Upload folder using huggingface_hub
Browse files- README.md +77 -0
- added_tokens.json +6 -0
- all_results.json +14 -0
- checkpoint-18000/added_tokens.json +6 -0
- checkpoint-18000/config.json +117 -0
- checkpoint-18000/optimizer.pt +3 -0
- checkpoint-18000/preprocessor_config.json +10 -0
- checkpoint-18000/pytorch_model.bin +3 -0
- checkpoint-18000/rng_state_0.pth +3 -0
- checkpoint-18000/rng_state_1.pth +3 -0
- checkpoint-18000/rng_state_2.pth +3 -0
- checkpoint-18000/rng_state_3.pth +3 -0
- checkpoint-18000/scheduler.pt +3 -0
- checkpoint-18000/special_tokens_map.json +10 -0
- checkpoint-18000/tokenizer_config.json +56 -0
- checkpoint-18000/trainer_state.json +199 -0
- checkpoint-18000/training_args.bin +3 -0
- checkpoint-18000/vocab.json +1307 -0
- config.json +117 -0
- eval_results.json +9 -0
- preprocessor_config.json +10 -0
- pytorch_model.bin +3 -0
- special_tokens_map.json +10 -0
- tokenizer_config.json +56 -0
- train_results.json +8 -0
- trainer_state.json +208 -0
- training_args.bin +3 -0
- vocab.json +1307 -0
README.md
ADDED
@@ -0,0 +1,77 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
---
|
2 |
+
license: apache-2.0
|
3 |
+
base_model: facebook/wav2vec2-large-xlsr-53
|
4 |
+
tags:
|
5 |
+
- automatic-speech-recognition
|
6 |
+
- ./sample_speech.py
|
7 |
+
- generated_from_trainer
|
8 |
+
model-index:
|
9 |
+
- name: ko-xlsr
|
10 |
+
results: []
|
11 |
+
---
|
12 |
+
|
13 |
+
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
|
14 |
+
should probably proofread and complete it, then remove this comment. -->
|
15 |
+
|
16 |
+
# ko-xlsr
|
17 |
+
|
18 |
+
This model is a fine-tuned version of [facebook/wav2vec2-large-xlsr-53](https://huggingface.co/facebook/wav2vec2-large-xlsr-53) on the ./SAMPLE_SPEECH.PY - NA dataset.
|
19 |
+
It achieves the following results on the evaluation set:
|
20 |
+
- Loss: 0.4651
|
21 |
+
- Cer: 0.0828
|
22 |
+
|
23 |
+
## Model description
|
24 |
+
|
25 |
+
More information needed
|
26 |
+
|
27 |
+
## Intended uses & limitations
|
28 |
+
|
29 |
+
More information needed
|
30 |
+
|
31 |
+
## Training and evaluation data
|
32 |
+
|
33 |
+
More information needed
|
34 |
+
|
35 |
+
## Training procedure
|
36 |
+
|
37 |
+
### Training hyperparameters
|
38 |
+
|
39 |
+
The following hyperparameters were used during training:
|
40 |
+
- learning_rate: 0.0003
|
41 |
+
- train_batch_size: 2
|
42 |
+
- eval_batch_size: 2
|
43 |
+
- seed: 42
|
44 |
+
- distributed_type: multi-GPU
|
45 |
+
- num_devices: 4
|
46 |
+
- gradient_accumulation_steps: 8
|
47 |
+
- total_train_batch_size: 64
|
48 |
+
- total_eval_batch_size: 8
|
49 |
+
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
|
50 |
+
- lr_scheduler_type: linear
|
51 |
+
- lr_scheduler_warmup_steps: 1000
|
52 |
+
- num_epochs: 40
|
53 |
+
|
54 |
+
### Training results
|
55 |
+
|
56 |
+
| Training Loss | Epoch | Step | Validation Loss | Cer |
|
57 |
+
|:-------------:|:-----:|:-----:|:---------------:|:------:|
|
58 |
+
| 6.3673 | 3.17 | 1500 | 0.6104 | 0.1606 |
|
59 |
+
| 0.656 | 6.33 | 3000 | 0.4318 | 0.1129 |
|
60 |
+
| 0.4729 | 9.5 | 4500 | 0.4010 | 0.1028 |
|
61 |
+
| 0.3789 | 12.66 | 6000 | 0.3867 | 0.0977 |
|
62 |
+
| 0.3166 | 15.83 | 7500 | 0.3857 | 0.0936 |
|
63 |
+
| 0.267 | 18.99 | 9000 | 0.3891 | 0.0912 |
|
64 |
+
| 0.2286 | 22.16 | 10500 | 0.4074 | 0.0910 |
|
65 |
+
| 0.1967 | 25.32 | 12000 | 0.4079 | 0.0878 |
|
66 |
+
| 0.1712 | 28.49 | 13500 | 0.4289 | 0.0865 |
|
67 |
+
| 0.1493 | 31.65 | 15000 | 0.4456 | 0.0850 |
|
68 |
+
| 0.1333 | 34.82 | 16500 | 0.4573 | 0.0843 |
|
69 |
+
| 0.1191 | 37.98 | 18000 | 0.4633 | 0.0833 |
|
70 |
+
|
71 |
+
|
72 |
+
### Framework versions
|
73 |
+
|
74 |
+
- Transformers 4.34.0
|
75 |
+
- Pytorch 2.0.1+cu117
|
76 |
+
- Datasets 2.14.5
|
77 |
+
- Tokenizers 0.14.0
|
added_tokens.json
ADDED
@@ -0,0 +1,6 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"</s>": 1306,
|
3 |
+
"<s>": 1305,
|
4 |
+
"[PAD]": 1304,
|
5 |
+
"[UNK]": 1303
|
6 |
+
}
|
all_results.json
ADDED
@@ -0,0 +1,14 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"epoch": 39.93,
|
3 |
+
"eval_cer": 0.08284064705168438,
|
4 |
+
"eval_loss": 0.465082585811615,
|
5 |
+
"eval_runtime": 145.5339,
|
6 |
+
"eval_samples": 3770,
|
7 |
+
"eval_samples_per_second": 25.905,
|
8 |
+
"eval_steps_per_second": 3.243,
|
9 |
+
"train_loss": 0.7552054080600215,
|
10 |
+
"train_runtime": 32439.3262,
|
11 |
+
"train_samples": 30324,
|
12 |
+
"train_samples_per_second": 37.392,
|
13 |
+
"train_steps_per_second": 0.583
|
14 |
+
}
|
checkpoint-18000/added_tokens.json
ADDED
@@ -0,0 +1,6 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"</s>": 1306,
|
3 |
+
"<s>": 1305,
|
4 |
+
"[PAD]": 1304,
|
5 |
+
"[UNK]": 1303
|
6 |
+
}
|
checkpoint-18000/config.json
ADDED
@@ -0,0 +1,117 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"_name_or_path": "facebook/wav2vec2-large-xlsr-53",
|
3 |
+
"activation_dropout": 0.0,
|
4 |
+
"adapter_attn_dim": null,
|
5 |
+
"adapter_kernel_size": 3,
|
6 |
+
"adapter_stride": 2,
|
7 |
+
"add_adapter": false,
|
8 |
+
"apply_spec_augment": true,
|
9 |
+
"architectures": [
|
10 |
+
"Wav2Vec2ForCTC"
|
11 |
+
],
|
12 |
+
"attention_dropout": 0.1,
|
13 |
+
"bos_token_id": 1,
|
14 |
+
"classifier_proj_size": 256,
|
15 |
+
"codevector_dim": 768,
|
16 |
+
"contrastive_logits_temperature": 0.1,
|
17 |
+
"conv_bias": true,
|
18 |
+
"conv_dim": [
|
19 |
+
512,
|
20 |
+
512,
|
21 |
+
512,
|
22 |
+
512,
|
23 |
+
512,
|
24 |
+
512,
|
25 |
+
512
|
26 |
+
],
|
27 |
+
"conv_kernel": [
|
28 |
+
10,
|
29 |
+
3,
|
30 |
+
3,
|
31 |
+
3,
|
32 |
+
3,
|
33 |
+
2,
|
34 |
+
2
|
35 |
+
],
|
36 |
+
"conv_stride": [
|
37 |
+
5,
|
38 |
+
2,
|
39 |
+
2,
|
40 |
+
2,
|
41 |
+
2,
|
42 |
+
2,
|
43 |
+
2
|
44 |
+
],
|
45 |
+
"ctc_loss_reduction": "mean",
|
46 |
+
"ctc_zero_infinity": false,
|
47 |
+
"diversity_loss_weight": 0.1,
|
48 |
+
"do_stable_layer_norm": true,
|
49 |
+
"eos_token_id": 2,
|
50 |
+
"feat_extract_activation": "gelu",
|
51 |
+
"feat_extract_dropout": 0.0,
|
52 |
+
"feat_extract_norm": "layer",
|
53 |
+
"feat_proj_dropout": 0.05,
|
54 |
+
"feat_quantizer_dropout": 0.0,
|
55 |
+
"final_dropout": 0.0,
|
56 |
+
"gradient_checkpointing": false,
|
57 |
+
"hidden_act": "gelu",
|
58 |
+
"hidden_dropout": 0.05,
|
59 |
+
"hidden_size": 1024,
|
60 |
+
"initializer_range": 0.02,
|
61 |
+
"intermediate_size": 4096,
|
62 |
+
"layer_norm_eps": 1e-05,
|
63 |
+
"layerdrop": 0.05,
|
64 |
+
"mask_channel_length": 10,
|
65 |
+
"mask_channel_min_space": 1,
|
66 |
+
"mask_channel_other": 0.0,
|
67 |
+
"mask_channel_prob": 0.0,
|
68 |
+
"mask_channel_selection": "static",
|
69 |
+
"mask_feature_length": 10,
|
70 |
+
"mask_feature_min_masks": 0,
|
71 |
+
"mask_feature_prob": 0.0,
|
72 |
+
"mask_time_length": 10,
|
73 |
+
"mask_time_min_masks": 2,
|
74 |
+
"mask_time_min_space": 1,
|
75 |
+
"mask_time_other": 0.0,
|
76 |
+
"mask_time_prob": 0.05,
|
77 |
+
"mask_time_selection": "static",
|
78 |
+
"model_type": "wav2vec2",
|
79 |
+
"num_adapter_layers": 3,
|
80 |
+
"num_attention_heads": 16,
|
81 |
+
"num_codevector_groups": 2,
|
82 |
+
"num_codevectors_per_group": 320,
|
83 |
+
"num_conv_pos_embedding_groups": 16,
|
84 |
+
"num_conv_pos_embeddings": 128,
|
85 |
+
"num_feat_extract_layers": 7,
|
86 |
+
"num_hidden_layers": 24,
|
87 |
+
"num_negatives": 100,
|
88 |
+
"output_hidden_size": 1024,
|
89 |
+
"pad_token_id": 1304,
|
90 |
+
"proj_codevector_dim": 768,
|
91 |
+
"tdnn_dilation": [
|
92 |
+
1,
|
93 |
+
2,
|
94 |
+
3,
|
95 |
+
1,
|
96 |
+
1
|
97 |
+
],
|
98 |
+
"tdnn_dim": [
|
99 |
+
512,
|
100 |
+
512,
|
101 |
+
512,
|
102 |
+
512,
|
103 |
+
1500
|
104 |
+
],
|
105 |
+
"tdnn_kernel": [
|
106 |
+
5,
|
107 |
+
3,
|
108 |
+
3,
|
109 |
+
1,
|
110 |
+
1
|
111 |
+
],
|
112 |
+
"torch_dtype": "float32",
|
113 |
+
"transformers_version": "4.34.0",
|
114 |
+
"use_weighted_layer_sum": false,
|
115 |
+
"vocab_size": 1307,
|
116 |
+
"xvector_output_dim": 512
|
117 |
+
}
|
checkpoint-18000/optimizer.pt
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:6a80a37b117b3c5b68af3d73550556525501cc3b5c78f416f89b6f3a80643d01
|
3 |
+
size 2500876673
|
checkpoint-18000/preprocessor_config.json
ADDED
@@ -0,0 +1,10 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"do_normalize": true,
|
3 |
+
"feature_extractor_type": "Wav2Vec2FeatureExtractor",
|
4 |
+
"feature_size": 1,
|
5 |
+
"padding_side": "right",
|
6 |
+
"padding_value": 0,
|
7 |
+
"processor_class": "Wav2Vec2Processor",
|
8 |
+
"return_attention_mask": true,
|
9 |
+
"sampling_rate": 16000
|
10 |
+
}
|
checkpoint-18000/pytorch_model.bin
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:d5c9ca1cb5763e5fe5f3641e78e623e6c63f3ecb82628173d005a81987ca7d72
|
3 |
+
size 1267260525
|
checkpoint-18000/rng_state_0.pth
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:32224f4070601e1063cb13ad043486e6f9fc78aed30fe6eded6307700a7df2c4
|
3 |
+
size 17655
|
checkpoint-18000/rng_state_1.pth
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:0651c8049b67a25edf4ab89b7d70e0b311d06b331ab7878520531f578c9b9f5c
|
3 |
+
size 17655
|
checkpoint-18000/rng_state_2.pth
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:e581465ca1f06e2857548192a50a00726d68129b7e2e96cf2d35e132de00b114
|
3 |
+
size 17655
|
checkpoint-18000/rng_state_3.pth
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:a75ef618e1e573730e061b2eeab66bdf1771df515ca277c6a70b55df5aafbc46
|
3 |
+
size 17719
|
checkpoint-18000/scheduler.pt
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:7f51a8c4b27e4dbaa860021fda697b04523bd25ab0bd0aaa9940b2e384233ee9
|
3 |
+
size 627
|
checkpoint-18000/special_tokens_map.json
ADDED
@@ -0,0 +1,10 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"additional_special_tokens": [
|
3 |
+
"<s>",
|
4 |
+
"</s>"
|
5 |
+
],
|
6 |
+
"bos_token": "<s>",
|
7 |
+
"eos_token": "</s>",
|
8 |
+
"pad_token": "[PAD]",
|
9 |
+
"unk_token": "[UNK]"
|
10 |
+
}
|
checkpoint-18000/tokenizer_config.json
ADDED
@@ -0,0 +1,56 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"added_tokens_decoder": {
|
3 |
+
"1303": {
|
4 |
+
"content": "[UNK]",
|
5 |
+
"lstrip": true,
|
6 |
+
"normalized": false,
|
7 |
+
"rstrip": true,
|
8 |
+
"single_word": false,
|
9 |
+
"special": false
|
10 |
+
},
|
11 |
+
"1304": {
|
12 |
+
"content": "[PAD]",
|
13 |
+
"lstrip": true,
|
14 |
+
"normalized": false,
|
15 |
+
"rstrip": true,
|
16 |
+
"single_word": false,
|
17 |
+
"special": false
|
18 |
+
},
|
19 |
+
"1305": {
|
20 |
+
"content": "<s>",
|
21 |
+
"lstrip": false,
|
22 |
+
"normalized": false,
|
23 |
+
"rstrip": false,
|
24 |
+
"single_word": false,
|
25 |
+
"special": true
|
26 |
+
},
|
27 |
+
"1306": {
|
28 |
+
"content": "</s>",
|
29 |
+
"lstrip": false,
|
30 |
+
"normalized": false,
|
31 |
+
"rstrip": false,
|
32 |
+
"single_word": false,
|
33 |
+
"special": true
|
34 |
+
}
|
35 |
+
},
|
36 |
+
"additional_special_tokens": [
|
37 |
+
"<s>",
|
38 |
+
"</s>"
|
39 |
+
],
|
40 |
+
"bos_token": "<s>",
|
41 |
+
"clean_up_tokenization_spaces": true,
|
42 |
+
"config": null,
|
43 |
+
"do_lower_case": false,
|
44 |
+
"eos_token": "</s>",
|
45 |
+
"model_max_length": 1000000000000000019884624838656,
|
46 |
+
"pad_token": "[PAD]",
|
47 |
+
"processor_class": "Wav2Vec2Processor",
|
48 |
+
"replace_word_delimiter_char": " ",
|
49 |
+
"target_lang": null,
|
50 |
+
"tokenizer_class": "Wav2Vec2CTCTokenizer",
|
51 |
+
"tokenizer_file": null,
|
52 |
+
"tokenizer_type": "wav2vec2",
|
53 |
+
"trust_remote_code": false,
|
54 |
+
"unk_token": "[UNK]",
|
55 |
+
"word_delimiter_token": "|"
|
56 |
+
}
|
checkpoint-18000/trainer_state.json
ADDED
@@ -0,0 +1,199 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"best_metric": null,
|
3 |
+
"best_model_checkpoint": null,
|
4 |
+
"epoch": 37.98470060670008,
|
5 |
+
"eval_steps": 1500,
|
6 |
+
"global_step": 18000,
|
7 |
+
"is_hyper_param_search": false,
|
8 |
+
"is_local_process_zero": true,
|
9 |
+
"is_world_process_zero": true,
|
10 |
+
"log_history": [
|
11 |
+
{
|
12 |
+
"epoch": 3.17,
|
13 |
+
"learning_rate": 0.0002917131696428571,
|
14 |
+
"loss": 6.3673,
|
15 |
+
"step": 1500
|
16 |
+
},
|
17 |
+
{
|
18 |
+
"epoch": 3.17,
|
19 |
+
"eval_cer": 0.16064462437366714,
|
20 |
+
"eval_loss": 0.6103929877281189,
|
21 |
+
"eval_runtime": 143.9739,
|
22 |
+
"eval_samples_per_second": 26.185,
|
23 |
+
"eval_steps_per_second": 3.278,
|
24 |
+
"step": 1500
|
25 |
+
},
|
26 |
+
{
|
27 |
+
"epoch": 6.33,
|
28 |
+
"learning_rate": 0.00026660156249999997,
|
29 |
+
"loss": 0.656,
|
30 |
+
"step": 3000
|
31 |
+
},
|
32 |
+
{
|
33 |
+
"epoch": 6.33,
|
34 |
+
"eval_cer": 0.112913292993741,
|
35 |
+
"eval_loss": 0.4318251311779022,
|
36 |
+
"eval_runtime": 143.6016,
|
37 |
+
"eval_samples_per_second": 26.253,
|
38 |
+
"eval_steps_per_second": 3.287,
|
39 |
+
"step": 3000
|
40 |
+
},
|
41 |
+
{
|
42 |
+
"epoch": 9.5,
|
43 |
+
"learning_rate": 0.00024148995535714285,
|
44 |
+
"loss": 0.4729,
|
45 |
+
"step": 4500
|
46 |
+
},
|
47 |
+
{
|
48 |
+
"epoch": 9.5,
|
49 |
+
"eval_cer": 0.10276193283284499,
|
50 |
+
"eval_loss": 0.4009631276130676,
|
51 |
+
"eval_runtime": 144.1302,
|
52 |
+
"eval_samples_per_second": 26.157,
|
53 |
+
"eval_steps_per_second": 3.275,
|
54 |
+
"step": 4500
|
55 |
+
},
|
56 |
+
{
|
57 |
+
"epoch": 12.66,
|
58 |
+
"learning_rate": 0.0002163783482142857,
|
59 |
+
"loss": 0.3789,
|
60 |
+
"step": 6000
|
61 |
+
},
|
62 |
+
{
|
63 |
+
"epoch": 12.66,
|
64 |
+
"eval_cer": 0.09767324930214817,
|
65 |
+
"eval_loss": 0.3866880536079407,
|
66 |
+
"eval_runtime": 145.6008,
|
67 |
+
"eval_samples_per_second": 25.893,
|
68 |
+
"eval_steps_per_second": 3.242,
|
69 |
+
"step": 6000
|
70 |
+
},
|
71 |
+
{
|
72 |
+
"epoch": 15.83,
|
73 |
+
"learning_rate": 0.00019128348214285712,
|
74 |
+
"loss": 0.3166,
|
75 |
+
"step": 7500
|
76 |
+
},
|
77 |
+
{
|
78 |
+
"epoch": 15.83,
|
79 |
+
"eval_cer": 0.0936248417913553,
|
80 |
+
"eval_loss": 0.38572949171066284,
|
81 |
+
"eval_runtime": 144.2607,
|
82 |
+
"eval_samples_per_second": 26.133,
|
83 |
+
"eval_steps_per_second": 3.272,
|
84 |
+
"step": 7500
|
85 |
+
},
|
86 |
+
{
|
87 |
+
"epoch": 18.99,
|
88 |
+
"learning_rate": 0.00016618861607142855,
|
89 |
+
"loss": 0.267,
|
90 |
+
"step": 9000
|
91 |
+
},
|
92 |
+
{
|
93 |
+
"epoch": 18.99,
|
94 |
+
"eval_cer": 0.0911715241777485,
|
95 |
+
"eval_loss": 0.389119952917099,
|
96 |
+
"eval_runtime": 143.5612,
|
97 |
+
"eval_samples_per_second": 26.261,
|
98 |
+
"eval_steps_per_second": 3.288,
|
99 |
+
"step": 9000
|
100 |
+
},
|
101 |
+
{
|
102 |
+
"epoch": 22.16,
|
103 |
+
"learning_rate": 0.00014107700892857143,
|
104 |
+
"loss": 0.2286,
|
105 |
+
"step": 10500
|
106 |
+
},
|
107 |
+
{
|
108 |
+
"epoch": 22.16,
|
109 |
+
"eval_cer": 0.09095480000693518,
|
110 |
+
"eval_loss": 0.40744006633758545,
|
111 |
+
"eval_runtime": 143.443,
|
112 |
+
"eval_samples_per_second": 26.282,
|
113 |
+
"eval_steps_per_second": 3.291,
|
114 |
+
"step": 10500
|
115 |
+
},
|
116 |
+
{
|
117 |
+
"epoch": 25.32,
|
118 |
+
"learning_rate": 0.00011598214285714285,
|
119 |
+
"loss": 0.1967,
|
120 |
+
"step": 12000
|
121 |
+
},
|
122 |
+
{
|
123 |
+
"epoch": 25.32,
|
124 |
+
"eval_cer": 0.08783397194722332,
|
125 |
+
"eval_loss": 0.4078831076622009,
|
126 |
+
"eval_runtime": 142.9582,
|
127 |
+
"eval_samples_per_second": 26.371,
|
128 |
+
"eval_steps_per_second": 3.302,
|
129 |
+
"step": 12000
|
130 |
+
},
|
131 |
+
{
|
132 |
+
"epoch": 28.49,
|
133 |
+
"learning_rate": 9.08705357142857e-05,
|
134 |
+
"loss": 0.1712,
|
135 |
+
"step": 13500
|
136 |
+
},
|
137 |
+
{
|
138 |
+
"epoch": 28.49,
|
139 |
+
"eval_cer": 0.08651628898867833,
|
140 |
+
"eval_loss": 0.42893365025520325,
|
141 |
+
"eval_runtime": 143.8273,
|
142 |
+
"eval_samples_per_second": 26.212,
|
143 |
+
"eval_steps_per_second": 3.282,
|
144 |
+
"step": 13500
|
145 |
+
},
|
146 |
+
{
|
147 |
+
"epoch": 31.65,
|
148 |
+
"learning_rate": 6.577566964285713e-05,
|
149 |
+
"loss": 0.1493,
|
150 |
+
"step": 15000
|
151 |
+
},
|
152 |
+
{
|
153 |
+
"epoch": 31.65,
|
154 |
+
"eval_cer": 0.08501655772665014,
|
155 |
+
"eval_loss": 0.4456014931201935,
|
156 |
+
"eval_runtime": 144.3831,
|
157 |
+
"eval_samples_per_second": 26.111,
|
158 |
+
"eval_steps_per_second": 3.269,
|
159 |
+
"step": 15000
|
160 |
+
},
|
161 |
+
{
|
162 |
+
"epoch": 34.82,
|
163 |
+
"learning_rate": 4.068080357142857e-05,
|
164 |
+
"loss": 0.1333,
|
165 |
+
"step": 16500
|
166 |
+
},
|
167 |
+
{
|
168 |
+
"epoch": 34.82,
|
169 |
+
"eval_cer": 0.08429703347954991,
|
170 |
+
"eval_loss": 0.457296758890152,
|
171 |
+
"eval_runtime": 144.9279,
|
172 |
+
"eval_samples_per_second": 26.013,
|
173 |
+
"eval_steps_per_second": 3.257,
|
174 |
+
"step": 16500
|
175 |
+
},
|
176 |
+
{
|
177 |
+
"epoch": 37.98,
|
178 |
+
"learning_rate": 1.556919642857143e-05,
|
179 |
+
"loss": 0.1191,
|
180 |
+
"step": 18000
|
181 |
+
},
|
182 |
+
{
|
183 |
+
"epoch": 37.98,
|
184 |
+
"eval_cer": 0.08327409539331103,
|
185 |
+
"eval_loss": 0.4633271098136902,
|
186 |
+
"eval_runtime": 146.5025,
|
187 |
+
"eval_samples_per_second": 25.733,
|
188 |
+
"eval_steps_per_second": 3.222,
|
189 |
+
"step": 18000
|
190 |
+
}
|
191 |
+
],
|
192 |
+
"logging_steps": 1500,
|
193 |
+
"max_steps": 18920,
|
194 |
+
"num_train_epochs": 40,
|
195 |
+
"save_steps": 1500,
|
196 |
+
"total_flos": 1.471168372274983e+20,
|
197 |
+
"trial_name": null,
|
198 |
+
"trial_params": null
|
199 |
+
}
|
checkpoint-18000/training_args.bin
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:48d5f3039b4a123f11e73fa4074522ca28a0ebf7f49ac919e5861060be565c18
|
3 |
+
size 4027
|
checkpoint-18000/vocab.json
ADDED
@@ -0,0 +1,1307 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"\"": 1,
|
3 |
+
"0": 2,
|
4 |
+
"1": 3,
|
5 |
+
"2": 4,
|
6 |
+
"3": 5,
|
7 |
+
"4": 6,
|
8 |
+
"5": 7,
|
9 |
+
"6": 8,
|
10 |
+
"7": 9,
|
11 |
+
"8": 10,
|
12 |
+
"9": 11,
|
13 |
+
"[PAD]": 1304,
|
14 |
+
"[UNK]": 1303,
|
15 |
+
"a": 12,
|
16 |
+
"b": 13,
|
17 |
+
"c": 14,
|
18 |
+
"d": 15,
|
19 |
+
"e": 16,
|
20 |
+
"f": 17,
|
21 |
+
"g": 18,
|
22 |
+
"h": 19,
|
23 |
+
"i": 20,
|
24 |
+
"k": 21,
|
25 |
+
"l": 22,
|
26 |
+
"m": 23,
|
27 |
+
"n": 24,
|
28 |
+
"o": 25,
|
29 |
+
"p": 26,
|
30 |
+
"r": 27,
|
31 |
+
"s": 28,
|
32 |
+
"t": 29,
|
33 |
+
"u": 30,
|
34 |
+
"v": 31,
|
35 |
+
"w": 32,
|
36 |
+
"x": 33,
|
37 |
+
"y": 34,
|
38 |
+
"|": 0,
|
39 |
+
"ㄱ": 35,
|
40 |
+
"ㄴ": 36,
|
41 |
+
"ㄹ": 37,
|
42 |
+
"ㅁ": 38,
|
43 |
+
"ㅅ": 39,
|
44 |
+
"ㅇ": 40,
|
45 |
+
"ㅈ": 41,
|
46 |
+
"ㅋ": 42,
|
47 |
+
"가": 43,
|
48 |
+
"각": 44,
|
49 |
+
"간": 45,
|
50 |
+
"갈": 46,
|
51 |
+
"감": 47,
|
52 |
+
"갑": 48,
|
53 |
+
"값": 49,
|
54 |
+
"갓": 50,
|
55 |
+
"갔": 51,
|
56 |
+
"강": 52,
|
57 |
+
"갖": 53,
|
58 |
+
"같": 54,
|
59 |
+
"갚": 55,
|
60 |
+
"갛": 56,
|
61 |
+
"개": 57,
|
62 |
+
"객": 58,
|
63 |
+
"갠": 59,
|
64 |
+
"갤": 60,
|
65 |
+
"갰": 61,
|
66 |
+
"걍": 62,
|
67 |
+
"걔": 63,
|
68 |
+
"거": 64,
|
69 |
+
"걱": 65,
|
70 |
+
"건": 66,
|
71 |
+
"걷": 67,
|
72 |
+
"걸": 68,
|
73 |
+
"검": 69,
|
74 |
+
"겁": 70,
|
75 |
+
"것": 71,
|
76 |
+
"겉": 72,
|
77 |
+
"겋": 73,
|
78 |
+
"게": 74,
|
79 |
+
"겐": 75,
|
80 |
+
"겔": 76,
|
81 |
+
"겠": 77,
|
82 |
+
"겨": 78,
|
83 |
+
"격": 79,
|
84 |
+
"겪": 80,
|
85 |
+
"견": 81,
|
86 |
+
"결": 82,
|
87 |
+
"겸": 83,
|
88 |
+
"겹": 84,
|
89 |
+
"겼": 85,
|
90 |
+
"경": 86,
|
91 |
+
"곁": 87,
|
92 |
+
"계": 88,
|
93 |
+
"곘": 89,
|
94 |
+
"고": 90,
|
95 |
+
"곡": 91,
|
96 |
+
"곤": 92,
|
97 |
+
"곧": 93,
|
98 |
+
"골": 94,
|
99 |
+
"곰": 95,
|
100 |
+
"곱": 96,
|
101 |
+
"곳": 97,
|
102 |
+
"공": 98,
|
103 |
+
"과": 99,
|
104 |
+
"관": 100,
|
105 |
+
"괄": 101,
|
106 |
+
"광": 102,
|
107 |
+
"괜": 103,
|
108 |
+
"괴": 104,
|
109 |
+
"굉": 105,
|
110 |
+
"교": 106,
|
111 |
+
"굥": 107,
|
112 |
+
"구": 108,
|
113 |
+
"국": 109,
|
114 |
+
"군": 110,
|
115 |
+
"굳": 111,
|
116 |
+
"굴": 112,
|
117 |
+
"굵": 113,
|
118 |
+
"굶": 114,
|
119 |
+
"굽": 115,
|
120 |
+
"굿": 116,
|
121 |
+
"궁": 117,
|
122 |
+
"궈": 118,
|
123 |
+
"권": 119,
|
124 |
+
"궤": 120,
|
125 |
+
"귀": 121,
|
126 |
+
"규": 122,
|
127 |
+
"균": 123,
|
128 |
+
"귤": 124,
|
129 |
+
"그": 125,
|
130 |
+
"극": 126,
|
131 |
+
"근": 127,
|
132 |
+
"귿": 128,
|
133 |
+
"글": 129,
|
134 |
+
"긁": 130,
|
135 |
+
"금": 131,
|
136 |
+
"급": 132,
|
137 |
+
"긋": 133,
|
138 |
+
"긍": 134,
|
139 |
+
"긎": 135,
|
140 |
+
"긓": 136,
|
141 |
+
"기": 137,
|
142 |
+
"긴": 138,
|
143 |
+
"길": 139,
|
144 |
+
"김": 140,
|
145 |
+
"깁": 141,
|
146 |
+
"깃": 142,
|
147 |
+
"깊": 143,
|
148 |
+
"까": 144,
|
149 |
+
"깍": 145,
|
150 |
+
"깎": 146,
|
151 |
+
"깐": 147,
|
152 |
+
"깔": 148,
|
153 |
+
"깜": 149,
|
154 |
+
"깝": 150,
|
155 |
+
"깠": 151,
|
156 |
+
"깥": 152,
|
157 |
+
"깨": 153,
|
158 |
+
"깬": 154,
|
159 |
+
"꺼": 155,
|
160 |
+
"꺽": 156,
|
161 |
+
"껄": 157,
|
162 |
+
"껌": 158,
|
163 |
+
"껍": 159,
|
164 |
+
"껏": 160,
|
165 |
+
"껑": 161,
|
166 |
+
"께": 162,
|
167 |
+
"껴": 163,
|
168 |
+
"꼈": 164,
|
169 |
+
"꼐": 165,
|
170 |
+
"꼬": 166,
|
171 |
+
"꼭": 167,
|
172 |
+
"꼰": 168,
|
173 |
+
"꼴": 169,
|
174 |
+
"꼼": 170,
|
175 |
+
"꼽": 171,
|
176 |
+
"꽁": 172,
|
177 |
+
"꽂": 173,
|
178 |
+
"꽃": 174,
|
179 |
+
"꽈": 175,
|
180 |
+
"꽉": 176,
|
181 |
+
"꽝": 177,
|
182 |
+
"꽤": 178,
|
183 |
+
"꾸": 179,
|
184 |
+
"꾹": 180,
|
185 |
+
"꾼": 181,
|
186 |
+
"꿀": 182,
|
187 |
+
"꿈": 183,
|
188 |
+
"꿍": 184,
|
189 |
+
"꿔": 185,
|
190 |
+
"꿨": 186,
|
191 |
+
"뀌": 187,
|
192 |
+
"뀐": 188,
|
193 |
+
"뀔": 189,
|
194 |
+
"뀝": 190,
|
195 |
+
"끄": 191,
|
196 |
+
"끈": 192,
|
197 |
+
"끊": 193,
|
198 |
+
"끌": 194,
|
199 |
+
"끓": 195,
|
200 |
+
"끔": 196,
|
201 |
+
"끕": 197,
|
202 |
+
"끗": 198,
|
203 |
+
"끝": 199,
|
204 |
+
"끼": 200,
|
205 |
+
"낀": 201,
|
206 |
+
"낄": 202,
|
207 |
+
"낌": 203,
|
208 |
+
"나": 204,
|
209 |
+
"낙": 205,
|
210 |
+
"난": 206,
|
211 |
+
"날": 207,
|
212 |
+
"남": 208,
|
213 |
+
"납": 209,
|
214 |
+
"낫": 210,
|
215 |
+
"났": 211,
|
216 |
+
"낭": 212,
|
217 |
+
"낮": 213,
|
218 |
+
"낯": 214,
|
219 |
+
"낱": 215,
|
220 |
+
"낳": 216,
|
221 |
+
"내": 217,
|
222 |
+
"낸": 218,
|
223 |
+
"낼": 219,
|
224 |
+
"냄": 220,
|
225 |
+
"냅": 221,
|
226 |
+
"냈": 222,
|
227 |
+
"냉": 223,
|
228 |
+
"냐": 224,
|
229 |
+
"냥": 225,
|
230 |
+
"너": 226,
|
231 |
+
"넉": 227,
|
232 |
+
"넌": 228,
|
233 |
+
"널": 229,
|
234 |
+
"넓": 230,
|
235 |
+
"넘": 231,
|
236 |
+
"넣": 232,
|
237 |
+
"네": 233,
|
238 |
+
"넬": 234,
|
239 |
+
"넴": 235,
|
240 |
+
"넷": 236,
|
241 |
+
"녀": 237,
|
242 |
+
"녁": 238,
|
243 |
+
"년": 239,
|
244 |
+
"념": 240,
|
245 |
+
"녔": 241,
|
246 |
+
"녕": 242,
|
247 |
+
"노": 243,
|
248 |
+
"녹": 244,
|
249 |
+
"논": 245,
|
250 |
+
"놀": 246,
|
251 |
+
"놈": 247,
|
252 |
+
"농": 248,
|
253 |
+
"높": 249,
|
254 |
+
"놓": 250,
|
255 |
+
"놔": 251,
|
256 |
+
"놨": 252,
|
257 |
+
"뇌": 253,
|
258 |
+
"누": 254,
|
259 |
+
"눈": 255,
|
260 |
+
"눌": 256,
|
261 |
+
"눔": 257,
|
262 |
+
"눕": 258,
|
263 |
+
"눗": 259,
|
264 |
+
"눠": 260,
|
265 |
+
"눴": 261,
|
266 |
+
"뉘": 262,
|
267 |
+
"뉜": 263,
|
268 |
+
"뉩": 264,
|
269 |
+
"뉴": 265,
|
270 |
+
"느": 266,
|
271 |
+
"는": 267,
|
272 |
+
"늘": 268,
|
273 |
+
"늠": 269,
|
274 |
+
"능": 270,
|
275 |
+
"늦": 271,
|
276 |
+
"니": 272,
|
277 |
+
"닉": 273,
|
278 |
+
"닌": 274,
|
279 |
+
"닐": 275,
|
280 |
+
"님": 276,
|
281 |
+
"닙": 277,
|
282 |
+
"닝": 278,
|
283 |
+
"다": 279,
|
284 |
+
"닥": 280,
|
285 |
+
"닦": 281,
|
286 |
+
"단": 282,
|
287 |
+
"닫": 283,
|
288 |
+
"달": 284,
|
289 |
+
"닭": 285,
|
290 |
+
"닮": 286,
|
291 |
+
"닳": 287,
|
292 |
+
"담": 288,
|
293 |
+
"답": 289,
|
294 |
+
"닷": 290,
|
295 |
+
"당": 291,
|
296 |
+
"닿": 292,
|
297 |
+
"대": 293,
|
298 |
+
"댁": 294,
|
299 |
+
"댄": 295,
|
300 |
+
"댈": 296,
|
301 |
+
"댑": 297,
|
302 |
+
"댓": 298,
|
303 |
+
"댔": 299,
|
304 |
+
"댕": 300,
|
305 |
+
"더": 301,
|
306 |
+
"덕": 302,
|
307 |
+
"던": 303,
|
308 |
+
"덜": 304,
|
309 |
+
"덞": 305,
|
310 |
+
"덟": 306,
|
311 |
+
"덧": 307,
|
312 |
+
"덩": 308,
|
313 |
+
"덮": 309,
|
314 |
+
"데": 310,
|
315 |
+
"덱": 311,
|
316 |
+
"덴": 312,
|
317 |
+
"델": 313,
|
318 |
+
"뎀": 314,
|
319 |
+
"도": 315,
|
320 |
+
"독": 316,
|
321 |
+
"돈": 317,
|
322 |
+
"돋": 318,
|
323 |
+
"돌": 319,
|
324 |
+
"돕": 320,
|
325 |
+
"돗": 321,
|
326 |
+
"동": 322,
|
327 |
+
"돼": 323,
|
328 |
+
"됐": 324,
|
329 |
+
"되": 325,
|
330 |
+
"된": 326,
|
331 |
+
"될": 327,
|
332 |
+
"됨": 328,
|
333 |
+
"됩": 329,
|
334 |
+
"됬": 330,
|
335 |
+
"두": 331,
|
336 |
+
"둑": 332,
|
337 |
+
"둔": 333,
|
338 |
+
"둘": 334,
|
339 |
+
"둡": 335,
|
340 |
+
"둥": 336,
|
341 |
+
"둬": 337,
|
342 |
+
"뒀": 338,
|
343 |
+
"뒤": 339,
|
344 |
+
"뒷": 340,
|
345 |
+
"듀": 341,
|
346 |
+
"드": 342,
|
347 |
+
"득": 343,
|
348 |
+
"든": 344,
|
349 |
+
"듣": 345,
|
350 |
+
"들": 346,
|
351 |
+
"듦": 347,
|
352 |
+
"듬": 348,
|
353 |
+
"��": 349,
|
354 |
+
"듯": 350,
|
355 |
+
"등": 351,
|
356 |
+
"디": 352,
|
357 |
+
"딘": 353,
|
358 |
+
"딜": 354,
|
359 |
+
"딤": 355,
|
360 |
+
"딨": 356,
|
361 |
+
"딩": 357,
|
362 |
+
"딪": 358,
|
363 |
+
"따": 359,
|
364 |
+
"딱": 360,
|
365 |
+
"딴": 361,
|
366 |
+
"딸": 362,
|
367 |
+
"땀": 363,
|
368 |
+
"땅": 364,
|
369 |
+
"때": 365,
|
370 |
+
"땐": 366,
|
371 |
+
"땜": 367,
|
372 |
+
"땠": 368,
|
373 |
+
"땡": 369,
|
374 |
+
"떄": 370,
|
375 |
+
"떠": 371,
|
376 |
+
"떡": 372,
|
377 |
+
"떤": 373,
|
378 |
+
"떨": 374,
|
379 |
+
"떴": 375,
|
380 |
+
"떻": 376,
|
381 |
+
"떼": 377,
|
382 |
+
"뗀": 378,
|
383 |
+
"뗐": 379,
|
384 |
+
"또": 380,
|
385 |
+
"똑": 381,
|
386 |
+
"똥": 382,
|
387 |
+
"뚜": 383,
|
388 |
+
"뚝": 384,
|
389 |
+
"뚫": 385,
|
390 |
+
"뚱": 386,
|
391 |
+
"뛰": 387,
|
392 |
+
"뛸": 388,
|
393 |
+
"뜨": 389,
|
394 |
+
"뜬": 390,
|
395 |
+
"뜯": 391,
|
396 |
+
"뜰": 392,
|
397 |
+
"뜻": 393,
|
398 |
+
"띄": 394,
|
399 |
+
"띈": 395,
|
400 |
+
"띌": 396,
|
401 |
+
"띕": 397,
|
402 |
+
"띠": 398,
|
403 |
+
"띵": 399,
|
404 |
+
"라": 400,
|
405 |
+
"락": 401,
|
406 |
+
"란": 402,
|
407 |
+
"랄": 403,
|
408 |
+
"람": 404,
|
409 |
+
"랍": 405,
|
410 |
+
"랏": 406,
|
411 |
+
"랐": 407,
|
412 |
+
"랑": 408,
|
413 |
+
"래": 409,
|
414 |
+
"랙": 410,
|
415 |
+
"랜": 411,
|
416 |
+
"램": 412,
|
417 |
+
"랩": 413,
|
418 |
+
"랫": 414,
|
419 |
+
"랬": 415,
|
420 |
+
"략": 416,
|
421 |
+
"럈": 417,
|
422 |
+
"량": 418,
|
423 |
+
"러": 419,
|
424 |
+
"럭": 420,
|
425 |
+
"런": 421,
|
426 |
+
"럴": 422,
|
427 |
+
"럼": 423,
|
428 |
+
"럽": 424,
|
429 |
+
"렀": 425,
|
430 |
+
"렇": 426,
|
431 |
+
"레": 427,
|
432 |
+
"렌": 428,
|
433 |
+
"렛": 429,
|
434 |
+
"려": 430,
|
435 |
+
"력": 431,
|
436 |
+
"련": 432,
|
437 |
+
"렬": 433,
|
438 |
+
"렴": 434,
|
439 |
+
"렵": 435,
|
440 |
+
"렷": 436,
|
441 |
+
"렸": 437,
|
442 |
+
"령": 438,
|
443 |
+
"렼": 439,
|
444 |
+
"례": 440,
|
445 |
+
"로": 441,
|
446 |
+
"록": 442,
|
447 |
+
"론": 443,
|
448 |
+
"롤": 444,
|
449 |
+
"롬": 445,
|
450 |
+
"롭": 446,
|
451 |
+
"롯": 447,
|
452 |
+
"롱": 448,
|
453 |
+
"롷": 449,
|
454 |
+
"뢰": 450,
|
455 |
+
"료": 451,
|
456 |
+
"룡": 452,
|
457 |
+
"루": 453,
|
458 |
+
"룩": 454,
|
459 |
+
"룬": 455,
|
460 |
+
"룰": 456,
|
461 |
+
"룹": 457,
|
462 |
+
"뤄": 458,
|
463 |
+
"뤘": 459,
|
464 |
+
"류": 460,
|
465 |
+
"률": 461,
|
466 |
+
"륨": 462,
|
467 |
+
"륭": 463,
|
468 |
+
"르": 464,
|
469 |
+
"륵": 465,
|
470 |
+
"른": 466,
|
471 |
+
"를": 467,
|
472 |
+
"름": 468,
|
473 |
+
"릅": 469,
|
474 |
+
"릇": 470,
|
475 |
+
"릉": 471,
|
476 |
+
"릎": 472,
|
477 |
+
"리": 473,
|
478 |
+
"릭": 474,
|
479 |
+
"린": 475,
|
480 |
+
"릴": 476,
|
481 |
+
"림": 477,
|
482 |
+
"립": 478,
|
483 |
+
"릿": 479,
|
484 |
+
"링": 480,
|
485 |
+
"마": 481,
|
486 |
+
"막": 482,
|
487 |
+
"만": 483,
|
488 |
+
"많": 484,
|
489 |
+
"말": 485,
|
490 |
+
"맑": 486,
|
491 |
+
"맘": 487,
|
492 |
+
"맙": 488,
|
493 |
+
"맛": 489,
|
494 |
+
"망": 490,
|
495 |
+
"맞": 491,
|
496 |
+
"맡": 492,
|
497 |
+
"매": 493,
|
498 |
+
"맥": 494,
|
499 |
+
"맨": 495,
|
500 |
+
"맴": 496,
|
501 |
+
"맵": 497,
|
502 |
+
"맷": 498,
|
503 |
+
"맹": 499,
|
504 |
+
"맺": 500,
|
505 |
+
"머": 501,
|
506 |
+
"먹": 502,
|
507 |
+
"먼": 503,
|
508 |
+
"멀": 504,
|
509 |
+
"멈": 505,
|
510 |
+
"멋": 506,
|
511 |
+
"멍": 507,
|
512 |
+
"메": 508,
|
513 |
+
"멕": 509,
|
514 |
+
"멘": 510,
|
515 |
+
"멜": 511,
|
516 |
+
"멤": 512,
|
517 |
+
"며": 513,
|
518 |
+
"면": 514,
|
519 |
+
"멸": 515,
|
520 |
+
"명": 516,
|
521 |
+
"몇": 517,
|
522 |
+
"모": 518,
|
523 |
+
"목": 519,
|
524 |
+
"몫": 520,
|
525 |
+
"몬": 521,
|
526 |
+
"몰": 522,
|
527 |
+
"몸": 523,
|
528 |
+
"못": 524,
|
529 |
+
"몽": 525,
|
530 |
+
"묘": 526,
|
531 |
+
"무": 527,
|
532 |
+
"묵": 528,
|
533 |
+
"묶": 529,
|
534 |
+
"문": 530,
|
535 |
+
"묻": 531,
|
536 |
+
"물": 532,
|
537 |
+
"묽": 533,
|
538 |
+
"뭉": 534,
|
539 |
+
"뭐": 535,
|
540 |
+
"뭔": 536,
|
541 |
+
"뭘": 537,
|
542 |
+
"뭡": 538,
|
543 |
+
"뭣": 539,
|
544 |
+
"뮤": 540,
|
545 |
+
"므": 541,
|
546 |
+
"믈": 542,
|
547 |
+
"미": 543,
|
548 |
+
"믹": 544,
|
549 |
+
"민": 545,
|
550 |
+
"믿": 546,
|
551 |
+
"밀": 547,
|
552 |
+
"밈": 548,
|
553 |
+
"밌": 549,
|
554 |
+
"밍": 550,
|
555 |
+
"및": 551,
|
556 |
+
"밑": 552,
|
557 |
+
"바": 553,
|
558 |
+
"박": 554,
|
559 |
+
"밖": 555,
|
560 |
+
"반": 556,
|
561 |
+
"받": 557,
|
562 |
+
"발": 558,
|
563 |
+
"밝": 559,
|
564 |
+
"밟": 560,
|
565 |
+
"밤": 561,
|
566 |
+
"밥": 562,
|
567 |
+
"방": 563,
|
568 |
+
"배": 564,
|
569 |
+
"백": 565,
|
570 |
+
"밴": 566,
|
571 |
+
"밸": 567,
|
572 |
+
"뱁": 568,
|
573 |
+
"뱃": 569,
|
574 |
+
"뱅": 570,
|
575 |
+
"버": 571,
|
576 |
+
"벅": 572,
|
577 |
+
"번": 573,
|
578 |
+
"벌": 574,
|
579 |
+
"범": 575,
|
580 |
+
"법": 576,
|
581 |
+
"벗": 577,
|
582 |
+
"벙": 578,
|
583 |
+
"베": 579,
|
584 |
+
"벡": 580,
|
585 |
+
"벤": 581,
|
586 |
+
"벨": 582,
|
587 |
+
"벳": 583,
|
588 |
+
"벼": 584,
|
589 |
+
"벽": 585,
|
590 |
+
"변": 586,
|
591 |
+
"별": 587,
|
592 |
+
"볍": 588,
|
593 |
+
"병": 589,
|
594 |
+
"보": 590,
|
595 |
+
"복": 591,
|
596 |
+
"볶": 592,
|
597 |
+
"본": 593,
|
598 |
+
"볼": 594,
|
599 |
+
"봄": 595,
|
600 |
+
"봅": 596,
|
601 |
+
"봈": 597,
|
602 |
+
"봉": 598,
|
603 |
+
"봐": 599,
|
604 |
+
"봤": 600,
|
605 |
+
"뵌": 601,
|
606 |
+
"뵐": 602,
|
607 |
+
"뵙": 603,
|
608 |
+
"부": 604,
|
609 |
+
"북": 605,
|
610 |
+
"분": 606,
|
611 |
+
"불": 607,
|
612 |
+
"붉": 608,
|
613 |
+
"붓": 609,
|
614 |
+
"붕": 610,
|
615 |
+
"붙": 611,
|
616 |
+
"뷔": 612,
|
617 |
+
"뷰": 613,
|
618 |
+
"브": 614,
|
619 |
+
"블": 615,
|
620 |
+
"비": 616,
|
621 |
+
"빈": 617,
|
622 |
+
"빌": 618,
|
623 |
+
"빔": 619,
|
624 |
+
"빗": 620,
|
625 |
+
"빙": 621,
|
626 |
+
"빛": 622,
|
627 |
+
"빠": 623,
|
628 |
+
"빡": 624,
|
629 |
+
"빨": 625,
|
630 |
+
"빳": 626,
|
631 |
+
"빵": 627,
|
632 |
+
"빼": 628,
|
633 |
+
"빽": 629,
|
634 |
+
"뺀": 630,
|
635 |
+
"뺄": 631,
|
636 |
+
"뺏": 632,
|
637 |
+
"뺐": 633,
|
638 |
+
"뺨": 634,
|
639 |
+
"뺭": 635,
|
640 |
+
"뻐": 636,
|
641 |
+
"뻑": 637,
|
642 |
+
"뻔": 638,
|
643 |
+
"뻗": 639,
|
644 |
+
"뻘": 640,
|
645 |
+
"뻣": 641,
|
646 |
+
"뻥": 642,
|
647 |
+
"뼈": 643,
|
648 |
+
"뽀": 644,
|
649 |
+
"뽁": 645,
|
650 |
+
"뽑": 646,
|
651 |
+
"뽕": 647,
|
652 |
+
"뿌": 648,
|
653 |
+
"뿐": 649,
|
654 |
+
"뿔": 650,
|
655 |
+
"쁘": 651,
|
656 |
+
"쁜": 652,
|
657 |
+
"쁠": 653,
|
658 |
+
"쁨": 654,
|
659 |
+
"삐": 655,
|
660 |
+
"삥": 656,
|
661 |
+
"사": 657,
|
662 |
+
"삭": 658,
|
663 |
+
"산": 659,
|
664 |
+
"살": 660,
|
665 |
+
"삶": 661,
|
666 |
+
"삼": 662,
|
667 |
+
"삽": 663,
|
668 |
+
"삿": 664,
|
669 |
+
"샀": 665,
|
670 |
+
"상": 666,
|
671 |
+
"새": 667,
|
672 |
+
"색": 668,
|
673 |
+
"샌": 669,
|
674 |
+
"샐": 670,
|
675 |
+
"샘": 671,
|
676 |
+
"생": 672,
|
677 |
+
"샤": 673,
|
678 |
+
"샥": 674,
|
679 |
+
"샴": 675,
|
680 |
+
"샵": 676,
|
681 |
+
"샷": 677,
|
682 |
+
"서": 678,
|
683 |
+
"석": 679,
|
684 |
+
"섞": 680,
|
685 |
+
"선": 681,
|
686 |
+
"설": 682,
|
687 |
+
"섬": 683,
|
688 |
+
"섭": 684,
|
689 |
+
"섯": 685,
|
690 |
+
"섰": 686,
|
691 |
+
"성": 687,
|
692 |
+
"세": 688,
|
693 |
+
"센": 689,
|
694 |
+
"셀": 690,
|
695 |
+
"셈": 691,
|
696 |
+
"셉": 692,
|
697 |
+
"셋": 693,
|
698 |
+
"셌": 694,
|
699 |
+
"셔": 695,
|
700 |
+
"션": 696,
|
701 |
+
"셜": 697,
|
702 |
+
"셨": 698,
|
703 |
+
"소": 699,
|
704 |
+
"속": 700,
|
705 |
+
"손": 701,
|
706 |
+
"솔": 702,
|
707 |
+
"솜": 703,
|
708 |
+
"솟": 704,
|
709 |
+
"송": 705,
|
710 |
+
"솥": 706,
|
711 |
+
"쇄": 707,
|
712 |
+
"쇠": 708,
|
713 |
+
"쇼": 709,
|
714 |
+
"숀": 710,
|
715 |
+
"숍": 711,
|
716 |
+
"수": 712,
|
717 |
+
"숙": 713,
|
718 |
+
"순": 714,
|
719 |
+
"술": 715,
|
720 |
+
"숨": 716,
|
721 |
+
"숫": 717,
|
722 |
+
"숭": 718,
|
723 |
+
"숱": 719,
|
724 |
+
"숲": 720,
|
725 |
+
"숴": 721,
|
726 |
+
"쉐": 722,
|
727 |
+
"쉬": 723,
|
728 |
+
"쉴": 724,
|
729 |
+
"쉽": 725,
|
730 |
+
"슈": 726,
|
731 |
+
"슛": 727,
|
732 |
+
"스": 728,
|
733 |
+
"슨": 729,
|
734 |
+
"슬": 730,
|
735 |
+
"슴": 731,
|
736 |
+
"습": 732,
|
737 |
+
"슷": 733,
|
738 |
+
"승": 734,
|
739 |
+
"시": 735,
|
740 |
+
"식": 736,
|
741 |
+
"신": 737,
|
742 |
+
"싣": 738,
|
743 |
+
"실": 739,
|
744 |
+
"싫": 740,
|
745 |
+
"심": 741,
|
746 |
+
"십": 742,
|
747 |
+
"싴": 743,
|
748 |
+
"싶": 744,
|
749 |
+
"싸": 745,
|
750 |
+
"싹": 746,
|
751 |
+
"싼": 747,
|
752 |
+
"쌓": 748,
|
753 |
+
"쌤": 749,
|
754 |
+
"쌩": 750,
|
755 |
+
"쌰": 751,
|
756 |
+
"썜": 752,
|
757 |
+
"써": 753,
|
758 |
+
"썰": 754,
|
759 |
+
"썸": 755,
|
760 |
+
"썼": 756,
|
761 |
+
"쎄": 757,
|
762 |
+
"쏘": 758,
|
763 |
+
"쏙": 759,
|
764 |
+
"쏟": 760,
|
765 |
+
"쏠": 761,
|
766 |
+
"쐬": 762,
|
767 |
+
"쑥": 763,
|
768 |
+
"쓰": 764,
|
769 |
+
"쓱": 765,
|
770 |
+
"쓴": 766,
|
771 |
+
"쓸": 767,
|
772 |
+
"씀": 768,
|
773 |
+
"씁": 769,
|
774 |
+
"씌": 770,
|
775 |
+
"씨": 771,
|
776 |
+
"씩": 772,
|
777 |
+
"씬": 773,
|
778 |
+
"씹": 774,
|
779 |
+
"씻": 775,
|
780 |
+
"아": 776,
|
781 |
+
"악": 777,
|
782 |
+
"안": 778,
|
783 |
+
"앉": 779,
|
784 |
+
"않": 780,
|
785 |
+
"알": 781,
|
786 |
+
"앓": 782,
|
787 |
+
"암": 783,
|
788 |
+
"압": 784,
|
789 |
+
"앗": 785,
|
790 |
+
"았": 786,
|
791 |
+
"앙": 787,
|
792 |
+
"앞": 788,
|
793 |
+
"애": 789,
|
794 |
+
"액": 790,
|
795 |
+
"앤": 791,
|
796 |
+
"앨": 792,
|
797 |
+
"앰": 793,
|
798 |
+
"앴": 794,
|
799 |
+
"앵": 795,
|
800 |
+
"야": 796,
|
801 |
+
"약": 797,
|
802 |
+
"얀": 798,
|
803 |
+
"얇": 799,
|
804 |
+
"양": 800,
|
805 |
+
"얕": 801,
|
806 |
+
"얘": 802,
|
807 |
+
"얜": 803,
|
808 |
+
"어": 804,
|
809 |
+
"억": 805,
|
810 |
+
"언": 806,
|
811 |
+
"얹": 807,
|
812 |
+
"얻": 808,
|
813 |
+
"얼": 809,
|
814 |
+
"엄": 810,
|
815 |
+
"업": 811,
|
816 |
+
"없": 812,
|
817 |
+
"엇": 813,
|
818 |
+
"었": 814,
|
819 |
+
"엉": 815,
|
820 |
+
"엎": 816,
|
821 |
+
"에": 817,
|
822 |
+
"엑": 818,
|
823 |
+
"엔": 819,
|
824 |
+
"엘": 820,
|
825 |
+
"엠": 821,
|
826 |
+
"엣": 822,
|
827 |
+
"엥": 823,
|
828 |
+
"여": 824,
|
829 |
+
"역": 825,
|
830 |
+
"연": 826,
|
831 |
+
"열": 827,
|
832 |
+
"염": 828,
|
833 |
+
"엽": 829,
|
834 |
+
"엿": 830,
|
835 |
+
"였": 831,
|
836 |
+
"영": 832,
|
837 |
+
"옆": 833,
|
838 |
+
"예": 834,
|
839 |
+
"옛": 835,
|
840 |
+
"오": 836,
|
841 |
+
"옥": 837,
|
842 |
+
"온": 838,
|
843 |
+
"올": 839,
|
844 |
+
"옮": 840,
|
845 |
+
"옳": 841,
|
846 |
+
"옴": 842,
|
847 |
+
"옵": 843,
|
848 |
+
"옷": 844,
|
849 |
+
"옹": 845,
|
850 |
+
"와": 846,
|
851 |
+
"완": 847,
|
852 |
+
"왈": 848,
|
853 |
+
"왓": 849,
|
854 |
+
"왔": 850,
|
855 |
+
"왕": 851,
|
856 |
+
"왜": 852,
|
857 |
+
"왠": 853,
|
858 |
+
"외": 854,
|
859 |
+
"왼": 855,
|
860 |
+
"요": 856,
|
861 |
+
"욕": 857,
|
862 |
+
"용": 858,
|
863 |
+
"우": 859,
|
864 |
+
"욱": 860,
|
865 |
+
"운": 861,
|
866 |
+
"울": 862,
|
867 |
+
"움": 863,
|
868 |
+
"웁": 864,
|
869 |
+
"웃": 865,
|
870 |
+
"웅": 866,
|
871 |
+
"워": 867,
|
872 |
+
"원": 868,
|
873 |
+
"월": 869,
|
874 |
+
"웠": 870,
|
875 |
+
"웨": 871,
|
876 |
+
"웩": 872,
|
877 |
+
"웬": 873,
|
878 |
+
"웹": 874,
|
879 |
+
"위": 875,
|
880 |
+
"윈": 876,
|
881 |
+
"윗": 877,
|
882 |
+
"유": 878,
|
883 |
+
"육": 879,
|
884 |
+
"윤": 880,
|
885 |
+
"율": 881,
|
886 |
+
"융": 882,
|
887 |
+
"으": 883,
|
888 |
+
"윽": 884,
|
889 |
+
"은": 885,
|
890 |
+
"읃": 886,
|
891 |
+
"을": 887,
|
892 |
+
"음": 888,
|
893 |
+
"읍": 889,
|
894 |
+
"읏": 890,
|
895 |
+
"응": 891,
|
896 |
+
"의": 892,
|
897 |
+
"이": 893,
|
898 |
+
"익": 894,
|
899 |
+
"인": 895,
|
900 |
+
"일": 896,
|
901 |
+
"읽": 897,
|
902 |
+
"잃": 898,
|
903 |
+
"임": 899,
|
904 |
+
"입": 900,
|
905 |
+
"잇": 901,
|
906 |
+
"있": 902,
|
907 |
+
"잉": 903,
|
908 |
+
"잊": 904,
|
909 |
+
"자": 905,
|
910 |
+
"작": 906,
|
911 |
+
"잔": 907,
|
912 |
+
"잖": 908,
|
913 |
+
"잘": 909,
|
914 |
+
"잠": 910,
|
915 |
+
"잡": 911,
|
916 |
+
"잣": 912,
|
917 |
+
"장": 913,
|
918 |
+
"재": 914,
|
919 |
+
"잰": 915,
|
920 |
+
"잼": 916,
|
921 |
+
"잽": 917,
|
922 |
+
"쟁": 918,
|
923 |
+
"쟤": 919,
|
924 |
+
"저": 920,
|
925 |
+
"적": 921,
|
926 |
+
"전": 922,
|
927 |
+
"절": 923,
|
928 |
+
"젊": 924,
|
929 |
+
"점": 925,
|
930 |
+
"접": 926,
|
931 |
+
"정": 927,
|
932 |
+
"제": 928,
|
933 |
+
"젝": 929,
|
934 |
+
"젠": 930,
|
935 |
+
"젤": 931,
|
936 |
+
"져": 932,
|
937 |
+
"졌": 933,
|
938 |
+
"조": 934,
|
939 |
+
"족": 935,
|
940 |
+
"존": 936,
|
941 |
+
"졸": 937,
|
942 |
+
"좀": 938,
|
943 |
+
"좁": 939,
|
944 |
+
"종": 940,
|
945 |
+
"좋": 941,
|
946 |
+
"좌": 942,
|
947 |
+
"좔": 943,
|
948 |
+
"죄": 944,
|
949 |
+
"죠": 945,
|
950 |
+
"주": 946,
|
951 |
+
"죽": 947,
|
952 |
+
"준": 948,
|
953 |
+
"줄": 949,
|
954 |
+
"줌": 950,
|
955 |
+
"줍": 951,
|
956 |
+
"중": 952,
|
957 |
+
"줘": 953,
|
958 |
+
"줬": 954,
|
959 |
+
"쥐": 955,
|
960 |
+
"쥔": 956,
|
961 |
+
"쥬": 957,
|
962 |
+
"즈": 958,
|
963 |
+
"즉": 959,
|
964 |
+
"즌": 960,
|
965 |
+
"즐": 961,
|
966 |
+
"즘": 962,
|
967 |
+
"증": 963,
|
968 |
+
"지": 964,
|
969 |
+
"직": 965,
|
970 |
+
"진": 966,
|
971 |
+
"질": 967,
|
972 |
+
"짐": 968,
|
973 |
+
"집": 969,
|
974 |
+
"짓": 970,
|
975 |
+
"징": 971,
|
976 |
+
"짖": 972,
|
977 |
+
"짚": 973,
|
978 |
+
"짜": 974,
|
979 |
+
"짝": 975,
|
980 |
+
"짠": 976,
|
981 |
+
"짤": 977,
|
982 |
+
"짧": 978,
|
983 |
+
"짬": 979,
|
984 |
+
"짰": 980,
|
985 |
+
"짱": 981,
|
986 |
+
"째": 982,
|
987 |
+
"쨋": 983,
|
988 |
+
"쨌": 984,
|
989 |
+
"쩌": 985,
|
990 |
+
"쩍": 986,
|
991 |
+
"쩐": 987,
|
992 |
+
"쩔": 988,
|
993 |
+
"쩝": 989,
|
994 |
+
"쩠": 990,
|
995 |
+
"쪘": 991,
|
996 |
+
"쪼": 992,
|
997 |
+
"쪽": 993,
|
998 |
+
"쫀": 994,
|
999 |
+
"쫄": 995,
|
1000 |
+
"쫌": 996,
|
1001 |
+
"쫓": 997,
|
1002 |
+
"쫙": 998,
|
1003 |
+
"쭈": 999,
|
1004 |
+
"쭉": 1000,
|
1005 |
+
"쭤": 1001,
|
1006 |
+
"쮸": 1002,
|
1007 |
+
"쯤": 1003,
|
1008 |
+
"찌": 1004,
|
1009 |
+
"찍": 1005,
|
1010 |
+
"찐": 1006,
|
1011 |
+
"찔": 1007,
|
1012 |
+
"찜": 1008,
|
1013 |
+
"찝": 1009,
|
1014 |
+
"찡": 1010,
|
1015 |
+
"찢": 1011,
|
1016 |
+
"차": 1012,
|
1017 |
+
"착": 1013,
|
1018 |
+
"찬": 1014,
|
1019 |
+
"찮": 1015,
|
1020 |
+
"찰": 1016,
|
1021 |
+
"참": 1017,
|
1022 |
+
"찼": 1018,
|
1023 |
+
"창": 1019,
|
1024 |
+
"찾": 1020,
|
1025 |
+
"채": 1021,
|
1026 |
+
"책": 1022,
|
1027 |
+
"챌": 1023,
|
1028 |
+
"챕": 1024,
|
1029 |
+
"챙": 1025,
|
1030 |
+
"처": 1026,
|
1031 |
+
"척": 1027,
|
1032 |
+
"천": 1028,
|
1033 |
+
"철": 1029,
|
1034 |
+
"첨": 1030,
|
1035 |
+
"첩": 1031,
|
1036 |
+
"첫": 1032,
|
1037 |
+
"청": 1033,
|
1038 |
+
"체": 1034,
|
1039 |
+
"첼": 1035,
|
1040 |
+
"쳅": 1036,
|
1041 |
+
"쳐": 1037,
|
1042 |
+
"쳤": 1038,
|
1043 |
+
"초": 1039,
|
1044 |
+
"촉": 1040,
|
1045 |
+
"촌": 1041,
|
1046 |
+
"촘": 1042,
|
1047 |
+
"촛": 1043,
|
1048 |
+
"총": 1044,
|
1049 |
+
"촤": 1045,
|
1050 |
+
"촥": 1046,
|
1051 |
+
"촬": 1047,
|
1052 |
+
"최": 1048,
|
1053 |
+
"쵸": 1049,
|
1054 |
+
"추": 1050,
|
1055 |
+
"축": 1051,
|
1056 |
+
"춘": 1052,
|
1057 |
+
"출": 1053,
|
1058 |
+
"춤": 1054,
|
1059 |
+
"춥": 1055,
|
1060 |
+
"충": 1056,
|
1061 |
+
"춰": 1057,
|
1062 |
+
"췄": 1058,
|
1063 |
+
"췌": 1059,
|
1064 |
+
"취": 1060,
|
1065 |
+
"츠": 1061,
|
1066 |
+
"측": 1062,
|
1067 |
+
"층": 1063,
|
1068 |
+
"치": 1064,
|
1069 |
+
"칙": 1065,
|
1070 |
+
"친": 1066,
|
1071 |
+
"칠": 1067,
|
1072 |
+
"침": 1068,
|
1073 |
+
"칩": 1069,
|
1074 |
+
"칫": 1070,
|
1075 |
+
"칭": 1071,
|
1076 |
+
"카": 1072,
|
1077 |
+
"칵": 1073,
|
1078 |
+
"칸": 1074,
|
1079 |
+
"칼": 1075,
|
1080 |
+
"캉": 1076,
|
1081 |
+
"캐": 1077,
|
1082 |
+
"캔": 1078,
|
1083 |
+
"캘": 1079,
|
1084 |
+
"캠": 1080,
|
1085 |
+
"캣": 1081,
|
1086 |
+
"커": 1082,
|
1087 |
+
"컥": 1083,
|
1088 |
+
"컨": 1084,
|
1089 |
+
"컬": 1085,
|
1090 |
+
"컴": 1086,
|
1091 |
+
"컵": 1087,
|
1092 |
+
"컷": 1088,
|
1093 |
+
"컸": 1089,
|
1094 |
+
"케": 1090,
|
1095 |
+
"켓": 1091,
|
1096 |
+
"켜": 1092,
|
1097 |
+
"켰": 1093,
|
1098 |
+
"코": 1094,
|
1099 |
+
"콕": 1095,
|
1100 |
+
"콘": 1096,
|
1101 |
+
"콜": 1097,
|
1102 |
+
"콤": 1098,
|
1103 |
+
"콥": 1099,
|
1104 |
+
"콧": 1100,
|
1105 |
+
"콩": 1101,
|
1106 |
+
"콸": 1102,
|
1107 |
+
"쾌": 1103,
|
1108 |
+
"쿠": 1104,
|
1109 |
+
"쿤": 1105,
|
1110 |
+
"쿨": 1106,
|
1111 |
+
"퀄": 1107,
|
1112 |
+
"퀴": 1108,
|
1113 |
+
"큐": 1109,
|
1114 |
+
"큘": 1110,
|
1115 |
+
"크": 1111,
|
1116 |
+
"큰": 1112,
|
1117 |
+
"클": 1113,
|
1118 |
+
"큼": 1114,
|
1119 |
+
"큽": 1115,
|
1120 |
+
"키": 1116,
|
1121 |
+
"킨": 1117,
|
1122 |
+
"킬": 1118,
|
1123 |
+
"킴": 1119,
|
1124 |
+
"킵": 1120,
|
1125 |
+
"타": 1121,
|
1126 |
+
"탁": 1122,
|
1127 |
+
"탄": 1123,
|
1128 |
+
"탈": 1124,
|
1129 |
+
"탐": 1125,
|
1130 |
+
"탑": 1126,
|
1131 |
+
"탓": 1127,
|
1132 |
+
"탔": 1128,
|
1133 |
+
"탕": 1129,
|
1134 |
+
"태": 1130,
|
1135 |
+
"택": 1131,
|
1136 |
+
"탠": 1132,
|
1137 |
+
"탱": 1133,
|
1138 |
+
"터": 1134,
|
1139 |
+
"턱": 1135,
|
1140 |
+
"턴": 1136,
|
1141 |
+
"털": 1137,
|
1142 |
+
"텅": 1138,
|
1143 |
+
"테": 1139,
|
1144 |
+
"텍": 1140,
|
1145 |
+
"텐": 1141,
|
1146 |
+
"텔": 1142,
|
1147 |
+
"템": 1143,
|
1148 |
+
"텝": 1144,
|
1149 |
+
"토": 1145,
|
1150 |
+
"톡": 1146,
|
1151 |
+
"톤": 1147,
|
1152 |
+
"톨": 1148,
|
1153 |
+
"톱": 1149,
|
1154 |
+
"통": 1150,
|
1155 |
+
"퇴": 1151,
|
1156 |
+
"투": 1152,
|
1157 |
+
"툭": 1153,
|
1158 |
+
"툴": 1154,
|
1159 |
+
"툼": 1155,
|
1160 |
+
"튀": 1156,
|
1161 |
+
"튜": 1157,
|
1162 |
+
"트": 1158,
|
1163 |
+
"특": 1159,
|
1164 |
+
"튼": 1160,
|
1165 |
+
"틀": 1161,
|
1166 |
+
"틈": 1162,
|
1167 |
+
"틍": 1163,
|
1168 |
+
"티": 1164,
|
1169 |
+
"틱": 1165,
|
1170 |
+
"틴": 1166,
|
1171 |
+
"틸": 1167,
|
1172 |
+
"팀": 1168,
|
1173 |
+
"팁": 1169,
|
1174 |
+
"팅": 1170,
|
1175 |
+
"파": 1171,
|
1176 |
+
"팍": 1172,
|
1177 |
+
"팎": 1173,
|
1178 |
+
"판": 1174,
|
1179 |
+
"팔": 1175,
|
1180 |
+
"팜": 1176,
|
1181 |
+
"팠": 1177,
|
1182 |
+
"팥": 1178,
|
1183 |
+
"패": 1179,
|
1184 |
+
"팩": 1180,
|
1185 |
+
"팬": 1181,
|
1186 |
+
"팽": 1182,
|
1187 |
+
"퍼": 1183,
|
1188 |
+
"퍽": 1184,
|
1189 |
+
"펀": 1185,
|
1190 |
+
"펌": 1186,
|
1191 |
+
"페": 1187,
|
1192 |
+
"펙": 1188,
|
1193 |
+
"펜": 1189,
|
1194 |
+
"펠": 1190,
|
1195 |
+
"펩": 1191,
|
1196 |
+
"펴": 1192,
|
1197 |
+
"편": 1193,
|
1198 |
+
"펼": 1194,
|
1199 |
+
"폈": 1195,
|
1200 |
+
"평": 1196,
|
1201 |
+
"폐": 1197,
|
1202 |
+
"포": 1198,
|
1203 |
+
"폭": 1199,
|
1204 |
+
"폰": 1200,
|
1205 |
+
"폴": 1201,
|
1206 |
+
"폼": 1202,
|
1207 |
+
"표": 1203,
|
1208 |
+
"푸": 1204,
|
1209 |
+
"푹": 1205,
|
1210 |
+
"푼": 1206,
|
1211 |
+
"풀": 1207,
|
1212 |
+
"품": 1208,
|
1213 |
+
"풋": 1209,
|
1214 |
+
"풍": 1210,
|
1215 |
+
"퓨": 1211,
|
1216 |
+
"프": 1212,
|
1217 |
+
"픈": 1213,
|
1218 |
+
"플": 1214,
|
1219 |
+
"픔": 1215,
|
1220 |
+
"피": 1216,
|
1221 |
+
"핀": 1217,
|
1222 |
+
"필": 1218,
|
1223 |
+
"핌": 1219,
|
1224 |
+
"핍": 1220,
|
1225 |
+
"핑": 1221,
|
1226 |
+
"하": 1222,
|
1227 |
+
"학": 1223,
|
1228 |
+
"한": 1224,
|
1229 |
+
"할": 1225,
|
1230 |
+
"함": 1226,
|
1231 |
+
"합": 1227,
|
1232 |
+
"핫": 1228,
|
1233 |
+
"항": 1229,
|
1234 |
+
"해": 1230,
|
1235 |
+
"핵": 1231,
|
1236 |
+
"핸": 1232,
|
1237 |
+
"햅": 1233,
|
1238 |
+
"햇": 1234,
|
1239 |
+
"했": 1235,
|
1240 |
+
"행": 1236,
|
1241 |
+
"햍": 1237,
|
1242 |
+
"향": 1238,
|
1243 |
+
"헀": 1239,
|
1244 |
+
"허": 1240,
|
1245 |
+
"헉": 1241,
|
1246 |
+
"헌": 1242,
|
1247 |
+
"헐": 1243,
|
1248 |
+
"험": 1244,
|
1249 |
+
"헛": 1245,
|
1250 |
+
"헝": 1246,
|
1251 |
+
"헤": 1247,
|
1252 |
+
"헨": 1248,
|
1253 |
+
"헷": 1249,
|
1254 |
+
"헹": 1250,
|
1255 |
+
"혀": 1251,
|
1256 |
+
"혁": 1252,
|
1257 |
+
"현": 1253,
|
1258 |
+
"혈": 1254,
|
1259 |
+
"혐": 1255,
|
1260 |
+
"협": 1256,
|
1261 |
+
"혔": 1257,
|
1262 |
+
"형": 1258,
|
1263 |
+
"혜": 1259,
|
1264 |
+
"호": 1260,
|
1265 |
+
"혹": 1261,
|
1266 |
+
"혼": 1262,
|
1267 |
+
"홀": 1263,
|
1268 |
+
"홈": 1264,
|
1269 |
+
"홉": 1265,
|
1270 |
+
"홍": 1266,
|
1271 |
+
"화": 1267,
|
1272 |
+
"확": 1268,
|
1273 |
+
"환": 1269,
|
1274 |
+
"활": 1270,
|
1275 |
+
"황": 1271,
|
1276 |
+
"회": 1272,
|
1277 |
+
"획": 1273,
|
1278 |
+
"횟": 1274,
|
1279 |
+
"횡": 1275,
|
1280 |
+
"효": 1276,
|
1281 |
+
"후": 1277,
|
1282 |
+
"훈": 1278,
|
1283 |
+
"훌": 1279,
|
1284 |
+
"훑": 1280,
|
1285 |
+
"훨": 1281,
|
1286 |
+
"훼": 1282,
|
1287 |
+
"휘": 1283,
|
1288 |
+
"휙": 1284,
|
1289 |
+
"휩": 1285,
|
1290 |
+
"휴": 1286,
|
1291 |
+
"흉": 1287,
|
1292 |
+
"흐": 1288,
|
1293 |
+
"흑": 1289,
|
1294 |
+
"흔": 1290,
|
1295 |
+
"흘": 1291,
|
1296 |
+
"흙": 1292,
|
1297 |
+
"흠": 1293,
|
1298 |
+
"흡": 1294,
|
1299 |
+
"흥": 1295,
|
1300 |
+
"흩": 1296,
|
1301 |
+
"희": 1297,
|
1302 |
+
"흰": 1298,
|
1303 |
+
"히": 1299,
|
1304 |
+
"힌": 1300,
|
1305 |
+
"힐": 1301,
|
1306 |
+
"힘": 1302
|
1307 |
+
}
|
config.json
ADDED
@@ -0,0 +1,117 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"_name_or_path": "facebook/wav2vec2-large-xlsr-53",
|
3 |
+
"activation_dropout": 0.0,
|
4 |
+
"adapter_attn_dim": null,
|
5 |
+
"adapter_kernel_size": 3,
|
6 |
+
"adapter_stride": 2,
|
7 |
+
"add_adapter": false,
|
8 |
+
"apply_spec_augment": true,
|
9 |
+
"architectures": [
|
10 |
+
"Wav2Vec2ForCTC"
|
11 |
+
],
|
12 |
+
"attention_dropout": 0.1,
|
13 |
+
"bos_token_id": 1,
|
14 |
+
"classifier_proj_size": 256,
|
15 |
+
"codevector_dim": 768,
|
16 |
+
"contrastive_logits_temperature": 0.1,
|
17 |
+
"conv_bias": true,
|
18 |
+
"conv_dim": [
|
19 |
+
512,
|
20 |
+
512,
|
21 |
+
512,
|
22 |
+
512,
|
23 |
+
512,
|
24 |
+
512,
|
25 |
+
512
|
26 |
+
],
|
27 |
+
"conv_kernel": [
|
28 |
+
10,
|
29 |
+
3,
|
30 |
+
3,
|
31 |
+
3,
|
32 |
+
3,
|
33 |
+
2,
|
34 |
+
2
|
35 |
+
],
|
36 |
+
"conv_stride": [
|
37 |
+
5,
|
38 |
+
2,
|
39 |
+
2,
|
40 |
+
2,
|
41 |
+
2,
|
42 |
+
2,
|
43 |
+
2
|
44 |
+
],
|
45 |
+
"ctc_loss_reduction": "mean",
|
46 |
+
"ctc_zero_infinity": false,
|
47 |
+
"diversity_loss_weight": 0.1,
|
48 |
+
"do_stable_layer_norm": true,
|
49 |
+
"eos_token_id": 2,
|
50 |
+
"feat_extract_activation": "gelu",
|
51 |
+
"feat_extract_dropout": 0.0,
|
52 |
+
"feat_extract_norm": "layer",
|
53 |
+
"feat_proj_dropout": 0.05,
|
54 |
+
"feat_quantizer_dropout": 0.0,
|
55 |
+
"final_dropout": 0.0,
|
56 |
+
"gradient_checkpointing": false,
|
57 |
+
"hidden_act": "gelu",
|
58 |
+
"hidden_dropout": 0.05,
|
59 |
+
"hidden_size": 1024,
|
60 |
+
"initializer_range": 0.02,
|
61 |
+
"intermediate_size": 4096,
|
62 |
+
"layer_norm_eps": 1e-05,
|
63 |
+
"layerdrop": 0.05,
|
64 |
+
"mask_channel_length": 10,
|
65 |
+
"mask_channel_min_space": 1,
|
66 |
+
"mask_channel_other": 0.0,
|
67 |
+
"mask_channel_prob": 0.0,
|
68 |
+
"mask_channel_selection": "static",
|
69 |
+
"mask_feature_length": 10,
|
70 |
+
"mask_feature_min_masks": 0,
|
71 |
+
"mask_feature_prob": 0.0,
|
72 |
+
"mask_time_length": 10,
|
73 |
+
"mask_time_min_masks": 2,
|
74 |
+
"mask_time_min_space": 1,
|
75 |
+
"mask_time_other": 0.0,
|
76 |
+
"mask_time_prob": 0.05,
|
77 |
+
"mask_time_selection": "static",
|
78 |
+
"model_type": "wav2vec2",
|
79 |
+
"num_adapter_layers": 3,
|
80 |
+
"num_attention_heads": 16,
|
81 |
+
"num_codevector_groups": 2,
|
82 |
+
"num_codevectors_per_group": 320,
|
83 |
+
"num_conv_pos_embedding_groups": 16,
|
84 |
+
"num_conv_pos_embeddings": 128,
|
85 |
+
"num_feat_extract_layers": 7,
|
86 |
+
"num_hidden_layers": 24,
|
87 |
+
"num_negatives": 100,
|
88 |
+
"output_hidden_size": 1024,
|
89 |
+
"pad_token_id": 1304,
|
90 |
+
"proj_codevector_dim": 768,
|
91 |
+
"tdnn_dilation": [
|
92 |
+
1,
|
93 |
+
2,
|
94 |
+
3,
|
95 |
+
1,
|
96 |
+
1
|
97 |
+
],
|
98 |
+
"tdnn_dim": [
|
99 |
+
512,
|
100 |
+
512,
|
101 |
+
512,
|
102 |
+
512,
|
103 |
+
1500
|
104 |
+
],
|
105 |
+
"tdnn_kernel": [
|
106 |
+
5,
|
107 |
+
3,
|
108 |
+
3,
|
109 |
+
1,
|
110 |
+
1
|
111 |
+
],
|
112 |
+
"torch_dtype": "float32",
|
113 |
+
"transformers_version": "4.34.0",
|
114 |
+
"use_weighted_layer_sum": false,
|
115 |
+
"vocab_size": 1307,
|
116 |
+
"xvector_output_dim": 512
|
117 |
+
}
|
eval_results.json
ADDED
@@ -0,0 +1,9 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"epoch": 39.93,
|
3 |
+
"eval_cer": 0.08284064705168438,
|
4 |
+
"eval_loss": 0.465082585811615,
|
5 |
+
"eval_runtime": 145.5339,
|
6 |
+
"eval_samples": 3770,
|
7 |
+
"eval_samples_per_second": 25.905,
|
8 |
+
"eval_steps_per_second": 3.243
|
9 |
+
}
|
preprocessor_config.json
ADDED
@@ -0,0 +1,10 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"do_normalize": true,
|
3 |
+
"feature_extractor_type": "Wav2Vec2FeatureExtractor",
|
4 |
+
"feature_size": 1,
|
5 |
+
"padding_side": "right",
|
6 |
+
"padding_value": 0,
|
7 |
+
"processor_class": "Wav2Vec2Processor",
|
8 |
+
"return_attention_mask": true,
|
9 |
+
"sampling_rate": 16000
|
10 |
+
}
|
pytorch_model.bin
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:2d30dd75bf011f5ba7eeb6e61a674bc4afdb521fb90174803a87bc5649932610
|
3 |
+
size 1267260525
|
special_tokens_map.json
ADDED
@@ -0,0 +1,10 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"additional_special_tokens": [
|
3 |
+
"<s>",
|
4 |
+
"</s>"
|
5 |
+
],
|
6 |
+
"bos_token": "<s>",
|
7 |
+
"eos_token": "</s>",
|
8 |
+
"pad_token": "[PAD]",
|
9 |
+
"unk_token": "[UNK]"
|
10 |
+
}
|
tokenizer_config.json
ADDED
@@ -0,0 +1,56 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"added_tokens_decoder": {
|
3 |
+
"1303": {
|
4 |
+
"content": "[UNK]",
|
5 |
+
"lstrip": true,
|
6 |
+
"normalized": false,
|
7 |
+
"rstrip": true,
|
8 |
+
"single_word": false,
|
9 |
+
"special": false
|
10 |
+
},
|
11 |
+
"1304": {
|
12 |
+
"content": "[PAD]",
|
13 |
+
"lstrip": true,
|
14 |
+
"normalized": false,
|
15 |
+
"rstrip": true,
|
16 |
+
"single_word": false,
|
17 |
+
"special": false
|
18 |
+
},
|
19 |
+
"1305": {
|
20 |
+
"content": "<s>",
|
21 |
+
"lstrip": false,
|
22 |
+
"normalized": false,
|
23 |
+
"rstrip": false,
|
24 |
+
"single_word": false,
|
25 |
+
"special": true
|
26 |
+
},
|
27 |
+
"1306": {
|
28 |
+
"content": "</s>",
|
29 |
+
"lstrip": false,
|
30 |
+
"normalized": false,
|
31 |
+
"rstrip": false,
|
32 |
+
"single_word": false,
|
33 |
+
"special": true
|
34 |
+
}
|
35 |
+
},
|
36 |
+
"additional_special_tokens": [
|
37 |
+
"<s>",
|
38 |
+
"</s>"
|
39 |
+
],
|
40 |
+
"bos_token": "<s>",
|
41 |
+
"clean_up_tokenization_spaces": true,
|
42 |
+
"config": null,
|
43 |
+
"do_lower_case": false,
|
44 |
+
"eos_token": "</s>",
|
45 |
+
"model_max_length": 1000000000000000019884624838656,
|
46 |
+
"pad_token": "[PAD]",
|
47 |
+
"processor_class": "Wav2Vec2Processor",
|
48 |
+
"replace_word_delimiter_char": " ",
|
49 |
+
"target_lang": null,
|
50 |
+
"tokenizer_class": "Wav2Vec2CTCTokenizer",
|
51 |
+
"tokenizer_file": null,
|
52 |
+
"tokenizer_type": "wav2vec2",
|
53 |
+
"trust_remote_code": false,
|
54 |
+
"unk_token": "[UNK]",
|
55 |
+
"word_delimiter_token": "|"
|
56 |
+
}
|
train_results.json
ADDED
@@ -0,0 +1,8 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"epoch": 39.93,
|
3 |
+
"train_loss": 0.7552054080600215,
|
4 |
+
"train_runtime": 32439.3262,
|
5 |
+
"train_samples": 30324,
|
6 |
+
"train_samples_per_second": 37.392,
|
7 |
+
"train_steps_per_second": 0.583
|
8 |
+
}
|
trainer_state.json
ADDED
@@ -0,0 +1,208 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"best_metric": null,
|
3 |
+
"best_model_checkpoint": null,
|
4 |
+
"epoch": 39.926140859931415,
|
5 |
+
"eval_steps": 1500,
|
6 |
+
"global_step": 18920,
|
7 |
+
"is_hyper_param_search": false,
|
8 |
+
"is_local_process_zero": true,
|
9 |
+
"is_world_process_zero": true,
|
10 |
+
"log_history": [
|
11 |
+
{
|
12 |
+
"epoch": 3.17,
|
13 |
+
"learning_rate": 0.0002917131696428571,
|
14 |
+
"loss": 6.3673,
|
15 |
+
"step": 1500
|
16 |
+
},
|
17 |
+
{
|
18 |
+
"epoch": 3.17,
|
19 |
+
"eval_cer": 0.16064462437366714,
|
20 |
+
"eval_loss": 0.6103929877281189,
|
21 |
+
"eval_runtime": 143.9739,
|
22 |
+
"eval_samples_per_second": 26.185,
|
23 |
+
"eval_steps_per_second": 3.278,
|
24 |
+
"step": 1500
|
25 |
+
},
|
26 |
+
{
|
27 |
+
"epoch": 6.33,
|
28 |
+
"learning_rate": 0.00026660156249999997,
|
29 |
+
"loss": 0.656,
|
30 |
+
"step": 3000
|
31 |
+
},
|
32 |
+
{
|
33 |
+
"epoch": 6.33,
|
34 |
+
"eval_cer": 0.112913292993741,
|
35 |
+
"eval_loss": 0.4318251311779022,
|
36 |
+
"eval_runtime": 143.6016,
|
37 |
+
"eval_samples_per_second": 26.253,
|
38 |
+
"eval_steps_per_second": 3.287,
|
39 |
+
"step": 3000
|
40 |
+
},
|
41 |
+
{
|
42 |
+
"epoch": 9.5,
|
43 |
+
"learning_rate": 0.00024148995535714285,
|
44 |
+
"loss": 0.4729,
|
45 |
+
"step": 4500
|
46 |
+
},
|
47 |
+
{
|
48 |
+
"epoch": 9.5,
|
49 |
+
"eval_cer": 0.10276193283284499,
|
50 |
+
"eval_loss": 0.4009631276130676,
|
51 |
+
"eval_runtime": 144.1302,
|
52 |
+
"eval_samples_per_second": 26.157,
|
53 |
+
"eval_steps_per_second": 3.275,
|
54 |
+
"step": 4500
|
55 |
+
},
|
56 |
+
{
|
57 |
+
"epoch": 12.66,
|
58 |
+
"learning_rate": 0.0002163783482142857,
|
59 |
+
"loss": 0.3789,
|
60 |
+
"step": 6000
|
61 |
+
},
|
62 |
+
{
|
63 |
+
"epoch": 12.66,
|
64 |
+
"eval_cer": 0.09767324930214817,
|
65 |
+
"eval_loss": 0.3866880536079407,
|
66 |
+
"eval_runtime": 145.6008,
|
67 |
+
"eval_samples_per_second": 25.893,
|
68 |
+
"eval_steps_per_second": 3.242,
|
69 |
+
"step": 6000
|
70 |
+
},
|
71 |
+
{
|
72 |
+
"epoch": 15.83,
|
73 |
+
"learning_rate": 0.00019128348214285712,
|
74 |
+
"loss": 0.3166,
|
75 |
+
"step": 7500
|
76 |
+
},
|
77 |
+
{
|
78 |
+
"epoch": 15.83,
|
79 |
+
"eval_cer": 0.0936248417913553,
|
80 |
+
"eval_loss": 0.38572949171066284,
|
81 |
+
"eval_runtime": 144.2607,
|
82 |
+
"eval_samples_per_second": 26.133,
|
83 |
+
"eval_steps_per_second": 3.272,
|
84 |
+
"step": 7500
|
85 |
+
},
|
86 |
+
{
|
87 |
+
"epoch": 18.99,
|
88 |
+
"learning_rate": 0.00016618861607142855,
|
89 |
+
"loss": 0.267,
|
90 |
+
"step": 9000
|
91 |
+
},
|
92 |
+
{
|
93 |
+
"epoch": 18.99,
|
94 |
+
"eval_cer": 0.0911715241777485,
|
95 |
+
"eval_loss": 0.389119952917099,
|
96 |
+
"eval_runtime": 143.5612,
|
97 |
+
"eval_samples_per_second": 26.261,
|
98 |
+
"eval_steps_per_second": 3.288,
|
99 |
+
"step": 9000
|
100 |
+
},
|
101 |
+
{
|
102 |
+
"epoch": 22.16,
|
103 |
+
"learning_rate": 0.00014107700892857143,
|
104 |
+
"loss": 0.2286,
|
105 |
+
"step": 10500
|
106 |
+
},
|
107 |
+
{
|
108 |
+
"epoch": 22.16,
|
109 |
+
"eval_cer": 0.09095480000693518,
|
110 |
+
"eval_loss": 0.40744006633758545,
|
111 |
+
"eval_runtime": 143.443,
|
112 |
+
"eval_samples_per_second": 26.282,
|
113 |
+
"eval_steps_per_second": 3.291,
|
114 |
+
"step": 10500
|
115 |
+
},
|
116 |
+
{
|
117 |
+
"epoch": 25.32,
|
118 |
+
"learning_rate": 0.00011598214285714285,
|
119 |
+
"loss": 0.1967,
|
120 |
+
"step": 12000
|
121 |
+
},
|
122 |
+
{
|
123 |
+
"epoch": 25.32,
|
124 |
+
"eval_cer": 0.08783397194722332,
|
125 |
+
"eval_loss": 0.4078831076622009,
|
126 |
+
"eval_runtime": 142.9582,
|
127 |
+
"eval_samples_per_second": 26.371,
|
128 |
+
"eval_steps_per_second": 3.302,
|
129 |
+
"step": 12000
|
130 |
+
},
|
131 |
+
{
|
132 |
+
"epoch": 28.49,
|
133 |
+
"learning_rate": 9.08705357142857e-05,
|
134 |
+
"loss": 0.1712,
|
135 |
+
"step": 13500
|
136 |
+
},
|
137 |
+
{
|
138 |
+
"epoch": 28.49,
|
139 |
+
"eval_cer": 0.08651628898867833,
|
140 |
+
"eval_loss": 0.42893365025520325,
|
141 |
+
"eval_runtime": 143.8273,
|
142 |
+
"eval_samples_per_second": 26.212,
|
143 |
+
"eval_steps_per_second": 3.282,
|
144 |
+
"step": 13500
|
145 |
+
},
|
146 |
+
{
|
147 |
+
"epoch": 31.65,
|
148 |
+
"learning_rate": 6.577566964285713e-05,
|
149 |
+
"loss": 0.1493,
|
150 |
+
"step": 15000
|
151 |
+
},
|
152 |
+
{
|
153 |
+
"epoch": 31.65,
|
154 |
+
"eval_cer": 0.08501655772665014,
|
155 |
+
"eval_loss": 0.4456014931201935,
|
156 |
+
"eval_runtime": 144.3831,
|
157 |
+
"eval_samples_per_second": 26.111,
|
158 |
+
"eval_steps_per_second": 3.269,
|
159 |
+
"step": 15000
|
160 |
+
},
|
161 |
+
{
|
162 |
+
"epoch": 34.82,
|
163 |
+
"learning_rate": 4.068080357142857e-05,
|
164 |
+
"loss": 0.1333,
|
165 |
+
"step": 16500
|
166 |
+
},
|
167 |
+
{
|
168 |
+
"epoch": 34.82,
|
169 |
+
"eval_cer": 0.08429703347954991,
|
170 |
+
"eval_loss": 0.457296758890152,
|
171 |
+
"eval_runtime": 144.9279,
|
172 |
+
"eval_samples_per_second": 26.013,
|
173 |
+
"eval_steps_per_second": 3.257,
|
174 |
+
"step": 16500
|
175 |
+
},
|
176 |
+
{
|
177 |
+
"epoch": 37.98,
|
178 |
+
"learning_rate": 1.556919642857143e-05,
|
179 |
+
"loss": 0.1191,
|
180 |
+
"step": 18000
|
181 |
+
},
|
182 |
+
{
|
183 |
+
"epoch": 37.98,
|
184 |
+
"eval_cer": 0.08327409539331103,
|
185 |
+
"eval_loss": 0.4633271098136902,
|
186 |
+
"eval_runtime": 146.5025,
|
187 |
+
"eval_samples_per_second": 25.733,
|
188 |
+
"eval_steps_per_second": 3.222,
|
189 |
+
"step": 18000
|
190 |
+
},
|
191 |
+
{
|
192 |
+
"epoch": 39.93,
|
193 |
+
"step": 18920,
|
194 |
+
"total_flos": 1.5462553297546432e+20,
|
195 |
+
"train_loss": 0.7552054080600215,
|
196 |
+
"train_runtime": 32439.3262,
|
197 |
+
"train_samples_per_second": 37.392,
|
198 |
+
"train_steps_per_second": 0.583
|
199 |
+
}
|
200 |
+
],
|
201 |
+
"logging_steps": 1500,
|
202 |
+
"max_steps": 18920,
|
203 |
+
"num_train_epochs": 40,
|
204 |
+
"save_steps": 1500,
|
205 |
+
"total_flos": 1.5462553297546432e+20,
|
206 |
+
"trial_name": null,
|
207 |
+
"trial_params": null
|
208 |
+
}
|
training_args.bin
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:48d5f3039b4a123f11e73fa4074522ca28a0ebf7f49ac919e5861060be565c18
|
3 |
+
size 4027
|
vocab.json
ADDED
@@ -0,0 +1,1307 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"\"": 1,
|
3 |
+
"0": 2,
|
4 |
+
"1": 3,
|
5 |
+
"2": 4,
|
6 |
+
"3": 5,
|
7 |
+
"4": 6,
|
8 |
+
"5": 7,
|
9 |
+
"6": 8,
|
10 |
+
"7": 9,
|
11 |
+
"8": 10,
|
12 |
+
"9": 11,
|
13 |
+
"[PAD]": 1304,
|
14 |
+
"[UNK]": 1303,
|
15 |
+
"a": 12,
|
16 |
+
"b": 13,
|
17 |
+
"c": 14,
|
18 |
+
"d": 15,
|
19 |
+
"e": 16,
|
20 |
+
"f": 17,
|
21 |
+
"g": 18,
|
22 |
+
"h": 19,
|
23 |
+
"i": 20,
|
24 |
+
"k": 21,
|
25 |
+
"l": 22,
|
26 |
+
"m": 23,
|
27 |
+
"n": 24,
|
28 |
+
"o": 25,
|
29 |
+
"p": 26,
|
30 |
+
"r": 27,
|
31 |
+
"s": 28,
|
32 |
+
"t": 29,
|
33 |
+
"u": 30,
|
34 |
+
"v": 31,
|
35 |
+
"w": 32,
|
36 |
+
"x": 33,
|
37 |
+
"y": 34,
|
38 |
+
"|": 0,
|
39 |
+
"ㄱ": 35,
|
40 |
+
"ㄴ": 36,
|
41 |
+
"ㄹ": 37,
|
42 |
+
"ㅁ": 38,
|
43 |
+
"ㅅ": 39,
|
44 |
+
"ㅇ": 40,
|
45 |
+
"ㅈ": 41,
|
46 |
+
"ㅋ": 42,
|
47 |
+
"가": 43,
|
48 |
+
"각": 44,
|
49 |
+
"간": 45,
|
50 |
+
"갈": 46,
|
51 |
+
"감": 47,
|
52 |
+
"갑": 48,
|
53 |
+
"값": 49,
|
54 |
+
"갓": 50,
|
55 |
+
"갔": 51,
|
56 |
+
"강": 52,
|
57 |
+
"갖": 53,
|
58 |
+
"같": 54,
|
59 |
+
"갚": 55,
|
60 |
+
"갛": 56,
|
61 |
+
"개": 57,
|
62 |
+
"객": 58,
|
63 |
+
"갠": 59,
|
64 |
+
"갤": 60,
|
65 |
+
"갰": 61,
|
66 |
+
"걍": 62,
|
67 |
+
"걔": 63,
|
68 |
+
"거": 64,
|
69 |
+
"걱": 65,
|
70 |
+
"건": 66,
|
71 |
+
"걷": 67,
|
72 |
+
"걸": 68,
|
73 |
+
"검": 69,
|
74 |
+
"겁": 70,
|
75 |
+
"것": 71,
|
76 |
+
"겉": 72,
|
77 |
+
"겋": 73,
|
78 |
+
"게": 74,
|
79 |
+
"겐": 75,
|
80 |
+
"겔": 76,
|
81 |
+
"겠": 77,
|
82 |
+
"겨": 78,
|
83 |
+
"격": 79,
|
84 |
+
"겪": 80,
|
85 |
+
"견": 81,
|
86 |
+
"결": 82,
|
87 |
+
"겸": 83,
|
88 |
+
"겹": 84,
|
89 |
+
"겼": 85,
|
90 |
+
"경": 86,
|
91 |
+
"곁": 87,
|
92 |
+
"계": 88,
|
93 |
+
"곘": 89,
|
94 |
+
"고": 90,
|
95 |
+
"곡": 91,
|
96 |
+
"곤": 92,
|
97 |
+
"곧": 93,
|
98 |
+
"골": 94,
|
99 |
+
"곰": 95,
|
100 |
+
"곱": 96,
|
101 |
+
"곳": 97,
|
102 |
+
"공": 98,
|
103 |
+
"과": 99,
|
104 |
+
"관": 100,
|
105 |
+
"괄": 101,
|
106 |
+
"광": 102,
|
107 |
+
"괜": 103,
|
108 |
+
"괴": 104,
|
109 |
+
"굉": 105,
|
110 |
+
"교": 106,
|
111 |
+
"굥": 107,
|
112 |
+
"구": 108,
|
113 |
+
"국": 109,
|
114 |
+
"군": 110,
|
115 |
+
"굳": 111,
|
116 |
+
"굴": 112,
|
117 |
+
"굵": 113,
|
118 |
+
"굶": 114,
|
119 |
+
"굽": 115,
|
120 |
+
"굿": 116,
|
121 |
+
"궁": 117,
|
122 |
+
"궈": 118,
|
123 |
+
"권": 119,
|
124 |
+
"궤": 120,
|
125 |
+
"귀": 121,
|
126 |
+
"규": 122,
|
127 |
+
"균": 123,
|
128 |
+
"귤": 124,
|
129 |
+
"그": 125,
|
130 |
+
"극": 126,
|
131 |
+
"근": 127,
|
132 |
+
"귿": 128,
|
133 |
+
"글": 129,
|
134 |
+
"긁": 130,
|
135 |
+
"금": 131,
|
136 |
+
"급": 132,
|
137 |
+
"긋": 133,
|
138 |
+
"긍": 134,
|
139 |
+
"긎": 135,
|
140 |
+
"긓": 136,
|
141 |
+
"기": 137,
|
142 |
+
"긴": 138,
|
143 |
+
"길": 139,
|
144 |
+
"김": 140,
|
145 |
+
"깁": 141,
|
146 |
+
"깃": 142,
|
147 |
+
"깊": 143,
|
148 |
+
"까": 144,
|
149 |
+
"깍": 145,
|
150 |
+
"깎": 146,
|
151 |
+
"깐": 147,
|
152 |
+
"깔": 148,
|
153 |
+
"깜": 149,
|
154 |
+
"깝": 150,
|
155 |
+
"깠": 151,
|
156 |
+
"깥": 152,
|
157 |
+
"깨": 153,
|
158 |
+
"깬": 154,
|
159 |
+
"꺼": 155,
|
160 |
+
"꺽": 156,
|
161 |
+
"껄": 157,
|
162 |
+
"껌": 158,
|
163 |
+
"껍": 159,
|
164 |
+
"껏": 160,
|
165 |
+
"껑": 161,
|
166 |
+
"께": 162,
|
167 |
+
"껴": 163,
|
168 |
+
"꼈": 164,
|
169 |
+
"꼐": 165,
|
170 |
+
"꼬": 166,
|
171 |
+
"꼭": 167,
|
172 |
+
"꼰": 168,
|
173 |
+
"꼴": 169,
|
174 |
+
"꼼": 170,
|
175 |
+
"꼽": 171,
|
176 |
+
"꽁": 172,
|
177 |
+
"꽂": 173,
|
178 |
+
"꽃": 174,
|
179 |
+
"꽈": 175,
|
180 |
+
"꽉": 176,
|
181 |
+
"꽝": 177,
|
182 |
+
"꽤": 178,
|
183 |
+
"꾸": 179,
|
184 |
+
"꾹": 180,
|
185 |
+
"꾼": 181,
|
186 |
+
"꿀": 182,
|
187 |
+
"꿈": 183,
|
188 |
+
"꿍": 184,
|
189 |
+
"꿔": 185,
|
190 |
+
"꿨": 186,
|
191 |
+
"뀌": 187,
|
192 |
+
"뀐": 188,
|
193 |
+
"뀔": 189,
|
194 |
+
"뀝": 190,
|
195 |
+
"끄": 191,
|
196 |
+
"끈": 192,
|
197 |
+
"끊": 193,
|
198 |
+
"끌": 194,
|
199 |
+
"끓": 195,
|
200 |
+
"끔": 196,
|
201 |
+
"끕": 197,
|
202 |
+
"끗": 198,
|
203 |
+
"끝": 199,
|
204 |
+
"끼": 200,
|
205 |
+
"낀": 201,
|
206 |
+
"낄": 202,
|
207 |
+
"낌": 203,
|
208 |
+
"나": 204,
|
209 |
+
"낙": 205,
|
210 |
+
"난": 206,
|
211 |
+
"날": 207,
|
212 |
+
"남": 208,
|
213 |
+
"납": 209,
|
214 |
+
"낫": 210,
|
215 |
+
"났": 211,
|
216 |
+
"낭": 212,
|
217 |
+
"낮": 213,
|
218 |
+
"낯": 214,
|
219 |
+
"낱": 215,
|
220 |
+
"낳": 216,
|
221 |
+
"내": 217,
|
222 |
+
"낸": 218,
|
223 |
+
"낼": 219,
|
224 |
+
"냄": 220,
|
225 |
+
"냅": 221,
|
226 |
+
"냈": 222,
|
227 |
+
"냉": 223,
|
228 |
+
"냐": 224,
|
229 |
+
"냥": 225,
|
230 |
+
"너": 226,
|
231 |
+
"넉": 227,
|
232 |
+
"넌": 228,
|
233 |
+
"널": 229,
|
234 |
+
"넓": 230,
|
235 |
+
"넘": 231,
|
236 |
+
"넣": 232,
|
237 |
+
"네": 233,
|
238 |
+
"넬": 234,
|
239 |
+
"넴": 235,
|
240 |
+
"넷": 236,
|
241 |
+
"녀": 237,
|
242 |
+
"녁": 238,
|
243 |
+
"년": 239,
|
244 |
+
"념": 240,
|
245 |
+
"녔": 241,
|
246 |
+
"녕": 242,
|
247 |
+
"노": 243,
|
248 |
+
"녹": 244,
|
249 |
+
"논": 245,
|
250 |
+
"놀": 246,
|
251 |
+
"놈": 247,
|
252 |
+
"농": 248,
|
253 |
+
"높": 249,
|
254 |
+
"놓": 250,
|
255 |
+
"놔": 251,
|
256 |
+
"놨": 252,
|
257 |
+
"뇌": 253,
|
258 |
+
"누": 254,
|
259 |
+
"눈": 255,
|
260 |
+
"눌": 256,
|
261 |
+
"눔": 257,
|
262 |
+
"눕": 258,
|
263 |
+
"눗": 259,
|
264 |
+
"눠": 260,
|
265 |
+
"눴": 261,
|
266 |
+
"뉘": 262,
|
267 |
+
"뉜": 263,
|
268 |
+
"뉩": 264,
|
269 |
+
"뉴": 265,
|
270 |
+
"느": 266,
|
271 |
+
"는": 267,
|
272 |
+
"늘": 268,
|
273 |
+
"늠": 269,
|
274 |
+
"능": 270,
|
275 |
+
"늦": 271,
|
276 |
+
"니": 272,
|
277 |
+
"닉": 273,
|
278 |
+
"닌": 274,
|
279 |
+
"닐": 275,
|
280 |
+
"님": 276,
|
281 |
+
"닙": 277,
|
282 |
+
"닝": 278,
|
283 |
+
"다": 279,
|
284 |
+
"닥": 280,
|
285 |
+
"닦": 281,
|
286 |
+
"단": 282,
|
287 |
+
"닫": 283,
|
288 |
+
"달": 284,
|
289 |
+
"닭": 285,
|
290 |
+
"닮": 286,
|
291 |
+
"닳": 287,
|
292 |
+
"담": 288,
|
293 |
+
"답": 289,
|
294 |
+
"닷": 290,
|
295 |
+
"당": 291,
|
296 |
+
"닿": 292,
|
297 |
+
"대": 293,
|
298 |
+
"댁": 294,
|
299 |
+
"댄": 295,
|
300 |
+
"댈": 296,
|
301 |
+
"댑": 297,
|
302 |
+
"댓": 298,
|
303 |
+
"댔": 299,
|
304 |
+
"댕": 300,
|
305 |
+
"더": 301,
|
306 |
+
"덕": 302,
|
307 |
+
"던": 303,
|
308 |
+
"덜": 304,
|
309 |
+
"덞": 305,
|
310 |
+
"덟": 306,
|
311 |
+
"덧": 307,
|
312 |
+
"덩": 308,
|
313 |
+
"덮": 309,
|
314 |
+
"데": 310,
|
315 |
+
"덱": 311,
|
316 |
+
"덴": 312,
|
317 |
+
"델": 313,
|
318 |
+
"뎀": 314,
|
319 |
+
"도": 315,
|
320 |
+
"독": 316,
|
321 |
+
"돈": 317,
|
322 |
+
"돋": 318,
|
323 |
+
"돌": 319,
|
324 |
+
"돕": 320,
|
325 |
+
"돗": 321,
|
326 |
+
"동": 322,
|
327 |
+
"돼": 323,
|
328 |
+
"됐": 324,
|
329 |
+
"되": 325,
|
330 |
+
"된": 326,
|
331 |
+
"될": 327,
|
332 |
+
"됨": 328,
|
333 |
+
"됩": 329,
|
334 |
+
"됬": 330,
|
335 |
+
"두": 331,
|
336 |
+
"둑": 332,
|
337 |
+
"둔": 333,
|
338 |
+
"둘": 334,
|
339 |
+
"둡": 335,
|
340 |
+
"둥": 336,
|
341 |
+
"둬": 337,
|
342 |
+
"뒀": 338,
|
343 |
+
"뒤": 339,
|
344 |
+
"뒷": 340,
|
345 |
+
"듀": 341,
|
346 |
+
"드": 342,
|
347 |
+
"득": 343,
|
348 |
+
"든": 344,
|
349 |
+
"듣": 345,
|
350 |
+
"들": 346,
|
351 |
+
"듦": 347,
|
352 |
+
"듬": 348,
|
353 |
+
"��": 349,
|
354 |
+
"듯": 350,
|
355 |
+
"등": 351,
|
356 |
+
"디": 352,
|
357 |
+
"딘": 353,
|
358 |
+
"딜": 354,
|
359 |
+
"딤": 355,
|
360 |
+
"딨": 356,
|
361 |
+
"딩": 357,
|
362 |
+
"딪": 358,
|
363 |
+
"따": 359,
|
364 |
+
"딱": 360,
|
365 |
+
"딴": 361,
|
366 |
+
"딸": 362,
|
367 |
+
"땀": 363,
|
368 |
+
"땅": 364,
|
369 |
+
"때": 365,
|
370 |
+
"땐": 366,
|
371 |
+
"땜": 367,
|
372 |
+
"땠": 368,
|
373 |
+
"땡": 369,
|
374 |
+
"떄": 370,
|
375 |
+
"떠": 371,
|
376 |
+
"떡": 372,
|
377 |
+
"떤": 373,
|
378 |
+
"떨": 374,
|
379 |
+
"떴": 375,
|
380 |
+
"떻": 376,
|
381 |
+
"떼": 377,
|
382 |
+
"뗀": 378,
|
383 |
+
"뗐": 379,
|
384 |
+
"또": 380,
|
385 |
+
"똑": 381,
|
386 |
+
"똥": 382,
|
387 |
+
"뚜": 383,
|
388 |
+
"뚝": 384,
|
389 |
+
"뚫": 385,
|
390 |
+
"뚱": 386,
|
391 |
+
"뛰": 387,
|
392 |
+
"뛸": 388,
|
393 |
+
"뜨": 389,
|
394 |
+
"뜬": 390,
|
395 |
+
"뜯": 391,
|
396 |
+
"뜰": 392,
|
397 |
+
"뜻": 393,
|
398 |
+
"띄": 394,
|
399 |
+
"띈": 395,
|
400 |
+
"띌": 396,
|
401 |
+
"띕": 397,
|
402 |
+
"띠": 398,
|
403 |
+
"띵": 399,
|
404 |
+
"라": 400,
|
405 |
+
"락": 401,
|
406 |
+
"란": 402,
|
407 |
+
"랄": 403,
|
408 |
+
"람": 404,
|
409 |
+
"랍": 405,
|
410 |
+
"랏": 406,
|
411 |
+
"랐": 407,
|
412 |
+
"랑": 408,
|
413 |
+
"래": 409,
|
414 |
+
"랙": 410,
|
415 |
+
"랜": 411,
|
416 |
+
"램": 412,
|
417 |
+
"랩": 413,
|
418 |
+
"랫": 414,
|
419 |
+
"랬": 415,
|
420 |
+
"략": 416,
|
421 |
+
"럈": 417,
|
422 |
+
"량": 418,
|
423 |
+
"러": 419,
|
424 |
+
"럭": 420,
|
425 |
+
"런": 421,
|
426 |
+
"럴": 422,
|
427 |
+
"럼": 423,
|
428 |
+
"럽": 424,
|
429 |
+
"렀": 425,
|
430 |
+
"렇": 426,
|
431 |
+
"레": 427,
|
432 |
+
"렌": 428,
|
433 |
+
"렛": 429,
|
434 |
+
"려": 430,
|
435 |
+
"력": 431,
|
436 |
+
"련": 432,
|
437 |
+
"렬": 433,
|
438 |
+
"렴": 434,
|
439 |
+
"렵": 435,
|
440 |
+
"렷": 436,
|
441 |
+
"렸": 437,
|
442 |
+
"령": 438,
|
443 |
+
"렼": 439,
|
444 |
+
"례": 440,
|
445 |
+
"로": 441,
|
446 |
+
"록": 442,
|
447 |
+
"론": 443,
|
448 |
+
"롤": 444,
|
449 |
+
"롬": 445,
|
450 |
+
"롭": 446,
|
451 |
+
"롯": 447,
|
452 |
+
"롱": 448,
|
453 |
+
"롷": 449,
|
454 |
+
"뢰": 450,
|
455 |
+
"료": 451,
|
456 |
+
"룡": 452,
|
457 |
+
"루": 453,
|
458 |
+
"룩": 454,
|
459 |
+
"룬": 455,
|
460 |
+
"룰": 456,
|
461 |
+
"룹": 457,
|
462 |
+
"뤄": 458,
|
463 |
+
"뤘": 459,
|
464 |
+
"류": 460,
|
465 |
+
"률": 461,
|
466 |
+
"륨": 462,
|
467 |
+
"륭": 463,
|
468 |
+
"르": 464,
|
469 |
+
"륵": 465,
|
470 |
+
"른": 466,
|
471 |
+
"를": 467,
|
472 |
+
"름": 468,
|
473 |
+
"릅": 469,
|
474 |
+
"릇": 470,
|
475 |
+
"릉": 471,
|
476 |
+
"릎": 472,
|
477 |
+
"리": 473,
|
478 |
+
"릭": 474,
|
479 |
+
"린": 475,
|
480 |
+
"릴": 476,
|
481 |
+
"림": 477,
|
482 |
+
"립": 478,
|
483 |
+
"릿": 479,
|
484 |
+
"링": 480,
|
485 |
+
"마": 481,
|
486 |
+
"막": 482,
|
487 |
+
"만": 483,
|
488 |
+
"많": 484,
|
489 |
+
"말": 485,
|
490 |
+
"맑": 486,
|
491 |
+
"맘": 487,
|
492 |
+
"맙": 488,
|
493 |
+
"맛": 489,
|
494 |
+
"망": 490,
|
495 |
+
"맞": 491,
|
496 |
+
"맡": 492,
|
497 |
+
"매": 493,
|
498 |
+
"맥": 494,
|
499 |
+
"맨": 495,
|
500 |
+
"맴": 496,
|
501 |
+
"맵": 497,
|
502 |
+
"맷": 498,
|
503 |
+
"맹": 499,
|
504 |
+
"맺": 500,
|
505 |
+
"머": 501,
|
506 |
+
"먹": 502,
|
507 |
+
"먼": 503,
|
508 |
+
"멀": 504,
|
509 |
+
"멈": 505,
|
510 |
+
"멋": 506,
|
511 |
+
"멍": 507,
|
512 |
+
"메": 508,
|
513 |
+
"멕": 509,
|
514 |
+
"멘": 510,
|
515 |
+
"멜": 511,
|
516 |
+
"멤": 512,
|
517 |
+
"며": 513,
|
518 |
+
"면": 514,
|
519 |
+
"멸": 515,
|
520 |
+
"명": 516,
|
521 |
+
"몇": 517,
|
522 |
+
"모": 518,
|
523 |
+
"목": 519,
|
524 |
+
"몫": 520,
|
525 |
+
"몬": 521,
|
526 |
+
"몰": 522,
|
527 |
+
"몸": 523,
|
528 |
+
"못": 524,
|
529 |
+
"몽": 525,
|
530 |
+
"묘": 526,
|
531 |
+
"무": 527,
|
532 |
+
"묵": 528,
|
533 |
+
"묶": 529,
|
534 |
+
"문": 530,
|
535 |
+
"묻": 531,
|
536 |
+
"물": 532,
|
537 |
+
"묽": 533,
|
538 |
+
"뭉": 534,
|
539 |
+
"뭐": 535,
|
540 |
+
"뭔": 536,
|
541 |
+
"뭘": 537,
|
542 |
+
"뭡": 538,
|
543 |
+
"뭣": 539,
|
544 |
+
"뮤": 540,
|
545 |
+
"므": 541,
|
546 |
+
"믈": 542,
|
547 |
+
"미": 543,
|
548 |
+
"믹": 544,
|
549 |
+
"민": 545,
|
550 |
+
"믿": 546,
|
551 |
+
"밀": 547,
|
552 |
+
"밈": 548,
|
553 |
+
"밌": 549,
|
554 |
+
"밍": 550,
|
555 |
+
"및": 551,
|
556 |
+
"밑": 552,
|
557 |
+
"바": 553,
|
558 |
+
"박": 554,
|
559 |
+
"밖": 555,
|
560 |
+
"반": 556,
|
561 |
+
"받": 557,
|
562 |
+
"발": 558,
|
563 |
+
"밝": 559,
|
564 |
+
"밟": 560,
|
565 |
+
"밤": 561,
|
566 |
+
"밥": 562,
|
567 |
+
"방": 563,
|
568 |
+
"배": 564,
|
569 |
+
"백": 565,
|
570 |
+
"밴": 566,
|
571 |
+
"밸": 567,
|
572 |
+
"뱁": 568,
|
573 |
+
"뱃": 569,
|
574 |
+
"뱅": 570,
|
575 |
+
"버": 571,
|
576 |
+
"벅": 572,
|
577 |
+
"번": 573,
|
578 |
+
"벌": 574,
|
579 |
+
"범": 575,
|
580 |
+
"법": 576,
|
581 |
+
"벗": 577,
|
582 |
+
"벙": 578,
|
583 |
+
"베": 579,
|
584 |
+
"벡": 580,
|
585 |
+
"벤": 581,
|
586 |
+
"벨": 582,
|
587 |
+
"벳": 583,
|
588 |
+
"벼": 584,
|
589 |
+
"벽": 585,
|
590 |
+
"변": 586,
|
591 |
+
"별": 587,
|
592 |
+
"볍": 588,
|
593 |
+
"병": 589,
|
594 |
+
"보": 590,
|
595 |
+
"복": 591,
|
596 |
+
"볶": 592,
|
597 |
+
"본": 593,
|
598 |
+
"볼": 594,
|
599 |
+
"봄": 595,
|
600 |
+
"봅": 596,
|
601 |
+
"봈": 597,
|
602 |
+
"봉": 598,
|
603 |
+
"봐": 599,
|
604 |
+
"봤": 600,
|
605 |
+
"뵌": 601,
|
606 |
+
"뵐": 602,
|
607 |
+
"뵙": 603,
|
608 |
+
"부": 604,
|
609 |
+
"북": 605,
|
610 |
+
"분": 606,
|
611 |
+
"불": 607,
|
612 |
+
"붉": 608,
|
613 |
+
"붓": 609,
|
614 |
+
"붕": 610,
|
615 |
+
"붙": 611,
|
616 |
+
"뷔": 612,
|
617 |
+
"뷰": 613,
|
618 |
+
"브": 614,
|
619 |
+
"블": 615,
|
620 |
+
"비": 616,
|
621 |
+
"빈": 617,
|
622 |
+
"빌": 618,
|
623 |
+
"빔": 619,
|
624 |
+
"빗": 620,
|
625 |
+
"빙": 621,
|
626 |
+
"빛": 622,
|
627 |
+
"빠": 623,
|
628 |
+
"빡": 624,
|
629 |
+
"빨": 625,
|
630 |
+
"빳": 626,
|
631 |
+
"빵": 627,
|
632 |
+
"빼": 628,
|
633 |
+
"빽": 629,
|
634 |
+
"뺀": 630,
|
635 |
+
"뺄": 631,
|
636 |
+
"뺏": 632,
|
637 |
+
"뺐": 633,
|
638 |
+
"뺨": 634,
|
639 |
+
"뺭": 635,
|
640 |
+
"뻐": 636,
|
641 |
+
"뻑": 637,
|
642 |
+
"뻔": 638,
|
643 |
+
"뻗": 639,
|
644 |
+
"뻘": 640,
|
645 |
+
"뻣": 641,
|
646 |
+
"뻥": 642,
|
647 |
+
"뼈": 643,
|
648 |
+
"뽀": 644,
|
649 |
+
"뽁": 645,
|
650 |
+
"뽑": 646,
|
651 |
+
"뽕": 647,
|
652 |
+
"뿌": 648,
|
653 |
+
"뿐": 649,
|
654 |
+
"뿔": 650,
|
655 |
+
"쁘": 651,
|
656 |
+
"쁜": 652,
|
657 |
+
"쁠": 653,
|
658 |
+
"쁨": 654,
|
659 |
+
"삐": 655,
|
660 |
+
"삥": 656,
|
661 |
+
"사": 657,
|
662 |
+
"삭": 658,
|
663 |
+
"산": 659,
|
664 |
+
"살": 660,
|
665 |
+
"삶": 661,
|
666 |
+
"삼": 662,
|
667 |
+
"삽": 663,
|
668 |
+
"삿": 664,
|
669 |
+
"샀": 665,
|
670 |
+
"상": 666,
|
671 |
+
"새": 667,
|
672 |
+
"색": 668,
|
673 |
+
"샌": 669,
|
674 |
+
"샐": 670,
|
675 |
+
"샘": 671,
|
676 |
+
"생": 672,
|
677 |
+
"샤": 673,
|
678 |
+
"샥": 674,
|
679 |
+
"샴": 675,
|
680 |
+
"샵": 676,
|
681 |
+
"샷": 677,
|
682 |
+
"서": 678,
|
683 |
+
"석": 679,
|
684 |
+
"섞": 680,
|
685 |
+
"선": 681,
|
686 |
+
"설": 682,
|
687 |
+
"섬": 683,
|
688 |
+
"섭": 684,
|
689 |
+
"섯": 685,
|
690 |
+
"섰": 686,
|
691 |
+
"성": 687,
|
692 |
+
"세": 688,
|
693 |
+
"센": 689,
|
694 |
+
"셀": 690,
|
695 |
+
"셈": 691,
|
696 |
+
"셉": 692,
|
697 |
+
"셋": 693,
|
698 |
+
"셌": 694,
|
699 |
+
"셔": 695,
|
700 |
+
"션": 696,
|
701 |
+
"셜": 697,
|
702 |
+
"셨": 698,
|
703 |
+
"소": 699,
|
704 |
+
"속": 700,
|
705 |
+
"손": 701,
|
706 |
+
"솔": 702,
|
707 |
+
"솜": 703,
|
708 |
+
"솟": 704,
|
709 |
+
"송": 705,
|
710 |
+
"솥": 706,
|
711 |
+
"쇄": 707,
|
712 |
+
"쇠": 708,
|
713 |
+
"쇼": 709,
|
714 |
+
"숀": 710,
|
715 |
+
"숍": 711,
|
716 |
+
"수": 712,
|
717 |
+
"숙": 713,
|
718 |
+
"순": 714,
|
719 |
+
"술": 715,
|
720 |
+
"숨": 716,
|
721 |
+
"숫": 717,
|
722 |
+
"숭": 718,
|
723 |
+
"숱": 719,
|
724 |
+
"숲": 720,
|
725 |
+
"숴": 721,
|
726 |
+
"쉐": 722,
|
727 |
+
"쉬": 723,
|
728 |
+
"쉴": 724,
|
729 |
+
"쉽": 725,
|
730 |
+
"슈": 726,
|
731 |
+
"슛": 727,
|
732 |
+
"스": 728,
|
733 |
+
"슨": 729,
|
734 |
+
"슬": 730,
|
735 |
+
"슴": 731,
|
736 |
+
"습": 732,
|
737 |
+
"슷": 733,
|
738 |
+
"승": 734,
|
739 |
+
"시": 735,
|
740 |
+
"식": 736,
|
741 |
+
"신": 737,
|
742 |
+
"싣": 738,
|
743 |
+
"실": 739,
|
744 |
+
"싫": 740,
|
745 |
+
"심": 741,
|
746 |
+
"십": 742,
|
747 |
+
"싴": 743,
|
748 |
+
"싶": 744,
|
749 |
+
"싸": 745,
|
750 |
+
"싹": 746,
|
751 |
+
"싼": 747,
|
752 |
+
"쌓": 748,
|
753 |
+
"쌤": 749,
|
754 |
+
"쌩": 750,
|
755 |
+
"쌰": 751,
|
756 |
+
"썜": 752,
|
757 |
+
"써": 753,
|
758 |
+
"썰": 754,
|
759 |
+
"썸": 755,
|
760 |
+
"썼": 756,
|
761 |
+
"쎄": 757,
|
762 |
+
"쏘": 758,
|
763 |
+
"쏙": 759,
|
764 |
+
"쏟": 760,
|
765 |
+
"쏠": 761,
|
766 |
+
"쐬": 762,
|
767 |
+
"쑥": 763,
|
768 |
+
"쓰": 764,
|
769 |
+
"쓱": 765,
|
770 |
+
"쓴": 766,
|
771 |
+
"쓸": 767,
|
772 |
+
"씀": 768,
|
773 |
+
"씁": 769,
|
774 |
+
"씌": 770,
|
775 |
+
"씨": 771,
|
776 |
+
"씩": 772,
|
777 |
+
"씬": 773,
|
778 |
+
"씹": 774,
|
779 |
+
"씻": 775,
|
780 |
+
"아": 776,
|
781 |
+
"악": 777,
|
782 |
+
"안": 778,
|
783 |
+
"앉": 779,
|
784 |
+
"않": 780,
|
785 |
+
"알": 781,
|
786 |
+
"앓": 782,
|
787 |
+
"암": 783,
|
788 |
+
"압": 784,
|
789 |
+
"앗": 785,
|
790 |
+
"았": 786,
|
791 |
+
"앙": 787,
|
792 |
+
"앞": 788,
|
793 |
+
"애": 789,
|
794 |
+
"액": 790,
|
795 |
+
"앤": 791,
|
796 |
+
"앨": 792,
|
797 |
+
"앰": 793,
|
798 |
+
"앴": 794,
|
799 |
+
"앵": 795,
|
800 |
+
"야": 796,
|
801 |
+
"약": 797,
|
802 |
+
"얀": 798,
|
803 |
+
"얇": 799,
|
804 |
+
"양": 800,
|
805 |
+
"얕": 801,
|
806 |
+
"얘": 802,
|
807 |
+
"얜": 803,
|
808 |
+
"어": 804,
|
809 |
+
"억": 805,
|
810 |
+
"언": 806,
|
811 |
+
"얹": 807,
|
812 |
+
"얻": 808,
|
813 |
+
"얼": 809,
|
814 |
+
"엄": 810,
|
815 |
+
"업": 811,
|
816 |
+
"없": 812,
|
817 |
+
"엇": 813,
|
818 |
+
"었": 814,
|
819 |
+
"엉": 815,
|
820 |
+
"엎": 816,
|
821 |
+
"에": 817,
|
822 |
+
"엑": 818,
|
823 |
+
"엔": 819,
|
824 |
+
"엘": 820,
|
825 |
+
"엠": 821,
|
826 |
+
"엣": 822,
|
827 |
+
"엥": 823,
|
828 |
+
"여": 824,
|
829 |
+
"역": 825,
|
830 |
+
"연": 826,
|
831 |
+
"열": 827,
|
832 |
+
"염": 828,
|
833 |
+
"엽": 829,
|
834 |
+
"엿": 830,
|
835 |
+
"였": 831,
|
836 |
+
"영": 832,
|
837 |
+
"옆": 833,
|
838 |
+
"예": 834,
|
839 |
+
"옛": 835,
|
840 |
+
"오": 836,
|
841 |
+
"옥": 837,
|
842 |
+
"온": 838,
|
843 |
+
"올": 839,
|
844 |
+
"옮": 840,
|
845 |
+
"옳": 841,
|
846 |
+
"옴": 842,
|
847 |
+
"옵": 843,
|
848 |
+
"옷": 844,
|
849 |
+
"옹": 845,
|
850 |
+
"와": 846,
|
851 |
+
"완": 847,
|
852 |
+
"왈": 848,
|
853 |
+
"왓": 849,
|
854 |
+
"왔": 850,
|
855 |
+
"왕": 851,
|
856 |
+
"왜": 852,
|
857 |
+
"왠": 853,
|
858 |
+
"외": 854,
|
859 |
+
"왼": 855,
|
860 |
+
"요": 856,
|
861 |
+
"욕": 857,
|
862 |
+
"용": 858,
|
863 |
+
"우": 859,
|
864 |
+
"욱": 860,
|
865 |
+
"운": 861,
|
866 |
+
"울": 862,
|
867 |
+
"움": 863,
|
868 |
+
"웁": 864,
|
869 |
+
"웃": 865,
|
870 |
+
"웅": 866,
|
871 |
+
"워": 867,
|
872 |
+
"원": 868,
|
873 |
+
"월": 869,
|
874 |
+
"웠": 870,
|
875 |
+
"웨": 871,
|
876 |
+
"웩": 872,
|
877 |
+
"웬": 873,
|
878 |
+
"웹": 874,
|
879 |
+
"위": 875,
|
880 |
+
"윈": 876,
|
881 |
+
"윗": 877,
|
882 |
+
"유": 878,
|
883 |
+
"육": 879,
|
884 |
+
"윤": 880,
|
885 |
+
"율": 881,
|
886 |
+
"융": 882,
|
887 |
+
"으": 883,
|
888 |
+
"윽": 884,
|
889 |
+
"은": 885,
|
890 |
+
"읃": 886,
|
891 |
+
"을": 887,
|
892 |
+
"음": 888,
|
893 |
+
"읍": 889,
|
894 |
+
"읏": 890,
|
895 |
+
"응": 891,
|
896 |
+
"의": 892,
|
897 |
+
"이": 893,
|
898 |
+
"익": 894,
|
899 |
+
"인": 895,
|
900 |
+
"일": 896,
|
901 |
+
"읽": 897,
|
902 |
+
"잃": 898,
|
903 |
+
"임": 899,
|
904 |
+
"입": 900,
|
905 |
+
"잇": 901,
|
906 |
+
"있": 902,
|
907 |
+
"잉": 903,
|
908 |
+
"잊": 904,
|
909 |
+
"자": 905,
|
910 |
+
"작": 906,
|
911 |
+
"잔": 907,
|
912 |
+
"잖": 908,
|
913 |
+
"잘": 909,
|
914 |
+
"잠": 910,
|
915 |
+
"잡": 911,
|
916 |
+
"잣": 912,
|
917 |
+
"장": 913,
|
918 |
+
"재": 914,
|
919 |
+
"잰": 915,
|
920 |
+
"잼": 916,
|
921 |
+
"잽": 917,
|
922 |
+
"쟁": 918,
|
923 |
+
"쟤": 919,
|
924 |
+
"저": 920,
|
925 |
+
"적": 921,
|
926 |
+
"전": 922,
|
927 |
+
"절": 923,
|
928 |
+
"젊": 924,
|
929 |
+
"점": 925,
|
930 |
+
"접": 926,
|
931 |
+
"정": 927,
|
932 |
+
"제": 928,
|
933 |
+
"젝": 929,
|
934 |
+
"젠": 930,
|
935 |
+
"젤": 931,
|
936 |
+
"져": 932,
|
937 |
+
"졌": 933,
|
938 |
+
"조": 934,
|
939 |
+
"족": 935,
|
940 |
+
"존": 936,
|
941 |
+
"졸": 937,
|
942 |
+
"좀": 938,
|
943 |
+
"좁": 939,
|
944 |
+
"종": 940,
|
945 |
+
"좋": 941,
|
946 |
+
"좌": 942,
|
947 |
+
"좔": 943,
|
948 |
+
"죄": 944,
|
949 |
+
"죠": 945,
|
950 |
+
"주": 946,
|
951 |
+
"죽": 947,
|
952 |
+
"준": 948,
|
953 |
+
"줄": 949,
|
954 |
+
"줌": 950,
|
955 |
+
"줍": 951,
|
956 |
+
"중": 952,
|
957 |
+
"줘": 953,
|
958 |
+
"줬": 954,
|
959 |
+
"쥐": 955,
|
960 |
+
"쥔": 956,
|
961 |
+
"쥬": 957,
|
962 |
+
"즈": 958,
|
963 |
+
"즉": 959,
|
964 |
+
"즌": 960,
|
965 |
+
"즐": 961,
|
966 |
+
"즘": 962,
|
967 |
+
"증": 963,
|
968 |
+
"지": 964,
|
969 |
+
"직": 965,
|
970 |
+
"진": 966,
|
971 |
+
"질": 967,
|
972 |
+
"짐": 968,
|
973 |
+
"집": 969,
|
974 |
+
"짓": 970,
|
975 |
+
"징": 971,
|
976 |
+
"짖": 972,
|
977 |
+
"짚": 973,
|
978 |
+
"짜": 974,
|
979 |
+
"짝": 975,
|
980 |
+
"짠": 976,
|
981 |
+
"짤": 977,
|
982 |
+
"짧": 978,
|
983 |
+
"짬": 979,
|
984 |
+
"짰": 980,
|
985 |
+
"짱": 981,
|
986 |
+
"째": 982,
|
987 |
+
"쨋": 983,
|
988 |
+
"쨌": 984,
|
989 |
+
"쩌": 985,
|
990 |
+
"쩍": 986,
|
991 |
+
"쩐": 987,
|
992 |
+
"쩔": 988,
|
993 |
+
"쩝": 989,
|
994 |
+
"쩠": 990,
|
995 |
+
"쪘": 991,
|
996 |
+
"쪼": 992,
|
997 |
+
"쪽": 993,
|
998 |
+
"쫀": 994,
|
999 |
+
"쫄": 995,
|
1000 |
+
"쫌": 996,
|
1001 |
+
"쫓": 997,
|
1002 |
+
"쫙": 998,
|
1003 |
+
"쭈": 999,
|
1004 |
+
"쭉": 1000,
|
1005 |
+
"쭤": 1001,
|
1006 |
+
"쮸": 1002,
|
1007 |
+
"쯤": 1003,
|
1008 |
+
"찌": 1004,
|
1009 |
+
"찍": 1005,
|
1010 |
+
"찐": 1006,
|
1011 |
+
"찔": 1007,
|
1012 |
+
"찜": 1008,
|
1013 |
+
"찝": 1009,
|
1014 |
+
"찡": 1010,
|
1015 |
+
"찢": 1011,
|
1016 |
+
"차": 1012,
|
1017 |
+
"착": 1013,
|
1018 |
+
"찬": 1014,
|
1019 |
+
"찮": 1015,
|
1020 |
+
"찰": 1016,
|
1021 |
+
"참": 1017,
|
1022 |
+
"찼": 1018,
|
1023 |
+
"창": 1019,
|
1024 |
+
"찾": 1020,
|
1025 |
+
"채": 1021,
|
1026 |
+
"책": 1022,
|
1027 |
+
"챌": 1023,
|
1028 |
+
"챕": 1024,
|
1029 |
+
"챙": 1025,
|
1030 |
+
"처": 1026,
|
1031 |
+
"척": 1027,
|
1032 |
+
"천": 1028,
|
1033 |
+
"철": 1029,
|
1034 |
+
"첨": 1030,
|
1035 |
+
"첩": 1031,
|
1036 |
+
"첫": 1032,
|
1037 |
+
"청": 1033,
|
1038 |
+
"체": 1034,
|
1039 |
+
"첼": 1035,
|
1040 |
+
"쳅": 1036,
|
1041 |
+
"쳐": 1037,
|
1042 |
+
"쳤": 1038,
|
1043 |
+
"초": 1039,
|
1044 |
+
"촉": 1040,
|
1045 |
+
"촌": 1041,
|
1046 |
+
"촘": 1042,
|
1047 |
+
"촛": 1043,
|
1048 |
+
"총": 1044,
|
1049 |
+
"촤": 1045,
|
1050 |
+
"촥": 1046,
|
1051 |
+
"촬": 1047,
|
1052 |
+
"최": 1048,
|
1053 |
+
"쵸": 1049,
|
1054 |
+
"추": 1050,
|
1055 |
+
"축": 1051,
|
1056 |
+
"춘": 1052,
|
1057 |
+
"출": 1053,
|
1058 |
+
"춤": 1054,
|
1059 |
+
"춥": 1055,
|
1060 |
+
"충": 1056,
|
1061 |
+
"춰": 1057,
|
1062 |
+
"췄": 1058,
|
1063 |
+
"췌": 1059,
|
1064 |
+
"취": 1060,
|
1065 |
+
"츠": 1061,
|
1066 |
+
"측": 1062,
|
1067 |
+
"층": 1063,
|
1068 |
+
"치": 1064,
|
1069 |
+
"칙": 1065,
|
1070 |
+
"친": 1066,
|
1071 |
+
"칠": 1067,
|
1072 |
+
"침": 1068,
|
1073 |
+
"칩": 1069,
|
1074 |
+
"칫": 1070,
|
1075 |
+
"칭": 1071,
|
1076 |
+
"카": 1072,
|
1077 |
+
"칵": 1073,
|
1078 |
+
"칸": 1074,
|
1079 |
+
"칼": 1075,
|
1080 |
+
"캉": 1076,
|
1081 |
+
"캐": 1077,
|
1082 |
+
"캔": 1078,
|
1083 |
+
"캘": 1079,
|
1084 |
+
"캠": 1080,
|
1085 |
+
"캣": 1081,
|
1086 |
+
"커": 1082,
|
1087 |
+
"컥": 1083,
|
1088 |
+
"컨": 1084,
|
1089 |
+
"컬": 1085,
|
1090 |
+
"컴": 1086,
|
1091 |
+
"컵": 1087,
|
1092 |
+
"컷": 1088,
|
1093 |
+
"컸": 1089,
|
1094 |
+
"케": 1090,
|
1095 |
+
"켓": 1091,
|
1096 |
+
"켜": 1092,
|
1097 |
+
"켰": 1093,
|
1098 |
+
"코": 1094,
|
1099 |
+
"콕": 1095,
|
1100 |
+
"콘": 1096,
|
1101 |
+
"콜": 1097,
|
1102 |
+
"콤": 1098,
|
1103 |
+
"콥": 1099,
|
1104 |
+
"콧": 1100,
|
1105 |
+
"콩": 1101,
|
1106 |
+
"콸": 1102,
|
1107 |
+
"쾌": 1103,
|
1108 |
+
"쿠": 1104,
|
1109 |
+
"쿤": 1105,
|
1110 |
+
"쿨": 1106,
|
1111 |
+
"퀄": 1107,
|
1112 |
+
"퀴": 1108,
|
1113 |
+
"큐": 1109,
|
1114 |
+
"큘": 1110,
|
1115 |
+
"크": 1111,
|
1116 |
+
"큰": 1112,
|
1117 |
+
"클": 1113,
|
1118 |
+
"큼": 1114,
|
1119 |
+
"큽": 1115,
|
1120 |
+
"키": 1116,
|
1121 |
+
"킨": 1117,
|
1122 |
+
"킬": 1118,
|
1123 |
+
"킴": 1119,
|
1124 |
+
"킵": 1120,
|
1125 |
+
"타": 1121,
|
1126 |
+
"탁": 1122,
|
1127 |
+
"탄": 1123,
|
1128 |
+
"탈": 1124,
|
1129 |
+
"탐": 1125,
|
1130 |
+
"탑": 1126,
|
1131 |
+
"탓": 1127,
|
1132 |
+
"탔": 1128,
|
1133 |
+
"탕": 1129,
|
1134 |
+
"태": 1130,
|
1135 |
+
"택": 1131,
|
1136 |
+
"탠": 1132,
|
1137 |
+
"탱": 1133,
|
1138 |
+
"터": 1134,
|
1139 |
+
"턱": 1135,
|
1140 |
+
"턴": 1136,
|
1141 |
+
"털": 1137,
|
1142 |
+
"텅": 1138,
|
1143 |
+
"테": 1139,
|
1144 |
+
"텍": 1140,
|
1145 |
+
"텐": 1141,
|
1146 |
+
"텔": 1142,
|
1147 |
+
"템": 1143,
|
1148 |
+
"텝": 1144,
|
1149 |
+
"토": 1145,
|
1150 |
+
"톡": 1146,
|
1151 |
+
"톤": 1147,
|
1152 |
+
"톨": 1148,
|
1153 |
+
"톱": 1149,
|
1154 |
+
"통": 1150,
|
1155 |
+
"퇴": 1151,
|
1156 |
+
"투": 1152,
|
1157 |
+
"툭": 1153,
|
1158 |
+
"툴": 1154,
|
1159 |
+
"툼": 1155,
|
1160 |
+
"튀": 1156,
|
1161 |
+
"튜": 1157,
|
1162 |
+
"트": 1158,
|
1163 |
+
"특": 1159,
|
1164 |
+
"튼": 1160,
|
1165 |
+
"틀": 1161,
|
1166 |
+
"틈": 1162,
|
1167 |
+
"틍": 1163,
|
1168 |
+
"티": 1164,
|
1169 |
+
"틱": 1165,
|
1170 |
+
"틴": 1166,
|
1171 |
+
"틸": 1167,
|
1172 |
+
"팀": 1168,
|
1173 |
+
"팁": 1169,
|
1174 |
+
"팅": 1170,
|
1175 |
+
"파": 1171,
|
1176 |
+
"팍": 1172,
|
1177 |
+
"팎": 1173,
|
1178 |
+
"판": 1174,
|
1179 |
+
"팔": 1175,
|
1180 |
+
"팜": 1176,
|
1181 |
+
"팠": 1177,
|
1182 |
+
"팥": 1178,
|
1183 |
+
"패": 1179,
|
1184 |
+
"팩": 1180,
|
1185 |
+
"팬": 1181,
|
1186 |
+
"팽": 1182,
|
1187 |
+
"퍼": 1183,
|
1188 |
+
"퍽": 1184,
|
1189 |
+
"펀": 1185,
|
1190 |
+
"펌": 1186,
|
1191 |
+
"페": 1187,
|
1192 |
+
"펙": 1188,
|
1193 |
+
"펜": 1189,
|
1194 |
+
"펠": 1190,
|
1195 |
+
"펩": 1191,
|
1196 |
+
"펴": 1192,
|
1197 |
+
"편": 1193,
|
1198 |
+
"펼": 1194,
|
1199 |
+
"폈": 1195,
|
1200 |
+
"평": 1196,
|
1201 |
+
"폐": 1197,
|
1202 |
+
"포": 1198,
|
1203 |
+
"폭": 1199,
|
1204 |
+
"폰": 1200,
|
1205 |
+
"폴": 1201,
|
1206 |
+
"폼": 1202,
|
1207 |
+
"표": 1203,
|
1208 |
+
"푸": 1204,
|
1209 |
+
"푹": 1205,
|
1210 |
+
"푼": 1206,
|
1211 |
+
"풀": 1207,
|
1212 |
+
"품": 1208,
|
1213 |
+
"풋": 1209,
|
1214 |
+
"풍": 1210,
|
1215 |
+
"퓨": 1211,
|
1216 |
+
"프": 1212,
|
1217 |
+
"픈": 1213,
|
1218 |
+
"플": 1214,
|
1219 |
+
"픔": 1215,
|
1220 |
+
"피": 1216,
|
1221 |
+
"핀": 1217,
|
1222 |
+
"필": 1218,
|
1223 |
+
"핌": 1219,
|
1224 |
+
"핍": 1220,
|
1225 |
+
"핑": 1221,
|
1226 |
+
"하": 1222,
|
1227 |
+
"학": 1223,
|
1228 |
+
"한": 1224,
|
1229 |
+
"할": 1225,
|
1230 |
+
"함": 1226,
|
1231 |
+
"합": 1227,
|
1232 |
+
"핫": 1228,
|
1233 |
+
"항": 1229,
|
1234 |
+
"해": 1230,
|
1235 |
+
"핵": 1231,
|
1236 |
+
"핸": 1232,
|
1237 |
+
"햅": 1233,
|
1238 |
+
"햇": 1234,
|
1239 |
+
"했": 1235,
|
1240 |
+
"행": 1236,
|
1241 |
+
"햍": 1237,
|
1242 |
+
"향": 1238,
|
1243 |
+
"헀": 1239,
|
1244 |
+
"허": 1240,
|
1245 |
+
"헉": 1241,
|
1246 |
+
"헌": 1242,
|
1247 |
+
"헐": 1243,
|
1248 |
+
"험": 1244,
|
1249 |
+
"헛": 1245,
|
1250 |
+
"헝": 1246,
|
1251 |
+
"헤": 1247,
|
1252 |
+
"헨": 1248,
|
1253 |
+
"헷": 1249,
|
1254 |
+
"헹": 1250,
|
1255 |
+
"혀": 1251,
|
1256 |
+
"혁": 1252,
|
1257 |
+
"현": 1253,
|
1258 |
+
"혈": 1254,
|
1259 |
+
"혐": 1255,
|
1260 |
+
"협": 1256,
|
1261 |
+
"혔": 1257,
|
1262 |
+
"형": 1258,
|
1263 |
+
"혜": 1259,
|
1264 |
+
"호": 1260,
|
1265 |
+
"혹": 1261,
|
1266 |
+
"혼": 1262,
|
1267 |
+
"홀": 1263,
|
1268 |
+
"홈": 1264,
|
1269 |
+
"홉": 1265,
|
1270 |
+
"홍": 1266,
|
1271 |
+
"화": 1267,
|
1272 |
+
"확": 1268,
|
1273 |
+
"환": 1269,
|
1274 |
+
"활": 1270,
|
1275 |
+
"황": 1271,
|
1276 |
+
"회": 1272,
|
1277 |
+
"획": 1273,
|
1278 |
+
"횟": 1274,
|
1279 |
+
"횡": 1275,
|
1280 |
+
"효": 1276,
|
1281 |
+
"후": 1277,
|
1282 |
+
"훈": 1278,
|
1283 |
+
"훌": 1279,
|
1284 |
+
"훑": 1280,
|
1285 |
+
"훨": 1281,
|
1286 |
+
"훼": 1282,
|
1287 |
+
"휘": 1283,
|
1288 |
+
"휙": 1284,
|
1289 |
+
"휩": 1285,
|
1290 |
+
"휴": 1286,
|
1291 |
+
"흉": 1287,
|
1292 |
+
"흐": 1288,
|
1293 |
+
"흑": 1289,
|
1294 |
+
"흔": 1290,
|
1295 |
+
"흘": 1291,
|
1296 |
+
"흙": 1292,
|
1297 |
+
"흠": 1293,
|
1298 |
+
"흡": 1294,
|
1299 |
+
"흥": 1295,
|
1300 |
+
"흩": 1296,
|
1301 |
+
"희": 1297,
|
1302 |
+
"흰": 1298,
|
1303 |
+
"히": 1299,
|
1304 |
+
"힌": 1300,
|
1305 |
+
"힐": 1301,
|
1306 |
+
"힘": 1302
|
1307 |
+
}
|