Commit
·
598163b
1
Parent(s):
ace1f98
Update hyperparams.yaml
Browse files- hyperparams.yaml +0 -106
hyperparams.yaml
CHANGED
@@ -10,89 +10,6 @@
|
|
10 |
# Basic parameters
|
11 |
# Seed needs to be set at top of yaml, before objects with parameters are made
|
12 |
#
|
13 |
-
seed: 1234
|
14 |
-
__set_seed: !apply:torch.manual_seed [1234]
|
15 |
-
|
16 |
-
# Data params
|
17 |
-
|
18 |
-
# the data folder for the wham dataset
|
19 |
-
# data_folder needs to follow the format: /yourpath/whamr.
|
20 |
-
# make sure to use the name whamr at your top folder for the dataset!
|
21 |
-
data_folder: /network/tmp1/subakany/whamr
|
22 |
-
task: enhancement
|
23 |
-
dereverberate: false
|
24 |
-
|
25 |
-
# the path for wsj0/si_tr_s/ folder -- only needed if dynamic mixing is used
|
26 |
-
# e.g. /yourpath/wsj0-processed/si_tr_s/
|
27 |
-
# you need to convert the original wsj0 to 8k
|
28 |
-
# you can do this conversion with the script ../meta/preprocess_dynamic_mixing.py
|
29 |
-
base_folder_dm: /network/tmp1/subakany/wsj0-processed/si_tr_s/
|
30 |
-
|
31 |
-
experiment_name: sepformer-whamr-enhancement-DM
|
32 |
-
output_folder: results/sepformer-whamr-enhancement-DM/1234
|
33 |
-
train_log: results/sepformer-whamr-enhancement-DM/1234/train_log.txt
|
34 |
-
save_folder: results/sepformer-whamr-enhancement-DM/1234/save
|
35 |
-
|
36 |
-
# the file names should start with whamr instead of whamorg
|
37 |
-
train_data: results/sepformer-whamr-enhancement-DM/1234/save/whamr_tr.csv
|
38 |
-
valid_data: results/sepformer-whamr-enhancement-DM/1234/save/whamr_cv.csv
|
39 |
-
test_data: results/sepformer-whamr-enhancement-DM/1234/save/whamr_tt.csv
|
40 |
-
skip_prep: false
|
41 |
-
|
42 |
-
# Experiment params
|
43 |
-
auto_mix_prec: true # Set it to True for mixed precision
|
44 |
-
test_only: false
|
45 |
-
num_spks: 1 # set to 3 for wsj0-3mix
|
46 |
-
progressbar: true
|
47 |
-
save_audio: true # Save estimated sources on disk
|
48 |
-
sample_rate: 8000
|
49 |
-
n_audio_to_save: 20
|
50 |
-
|
51 |
-
# Training parameters
|
52 |
-
N_epochs: 200
|
53 |
-
batch_size: 1
|
54 |
-
lr: 0.00015
|
55 |
-
clip_grad_norm: 5
|
56 |
-
loss_upper_lim: 999999 # this is the upper limit for an acceptable loss
|
57 |
-
# if True, the training sequences are cut to a specified length
|
58 |
-
limit_training_signal_len: false
|
59 |
-
# this is the length of sequences if we choose to limit
|
60 |
-
# the signal length of training sequences
|
61 |
-
training_signal_len: 32000000
|
62 |
-
|
63 |
-
# Set it to True to dynamically create mixtures at training time
|
64 |
-
dynamic_mixing: true
|
65 |
-
|
66 |
-
# Parameters for data augmentation
|
67 |
-
|
68 |
-
# rir_path variable points to the directory of the room impulse responses
|
69 |
-
# e.g. /miniscratch/subakany/rir_wavs
|
70 |
-
# If the path does not exist, it is created automatically.
|
71 |
-
rir_path: /network/scratch/s/subakany/whamr_rirs_wavs_8k/
|
72 |
-
|
73 |
-
use_wavedrop: false
|
74 |
-
use_speedperturb: true
|
75 |
-
use_speedperturb_sameforeachsource: false
|
76 |
-
use_rand_shift: false
|
77 |
-
min_shift: -8000
|
78 |
-
max_shift: 8000
|
79 |
-
|
80 |
-
speedperturb: !new:speechbrain.lobes.augment.TimeDomainSpecAugment
|
81 |
-
perturb_prob: 1.0
|
82 |
-
drop_freq_prob: 0.0
|
83 |
-
drop_chunk_prob: 0.0
|
84 |
-
sample_rate: 8000
|
85 |
-
speeds: [95, 100, 105]
|
86 |
-
|
87 |
-
wavedrop: !new:speechbrain.lobes.augment.TimeDomainSpecAugment
|
88 |
-
perturb_prob: 0.0
|
89 |
-
drop_freq_prob: 1.0
|
90 |
-
drop_chunk_prob: 1.0
|
91 |
-
sample_rate: 8000
|
92 |
-
|
93 |
-
# loss thresholding -- this thresholds the training loss
|
94 |
-
threshold_byloss: true
|
95 |
-
threshold: -30
|
96 |
|
97 |
# Encoder parameters
|
98 |
N_encoder_out: 256
|
@@ -100,11 +17,6 @@ out_channels: 256
|
|
100 |
kernel_size: 16
|
101 |
kernel_stride: 8
|
102 |
|
103 |
-
# Dataloader options
|
104 |
-
dataloader_opts:
|
105 |
-
batch_size: 1
|
106 |
-
num_workers: 3
|
107 |
-
|
108 |
# Specifying the network
|
109 |
Encoder: &id003 !new:speechbrain.lobes.models.dual_path.Encoder
|
110 |
kernel_size: 16
|
@@ -149,20 +61,6 @@ Decoder: &id004 !new:speechbrain.lobes.models.dual_path.Decoder
|
|
149 |
stride: 8
|
150 |
bias: false
|
151 |
|
152 |
-
optimizer: !name:torch.optim.Adam
|
153 |
-
lr: 0.00015
|
154 |
-
weight_decay: 0
|
155 |
-
|
156 |
-
loss: !name:speechbrain.nnet.losses.get_si_snr_with_pitwrapper
|
157 |
-
|
158 |
-
lr_scheduler: &id007 !new:speechbrain.nnet.schedulers.ReduceLROnPlateau
|
159 |
-
|
160 |
-
factor: 0.5
|
161 |
-
patience: 2
|
162 |
-
dont_halve_until_epoch: 85
|
163 |
-
|
164 |
-
epoch_counter: &id006 !new:speechbrain.utils.epoch_loop.EpochCounter
|
165 |
-
limit: 200
|
166 |
|
167 |
modules:
|
168 |
encoder: *id003
|
@@ -175,10 +73,6 @@ checkpointer: !new:speechbrain.utils.checkpoints.Checkpointer
|
|
175 |
encoder: *id003
|
176 |
decoder: *id004
|
177 |
masknet: *id005
|
178 |
-
counter: *id006
|
179 |
-
lr_scheduler: *id007
|
180 |
-
train_logger: !new:speechbrain.utils.train_logger.FileTrainLogger
|
181 |
-
save_file: results/sepformer-whamr-enhancement-DM/1234/train_log.txt
|
182 |
|
183 |
pretrainer: !new:speechbrain.utils.parameter_transfer.Pretrainer
|
184 |
loadables:
|
|
|
10 |
# Basic parameters
|
11 |
# Seed needs to be set at top of yaml, before objects with parameters are made
|
12 |
#
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
13 |
|
14 |
# Encoder parameters
|
15 |
N_encoder_out: 256
|
|
|
17 |
kernel_size: 16
|
18 |
kernel_stride: 8
|
19 |
|
|
|
|
|
|
|
|
|
|
|
20 |
# Specifying the network
|
21 |
Encoder: &id003 !new:speechbrain.lobes.models.dual_path.Encoder
|
22 |
kernel_size: 16
|
|
|
61 |
stride: 8
|
62 |
bias: false
|
63 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
64 |
|
65 |
modules:
|
66 |
encoder: *id003
|
|
|
73 |
encoder: *id003
|
74 |
decoder: *id004
|
75 |
masknet: *id005
|
|
|
|
|
|
|
|
|
76 |
|
77 |
pretrainer: !new:speechbrain.utils.parameter_transfer.Pretrainer
|
78 |
loadables:
|