mirror of
https://github.com/modelscope/FunASR
synced 2025-09-15 14:48:36 +08:00
2729 lines
27 KiB
YAML
2729 lines
27 KiB
YAML
config: finetune.yaml
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print_config: false
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log_level: INFO
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dry_run: false
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iterator_type: sequence
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output_dir: exp/sond
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ngpu: 1
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seed: 0
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num_workers: 16
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num_att_plot: 0
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dist_backend: nccl
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dist_init_method: env://
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dist_world_size: null
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dist_rank: null
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local_rank: 0
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dist_master_addr: null
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dist_master_port: null
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dist_launcher: null
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multiprocessing_distributed: true
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distributed: false
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unused_parameters: true
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sharded_ddp: false
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ddp_backend: pytorch_ddp
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cudnn_enabled: true
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cudnn_benchmark: false
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cudnn_deterministic: true
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collect_stats: false
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write_collected_feats: false
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max_epoch: 50
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patience: null
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val_scheduler_criterion:
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- valid
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- acc
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early_stopping_criterion:
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- valid
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- loss
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- min
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best_model_criterion:
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- - valid
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- acc
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- max
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keep_nbest_models: 10
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nbest_averaging_interval: 0
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grad_clip: 5
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grad_clip_type: 2.0
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grad_noise: false
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accum_grad: 1
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no_forward_run: false
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resume: true
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train_dtype: float32
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use_amp: false
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log_interval: 50
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use_matplotlib: false
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use_tensorboard: true
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use_wandb: false
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wandb_project: null
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wandb_id: null
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wandb_entity: null
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wandb_name: null
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wandb_model_log_interval: -1
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use_pai: true
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detect_anomaly: false
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pretrain_path: null
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init_param: []
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ignore_init_mismatch: false
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freeze_param: []
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num_iters_per_epoch: null
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batch_size: 20
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valid_batch_size: null
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batch_bins: 10000
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valid_batch_bins: null
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train_shape_file:
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- /data/volume1/youyan/aishell/ark/train/speech_shape.1
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- /data/volume1/youyan/aishell/ark/train/text_shape.1
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valid_shape_file:
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- /data/volume1/youyan/aishell/ark/dev/speech_shape.1
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- /data/volume1/youyan/aishell/ark/dev/text_shape.1
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batch_type: length
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valid_batch_type: null
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fold_length:
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- 512
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- 150
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sort_in_batch: descending
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sort_batch: descending
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multiple_iterator: false
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chunk_length: 500
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chunk_shift_ratio: 0.5
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num_cache_chunks: 1024
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train_data_path_and_name_and_type:
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- - /data/volume1/youyan/aishell/ark/train/data.scp
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- speech
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- kaldi_ark
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- - /data/volume1/youyan/aishell/ark/train/data.text.1
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- text
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- text
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valid_data_path_and_name_and_type:
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- - /data/volume1/youyan/aishell/ark/dev/data.scp
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- speech
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- kaldi_ark
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- - /data/volume1/youyan/aishell/ark/dev/data.text.1
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- text
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- text
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allow_variable_data_keys: false
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max_cache_size: 0.0
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max_cache_fd: 32
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valid_max_cache_size: null
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optim: adam
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optim_conf:
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lr: 0.0005
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scheduler: warmuplr
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scheduler_conf:
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warmup_steps: 30000
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token_list:
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- '0'
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- '1'
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|
|
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|
|
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|
|
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|
|
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|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
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|
|
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|
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|
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|
|
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|
|
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|
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|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
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|
|
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|
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|
|
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|
|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
|
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|
|
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|
|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
|
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|
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|
|
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|
|
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|
|
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|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
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|
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|
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|
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|
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|
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|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
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|
|
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|
|
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|
|
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|
|
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|
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|
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|
|
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|
|
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|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
- '6401'
|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
- '6912'
|
|
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|
|
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|
|
- '7170'
|
|
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|
|
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|
|
- '7184'
|
|
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|
|
- '7232'
|
|
- '7296'
|
|
- '7424'
|
|
- '7680'
|
|
- '8192'
|
|
- '8193'
|
|
- '8194'
|
|
- '8195'
|
|
- '8196'
|
|
- '8197'
|
|
- '8198'
|
|
- '8199'
|
|
- '8200'
|
|
- '8201'
|
|
- '8202'
|
|
- '8203'
|
|
- '8204'
|
|
- '8205'
|
|
- '8206'
|
|
- '8208'
|
|
- '8209'
|
|
- '8210'
|
|
- '8211'
|
|
- '8212'
|
|
- '8213'
|
|
- '8214'
|
|
- '8216'
|
|
- '8217'
|
|
- '8218'
|
|
- '8220'
|
|
- '8224'
|
|
- '8225'
|
|
- '8226'
|
|
- '8227'
|
|
- '8228'
|
|
- '8229'
|
|
- '8230'
|
|
- '8232'
|
|
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|
|
- '8234'
|
|
- '8236'
|
|
- '8240'
|
|
- '8241'
|
|
- '8242'
|
|
- '8244'
|
|
- '8248'
|
|
- '8256'
|
|
- '8257'
|
|
- '8258'
|
|
- '8259'
|
|
- '8260'
|
|
- '8261'
|
|
- '8262'
|
|
- '8264'
|
|
- '8265'
|
|
- '8266'
|
|
- '8268'
|
|
- '8272'
|
|
- '8273'
|
|
- '8274'
|
|
- '8276'
|
|
- '8280'
|
|
- '8288'
|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
|
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|
|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
|
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|
|
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|
|
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|
|
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|
|
- '47104'
|
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- '49152'
|
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- '49153'
|
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- '49154'
|
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- '49155'
|
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- '49156'
|
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- '49157'
|
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- '49158'
|
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- '49160'
|
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- '49161'
|
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- '49162'
|
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- '49164'
|
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- '49168'
|
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- '49169'
|
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- '49170'
|
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- '49172'
|
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- '49176'
|
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- '49184'
|
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- '49185'
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- '49186'
|
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- '49188'
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- '49192'
|
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- '49200'
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- '49216'
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- '49217'
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- '49218'
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- '49220'
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- '49224'
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- '49232'
|
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- '49248'
|
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- '49280'
|
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- '49281'
|
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- '49282'
|
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- '49284'
|
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- '49288'
|
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- '49296'
|
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- '49312'
|
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- '49344'
|
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- '49408'
|
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- '49409'
|
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- '49410'
|
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- '49412'
|
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- '49416'
|
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- '49424'
|
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- '49440'
|
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- '49472'
|
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- '49536'
|
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- '49664'
|
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- '49665'
|
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- '49666'
|
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- '49668'
|
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- '49672'
|
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- '49680'
|
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- '49696'
|
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- '49728'
|
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- '49792'
|
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- '49920'
|
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- '50176'
|
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- '50177'
|
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- '50178'
|
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- '50180'
|
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- '50184'
|
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- '50192'
|
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- '50208'
|
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- '50240'
|
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- '50304'
|
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- '50432'
|
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- '50688'
|
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- '51200'
|
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- '51201'
|
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- '51202'
|
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- '51204'
|
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- '51208'
|
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- '51216'
|
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- '51232'
|
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- '51264'
|
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- '51328'
|
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- '51456'
|
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- '51712'
|
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- '52224'
|
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- '53248'
|
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- '53249'
|
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- '53250'
|
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- '53252'
|
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- '53256'
|
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- '53264'
|
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- '53280'
|
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- '53312'
|
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- '53376'
|
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- '53504'
|
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- '53760'
|
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- '54272'
|
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- '55296'
|
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- '57344'
|
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- '57345'
|
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- '57346'
|
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- '57348'
|
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- '57352'
|
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- '57360'
|
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- '57376'
|
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- '57408'
|
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- '57472'
|
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- '57600'
|
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- '57856'
|
|
- '58368'
|
|
- '59392'
|
|
- '61440'
|
|
init: null
|
|
input_size: 80
|
|
ctc_conf:
|
|
dropout_rate: 0.0
|
|
ctc_type: builtin
|
|
reduce: true
|
|
ignore_nan_grad: true
|
|
joint_net_conf: null
|
|
use_preprocessor: true
|
|
token_type: char
|
|
bpemodel: null
|
|
non_linguistic_symbols: null
|
|
cleaner: null
|
|
g2p: null
|
|
speech_volume_normalize: null
|
|
rir_scp: null
|
|
rir_apply_prob: 1.0
|
|
noise_scp: null
|
|
noise_apply_prob: 1.0
|
|
noise_db_range: '13_15'
|
|
frontend: null
|
|
frontend_conf: {}
|
|
specaug: null
|
|
specaug_conf: {}
|
|
normalize: null
|
|
normalize_conf: {}
|
|
label_aggregator: null
|
|
label_aggregator_conf: {}
|
|
model: sond
|
|
model_conf:
|
|
# ctc_weight: 0.0
|
|
lsm_weight: 0.1
|
|
length_normalized_loss: true
|
|
max_spk_num: 16
|
|
# predictor_weight: 1.0
|
|
# predictor_bias: 1
|
|
# sampling_ratio: 0.75
|
|
# speech encoder
|
|
encoder: resnet34
|
|
encoder_conf:
|
|
# pass by model, equal to feature dim
|
|
# input_size: 80
|
|
pooling_type: "window_shift"
|
|
pool_size: 20
|
|
stride: 1
|
|
tf2torch_tensor_name_prefix_torch: encoder
|
|
tf2torch_tensor_name_prefix_tf: EAND/speech_encoder
|
|
speaker_encoder: conv
|
|
speaker_encoder_conf:
|
|
input_units: 256
|
|
num_layers: 3
|
|
num_units: 256
|
|
kernel_size: 1
|
|
dropout_rate: 0.0
|
|
position_encoder: null
|
|
out_units: 256
|
|
out_norm: false
|
|
auxiliary_states: false
|
|
tf2torch_tensor_name_prefix_torch: speaker_encoder
|
|
tf2torch_tensor_name_prefix_tf: EAND/speaker_encoder
|
|
ci_scorer: dot
|
|
ci_scorer_conf: {}
|
|
cd_scorer: san
|
|
cd_scorer_conf:
|
|
input_size: 512
|
|
output_size: 512
|
|
out_units: 1
|
|
attention_heads: 4
|
|
linear_units: 1024
|
|
num_blocks: 4
|
|
dropout_rate: 0.0
|
|
positional_dropout_rate: 0.0
|
|
attention_dropout_rate: 0.0
|
|
# use string "null" to remove input layer
|
|
input_layer: "null"
|
|
pos_enc_class: null
|
|
normalize_before: true
|
|
tf2torch_tensor_name_prefix_torch: cd_scorer
|
|
tf2torch_tensor_name_prefix_tf: EAND/compute_distance_layer
|
|
# post net
|
|
decoder: fsmn
|
|
decoder_conf:
|
|
in_units: 32
|
|
out_units: 2517
|
|
filter_size: 31
|
|
fsmn_num_layers: 6
|
|
dnn_num_layers: 1
|
|
num_memory_units: 512
|
|
ffn_inner_dim: 512
|
|
dropout_rate: 0.0
|
|
tf2torch_tensor_name_prefix_torch: decoder
|
|
tf2torch_tensor_name_prefix_tf: EAND/post_net
|
|
num_worker_count: 1
|
|
required:
|
|
- output_dir
|
|
- token_list
|
|
oss_bucket: 'null'
|
|
version: 0.1.6
|