执行下面这个脚本对模型进行评估，通过字符错误率来评价模型的性能，详细参数请查看该程序。
python eval.py --resume_model=models/conformer_online_fbank/best_model/输出结果：
[2022-10-28 22:42:54.069936 INFO ] utils:print_arguments:19 - ----------- 额外配置参数 -----------
[2022-10-28 22:42:54.069936 INFO ] utils:print_arguments:21 - configs: configs/conformer_online_zh.yml
[2022-10-28 22:42:54.069936 INFO ] utils:print_arguments:21 - resume_model: models/conformer_online_fbank/best_model/
[2022-10-28 22:42:54.069936 INFO ] utils:print_arguments:21 - use_gpu: True
[2022-10-28 22:42:54.069936 INFO ] utils:print_arguments:22 - ------------------------------------------------
[2022-10-28 22:42:54.069936 INFO ] utils:print_arguments:23 - ----------- 配置文件参数 -----------
[2022-10-28 22:42:54.069936 INFO ] utils:print_arguments:26 - ctc_beam_search_decoder_conf:
[2022-10-28 22:42:54.070936 INFO ] utils:print_arguments:28 - alpha: 2.2
[2022-10-28 22:42:54.070936 INFO ] utils:print_arguments:28 - beam_size: 300
[2022-10-28 22:42:54.070936 INFO ] utils:print_arguments:28 - beta: 4.3
[2022-10-28 22:42:54.070936 INFO ] utils:print_arguments:28 - cutoff_prob: 0.99
[2022-10-28 22:42:54.070936 INFO ] utils:print_arguments:28 - cutoff_top_n: 40
[2022-10-28 22:42:54.070936 INFO ] utils:print_arguments:28 - language_model_path: lm/zh_giga.no_cna_cmn.prune01244.klm
[2022-10-28 22:42:54.070936 INFO ] utils:print_arguments:28 - num_processes: 10
[2022-10-28 22:42:54.070936 INFO ] utils:print_arguments:26 - dataset_conf:
[2022-10-28 22:42:54.070936 INFO ] utils:print_arguments:28 - batch_size: 32
[2022-10-28 22:42:54.070936 INFO ] utils:print_arguments:28 - dataset_vocab: dataset/vocabulary.txt
[2022-10-28 22:42:54.070936 INFO ] utils:print_arguments:28 - manifest_type: txt
[2022-10-28 22:42:54.070936 INFO ] utils:print_arguments:28 - max_duration: 20
[2022-10-28 22:42:54.070936 INFO ] utils:print_arguments:28 - mean_istd_path: dataset/mean_istd.json
[2022-10-28 22:42:54.070936 INFO ] utils:print_arguments:28 - min_duration: 0.5
[2022-10-28 22:42:54.070936 INFO ] utils:print_arguments:28 - noise_manifest_path: dataset/manifest.noise
[2022-10-28 22:42:54.070936 INFO ] utils:print_arguments:28 - num_workers: 4
[2022-10-28 22:42:54.070936 INFO ] utils:print_arguments:28 - test_manifest: dataset/manifest.test
[2022-10-28 22:42:54.070936 INFO ] utils:print_arguments:28 - train_manifest: dataset/manifest.train
[2022-10-28 22:42:54.070936 INFO ] utils:print_arguments:30 - decoder: ctc_beam_search
[2022-10-28 22:42:54.070936 INFO ] utils:print_arguments:26 - decoder_conf:
[2022-10-28 22:42:54.079936 INFO ] utils:print_arguments:28 - attention_heads: 4
[2022-10-28 22:42:54.079936 INFO ] utils:print_arguments:28 - dropout_rate: 0.1
[2022-10-28 22:42:54.079936 INFO ] utils:print_arguments:28 - linear_units: 2048
[2022-10-28 22:42:54.079936 INFO ] utils:print_arguments:28 - num_blocks: 6
[2022-10-28 22:42:54.079936 INFO ] utils:print_arguments:28 - positional_dropout_rate: 0.1
[2022-10-28 22:42:54.079936 INFO ] utils:print_arguments:28 - self_attention_dropout_rate: 0.0
[2022-10-28 22:42:54.079936 INFO ] utils:print_arguments:28 - src_attention_dropout_rate: 0.0
[2022-10-28 22:42:54.079936 INFO ] utils:print_arguments:26 - encoder_conf:
[2022-10-28 22:42:54.079936 INFO ] utils:print_arguments:28 - activation_type: swish
[2022-10-28 22:42:54.079936 INFO ] utils:print_arguments:28 - attention_dropout_rate: 0.0
[2022-10-28 22:42:54.079936 INFO ] utils:print_arguments:28 - attention_heads: 4
[2022-10-28 22:42:54.079936 INFO ] utils:print_arguments:28 - cnn_module_kernel: 15
[2022-10-28 22:42:54.079936 INFO ] utils:print_arguments:28 - dropout_rate: 0.1
[2022-10-28 22:42:54.079936 INFO ] utils:print_arguments:28 - input_layer: conv2d
[2022-10-28 22:42:54.079936 INFO ] utils:print_arguments:28 - linear_units: 2048
[2022-10-28 22:42:54.079936 INFO ] utils:print_arguments:28 - normalize_before: True
[2022-10-28 22:42:54.080939 INFO ] utils:print_arguments:28 - num_blocks: 12
[2022-10-28 22:42:54.080939 INFO ] utils:print_arguments:28 - output_size: 256
[2022-10-28 22:42:54.080939 INFO ] utils:print_arguments:28 - pos_enc_layer_type: rel_pos
[2022-10-28 22:42:54.080939 INFO ] utils:print_arguments:28 - positional_dropout_rate: 0.1
[2022-10-28 22:42:54.080939 INFO ] utils:print_arguments:28 - use_cnn_module: True
[2022-10-28 22:42:54.080939 INFO ] utils:print_arguments:30 - metrics_type: cer
[2022-10-28 22:42:54.080939 INFO ] utils:print_arguments:26 - model_conf:
[2022-10-28 22:42:54.080939 INFO ] utils:print_arguments:28 - ctc_weight: 0.3
[2022-10-28 22:42:54.080939 INFO ] utils:print_arguments:28 - length_normalized_loss: False
[2022-10-28 22:42:54.080939 INFO ] utils:print_arguments:28 - lsm_weight: 0.1
[2022-10-28 22:42:54.080939 INFO ] utils:print_arguments:28 - reverse_weight: 0.0
[2022-10-28 22:42:54.080939 INFO ] utils:print_arguments:26 - optimizer_conf:
[2022-10-28 22:42:54.081940 INFO ] utils:print_arguments:28 - learning_rate: 0.001
[2022-10-28 22:42:54.081940 INFO ] utils:print_arguments:28 - warmup_steps: 25000
[2022-10-28 22:42:54.081940 INFO ] utils:print_arguments:28 - weight_decay: 1e-6
[2022-10-28 22:42:54.081940 INFO ] utils:print_arguments:26 - preprocess_conf:
[2022-10-28 22:42:54.081940 INFO ] utils:print_arguments:28 - feature_method: fbank
[2022-10-28 22:42:54.081940 INFO ] utils:print_arguments:28 - n_mels: 80
[2022-10-28 22:42:54.081940 INFO ] utils:print_arguments:28 - n_mfcc: 40
[2022-10-28 22:42:54.081940 INFO ] utils:print_arguments:28 - sample_rate: 16000
[2022-10-28 22:42:54.081940 INFO ] utils:print_arguments:28 - target_dB: -20
[2022-10-28 22:42:54.081940 INFO ] utils:print_arguments:28 - use_dB_normalization: True
[2022-10-28 22:42:54.081940 INFO ] utils:print_arguments:26 - train_conf:
[2022-10-28 22:42:54.082940 INFO ] utils:print_arguments:28 - accum_grad: 4
[2022-10-28 22:42:54.082940 INFO ] utils:print_arguments:28 - grad_clip: 5.0
[2022-10-28 22:42:54.082940 INFO ] utils:print_arguments:28 - log_interval: 100
[2022-10-28 22:42:54.082940 INFO ] utils:print_arguments:28 - max_epoch: 100
[2022-10-28 22:42:54.082940 INFO ] utils:print_arguments:30 - use_model: conformer_online
[2022-10-28 22:42:54.082940 INFO ] utils:print_arguments:31 - ------------------------------------------------
W0918 10:33:58.960235 16295 device_context.cc:404] Please NOTE: device: 0, GPU Compute Capability: 7.5, Driver API Version: 11.0, Runtime API Version: 10.2
W0918 10:33:58.963088 16295 device_context.cc:422] device: 0, cuDNN Version: 7.6.
100%|██████████████████████████████| 45/45 [00:09<00:00, 4.50it/s]
评估消耗时间：10s，字错率：0.095808