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.gitattributes

@@ -33,3 +33,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 *.zip filter=lfs diff=lfs merge=lfs -text
 *.zst filter=lfs diff=lfs merge=lfs -text
 *tfevents* filter=lfs diff=lfs merge=lfs -text
+JSRSL_SLURP/seg_dict filter=lfs diff=lfs merge=lfs -text

JSRSL_AISHELL-NER/am.mvn

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JSRSL_AISHELL-NER/bert/config.json

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+{
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+    "BertForMaskedLM"
+  ],
+  "attention_probs_dropout_prob": 0.1,
+  "directionality": "bidi",
+  "hidden_act": "gelu",
+  "hidden_dropout_prob": 0.1,
+  "hidden_size": 768,
+  "initializer_range": 0.02,
+  "intermediate_size": 3072,
+  "layer_norm_eps": 1e-12,
+  "max_position_embeddings": 512,
+  "model_type": "bert",
+  "num_attention_heads": 12,
+  "num_hidden_layers": 12,
+  "pad_token_id": 2,
+  "pooler_fc_size": 768,
+  "pooler_num_attention_heads": 12,
+  "pooler_num_fc_layers": 3,
+  "pooler_size_per_head": 128,
+  "pooler_type": "first_token_transform",
+  "type_vocab_size": 2,
+  "vocab_size": 8404
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JSRSL_AISHELL-NER/bert/pytorch_model.bin

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JSRSL_AISHELL-NER/config.yaml

@@ -0,0 +1,8627 @@
+config: examples/aishell_demo/paraformer_s2/conf/train_asr_paraformer_sanm_50e_16d_2048_512_lfr6.yaml
+print_config: false
+log_level: INFO
+dry_run: false
+iterator_type: sequence
+output_dir: /nfs/FunASR_results/paraformer/1m-1gpu/baseline_train_asr_paraformer_sanm_50e_16d_2048_512_lfr6_fbank_zh_char_local
+ngpu: 1
+seed: 0
+num_workers: 16
+num_att_plot: 3
+dist_backend: nccl
+dist_init_method: file:///nfs/FunASR_results/paraformer/1m-1gpu/baseline_train_asr_paraformer_sanm_50e_16d_2048_512_lfr6_fbank_zh_char_local/ddp_init
+dist_world_size: 1
+dist_rank: 0
+local_rank: 0
+dist_master_addr: null
+dist_master_port: null
+dist_launcher: null
+multiprocessing_distributed: true
+unused_parameters: true
+sharded_ddp: false
+cudnn_enabled: true
+cudnn_benchmark: false
+cudnn_deterministic: true
+collect_stats: false
+write_collected_feats: false
+max_epoch: 20
+patience: null
+val_scheduler_criterion:
+- valid
+- f1
+early_stopping_criterion:
+- valid
+- loss
+- min
+best_model_criterion:
+-   - valid
+    - f1
+    - max
+keep_nbest_models: 5
+nbest_averaging_interval: 0
+grad_clip: 5
+grad_clip_type: 2.0
+grad_noise: false
+accum_grad: 1
+no_forward_run: false
+resume: true
+train_dtype: float32
+use_amp: false
+log_interval: 50
+use_matplotlib: true
+use_tensorboard: true
+use_wandb: false
+wandb_project: null
+wandb_id: null
+wandb_entity: null
+wandb_name: null
+wandb_model_log_interval: -1
+detect_anomaly: false
+pretrain_path: null
+init_param:
+- /nfs/init_model/paraformer_9k_bigmodel.pth
+ignore_init_mismatch: false
+freeze_param: []
+num_iters_per_epoch: null
+batch_size: 20
+valid_batch_size: null
+batch_bins: 1000
+valid_batch_bins: null
+dataset_type: small
+dataset_conf:
+    data_names: speech,text,index,start,end
+    data_types: sound,text,text_int,text_int,text_int
+    filter_conf:
+        speech_length_min: 100
+        speech_length_max: 15000
+        token_length_min: 0
+        token_length_max: 200
+    shuffle: true
+    shuffle_conf:
+        shuffle_size: 2048
+        sort_size: 500
+    batch_conf:
+        batch_type: token
+        batch_size: 2000
+    num_workers: 16
+train_set: train
+valid_set: validation
+test_set: test
+data_file_names: wav.scp,text,index.txt,start.txt,end.txt
+batch_type: length
+valid_batch_type: null
+fold_length:
+- 512
+- 150
+sort_in_batch: descending
+sort_batch: descending
+multiple_iterator: false
+chunk_length: 500
+chunk_shift_ratio: 0.5
+num_cache_chunks: 1024
+allow_variable_data_keys: false
+max_cache_size: 0.0
+max_cache_fd: 32
+valid_max_cache_size: null
+optim: adam
+optim_conf:
+    lr: 0.0005
+scheduler: warmuplr
+scheduler_conf:
+    warmup_steps: 30000
+use_pai: false
+num_worker_count: 1
+access_key_id: null
+access_key_secret: null
+endpoint: null
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+    predictor_bias: 1
+    sampling_ratio: 0.75
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+    inner_dim: 768
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+    positional_dropout_rate: 0.1
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+    normalize_before: true
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+    sanm_shfit: 0
+    selfattention_layer_type: sanm
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+    linear_units: 2048
+    num_blocks: 16
+    dropout_rate: 0.1
+    positional_dropout_rate: 0.1
+    self_attention_dropout_rate: 0.1
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JSRSL_AISHELL-NER/configuration.json

@@ -0,0 +1,24 @@
+{
+  "framework": "pytorch",
+  "task" : "auto-speech-recognition",
+  "model" : {
+    "type" : "generic-asr",
+    "am_model_name" : "model.pb",
+    "model_config" : {
+      "type": "pytorch",
+      "code_base": "funasr",
+      "mode": "paraformer",
+      "lang": "zh-cn",
+      "batch_size": 1,
+      "am_model_config": "config.yaml",
+      "lm_model_name" : "lm/lm.pb",
+      "lm_model_config": "lm/lm.yaml",
+      "asr_model_config": "decoding.yaml",
+      "mvn_file": "am.mvn",
+      "model": "ftparaformer"
+    }
+  },
+  "pipeline": {
+    "type":"asr-inference"
+  }
+}

JSRSL_AISHELL-NER/decoding.yaml

@@ -0,0 +1,6 @@
+beam_size: 1
+penalty: 0.0
+maxlenratio: 0.0
+minlenratio: 0.0
+ctc_weight: 0.0
+lm_weight: 0.0

JSRSL_AISHELL-NER/finetune.yaml

@@ -0,0 +1,37 @@
+# minibatch related
+# # dataset_type: small
+batch_type: length
+batch_bins: 2000
+num_workers: 16
+speech_length_min: 100
+speech_length_max: 15000
+# dataset_type: large
+dataset_conf:
+    data_types: sound,text,text_int,text_int,text_int
+    filter_conf:
+        speech_length_min: 100
+        speech_length_max: 15000
+        token_length_min: 0
+        token_length_max: 200
+    shuffle: true
+    shuffle_conf:
+        shuffle_size: 2048
+        sort_size: 500
+    batch_conf:
+        batch_type: 'token'
+        batch_size: 120000
+    num_workers: 16
+
+# optimization related
+accum_grad: 1
+grad_clip: 5
+max_epoch: 20
+keep_nbest_models: 10
+optim: adam
+optim_conf:
+   lr: 0.0005
+scheduler: warmuplr
+scheduler_conf:
+   warmup_steps: 30000
+
+log_interval: 50

JSRSL_AISHELL-NER/model.pb

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+oid sha256:5482ef814e34e4c0a5b2fd7c8819567a4f66b0cd29be3fcd1f1eea63dc9d2e04
+size 1255440197

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JSRSL_SLURP/bert/config.json

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+  "architectures": [
+    "BertForMaskedLM"
+  ],
+  "attention_probs_dropout_prob": 0.1,
+  "gradient_checkpointing": false,
+  "hidden_act": "gelu",
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+  "hidden_size": 768,
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+  "intermediate_size": 3072,
+  "layer_norm_eps": 1e-12,
+  "max_position_embeddings": 512,
+  "model_type": "bert",
+  "num_attention_heads": 12,
+  "num_hidden_layers": 12,
+  "pad_token_id": 2,
+  "position_embedding_type": "absolute",
+  "transformers_version": "4.6.0.dev0",
+  "type_vocab_size": 2,
+  "use_cache": true,
+  "vocab_size": 4200
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JSRSL_SLURP/config.yaml

@@ -0,0 +1,4419 @@
+config: examples/aishell_demo/paraformer_s2/conf/train_asr_paraformer_sanm_50e_16d_2048_512_lfr6.yaml
+print_config: false
+log_level: INFO
+dry_run: false
+iterator_type: sequence
+output_dir: /nfs/FunASR_results/paraformer/1m-1gpu/baseline_train_asr_paraformer_sanm_50e_16d_2048_512_lfr6_fbank_zh_char_local
+ngpu: 1
+seed: 0
+num_workers: 16
+num_att_plot: 3
+dist_backend: nccl
+dist_init_method: file:///nfs/FunASR_results/paraformer/1m-1gpu/baseline_train_asr_paraformer_sanm_50e_16d_2048_512_lfr6_fbank_zh_char_local/ddp_init
+dist_world_size: 1
+dist_rank: 0
+local_rank: 0
+dist_master_addr: null
+dist_master_port: null
+dist_launcher: null
+multiprocessing_distributed: true
+unused_parameters: true
+sharded_ddp: false
+cudnn_enabled: true
+cudnn_benchmark: false
+cudnn_deterministic: true
+collect_stats: false
+write_collected_feats: false
+max_epoch: 40
+patience: null
+val_scheduler_criterion:
+- valid
+- f1
+early_stopping_criterion:
+- valid
+- loss
+- min
+best_model_criterion:
+-   - valid
+    - f1
+    - max
+keep_nbest_models: 5
+nbest_averaging_interval: 0
+grad_clip: 5
+grad_clip_type: 2.0
+grad_noise: false
+accum_grad: 1
+no_forward_run: false
+resume: true
+train_dtype: float32
+use_amp: false
+log_interval: 50
+use_matplotlib: true
+use_tensorboard: true
+use_wandb: false
+wandb_project: null
+wandb_id: null
+wandb_entity: null
+wandb_name: null
+wandb_model_log_interval: -1
+detect_anomaly: false
+pretrain_path: null
+init_param:
+- /nfs/init_model/paraformer_9k_bigmodel.pth
+ignore_init_mismatch: false
+freeze_param: []
+num_iters_per_epoch: null
+batch_size: 20
+valid_batch_size: null
+batch_bins: 1000
+valid_batch_bins: null
+dataset_type: small
+dataset_conf:
+    data_names: speech,text,index,start,end,action,scenario
+    data_types: sound,text,text_int,text_int,text_int,text_int,text_int
+    filter_conf:
+        speech_length_min: 100
+        speech_length_max: 15000
+        token_length_min: 0
+        token_length_max: 200
+    shuffle: true
+    shuffle_conf:
+        shuffle_size: 2048
+        sort_size: 500
+    batch_conf:
+        batch_type: token
+        batch_size: 2000
+    num_workers: 16
+train_set: train
+valid_set: validation
+test_set: test
+data_file_names: wav.scp,text,index.txt,start.txt,end.txt,action.txt,scenario.txt
+batch_type: length
+valid_batch_type: null
+fold_length:
+- 512
+- 150
+sort_in_batch: descending
+sort_batch: descending
+multiple_iterator: false
+chunk_length: 500
+chunk_shift_ratio: 0.5
+num_cache_chunks: 1024
+allow_variable_data_keys: false
+max_cache_size: 0.0
+max_cache_fd: 32
+valid_max_cache_size: null
+optim: adam
+optim_conf:
+    lr: 0.0005
+scheduler: warmuplr
+scheduler_conf:
+    warmup_steps: 30000
+use_pai: false
+num_worker_count: 1
+access_key_id: null
+access_key_secret: null
+endpoint: null
+bucket_name: null
+oss_bucket: null
+token_list:
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+- filled
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+- q@@
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+- ills
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+- evol@@
+- hm
+- ul
+- recei@@
+- vement
+- raise
+- replied
+- enter
+- que
+- calls
+- flow
+- employees
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+- +
+- à@@
+- ë@@
+- ilities
+- ldn't
+- '@@@'
+- ç@@
+- û@@
+- <unk>
+split_with_space: true
+init: null
+input_size: null
+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: wav_frontend
+frontend_conf:
+    fs: 16000
+    window: hamming
+    n_mels: 80
+    frame_length: 25
+    frame_shift: 10
+    lfr_m: 7
+    lfr_n: 6
+specaug: specaug_lfr
+specaug_conf:
+    apply_time_warp: false
+    time_warp_window: 5
+    time_warp_mode: bicubic
+    apply_freq_mask: true
+    freq_mask_width_range:
+    - 0
+    - 30
+    lfr_rate: 6
+    num_freq_mask: 1
+    apply_time_mask: true
+    time_mask_width_range:
+    - 0
+    - 12
+    num_time_mask: 1
+normalize: null
+normalize_conf: {}
+model: MyLargeParaformer
+model_conf:
+    ctc_weight: 0.0
+    lsm_weight: 0.1
+    length_normalized_loss: true
+    predictor_weight: 1.0
+    predictor_bias: 1
+    sampling_ratio: 0.75
+span_conf:
+    refiner_path: pretrained_model/JSRSL_SLURP/bert
+    inner_dim: 768
+    span_alpha: 0.5
+preencoder: null
+preencoder_conf: {}
+encoder: sanm
+encoder_conf:
+    output_size: 512
+    attention_heads: 4
+    linear_units: 2048
+    num_blocks: 50
+    dropout_rate: 0.1
+    positional_dropout_rate: 0.1
+    attention_dropout_rate: 0.1
+    input_layer: pe
+    pos_enc_class: SinusoidalPositionEncoder
+    normalize_before: true
+    kernel_size: 11
+    sanm_shfit: 0
+    selfattention_layer_type: sanm
+postencoder: null
+postencoder_conf: {}
+decoder: MySanmDecoder
+decoder_conf:
+    attention_heads: 4
+    linear_units: 2048
+    num_blocks: 16
+    dropout_rate: 0.1
+    positional_dropout_rate: 0.1
+    self_attention_dropout_rate: 0.1
+    src_attention_dropout_rate: 0.1
+    att_layer_num: 16
+    kernel_size: 11
+    sanm_shfit: 0
+predictor: cif_predictor_v2
+predictor_conf:
+    idim: 512
+    threshold: 1.0
+    l_order: 1
+    r_order: 1
+    tail_threshold: 0.45
+distributed: false
+version: '202307'

JSRSL_SLURP/configuration.json

@@ -0,0 +1,22 @@
+{
+  "framework": "pytorch",
+  "task" : "auto-speech-recognition",
+  "model" : {
+    "type" : "generic-asr",
+    "am_model_name" : "model.pb",
+    "model_config" : {
+      "type": "pytorch",
+      "code_base": "funasr",
+      "mode": "paraformer",
+      "lang": "en",
+      "batch_size": 1,
+      "am_model_config": "config.yaml",
+      "asr_model_config": "decoding.yaml",
+      "mvn_file": "am.mvn",
+      "model": "ftparaformer"
+    }
+  },
+  "pipeline": {
+    "type":"asr-inference"
+  }
+}

JSRSL_SLURP/decoding.yaml

@@ -0,0 +1,6 @@
+beam_size: 1
+penalty: 0.0
+maxlenratio: 0.0
+minlenratio: 0.0
+ctc_weight: 0.0
+lm_weight: 0.0

JSRSL_SLURP/finetune.yaml

@@ -0,0 +1,37 @@
+# minibatch related
+# # dataset_type: small
+batch_type: length
+batch_bins: 2000
+num_workers: 16
+speech_length_min: 100
+speech_length_max: 15000
+# dataset_type: large
+dataset_conf:
+    data_types: sound,text,text_int,text_int,text_int,text_int,text_int
+    filter_conf:
+        speech_length_min: 100
+        speech_length_max: 15000
+        token_length_min: 0
+        token_length_max: 200
+    shuffle: true
+    shuffle_conf:
+        shuffle_size: 2048
+        sort_size: 500
+    batch_conf:
+        batch_type: 'token'
+        batch_size: 120000
+    num_workers: 16
+
+# optimization related
+accum_grad: 1
+grad_clip: 5
+max_epoch: 40
+keep_nbest_models: 10
+optim: adam
+optim_conf:
+   lr: 0.0005
+scheduler: warmuplr
+scheduler_conf:
+   warmup_steps: 30000
+
+log_interval: 50

JSRSL_SLURP/model.pb

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2949b81e2cc0381c92e5c788d30d515510f822ee2421d7290453d2dca4305943
+size 1230407537

JSRSL_SLURP/seg_dict

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1267c41be0f30da338eead8cd94d66e4261001b030a141c59d2915791c2a2211
+size 71543175

JSRSL_SLURP/tokens.txt

@@ -0,0 +1,4200 @@
+<blank>
+<s>
+</s>
+<OOV>
+<gbg>
+the
+and
+to
+of
+a
+i
+that
+you
+in
+is
+it
+we
+for
+so
+this
+have
+'on'
+are
+was
+with
+not
+be
+as
+but
+at
+they
+he
+can
+do
+what
+or
+one
+know
+an
+like
+all
+if
+re@@
+from
+my
+there
+me
+about
+will
+our
+your
+just
+by
+had
+his
+how
+would
+think
+which
+when
+very
+then
+d@@
+s
+more
+some
+in@@
+ed
+were
+it's
+out
+s@@
+up
+going
+get
+t@@
+a@@
+people
+their
+now
+p@@
+e
+because
+them
+time
+she
+her
+has
+ing
+'no'
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