From 8dab6d184a034ca86eafa644ea0d2100aadfe27d Mon Sep 17 00:00:00 2001 From: jmwang66 <wangjiaming.wjm@alibaba-inc.com> Date: 星期二, 09 五月 2023 10:58:33 +0800 Subject: [PATCH] Merge pull request #473 from alibaba-damo-academy/dev_smohan --- egs/alimeeting/sa-asr/conf/train_asr_conformer.yaml | 87 +++++++++++++++++++++++++++++++++++++++++++ 1 files changed, 87 insertions(+), 0 deletions(-) diff --git a/egs/alimeeting/sa-asr/conf/train_asr_conformer.yaml b/egs/alimeeting/sa-asr/conf/train_asr_conformer.yaml new file mode 100644 index 0000000..7865763 --- /dev/null +++ b/egs/alimeeting/sa-asr/conf/train_asr_conformer.yaml @@ -0,0 +1,87 @@ +# network architecture +frontend: default +frontend_conf: + n_fft: 400 + win_length: 400 + hop_length: 160 + +# encoder related +encoder: conformer +encoder_conf: + output_size: 256 # dimension of attention + attention_heads: 4 + linear_units: 2048 # the number of units of position-wise feed forward + num_blocks: 12 # the number of encoder blocks + dropout_rate: 0.1 + positional_dropout_rate: 0.1 + attention_dropout_rate: 0.0 + input_layer: conv2d # encoder architecture type + normalize_before: true + rel_pos_type: latest + pos_enc_layer_type: rel_pos + selfattention_layer_type: rel_selfattn + activation_type: swish + macaron_style: true + use_cnn_module: true + cnn_module_kernel: 15 + +# decoder related +decoder: transformer +decoder_conf: + attention_heads: 4 + linear_units: 2048 + num_blocks: 6 + dropout_rate: 0.1 + positional_dropout_rate: 0.1 + self_attention_dropout_rate: 0.0 + src_attention_dropout_rate: 0.0 + +# ctc related +ctc_conf: + ignore_nan_grad: true + +# hybrid CTC/attention +model_conf: + ctc_weight: 0.3 + lsm_weight: 0.1 # label smoothing option + length_normalized_loss: false + +# minibatch related +batch_type: numel +batch_bins: 10000000 # reduce/increase this number according to your GPU memory + +# optimization related +accum_grad: 1 +grad_clip: 5 +max_epoch: 100 +val_scheduler_criterion: + - valid + - acc +best_model_criterion: +- - valid + - acc + - max +keep_nbest_models: 10 + +optim: adam +optim_conf: + lr: 0.001 +scheduler: warmuplr +scheduler_conf: + warmup_steps: 25000 + +specaug: specaug +specaug_conf: + apply_time_warp: true + time_warp_window: 5 + time_warp_mode: bicubic + apply_freq_mask: true + freq_mask_width_range: + - 0 + - 30 + num_freq_mask: 2 + apply_time_mask: true + time_mask_width_range: + - 0 + - 40 + num_time_mask: 2 -- Gitblit v1.9.1