
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p351/mask-FT/lightning_logs/version_0/checkpoints/epoch=2-step=600.ckpt
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p351/mask-FT/lightning_logs/version_0/checkpoints/epoch=3-step=800.ckpt
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p351/mask-FT/lightning_logs/version_0/checkpoints/epoch=4-step=1000.ckpt
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p351/mask-FT/lightning_logs/version_0/checkpoints/epoch=5-step=1200.ckpt
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p351/mask-FT/lightning_logs/version_0/checkpoints/epoch=6-step=1219.ckpt
ADDED
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p351/mask-FT/lightning_logs/version_0/config.yaml
ADDED
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seed_everything: 531
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trainer:
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logger: true
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checkpoint_callback: null
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enable_checkpointing: true
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callbacks:
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- class_path: lightning.callbacks.saver.learnable_prune_pipeline.LearnablePruneSaver
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init_args:
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preprocess_config: config/preprocess/LibriTTS_VCTK.yaml
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log_dir: null
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result_dir: null
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- class_path: pytorch_lightning.callbacks.ModelCheckpoint
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init_args:
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dirpath: null
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filename: null
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monitor: null
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verbose: false
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save_last: null
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save_top_k: -1
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save_weights_only: true
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mode: min
|
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auto_insert_metric_name: true
|
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every_n_train_steps: null
|
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train_time_interval: null
|
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every_n_epochs: null
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save_on_train_epoch_end: null
|
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- class_path: pytorch_lightning.callbacks.DeviceStatsMonitor
|
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init_args: {}
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- class_path: pytorch_lightning.callbacks.LearningRateMonitor
|
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init_args:
|
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logging_interval: null
|
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log_momentum: true
|
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default_root_dir: output/learnable_structured_pipeline/p351/mask-FT
|
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gradient_clip_val: null
|
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gradient_clip_algorithm: null
|
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process_position: 0
|
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num_nodes: 1
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num_processes: null
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devices:
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- 0
|
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gpus: null
|
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auto_select_gpus: true
|
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tpu_cores: null
|
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ipus: null
|
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log_gpu_memory: null
|
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progress_bar_refresh_rate: null
|
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enable_progress_bar: true
|
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overfit_batches: 0.0
|
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track_grad_norm: -1
|
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check_val_every_n_epoch: 1
|
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fast_dev_run: false
|
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accumulate_grad_batches: 1
|
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max_epochs: 100
|
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min_epochs: null
|
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max_steps: -1
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min_steps: null
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max_time: null
|
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limit_train_batches: null
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limit_val_batches: null
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limit_test_batches: null
|
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limit_predict_batches: null
|
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val_check_interval: null
|
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flush_logs_every_n_steps: null
|
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log_every_n_steps: 50
|
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accelerator: gpu
|
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strategy: null
|
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sync_batchnorm: false
|
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precision: 32
|
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enable_model_summary: true
|
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weights_summary: top
|
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weights_save_path: null
|
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num_sanity_val_steps: -1
|
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resume_from_checkpoint: null
|
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profiler: simple
|
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benchmark: null
|
76 |
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deterministic: null
|
77 |
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reload_dataloaders_every_n_epochs: 1
|
78 |
+
auto_lr_find: false
|
79 |
+
replace_sampler_ddp: true
|
80 |
+
detect_anomaly: false
|
81 |
+
auto_scale_batch_size: false
|
82 |
+
prepare_data_per_node: null
|
83 |
+
plugins: null
|
84 |
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amp_backend: native
|
85 |
+
amp_level: null
|
86 |
+
move_metrics_to_cpu: false
|
87 |
+
multiple_trainloader_mode: max_size_cycle
|
88 |
+
stochastic_weight_avg: false
|
89 |
+
terminate_on_nan: null
|
90 |
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ckpt_path: null
|
91 |
+
model:
|
92 |
+
class_path: lightning.systems.prune.learnable_structured_pipeline.LearnableStructuredPruneSystem
|
93 |
+
init_args:
|
94 |
+
preprocess_config: config/preprocess/LibriTTS_VCTK.yaml
|
95 |
+
model_config: config/model/base.yaml
|
96 |
+
algorithm_config: config/algorithm/pretrain/pretrain_LibriTTS.2.yaml
|
97 |
+
ckpt_path: output/ckpt/LibriTTS/meta-tts-accent-dev/1d34914e07244f87ad10c580ab85656c/checkpoints/epoch=39-step=39999.ckpt
|
98 |
+
qry_patience: 0
|
99 |
+
log_dir: null
|
100 |
+
result_dir: null
|
101 |
+
accent_ckpt: output/xvec/lightning_logs/version_88/checkpoints/epoch=199-step=164200.ckpt
|
102 |
+
speaker_ckpt: output/xvec/lightning_logs/version_99/checkpoints/epoch=49-step=377950.ckpt
|
103 |
+
target_sparsity: 0.0
|
104 |
+
verbose: 1
|
105 |
+
lam_mask:
|
106 |
+
mask_hidden: false
|
107 |
+
mask_mha: true
|
108 |
+
mask_pos_ffn: true
|
109 |
+
mask_duration: true
|
110 |
+
mask_pitch: true
|
111 |
+
mask_energy: true
|
112 |
+
mask_mel_linear: true
|
113 |
+
mask_postnet: true
|
114 |
+
mask_mode: soft
|
115 |
+
pipeline:
|
116 |
+
- mask
|
117 |
+
- ft
|
118 |
+
spk_emb_subset_weight_avg: true
|
119 |
+
data:
|
120 |
+
class_path: lightning.datamodules.prune_accent_datamodule.PruneAccentDataModule
|
121 |
+
init_args:
|
122 |
+
preprocess_config: config/preprocess/LibriTTS_VCTK.yaml
|
123 |
+
train_config:
|
124 |
+
- config/train/LibriTTS.yaml
|
125 |
+
- config/train/base.yaml
|
126 |
+
steps_per_epoch: 200
|
127 |
+
target: speaker
|
128 |
+
mask_steps_per_epoch: 20
|
129 |
+
m: 0
|
130 |
+
k: 8
|
131 |
+
q: 8
|
132 |
+
key: p351
|
133 |
+
batch_size: 32
|
134 |
+
libri_mask: false
|
p351/mask-FT/lightning_logs/version_0/events.out.tfevents.1665423654.v13wigp-mask-ft-v5rf9.8075.0
ADDED
@@ -0,0 +1,3 @@
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version https://git-lfs.github.com/spec/v1
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|
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+
size 35763115
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p351/mask-FT/lightning_logs/version_0/fit/pruning.log
ADDED
File without changes
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p351/mask-FT/lightning_logs/version_0/fit/sanity_check/csv/validate/epoch=0.csv
ADDED
@@ -0,0 +1,407 @@
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|
1 |
+
epoch,sparsity,val_ids,val_accent_prob,val_accent_acc,val_speaker_prob,val_speaker_acc
|
2 |
+
0,0.0,p351_104,1.9117224780984543e-07,False,1.7610461165601067e-29,False
|
3 |
+
0,0.0,p351_346,7.374224253453576e-08,False,1.5801512506962466e-28,False
|
4 |
+
0,0.0,p351_178,8.791019467935257e-08,False,6.0473204022296884e-33,False
|
5 |
+
0,0.0,p351_139,5.0915311078369996e-08,False,1.2581869215088485e-27,False
|
6 |
+
0,0.0,p351_309,7.260905840666965e-05,False,9.137777806754373e-28,False
|
7 |
+
0,0.0,p351_197,4.2840187575166055e-07,False,5.300023355622562e-35,False
|
8 |
+
0,0.0,p351_089,1.4509390666717081e-07,False,6.7732466630735036e-34,False
|
9 |
+
0,0.0,p351_011,3.529674472702027e-07,False,1.1678628210915584e-32,False
|
10 |
+
0,0.0,p351_083,3.3468321447571725e-08,False,9.852643351275869e-32,False
|
11 |
+
0,0.0,p351_118,1.540147991363483e-07,False,4.7335470061963026e-29,False
|
12 |
+
0,0.0,p351_128,1.0412910569357336e-06,False,1.14381063656593e-28,False
|
13 |
+
0,0.0,p351_115,1.357952623948222e-05,False,6.407881239939091e-24,False
|
14 |
+
0,0.0,p351_126,1.5596308458043495e-06,False,1.0839729320611566e-34,False
|
15 |
+
0,0.0,p351_143,4.0683443103262107e-07,False,8.987455604217547e-29,False
|
16 |
+
0,0.0,p351_337,5.64178570527929e-08,False,3.1944670541584644e-28,False
|
17 |
+
0,0.0,p351_354,2.7512146516528446e-07,False,6.750424514420105e-26,False
|
18 |
+
0,0.0,p351_328,3.2615020018056384e-08,False,1.5342633216175472e-28,False
|
19 |
+
0,0.0,p351_384,1.25302648257275e-08,False,1.2023951487399969e-34,False
|
20 |
+
0,0.0,p351_314,5.0051598918798845e-06,False,5.6024252450405e-28,False
|
21 |
+
0,0.0,p351_209,2.034419210872329e-08,False,3.0157459688116884e-25,False
|
22 |
+
0,0.0,p351_326,9.658961630520935e-08,False,6.618955723096004e-31,False
|
23 |
+
0,0.0,p351_401,8.713175816410512e-07,False,1.3422449765259801e-28,False
|
24 |
+
0,0.0,p351_166,1.903201507502672e-07,False,6.706712488955512e-31,False
|
25 |
+
0,0.0,p351_378,3.5635449080473336e-07,False,6.261763127503062e-36,False
|
26 |
+
0,0.0,p351_269,8.1844994781477e-08,False,3.0646276815555973e-22,False
|
27 |
+
0,0.0,p351_212,2.929768243120634e-06,False,1.20992079996804e-29,False
|
28 |
+
0,0.0,p351_144,1.2234896757945535e-06,False,1.769091667743886e-32,False
|
29 |
+
0,0.0,p351_339,0.0005201774183660746,False,2.888224668832896e-19,False
|
30 |
+
0,0.0,p351_305,9.346841238766501e-07,False,1.8758826987597338e-29,False
|
31 |
+
0,0.0,p351_095,7.104711130523356e-07,False,4.0813242101453813e-29,False
|
32 |
+
0,0.0,p351_242,2.4891963334994216e-07,False,9.531133009761702e-33,False
|
33 |
+
0,0.0,p351_196,6.074051839277672e-07,False,8.638372968303007e-32,False
|
34 |
+
0,0.0,p351_090,2.655617663549492e-07,False,6.2795542875028585e-27,False
|
35 |
+
0,0.0,p351_093,1.0954366302939889e-08,False,2.519590454173615e-26,False
|
36 |
+
0,0.0,p351_240,2.582079972057727e-08,False,3.289383020719565e-31,False
|
37 |
+
0,0.0,p351_399,4.931751846015686e-06,False,4.1537325814005816e-23,False
|
38 |
+
0,0.0,p351_302,7.814418268026202e-07,False,3.2204237025734914e-32,False
|
39 |
+
0,0.0,p351_368,3.662932158476906e-06,False,1.3629704183518817e-32,False
|
40 |
+
0,0.0,p351_379,3.199955074251193e-07,False,2.7387847935976434e-25,False
|
41 |
+
0,0.0,p351_389,2.6912945827461954e-07,False,6.184731816944245e-24,False
|
42 |
+
0,0.0,p351_015,5.991199003574366e-08,False,3.27604369890553e-30,False
|
43 |
+
0,0.0,p351_188,2.3534077797648933e-07,False,3.2120063401755582e-31,False
|
44 |
+
0,0.0,p351_294,0.000291873118840158,False,1.0870776508180858e-16,False
|
45 |
+
0,0.0,p351_259,8.284986279250006e-07,False,9.875906604883833e-34,False
|
46 |
+
0,0.0,p351_044,1.1629316531980294e-06,False,3.903147434008383e-25,False
|
47 |
+
0,0.0,p351_003,4.6647578244574106e-08,False,2.345846143448468e-34,False
|
48 |
+
0,0.0,p351_387,3.860065334038154e-08,False,9.623357888423403e-32,False
|
49 |
+
0,0.0,p351_194,5.012198585063743e-07,False,1.950219607336243e-30,False
|
50 |
+
0,0.0,p351_284,3.3010985589498887e-07,False,1.2202942037736511e-31,False
|
51 |
+
0,0.0,p351_297,3.5040882266912377e-06,False,3.206156666511855e-29,False
|
52 |
+
0,0.0,p351_237,6.142322206414974e-08,False,6.042310302121868e-26,False
|
53 |
+
0,0.0,p351_417,3.7598158087348565e-05,False,2.402190993663568e-28,False
|
54 |
+
0,0.0,p351_026,6.975054566282779e-05,False,1.0784523302200974e-38,False
|
55 |
+
0,0.0,p351_304,8.451522262475919e-06,False,1.7293503427563647e-24,False
|
56 |
+
0,0.0,p351_341,6.552149898197968e-07,False,7.201655663915885e-25,False
|
57 |
+
0,0.0,p351_279,9.89351249813808e-08,False,3.135629075837208e-27,False
|
58 |
+
0,0.0,p351_365,4.6261028785465896e-08,False,2.866086505818261e-32,False
|
59 |
+
0,0.0,p351_350,6.658437996520661e-06,False,1.1018593082935581e-28,False
|
60 |
+
0,0.0,p351_073,2.6416548948304808e-08,False,1.4841345188754313e-27,False
|
61 |
+
0,0.0,p351_285,1.1642928257060703e-05,False,2.225431799044545e-31,False
|
62 |
+
0,0.0,p351_311,6.500805511677754e-07,False,2.0502449172761594e-23,False
|
63 |
+
0,0.0,p351_138,6.784250672353664e-07,False,1.063125592058822e-29,False
|
64 |
+
0,0.0,p351_045,1.0756865549410577e-06,False,1.1956328372857726e-28,False
|
65 |
+
0,0.0,p351_172,1.4112752069195267e-06,False,5.254906324385186e-26,False
|
66 |
+
0,0.0,p351_024,1.8181145833295886e-07,False,1.050746162756866e-26,False
|
67 |
+
0,0.0,p351_021,9.125940323428949e-07,False,9.271054149958302e-33,False
|
68 |
+
0,0.0,p351_320,1.9910580704163294e-06,False,3.796681513923068e-23,False
|
69 |
+
0,0.0,p351_066,1.1020490831015195e-07,False,6.041732513508902e-29,False
|
70 |
+
0,0.0,p351_215,1.987931136682164e-05,False,7.569566943976836e-21,False
|
71 |
+
0,0.0,p351_291,8.710984502613428e-07,False,2.905962070728933e-20,False
|
72 |
+
0,0.0,p351_351,1.7229845639121777e-07,False,1.6586353274165812e-27,False
|
73 |
+
0,0.0,p351_393,1.4828996199867106e-06,False,5.209052872148793e-24,False
|
74 |
+
0,0.0,p351_013,7.194335921667516e-06,False,2.39542495949955e-33,False
|
75 |
+
0,0.0,p351_135,4.8264191718772054e-05,False,2.0137256025362262e-25,False
|
76 |
+
0,0.0,p351_335,4.674162028095452e-06,False,3.98393637691775e-32,False
|
77 |
+
0,0.0,p351_356,1.4505391163766035e-06,False,1.3791666052816396e-24,False
|
78 |
+
0,0.0,p351_372,3.24040483974386e-05,False,1.6474806058059786e-31,False
|
79 |
+
0,0.0,p351_061,3.1959605166775873e-06,False,2.617249644930687e-30,False
|
80 |
+
0,0.0,p351_180,3.1008157748146914e-06,False,1.7405756362224334e-24,False
|
81 |
+
0,0.0,p351_085,1.2331648804320139e-06,False,8.242313790216611e-28,False
|
82 |
+
0,0.0,p351_318,2.1990264940541238e-05,False,2.5466234231706163e-26,False
|
83 |
+
0,0.0,p351_069,7.260079541993036e-07,False,1.8368643831175223e-31,False
|
84 |
+
0,0.0,p351_091,4.78685979032889e-06,False,2.0195213882587882e-24,False
|
85 |
+
0,0.0,p351_034,2.945566393464105e-06,False,1.5382789192553686e-26,False
|
86 |
+
0,0.0,p351_167,2.484496462784591e-06,False,8.613115670859331e-25,False
|
87 |
+
0,0.0,p351_258,1.258653924196551e-06,False,3.0627407885702905e-29,False
|
88 |
+
0,0.0,p351_202,3.185503010172397e-05,False,1.9681684769625645e-28,False
|
89 |
+
0,0.0,p351_204,2.491110308255884e-06,False,7.69872853750507e-27,False
|
90 |
+
0,0.0,p351_087,1.4941014342184644e-05,False,1.8315482837557816e-26,False
|
91 |
+
0,0.0,p351_290,1.0772548193926923e-05,False,3.4196236717117014e-24,False
|
92 |
+
0,0.0,p351_293,0.00013429949467536062,False,2.996620960610978e-26,False
|
93 |
+
0,0.0,p351_226,1.6189783309528138e-06,False,1.7445316584915061e-28,False
|
94 |
+
0,0.0,p351_249,6.980322268645978e-06,False,1.8887144577290776e-21,False
|
95 |
+
0,0.0,p351_211,1.4059576187719358e-06,False,2.285464148779159e-25,False
|
96 |
+
0,0.0,p351_300,1.601956114427594e-06,False,2.973011844842318e-20,False
|
97 |
+
0,0.0,p351_006,1.8423970971070958e-07,False,3.418111877275854e-32,False
|
98 |
+
0,0.0,p351_312,1.0330856525797572e-07,False,4.5951457714853404e-38,False
|
99 |
+
0,0.0,p351_020,2.13909188460093e-05,False,3.975483743289506e-42,False
|
100 |
+
0,0.0,p351_052,7.313250534934923e-06,False,1.0250975111587865e-35,False
|
101 |
+
0,0.0,p351_207,9.035192038986395e-11,False,1.3732569260518627e-35,False
|
102 |
+
0,0.0,p351_146,6.407398700503109e-07,False,7.463953019317371e-32,False
|
103 |
+
0,0.0,p351_355,4.010661029951734e-07,False,1.0042599384291264e-37,False
|
104 |
+
0,0.0,p351_142,2.940938159667894e-09,False,1.9170949288464555e-31,False
|
105 |
+
0,0.0,p351_306,0.004617021884769201,False,6.787447444131747e-36,False
|
106 |
+
0,0.0,p351_103,4.415181553696357e-09,False,6.023287060777255e-37,False
|
107 |
+
0,0.0,p351_114,4.015541676949397e-08,False,5.508376446186824e-33,False
|
108 |
+
0,0.0,p351_333,7.340947849598933e-09,False,2.9458740914329894e-39,False
|
109 |
+
0,0.0,p351_136,4.426325528328334e-09,False,4.750595699175883e-29,False
|
110 |
+
0,0.0,p351_277,7.613959041918861e-06,False,1.4112522841646413e-35,False
|
111 |
+
0,0.0,p351_415,5.548265846755385e-08,False,9.758509072283263e-27,False
|
112 |
+
0,0.0,p351_400,3.0416200114125047e-10,False,6.595300309878926e-32,False
|
113 |
+
0,0.0,p351_278,1.0552929197160665e-08,False,5.095444409444976e-27,False
|
114 |
+
0,0.0,p351_031,5.198936747774496e-08,False,4.993835991065349e-36,False
|
115 |
+
0,0.0,p351_081,1.2937246651745227e-07,False,1.6964445005583363e-32,False
|
116 |
+
0,0.0,p351_224,5.0181698796336605e-09,False,1.017502373023182e-28,False
|
117 |
+
0,0.0,p351_071,2.953892408452674e-10,False,5.955189838622542e-35,False
|
118 |
+
0,0.0,p351_101,2.5011916982009552e-09,False,4.402795697000716e-39,False
|
119 |
+
0,0.0,p351_158,1.4287425686987376e-09,False,6.196365806157222e-38,False
|
120 |
+
0,0.0,p351_075,7.468327289927856e-09,False,3.23018882801936e-32,False
|
121 |
+
0,0.0,p351_366,1.025598166393138e-07,False,6.3415530261672034e-24,False
|
122 |
+
0,0.0,p351_228,1.0922418596237549e-06,False,8.663501702747133e-36,False
|
123 |
+
0,0.0,p351_276,4.8849052802779624e-08,False,1.0825269711538895e-31,False
|
124 |
+
0,0.0,p351_078,4.7887283471936826e-08,False,5.025056293068794e-41,False
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p351/mask-FT/lightning_logs/version_0/fit/train/audio/mask/p351_273/p351_273.recon.wav
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p351/mask-FT/lightning_logs/version_0/fit/train/audio/mask/p351_313/p351_313-epoch=3-batch_idx=199.wav
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