# ################################ | |
# Model: Inference for source separation with SepFormer | |
# https://arxiv.org/abs/2010.13154 | |
# Generated from speechbrain/recipes/WSJ0Mix/separation/train/hparams/sepformer-wsj03mix.yaml | |
# Dataset : wsj03mix | |
# ############################### | |
# Parameters | |
sample_rate: 8000 | |
num_spks: 3 | |
# Specifying the network | |
Encoder: !new:speechbrain.lobes.models.dual_path.Encoder | |
kernel_size: 16 | |
out_channels: 256 | |
SBtfintra: !new:speechbrain.lobes.models.dual_path.SBTransformerBlock | |
num_layers: 8 | |
d_model: 256 | |
nhead: 8 | |
d_ffn: 1024 | |
dropout: 0 | |
use_positional_encoding: true | |
norm_before: true | |
SBtfinter: !new:speechbrain.lobes.models.dual_path.SBTransformerBlock | |
num_layers: 8 | |
d_model: 256 | |
nhead: 8 | |
d_ffn: 1024 | |
dropout: 0 | |
use_positional_encoding: true | |
norm_before: true | |
MaskNet: !new:speechbrain.lobes.models.dual_path.Dual_Path_Model | |
num_spks: !ref <num_spks> | |
in_channels: 256 | |
out_channels: 256 | |
num_layers: 2 | |
K: 250 | |
intra_model: !ref <SBtfintra> | |
inter_model: !ref <SBtfinter> | |
norm: ln | |
linear_layer_after_inter_intra: false | |
skip_around_intra: true | |
Decoder: !new:speechbrain.lobes.models.dual_path.Decoder | |
in_channels: 256 | |
out_channels: 1 | |
kernel_size: 16 | |
stride: 8 | |
bias: false | |
modules: | |
encoder: !ref <Encoder> | |
decoder: !ref <Decoder> | |
masknet: !ref <MaskNet> | |
pretrainer: !new:speechbrain.utils.parameter_transfer.Pretrainer | |
loadables: | |
masknet: !ref <MaskNet> | |
encoder: !ref <Encoder> | |
decoder: !ref <Decoder> | |