Upload folder using huggingface_hub
Browse files- README.md +77 -0
- added_tokens.json +4 -0
- all_results.json +14 -0
- checkpoint-12000/added_tokens.json +4 -0
- checkpoint-12000/config.json +117 -0
- checkpoint-12000/optimizer.pt +3 -0
- checkpoint-12000/preprocessor_config.json +10 -0
- checkpoint-12000/pytorch_model.bin +3 -0
- checkpoint-12000/rng_state_0.pth +3 -0
- checkpoint-12000/rng_state_1.pth +3 -0
- checkpoint-12000/rng_state_2.pth +3 -0
- checkpoint-12000/rng_state_3.pth +3 -0
- checkpoint-12000/scheduler.pt +3 -0
- checkpoint-12000/special_tokens_map.json +36 -0
- checkpoint-12000/tokenizer_config.json +17 -0
- checkpoint-12000/trainer_state.json +847 -0
- checkpoint-12000/training_args.bin +3 -0
- checkpoint-12000/vocab.json +1432 -0
- config.json +117 -0
- eval_results.json +9 -0
- preprocessor_config.json +10 -0
- pytorch_model.bin +3 -0
- special_tokens_map.json +36 -0
- tokenizer_config.json +17 -0
- train_results.json +8 -0
- trainer_state.json +856 -0
- training_args.bin +3 -0
- vocab.json +1432 -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: 0.5156
|
| 21 |
+
- Cer: 0.1228
|
| 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: 4
|
| 42 |
+
- eval_batch_size: 4
|
| 43 |
+
- seed: 42
|
| 44 |
+
- distributed_type: multi-GPU
|
| 45 |
+
- num_devices: 4
|
| 46 |
+
- gradient_accumulation_steps: 8
|
| 47 |
+
- total_train_batch_size: 128
|
| 48 |
+
- total_eval_batch_size: 16
|
| 49 |
+
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
|
| 50 |
+
- lr_scheduler_type: linear
|
| 51 |
+
- lr_scheduler_warmup_steps: 500
|
| 52 |
+
- num_epochs: 40
|
| 53 |
+
|
| 54 |
+
### Training results
|
| 55 |
+
|
| 56 |
+
| Training Loss | Epoch | Step | Validation Loss | Cer |
|
| 57 |
+
|:-------------:|:-----:|:-----:|:---------------:|:------:|
|
| 58 |
+
| 1.778 | 3.31 | 1000 | 1.2773 | 0.3050 |
|
| 59 |
+
| 1.1037 | 6.63 | 2000 | 0.7716 | 0.1888 |
|
| 60 |
+
| 0.9529 | 9.94 | 3000 | 0.6726 | 0.1659 |
|
| 61 |
+
| 0.8424 | 13.26 | 4000 | 0.6138 | 0.1512 |
|
| 62 |
+
| 0.767 | 16.57 | 5000 | 0.5885 | 0.1433 |
|
| 63 |
+
| 0.7201 | 19.88 | 6000 | 0.5682 | 0.1378 |
|
| 64 |
+
| 0.664 | 23.2 | 7000 | 0.5583 | 0.1333 |
|
| 65 |
+
| 0.6296 | 26.51 | 8000 | 0.5416 | 0.1298 |
|
| 66 |
+
| 0.6021 | 29.83 | 9000 | 0.5377 | 0.1272 |
|
| 67 |
+
| 0.568 | 33.14 | 10000 | 0.5241 | 0.1246 |
|
| 68 |
+
| 0.5519 | 36.45 | 11000 | 0.5184 | 0.1228 |
|
| 69 |
+
| 0.5395 | 39.77 | 12000 | 0.5156 | 0.1227 |
|
| 70 |
+
|
| 71 |
+
|
| 72 |
+
### Framework versions
|
| 73 |
+
|
| 74 |
+
- Transformers 4.33.0
|
| 75 |
+
- Pytorch 2.0.1+cu117
|
| 76 |
+
- Datasets 2.14.4
|
| 77 |
+
- Tokenizers 0.13.3
|
added_tokens.json
ADDED
|
@@ -0,0 +1,4 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"</s>": 1431,
|
| 3 |
+
"<s>": 1430
|
| 4 |
+
}
|
all_results.json
ADDED
|
@@ -0,0 +1,14 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"epoch": 39.9,
|
| 3 |
+
"eval_cer": 0.12280162938057675,
|
| 4 |
+
"eval_loss": 0.51564621925354,
|
| 5 |
+
"eval_runtime": 141.8188,
|
| 6 |
+
"eval_samples": 4839,
|
| 7 |
+
"eval_samples_per_second": 34.121,
|
| 8 |
+
"eval_steps_per_second": 2.137,
|
| 9 |
+
"train_loss": 1.365207207163307,
|
| 10 |
+
"train_runtime": 27512.8703,
|
| 11 |
+
"train_samples": 38612,
|
| 12 |
+
"train_samples_per_second": 56.137,
|
| 13 |
+
"train_steps_per_second": 0.438
|
| 14 |
+
}
|
checkpoint-12000/added_tokens.json
ADDED
|
@@ -0,0 +1,4 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"</s>": 1431,
|
| 3 |
+
"<s>": 1430
|
| 4 |
+
}
|
checkpoint-12000/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": 0.1,
|
| 54 |
+
"feat_quantizer_dropout": 0.0,
|
| 55 |
+
"final_dropout": 0.0,
|
| 56 |
+
"gradient_checkpointing": false,
|
| 57 |
+
"hidden_act": "gelu",
|
| 58 |
+
"hidden_dropout": 0.1,
|
| 59 |
+
"hidden_size": 1024,
|
| 60 |
+
"initializer_range": 0.02,
|
| 61 |
+
"intermediate_size": 4096,
|
| 62 |
+
"layer_norm_eps": 1e-05,
|
| 63 |
+
"layerdrop": 0.1,
|
| 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": 64,
|
| 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": 0.3,
|
| 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": 1429,
|
| 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": "4.33.0",
|
| 114 |
+
"use_weighted_layer_sum": false,
|
| 115 |
+
"vocab_size": 1432,
|
| 116 |
+
"xvector_output_dim": 512
|
| 117 |
+
}
|
checkpoint-12000/optimizer.pt
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:0c87fd25c8943ab89a434e0fb03144d7bd5891ad194a363dde2d0fc47d9b9f37
|
| 3 |
+
size 2501901697
|
checkpoint-12000/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-12000/pytorch_model.bin
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:7a39f413b63d4c11c976546d13301948eea94e33f6af0550035981aac625a602
|
| 3 |
+
size 1267773037
|
checkpoint-12000/rng_state_0.pth
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:ad981acca3d2fda15529e54de3b68cbb0acc4f83d3297151940d844ff4d65de5
|
| 3 |
+
size 17719
|
checkpoint-12000/rng_state_1.pth
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:a7d1348634df138e00b51720d802c8c59680dcc6c69aaac705679c9540204fa1
|
| 3 |
+
size 17655
|
checkpoint-12000/rng_state_2.pth
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:8e5e504393cf0594ad6e2898f4508e96be88a4688a0f8a726f1ae36a538cb366
|
| 3 |
+
size 17655
|
checkpoint-12000/rng_state_3.pth
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:cf98284e3e77ff32a8afc8cc5972950a802df5a0dd4849a1a545dfe12115964b
|
| 3 |
+
size 17719
|
checkpoint-12000/scheduler.pt
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:c48e4d7456f8edb0a67340795bda06f87a28d576080a962121a5c7f1f5c76e45
|
| 3 |
+
size 627
|
checkpoint-12000/special_tokens_map.json
ADDED
|
@@ -0,0 +1,36 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"additional_special_tokens": [
|
| 3 |
+
{
|
| 4 |
+
"content": "<s>",
|
| 5 |
+
"lstrip": false,
|
| 6 |
+
"normalized": true,
|
| 7 |
+
"rstrip": false,
|
| 8 |
+
"single_word": false
|
| 9 |
+
},
|
| 10 |
+
{
|
| 11 |
+
"content": "</s>",
|
| 12 |
+
"lstrip": false,
|
| 13 |
+
"normalized": true,
|
| 14 |
+
"rstrip": false,
|
| 15 |
+
"single_word": false
|
| 16 |
+
},
|
| 17 |
+
{
|
| 18 |
+
"content": "<s>",
|
| 19 |
+
"lstrip": false,
|
| 20 |
+
"normalized": true,
|
| 21 |
+
"rstrip": false,
|
| 22 |
+
"single_word": false
|
| 23 |
+
},
|
| 24 |
+
{
|
| 25 |
+
"content": "</s>",
|
| 26 |
+
"lstrip": false,
|
| 27 |
+
"normalized": true,
|
| 28 |
+
"rstrip": false,
|
| 29 |
+
"single_word": false
|
| 30 |
+
}
|
| 31 |
+
],
|
| 32 |
+
"bos_token": "<s>",
|
| 33 |
+
"eos_token": "</s>",
|
| 34 |
+
"pad_token": "[PAD]",
|
| 35 |
+
"unk_token": "[UNK]"
|
| 36 |
+
}
|
checkpoint-12000/tokenizer_config.json
ADDED
|
@@ -0,0 +1,17 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"bos_token": "<s>",
|
| 3 |
+
"clean_up_tokenization_spaces": true,
|
| 4 |
+
"config": null,
|
| 5 |
+
"do_lower_case": false,
|
| 6 |
+
"eos_token": "</s>",
|
| 7 |
+
"model_max_length": 1000000000000000019884624838656,
|
| 8 |
+
"pad_token": "[PAD]",
|
| 9 |
+
"processor_class": "Wav2Vec2Processor",
|
| 10 |
+
"replace_word_delimiter_char": " ",
|
| 11 |
+
"target_lang": null,
|
| 12 |
+
"tokenizer_class": "Wav2Vec2CTCTokenizer",
|
| 13 |
+
"tokenizer_type": "wav2vec2",
|
| 14 |
+
"trust_remote_code": false,
|
| 15 |
+
"unk_token": "[UNK]",
|
| 16 |
+
"word_delimiter_token": "|"
|
| 17 |
+
}
|
checkpoint-12000/trainer_state.json
ADDED
|
@@ -0,0 +1,847 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"best_metric": null,
|
| 3 |
+
"best_model_checkpoint": null,
|
| 4 |
+
"epoch": 39.768019884009945,
|
| 5 |
+
"eval_steps": 1000,
|
| 6 |
+
"global_step": 12000,
|
| 7 |
+
"is_hyper_param_search": false,
|
| 8 |
+
"is_local_process_zero": true,
|
| 9 |
+
"is_world_process_zero": true,
|
| 10 |
+
"log_history": [
|
| 11 |
+
{
|
| 12 |
+
"epoch": 0.33,
|
| 13 |
+
"learning_rate": 5.6399999999999995e-05,
|
| 14 |
+
"loss": 37.3417,
|
| 15 |
+
"step": 100
|
| 16 |
+
},
|
| 17 |
+
{
|
| 18 |
+
"epoch": 0.66,
|
| 19 |
+
"learning_rate": 0.0001164,
|
| 20 |
+
"loss": 12.5064,
|
| 21 |
+
"step": 200
|
| 22 |
+
},
|
| 23 |
+
{
|
| 24 |
+
"epoch": 0.99,
|
| 25 |
+
"learning_rate": 0.00017639999999999998,
|
| 26 |
+
"loss": 4.823,
|
| 27 |
+
"step": 300
|
| 28 |
+
},
|
| 29 |
+
{
|
| 30 |
+
"epoch": 1.33,
|
| 31 |
+
"learning_rate": 0.0002364,
|
| 32 |
+
"loss": 4.7159,
|
| 33 |
+
"step": 400
|
| 34 |
+
},
|
| 35 |
+
{
|
| 36 |
+
"epoch": 1.66,
|
| 37 |
+
"learning_rate": 0.0002964,
|
| 38 |
+
"loss": 4.6828,
|
| 39 |
+
"step": 500
|
| 40 |
+
},
|
| 41 |
+
{
|
| 42 |
+
"epoch": 1.99,
|
| 43 |
+
"learning_rate": 0.0002975563258232235,
|
| 44 |
+
"loss": 4.5391,
|
| 45 |
+
"step": 600
|
| 46 |
+
},
|
| 47 |
+
{
|
| 48 |
+
"epoch": 2.32,
|
| 49 |
+
"learning_rate": 0.0002949566724436741,
|
| 50 |
+
"loss": 4.3365,
|
| 51 |
+
"step": 700
|
| 52 |
+
},
|
| 53 |
+
{
|
| 54 |
+
"epoch": 2.65,
|
| 55 |
+
"learning_rate": 0.0002923570190641247,
|
| 56 |
+
"loss": 3.2316,
|
| 57 |
+
"step": 800
|
| 58 |
+
},
|
| 59 |
+
{
|
| 60 |
+
"epoch": 2.98,
|
| 61 |
+
"learning_rate": 0.00028975736568457536,
|
| 62 |
+
"loss": 2.1607,
|
| 63 |
+
"step": 900
|
| 64 |
+
},
|
| 65 |
+
{
|
| 66 |
+
"epoch": 3.31,
|
| 67 |
+
"learning_rate": 0.00028715771230502596,
|
| 68 |
+
"loss": 1.778,
|
| 69 |
+
"step": 1000
|
| 70 |
+
},
|
| 71 |
+
{
|
| 72 |
+
"epoch": 3.31,
|
| 73 |
+
"eval_cer": 0.3050481701797491,
|
| 74 |
+
"eval_loss": 1.2772819995880127,
|
| 75 |
+
"eval_runtime": 143.2917,
|
| 76 |
+
"eval_samples_per_second": 33.77,
|
| 77 |
+
"eval_steps_per_second": 2.115,
|
| 78 |
+
"step": 1000
|
| 79 |
+
},
|
| 80 |
+
{
|
| 81 |
+
"epoch": 3.65,
|
| 82 |
+
"learning_rate": 0.00028455805892547655,
|
| 83 |
+
"loss": 1.6287,
|
| 84 |
+
"step": 1100
|
| 85 |
+
},
|
| 86 |
+
{
|
| 87 |
+
"epoch": 3.98,
|
| 88 |
+
"learning_rate": 0.0002819584055459272,
|
| 89 |
+
"loss": 1.5046,
|
| 90 |
+
"step": 1200
|
| 91 |
+
},
|
| 92 |
+
{
|
| 93 |
+
"epoch": 4.31,
|
| 94 |
+
"learning_rate": 0.0002793587521663778,
|
| 95 |
+
"loss": 1.4046,
|
| 96 |
+
"step": 1300
|
| 97 |
+
},
|
| 98 |
+
{
|
| 99 |
+
"epoch": 4.64,
|
| 100 |
+
"learning_rate": 0.0002767590987868284,
|
| 101 |
+
"loss": 1.3378,
|
| 102 |
+
"step": 1400
|
| 103 |
+
},
|
| 104 |
+
{
|
| 105 |
+
"epoch": 4.97,
|
| 106 |
+
"learning_rate": 0.000274159445407279,
|
| 107 |
+
"loss": 1.2868,
|
| 108 |
+
"step": 1500
|
| 109 |
+
},
|
| 110 |
+
{
|
| 111 |
+
"epoch": 5.3,
|
| 112 |
+
"learning_rate": 0.0002715597920277296,
|
| 113 |
+
"loss": 1.2376,
|
| 114 |
+
"step": 1600
|
| 115 |
+
},
|
| 116 |
+
{
|
| 117 |
+
"epoch": 5.63,
|
| 118 |
+
"learning_rate": 0.00026896013864818023,
|
| 119 |
+
"loss": 1.2126,
|
| 120 |
+
"step": 1700
|
| 121 |
+
},
|
| 122 |
+
{
|
| 123 |
+
"epoch": 5.97,
|
| 124 |
+
"learning_rate": 0.0002663604852686308,
|
| 125 |
+
"loss": 1.1781,
|
| 126 |
+
"step": 1800
|
| 127 |
+
},
|
| 128 |
+
{
|
| 129 |
+
"epoch": 6.3,
|
| 130 |
+
"learning_rate": 0.0002637608318890814,
|
| 131 |
+
"loss": 1.1426,
|
| 132 |
+
"step": 1900
|
| 133 |
+
},
|
| 134 |
+
{
|
| 135 |
+
"epoch": 6.63,
|
| 136 |
+
"learning_rate": 0.00026116117850953207,
|
| 137 |
+
"loss": 1.1037,
|
| 138 |
+
"step": 2000
|
| 139 |
+
},
|
| 140 |
+
{
|
| 141 |
+
"epoch": 6.63,
|
| 142 |
+
"eval_cer": 0.18878507694297167,
|
| 143 |
+
"eval_loss": 0.7715919017791748,
|
| 144 |
+
"eval_runtime": 143.3347,
|
| 145 |
+
"eval_samples_per_second": 33.76,
|
| 146 |
+
"eval_steps_per_second": 2.114,
|
| 147 |
+
"step": 2000
|
| 148 |
+
},
|
| 149 |
+
{
|
| 150 |
+
"epoch": 6.96,
|
| 151 |
+
"learning_rate": 0.00025856152512998266,
|
| 152 |
+
"loss": 1.0971,
|
| 153 |
+
"step": 2100
|
| 154 |
+
},
|
| 155 |
+
{
|
| 156 |
+
"epoch": 7.29,
|
| 157 |
+
"learning_rate": 0.00025596187175043326,
|
| 158 |
+
"loss": 1.0693,
|
| 159 |
+
"step": 2200
|
| 160 |
+
},
|
| 161 |
+
{
|
| 162 |
+
"epoch": 7.62,
|
| 163 |
+
"learning_rate": 0.00025336221837088385,
|
| 164 |
+
"loss": 1.0398,
|
| 165 |
+
"step": 2300
|
| 166 |
+
},
|
| 167 |
+
{
|
| 168 |
+
"epoch": 7.95,
|
| 169 |
+
"learning_rate": 0.00025076256499133445,
|
| 170 |
+
"loss": 1.0282,
|
| 171 |
+
"step": 2400
|
| 172 |
+
},
|
| 173 |
+
{
|
| 174 |
+
"epoch": 8.29,
|
| 175 |
+
"learning_rate": 0.00024816291161178504,
|
| 176 |
+
"loss": 0.9997,
|
| 177 |
+
"step": 2500
|
| 178 |
+
},
|
| 179 |
+
{
|
| 180 |
+
"epoch": 8.62,
|
| 181 |
+
"learning_rate": 0.0002455632582322357,
|
| 182 |
+
"loss": 0.995,
|
| 183 |
+
"step": 2600
|
| 184 |
+
},
|
| 185 |
+
{
|
| 186 |
+
"epoch": 8.95,
|
| 187 |
+
"learning_rate": 0.00024296360485268629,
|
| 188 |
+
"loss": 0.9721,
|
| 189 |
+
"step": 2700
|
| 190 |
+
},
|
| 191 |
+
{
|
| 192 |
+
"epoch": 9.28,
|
| 193 |
+
"learning_rate": 0.00024036395147313688,
|
| 194 |
+
"loss": 0.9639,
|
| 195 |
+
"step": 2800
|
| 196 |
+
},
|
| 197 |
+
{
|
| 198 |
+
"epoch": 9.61,
|
| 199 |
+
"learning_rate": 0.0002377642980935875,
|
| 200 |
+
"loss": 0.9543,
|
| 201 |
+
"step": 2900
|
| 202 |
+
},
|
| 203 |
+
{
|
| 204 |
+
"epoch": 9.94,
|
| 205 |
+
"learning_rate": 0.0002351646447140381,
|
| 206 |
+
"loss": 0.9529,
|
| 207 |
+
"step": 3000
|
| 208 |
+
},
|
| 209 |
+
{
|
| 210 |
+
"epoch": 9.94,
|
| 211 |
+
"eval_cer": 0.16591232380706064,
|
| 212 |
+
"eval_loss": 0.6726131439208984,
|
| 213 |
+
"eval_runtime": 144.4701,
|
| 214 |
+
"eval_samples_per_second": 33.495,
|
| 215 |
+
"eval_steps_per_second": 2.097,
|
| 216 |
+
"step": 3000
|
| 217 |
+
},
|
| 218 |
+
{
|
| 219 |
+
"epoch": 10.27,
|
| 220 |
+
"learning_rate": 0.0002325649913344887,
|
| 221 |
+
"loss": 0.9281,
|
| 222 |
+
"step": 3100
|
| 223 |
+
},
|
| 224 |
+
{
|
| 225 |
+
"epoch": 10.6,
|
| 226 |
+
"learning_rate": 0.00022996533795493934,
|
| 227 |
+
"loss": 0.9274,
|
| 228 |
+
"step": 3200
|
| 229 |
+
},
|
| 230 |
+
{
|
| 231 |
+
"epoch": 10.94,
|
| 232 |
+
"learning_rate": 0.00022736568457538994,
|
| 233 |
+
"loss": 0.9149,
|
| 234 |
+
"step": 3300
|
| 235 |
+
},
|
| 236 |
+
{
|
| 237 |
+
"epoch": 11.27,
|
| 238 |
+
"learning_rate": 0.00022476603119584053,
|
| 239 |
+
"loss": 0.9036,
|
| 240 |
+
"step": 3400
|
| 241 |
+
},
|
| 242 |
+
{
|
| 243 |
+
"epoch": 11.6,
|
| 244 |
+
"learning_rate": 0.00022216637781629115,
|
| 245 |
+
"loss": 0.8838,
|
| 246 |
+
"step": 3500
|
| 247 |
+
},
|
| 248 |
+
{
|
| 249 |
+
"epoch": 11.93,
|
| 250 |
+
"learning_rate": 0.00021956672443674175,
|
| 251 |
+
"loss": 0.8872,
|
| 252 |
+
"step": 3600
|
| 253 |
+
},
|
| 254 |
+
{
|
| 255 |
+
"epoch": 12.26,
|
| 256 |
+
"learning_rate": 0.00021696707105719234,
|
| 257 |
+
"loss": 0.8661,
|
| 258 |
+
"step": 3700
|
| 259 |
+
},
|
| 260 |
+
{
|
| 261 |
+
"epoch": 12.59,
|
| 262 |
+
"learning_rate": 0.00021436741767764296,
|
| 263 |
+
"loss": 0.8529,
|
| 264 |
+
"step": 3800
|
| 265 |
+
},
|
| 266 |
+
{
|
| 267 |
+
"epoch": 12.92,
|
| 268 |
+
"learning_rate": 0.00021176776429809356,
|
| 269 |
+
"loss": 0.8566,
|
| 270 |
+
"step": 3900
|
| 271 |
+
},
|
| 272 |
+
{
|
| 273 |
+
"epoch": 13.26,
|
| 274 |
+
"learning_rate": 0.00020916811091854415,
|
| 275 |
+
"loss": 0.8424,
|
| 276 |
+
"step": 4000
|
| 277 |
+
},
|
| 278 |
+
{
|
| 279 |
+
"epoch": 13.26,
|
| 280 |
+
"eval_cer": 0.1511541445751972,
|
| 281 |
+
"eval_loss": 0.6138216257095337,
|
| 282 |
+
"eval_runtime": 143.2958,
|
| 283 |
+
"eval_samples_per_second": 33.769,
|
| 284 |
+
"eval_steps_per_second": 2.115,
|
| 285 |
+
"step": 4000
|
| 286 |
+
},
|
| 287 |
+
{
|
| 288 |
+
"epoch": 13.59,
|
| 289 |
+
"learning_rate": 0.0002065684575389948,
|
| 290 |
+
"loss": 0.8403,
|
| 291 |
+
"step": 4100
|
| 292 |
+
},
|
| 293 |
+
{
|
| 294 |
+
"epoch": 13.92,
|
| 295 |
+
"learning_rate": 0.0002039688041594454,
|
| 296 |
+
"loss": 0.836,
|
| 297 |
+
"step": 4200
|
| 298 |
+
},
|
| 299 |
+
{
|
| 300 |
+
"epoch": 14.25,
|
| 301 |
+
"learning_rate": 0.000201369150779896,
|
| 302 |
+
"loss": 0.8119,
|
| 303 |
+
"step": 4300
|
| 304 |
+
},
|
| 305 |
+
{
|
| 306 |
+
"epoch": 14.58,
|
| 307 |
+
"learning_rate": 0.0001987694974003466,
|
| 308 |
+
"loss": 0.8298,
|
| 309 |
+
"step": 4400
|
| 310 |
+
},
|
| 311 |
+
{
|
| 312 |
+
"epoch": 14.91,
|
| 313 |
+
"learning_rate": 0.0001961698440207972,
|
| 314 |
+
"loss": 0.8019,
|
| 315 |
+
"step": 4500
|
| 316 |
+
},
|
| 317 |
+
{
|
| 318 |
+
"epoch": 15.24,
|
| 319 |
+
"learning_rate": 0.0001935701906412478,
|
| 320 |
+
"loss": 0.8,
|
| 321 |
+
"step": 4600
|
| 322 |
+
},
|
| 323 |
+
{
|
| 324 |
+
"epoch": 15.58,
|
| 325 |
+
"learning_rate": 0.00019097053726169842,
|
| 326 |
+
"loss": 0.7909,
|
| 327 |
+
"step": 4700
|
| 328 |
+
},
|
| 329 |
+
{
|
| 330 |
+
"epoch": 15.91,
|
| 331 |
+
"learning_rate": 0.00018837088388214902,
|
| 332 |
+
"loss": 0.7941,
|
| 333 |
+
"step": 4800
|
| 334 |
+
},
|
| 335 |
+
{
|
| 336 |
+
"epoch": 16.24,
|
| 337 |
+
"learning_rate": 0.0001857712305025996,
|
| 338 |
+
"loss": 0.7888,
|
| 339 |
+
"step": 4900
|
| 340 |
+
},
|
| 341 |
+
{
|
| 342 |
+
"epoch": 16.57,
|
| 343 |
+
"learning_rate": 0.00018317157712305026,
|
| 344 |
+
"loss": 0.767,
|
| 345 |
+
"step": 5000
|
| 346 |
+
},
|
| 347 |
+
{
|
| 348 |
+
"epoch": 16.57,
|
| 349 |
+
"eval_cer": 0.14326587352903142,
|
| 350 |
+
"eval_loss": 0.5884789228439331,
|
| 351 |
+
"eval_runtime": 143.5148,
|
| 352 |
+
"eval_samples_per_second": 33.718,
|
| 353 |
+
"eval_steps_per_second": 2.111,
|
| 354 |
+
"step": 5000
|
| 355 |
+
},
|
| 356 |
+
{
|
| 357 |
+
"epoch": 16.9,
|
| 358 |
+
"learning_rate": 0.00018057192374350086,
|
| 359 |
+
"loss": 0.7655,
|
| 360 |
+
"step": 5100
|
| 361 |
+
},
|
| 362 |
+
{
|
| 363 |
+
"epoch": 17.23,
|
| 364 |
+
"learning_rate": 0.00017797227036395145,
|
| 365 |
+
"loss": 0.7571,
|
| 366 |
+
"step": 5200
|
| 367 |
+
},
|
| 368 |
+
{
|
| 369 |
+
"epoch": 17.56,
|
| 370 |
+
"learning_rate": 0.00017537261698440207,
|
| 371 |
+
"loss": 0.754,
|
| 372 |
+
"step": 5300
|
| 373 |
+
},
|
| 374 |
+
{
|
| 375 |
+
"epoch": 17.9,
|
| 376 |
+
"learning_rate": 0.00017277296360485267,
|
| 377 |
+
"loss": 0.764,
|
| 378 |
+
"step": 5400
|
| 379 |
+
},
|
| 380 |
+
{
|
| 381 |
+
"epoch": 18.23,
|
| 382 |
+
"learning_rate": 0.0001701733102253033,
|
| 383 |
+
"loss": 0.7461,
|
| 384 |
+
"step": 5500
|
| 385 |
+
},
|
| 386 |
+
{
|
| 387 |
+
"epoch": 18.56,
|
| 388 |
+
"learning_rate": 0.00016757365684575388,
|
| 389 |
+
"loss": 0.7363,
|
| 390 |
+
"step": 5600
|
| 391 |
+
},
|
| 392 |
+
{
|
| 393 |
+
"epoch": 18.89,
|
| 394 |
+
"learning_rate": 0.00016497400346620448,
|
| 395 |
+
"loss": 0.7315,
|
| 396 |
+
"step": 5700
|
| 397 |
+
},
|
| 398 |
+
{
|
| 399 |
+
"epoch": 19.22,
|
| 400 |
+
"learning_rate": 0.0001623743500866551,
|
| 401 |
+
"loss": 0.7193,
|
| 402 |
+
"step": 5800
|
| 403 |
+
},
|
| 404 |
+
{
|
| 405 |
+
"epoch": 19.55,
|
| 406 |
+
"learning_rate": 0.00015977469670710572,
|
| 407 |
+
"loss": 0.7253,
|
| 408 |
+
"step": 5900
|
| 409 |
+
},
|
| 410 |
+
{
|
| 411 |
+
"epoch": 19.88,
|
| 412 |
+
"learning_rate": 0.00015717504332755632,
|
| 413 |
+
"loss": 0.7201,
|
| 414 |
+
"step": 6000
|
| 415 |
+
},
|
| 416 |
+
{
|
| 417 |
+
"epoch": 19.88,
|
| 418 |
+
"eval_cer": 0.1377699469804733,
|
| 419 |
+
"eval_loss": 0.5682498812675476,
|
| 420 |
+
"eval_runtime": 145.5022,
|
| 421 |
+
"eval_samples_per_second": 33.257,
|
| 422 |
+
"eval_steps_per_second": 2.082,
|
| 423 |
+
"step": 6000
|
| 424 |
+
},
|
| 425 |
+
{
|
| 426 |
+
"epoch": 20.22,
|
| 427 |
+
"learning_rate": 0.00015457538994800694,
|
| 428 |
+
"loss": 0.7203,
|
| 429 |
+
"step": 6100
|
| 430 |
+
},
|
| 431 |
+
{
|
| 432 |
+
"epoch": 20.55,
|
| 433 |
+
"learning_rate": 0.00015197573656845753,
|
| 434 |
+
"loss": 0.7045,
|
| 435 |
+
"step": 6200
|
| 436 |
+
},
|
| 437 |
+
{
|
| 438 |
+
"epoch": 20.88,
|
| 439 |
+
"learning_rate": 0.00014937608318890813,
|
| 440 |
+
"loss": 0.7072,
|
| 441 |
+
"step": 6300
|
| 442 |
+
},
|
| 443 |
+
{
|
| 444 |
+
"epoch": 21.21,
|
| 445 |
+
"learning_rate": 0.00014677642980935872,
|
| 446 |
+
"loss": 0.6979,
|
| 447 |
+
"step": 6400
|
| 448 |
+
},
|
| 449 |
+
{
|
| 450 |
+
"epoch": 21.54,
|
| 451 |
+
"learning_rate": 0.00014417677642980934,
|
| 452 |
+
"loss": 0.6971,
|
| 453 |
+
"step": 6500
|
| 454 |
+
},
|
| 455 |
+
{
|
| 456 |
+
"epoch": 21.87,
|
| 457 |
+
"learning_rate": 0.00014157712305025997,
|
| 458 |
+
"loss": 0.702,
|
| 459 |
+
"step": 6600
|
| 460 |
+
},
|
| 461 |
+
{
|
| 462 |
+
"epoch": 22.2,
|
| 463 |
+
"learning_rate": 0.00013897746967071056,
|
| 464 |
+
"loss": 0.6767,
|
| 465 |
+
"step": 6700
|
| 466 |
+
},
|
| 467 |
+
{
|
| 468 |
+
"epoch": 22.54,
|
| 469 |
+
"learning_rate": 0.00013637781629116116,
|
| 470 |
+
"loss": 0.682,
|
| 471 |
+
"step": 6800
|
| 472 |
+
},
|
| 473 |
+
{
|
| 474 |
+
"epoch": 22.87,
|
| 475 |
+
"learning_rate": 0.00013377816291161178,
|
| 476 |
+
"loss": 0.6729,
|
| 477 |
+
"step": 6900
|
| 478 |
+
},
|
| 479 |
+
{
|
| 480 |
+
"epoch": 23.2,
|
| 481 |
+
"learning_rate": 0.00013120450606585787,
|
| 482 |
+
"loss": 0.664,
|
| 483 |
+
"step": 7000
|
| 484 |
+
},
|
| 485 |
+
{
|
| 486 |
+
"epoch": 23.2,
|
| 487 |
+
"eval_cer": 0.13325197206776154,
|
| 488 |
+
"eval_loss": 0.5583386421203613,
|
| 489 |
+
"eval_runtime": 143.6376,
|
| 490 |
+
"eval_samples_per_second": 33.689,
|
| 491 |
+
"eval_steps_per_second": 2.109,
|
| 492 |
+
"step": 7000
|
| 493 |
+
},
|
| 494 |
+
{
|
| 495 |
+
"epoch": 23.53,
|
| 496 |
+
"learning_rate": 0.0001286048526863085,
|
| 497 |
+
"loss": 0.668,
|
| 498 |
+
"step": 7100
|
| 499 |
+
},
|
| 500 |
+
{
|
| 501 |
+
"epoch": 23.86,
|
| 502 |
+
"learning_rate": 0.00012600519930675908,
|
| 503 |
+
"loss": 0.67,
|
| 504 |
+
"step": 7200
|
| 505 |
+
},
|
| 506 |
+
{
|
| 507 |
+
"epoch": 24.19,
|
| 508 |
+
"learning_rate": 0.0001234055459272097,
|
| 509 |
+
"loss": 0.6608,
|
| 510 |
+
"step": 7300
|
| 511 |
+
},
|
| 512 |
+
{
|
| 513 |
+
"epoch": 24.52,
|
| 514 |
+
"learning_rate": 0.0001208058925476603,
|
| 515 |
+
"loss": 0.6543,
|
| 516 |
+
"step": 7400
|
| 517 |
+
},
|
| 518 |
+
{
|
| 519 |
+
"epoch": 24.86,
|
| 520 |
+
"learning_rate": 0.0001182062391681109,
|
| 521 |
+
"loss": 0.6648,
|
| 522 |
+
"step": 7500
|
| 523 |
+
},
|
| 524 |
+
{
|
| 525 |
+
"epoch": 25.19,
|
| 526 |
+
"learning_rate": 0.00011560658578856152,
|
| 527 |
+
"loss": 0.6473,
|
| 528 |
+
"step": 7600
|
| 529 |
+
},
|
| 530 |
+
{
|
| 531 |
+
"epoch": 25.52,
|
| 532 |
+
"learning_rate": 0.00011300693240901212,
|
| 533 |
+
"loss": 0.6546,
|
| 534 |
+
"step": 7700
|
| 535 |
+
},
|
| 536 |
+
{
|
| 537 |
+
"epoch": 25.85,
|
| 538 |
+
"learning_rate": 0.00011040727902946273,
|
| 539 |
+
"loss": 0.6397,
|
| 540 |
+
"step": 7800
|
| 541 |
+
},
|
| 542 |
+
{
|
| 543 |
+
"epoch": 26.18,
|
| 544 |
+
"learning_rate": 0.00010780762564991333,
|
| 545 |
+
"loss": 0.6395,
|
| 546 |
+
"step": 7900
|
| 547 |
+
},
|
| 548 |
+
{
|
| 549 |
+
"epoch": 26.51,
|
| 550 |
+
"learning_rate": 0.00010520797227036395,
|
| 551 |
+
"loss": 0.6296,
|
| 552 |
+
"step": 8000
|
| 553 |
+
},
|
| 554 |
+
{
|
| 555 |
+
"epoch": 26.51,
|
| 556 |
+
"eval_cer": 0.1298170179749127,
|
| 557 |
+
"eval_loss": 0.5415648818016052,
|
| 558 |
+
"eval_runtime": 142.9992,
|
| 559 |
+
"eval_samples_per_second": 33.839,
|
| 560 |
+
"eval_steps_per_second": 2.119,
|
| 561 |
+
"step": 8000
|
| 562 |
+
},
|
| 563 |
+
{
|
| 564 |
+
"epoch": 26.84,
|
| 565 |
+
"learning_rate": 0.00010260831889081456,
|
| 566 |
+
"loss": 0.6284,
|
| 567 |
+
"step": 8100
|
| 568 |
+
},
|
| 569 |
+
{
|
| 570 |
+
"epoch": 27.17,
|
| 571 |
+
"learning_rate": 0.00010000866551126515,
|
| 572 |
+
"loss": 0.6328,
|
| 573 |
+
"step": 8200
|
| 574 |
+
},
|
| 575 |
+
{
|
| 576 |
+
"epoch": 27.51,
|
| 577 |
+
"learning_rate": 9.740901213171576e-05,
|
| 578 |
+
"loss": 0.6233,
|
| 579 |
+
"step": 8300
|
| 580 |
+
},
|
| 581 |
+
{
|
| 582 |
+
"epoch": 27.84,
|
| 583 |
+
"learning_rate": 9.480935875216638e-05,
|
| 584 |
+
"loss": 0.6226,
|
| 585 |
+
"step": 8400
|
| 586 |
+
},
|
| 587 |
+
{
|
| 588 |
+
"epoch": 28.17,
|
| 589 |
+
"learning_rate": 9.220970537261698e-05,
|
| 590 |
+
"loss": 0.6214,
|
| 591 |
+
"step": 8500
|
| 592 |
+
},
|
| 593 |
+
{
|
| 594 |
+
"epoch": 28.5,
|
| 595 |
+
"learning_rate": 8.961005199306758e-05,
|
| 596 |
+
"loss": 0.6195,
|
| 597 |
+
"step": 8600
|
| 598 |
+
},
|
| 599 |
+
{
|
| 600 |
+
"epoch": 28.83,
|
| 601 |
+
"learning_rate": 8.701039861351819e-05,
|
| 602 |
+
"loss": 0.6138,
|
| 603 |
+
"step": 8700
|
| 604 |
+
},
|
| 605 |
+
{
|
| 606 |
+
"epoch": 29.16,
|
| 607 |
+
"learning_rate": 8.441074523396879e-05,
|
| 608 |
+
"loss": 0.6067,
|
| 609 |
+
"step": 8800
|
| 610 |
+
},
|
| 611 |
+
{
|
| 612 |
+
"epoch": 29.49,
|
| 613 |
+
"learning_rate": 8.181109185441941e-05,
|
| 614 |
+
"loss": 0.6076,
|
| 615 |
+
"step": 8900
|
| 616 |
+
},
|
| 617 |
+
{
|
| 618 |
+
"epoch": 29.83,
|
| 619 |
+
"learning_rate": 7.921143847487002e-05,
|
| 620 |
+
"loss": 0.6021,
|
| 621 |
+
"step": 9000
|
| 622 |
+
},
|
| 623 |
+
{
|
| 624 |
+
"epoch": 29.83,
|
| 625 |
+
"eval_cer": 0.12716604163972586,
|
| 626 |
+
"eval_loss": 0.5376999974250793,
|
| 627 |
+
"eval_runtime": 142.2332,
|
| 628 |
+
"eval_samples_per_second": 34.022,
|
| 629 |
+
"eval_steps_per_second": 2.13,
|
| 630 |
+
"step": 9000
|
| 631 |
+
},
|
| 632 |
+
{
|
| 633 |
+
"epoch": 30.16,
|
| 634 |
+
"learning_rate": 7.661178509532061e-05,
|
| 635 |
+
"loss": 0.5996,
|
| 636 |
+
"step": 9100
|
| 637 |
+
},
|
| 638 |
+
{
|
| 639 |
+
"epoch": 30.49,
|
| 640 |
+
"learning_rate": 7.401213171577122e-05,
|
| 641 |
+
"loss": 0.5989,
|
| 642 |
+
"step": 9200
|
| 643 |
+
},
|
| 644 |
+
{
|
| 645 |
+
"epoch": 30.82,
|
| 646 |
+
"learning_rate": 7.141247833622183e-05,
|
| 647 |
+
"loss": 0.5924,
|
| 648 |
+
"step": 9300
|
| 649 |
+
},
|
| 650 |
+
{
|
| 651 |
+
"epoch": 31.15,
|
| 652 |
+
"learning_rate": 6.881282495667244e-05,
|
| 653 |
+
"loss": 0.5858,
|
| 654 |
+
"step": 9400
|
| 655 |
+
},
|
| 656 |
+
{
|
| 657 |
+
"epoch": 31.48,
|
| 658 |
+
"learning_rate": 6.621317157712304e-05,
|
| 659 |
+
"loss": 0.5846,
|
| 660 |
+
"step": 9500
|
| 661 |
+
},
|
| 662 |
+
{
|
| 663 |
+
"epoch": 31.81,
|
| 664 |
+
"learning_rate": 6.363951473136915e-05,
|
| 665 |
+
"loss": 0.5906,
|
| 666 |
+
"step": 9600
|
| 667 |
+
},
|
| 668 |
+
{
|
| 669 |
+
"epoch": 32.15,
|
| 670 |
+
"learning_rate": 6.103986135181975e-05,
|
| 671 |
+
"loss": 0.5823,
|
| 672 |
+
"step": 9700
|
| 673 |
+
},
|
| 674 |
+
{
|
| 675 |
+
"epoch": 32.48,
|
| 676 |
+
"learning_rate": 5.8466204506065855e-05,
|
| 677 |
+
"loss": 0.5853,
|
| 678 |
+
"step": 9800
|
| 679 |
+
},
|
| 680 |
+
{
|
| 681 |
+
"epoch": 32.81,
|
| 682 |
+
"learning_rate": 5.586655112651646e-05,
|
| 683 |
+
"loss": 0.5759,
|
| 684 |
+
"step": 9900
|
| 685 |
+
},
|
| 686 |
+
{
|
| 687 |
+
"epoch": 33.14,
|
| 688 |
+
"learning_rate": 5.3266897746967065e-05,
|
| 689 |
+
"loss": 0.568,
|
| 690 |
+
"step": 10000
|
| 691 |
+
},
|
| 692 |
+
{
|
| 693 |
+
"epoch": 33.14,
|
| 694 |
+
"eval_cer": 0.1245797232639338,
|
| 695 |
+
"eval_loss": 0.5240569710731506,
|
| 696 |
+
"eval_runtime": 143.5422,
|
| 697 |
+
"eval_samples_per_second": 33.711,
|
| 698 |
+
"eval_steps_per_second": 2.111,
|
| 699 |
+
"step": 10000
|
| 700 |
+
},
|
| 701 |
+
{
|
| 702 |
+
"epoch": 33.47,
|
| 703 |
+
"learning_rate": 5.066724436741767e-05,
|
| 704 |
+
"loss": 0.574,
|
| 705 |
+
"step": 10100
|
| 706 |
+
},
|
| 707 |
+
{
|
| 708 |
+
"epoch": 33.8,
|
| 709 |
+
"learning_rate": 4.806759098786828e-05,
|
| 710 |
+
"loss": 0.5682,
|
| 711 |
+
"step": 10200
|
| 712 |
+
},
|
| 713 |
+
{
|
| 714 |
+
"epoch": 34.13,
|
| 715 |
+
"learning_rate": 4.546793760831888e-05,
|
| 716 |
+
"loss": 0.5636,
|
| 717 |
+
"step": 10300
|
| 718 |
+
},
|
| 719 |
+
{
|
| 720 |
+
"epoch": 34.47,
|
| 721 |
+
"learning_rate": 4.28682842287695e-05,
|
| 722 |
+
"loss": 0.5651,
|
| 723 |
+
"step": 10400
|
| 724 |
+
},
|
| 725 |
+
{
|
| 726 |
+
"epoch": 34.8,
|
| 727 |
+
"learning_rate": 4.02686308492201e-05,
|
| 728 |
+
"loss": 0.5693,
|
| 729 |
+
"step": 10500
|
| 730 |
+
},
|
| 731 |
+
{
|
| 732 |
+
"epoch": 35.13,
|
| 733 |
+
"learning_rate": 3.766897746967071e-05,
|
| 734 |
+
"loss": 0.5562,
|
| 735 |
+
"step": 10600
|
| 736 |
+
},
|
| 737 |
+
{
|
| 738 |
+
"epoch": 35.46,
|
| 739 |
+
"learning_rate": 3.5069324090121316e-05,
|
| 740 |
+
"loss": 0.5564,
|
| 741 |
+
"step": 10700
|
| 742 |
+
},
|
| 743 |
+
{
|
| 744 |
+
"epoch": 35.79,
|
| 745 |
+
"learning_rate": 3.2469670710571924e-05,
|
| 746 |
+
"loss": 0.5613,
|
| 747 |
+
"step": 10800
|
| 748 |
+
},
|
| 749 |
+
{
|
| 750 |
+
"epoch": 36.12,
|
| 751 |
+
"learning_rate": 2.9870017331022526e-05,
|
| 752 |
+
"loss": 0.5519,
|
| 753 |
+
"step": 10900
|
| 754 |
+
},
|
| 755 |
+
{
|
| 756 |
+
"epoch": 36.45,
|
| 757 |
+
"learning_rate": 2.7270363951473134e-05,
|
| 758 |
+
"loss": 0.5519,
|
| 759 |
+
"step": 11000
|
| 760 |
+
},
|
| 761 |
+
{
|
| 762 |
+
"epoch": 36.45,
|
| 763 |
+
"eval_cer": 0.12275313591103065,
|
| 764 |
+
"eval_loss": 0.5184260606765747,
|
| 765 |
+
"eval_runtime": 142.3486,
|
| 766 |
+
"eval_samples_per_second": 33.994,
|
| 767 |
+
"eval_steps_per_second": 2.129,
|
| 768 |
+
"step": 11000
|
| 769 |
+
},
|
| 770 |
+
{
|
| 771 |
+
"epoch": 36.79,
|
| 772 |
+
"learning_rate": 2.4670710571923742e-05,
|
| 773 |
+
"loss": 0.5605,
|
| 774 |
+
"step": 11100
|
| 775 |
+
},
|
| 776 |
+
{
|
| 777 |
+
"epoch": 37.12,
|
| 778 |
+
"learning_rate": 2.207105719237435e-05,
|
| 779 |
+
"loss": 0.5512,
|
| 780 |
+
"step": 11200
|
| 781 |
+
},
|
| 782 |
+
{
|
| 783 |
+
"epoch": 37.45,
|
| 784 |
+
"learning_rate": 1.9471403812824955e-05,
|
| 785 |
+
"loss": 0.5539,
|
| 786 |
+
"step": 11300
|
| 787 |
+
},
|
| 788 |
+
{
|
| 789 |
+
"epoch": 37.78,
|
| 790 |
+
"learning_rate": 1.687175043327556e-05,
|
| 791 |
+
"loss": 0.5467,
|
| 792 |
+
"step": 11400
|
| 793 |
+
},
|
| 794 |
+
{
|
| 795 |
+
"epoch": 38.11,
|
| 796 |
+
"learning_rate": 1.4272097053726168e-05,
|
| 797 |
+
"loss": 0.5464,
|
| 798 |
+
"step": 11500
|
| 799 |
+
},
|
| 800 |
+
{
|
| 801 |
+
"epoch": 38.44,
|
| 802 |
+
"learning_rate": 1.1672443674176775e-05,
|
| 803 |
+
"loss": 0.5457,
|
| 804 |
+
"step": 11600
|
| 805 |
+
},
|
| 806 |
+
{
|
| 807 |
+
"epoch": 38.77,
|
| 808 |
+
"learning_rate": 9.072790294627383e-06,
|
| 809 |
+
"loss": 0.5445,
|
| 810 |
+
"step": 11700
|
| 811 |
+
},
|
| 812 |
+
{
|
| 813 |
+
"epoch": 39.11,
|
| 814 |
+
"learning_rate": 6.473136915077989e-06,
|
| 815 |
+
"loss": 0.5395,
|
| 816 |
+
"step": 11800
|
| 817 |
+
},
|
| 818 |
+
{
|
| 819 |
+
"epoch": 39.44,
|
| 820 |
+
"learning_rate": 3.8734835355285955e-06,
|
| 821 |
+
"loss": 0.542,
|
| 822 |
+
"step": 11900
|
| 823 |
+
},
|
| 824 |
+
{
|
| 825 |
+
"epoch": 39.77,
|
| 826 |
+
"learning_rate": 1.2738301559792027e-06,
|
| 827 |
+
"loss": 0.5395,
|
| 828 |
+
"step": 12000
|
| 829 |
+
},
|
| 830 |
+
{
|
| 831 |
+
"epoch": 39.77,
|
| 832 |
+
"eval_cer": 0.12272080693133325,
|
| 833 |
+
"eval_loss": 0.5156292915344238,
|
| 834 |
+
"eval_runtime": 142.2326,
|
| 835 |
+
"eval_samples_per_second": 34.022,
|
| 836 |
+
"eval_steps_per_second": 2.13,
|
| 837 |
+
"step": 12000
|
| 838 |
+
}
|
| 839 |
+
],
|
| 840 |
+
"logging_steps": 100,
|
| 841 |
+
"max_steps": 12040,
|
| 842 |
+
"num_train_epochs": 40,
|
| 843 |
+
"save_steps": 1000,
|
| 844 |
+
"total_flos": 1.9494106689613857e+20,
|
| 845 |
+
"trial_name": null,
|
| 846 |
+
"trial_params": null
|
| 847 |
+
}
|
checkpoint-12000/training_args.bin
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:651a4f583ecd7f8a3a536ce2eb86832f1e9a2919291d8f9f5361918ab4c980fe
|
| 3 |
+
size 3963
|
checkpoint-12000/vocab.json
ADDED
|
@@ -0,0 +1,1432 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"0": 1,
|
| 3 |
+
"1": 2,
|
| 4 |
+
"2": 3,
|
| 5 |
+
"3": 4,
|
| 6 |
+
"4": 5,
|
| 7 |
+
"5": 6,
|
| 8 |
+
"6": 7,
|
| 9 |
+
"7": 8,
|
| 10 |
+
"8": 9,
|
| 11 |
+
"9": 10,
|
| 12 |
+
"[PAD]": 1429,
|
| 13 |
+
"[UNK]": 1428,
|
| 14 |
+
"a": 11,
|
| 15 |
+
"b": 12,
|
| 16 |
+
"c": 13,
|
| 17 |
+
"d": 14,
|
| 18 |
+
"e": 15,
|
| 19 |
+
"f": 16,
|
| 20 |
+
"g": 17,
|
| 21 |
+
"h": 18,
|
| 22 |
+
"i": 19,
|
| 23 |
+
"k": 20,
|
| 24 |
+
"l": 21,
|
| 25 |
+
"m": 22,
|
| 26 |
+
"n": 23,
|
| 27 |
+
"o": 24,
|
| 28 |
+
"p": 25,
|
| 29 |
+
"r": 26,
|
| 30 |
+
"s": 27,
|
| 31 |
+
"t": 28,
|
| 32 |
+
"u": 29,
|
| 33 |
+
"v": 30,
|
| 34 |
+
"w": 31,
|
| 35 |
+
"x": 32,
|
| 36 |
+
"y": 33,
|
| 37 |
+
"z": 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 |
+
"ㅡ": 42,
|
| 47 |
+
"가": 43,
|
| 48 |
+
"각": 44,
|
| 49 |
+
"간": 45,
|
| 50 |
+
"갇": 46,
|
| 51 |
+
"갈": 47,
|
| 52 |
+
"감": 48,
|
| 53 |
+
"갑": 49,
|
| 54 |
+
"값": 50,
|
| 55 |
+
"갓": 51,
|
| 56 |
+
"갔": 52,
|
| 57 |
+
"강": 53,
|
| 58 |
+
"갖": 54,
|
| 59 |
+
"같": 55,
|
| 60 |
+
"갚": 56,
|
| 61 |
+
"갛": 57,
|
| 62 |
+
"개": 58,
|
| 63 |
+
"객": 59,
|
| 64 |
+
"갠": 60,
|
| 65 |
+
"갤": 61,
|
| 66 |
+
"갭": 62,
|
| 67 |
+
"갯": 63,
|
| 68 |
+
"갰": 64,
|
| 69 |
+
"갱": 65,
|
| 70 |
+
"갸": 66,
|
| 71 |
+
"걀": 67,
|
| 72 |
+
"걍": 68,
|
| 73 |
+
"걔": 69,
|
| 74 |
+
"거": 70,
|
| 75 |
+
"걱": 71,
|
| 76 |
+
"건": 72,
|
| 77 |
+
"걷": 73,
|
| 78 |
+
"걸": 74,
|
| 79 |
+
"검": 75,
|
| 80 |
+
"겁": 76,
|
| 81 |
+
"것": 77,
|
| 82 |
+
"겉": 78,
|
| 83 |
+
"게": 79,
|
| 84 |
+
"겐": 80,
|
| 85 |
+
"겔": 81,
|
| 86 |
+
"겠": 82,
|
| 87 |
+
"겨": 83,
|
| 88 |
+
"격": 84,
|
| 89 |
+
"겪": 85,
|
| 90 |
+
"견": 86,
|
| 91 |
+
"결": 87,
|
| 92 |
+
"겸": 88,
|
| 93 |
+
"겹": 89,
|
| 94 |
+
"겼": 90,
|
| 95 |
+
"경": 91,
|
| 96 |
+
"곁": 92,
|
| 97 |
+
"계": 93,
|
| 98 |
+
"고": 94,
|
| 99 |
+
"곡": 95,
|
| 100 |
+
"곤": 96,
|
| 101 |
+
"곧": 97,
|
| 102 |
+
"골": 98,
|
| 103 |
+
"곰": 99,
|
| 104 |
+
"곱": 100,
|
| 105 |
+
"곳": 101,
|
| 106 |
+
"공": 102,
|
| 107 |
+
"과": 103,
|
| 108 |
+
"곽": 104,
|
| 109 |
+
"관": 105,
|
| 110 |
+
"괄": 106,
|
| 111 |
+
"괍": 107,
|
| 112 |
+
"광": 108,
|
| 113 |
+
"괜": 109,
|
| 114 |
+
"괴": 110,
|
| 115 |
+
"굉": 111,
|
| 116 |
+
"교": 112,
|
| 117 |
+
"굥": 113,
|
| 118 |
+
"구": 114,
|
| 119 |
+
"국": 115,
|
| 120 |
+
"군": 116,
|
| 121 |
+
"굳": 117,
|
| 122 |
+
"굴": 118,
|
| 123 |
+
"굵": 119,
|
| 124 |
+
"굶": 120,
|
| 125 |
+
"굽": 121,
|
| 126 |
+
"굿": 122,
|
| 127 |
+
"궁": 123,
|
| 128 |
+
"궈": 124,
|
| 129 |
+
"권": 125,
|
| 130 |
+
"궜": 126,
|
| 131 |
+
"궤": 127,
|
| 132 |
+
"귀": 128,
|
| 133 |
+
"규": 129,
|
| 134 |
+
"균": 130,
|
| 135 |
+
"귤": 131,
|
| 136 |
+
"그": 132,
|
| 137 |
+
"극": 133,
|
| 138 |
+
"근": 134,
|
| 139 |
+
"귿": 135,
|
| 140 |
+
"글": 136,
|
| 141 |
+
"긁": 137,
|
| 142 |
+
"금": 138,
|
| 143 |
+
"급": 139,
|
| 144 |
+
"긋": 140,
|
| 145 |
+
"긍": 141,
|
| 146 |
+
"긎": 142,
|
| 147 |
+
"기": 143,
|
| 148 |
+
"긴": 144,
|
| 149 |
+
"길": 145,
|
| 150 |
+
"김": 146,
|
| 151 |
+
"깁": 147,
|
| 152 |
+
"깃": 148,
|
| 153 |
+
"깊": 149,
|
| 154 |
+
"까": 150,
|
| 155 |
+
"깍": 151,
|
| 156 |
+
"깐": 152,
|
| 157 |
+
"깔": 153,
|
| 158 |
+
"깜": 154,
|
| 159 |
+
"깝": 155,
|
| 160 |
+
"깠": 156,
|
| 161 |
+
"깡": 157,
|
| 162 |
+
"깥": 158,
|
| 163 |
+
"깨": 159,
|
| 164 |
+
"깬": 160,
|
| 165 |
+
"깻": 161,
|
| 166 |
+
"깽": 162,
|
| 167 |
+
"꺄": 163,
|
| 168 |
+
"꺼": 164,
|
| 169 |
+
"꺽": 165,
|
| 170 |
+
"껄": 166,
|
| 171 |
+
"껌": 167,
|
| 172 |
+
"껍": 168,
|
| 173 |
+
"껏": 169,
|
| 174 |
+
"껐": 170,
|
| 175 |
+
"껑": 171,
|
| 176 |
+
"께": 172,
|
| 177 |
+
"껴": 173,
|
| 178 |
+
"꼈": 174,
|
| 179 |
+
"꼐": 175,
|
| 180 |
+
"꼬": 176,
|
| 181 |
+
"꼭": 177,
|
| 182 |
+
"꼰": 178,
|
| 183 |
+
"꼴": 179,
|
| 184 |
+
"꼼": 180,
|
| 185 |
+
"꼽": 181,
|
| 186 |
+
"꽂": 182,
|
| 187 |
+
"꽃": 183,
|
| 188 |
+
"꽈": 184,
|
| 189 |
+
"꽉": 185,
|
| 190 |
+
"꽤": 186,
|
| 191 |
+
"꾸": 187,
|
| 192 |
+
"꾹": 188,
|
| 193 |
+
"꾼": 189,
|
| 194 |
+
"꿀": 190,
|
| 195 |
+
"꿈": 191,
|
| 196 |
+
"꿍": 192,
|
| 197 |
+
"꿔": 193,
|
| 198 |
+
"꿨": 194,
|
| 199 |
+
"꿰": 195,
|
| 200 |
+
"뀌": 196,
|
| 201 |
+
"뀐": 197,
|
| 202 |
+
"뀔": 198,
|
| 203 |
+
"뀝": 199,
|
| 204 |
+
"끄": 200,
|
| 205 |
+
"끈": 201,
|
| 206 |
+
"끊": 202,
|
| 207 |
+
"끌": 203,
|
| 208 |
+
"끓": 204,
|
| 209 |
+
"끔": 205,
|
| 210 |
+
"끕": 206,
|
| 211 |
+
"끗": 207,
|
| 212 |
+
"끝": 208,
|
| 213 |
+
"끼": 209,
|
| 214 |
+
"끽": 210,
|
| 215 |
+
"낀": 211,
|
| 216 |
+
"낄": 212,
|
| 217 |
+
"낌": 213,
|
| 218 |
+
"낑": 214,
|
| 219 |
+
"나": 215,
|
| 220 |
+
"낙": 216,
|
| 221 |
+
"낚": 217,
|
| 222 |
+
"난": 218,
|
| 223 |
+
"날": 219,
|
| 224 |
+
"낡": 220,
|
| 225 |
+
"남": 221,
|
| 226 |
+
"납": 222,
|
| 227 |
+
"낫": 223,
|
| 228 |
+
"났": 224,
|
| 229 |
+
"낭": 225,
|
| 230 |
+
"낮": 226,
|
| 231 |
+
"낯": 227,
|
| 232 |
+
"낱": 228,
|
| 233 |
+
"낳": 229,
|
| 234 |
+
"내": 230,
|
| 235 |
+
"낸": 231,
|
| 236 |
+
"낼": 232,
|
| 237 |
+
"냄": 233,
|
| 238 |
+
"냅": 234,
|
| 239 |
+
"냈": 235,
|
| 240 |
+
"냉": 236,
|
| 241 |
+
"냐": 237,
|
| 242 |
+
"냠": 238,
|
| 243 |
+
"냥": 239,
|
| 244 |
+
"너": 240,
|
| 245 |
+
"넉": 241,
|
| 246 |
+
"넌": 242,
|
| 247 |
+
"널": 243,
|
| 248 |
+
"넓": 244,
|
| 249 |
+
"넘": 245,
|
| 250 |
+
"넛": 246,
|
| 251 |
+
"넣": 247,
|
| 252 |
+
"네": 248,
|
| 253 |
+
"넥": 249,
|
| 254 |
+
"넬": 250,
|
| 255 |
+
"넴": 251,
|
| 256 |
+
"넷": 252,
|
| 257 |
+
"녀": 253,
|
| 258 |
+
"녁": 254,
|
| 259 |
+
"년": 255,
|
| 260 |
+
"념": 256,
|
| 261 |
+
"녔": 257,
|
| 262 |
+
"녕": 258,
|
| 263 |
+
"노": 259,
|
| 264 |
+
"녹": 260,
|
| 265 |
+
"논": 261,
|
| 266 |
+
"놀": 262,
|
| 267 |
+
"놈": 263,
|
| 268 |
+
"농": 264,
|
| 269 |
+
"높": 265,
|
| 270 |
+
"놓": 266,
|
| 271 |
+
"놔": 267,
|
| 272 |
+
"놨": 268,
|
| 273 |
+
"뇌": 269,
|
| 274 |
+
"뇨": 270,
|
| 275 |
+
"누": 271,
|
| 276 |
+
"눅": 272,
|
| 277 |
+
"눈": 273,
|
| 278 |
+
"눌": 274,
|
| 279 |
+
"눔": 275,
|
| 280 |
+
"눕": 276,
|
| 281 |
+
"눗": 277,
|
| 282 |
+
"눠": 278,
|
| 283 |
+
"눴": 279,
|
| 284 |
+
"뉘": 280,
|
| 285 |
+
"뉜": 281,
|
| 286 |
+
"뉩": 282,
|
| 287 |
+
"뉴": 283,
|
| 288 |
+
"느": 284,
|
| 289 |
+
"는": 285,
|
| 290 |
+
"늘": 286,
|
| 291 |
+
"늙": 287,
|
| 292 |
+
"늠": 288,
|
| 293 |
+
"늡": 289,
|
| 294 |
+
"능": 290,
|
| 295 |
+
"늦": 291,
|
| 296 |
+
"늬": 292,
|
| 297 |
+
"니": 293,
|
| 298 |
+
"닉": 294,
|
| 299 |
+
"닌": 295,
|
| 300 |
+
"닐": 296,
|
| 301 |
+
"님": 297,
|
| 302 |
+
"닙": 298,
|
| 303 |
+
"닝": 299,
|
| 304 |
+
"다": 300,
|
| 305 |
+
"닥": 301,
|
| 306 |
+
"닦": 302,
|
| 307 |
+
"단": 303,
|
| 308 |
+
"닫": 304,
|
| 309 |
+
"달": 305,
|
| 310 |
+
"닭": 306,
|
| 311 |
+
"닮": 307,
|
| 312 |
+
"담": 308,
|
| 313 |
+
"답": 309,
|
| 314 |
+
"닷": 310,
|
| 315 |
+
"당": 311,
|
| 316 |
+
"닿": 312,
|
| 317 |
+
"대": 313,
|
| 318 |
+
"댁": 314,
|
| 319 |
+
"댄": 315,
|
| 320 |
+
"댈": 316,
|
| 321 |
+
"댐": 317,
|
| 322 |
+
"댑": 318,
|
| 323 |
+
"댓": 319,
|
| 324 |
+
"댔": 320,
|
| 325 |
+
"댕": 321,
|
| 326 |
+
"댜": 322,
|
| 327 |
+
"더": 323,
|
| 328 |
+
"덕": 324,
|
| 329 |
+
"던": 325,
|
| 330 |
+
"덜": 326,
|
| 331 |
+
"덟": 327,
|
| 332 |
+
"덤": 328,
|
| 333 |
+
"덥": 329,
|
| 334 |
+
"덧": 330,
|
| 335 |
+
"덩": 331,
|
| 336 |
+
"덮": 332,
|
| 337 |
+
"데": 333,
|
| 338 |
+
"덱": 334,
|
| 339 |
+
"델": 335,
|
| 340 |
+
"뎀": 336,
|
| 341 |
+
"뎅": 337,
|
| 342 |
+
"뎌": 338,
|
| 343 |
+
"도": 339,
|
| 344 |
+
"독": 340,
|
| 345 |
+
"돈": 341,
|
| 346 |
+
"돋": 342,
|
| 347 |
+
"돌": 343,
|
| 348 |
+
"돕": 344,
|
| 349 |
+
"돗": 345,
|
| 350 |
+
"동": 346,
|
| 351 |
+
"돼": 347,
|
| 352 |
+
"됐": 348,
|
| 353 |
+
"되": 349,
|
| 354 |
+
"된": 350,
|
| 355 |
+
"될": 351,
|
| 356 |
+
"됨": 352,
|
| 357 |
+
"됩": 353,
|
| 358 |
+
"됬": 354,
|
| 359 |
+
"두": 355,
|
| 360 |
+
"둑": 356,
|
| 361 |
+
"둔": 357,
|
| 362 |
+
"둘": 358,
|
| 363 |
+
"둠": 359,
|
| 364 |
+
"둡": 360,
|
| 365 |
+
"둥": 361,
|
| 366 |
+
"둬": 362,
|
| 367 |
+
"뒀": 363,
|
| 368 |
+
"뒤": 364,
|
| 369 |
+
"뒷": 365,
|
| 370 |
+
"듀": 366,
|
| 371 |
+
"드": 367,
|
| 372 |
+
"득": 368,
|
| 373 |
+
"든": 369,
|
| 374 |
+
"듣": 370,
|
| 375 |
+
"들": 371,
|
| 376 |
+
"듦": 372,
|
| 377 |
+
"듬": 373,
|
| 378 |
+
"듭": 374,
|
| 379 |
+
"듯": 375,
|
| 380 |
+
"등": 376,
|
| 381 |
+
"디": 377,
|
| 382 |
+
"딘": 378,
|
| 383 |
+
"딜": 379,
|
| 384 |
+
"딤": 380,
|
| 385 |
+
"딥": 381,
|
| 386 |
+
"딨": 382,
|
| 387 |
+
"딩": 383,
|
| 388 |
+
"딪": 384,
|
| 389 |
+
"따": 385,
|
| 390 |
+
"딱": 386,
|
| 391 |
+
"딴": 387,
|
| 392 |
+
"딸": 388,
|
| 393 |
+
"땀": 389,
|
| 394 |
+
"땅": 390,
|
| 395 |
+
"때": 391,
|
| 396 |
+
"땐": 392,
|
| 397 |
+
"땜": 393,
|
| 398 |
+
"땠": 394,
|
| 399 |
+
"땡": 395,
|
| 400 |
+
"떄": 396,
|
| 401 |
+
"떠": 397,
|
| 402 |
+
"떡": 398,
|
| 403 |
+
"떤": 399,
|
| 404 |
+
"떨": 400,
|
| 405 |
+
"떴": 401,
|
| 406 |
+
"떵": 402,
|
| 407 |
+
"떻": 403,
|
| 408 |
+
"떼": 404,
|
| 409 |
+
"뗀": 405,
|
| 410 |
+
"뗐": 406,
|
| 411 |
+
"또": 407,
|
| 412 |
+
"똑": 408,
|
| 413 |
+
"똠": 409,
|
| 414 |
+
"똥": 410,
|
| 415 |
+
"뚜": 411,
|
| 416 |
+
"뚝": 412,
|
| 417 |
+
"뚤": 413,
|
| 418 |
+
"뚫": 414,
|
| 419 |
+
"뚱": 415,
|
| 420 |
+
"뛰": 416,
|
| 421 |
+
"뛸": 417,
|
| 422 |
+
"뜨": 418,
|
| 423 |
+
"뜩": 419,
|
| 424 |
+
"뜬": 420,
|
| 425 |
+
"뜯": 421,
|
| 426 |
+
"뜰": 422,
|
| 427 |
+
"뜸": 423,
|
| 428 |
+
"뜹": 424,
|
| 429 |
+
"뜻": 425,
|
| 430 |
+
"띄": 426,
|
| 431 |
+
"띈": 427,
|
| 432 |
+
"띌": 428,
|
| 433 |
+
"띕": 429,
|
| 434 |
+
"띠": 430,
|
| 435 |
+
"띡": 431,
|
| 436 |
+
"띵": 432,
|
| 437 |
+
"라": 433,
|
| 438 |
+
"락": 434,
|
| 439 |
+
"란": 435,
|
| 440 |
+
"랄": 436,
|
| 441 |
+
"람": 437,
|
| 442 |
+
"랍": 438,
|
| 443 |
+
"랏": 439,
|
| 444 |
+
"랐": 440,
|
| 445 |
+
"랑": 441,
|
| 446 |
+
"랗": 442,
|
| 447 |
+
"래": 443,
|
| 448 |
+
"랙": 444,
|
| 449 |
+
"랜": 445,
|
| 450 |
+
"램": 446,
|
| 451 |
+
"랩": 447,
|
| 452 |
+
"랫": 448,
|
| 453 |
+
"랬": 449,
|
| 454 |
+
"략": 450,
|
| 455 |
+
"럈": 451,
|
| 456 |
+
"량": 452,
|
| 457 |
+
"러": 453,
|
| 458 |
+
"럭": 454,
|
| 459 |
+
"런": 455,
|
| 460 |
+
"럴": 456,
|
| 461 |
+
"럼": 457,
|
| 462 |
+
"럽": 458,
|
| 463 |
+
"렀": 459,
|
| 464 |
+
"렁": 460,
|
| 465 |
+
"렇": 461,
|
| 466 |
+
"레": 462,
|
| 467 |
+
"렉": 463,
|
| 468 |
+
"렌": 464,
|
| 469 |
+
"렘": 465,
|
| 470 |
+
"렛": 466,
|
| 471 |
+
"려": 467,
|
| 472 |
+
"력": 468,
|
| 473 |
+
"련": 469,
|
| 474 |
+
"렬": 470,
|
| 475 |
+
"렴": 471,
|
| 476 |
+
"렵": 472,
|
| 477 |
+
"렷": 473,
|
| 478 |
+
"렸": 474,
|
| 479 |
+
"령": 475,
|
| 480 |
+
"례": 476,
|
| 481 |
+
"로": 477,
|
| 482 |
+
"록": 478,
|
| 483 |
+
"론": 479,
|
| 484 |
+
"롤": 480,
|
| 485 |
+
"롬": 481,
|
| 486 |
+
"롭": 482,
|
| 487 |
+
"롯": 483,
|
| 488 |
+
"롱": 484,
|
| 489 |
+
"롷": 485,
|
| 490 |
+
"뢰": 486,
|
| 491 |
+
"료": 487,
|
| 492 |
+
"룡": 488,
|
| 493 |
+
"루": 489,
|
| 494 |
+
"룩": 490,
|
| 495 |
+
"룬": 491,
|
| 496 |
+
"룰": 492,
|
| 497 |
+
"룹": 493,
|
| 498 |
+
"뤄": 494,
|
| 499 |
+
"뤘": 495,
|
| 500 |
+
"류": 496,
|
| 501 |
+
"률": 497,
|
| 502 |
+
"륨": 498,
|
| 503 |
+
"륭": 499,
|
| 504 |
+
"르": 500,
|
| 505 |
+
"륵": 501,
|
| 506 |
+
"른": 502,
|
| 507 |
+
"를": 503,
|
| 508 |
+
"름": 504,
|
| 509 |
+
"릅": 505,
|
| 510 |
+
"릇": 506,
|
| 511 |
+
"릉": 507,
|
| 512 |
+
"릎": 508,
|
| 513 |
+
"리": 509,
|
| 514 |
+
"릭": 510,
|
| 515 |
+
"린": 511,
|
| 516 |
+
"릴": 512,
|
| 517 |
+
"림": 513,
|
| 518 |
+
"립": 514,
|
| 519 |
+
"릿": 515,
|
| 520 |
+
"링": 516,
|
| 521 |
+
"마": 517,
|
| 522 |
+
"막": 518,
|
| 523 |
+
"만": 519,
|
| 524 |
+
"많": 520,
|
| 525 |
+
"말": 521,
|
| 526 |
+
"맑": 522,
|
| 527 |
+
"맘": 523,
|
| 528 |
+
"맙": 524,
|
| 529 |
+
"맛": 525,
|
| 530 |
+
"망": 526,
|
| 531 |
+
"맞": 527,
|
| 532 |
+
"맡": 528,
|
| 533 |
+
"맣": 529,
|
| 534 |
+
"매": 530,
|
| 535 |
+
"맥": 531,
|
| 536 |
+
"맨": 532,
|
| 537 |
+
"맴": 533,
|
| 538 |
+
"맵": 534,
|
| 539 |
+
"맷": 535,
|
| 540 |
+
"맸": 536,
|
| 541 |
+
"맹": 537,
|
| 542 |
+
"맺": 538,
|
| 543 |
+
"머": 539,
|
| 544 |
+
"먹": 540,
|
| 545 |
+
"먼": 541,
|
| 546 |
+
"멀": 542,
|
| 547 |
+
"멈": 543,
|
| 548 |
+
"멋": 544,
|
| 549 |
+
"멍": 545,
|
| 550 |
+
"메": 546,
|
| 551 |
+
"멕": 547,
|
| 552 |
+
"멘": 548,
|
| 553 |
+
"멜": 549,
|
| 554 |
+
"멤": 550,
|
| 555 |
+
"멧": 551,
|
| 556 |
+
"며": 552,
|
| 557 |
+
"면": 553,
|
| 558 |
+
"멸": 554,
|
| 559 |
+
"명": 555,
|
| 560 |
+
"몇": 556,
|
| 561 |
+
"모": 557,
|
| 562 |
+
"목": 558,
|
| 563 |
+
"몫": 559,
|
| 564 |
+
"몬": 560,
|
| 565 |
+
"몰": 561,
|
| 566 |
+
"몸": 562,
|
| 567 |
+
"몹": 563,
|
| 568 |
+
"못": 564,
|
| 569 |
+
"몽": 565,
|
| 570 |
+
"묘": 566,
|
| 571 |
+
"무": 567,
|
| 572 |
+
"묵": 568,
|
| 573 |
+
"묶": 569,
|
| 574 |
+
"문": 570,
|
| 575 |
+
"묻": 571,
|
| 576 |
+
"물": 572,
|
| 577 |
+
"묽": 573,
|
| 578 |
+
"뭇": 574,
|
| 579 |
+
"뭉": 575,
|
| 580 |
+
"뭐": 576,
|
| 581 |
+
"뭔": 577,
|
| 582 |
+
"뭘": 578,
|
| 583 |
+
"뭡": 579,
|
| 584 |
+
"뭣": 580,
|
| 585 |
+
"뮤": 581,
|
| 586 |
+
"므": 582,
|
| 587 |
+
"믄": 583,
|
| 588 |
+
"믈": 584,
|
| 589 |
+
"미": 585,
|
| 590 |
+
"믹": 586,
|
| 591 |
+
"민": 587,
|
| 592 |
+
"믿": 588,
|
| 593 |
+
"밀": 589,
|
| 594 |
+
"밈": 590,
|
| 595 |
+
"밌": 591,
|
| 596 |
+
"밍": 592,
|
| 597 |
+
"및": 593,
|
| 598 |
+
"밑": 594,
|
| 599 |
+
"바": 595,
|
| 600 |
+
"박": 596,
|
| 601 |
+
"밖": 597,
|
| 602 |
+
"반": 598,
|
| 603 |
+
"받": 599,
|
| 604 |
+
"발": 600,
|
| 605 |
+
"밝": 601,
|
| 606 |
+
"밟": 602,
|
| 607 |
+
"밤": 603,
|
| 608 |
+
"밥": 604,
|
| 609 |
+
"방": 605,
|
| 610 |
+
"배": 606,
|
| 611 |
+
"백": 607,
|
| 612 |
+
"밴": 608,
|
| 613 |
+
"밸": 609,
|
| 614 |
+
"뱁": 610,
|
| 615 |
+
"뱃": 611,
|
| 616 |
+
"뱅": 612,
|
| 617 |
+
"뱉": 613,
|
| 618 |
+
"버": 614,
|
| 619 |
+
"벅": 615,
|
| 620 |
+
"번": 616,
|
| 621 |
+
"벌": 617,
|
| 622 |
+
"범": 618,
|
| 623 |
+
"법": 619,
|
| 624 |
+
"벗": 620,
|
| 625 |
+
"벙": 621,
|
| 626 |
+
"벚": 622,
|
| 627 |
+
"베": 623,
|
| 628 |
+
"벡": 624,
|
| 629 |
+
"벤": 625,
|
| 630 |
+
"벨": 626,
|
| 631 |
+
"벳": 627,
|
| 632 |
+
"벼": 628,
|
| 633 |
+
"벽": 629,
|
| 634 |
+
"변": 630,
|
| 635 |
+
"별": 631,
|
| 636 |
+
"볍": 632,
|
| 637 |
+
"병": 633,
|
| 638 |
+
"볕": 634,
|
| 639 |
+
"보": 635,
|
| 640 |
+
"복": 636,
|
| 641 |
+
"볶": 637,
|
| 642 |
+
"본": 638,
|
| 643 |
+
"볼": 639,
|
| 644 |
+
"봄": 640,
|
| 645 |
+
"봅": 641,
|
| 646 |
+
"봈": 642,
|
| 647 |
+
"봉": 643,
|
| 648 |
+
"봐": 644,
|
| 649 |
+
"봤": 645,
|
| 650 |
+
"봬": 646,
|
| 651 |
+
"뵀": 647,
|
| 652 |
+
"뵌": 648,
|
| 653 |
+
"뵐": 649,
|
| 654 |
+
"뵙": 650,
|
| 655 |
+
"부": 651,
|
| 656 |
+
"북": 652,
|
| 657 |
+
"분": 653,
|
| 658 |
+
"붇": 654,
|
| 659 |
+
"불": 655,
|
| 660 |
+
"붉": 656,
|
| 661 |
+
"붓": 657,
|
| 662 |
+
"붙": 658,
|
| 663 |
+
"뷔": 659,
|
| 664 |
+
"뷰": 660,
|
| 665 |
+
"브": 661,
|
| 666 |
+
"븐": 662,
|
| 667 |
+
"블": 663,
|
| 668 |
+
"비": 664,
|
| 669 |
+
"빅": 665,
|
| 670 |
+
"빈": 666,
|
| 671 |
+
"빌": 667,
|
| 672 |
+
"빔": 668,
|
| 673 |
+
"빗": 669,
|
| 674 |
+
"빙": 670,
|
| 675 |
+
"빛": 671,
|
| 676 |
+
"빠": 672,
|
| 677 |
+
"빡": 673,
|
| 678 |
+
"빤": 674,
|
| 679 |
+
"빨": 675,
|
| 680 |
+
"빴": 676,
|
| 681 |
+
"빵": 677,
|
| 682 |
+
"빼": 678,
|
| 683 |
+
"빽": 679,
|
| 684 |
+
"뺀": 680,
|
| 685 |
+
"뺄": 681,
|
| 686 |
+
"뺏": 682,
|
| 687 |
+
"뺐": 683,
|
| 688 |
+
"뺑": 684,
|
| 689 |
+
"뺨": 685,
|
| 690 |
+
"뺭": 686,
|
| 691 |
+
"뻐": 687,
|
| 692 |
+
"뻑": 688,
|
| 693 |
+
"뻔": 689,
|
| 694 |
+
"뻗": 690,
|
| 695 |
+
"뻘": 691,
|
| 696 |
+
"뻣": 692,
|
| 697 |
+
"뻤": 693,
|
| 698 |
+
"뻥": 694,
|
| 699 |
+
"뼈": 695,
|
| 700 |
+
"뽀": 696,
|
| 701 |
+
"뽑": 697,
|
| 702 |
+
"뽕": 698,
|
| 703 |
+
"뾰": 699,
|
| 704 |
+
"뿅": 700,
|
| 705 |
+
"뿌": 701,
|
| 706 |
+
"뿍": 702,
|
| 707 |
+
"뿐": 703,
|
| 708 |
+
"뿔": 704,
|
| 709 |
+
"쁘": 705,
|
| 710 |
+
"쁜": 706,
|
| 711 |
+
"쁠": 707,
|
| 712 |
+
"쁨": 708,
|
| 713 |
+
"쁩": 709,
|
| 714 |
+
"삐": 710,
|
| 715 |
+
"삔": 711,
|
| 716 |
+
"삥": 712,
|
| 717 |
+
"사": 713,
|
| 718 |
+
"삭": 714,
|
| 719 |
+
"산": 715,
|
| 720 |
+
"살": 716,
|
| 721 |
+
"삶": 717,
|
| 722 |
+
"삼": 718,
|
| 723 |
+
"삽": 719,
|
| 724 |
+
"삿": 720,
|
| 725 |
+
"샀": 721,
|
| 726 |
+
"상": 722,
|
| 727 |
+
"새": 723,
|
| 728 |
+
"색": 724,
|
| 729 |
+
"샌": 725,
|
| 730 |
+
"샘": 726,
|
| 731 |
+
"생": 727,
|
| 732 |
+
"샤": 728,
|
| 733 |
+
"샥": 729,
|
| 734 |
+
"샴": 730,
|
| 735 |
+
"샵": 731,
|
| 736 |
+
"서": 732,
|
| 737 |
+
"석": 733,
|
| 738 |
+
"섞": 734,
|
| 739 |
+
"선": 735,
|
| 740 |
+
"설": 736,
|
| 741 |
+
"섬": 737,
|
| 742 |
+
"섭": 738,
|
| 743 |
+
"섯": 739,
|
| 744 |
+
"섰": 740,
|
| 745 |
+
"성": 741,
|
| 746 |
+
"세": 742,
|
| 747 |
+
"섹": 743,
|
| 748 |
+
"센": 744,
|
| 749 |
+
"셀": 745,
|
| 750 |
+
"셈": 746,
|
| 751 |
+
"셉": 747,
|
| 752 |
+
"셋": 748,
|
| 753 |
+
"셌": 749,
|
| 754 |
+
"셔": 750,
|
| 755 |
+
"션": 751,
|
| 756 |
+
"셜": 752,
|
| 757 |
+
"셨": 753,
|
| 758 |
+
"셰": 754,
|
| 759 |
+
"소": 755,
|
| 760 |
+
"속": 756,
|
| 761 |
+
"손": 757,
|
| 762 |
+
"솔": 758,
|
| 763 |
+
"솜": 759,
|
| 764 |
+
"솟": 760,
|
| 765 |
+
"송": 761,
|
| 766 |
+
"솥": 762,
|
| 767 |
+
"쇄": 763,
|
| 768 |
+
"쇠": 764,
|
| 769 |
+
"쇼": 765,
|
| 770 |
+
"숀": 766,
|
| 771 |
+
"숍": 767,
|
| 772 |
+
"수": 768,
|
| 773 |
+
"숙": 769,
|
| 774 |
+
"순": 770,
|
| 775 |
+
"숟": 771,
|
| 776 |
+
"술": 772,
|
| 777 |
+
"숨": 773,
|
| 778 |
+
"숫": 774,
|
| 779 |
+
"숭": 775,
|
| 780 |
+
"숯": 776,
|
| 781 |
+
"숱": 777,
|
| 782 |
+
"숲": 778,
|
| 783 |
+
"숴": 779,
|
| 784 |
+
"쉐": 780,
|
| 785 |
+
"쉬": 781,
|
| 786 |
+
"쉴": 782,
|
| 787 |
+
"쉽": 783,
|
| 788 |
+
"슈": 784,
|
| 789 |
+
"슉": 785,
|
| 790 |
+
"슘": 786,
|
| 791 |
+
"슛": 787,
|
| 792 |
+
"슝": 788,
|
| 793 |
+
"스": 789,
|
| 794 |
+
"슥": 790,
|
| 795 |
+
"슨": 791,
|
| 796 |
+
"슬": 792,
|
| 797 |
+
"슴": 793,
|
| 798 |
+
"습": 794,
|
| 799 |
+
"슷": 795,
|
| 800 |
+
"승": 796,
|
| 801 |
+
"시": 797,
|
| 802 |
+
"식": 798,
|
| 803 |
+
"신": 799,
|
| 804 |
+
"싣": 800,
|
| 805 |
+
"실": 801,
|
| 806 |
+
"싫": 802,
|
| 807 |
+
"심": 803,
|
| 808 |
+
"십": 804,
|
| 809 |
+
"싱": 805,
|
| 810 |
+
"싴": 806,
|
| 811 |
+
"싶": 807,
|
| 812 |
+
"싸": 808,
|
| 813 |
+
"싹": 809,
|
| 814 |
+
"싼": 810,
|
| 815 |
+
"쌀": 811,
|
| 816 |
+
"쌈": 812,
|
| 817 |
+
"쌉": 813,
|
| 818 |
+
"쌍": 814,
|
| 819 |
+
"쌓": 815,
|
| 820 |
+
"쌤": 816,
|
| 821 |
+
"쌩": 817,
|
| 822 |
+
"쌰": 818,
|
| 823 |
+
"썜": 819,
|
| 824 |
+
"써": 820,
|
| 825 |
+
"썩": 821,
|
| 826 |
+
"썬": 822,
|
| 827 |
+
"썰": 823,
|
| 828 |
+
"썸": 824,
|
| 829 |
+
"썹": 825,
|
| 830 |
+
"썼": 826,
|
| 831 |
+
"썽": 827,
|
| 832 |
+
"쎄": 828,
|
| 833 |
+
"쎈": 829,
|
| 834 |
+
"쎼": 830,
|
| 835 |
+
"쏘": 831,
|
| 836 |
+
"쏙": 832,
|
| 837 |
+
"쏜": 833,
|
| 838 |
+
"쏟": 834,
|
| 839 |
+
"쏠": 835,
|
| 840 |
+
"쏴": 836,
|
| 841 |
+
"쑉": 837,
|
| 842 |
+
"쑤": 838,
|
| 843 |
+
"쑥": 839,
|
| 844 |
+
"쓰": 840,
|
| 845 |
+
"쓱": 841,
|
| 846 |
+
"쓴": 842,
|
| 847 |
+
"쓸": 843,
|
| 848 |
+
"씀": 844,
|
| 849 |
+
"씁": 845,
|
| 850 |
+
"씌": 846,
|
| 851 |
+
"씨": 847,
|
| 852 |
+
"씩": 848,
|
| 853 |
+
"씬": 849,
|
| 854 |
+
"씹": 850,
|
| 855 |
+
"씻": 851,
|
| 856 |
+
"아": 852,
|
| 857 |
+
"악": 853,
|
| 858 |
+
"안": 854,
|
| 859 |
+
"앉": 855,
|
| 860 |
+
"않": 856,
|
| 861 |
+
"알": 857,
|
| 862 |
+
"앓": 858,
|
| 863 |
+
"암": 859,
|
| 864 |
+
"압": 860,
|
| 865 |
+
"앗": 861,
|
| 866 |
+
"았": 862,
|
| 867 |
+
"앙": 863,
|
| 868 |
+
"앞": 864,
|
| 869 |
+
"애": 865,
|
| 870 |
+
"액": 866,
|
| 871 |
+
"앤": 867,
|
| 872 |
+
"앨": 868,
|
| 873 |
+
"앰": 869,
|
| 874 |
+
"앱": 870,
|
| 875 |
+
"앴": 871,
|
| 876 |
+
"앵": 872,
|
| 877 |
+
"야": 873,
|
| 878 |
+
"약": 874,
|
| 879 |
+
"얀": 875,
|
| 880 |
+
"얄": 876,
|
| 881 |
+
"얇": 877,
|
| 882 |
+
"얌": 878,
|
| 883 |
+
"양": 879,
|
| 884 |
+
"얕": 880,
|
| 885 |
+
"얗": 881,
|
| 886 |
+
"얘": 882,
|
| 887 |
+
"얜": 883,
|
| 888 |
+
"어": 884,
|
| 889 |
+
"억": 885,
|
| 890 |
+
"언": 886,
|
| 891 |
+
"얹": 887,
|
| 892 |
+
"얻": 888,
|
| 893 |
+
"얼": 889,
|
| 894 |
+
"엄": 890,
|
| 895 |
+
"업": 891,
|
| 896 |
+
"없": 892,
|
| 897 |
+
"엇": 893,
|
| 898 |
+
"었": 894,
|
| 899 |
+
"엉": 895,
|
| 900 |
+
"엎": 896,
|
| 901 |
+
"에": 897,
|
| 902 |
+
"엑": 898,
|
| 903 |
+
"엔": 899,
|
| 904 |
+
"엘": 900,
|
| 905 |
+
"엠": 901,
|
| 906 |
+
"엥": 902,
|
| 907 |
+
"여": 903,
|
| 908 |
+
"역": 904,
|
| 909 |
+
"연": 905,
|
| 910 |
+
"열": 906,
|
| 911 |
+
"염": 907,
|
| 912 |
+
"엽": 908,
|
| 913 |
+
"엿": 909,
|
| 914 |
+
"였": 910,
|
| 915 |
+
"영": 911,
|
| 916 |
+
"옆": 912,
|
| 917 |
+
"옇": 913,
|
| 918 |
+
"예": 914,
|
| 919 |
+
"옛": 915,
|
| 920 |
+
"오": 916,
|
| 921 |
+
"옥": 917,
|
| 922 |
+
"온": 918,
|
| 923 |
+
"올": 919,
|
| 924 |
+
"옮": 920,
|
| 925 |
+
"옳": 921,
|
| 926 |
+
"옴": 922,
|
| 927 |
+
"옵": 923,
|
| 928 |
+
"옷": 924,
|
| 929 |
+
"옹": 925,
|
| 930 |
+
"와": 926,
|
| 931 |
+
"완": 927,
|
| 932 |
+
"왈": 928,
|
| 933 |
+
"왓": 929,
|
| 934 |
+
"왔": 930,
|
| 935 |
+
"왕": 931,
|
| 936 |
+
"왜": 932,
|
| 937 |
+
"왠": 933,
|
| 938 |
+
"외": 934,
|
| 939 |
+
"왼": 935,
|
| 940 |
+
"요": 936,
|
| 941 |
+
"욕": 937,
|
| 942 |
+
"용": 938,
|
| 943 |
+
"우": 939,
|
| 944 |
+
"욱": 940,
|
| 945 |
+
"운": 941,
|
| 946 |
+
"울": 942,
|
| 947 |
+
"움": 943,
|
| 948 |
+
"웁": 944,
|
| 949 |
+
"웃": 945,
|
| 950 |
+
"웅": 946,
|
| 951 |
+
"워": 947,
|
| 952 |
+
"원": 948,
|
| 953 |
+
"월": 949,
|
| 954 |
+
"웠": 950,
|
| 955 |
+
"웨": 951,
|
| 956 |
+
"웩": 952,
|
| 957 |
+
"웬": 953,
|
| 958 |
+
"웰": 954,
|
| 959 |
+
"웹": 955,
|
| 960 |
+
"위": 956,
|
| 961 |
+
"윈": 957,
|
| 962 |
+
"윗": 958,
|
| 963 |
+
"유": 959,
|
| 964 |
+
"육": 960,
|
| 965 |
+
"윤": 961,
|
| 966 |
+
"율": 962,
|
| 967 |
+
"융": 963,
|
| 968 |
+
"으": 964,
|
| 969 |
+
"윽": 965,
|
| 970 |
+
"은": 966,
|
| 971 |
+
"읃": 967,
|
| 972 |
+
"을": 968,
|
| 973 |
+
"음": 969,
|
| 974 |
+
"읍": 970,
|
| 975 |
+
"읏": 971,
|
| 976 |
+
"응": 972,
|
| 977 |
+
"의": 973,
|
| 978 |
+
"이": 974,
|
| 979 |
+
"익": 975,
|
| 980 |
+
"인": 976,
|
| 981 |
+
"일": 977,
|
| 982 |
+
"읽": 978,
|
| 983 |
+
"잃": 979,
|
| 984 |
+
"임": 980,
|
| 985 |
+
"입": 981,
|
| 986 |
+
"잇": 982,
|
| 987 |
+
"있": 983,
|
| 988 |
+
"잉": 984,
|
| 989 |
+
"잊": 985,
|
| 990 |
+
"잎": 986,
|
| 991 |
+
"자": 987,
|
| 992 |
+
"작": 988,
|
| 993 |
+
"잔": 989,
|
| 994 |
+
"잖": 990,
|
| 995 |
+
"잘": 991,
|
| 996 |
+
"잠": 992,
|
| 997 |
+
"잡": 993,
|
| 998 |
+
"잣": 994,
|
| 999 |
+
"잤": 995,
|
| 1000 |
+
"장": 996,
|
| 1001 |
+
"잦": 997,
|
| 1002 |
+
"재": 998,
|
| 1003 |
+
"잰": 999,
|
| 1004 |
+
"잼": 1000,
|
| 1005 |
+
"잽": 1001,
|
| 1006 |
+
"쟁": 1002,
|
| 1007 |
+
"쟈": 1003,
|
| 1008 |
+
"쟤": 1004,
|
| 1009 |
+
"저": 1005,
|
| 1010 |
+
"적": 1006,
|
| 1011 |
+
"전": 1007,
|
| 1012 |
+
"절": 1008,
|
| 1013 |
+
"젊": 1009,
|
| 1014 |
+
"점": 1010,
|
| 1015 |
+
"접": 1011,
|
| 1016 |
+
"젓": 1012,
|
| 1017 |
+
"정": 1013,
|
| 1018 |
+
"젖": 1014,
|
| 1019 |
+
"제": 1015,
|
| 1020 |
+
"젝": 1016,
|
| 1021 |
+
"젠": 1017,
|
| 1022 |
+
"젤": 1018,
|
| 1023 |
+
"젯": 1019,
|
| 1024 |
+
"져": 1020,
|
| 1025 |
+
"졌": 1021,
|
| 1026 |
+
"조": 1022,
|
| 1027 |
+
"족": 1023,
|
| 1028 |
+
"존": 1024,
|
| 1029 |
+
"졸": 1025,
|
| 1030 |
+
"좀": 1026,
|
| 1031 |
+
"좁": 1027,
|
| 1032 |
+
"종": 1028,
|
| 1033 |
+
"좋": 1029,
|
| 1034 |
+
"좌": 1030,
|
| 1035 |
+
"좟": 1031,
|
| 1036 |
+
"죄": 1032,
|
| 1037 |
+
"죠": 1033,
|
| 1038 |
+
"죵": 1034,
|
| 1039 |
+
"주": 1035,
|
| 1040 |
+
"죽": 1036,
|
| 1041 |
+
"준": 1037,
|
| 1042 |
+
"줄": 1038,
|
| 1043 |
+
"줌": 1039,
|
| 1044 |
+
"줍": 1040,
|
| 1045 |
+
"중": 1041,
|
| 1046 |
+
"줘": 1042,
|
| 1047 |
+
"줬": 1043,
|
| 1048 |
+
"쥐": 1044,
|
| 1049 |
+
"쥬": 1045,
|
| 1050 |
+
"즈": 1046,
|
| 1051 |
+
"즉": 1047,
|
| 1052 |
+
"즌": 1048,
|
| 1053 |
+
"즐": 1049,
|
| 1054 |
+
"즘": 1050,
|
| 1055 |
+
"증": 1051,
|
| 1056 |
+
"지": 1052,
|
| 1057 |
+
"직": 1053,
|
| 1058 |
+
"진": 1054,
|
| 1059 |
+
"질": 1055,
|
| 1060 |
+
"짐": 1056,
|
| 1061 |
+
"집": 1057,
|
| 1062 |
+
"짓": 1058,
|
| 1063 |
+
"징": 1059,
|
| 1064 |
+
"짖": 1060,
|
| 1065 |
+
"짙": 1061,
|
| 1066 |
+
"짚": 1062,
|
| 1067 |
+
"짜": 1063,
|
| 1068 |
+
"짝": 1064,
|
| 1069 |
+
"짠": 1065,
|
| 1070 |
+
"짤": 1066,
|
| 1071 |
+
"짧": 1067,
|
| 1072 |
+
"짬": 1068,
|
| 1073 |
+
"짭": 1069,
|
| 1074 |
+
"짰": 1070,
|
| 1075 |
+
"짱": 1071,
|
| 1076 |
+
"째": 1072,
|
| 1077 |
+
"쨋": 1073,
|
| 1078 |
+
"쨌": 1074,
|
| 1079 |
+
"쨍": 1075,
|
| 1080 |
+
"쨰": 1076,
|
| 1081 |
+
"쩌": 1077,
|
| 1082 |
+
"쩍": 1078,
|
| 1083 |
+
"쩐": 1079,
|
| 1084 |
+
"쩔": 1080,
|
| 1085 |
+
"쩜": 1081,
|
| 1086 |
+
"쩝": 1082,
|
| 1087 |
+
"쩠": 1083,
|
| 1088 |
+
"쩡": 1084,
|
| 1089 |
+
"쪼": 1085,
|
| 1090 |
+
"쪽": 1086,
|
| 1091 |
+
"쫀": 1087,
|
| 1092 |
+
"쫄": 1088,
|
| 1093 |
+
"쫌": 1089,
|
| 1094 |
+
"쫓": 1090,
|
| 1095 |
+
"쫙": 1091,
|
| 1096 |
+
"쫜": 1092,
|
| 1097 |
+
"쬐": 1093,
|
| 1098 |
+
"쭈": 1094,
|
| 1099 |
+
"쭉": 1095,
|
| 1100 |
+
"쭤": 1096,
|
| 1101 |
+
"쮸": 1097,
|
| 1102 |
+
"쯔": 1098,
|
| 1103 |
+
"쯤": 1099,
|
| 1104 |
+
"찌": 1100,
|
| 1105 |
+
"찍": 1101,
|
| 1106 |
+
"찐": 1102,
|
| 1107 |
+
"찔": 1103,
|
| 1108 |
+
"찜": 1104,
|
| 1109 |
+
"찝": 1105,
|
| 1110 |
+
"찡": 1106,
|
| 1111 |
+
"찢": 1107,
|
| 1112 |
+
"차": 1108,
|
| 1113 |
+
"착": 1109,
|
| 1114 |
+
"찬": 1110,
|
| 1115 |
+
"찮": 1111,
|
| 1116 |
+
"찰": 1112,
|
| 1117 |
+
"참": 1113,
|
| 1118 |
+
"찻": 1114,
|
| 1119 |
+
"찼": 1115,
|
| 1120 |
+
"창": 1116,
|
| 1121 |
+
"찾": 1117,
|
| 1122 |
+
"채": 1118,
|
| 1123 |
+
"책": 1119,
|
| 1124 |
+
"챌": 1120,
|
| 1125 |
+
"챕": 1121,
|
| 1126 |
+
"챙": 1122,
|
| 1127 |
+
"처": 1123,
|
| 1128 |
+
"척": 1124,
|
| 1129 |
+
"천": 1125,
|
| 1130 |
+
"철": 1126,
|
| 1131 |
+
"첨": 1127,
|
| 1132 |
+
"첩": 1128,
|
| 1133 |
+
"첫": 1129,
|
| 1134 |
+
"청": 1130,
|
| 1135 |
+
"체": 1131,
|
| 1136 |
+
"첼": 1132,
|
| 1137 |
+
"쳅": 1133,
|
| 1138 |
+
"쳐": 1134,
|
| 1139 |
+
"쳤": 1135,
|
| 1140 |
+
"쳬": 1136,
|
| 1141 |
+
"초": 1137,
|
| 1142 |
+
"촉": 1138,
|
| 1143 |
+
"촌": 1139,
|
| 1144 |
+
"촘": 1140,
|
| 1145 |
+
"촛": 1141,
|
| 1146 |
+
"총": 1142,
|
| 1147 |
+
"촤": 1143,
|
| 1148 |
+
"촥": 1144,
|
| 1149 |
+
"촬": 1145,
|
| 1150 |
+
"최": 1146,
|
| 1151 |
+
"쵸": 1147,
|
| 1152 |
+
"추": 1148,
|
| 1153 |
+
"축": 1149,
|
| 1154 |
+
"춘": 1150,
|
| 1155 |
+
"출": 1151,
|
| 1156 |
+
"춤": 1152,
|
| 1157 |
+
"춥": 1153,
|
| 1158 |
+
"춧": 1154,
|
| 1159 |
+
"충": 1155,
|
| 1160 |
+
"춰": 1156,
|
| 1161 |
+
"췄": 1157,
|
| 1162 |
+
"췌": 1158,
|
| 1163 |
+
"취": 1159,
|
| 1164 |
+
"츄": 1160,
|
| 1165 |
+
"츠": 1161,
|
| 1166 |
+
"측": 1162,
|
| 1167 |
+
"츨": 1163,
|
| 1168 |
+
"층": 1164,
|
| 1169 |
+
"치": 1165,
|
| 1170 |
+
"칙": 1166,
|
| 1171 |
+
"친": 1167,
|
| 1172 |
+
"칠": 1168,
|
| 1173 |
+
"침": 1169,
|
| 1174 |
+
"칩": 1170,
|
| 1175 |
+
"칫": 1171,
|
| 1176 |
+
"칭": 1172,
|
| 1177 |
+
"카": 1173,
|
| 1178 |
+
"칵": 1174,
|
| 1179 |
+
"칸": 1175,
|
| 1180 |
+
"칼": 1176,
|
| 1181 |
+
"캐": 1177,
|
| 1182 |
+
"캔": 1178,
|
| 1183 |
+
"캘": 1179,
|
| 1184 |
+
"캠": 1180,
|
| 1185 |
+
"캡": 1181,
|
| 1186 |
+
"캣": 1182,
|
| 1187 |
+
"캬": 1183,
|
| 1188 |
+
"커": 1184,
|
| 1189 |
+
"컥": 1185,
|
| 1190 |
+
"컨": 1186,
|
| 1191 |
+
"컬": 1187,
|
| 1192 |
+
"컴": 1188,
|
| 1193 |
+
"컵": 1189,
|
| 1194 |
+
"컷": 1190,
|
| 1195 |
+
"컸": 1191,
|
| 1196 |
+
"케": 1192,
|
| 1197 |
+
"켄": 1193,
|
| 1198 |
+
"켓": 1194,
|
| 1199 |
+
"켜": 1195,
|
| 1200 |
+
"켠": 1196,
|
| 1201 |
+
"켰": 1197,
|
| 1202 |
+
"코": 1198,
|
| 1203 |
+
"콕": 1199,
|
| 1204 |
+
"콘": 1200,
|
| 1205 |
+
"콜": 1201,
|
| 1206 |
+
"콤": 1202,
|
| 1207 |
+
"콥": 1203,
|
| 1208 |
+
"콧": 1204,
|
| 1209 |
+
"콩": 1205,
|
| 1210 |
+
"콸": 1206,
|
| 1211 |
+
"쾌": 1207,
|
| 1212 |
+
"쿠": 1208,
|
| 1213 |
+
"쿡": 1209,
|
| 1214 |
+
"쿤": 1210,
|
| 1215 |
+
"쿨": 1211,
|
| 1216 |
+
"쿵": 1212,
|
| 1217 |
+
"퀄": 1213,
|
| 1218 |
+
"퀴": 1214,
|
| 1219 |
+
"큐": 1215,
|
| 1220 |
+
"큘": 1216,
|
| 1221 |
+
"크": 1217,
|
| 1222 |
+
"큰": 1218,
|
| 1223 |
+
"클": 1219,
|
| 1224 |
+
"큼": 1220,
|
| 1225 |
+
"큽": 1221,
|
| 1226 |
+
"키": 1222,
|
| 1227 |
+
"킨": 1223,
|
| 1228 |
+
"킬": 1224,
|
| 1229 |
+
"킴": 1225,
|
| 1230 |
+
"킵": 1226,
|
| 1231 |
+
"킹": 1227,
|
| 1232 |
+
"타": 1228,
|
| 1233 |
+
"탁": 1229,
|
| 1234 |
+
"탄": 1230,
|
| 1235 |
+
"탈": 1231,
|
| 1236 |
+
"탐": 1232,
|
| 1237 |
+
"탑": 1233,
|
| 1238 |
+
"탓": 1234,
|
| 1239 |
+
"탔": 1235,
|
| 1240 |
+
"탕": 1236,
|
| 1241 |
+
"태": 1237,
|
| 1242 |
+
"택": 1238,
|
| 1243 |
+
"탠": 1239,
|
| 1244 |
+
"탱": 1240,
|
| 1245 |
+
"터": 1241,
|
| 1246 |
+
"턱": 1242,
|
| 1247 |
+
"턴": 1243,
|
| 1248 |
+
"털": 1244,
|
| 1249 |
+
"텁": 1245,
|
| 1250 |
+
"텅": 1246,
|
| 1251 |
+
"테": 1247,
|
| 1252 |
+
"텍": 1248,
|
| 1253 |
+
"텐": 1249,
|
| 1254 |
+
"텔": 1250,
|
| 1255 |
+
"템": 1251,
|
| 1256 |
+
"텝": 1252,
|
| 1257 |
+
"텼": 1253,
|
| 1258 |
+
"토": 1254,
|
| 1259 |
+
"톡": 1255,
|
| 1260 |
+
"톤": 1256,
|
| 1261 |
+
"톨": 1257,
|
| 1262 |
+
"톱": 1258,
|
| 1263 |
+
"통": 1259,
|
| 1264 |
+
"퇴": 1260,
|
| 1265 |
+
"투": 1261,
|
| 1266 |
+
"툭": 1262,
|
| 1267 |
+
"툴": 1263,
|
| 1268 |
+
"툼": 1264,
|
| 1269 |
+
"퉁": 1265,
|
| 1270 |
+
"튀": 1266,
|
| 1271 |
+
"튜": 1267,
|
| 1272 |
+
"트": 1268,
|
| 1273 |
+
"특": 1269,
|
| 1274 |
+
"튼": 1270,
|
| 1275 |
+
"틀": 1271,
|
| 1276 |
+
"틈": 1272,
|
| 1277 |
+
"틍": 1273,
|
| 1278 |
+
"티": 1274,
|
| 1279 |
+
"틱": 1275,
|
| 1280 |
+
"틴": 1276,
|
| 1281 |
+
"틸": 1277,
|
| 1282 |
+
"팀": 1278,
|
| 1283 |
+
"팁": 1279,
|
| 1284 |
+
"팅": 1280,
|
| 1285 |
+
"파": 1281,
|
| 1286 |
+
"팍": 1282,
|
| 1287 |
+
"팎": 1283,
|
| 1288 |
+
"판": 1284,
|
| 1289 |
+
"팔": 1285,
|
| 1290 |
+
"팠": 1286,
|
| 1291 |
+
"팡": 1287,
|
| 1292 |
+
"팥": 1288,
|
| 1293 |
+
"패": 1289,
|
| 1294 |
+
"팩": 1290,
|
| 1295 |
+
"팬": 1291,
|
| 1296 |
+
"팽": 1292,
|
| 1297 |
+
"퍼": 1293,
|
| 1298 |
+
"퍽": 1294,
|
| 1299 |
+
"펀": 1295,
|
| 1300 |
+
"펄": 1296,
|
| 1301 |
+
"펌": 1297,
|
| 1302 |
+
"페": 1298,
|
| 1303 |
+
"펙": 1299,
|
| 1304 |
+
"펜": 1300,
|
| 1305 |
+
"펠": 1301,
|
| 1306 |
+
"펩": 1302,
|
| 1307 |
+
"펴": 1303,
|
| 1308 |
+
"편": 1304,
|
| 1309 |
+
"펼": 1305,
|
| 1310 |
+
"폈": 1306,
|
| 1311 |
+
"평": 1307,
|
| 1312 |
+
"폐": 1308,
|
| 1313 |
+
"포": 1309,
|
| 1314 |
+
"폭": 1310,
|
| 1315 |
+
"폰": 1311,
|
| 1316 |
+
"폴": 1312,
|
| 1317 |
+
"폼": 1313,
|
| 1318 |
+
"퐁": 1314,
|
| 1319 |
+
"표": 1315,
|
| 1320 |
+
"푸": 1316,
|
| 1321 |
+
"푹": 1317,
|
| 1322 |
+
"푼": 1318,
|
| 1323 |
+
"풀": 1319,
|
| 1324 |
+
"품": 1320,
|
| 1325 |
+
"풋": 1321,
|
| 1326 |
+
"풍": 1322,
|
| 1327 |
+
"퓨": 1323,
|
| 1328 |
+
"프": 1324,
|
| 1329 |
+
"픈": 1325,
|
| 1330 |
+
"플": 1326,
|
| 1331 |
+
"픔": 1327,
|
| 1332 |
+
"피": 1328,
|
| 1333 |
+
"픽": 1329,
|
| 1334 |
+
"핀": 1330,
|
| 1335 |
+
"필": 1331,
|
| 1336 |
+
"핍": 1332,
|
| 1337 |
+
"핏": 1333,
|
| 1338 |
+
"핑": 1334,
|
| 1339 |
+
"하": 1335,
|
| 1340 |
+
"학": 1336,
|
| 1341 |
+
"한": 1337,
|
| 1342 |
+
"할": 1338,
|
| 1343 |
+
"함": 1339,
|
| 1344 |
+
"합": 1340,
|
| 1345 |
+
"핫": 1341,
|
| 1346 |
+
"항": 1342,
|
| 1347 |
+
"해": 1343,
|
| 1348 |
+
"핵": 1344,
|
| 1349 |
+
"핸": 1345,
|
| 1350 |
+
"핼": 1346,
|
| 1351 |
+
"햄": 1347,
|
| 1352 |
+
"햅": 1348,
|
| 1353 |
+
"햇": 1349,
|
| 1354 |
+
"했": 1350,
|
| 1355 |
+
"행": 1351,
|
| 1356 |
+
"햍": 1352,
|
| 1357 |
+
"햐": 1353,
|
| 1358 |
+
"향": 1354,
|
| 1359 |
+
"헀": 1355,
|
| 1360 |
+
"허": 1356,
|
| 1361 |
+
"헉": 1357,
|
| 1362 |
+
"헌": 1358,
|
| 1363 |
+
"헐": 1359,
|
| 1364 |
+
"험": 1360,
|
| 1365 |
+
"헛": 1361,
|
| 1366 |
+
"헝": 1362,
|
| 1367 |
+
"헤": 1363,
|
| 1368 |
+
"헨": 1364,
|
| 1369 |
+
"헬": 1365,
|
| 1370 |
+
"헷": 1366,
|
| 1371 |
+
"헹": 1367,
|
| 1372 |
+
"혀": 1368,
|
| 1373 |
+
"혁": 1369,
|
| 1374 |
+
"현": 1370,
|
| 1375 |
+
"혈": 1371,
|
| 1376 |
+
"혐": 1372,
|
| 1377 |
+
"협": 1373,
|
| 1378 |
+
"혓": 1374,
|
| 1379 |
+
"혔": 1375,
|
| 1380 |
+
"형": 1376,
|
| 1381 |
+
"혜": 1377,
|
| 1382 |
+
"호": 1378,
|
| 1383 |
+
"혹": 1379,
|
| 1384 |
+
"혼": 1380,
|
| 1385 |
+
"홀": 1381,
|
| 1386 |
+
"홈": 1382,
|
| 1387 |
+
"홉": 1383,
|
| 1388 |
+
"홍": 1384,
|
| 1389 |
+
"화": 1385,
|
| 1390 |
+
"확": 1386,
|
| 1391 |
+
"환": 1387,
|
| 1392 |
+
"활": 1388,
|
| 1393 |
+
"홥": 1389,
|
| 1394 |
+
"황": 1390,
|
| 1395 |
+
"회": 1391,
|
| 1396 |
+
"획": 1392,
|
| 1397 |
+
"횟": 1393,
|
| 1398 |
+
"횡": 1394,
|
| 1399 |
+
"효": 1395,
|
| 1400 |
+
"횩": 1396,
|
| 1401 |
+
"후": 1397,
|
| 1402 |
+
"훅": 1398,
|
| 1403 |
+
"훈": 1399,
|
| 1404 |
+
"훌": 1400,
|
| 1405 |
+
"훑": 1401,
|
| 1406 |
+
"훔": 1402,
|
| 1407 |
+
"훨": 1403,
|
| 1408 |
+
"훼": 1404,
|
| 1409 |
+
"휑": 1405,
|
| 1410 |
+
"휘": 1406,
|
| 1411 |
+
"휙": 1407,
|
| 1412 |
+
"휩": 1408,
|
| 1413 |
+
"휴": 1409,
|
| 1414 |
+
"흉": 1410,
|
| 1415 |
+
"흐": 1411,
|
| 1416 |
+
"흑": 1412,
|
| 1417 |
+
"흔": 1413,
|
| 1418 |
+
"흘": 1414,
|
| 1419 |
+
"흙": 1415,
|
| 1420 |
+
"흠": 1416,
|
| 1421 |
+
"흡": 1417,
|
| 1422 |
+
"흣": 1418,
|
| 1423 |
+
"흥": 1419,
|
| 1424 |
+
"흩": 1420,
|
| 1425 |
+
"희": 1421,
|
| 1426 |
+
"흰": 1422,
|
| 1427 |
+
"히": 1423,
|
| 1428 |
+
"힌": 1424,
|
| 1429 |
+
"힐": 1425,
|
| 1430 |
+
"힘": 1426,
|
| 1431 |
+
"힙": 1427
|
| 1432 |
+
}
|
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": 0.1,
|
| 54 |
+
"feat_quantizer_dropout": 0.0,
|
| 55 |
+
"final_dropout": 0.0,
|
| 56 |
+
"gradient_checkpointing": false,
|
| 57 |
+
"hidden_act": "gelu",
|
| 58 |
+
"hidden_dropout": 0.1,
|
| 59 |
+
"hidden_size": 1024,
|
| 60 |
+
"initializer_range": 0.02,
|
| 61 |
+
"intermediate_size": 4096,
|
| 62 |
+
"layer_norm_eps": 1e-05,
|
| 63 |
+
"layerdrop": 0.1,
|
| 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": 64,
|
| 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": 0.3,
|
| 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": 1429,
|
| 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": "4.33.0",
|
| 114 |
+
"use_weighted_layer_sum": false,
|
| 115 |
+
"vocab_size": 1432,
|
| 116 |
+
"xvector_output_dim": 512
|
| 117 |
+
}
|
eval_results.json
ADDED
|
@@ -0,0 +1,9 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"epoch": 39.9,
|
| 3 |
+
"eval_cer": 0.12280162938057675,
|
| 4 |
+
"eval_loss": 0.51564621925354,
|
| 5 |
+
"eval_runtime": 141.8188,
|
| 6 |
+
"eval_samples": 4839,
|
| 7 |
+
"eval_samples_per_second": 34.121,
|
| 8 |
+
"eval_steps_per_second": 2.137
|
| 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:c6d305748d7ab8bad10dbad59e08e5a4133c1e8fbb880d0ee71623dde0db797a
|
| 3 |
+
size 1267773037
|
special_tokens_map.json
ADDED
|
@@ -0,0 +1,36 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"additional_special_tokens": [
|
| 3 |
+
{
|
| 4 |
+
"content": "<s>",
|
| 5 |
+
"lstrip": false,
|
| 6 |
+
"normalized": true,
|
| 7 |
+
"rstrip": false,
|
| 8 |
+
"single_word": false
|
| 9 |
+
},
|
| 10 |
+
{
|
| 11 |
+
"content": "</s>",
|
| 12 |
+
"lstrip": false,
|
| 13 |
+
"normalized": true,
|
| 14 |
+
"rstrip": false,
|
| 15 |
+
"single_word": false
|
| 16 |
+
},
|
| 17 |
+
{
|
| 18 |
+
"content": "<s>",
|
| 19 |
+
"lstrip": false,
|
| 20 |
+
"normalized": true,
|
| 21 |
+
"rstrip": false,
|
| 22 |
+
"single_word": false
|
| 23 |
+
},
|
| 24 |
+
{
|
| 25 |
+
"content": "</s>",
|
| 26 |
+
"lstrip": false,
|
| 27 |
+
"normalized": true,
|
| 28 |
+
"rstrip": false,
|
| 29 |
+
"single_word": false
|
| 30 |
+
}
|
| 31 |
+
],
|
| 32 |
+
"bos_token": "<s>",
|
| 33 |
+
"eos_token": "</s>",
|
| 34 |
+
"pad_token": "[PAD]",
|
| 35 |
+
"unk_token": "[UNK]"
|
| 36 |
+
}
|
tokenizer_config.json
ADDED
|
@@ -0,0 +1,17 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"bos_token": "<s>",
|
| 3 |
+
"clean_up_tokenization_spaces": true,
|
| 4 |
+
"config": null,
|
| 5 |
+
"do_lower_case": false,
|
| 6 |
+
"eos_token": "</s>",
|
| 7 |
+
"model_max_length": 1000000000000000019884624838656,
|
| 8 |
+
"pad_token": "[PAD]",
|
| 9 |
+
"processor_class": "Wav2Vec2Processor",
|
| 10 |
+
"replace_word_delimiter_char": " ",
|
| 11 |
+
"target_lang": null,
|
| 12 |
+
"tokenizer_class": "Wav2Vec2CTCTokenizer",
|
| 13 |
+
"tokenizer_type": "wav2vec2",
|
| 14 |
+
"trust_remote_code": false,
|
| 15 |
+
"unk_token": "[UNK]",
|
| 16 |
+
"word_delimiter_token": "|"
|
| 17 |
+
}
|
train_results.json
ADDED
|
@@ -0,0 +1,8 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"epoch": 39.9,
|
| 3 |
+
"train_loss": 1.365207207163307,
|
| 4 |
+
"train_runtime": 27512.8703,
|
| 5 |
+
"train_samples": 38612,
|
| 6 |
+
"train_samples_per_second": 56.137,
|
| 7 |
+
"train_steps_per_second": 0.438
|
| 8 |
+
}
|
trainer_state.json
ADDED
|
@@ -0,0 +1,856 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"best_metric": null,
|
| 3 |
+
"best_model_checkpoint": null,
|
| 4 |
+
"epoch": 39.90057995028997,
|
| 5 |
+
"eval_steps": 1000,
|
| 6 |
+
"global_step": 12040,
|
| 7 |
+
"is_hyper_param_search": false,
|
| 8 |
+
"is_local_process_zero": true,
|
| 9 |
+
"is_world_process_zero": true,
|
| 10 |
+
"log_history": [
|
| 11 |
+
{
|
| 12 |
+
"epoch": 0.33,
|
| 13 |
+
"learning_rate": 5.6399999999999995e-05,
|
| 14 |
+
"loss": 37.3417,
|
| 15 |
+
"step": 100
|
| 16 |
+
},
|
| 17 |
+
{
|
| 18 |
+
"epoch": 0.66,
|
| 19 |
+
"learning_rate": 0.0001164,
|
| 20 |
+
"loss": 12.5064,
|
| 21 |
+
"step": 200
|
| 22 |
+
},
|
| 23 |
+
{
|
| 24 |
+
"epoch": 0.99,
|
| 25 |
+
"learning_rate": 0.00017639999999999998,
|
| 26 |
+
"loss": 4.823,
|
| 27 |
+
"step": 300
|
| 28 |
+
},
|
| 29 |
+
{
|
| 30 |
+
"epoch": 1.33,
|
| 31 |
+
"learning_rate": 0.0002364,
|
| 32 |
+
"loss": 4.7159,
|
| 33 |
+
"step": 400
|
| 34 |
+
},
|
| 35 |
+
{
|
| 36 |
+
"epoch": 1.66,
|
| 37 |
+
"learning_rate": 0.0002964,
|
| 38 |
+
"loss": 4.6828,
|
| 39 |
+
"step": 500
|
| 40 |
+
},
|
| 41 |
+
{
|
| 42 |
+
"epoch": 1.99,
|
| 43 |
+
"learning_rate": 0.0002975563258232235,
|
| 44 |
+
"loss": 4.5391,
|
| 45 |
+
"step": 600
|
| 46 |
+
},
|
| 47 |
+
{
|
| 48 |
+
"epoch": 2.32,
|
| 49 |
+
"learning_rate": 0.0002949566724436741,
|
| 50 |
+
"loss": 4.3365,
|
| 51 |
+
"step": 700
|
| 52 |
+
},
|
| 53 |
+
{
|
| 54 |
+
"epoch": 2.65,
|
| 55 |
+
"learning_rate": 0.0002923570190641247,
|
| 56 |
+
"loss": 3.2316,
|
| 57 |
+
"step": 800
|
| 58 |
+
},
|
| 59 |
+
{
|
| 60 |
+
"epoch": 2.98,
|
| 61 |
+
"learning_rate": 0.00028975736568457536,
|
| 62 |
+
"loss": 2.1607,
|
| 63 |
+
"step": 900
|
| 64 |
+
},
|
| 65 |
+
{
|
| 66 |
+
"epoch": 3.31,
|
| 67 |
+
"learning_rate": 0.00028715771230502596,
|
| 68 |
+
"loss": 1.778,
|
| 69 |
+
"step": 1000
|
| 70 |
+
},
|
| 71 |
+
{
|
| 72 |
+
"epoch": 3.31,
|
| 73 |
+
"eval_cer": 0.3050481701797491,
|
| 74 |
+
"eval_loss": 1.2772819995880127,
|
| 75 |
+
"eval_runtime": 143.2917,
|
| 76 |
+
"eval_samples_per_second": 33.77,
|
| 77 |
+
"eval_steps_per_second": 2.115,
|
| 78 |
+
"step": 1000
|
| 79 |
+
},
|
| 80 |
+
{
|
| 81 |
+
"epoch": 3.65,
|
| 82 |
+
"learning_rate": 0.00028455805892547655,
|
| 83 |
+
"loss": 1.6287,
|
| 84 |
+
"step": 1100
|
| 85 |
+
},
|
| 86 |
+
{
|
| 87 |
+
"epoch": 3.98,
|
| 88 |
+
"learning_rate": 0.0002819584055459272,
|
| 89 |
+
"loss": 1.5046,
|
| 90 |
+
"step": 1200
|
| 91 |
+
},
|
| 92 |
+
{
|
| 93 |
+
"epoch": 4.31,
|
| 94 |
+
"learning_rate": 0.0002793587521663778,
|
| 95 |
+
"loss": 1.4046,
|
| 96 |
+
"step": 1300
|
| 97 |
+
},
|
| 98 |
+
{
|
| 99 |
+
"epoch": 4.64,
|
| 100 |
+
"learning_rate": 0.0002767590987868284,
|
| 101 |
+
"loss": 1.3378,
|
| 102 |
+
"step": 1400
|
| 103 |
+
},
|
| 104 |
+
{
|
| 105 |
+
"epoch": 4.97,
|
| 106 |
+
"learning_rate": 0.000274159445407279,
|
| 107 |
+
"loss": 1.2868,
|
| 108 |
+
"step": 1500
|
| 109 |
+
},
|
| 110 |
+
{
|
| 111 |
+
"epoch": 5.3,
|
| 112 |
+
"learning_rate": 0.0002715597920277296,
|
| 113 |
+
"loss": 1.2376,
|
| 114 |
+
"step": 1600
|
| 115 |
+
},
|
| 116 |
+
{
|
| 117 |
+
"epoch": 5.63,
|
| 118 |
+
"learning_rate": 0.00026896013864818023,
|
| 119 |
+
"loss": 1.2126,
|
| 120 |
+
"step": 1700
|
| 121 |
+
},
|
| 122 |
+
{
|
| 123 |
+
"epoch": 5.97,
|
| 124 |
+
"learning_rate": 0.0002663604852686308,
|
| 125 |
+
"loss": 1.1781,
|
| 126 |
+
"step": 1800
|
| 127 |
+
},
|
| 128 |
+
{
|
| 129 |
+
"epoch": 6.3,
|
| 130 |
+
"learning_rate": 0.0002637608318890814,
|
| 131 |
+
"loss": 1.1426,
|
| 132 |
+
"step": 1900
|
| 133 |
+
},
|
| 134 |
+
{
|
| 135 |
+
"epoch": 6.63,
|
| 136 |
+
"learning_rate": 0.00026116117850953207,
|
| 137 |
+
"loss": 1.1037,
|
| 138 |
+
"step": 2000
|
| 139 |
+
},
|
| 140 |
+
{
|
| 141 |
+
"epoch": 6.63,
|
| 142 |
+
"eval_cer": 0.18878507694297167,
|
| 143 |
+
"eval_loss": 0.7715919017791748,
|
| 144 |
+
"eval_runtime": 143.3347,
|
| 145 |
+
"eval_samples_per_second": 33.76,
|
| 146 |
+
"eval_steps_per_second": 2.114,
|
| 147 |
+
"step": 2000
|
| 148 |
+
},
|
| 149 |
+
{
|
| 150 |
+
"epoch": 6.96,
|
| 151 |
+
"learning_rate": 0.00025856152512998266,
|
| 152 |
+
"loss": 1.0971,
|
| 153 |
+
"step": 2100
|
| 154 |
+
},
|
| 155 |
+
{
|
| 156 |
+
"epoch": 7.29,
|
| 157 |
+
"learning_rate": 0.00025596187175043326,
|
| 158 |
+
"loss": 1.0693,
|
| 159 |
+
"step": 2200
|
| 160 |
+
},
|
| 161 |
+
{
|
| 162 |
+
"epoch": 7.62,
|
| 163 |
+
"learning_rate": 0.00025336221837088385,
|
| 164 |
+
"loss": 1.0398,
|
| 165 |
+
"step": 2300
|
| 166 |
+
},
|
| 167 |
+
{
|
| 168 |
+
"epoch": 7.95,
|
| 169 |
+
"learning_rate": 0.00025076256499133445,
|
| 170 |
+
"loss": 1.0282,
|
| 171 |
+
"step": 2400
|
| 172 |
+
},
|
| 173 |
+
{
|
| 174 |
+
"epoch": 8.29,
|
| 175 |
+
"learning_rate": 0.00024816291161178504,
|
| 176 |
+
"loss": 0.9997,
|
| 177 |
+
"step": 2500
|
| 178 |
+
},
|
| 179 |
+
{
|
| 180 |
+
"epoch": 8.62,
|
| 181 |
+
"learning_rate": 0.0002455632582322357,
|
| 182 |
+
"loss": 0.995,
|
| 183 |
+
"step": 2600
|
| 184 |
+
},
|
| 185 |
+
{
|
| 186 |
+
"epoch": 8.95,
|
| 187 |
+
"learning_rate": 0.00024296360485268629,
|
| 188 |
+
"loss": 0.9721,
|
| 189 |
+
"step": 2700
|
| 190 |
+
},
|
| 191 |
+
{
|
| 192 |
+
"epoch": 9.28,
|
| 193 |
+
"learning_rate": 0.00024036395147313688,
|
| 194 |
+
"loss": 0.9639,
|
| 195 |
+
"step": 2800
|
| 196 |
+
},
|
| 197 |
+
{
|
| 198 |
+
"epoch": 9.61,
|
| 199 |
+
"learning_rate": 0.0002377642980935875,
|
| 200 |
+
"loss": 0.9543,
|
| 201 |
+
"step": 2900
|
| 202 |
+
},
|
| 203 |
+
{
|
| 204 |
+
"epoch": 9.94,
|
| 205 |
+
"learning_rate": 0.0002351646447140381,
|
| 206 |
+
"loss": 0.9529,
|
| 207 |
+
"step": 3000
|
| 208 |
+
},
|
| 209 |
+
{
|
| 210 |
+
"epoch": 9.94,
|
| 211 |
+
"eval_cer": 0.16591232380706064,
|
| 212 |
+
"eval_loss": 0.6726131439208984,
|
| 213 |
+
"eval_runtime": 144.4701,
|
| 214 |
+
"eval_samples_per_second": 33.495,
|
| 215 |
+
"eval_steps_per_second": 2.097,
|
| 216 |
+
"step": 3000
|
| 217 |
+
},
|
| 218 |
+
{
|
| 219 |
+
"epoch": 10.27,
|
| 220 |
+
"learning_rate": 0.0002325649913344887,
|
| 221 |
+
"loss": 0.9281,
|
| 222 |
+
"step": 3100
|
| 223 |
+
},
|
| 224 |
+
{
|
| 225 |
+
"epoch": 10.6,
|
| 226 |
+
"learning_rate": 0.00022996533795493934,
|
| 227 |
+
"loss": 0.9274,
|
| 228 |
+
"step": 3200
|
| 229 |
+
},
|
| 230 |
+
{
|
| 231 |
+
"epoch": 10.94,
|
| 232 |
+
"learning_rate": 0.00022736568457538994,
|
| 233 |
+
"loss": 0.9149,
|
| 234 |
+
"step": 3300
|
| 235 |
+
},
|
| 236 |
+
{
|
| 237 |
+
"epoch": 11.27,
|
| 238 |
+
"learning_rate": 0.00022476603119584053,
|
| 239 |
+
"loss": 0.9036,
|
| 240 |
+
"step": 3400
|
| 241 |
+
},
|
| 242 |
+
{
|
| 243 |
+
"epoch": 11.6,
|
| 244 |
+
"learning_rate": 0.00022216637781629115,
|
| 245 |
+
"loss": 0.8838,
|
| 246 |
+
"step": 3500
|
| 247 |
+
},
|
| 248 |
+
{
|
| 249 |
+
"epoch": 11.93,
|
| 250 |
+
"learning_rate": 0.00021956672443674175,
|
| 251 |
+
"loss": 0.8872,
|
| 252 |
+
"step": 3600
|
| 253 |
+
},
|
| 254 |
+
{
|
| 255 |
+
"epoch": 12.26,
|
| 256 |
+
"learning_rate": 0.00021696707105719234,
|
| 257 |
+
"loss": 0.8661,
|
| 258 |
+
"step": 3700
|
| 259 |
+
},
|
| 260 |
+
{
|
| 261 |
+
"epoch": 12.59,
|
| 262 |
+
"learning_rate": 0.00021436741767764296,
|
| 263 |
+
"loss": 0.8529,
|
| 264 |
+
"step": 3800
|
| 265 |
+
},
|
| 266 |
+
{
|
| 267 |
+
"epoch": 12.92,
|
| 268 |
+
"learning_rate": 0.00021176776429809356,
|
| 269 |
+
"loss": 0.8566,
|
| 270 |
+
"step": 3900
|
| 271 |
+
},
|
| 272 |
+
{
|
| 273 |
+
"epoch": 13.26,
|
| 274 |
+
"learning_rate": 0.00020916811091854415,
|
| 275 |
+
"loss": 0.8424,
|
| 276 |
+
"step": 4000
|
| 277 |
+
},
|
| 278 |
+
{
|
| 279 |
+
"epoch": 13.26,
|
| 280 |
+
"eval_cer": 0.1511541445751972,
|
| 281 |
+
"eval_loss": 0.6138216257095337,
|
| 282 |
+
"eval_runtime": 143.2958,
|
| 283 |
+
"eval_samples_per_second": 33.769,
|
| 284 |
+
"eval_steps_per_second": 2.115,
|
| 285 |
+
"step": 4000
|
| 286 |
+
},
|
| 287 |
+
{
|
| 288 |
+
"epoch": 13.59,
|
| 289 |
+
"learning_rate": 0.0002065684575389948,
|
| 290 |
+
"loss": 0.8403,
|
| 291 |
+
"step": 4100
|
| 292 |
+
},
|
| 293 |
+
{
|
| 294 |
+
"epoch": 13.92,
|
| 295 |
+
"learning_rate": 0.0002039688041594454,
|
| 296 |
+
"loss": 0.836,
|
| 297 |
+
"step": 4200
|
| 298 |
+
},
|
| 299 |
+
{
|
| 300 |
+
"epoch": 14.25,
|
| 301 |
+
"learning_rate": 0.000201369150779896,
|
| 302 |
+
"loss": 0.8119,
|
| 303 |
+
"step": 4300
|
| 304 |
+
},
|
| 305 |
+
{
|
| 306 |
+
"epoch": 14.58,
|
| 307 |
+
"learning_rate": 0.0001987694974003466,
|
| 308 |
+
"loss": 0.8298,
|
| 309 |
+
"step": 4400
|
| 310 |
+
},
|
| 311 |
+
{
|
| 312 |
+
"epoch": 14.91,
|
| 313 |
+
"learning_rate": 0.0001961698440207972,
|
| 314 |
+
"loss": 0.8019,
|
| 315 |
+
"step": 4500
|
| 316 |
+
},
|
| 317 |
+
{
|
| 318 |
+
"epoch": 15.24,
|
| 319 |
+
"learning_rate": 0.0001935701906412478,
|
| 320 |
+
"loss": 0.8,
|
| 321 |
+
"step": 4600
|
| 322 |
+
},
|
| 323 |
+
{
|
| 324 |
+
"epoch": 15.58,
|
| 325 |
+
"learning_rate": 0.00019097053726169842,
|
| 326 |
+
"loss": 0.7909,
|
| 327 |
+
"step": 4700
|
| 328 |
+
},
|
| 329 |
+
{
|
| 330 |
+
"epoch": 15.91,
|
| 331 |
+
"learning_rate": 0.00018837088388214902,
|
| 332 |
+
"loss": 0.7941,
|
| 333 |
+
"step": 4800
|
| 334 |
+
},
|
| 335 |
+
{
|
| 336 |
+
"epoch": 16.24,
|
| 337 |
+
"learning_rate": 0.0001857712305025996,
|
| 338 |
+
"loss": 0.7888,
|
| 339 |
+
"step": 4900
|
| 340 |
+
},
|
| 341 |
+
{
|
| 342 |
+
"epoch": 16.57,
|
| 343 |
+
"learning_rate": 0.00018317157712305026,
|
| 344 |
+
"loss": 0.767,
|
| 345 |
+
"step": 5000
|
| 346 |
+
},
|
| 347 |
+
{
|
| 348 |
+
"epoch": 16.57,
|
| 349 |
+
"eval_cer": 0.14326587352903142,
|
| 350 |
+
"eval_loss": 0.5884789228439331,
|
| 351 |
+
"eval_runtime": 143.5148,
|
| 352 |
+
"eval_samples_per_second": 33.718,
|
| 353 |
+
"eval_steps_per_second": 2.111,
|
| 354 |
+
"step": 5000
|
| 355 |
+
},
|
| 356 |
+
{
|
| 357 |
+
"epoch": 16.9,
|
| 358 |
+
"learning_rate": 0.00018057192374350086,
|
| 359 |
+
"loss": 0.7655,
|
| 360 |
+
"step": 5100
|
| 361 |
+
},
|
| 362 |
+
{
|
| 363 |
+
"epoch": 17.23,
|
| 364 |
+
"learning_rate": 0.00017797227036395145,
|
| 365 |
+
"loss": 0.7571,
|
| 366 |
+
"step": 5200
|
| 367 |
+
},
|
| 368 |
+
{
|
| 369 |
+
"epoch": 17.56,
|
| 370 |
+
"learning_rate": 0.00017537261698440207,
|
| 371 |
+
"loss": 0.754,
|
| 372 |
+
"step": 5300
|
| 373 |
+
},
|
| 374 |
+
{
|
| 375 |
+
"epoch": 17.9,
|
| 376 |
+
"learning_rate": 0.00017277296360485267,
|
| 377 |
+
"loss": 0.764,
|
| 378 |
+
"step": 5400
|
| 379 |
+
},
|
| 380 |
+
{
|
| 381 |
+
"epoch": 18.23,
|
| 382 |
+
"learning_rate": 0.0001701733102253033,
|
| 383 |
+
"loss": 0.7461,
|
| 384 |
+
"step": 5500
|
| 385 |
+
},
|
| 386 |
+
{
|
| 387 |
+
"epoch": 18.56,
|
| 388 |
+
"learning_rate": 0.00016757365684575388,
|
| 389 |
+
"loss": 0.7363,
|
| 390 |
+
"step": 5600
|
| 391 |
+
},
|
| 392 |
+
{
|
| 393 |
+
"epoch": 18.89,
|
| 394 |
+
"learning_rate": 0.00016497400346620448,
|
| 395 |
+
"loss": 0.7315,
|
| 396 |
+
"step": 5700
|
| 397 |
+
},
|
| 398 |
+
{
|
| 399 |
+
"epoch": 19.22,
|
| 400 |
+
"learning_rate": 0.0001623743500866551,
|
| 401 |
+
"loss": 0.7193,
|
| 402 |
+
"step": 5800
|
| 403 |
+
},
|
| 404 |
+
{
|
| 405 |
+
"epoch": 19.55,
|
| 406 |
+
"learning_rate": 0.00015977469670710572,
|
| 407 |
+
"loss": 0.7253,
|
| 408 |
+
"step": 5900
|
| 409 |
+
},
|
| 410 |
+
{
|
| 411 |
+
"epoch": 19.88,
|
| 412 |
+
"learning_rate": 0.00015717504332755632,
|
| 413 |
+
"loss": 0.7201,
|
| 414 |
+
"step": 6000
|
| 415 |
+
},
|
| 416 |
+
{
|
| 417 |
+
"epoch": 19.88,
|
| 418 |
+
"eval_cer": 0.1377699469804733,
|
| 419 |
+
"eval_loss": 0.5682498812675476,
|
| 420 |
+
"eval_runtime": 145.5022,
|
| 421 |
+
"eval_samples_per_second": 33.257,
|
| 422 |
+
"eval_steps_per_second": 2.082,
|
| 423 |
+
"step": 6000
|
| 424 |
+
},
|
| 425 |
+
{
|
| 426 |
+
"epoch": 20.22,
|
| 427 |
+
"learning_rate": 0.00015457538994800694,
|
| 428 |
+
"loss": 0.7203,
|
| 429 |
+
"step": 6100
|
| 430 |
+
},
|
| 431 |
+
{
|
| 432 |
+
"epoch": 20.55,
|
| 433 |
+
"learning_rate": 0.00015197573656845753,
|
| 434 |
+
"loss": 0.7045,
|
| 435 |
+
"step": 6200
|
| 436 |
+
},
|
| 437 |
+
{
|
| 438 |
+
"epoch": 20.88,
|
| 439 |
+
"learning_rate": 0.00014937608318890813,
|
| 440 |
+
"loss": 0.7072,
|
| 441 |
+
"step": 6300
|
| 442 |
+
},
|
| 443 |
+
{
|
| 444 |
+
"epoch": 21.21,
|
| 445 |
+
"learning_rate": 0.00014677642980935872,
|
| 446 |
+
"loss": 0.6979,
|
| 447 |
+
"step": 6400
|
| 448 |
+
},
|
| 449 |
+
{
|
| 450 |
+
"epoch": 21.54,
|
| 451 |
+
"learning_rate": 0.00014417677642980934,
|
| 452 |
+
"loss": 0.6971,
|
| 453 |
+
"step": 6500
|
| 454 |
+
},
|
| 455 |
+
{
|
| 456 |
+
"epoch": 21.87,
|
| 457 |
+
"learning_rate": 0.00014157712305025997,
|
| 458 |
+
"loss": 0.702,
|
| 459 |
+
"step": 6600
|
| 460 |
+
},
|
| 461 |
+
{
|
| 462 |
+
"epoch": 22.2,
|
| 463 |
+
"learning_rate": 0.00013897746967071056,
|
| 464 |
+
"loss": 0.6767,
|
| 465 |
+
"step": 6700
|
| 466 |
+
},
|
| 467 |
+
{
|
| 468 |
+
"epoch": 22.54,
|
| 469 |
+
"learning_rate": 0.00013637781629116116,
|
| 470 |
+
"loss": 0.682,
|
| 471 |
+
"step": 6800
|
| 472 |
+
},
|
| 473 |
+
{
|
| 474 |
+
"epoch": 22.87,
|
| 475 |
+
"learning_rate": 0.00013377816291161178,
|
| 476 |
+
"loss": 0.6729,
|
| 477 |
+
"step": 6900
|
| 478 |
+
},
|
| 479 |
+
{
|
| 480 |
+
"epoch": 23.2,
|
| 481 |
+
"learning_rate": 0.00013120450606585787,
|
| 482 |
+
"loss": 0.664,
|
| 483 |
+
"step": 7000
|
| 484 |
+
},
|
| 485 |
+
{
|
| 486 |
+
"epoch": 23.2,
|
| 487 |
+
"eval_cer": 0.13325197206776154,
|
| 488 |
+
"eval_loss": 0.5583386421203613,
|
| 489 |
+
"eval_runtime": 143.6376,
|
| 490 |
+
"eval_samples_per_second": 33.689,
|
| 491 |
+
"eval_steps_per_second": 2.109,
|
| 492 |
+
"step": 7000
|
| 493 |
+
},
|
| 494 |
+
{
|
| 495 |
+
"epoch": 23.53,
|
| 496 |
+
"learning_rate": 0.0001286048526863085,
|
| 497 |
+
"loss": 0.668,
|
| 498 |
+
"step": 7100
|
| 499 |
+
},
|
| 500 |
+
{
|
| 501 |
+
"epoch": 23.86,
|
| 502 |
+
"learning_rate": 0.00012600519930675908,
|
| 503 |
+
"loss": 0.67,
|
| 504 |
+
"step": 7200
|
| 505 |
+
},
|
| 506 |
+
{
|
| 507 |
+
"epoch": 24.19,
|
| 508 |
+
"learning_rate": 0.0001234055459272097,
|
| 509 |
+
"loss": 0.6608,
|
| 510 |
+
"step": 7300
|
| 511 |
+
},
|
| 512 |
+
{
|
| 513 |
+
"epoch": 24.52,
|
| 514 |
+
"learning_rate": 0.0001208058925476603,
|
| 515 |
+
"loss": 0.6543,
|
| 516 |
+
"step": 7400
|
| 517 |
+
},
|
| 518 |
+
{
|
| 519 |
+
"epoch": 24.86,
|
| 520 |
+
"learning_rate": 0.0001182062391681109,
|
| 521 |
+
"loss": 0.6648,
|
| 522 |
+
"step": 7500
|
| 523 |
+
},
|
| 524 |
+
{
|
| 525 |
+
"epoch": 25.19,
|
| 526 |
+
"learning_rate": 0.00011560658578856152,
|
| 527 |
+
"loss": 0.6473,
|
| 528 |
+
"step": 7600
|
| 529 |
+
},
|
| 530 |
+
{
|
| 531 |
+
"epoch": 25.52,
|
| 532 |
+
"learning_rate": 0.00011300693240901212,
|
| 533 |
+
"loss": 0.6546,
|
| 534 |
+
"step": 7700
|
| 535 |
+
},
|
| 536 |
+
{
|
| 537 |
+
"epoch": 25.85,
|
| 538 |
+
"learning_rate": 0.00011040727902946273,
|
| 539 |
+
"loss": 0.6397,
|
| 540 |
+
"step": 7800
|
| 541 |
+
},
|
| 542 |
+
{
|
| 543 |
+
"epoch": 26.18,
|
| 544 |
+
"learning_rate": 0.00010780762564991333,
|
| 545 |
+
"loss": 0.6395,
|
| 546 |
+
"step": 7900
|
| 547 |
+
},
|
| 548 |
+
{
|
| 549 |
+
"epoch": 26.51,
|
| 550 |
+
"learning_rate": 0.00010520797227036395,
|
| 551 |
+
"loss": 0.6296,
|
| 552 |
+
"step": 8000
|
| 553 |
+
},
|
| 554 |
+
{
|
| 555 |
+
"epoch": 26.51,
|
| 556 |
+
"eval_cer": 0.1298170179749127,
|
| 557 |
+
"eval_loss": 0.5415648818016052,
|
| 558 |
+
"eval_runtime": 142.9992,
|
| 559 |
+
"eval_samples_per_second": 33.839,
|
| 560 |
+
"eval_steps_per_second": 2.119,
|
| 561 |
+
"step": 8000
|
| 562 |
+
},
|
| 563 |
+
{
|
| 564 |
+
"epoch": 26.84,
|
| 565 |
+
"learning_rate": 0.00010260831889081456,
|
| 566 |
+
"loss": 0.6284,
|
| 567 |
+
"step": 8100
|
| 568 |
+
},
|
| 569 |
+
{
|
| 570 |
+
"epoch": 27.17,
|
| 571 |
+
"learning_rate": 0.00010000866551126515,
|
| 572 |
+
"loss": 0.6328,
|
| 573 |
+
"step": 8200
|
| 574 |
+
},
|
| 575 |
+
{
|
| 576 |
+
"epoch": 27.51,
|
| 577 |
+
"learning_rate": 9.740901213171576e-05,
|
| 578 |
+
"loss": 0.6233,
|
| 579 |
+
"step": 8300
|
| 580 |
+
},
|
| 581 |
+
{
|
| 582 |
+
"epoch": 27.84,
|
| 583 |
+
"learning_rate": 9.480935875216638e-05,
|
| 584 |
+
"loss": 0.6226,
|
| 585 |
+
"step": 8400
|
| 586 |
+
},
|
| 587 |
+
{
|
| 588 |
+
"epoch": 28.17,
|
| 589 |
+
"learning_rate": 9.220970537261698e-05,
|
| 590 |
+
"loss": 0.6214,
|
| 591 |
+
"step": 8500
|
| 592 |
+
},
|
| 593 |
+
{
|
| 594 |
+
"epoch": 28.5,
|
| 595 |
+
"learning_rate": 8.961005199306758e-05,
|
| 596 |
+
"loss": 0.6195,
|
| 597 |
+
"step": 8600
|
| 598 |
+
},
|
| 599 |
+
{
|
| 600 |
+
"epoch": 28.83,
|
| 601 |
+
"learning_rate": 8.701039861351819e-05,
|
| 602 |
+
"loss": 0.6138,
|
| 603 |
+
"step": 8700
|
| 604 |
+
},
|
| 605 |
+
{
|
| 606 |
+
"epoch": 29.16,
|
| 607 |
+
"learning_rate": 8.441074523396879e-05,
|
| 608 |
+
"loss": 0.6067,
|
| 609 |
+
"step": 8800
|
| 610 |
+
},
|
| 611 |
+
{
|
| 612 |
+
"epoch": 29.49,
|
| 613 |
+
"learning_rate": 8.181109185441941e-05,
|
| 614 |
+
"loss": 0.6076,
|
| 615 |
+
"step": 8900
|
| 616 |
+
},
|
| 617 |
+
{
|
| 618 |
+
"epoch": 29.83,
|
| 619 |
+
"learning_rate": 7.921143847487002e-05,
|
| 620 |
+
"loss": 0.6021,
|
| 621 |
+
"step": 9000
|
| 622 |
+
},
|
| 623 |
+
{
|
| 624 |
+
"epoch": 29.83,
|
| 625 |
+
"eval_cer": 0.12716604163972586,
|
| 626 |
+
"eval_loss": 0.5376999974250793,
|
| 627 |
+
"eval_runtime": 142.2332,
|
| 628 |
+
"eval_samples_per_second": 34.022,
|
| 629 |
+
"eval_steps_per_second": 2.13,
|
| 630 |
+
"step": 9000
|
| 631 |
+
},
|
| 632 |
+
{
|
| 633 |
+
"epoch": 30.16,
|
| 634 |
+
"learning_rate": 7.661178509532061e-05,
|
| 635 |
+
"loss": 0.5996,
|
| 636 |
+
"step": 9100
|
| 637 |
+
},
|
| 638 |
+
{
|
| 639 |
+
"epoch": 30.49,
|
| 640 |
+
"learning_rate": 7.401213171577122e-05,
|
| 641 |
+
"loss": 0.5989,
|
| 642 |
+
"step": 9200
|
| 643 |
+
},
|
| 644 |
+
{
|
| 645 |
+
"epoch": 30.82,
|
| 646 |
+
"learning_rate": 7.141247833622183e-05,
|
| 647 |
+
"loss": 0.5924,
|
| 648 |
+
"step": 9300
|
| 649 |
+
},
|
| 650 |
+
{
|
| 651 |
+
"epoch": 31.15,
|
| 652 |
+
"learning_rate": 6.881282495667244e-05,
|
| 653 |
+
"loss": 0.5858,
|
| 654 |
+
"step": 9400
|
| 655 |
+
},
|
| 656 |
+
{
|
| 657 |
+
"epoch": 31.48,
|
| 658 |
+
"learning_rate": 6.621317157712304e-05,
|
| 659 |
+
"loss": 0.5846,
|
| 660 |
+
"step": 9500
|
| 661 |
+
},
|
| 662 |
+
{
|
| 663 |
+
"epoch": 31.81,
|
| 664 |
+
"learning_rate": 6.363951473136915e-05,
|
| 665 |
+
"loss": 0.5906,
|
| 666 |
+
"step": 9600
|
| 667 |
+
},
|
| 668 |
+
{
|
| 669 |
+
"epoch": 32.15,
|
| 670 |
+
"learning_rate": 6.103986135181975e-05,
|
| 671 |
+
"loss": 0.5823,
|
| 672 |
+
"step": 9700
|
| 673 |
+
},
|
| 674 |
+
{
|
| 675 |
+
"epoch": 32.48,
|
| 676 |
+
"learning_rate": 5.8466204506065855e-05,
|
| 677 |
+
"loss": 0.5853,
|
| 678 |
+
"step": 9800
|
| 679 |
+
},
|
| 680 |
+
{
|
| 681 |
+
"epoch": 32.81,
|
| 682 |
+
"learning_rate": 5.586655112651646e-05,
|
| 683 |
+
"loss": 0.5759,
|
| 684 |
+
"step": 9900
|
| 685 |
+
},
|
| 686 |
+
{
|
| 687 |
+
"epoch": 33.14,
|
| 688 |
+
"learning_rate": 5.3266897746967065e-05,
|
| 689 |
+
"loss": 0.568,
|
| 690 |
+
"step": 10000
|
| 691 |
+
},
|
| 692 |
+
{
|
| 693 |
+
"epoch": 33.14,
|
| 694 |
+
"eval_cer": 0.1245797232639338,
|
| 695 |
+
"eval_loss": 0.5240569710731506,
|
| 696 |
+
"eval_runtime": 143.5422,
|
| 697 |
+
"eval_samples_per_second": 33.711,
|
| 698 |
+
"eval_steps_per_second": 2.111,
|
| 699 |
+
"step": 10000
|
| 700 |
+
},
|
| 701 |
+
{
|
| 702 |
+
"epoch": 33.47,
|
| 703 |
+
"learning_rate": 5.066724436741767e-05,
|
| 704 |
+
"loss": 0.574,
|
| 705 |
+
"step": 10100
|
| 706 |
+
},
|
| 707 |
+
{
|
| 708 |
+
"epoch": 33.8,
|
| 709 |
+
"learning_rate": 4.806759098786828e-05,
|
| 710 |
+
"loss": 0.5682,
|
| 711 |
+
"step": 10200
|
| 712 |
+
},
|
| 713 |
+
{
|
| 714 |
+
"epoch": 34.13,
|
| 715 |
+
"learning_rate": 4.546793760831888e-05,
|
| 716 |
+
"loss": 0.5636,
|
| 717 |
+
"step": 10300
|
| 718 |
+
},
|
| 719 |
+
{
|
| 720 |
+
"epoch": 34.47,
|
| 721 |
+
"learning_rate": 4.28682842287695e-05,
|
| 722 |
+
"loss": 0.5651,
|
| 723 |
+
"step": 10400
|
| 724 |
+
},
|
| 725 |
+
{
|
| 726 |
+
"epoch": 34.8,
|
| 727 |
+
"learning_rate": 4.02686308492201e-05,
|
| 728 |
+
"loss": 0.5693,
|
| 729 |
+
"step": 10500
|
| 730 |
+
},
|
| 731 |
+
{
|
| 732 |
+
"epoch": 35.13,
|
| 733 |
+
"learning_rate": 3.766897746967071e-05,
|
| 734 |
+
"loss": 0.5562,
|
| 735 |
+
"step": 10600
|
| 736 |
+
},
|
| 737 |
+
{
|
| 738 |
+
"epoch": 35.46,
|
| 739 |
+
"learning_rate": 3.5069324090121316e-05,
|
| 740 |
+
"loss": 0.5564,
|
| 741 |
+
"step": 10700
|
| 742 |
+
},
|
| 743 |
+
{
|
| 744 |
+
"epoch": 35.79,
|
| 745 |
+
"learning_rate": 3.2469670710571924e-05,
|
| 746 |
+
"loss": 0.5613,
|
| 747 |
+
"step": 10800
|
| 748 |
+
},
|
| 749 |
+
{
|
| 750 |
+
"epoch": 36.12,
|
| 751 |
+
"learning_rate": 2.9870017331022526e-05,
|
| 752 |
+
"loss": 0.5519,
|
| 753 |
+
"step": 10900
|
| 754 |
+
},
|
| 755 |
+
{
|
| 756 |
+
"epoch": 36.45,
|
| 757 |
+
"learning_rate": 2.7270363951473134e-05,
|
| 758 |
+
"loss": 0.5519,
|
| 759 |
+
"step": 11000
|
| 760 |
+
},
|
| 761 |
+
{
|
| 762 |
+
"epoch": 36.45,
|
| 763 |
+
"eval_cer": 0.12275313591103065,
|
| 764 |
+
"eval_loss": 0.5184260606765747,
|
| 765 |
+
"eval_runtime": 142.3486,
|
| 766 |
+
"eval_samples_per_second": 33.994,
|
| 767 |
+
"eval_steps_per_second": 2.129,
|
| 768 |
+
"step": 11000
|
| 769 |
+
},
|
| 770 |
+
{
|
| 771 |
+
"epoch": 36.79,
|
| 772 |
+
"learning_rate": 2.4670710571923742e-05,
|
| 773 |
+
"loss": 0.5605,
|
| 774 |
+
"step": 11100
|
| 775 |
+
},
|
| 776 |
+
{
|
| 777 |
+
"epoch": 37.12,
|
| 778 |
+
"learning_rate": 2.207105719237435e-05,
|
| 779 |
+
"loss": 0.5512,
|
| 780 |
+
"step": 11200
|
| 781 |
+
},
|
| 782 |
+
{
|
| 783 |
+
"epoch": 37.45,
|
| 784 |
+
"learning_rate": 1.9471403812824955e-05,
|
| 785 |
+
"loss": 0.5539,
|
| 786 |
+
"step": 11300
|
| 787 |
+
},
|
| 788 |
+
{
|
| 789 |
+
"epoch": 37.78,
|
| 790 |
+
"learning_rate": 1.687175043327556e-05,
|
| 791 |
+
"loss": 0.5467,
|
| 792 |
+
"step": 11400
|
| 793 |
+
},
|
| 794 |
+
{
|
| 795 |
+
"epoch": 38.11,
|
| 796 |
+
"learning_rate": 1.4272097053726168e-05,
|
| 797 |
+
"loss": 0.5464,
|
| 798 |
+
"step": 11500
|
| 799 |
+
},
|
| 800 |
+
{
|
| 801 |
+
"epoch": 38.44,
|
| 802 |
+
"learning_rate": 1.1672443674176775e-05,
|
| 803 |
+
"loss": 0.5457,
|
| 804 |
+
"step": 11600
|
| 805 |
+
},
|
| 806 |
+
{
|
| 807 |
+
"epoch": 38.77,
|
| 808 |
+
"learning_rate": 9.072790294627383e-06,
|
| 809 |
+
"loss": 0.5445,
|
| 810 |
+
"step": 11700
|
| 811 |
+
},
|
| 812 |
+
{
|
| 813 |
+
"epoch": 39.11,
|
| 814 |
+
"learning_rate": 6.473136915077989e-06,
|
| 815 |
+
"loss": 0.5395,
|
| 816 |
+
"step": 11800
|
| 817 |
+
},
|
| 818 |
+
{
|
| 819 |
+
"epoch": 39.44,
|
| 820 |
+
"learning_rate": 3.8734835355285955e-06,
|
| 821 |
+
"loss": 0.542,
|
| 822 |
+
"step": 11900
|
| 823 |
+
},
|
| 824 |
+
{
|
| 825 |
+
"epoch": 39.77,
|
| 826 |
+
"learning_rate": 1.2738301559792027e-06,
|
| 827 |
+
"loss": 0.5395,
|
| 828 |
+
"step": 12000
|
| 829 |
+
},
|
| 830 |
+
{
|
| 831 |
+
"epoch": 39.77,
|
| 832 |
+
"eval_cer": 0.12272080693133325,
|
| 833 |
+
"eval_loss": 0.5156292915344238,
|
| 834 |
+
"eval_runtime": 142.2326,
|
| 835 |
+
"eval_samples_per_second": 34.022,
|
| 836 |
+
"eval_steps_per_second": 2.13,
|
| 837 |
+
"step": 12000
|
| 838 |
+
},
|
| 839 |
+
{
|
| 840 |
+
"epoch": 39.9,
|
| 841 |
+
"step": 12040,
|
| 842 |
+
"total_flos": 1.9557952498596368e+20,
|
| 843 |
+
"train_loss": 1.365207207163307,
|
| 844 |
+
"train_runtime": 27512.8703,
|
| 845 |
+
"train_samples_per_second": 56.137,
|
| 846 |
+
"train_steps_per_second": 0.438
|
| 847 |
+
}
|
| 848 |
+
],
|
| 849 |
+
"logging_steps": 100,
|
| 850 |
+
"max_steps": 12040,
|
| 851 |
+
"num_train_epochs": 40,
|
| 852 |
+
"save_steps": 1000,
|
| 853 |
+
"total_flos": 1.9557952498596368e+20,
|
| 854 |
+
"trial_name": null,
|
| 855 |
+
"trial_params": null
|
| 856 |
+
}
|
training_args.bin
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:651a4f583ecd7f8a3a536ce2eb86832f1e9a2919291d8f9f5361918ab4c980fe
|
| 3 |
+
size 3963
|
vocab.json
ADDED
|
@@ -0,0 +1,1432 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"0": 1,
|
| 3 |
+
"1": 2,
|
| 4 |
+
"2": 3,
|
| 5 |
+
"3": 4,
|
| 6 |
+
"4": 5,
|
| 7 |
+
"5": 6,
|
| 8 |
+
"6": 7,
|
| 9 |
+
"7": 8,
|
| 10 |
+
"8": 9,
|
| 11 |
+
"9": 10,
|
| 12 |
+
"[PAD]": 1429,
|
| 13 |
+
"[UNK]": 1428,
|
| 14 |
+
"a": 11,
|
| 15 |
+
"b": 12,
|
| 16 |
+
"c": 13,
|
| 17 |
+
"d": 14,
|
| 18 |
+
"e": 15,
|
| 19 |
+
"f": 16,
|
| 20 |
+
"g": 17,
|
| 21 |
+
"h": 18,
|
| 22 |
+
"i": 19,
|
| 23 |
+
"k": 20,
|
| 24 |
+
"l": 21,
|
| 25 |
+
"m": 22,
|
| 26 |
+
"n": 23,
|
| 27 |
+
"o": 24,
|
| 28 |
+
"p": 25,
|
| 29 |
+
"r": 26,
|
| 30 |
+
"s": 27,
|
| 31 |
+
"t": 28,
|
| 32 |
+
"u": 29,
|
| 33 |
+
"v": 30,
|
| 34 |
+
"w": 31,
|
| 35 |
+
"x": 32,
|
| 36 |
+
"y": 33,
|
| 37 |
+
"z": 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 |
+
"ㅡ": 42,
|
| 47 |
+
"가": 43,
|
| 48 |
+
"각": 44,
|
| 49 |
+
"간": 45,
|
| 50 |
+
"갇": 46,
|
| 51 |
+
"갈": 47,
|
| 52 |
+
"감": 48,
|
| 53 |
+
"갑": 49,
|
| 54 |
+
"값": 50,
|
| 55 |
+
"갓": 51,
|
| 56 |
+
"갔": 52,
|
| 57 |
+
"강": 53,
|
| 58 |
+
"갖": 54,
|
| 59 |
+
"같": 55,
|
| 60 |
+
"갚": 56,
|
| 61 |
+
"갛": 57,
|
| 62 |
+
"개": 58,
|
| 63 |
+
"객": 59,
|
| 64 |
+
"갠": 60,
|
| 65 |
+
"갤": 61,
|
| 66 |
+
"갭": 62,
|
| 67 |
+
"갯": 63,
|
| 68 |
+
"갰": 64,
|
| 69 |
+
"갱": 65,
|
| 70 |
+
"갸": 66,
|
| 71 |
+
"걀": 67,
|
| 72 |
+
"걍": 68,
|
| 73 |
+
"걔": 69,
|
| 74 |
+
"거": 70,
|
| 75 |
+
"걱": 71,
|
| 76 |
+
"건": 72,
|
| 77 |
+
"걷": 73,
|
| 78 |
+
"걸": 74,
|
| 79 |
+
"검": 75,
|
| 80 |
+
"겁": 76,
|
| 81 |
+
"것": 77,
|
| 82 |
+
"겉": 78,
|
| 83 |
+
"게": 79,
|
| 84 |
+
"겐": 80,
|
| 85 |
+
"겔": 81,
|
| 86 |
+
"겠": 82,
|
| 87 |
+
"겨": 83,
|
| 88 |
+
"격": 84,
|
| 89 |
+
"겪": 85,
|
| 90 |
+
"견": 86,
|
| 91 |
+
"결": 87,
|
| 92 |
+
"겸": 88,
|
| 93 |
+
"겹": 89,
|
| 94 |
+
"겼": 90,
|
| 95 |
+
"경": 91,
|
| 96 |
+
"곁": 92,
|
| 97 |
+
"계": 93,
|
| 98 |
+
"고": 94,
|
| 99 |
+
"곡": 95,
|
| 100 |
+
"곤": 96,
|
| 101 |
+
"곧": 97,
|
| 102 |
+
"골": 98,
|
| 103 |
+
"곰": 99,
|
| 104 |
+
"곱": 100,
|
| 105 |
+
"곳": 101,
|
| 106 |
+
"공": 102,
|
| 107 |
+
"과": 103,
|
| 108 |
+
"곽": 104,
|
| 109 |
+
"관": 105,
|
| 110 |
+
"괄": 106,
|
| 111 |
+
"괍": 107,
|
| 112 |
+
"광": 108,
|
| 113 |
+
"괜": 109,
|
| 114 |
+
"괴": 110,
|
| 115 |
+
"굉": 111,
|
| 116 |
+
"교": 112,
|
| 117 |
+
"굥": 113,
|
| 118 |
+
"구": 114,
|
| 119 |
+
"국": 115,
|
| 120 |
+
"군": 116,
|
| 121 |
+
"굳": 117,
|
| 122 |
+
"굴": 118,
|
| 123 |
+
"굵": 119,
|
| 124 |
+
"굶": 120,
|
| 125 |
+
"굽": 121,
|
| 126 |
+
"굿": 122,
|
| 127 |
+
"궁": 123,
|
| 128 |
+
"궈": 124,
|
| 129 |
+
"권": 125,
|
| 130 |
+
"궜": 126,
|
| 131 |
+
"궤": 127,
|
| 132 |
+
"귀": 128,
|
| 133 |
+
"규": 129,
|
| 134 |
+
"균": 130,
|
| 135 |
+
"귤": 131,
|
| 136 |
+
"그": 132,
|
| 137 |
+
"극": 133,
|
| 138 |
+
"근": 134,
|
| 139 |
+
"귿": 135,
|
| 140 |
+
"글": 136,
|
| 141 |
+
"긁": 137,
|
| 142 |
+
"금": 138,
|
| 143 |
+
"급": 139,
|
| 144 |
+
"긋": 140,
|
| 145 |
+
"긍": 141,
|
| 146 |
+
"긎": 142,
|
| 147 |
+
"기": 143,
|
| 148 |
+
"긴": 144,
|
| 149 |
+
"길": 145,
|
| 150 |
+
"김": 146,
|
| 151 |
+
"깁": 147,
|
| 152 |
+
"깃": 148,
|
| 153 |
+
"깊": 149,
|
| 154 |
+
"까": 150,
|
| 155 |
+
"깍": 151,
|
| 156 |
+
"깐": 152,
|
| 157 |
+
"깔": 153,
|
| 158 |
+
"깜": 154,
|
| 159 |
+
"깝": 155,
|
| 160 |
+
"깠": 156,
|
| 161 |
+
"깡": 157,
|
| 162 |
+
"깥": 158,
|
| 163 |
+
"깨": 159,
|
| 164 |
+
"깬": 160,
|
| 165 |
+
"깻": 161,
|
| 166 |
+
"깽": 162,
|
| 167 |
+
"꺄": 163,
|
| 168 |
+
"꺼": 164,
|
| 169 |
+
"꺽": 165,
|
| 170 |
+
"껄": 166,
|
| 171 |
+
"껌": 167,
|
| 172 |
+
"껍": 168,
|
| 173 |
+
"껏": 169,
|
| 174 |
+
"껐": 170,
|
| 175 |
+
"껑": 171,
|
| 176 |
+
"께": 172,
|
| 177 |
+
"껴": 173,
|
| 178 |
+
"꼈": 174,
|
| 179 |
+
"꼐": 175,
|
| 180 |
+
"꼬": 176,
|
| 181 |
+
"꼭": 177,
|
| 182 |
+
"꼰": 178,
|
| 183 |
+
"꼴": 179,
|
| 184 |
+
"꼼": 180,
|
| 185 |
+
"꼽": 181,
|
| 186 |
+
"꽂": 182,
|
| 187 |
+
"꽃": 183,
|
| 188 |
+
"꽈": 184,
|
| 189 |
+
"꽉": 185,
|
| 190 |
+
"꽤": 186,
|
| 191 |
+
"꾸": 187,
|
| 192 |
+
"꾹": 188,
|
| 193 |
+
"꾼": 189,
|
| 194 |
+
"꿀": 190,
|
| 195 |
+
"꿈": 191,
|
| 196 |
+
"꿍": 192,
|
| 197 |
+
"꿔": 193,
|
| 198 |
+
"꿨": 194,
|
| 199 |
+
"꿰": 195,
|
| 200 |
+
"뀌": 196,
|
| 201 |
+
"뀐": 197,
|
| 202 |
+
"뀔": 198,
|
| 203 |
+
"뀝": 199,
|
| 204 |
+
"끄": 200,
|
| 205 |
+
"끈": 201,
|
| 206 |
+
"끊": 202,
|
| 207 |
+
"끌": 203,
|
| 208 |
+
"끓": 204,
|
| 209 |
+
"끔": 205,
|
| 210 |
+
"끕": 206,
|
| 211 |
+
"끗": 207,
|
| 212 |
+
"끝": 208,
|
| 213 |
+
"끼": 209,
|
| 214 |
+
"끽": 210,
|
| 215 |
+
"낀": 211,
|
| 216 |
+
"낄": 212,
|
| 217 |
+
"낌": 213,
|
| 218 |
+
"낑": 214,
|
| 219 |
+
"나": 215,
|
| 220 |
+
"낙": 216,
|
| 221 |
+
"낚": 217,
|
| 222 |
+
"난": 218,
|
| 223 |
+
"날": 219,
|
| 224 |
+
"낡": 220,
|
| 225 |
+
"남": 221,
|
| 226 |
+
"납": 222,
|
| 227 |
+
"낫": 223,
|
| 228 |
+
"났": 224,
|
| 229 |
+
"낭": 225,
|
| 230 |
+
"낮": 226,
|
| 231 |
+
"낯": 227,
|
| 232 |
+
"낱": 228,
|
| 233 |
+
"낳": 229,
|
| 234 |
+
"내": 230,
|
| 235 |
+
"낸": 231,
|
| 236 |
+
"낼": 232,
|
| 237 |
+
"냄": 233,
|
| 238 |
+
"냅": 234,
|
| 239 |
+
"냈": 235,
|
| 240 |
+
"냉": 236,
|
| 241 |
+
"냐": 237,
|
| 242 |
+
"냠": 238,
|
| 243 |
+
"냥": 239,
|
| 244 |
+
"너": 240,
|
| 245 |
+
"넉": 241,
|
| 246 |
+
"넌": 242,
|
| 247 |
+
"널": 243,
|
| 248 |
+
"넓": 244,
|
| 249 |
+
"넘": 245,
|
| 250 |
+
"넛": 246,
|
| 251 |
+
"넣": 247,
|
| 252 |
+
"네": 248,
|
| 253 |
+
"넥": 249,
|
| 254 |
+
"넬": 250,
|
| 255 |
+
"넴": 251,
|
| 256 |
+
"넷": 252,
|
| 257 |
+
"녀": 253,
|
| 258 |
+
"녁": 254,
|
| 259 |
+
"년": 255,
|
| 260 |
+
"념": 256,
|
| 261 |
+
"녔": 257,
|
| 262 |
+
"녕": 258,
|
| 263 |
+
"노": 259,
|
| 264 |
+
"녹": 260,
|
| 265 |
+
"논": 261,
|
| 266 |
+
"놀": 262,
|
| 267 |
+
"놈": 263,
|
| 268 |
+
"농": 264,
|
| 269 |
+
"높": 265,
|
| 270 |
+
"놓": 266,
|
| 271 |
+
"놔": 267,
|
| 272 |
+
"놨": 268,
|
| 273 |
+
"뇌": 269,
|
| 274 |
+
"뇨": 270,
|
| 275 |
+
"누": 271,
|
| 276 |
+
"눅": 272,
|
| 277 |
+
"눈": 273,
|
| 278 |
+
"눌": 274,
|
| 279 |
+
"눔": 275,
|
| 280 |
+
"눕": 276,
|
| 281 |
+
"눗": 277,
|
| 282 |
+
"눠": 278,
|
| 283 |
+
"눴": 279,
|
| 284 |
+
"뉘": 280,
|
| 285 |
+
"뉜": 281,
|
| 286 |
+
"뉩": 282,
|
| 287 |
+
"뉴": 283,
|
| 288 |
+
"느": 284,
|
| 289 |
+
"는": 285,
|
| 290 |
+
"늘": 286,
|
| 291 |
+
"늙": 287,
|
| 292 |
+
"늠": 288,
|
| 293 |
+
"늡": 289,
|
| 294 |
+
"능": 290,
|
| 295 |
+
"늦": 291,
|
| 296 |
+
"늬": 292,
|
| 297 |
+
"니": 293,
|
| 298 |
+
"닉": 294,
|
| 299 |
+
"닌": 295,
|
| 300 |
+
"닐": 296,
|
| 301 |
+
"님": 297,
|
| 302 |
+
"닙": 298,
|
| 303 |
+
"닝": 299,
|
| 304 |
+
"다": 300,
|
| 305 |
+
"닥": 301,
|
| 306 |
+
"닦": 302,
|
| 307 |
+
"단": 303,
|
| 308 |
+
"닫": 304,
|
| 309 |
+
"달": 305,
|
| 310 |
+
"닭": 306,
|
| 311 |
+
"닮": 307,
|
| 312 |
+
"담": 308,
|
| 313 |
+
"답": 309,
|
| 314 |
+
"닷": 310,
|
| 315 |
+
"당": 311,
|
| 316 |
+
"닿": 312,
|
| 317 |
+
"대": 313,
|
| 318 |
+
"댁": 314,
|
| 319 |
+
"댄": 315,
|
| 320 |
+
"댈": 316,
|
| 321 |
+
"댐": 317,
|
| 322 |
+
"댑": 318,
|
| 323 |
+
"댓": 319,
|
| 324 |
+
"댔": 320,
|
| 325 |
+
"댕": 321,
|
| 326 |
+
"댜": 322,
|
| 327 |
+
"더": 323,
|
| 328 |
+
"덕": 324,
|
| 329 |
+
"던": 325,
|
| 330 |
+
"덜": 326,
|
| 331 |
+
"덟": 327,
|
| 332 |
+
"덤": 328,
|
| 333 |
+
"덥": 329,
|
| 334 |
+
"덧": 330,
|
| 335 |
+
"덩": 331,
|
| 336 |
+
"덮": 332,
|
| 337 |
+
"데": 333,
|
| 338 |
+
"덱": 334,
|
| 339 |
+
"델": 335,
|
| 340 |
+
"뎀": 336,
|
| 341 |
+
"뎅": 337,
|
| 342 |
+
"뎌": 338,
|
| 343 |
+
"도": 339,
|
| 344 |
+
"독": 340,
|
| 345 |
+
"돈": 341,
|
| 346 |
+
"돋": 342,
|
| 347 |
+
"돌": 343,
|
| 348 |
+
"돕": 344,
|
| 349 |
+
"돗": 345,
|
| 350 |
+
"동": 346,
|
| 351 |
+
"돼": 347,
|
| 352 |
+
"됐": 348,
|
| 353 |
+
"되": 349,
|
| 354 |
+
"된": 350,
|
| 355 |
+
"될": 351,
|
| 356 |
+
"됨": 352,
|
| 357 |
+
"됩": 353,
|
| 358 |
+
"됬": 354,
|
| 359 |
+
"두": 355,
|
| 360 |
+
"둑": 356,
|
| 361 |
+
"둔": 357,
|
| 362 |
+
"둘": 358,
|
| 363 |
+
"둠": 359,
|
| 364 |
+
"둡": 360,
|
| 365 |
+
"둥": 361,
|
| 366 |
+
"둬": 362,
|
| 367 |
+
"뒀": 363,
|
| 368 |
+
"뒤": 364,
|
| 369 |
+
"뒷": 365,
|
| 370 |
+
"듀": 366,
|
| 371 |
+
"드": 367,
|
| 372 |
+
"득": 368,
|
| 373 |
+
"든": 369,
|
| 374 |
+
"듣": 370,
|
| 375 |
+
"들": 371,
|
| 376 |
+
"듦": 372,
|
| 377 |
+
"듬": 373,
|
| 378 |
+
"듭": 374,
|
| 379 |
+
"듯": 375,
|
| 380 |
+
"등": 376,
|
| 381 |
+
"디": 377,
|
| 382 |
+
"딘": 378,
|
| 383 |
+
"딜": 379,
|
| 384 |
+
"딤": 380,
|
| 385 |
+
"딥": 381,
|
| 386 |
+
"딨": 382,
|
| 387 |
+
"딩": 383,
|
| 388 |
+
"딪": 384,
|
| 389 |
+
"따": 385,
|
| 390 |
+
"딱": 386,
|
| 391 |
+
"딴": 387,
|
| 392 |
+
"딸": 388,
|
| 393 |
+
"땀": 389,
|
| 394 |
+
"땅": 390,
|
| 395 |
+
"때": 391,
|
| 396 |
+
"땐": 392,
|
| 397 |
+
"땜": 393,
|
| 398 |
+
"땠": 394,
|
| 399 |
+
"땡": 395,
|
| 400 |
+
"떄": 396,
|
| 401 |
+
"떠": 397,
|
| 402 |
+
"떡": 398,
|
| 403 |
+
"떤": 399,
|
| 404 |
+
"떨": 400,
|
| 405 |
+
"떴": 401,
|
| 406 |
+
"떵": 402,
|
| 407 |
+
"떻": 403,
|
| 408 |
+
"떼": 404,
|
| 409 |
+
"뗀": 405,
|
| 410 |
+
"뗐": 406,
|
| 411 |
+
"또": 407,
|
| 412 |
+
"똑": 408,
|
| 413 |
+
"똠": 409,
|
| 414 |
+
"똥": 410,
|
| 415 |
+
"뚜": 411,
|
| 416 |
+
"뚝": 412,
|
| 417 |
+
"뚤": 413,
|
| 418 |
+
"뚫": 414,
|
| 419 |
+
"뚱": 415,
|
| 420 |
+
"뛰": 416,
|
| 421 |
+
"뛸": 417,
|
| 422 |
+
"뜨": 418,
|
| 423 |
+
"뜩": 419,
|
| 424 |
+
"뜬": 420,
|
| 425 |
+
"뜯": 421,
|
| 426 |
+
"뜰": 422,
|
| 427 |
+
"뜸": 423,
|
| 428 |
+
"뜹": 424,
|
| 429 |
+
"뜻": 425,
|
| 430 |
+
"띄": 426,
|
| 431 |
+
"띈": 427,
|
| 432 |
+
"띌": 428,
|
| 433 |
+
"띕": 429,
|
| 434 |
+
"띠": 430,
|
| 435 |
+
"띡": 431,
|
| 436 |
+
"띵": 432,
|
| 437 |
+
"라": 433,
|
| 438 |
+
"락": 434,
|
| 439 |
+
"란": 435,
|
| 440 |
+
"랄": 436,
|
| 441 |
+
"람": 437,
|
| 442 |
+
"랍": 438,
|
| 443 |
+
"랏": 439,
|
| 444 |
+
"랐": 440,
|
| 445 |
+
"랑": 441,
|
| 446 |
+
"랗": 442,
|
| 447 |
+
"래": 443,
|
| 448 |
+
"랙": 444,
|
| 449 |
+
"랜": 445,
|
| 450 |
+
"램": 446,
|
| 451 |
+
"랩": 447,
|
| 452 |
+
"랫": 448,
|
| 453 |
+
"랬": 449,
|
| 454 |
+
"략": 450,
|
| 455 |
+
"럈": 451,
|
| 456 |
+
"량": 452,
|
| 457 |
+
"러": 453,
|
| 458 |
+
"럭": 454,
|
| 459 |
+
"런": 455,
|
| 460 |
+
"럴": 456,
|
| 461 |
+
"럼": 457,
|
| 462 |
+
"럽": 458,
|
| 463 |
+
"렀": 459,
|
| 464 |
+
"렁": 460,
|
| 465 |
+
"렇": 461,
|
| 466 |
+
"레": 462,
|
| 467 |
+
"렉": 463,
|
| 468 |
+
"렌": 464,
|
| 469 |
+
"렘": 465,
|
| 470 |
+
"렛": 466,
|
| 471 |
+
"려": 467,
|
| 472 |
+
"력": 468,
|
| 473 |
+
"련": 469,
|
| 474 |
+
"렬": 470,
|
| 475 |
+
"렴": 471,
|
| 476 |
+
"렵": 472,
|
| 477 |
+
"렷": 473,
|
| 478 |
+
"렸": 474,
|
| 479 |
+
"령": 475,
|
| 480 |
+
"례": 476,
|
| 481 |
+
"로": 477,
|
| 482 |
+
"록": 478,
|
| 483 |
+
"론": 479,
|
| 484 |
+
"롤": 480,
|
| 485 |
+
"롬": 481,
|
| 486 |
+
"롭": 482,
|
| 487 |
+
"롯": 483,
|
| 488 |
+
"롱": 484,
|
| 489 |
+
"롷": 485,
|
| 490 |
+
"뢰": 486,
|
| 491 |
+
"료": 487,
|
| 492 |
+
"룡": 488,
|
| 493 |
+
"루": 489,
|
| 494 |
+
"룩": 490,
|
| 495 |
+
"룬": 491,
|
| 496 |
+
"룰": 492,
|
| 497 |
+
"룹": 493,
|
| 498 |
+
"뤄": 494,
|
| 499 |
+
"뤘": 495,
|
| 500 |
+
"류": 496,
|
| 501 |
+
"률": 497,
|
| 502 |
+
"륨": 498,
|
| 503 |
+
"륭": 499,
|
| 504 |
+
"르": 500,
|
| 505 |
+
"륵": 501,
|
| 506 |
+
"른": 502,
|
| 507 |
+
"를": 503,
|
| 508 |
+
"름": 504,
|
| 509 |
+
"릅": 505,
|
| 510 |
+
"릇": 506,
|
| 511 |
+
"릉": 507,
|
| 512 |
+
"릎": 508,
|
| 513 |
+
"리": 509,
|
| 514 |
+
"릭": 510,
|
| 515 |
+
"린": 511,
|
| 516 |
+
"릴": 512,
|
| 517 |
+
"림": 513,
|
| 518 |
+
"립": 514,
|
| 519 |
+
"릿": 515,
|
| 520 |
+
"링": 516,
|
| 521 |
+
"마": 517,
|
| 522 |
+
"막": 518,
|
| 523 |
+
"만": 519,
|
| 524 |
+
"많": 520,
|
| 525 |
+
"말": 521,
|
| 526 |
+
"맑": 522,
|
| 527 |
+
"맘": 523,
|
| 528 |
+
"맙": 524,
|
| 529 |
+
"맛": 525,
|
| 530 |
+
"망": 526,
|
| 531 |
+
"맞": 527,
|
| 532 |
+
"맡": 528,
|
| 533 |
+
"맣": 529,
|
| 534 |
+
"매": 530,
|
| 535 |
+
"맥": 531,
|
| 536 |
+
"맨": 532,
|
| 537 |
+
"맴": 533,
|
| 538 |
+
"맵": 534,
|
| 539 |
+
"맷": 535,
|
| 540 |
+
"맸": 536,
|
| 541 |
+
"맹": 537,
|
| 542 |
+
"맺": 538,
|
| 543 |
+
"머": 539,
|
| 544 |
+
"먹": 540,
|
| 545 |
+
"먼": 541,
|
| 546 |
+
"멀": 542,
|
| 547 |
+
"멈": 543,
|
| 548 |
+
"멋": 544,
|
| 549 |
+
"멍": 545,
|
| 550 |
+
"메": 546,
|
| 551 |
+
"멕": 547,
|
| 552 |
+
"멘": 548,
|
| 553 |
+
"멜": 549,
|
| 554 |
+
"멤": 550,
|
| 555 |
+
"멧": 551,
|
| 556 |
+
"며": 552,
|
| 557 |
+
"면": 553,
|
| 558 |
+
"멸": 554,
|
| 559 |
+
"명": 555,
|
| 560 |
+
"몇": 556,
|
| 561 |
+
"모": 557,
|
| 562 |
+
"목": 558,
|
| 563 |
+
"몫": 559,
|
| 564 |
+
"몬": 560,
|
| 565 |
+
"몰": 561,
|
| 566 |
+
"몸": 562,
|
| 567 |
+
"몹": 563,
|
| 568 |
+
"못": 564,
|
| 569 |
+
"몽": 565,
|
| 570 |
+
"묘": 566,
|
| 571 |
+
"무": 567,
|
| 572 |
+
"묵": 568,
|
| 573 |
+
"묶": 569,
|
| 574 |
+
"문": 570,
|
| 575 |
+
"묻": 571,
|
| 576 |
+
"물": 572,
|
| 577 |
+
"묽": 573,
|
| 578 |
+
"뭇": 574,
|
| 579 |
+
"뭉": 575,
|
| 580 |
+
"뭐": 576,
|
| 581 |
+
"뭔": 577,
|
| 582 |
+
"뭘": 578,
|
| 583 |
+
"뭡": 579,
|
| 584 |
+
"뭣": 580,
|
| 585 |
+
"뮤": 581,
|
| 586 |
+
"므": 582,
|
| 587 |
+
"믄": 583,
|
| 588 |
+
"믈": 584,
|
| 589 |
+
"미": 585,
|
| 590 |
+
"믹": 586,
|
| 591 |
+
"민": 587,
|
| 592 |
+
"믿": 588,
|
| 593 |
+
"밀": 589,
|
| 594 |
+
"밈": 590,
|
| 595 |
+
"밌": 591,
|
| 596 |
+
"밍": 592,
|
| 597 |
+
"및": 593,
|
| 598 |
+
"밑": 594,
|
| 599 |
+
"바": 595,
|
| 600 |
+
"박": 596,
|
| 601 |
+
"밖": 597,
|
| 602 |
+
"반": 598,
|
| 603 |
+
"받": 599,
|
| 604 |
+
"발": 600,
|
| 605 |
+
"밝": 601,
|
| 606 |
+
"밟": 602,
|
| 607 |
+
"밤": 603,
|
| 608 |
+
"밥": 604,
|
| 609 |
+
"방": 605,
|
| 610 |
+
"배": 606,
|
| 611 |
+
"백": 607,
|
| 612 |
+
"밴": 608,
|
| 613 |
+
"밸": 609,
|
| 614 |
+
"뱁": 610,
|
| 615 |
+
"뱃": 611,
|
| 616 |
+
"뱅": 612,
|
| 617 |
+
"뱉": 613,
|
| 618 |
+
"버": 614,
|
| 619 |
+
"벅": 615,
|
| 620 |
+
"번": 616,
|
| 621 |
+
"벌": 617,
|
| 622 |
+
"범": 618,
|
| 623 |
+
"법": 619,
|
| 624 |
+
"벗": 620,
|
| 625 |
+
"벙": 621,
|
| 626 |
+
"벚": 622,
|
| 627 |
+
"베": 623,
|
| 628 |
+
"벡": 624,
|
| 629 |
+
"벤": 625,
|
| 630 |
+
"벨": 626,
|
| 631 |
+
"벳": 627,
|
| 632 |
+
"벼": 628,
|
| 633 |
+
"벽": 629,
|
| 634 |
+
"변": 630,
|
| 635 |
+
"별": 631,
|
| 636 |
+
"볍": 632,
|
| 637 |
+
"병": 633,
|
| 638 |
+
"볕": 634,
|
| 639 |
+
"보": 635,
|
| 640 |
+
"복": 636,
|
| 641 |
+
"볶": 637,
|
| 642 |
+
"본": 638,
|
| 643 |
+
"볼": 639,
|
| 644 |
+
"봄": 640,
|
| 645 |
+
"봅": 641,
|
| 646 |
+
"봈": 642,
|
| 647 |
+
"봉": 643,
|
| 648 |
+
"봐": 644,
|
| 649 |
+
"봤": 645,
|
| 650 |
+
"봬": 646,
|
| 651 |
+
"뵀": 647,
|
| 652 |
+
"뵌": 648,
|
| 653 |
+
"뵐": 649,
|
| 654 |
+
"뵙": 650,
|
| 655 |
+
"부": 651,
|
| 656 |
+
"북": 652,
|
| 657 |
+
"분": 653,
|
| 658 |
+
"붇": 654,
|
| 659 |
+
"불": 655,
|
| 660 |
+
"붉": 656,
|
| 661 |
+
"붓": 657,
|
| 662 |
+
"붙": 658,
|
| 663 |
+
"뷔": 659,
|
| 664 |
+
"뷰": 660,
|
| 665 |
+
"브": 661,
|
| 666 |
+
"븐": 662,
|
| 667 |
+
"블": 663,
|
| 668 |
+
"비": 664,
|
| 669 |
+
"빅": 665,
|
| 670 |
+
"빈": 666,
|
| 671 |
+
"빌": 667,
|
| 672 |
+
"빔": 668,
|
| 673 |
+
"빗": 669,
|
| 674 |
+
"빙": 670,
|
| 675 |
+
"빛": 671,
|
| 676 |
+
"빠": 672,
|
| 677 |
+
"빡": 673,
|
| 678 |
+
"빤": 674,
|
| 679 |
+
"빨": 675,
|
| 680 |
+
"빴": 676,
|
| 681 |
+
"빵": 677,
|
| 682 |
+
"빼": 678,
|
| 683 |
+
"빽": 679,
|
| 684 |
+
"뺀": 680,
|
| 685 |
+
"뺄": 681,
|
| 686 |
+
"뺏": 682,
|
| 687 |
+
"뺐": 683,
|
| 688 |
+
"뺑": 684,
|
| 689 |
+
"뺨": 685,
|
| 690 |
+
"뺭": 686,
|
| 691 |
+
"뻐": 687,
|
| 692 |
+
"뻑": 688,
|
| 693 |
+
"뻔": 689,
|
| 694 |
+
"뻗": 690,
|
| 695 |
+
"뻘": 691,
|
| 696 |
+
"뻣": 692,
|
| 697 |
+
"뻤": 693,
|
| 698 |
+
"뻥": 694,
|
| 699 |
+
"뼈": 695,
|
| 700 |
+
"뽀": 696,
|
| 701 |
+
"뽑": 697,
|
| 702 |
+
"뽕": 698,
|
| 703 |
+
"뾰": 699,
|
| 704 |
+
"뿅": 700,
|
| 705 |
+
"뿌": 701,
|
| 706 |
+
"뿍": 702,
|
| 707 |
+
"뿐": 703,
|
| 708 |
+
"뿔": 704,
|
| 709 |
+
"쁘": 705,
|
| 710 |
+
"쁜": 706,
|
| 711 |
+
"쁠": 707,
|
| 712 |
+
"쁨": 708,
|
| 713 |
+
"쁩": 709,
|
| 714 |
+
"삐": 710,
|
| 715 |
+
"삔": 711,
|
| 716 |
+
"삥": 712,
|
| 717 |
+
"사": 713,
|
| 718 |
+
"삭": 714,
|
| 719 |
+
"산": 715,
|
| 720 |
+
"살": 716,
|
| 721 |
+
"삶": 717,
|
| 722 |
+
"삼": 718,
|
| 723 |
+
"삽": 719,
|
| 724 |
+
"삿": 720,
|
| 725 |
+
"샀": 721,
|
| 726 |
+
"상": 722,
|
| 727 |
+
"새": 723,
|
| 728 |
+
"색": 724,
|
| 729 |
+
"샌": 725,
|
| 730 |
+
"샘": 726,
|
| 731 |
+
"생": 727,
|
| 732 |
+
"샤": 728,
|
| 733 |
+
"샥": 729,
|
| 734 |
+
"샴": 730,
|
| 735 |
+
"샵": 731,
|
| 736 |
+
"서": 732,
|
| 737 |
+
"석": 733,
|
| 738 |
+
"섞": 734,
|
| 739 |
+
"선": 735,
|
| 740 |
+
"설": 736,
|
| 741 |
+
"섬": 737,
|
| 742 |
+
"섭": 738,
|
| 743 |
+
"섯": 739,
|
| 744 |
+
"섰": 740,
|
| 745 |
+
"성": 741,
|
| 746 |
+
"세": 742,
|
| 747 |
+
"섹": 743,
|
| 748 |
+
"센": 744,
|
| 749 |
+
"셀": 745,
|
| 750 |
+
"셈": 746,
|
| 751 |
+
"셉": 747,
|
| 752 |
+
"셋": 748,
|
| 753 |
+
"셌": 749,
|
| 754 |
+
"셔": 750,
|
| 755 |
+
"션": 751,
|
| 756 |
+
"셜": 752,
|
| 757 |
+
"셨": 753,
|
| 758 |
+
"셰": 754,
|
| 759 |
+
"소": 755,
|
| 760 |
+
"속": 756,
|
| 761 |
+
"손": 757,
|
| 762 |
+
"솔": 758,
|
| 763 |
+
"솜": 759,
|
| 764 |
+
"솟": 760,
|
| 765 |
+
"송": 761,
|
| 766 |
+
"솥": 762,
|
| 767 |
+
"쇄": 763,
|
| 768 |
+
"쇠": 764,
|
| 769 |
+
"쇼": 765,
|
| 770 |
+
"숀": 766,
|
| 771 |
+
"숍": 767,
|
| 772 |
+
"수": 768,
|
| 773 |
+
"숙": 769,
|
| 774 |
+
"순": 770,
|
| 775 |
+
"숟": 771,
|
| 776 |
+
"술": 772,
|
| 777 |
+
"숨": 773,
|
| 778 |
+
"숫": 774,
|
| 779 |
+
"숭": 775,
|
| 780 |
+
"숯": 776,
|
| 781 |
+
"숱": 777,
|
| 782 |
+
"숲": 778,
|
| 783 |
+
"숴": 779,
|
| 784 |
+
"쉐": 780,
|
| 785 |
+
"쉬": 781,
|
| 786 |
+
"쉴": 782,
|
| 787 |
+
"쉽": 783,
|
| 788 |
+
"슈": 784,
|
| 789 |
+
"슉": 785,
|
| 790 |
+
"슘": 786,
|
| 791 |
+
"슛": 787,
|
| 792 |
+
"슝": 788,
|
| 793 |
+
"스": 789,
|
| 794 |
+
"슥": 790,
|
| 795 |
+
"슨": 791,
|
| 796 |
+
"슬": 792,
|
| 797 |
+
"슴": 793,
|
| 798 |
+
"습": 794,
|
| 799 |
+
"슷": 795,
|
| 800 |
+
"승": 796,
|
| 801 |
+
"시": 797,
|
| 802 |
+
"식": 798,
|
| 803 |
+
"신": 799,
|
| 804 |
+
"싣": 800,
|
| 805 |
+
"실": 801,
|
| 806 |
+
"싫": 802,
|
| 807 |
+
"심": 803,
|
| 808 |
+
"십": 804,
|
| 809 |
+
"싱": 805,
|
| 810 |
+
"싴": 806,
|
| 811 |
+
"싶": 807,
|
| 812 |
+
"싸": 808,
|
| 813 |
+
"싹": 809,
|
| 814 |
+
"싼": 810,
|
| 815 |
+
"쌀": 811,
|
| 816 |
+
"쌈": 812,
|
| 817 |
+
"쌉": 813,
|
| 818 |
+
"쌍": 814,
|
| 819 |
+
"쌓": 815,
|
| 820 |
+
"쌤": 816,
|
| 821 |
+
"쌩": 817,
|
| 822 |
+
"쌰": 818,
|
| 823 |
+
"썜": 819,
|
| 824 |
+
"써": 820,
|
| 825 |
+
"썩": 821,
|
| 826 |
+
"썬": 822,
|
| 827 |
+
"썰": 823,
|
| 828 |
+
"썸": 824,
|
| 829 |
+
"썹": 825,
|
| 830 |
+
"썼": 826,
|
| 831 |
+
"썽": 827,
|
| 832 |
+
"쎄": 828,
|
| 833 |
+
"쎈": 829,
|
| 834 |
+
"쎼": 830,
|
| 835 |
+
"쏘": 831,
|
| 836 |
+
"쏙": 832,
|
| 837 |
+
"쏜": 833,
|
| 838 |
+
"쏟": 834,
|
| 839 |
+
"쏠": 835,
|
| 840 |
+
"쏴": 836,
|
| 841 |
+
"쑉": 837,
|
| 842 |
+
"쑤": 838,
|
| 843 |
+
"쑥": 839,
|
| 844 |
+
"쓰": 840,
|
| 845 |
+
"쓱": 841,
|
| 846 |
+
"쓴": 842,
|
| 847 |
+
"쓸": 843,
|
| 848 |
+
"씀": 844,
|
| 849 |
+
"씁": 845,
|
| 850 |
+
"씌": 846,
|
| 851 |
+
"씨": 847,
|
| 852 |
+
"씩": 848,
|
| 853 |
+
"씬": 849,
|
| 854 |
+
"씹": 850,
|
| 855 |
+
"씻": 851,
|
| 856 |
+
"아": 852,
|
| 857 |
+
"악": 853,
|
| 858 |
+
"안": 854,
|
| 859 |
+
"앉": 855,
|
| 860 |
+
"않": 856,
|
| 861 |
+
"알": 857,
|
| 862 |
+
"앓": 858,
|
| 863 |
+
"암": 859,
|
| 864 |
+
"압": 860,
|
| 865 |
+
"앗": 861,
|
| 866 |
+
"았": 862,
|
| 867 |
+
"앙": 863,
|
| 868 |
+
"앞": 864,
|
| 869 |
+
"애": 865,
|
| 870 |
+
"액": 866,
|
| 871 |
+
"앤": 867,
|
| 872 |
+
"앨": 868,
|
| 873 |
+
"앰": 869,
|
| 874 |
+
"앱": 870,
|
| 875 |
+
"앴": 871,
|
| 876 |
+
"앵": 872,
|
| 877 |
+
"야": 873,
|
| 878 |
+
"약": 874,
|
| 879 |
+
"얀": 875,
|
| 880 |
+
"얄": 876,
|
| 881 |
+
"얇": 877,
|
| 882 |
+
"얌": 878,
|
| 883 |
+
"양": 879,
|
| 884 |
+
"얕": 880,
|
| 885 |
+
"얗": 881,
|
| 886 |
+
"얘": 882,
|
| 887 |
+
"얜": 883,
|
| 888 |
+
"어": 884,
|
| 889 |
+
"억": 885,
|
| 890 |
+
"언": 886,
|
| 891 |
+
"얹": 887,
|
| 892 |
+
"얻": 888,
|
| 893 |
+
"얼": 889,
|
| 894 |
+
"엄": 890,
|
| 895 |
+
"업": 891,
|
| 896 |
+
"없": 892,
|
| 897 |
+
"엇": 893,
|
| 898 |
+
"었": 894,
|
| 899 |
+
"엉": 895,
|
| 900 |
+
"엎": 896,
|
| 901 |
+
"에": 897,
|
| 902 |
+
"엑": 898,
|
| 903 |
+
"엔": 899,
|
| 904 |
+
"엘": 900,
|
| 905 |
+
"엠": 901,
|
| 906 |
+
"엥": 902,
|
| 907 |
+
"여": 903,
|
| 908 |
+
"역": 904,
|
| 909 |
+
"연": 905,
|
| 910 |
+
"열": 906,
|
| 911 |
+
"염": 907,
|
| 912 |
+
"엽": 908,
|
| 913 |
+
"엿": 909,
|
| 914 |
+
"였": 910,
|
| 915 |
+
"영": 911,
|
| 916 |
+
"옆": 912,
|
| 917 |
+
"옇": 913,
|
| 918 |
+
"예": 914,
|
| 919 |
+
"옛": 915,
|
| 920 |
+
"오": 916,
|
| 921 |
+
"옥": 917,
|
| 922 |
+
"온": 918,
|
| 923 |
+
"올": 919,
|
| 924 |
+
"옮": 920,
|
| 925 |
+
"옳": 921,
|
| 926 |
+
"옴": 922,
|
| 927 |
+
"옵": 923,
|
| 928 |
+
"옷": 924,
|
| 929 |
+
"옹": 925,
|
| 930 |
+
"와": 926,
|
| 931 |
+
"완": 927,
|
| 932 |
+
"왈": 928,
|
| 933 |
+
"왓": 929,
|
| 934 |
+
"왔": 930,
|
| 935 |
+
"왕": 931,
|
| 936 |
+
"왜": 932,
|
| 937 |
+
"왠": 933,
|
| 938 |
+
"외": 934,
|
| 939 |
+
"왼": 935,
|
| 940 |
+
"요": 936,
|
| 941 |
+
"욕": 937,
|
| 942 |
+
"용": 938,
|
| 943 |
+
"우": 939,
|
| 944 |
+
"욱": 940,
|
| 945 |
+
"운": 941,
|
| 946 |
+
"울": 942,
|
| 947 |
+
"움": 943,
|
| 948 |
+
"웁": 944,
|
| 949 |
+
"웃": 945,
|
| 950 |
+
"웅": 946,
|
| 951 |
+
"워": 947,
|
| 952 |
+
"원": 948,
|
| 953 |
+
"월": 949,
|
| 954 |
+
"웠": 950,
|
| 955 |
+
"웨": 951,
|
| 956 |
+
"웩": 952,
|
| 957 |
+
"웬": 953,
|
| 958 |
+
"웰": 954,
|
| 959 |
+
"웹": 955,
|
| 960 |
+
"위": 956,
|
| 961 |
+
"윈": 957,
|
| 962 |
+
"윗": 958,
|
| 963 |
+
"유": 959,
|
| 964 |
+
"육": 960,
|
| 965 |
+
"윤": 961,
|
| 966 |
+
"율": 962,
|
| 967 |
+
"융": 963,
|
| 968 |
+
"으": 964,
|
| 969 |
+
"윽": 965,
|
| 970 |
+
"은": 966,
|
| 971 |
+
"읃": 967,
|
| 972 |
+
"을": 968,
|
| 973 |
+
"음": 969,
|
| 974 |
+
"읍": 970,
|
| 975 |
+
"읏": 971,
|
| 976 |
+
"응": 972,
|
| 977 |
+
"의": 973,
|
| 978 |
+
"이": 974,
|
| 979 |
+
"익": 975,
|
| 980 |
+
"인": 976,
|
| 981 |
+
"일": 977,
|
| 982 |
+
"읽": 978,
|
| 983 |
+
"잃": 979,
|
| 984 |
+
"임": 980,
|
| 985 |
+
"입": 981,
|
| 986 |
+
"잇": 982,
|
| 987 |
+
"있": 983,
|
| 988 |
+
"잉": 984,
|
| 989 |
+
"잊": 985,
|
| 990 |
+
"잎": 986,
|
| 991 |
+
"자": 987,
|
| 992 |
+
"작": 988,
|
| 993 |
+
"잔": 989,
|
| 994 |
+
"잖": 990,
|
| 995 |
+
"잘": 991,
|
| 996 |
+
"잠": 992,
|
| 997 |
+
"잡": 993,
|
| 998 |
+
"잣": 994,
|
| 999 |
+
"잤": 995,
|
| 1000 |
+
"장": 996,
|
| 1001 |
+
"잦": 997,
|
| 1002 |
+
"재": 998,
|
| 1003 |
+
"잰": 999,
|
| 1004 |
+
"잼": 1000,
|
| 1005 |
+
"잽": 1001,
|
| 1006 |
+
"쟁": 1002,
|
| 1007 |
+
"쟈": 1003,
|
| 1008 |
+
"쟤": 1004,
|
| 1009 |
+
"저": 1005,
|
| 1010 |
+
"적": 1006,
|
| 1011 |
+
"전": 1007,
|
| 1012 |
+
"절": 1008,
|
| 1013 |
+
"젊": 1009,
|
| 1014 |
+
"점": 1010,
|
| 1015 |
+
"접": 1011,
|
| 1016 |
+
"젓": 1012,
|
| 1017 |
+
"정": 1013,
|
| 1018 |
+
"젖": 1014,
|
| 1019 |
+
"제": 1015,
|
| 1020 |
+
"젝": 1016,
|
| 1021 |
+
"젠": 1017,
|
| 1022 |
+
"젤": 1018,
|
| 1023 |
+
"젯": 1019,
|
| 1024 |
+
"져": 1020,
|
| 1025 |
+
"졌": 1021,
|
| 1026 |
+
"조": 1022,
|
| 1027 |
+
"족": 1023,
|
| 1028 |
+
"존": 1024,
|
| 1029 |
+
"졸": 1025,
|
| 1030 |
+
"좀": 1026,
|
| 1031 |
+
"좁": 1027,
|
| 1032 |
+
"종": 1028,
|
| 1033 |
+
"좋": 1029,
|
| 1034 |
+
"좌": 1030,
|
| 1035 |
+
"좟": 1031,
|
| 1036 |
+
"죄": 1032,
|
| 1037 |
+
"죠": 1033,
|
| 1038 |
+
"죵": 1034,
|
| 1039 |
+
"주": 1035,
|
| 1040 |
+
"죽": 1036,
|
| 1041 |
+
"준": 1037,
|
| 1042 |
+
"줄": 1038,
|
| 1043 |
+
"줌": 1039,
|
| 1044 |
+
"줍": 1040,
|
| 1045 |
+
"중": 1041,
|
| 1046 |
+
"줘": 1042,
|
| 1047 |
+
"줬": 1043,
|
| 1048 |
+
"쥐": 1044,
|
| 1049 |
+
"쥬": 1045,
|
| 1050 |
+
"즈": 1046,
|
| 1051 |
+
"즉": 1047,
|
| 1052 |
+
"즌": 1048,
|
| 1053 |
+
"즐": 1049,
|
| 1054 |
+
"즘": 1050,
|
| 1055 |
+
"증": 1051,
|
| 1056 |
+
"지": 1052,
|
| 1057 |
+
"직": 1053,
|
| 1058 |
+
"진": 1054,
|
| 1059 |
+
"질": 1055,
|
| 1060 |
+
"짐": 1056,
|
| 1061 |
+
"집": 1057,
|
| 1062 |
+
"짓": 1058,
|
| 1063 |
+
"징": 1059,
|
| 1064 |
+
"짖": 1060,
|
| 1065 |
+
"짙": 1061,
|
| 1066 |
+
"짚": 1062,
|
| 1067 |
+
"짜": 1063,
|
| 1068 |
+
"짝": 1064,
|
| 1069 |
+
"짠": 1065,
|
| 1070 |
+
"짤": 1066,
|
| 1071 |
+
"짧": 1067,
|
| 1072 |
+
"짬": 1068,
|
| 1073 |
+
"짭": 1069,
|
| 1074 |
+
"짰": 1070,
|
| 1075 |
+
"짱": 1071,
|
| 1076 |
+
"째": 1072,
|
| 1077 |
+
"쨋": 1073,
|
| 1078 |
+
"쨌": 1074,
|
| 1079 |
+
"쨍": 1075,
|
| 1080 |
+
"쨰": 1076,
|
| 1081 |
+
"쩌": 1077,
|
| 1082 |
+
"쩍": 1078,
|
| 1083 |
+
"쩐": 1079,
|
| 1084 |
+
"쩔": 1080,
|
| 1085 |
+
"쩜": 1081,
|
| 1086 |
+
"쩝": 1082,
|
| 1087 |
+
"쩠": 1083,
|
| 1088 |
+
"쩡": 1084,
|
| 1089 |
+
"쪼": 1085,
|
| 1090 |
+
"쪽": 1086,
|
| 1091 |
+
"쫀": 1087,
|
| 1092 |
+
"쫄": 1088,
|
| 1093 |
+
"쫌": 1089,
|
| 1094 |
+
"쫓": 1090,
|
| 1095 |
+
"쫙": 1091,
|
| 1096 |
+
"쫜": 1092,
|
| 1097 |
+
"쬐": 1093,
|
| 1098 |
+
"쭈": 1094,
|
| 1099 |
+
"쭉": 1095,
|
| 1100 |
+
"쭤": 1096,
|
| 1101 |
+
"쮸": 1097,
|
| 1102 |
+
"쯔": 1098,
|
| 1103 |
+
"쯤": 1099,
|
| 1104 |
+
"찌": 1100,
|
| 1105 |
+
"찍": 1101,
|
| 1106 |
+
"찐": 1102,
|
| 1107 |
+
"찔": 1103,
|
| 1108 |
+
"찜": 1104,
|
| 1109 |
+
"찝": 1105,
|
| 1110 |
+
"찡": 1106,
|
| 1111 |
+
"찢": 1107,
|
| 1112 |
+
"차": 1108,
|
| 1113 |
+
"착": 1109,
|
| 1114 |
+
"찬": 1110,
|
| 1115 |
+
"찮": 1111,
|
| 1116 |
+
"찰": 1112,
|
| 1117 |
+
"참": 1113,
|
| 1118 |
+
"찻": 1114,
|
| 1119 |
+
"찼": 1115,
|
| 1120 |
+
"창": 1116,
|
| 1121 |
+
"찾": 1117,
|
| 1122 |
+
"채": 1118,
|
| 1123 |
+
"책": 1119,
|
| 1124 |
+
"챌": 1120,
|
| 1125 |
+
"챕": 1121,
|
| 1126 |
+
"챙": 1122,
|
| 1127 |
+
"처": 1123,
|
| 1128 |
+
"척": 1124,
|
| 1129 |
+
"천": 1125,
|
| 1130 |
+
"철": 1126,
|
| 1131 |
+
"첨": 1127,
|
| 1132 |
+
"첩": 1128,
|
| 1133 |
+
"첫": 1129,
|
| 1134 |
+
"청": 1130,
|
| 1135 |
+
"체": 1131,
|
| 1136 |
+
"첼": 1132,
|
| 1137 |
+
"쳅": 1133,
|
| 1138 |
+
"쳐": 1134,
|
| 1139 |
+
"쳤": 1135,
|
| 1140 |
+
"쳬": 1136,
|
| 1141 |
+
"초": 1137,
|
| 1142 |
+
"촉": 1138,
|
| 1143 |
+
"촌": 1139,
|
| 1144 |
+
"촘": 1140,
|
| 1145 |
+
"촛": 1141,
|
| 1146 |
+
"총": 1142,
|
| 1147 |
+
"촤": 1143,
|
| 1148 |
+
"촥": 1144,
|
| 1149 |
+
"촬": 1145,
|
| 1150 |
+
"최": 1146,
|
| 1151 |
+
"쵸": 1147,
|
| 1152 |
+
"추": 1148,
|
| 1153 |
+
"축": 1149,
|
| 1154 |
+
"춘": 1150,
|
| 1155 |
+
"출": 1151,
|
| 1156 |
+
"춤": 1152,
|
| 1157 |
+
"춥": 1153,
|
| 1158 |
+
"춧": 1154,
|
| 1159 |
+
"충": 1155,
|
| 1160 |
+
"춰": 1156,
|
| 1161 |
+
"췄": 1157,
|
| 1162 |
+
"췌": 1158,
|
| 1163 |
+
"취": 1159,
|
| 1164 |
+
"츄": 1160,
|
| 1165 |
+
"츠": 1161,
|
| 1166 |
+
"측": 1162,
|
| 1167 |
+
"츨": 1163,
|
| 1168 |
+
"층": 1164,
|
| 1169 |
+
"치": 1165,
|
| 1170 |
+
"칙": 1166,
|
| 1171 |
+
"친": 1167,
|
| 1172 |
+
"칠": 1168,
|
| 1173 |
+
"침": 1169,
|
| 1174 |
+
"칩": 1170,
|
| 1175 |
+
"칫": 1171,
|
| 1176 |
+
"칭": 1172,
|
| 1177 |
+
"카": 1173,
|
| 1178 |
+
"칵": 1174,
|
| 1179 |
+
"칸": 1175,
|
| 1180 |
+
"칼": 1176,
|
| 1181 |
+
"캐": 1177,
|
| 1182 |
+
"캔": 1178,
|
| 1183 |
+
"캘": 1179,
|
| 1184 |
+
"캠": 1180,
|
| 1185 |
+
"캡": 1181,
|
| 1186 |
+
"캣": 1182,
|
| 1187 |
+
"캬": 1183,
|
| 1188 |
+
"커": 1184,
|
| 1189 |
+
"컥": 1185,
|
| 1190 |
+
"컨": 1186,
|
| 1191 |
+
"컬": 1187,
|
| 1192 |
+
"컴": 1188,
|
| 1193 |
+
"컵": 1189,
|
| 1194 |
+
"컷": 1190,
|
| 1195 |
+
"컸": 1191,
|
| 1196 |
+
"케": 1192,
|
| 1197 |
+
"켄": 1193,
|
| 1198 |
+
"켓": 1194,
|
| 1199 |
+
"켜": 1195,
|
| 1200 |
+
"켠": 1196,
|
| 1201 |
+
"켰": 1197,
|
| 1202 |
+
"코": 1198,
|
| 1203 |
+
"콕": 1199,
|
| 1204 |
+
"콘": 1200,
|
| 1205 |
+
"콜": 1201,
|
| 1206 |
+
"콤": 1202,
|
| 1207 |
+
"콥": 1203,
|
| 1208 |
+
"콧": 1204,
|
| 1209 |
+
"콩": 1205,
|
| 1210 |
+
"콸": 1206,
|
| 1211 |
+
"쾌": 1207,
|
| 1212 |
+
"쿠": 1208,
|
| 1213 |
+
"쿡": 1209,
|
| 1214 |
+
"쿤": 1210,
|
| 1215 |
+
"쿨": 1211,
|
| 1216 |
+
"쿵": 1212,
|
| 1217 |
+
"퀄": 1213,
|
| 1218 |
+
"퀴": 1214,
|
| 1219 |
+
"큐": 1215,
|
| 1220 |
+
"큘": 1216,
|
| 1221 |
+
"크": 1217,
|
| 1222 |
+
"큰": 1218,
|
| 1223 |
+
"클": 1219,
|
| 1224 |
+
"큼": 1220,
|
| 1225 |
+
"큽": 1221,
|
| 1226 |
+
"키": 1222,
|
| 1227 |
+
"킨": 1223,
|
| 1228 |
+
"킬": 1224,
|
| 1229 |
+
"킴": 1225,
|
| 1230 |
+
"킵": 1226,
|
| 1231 |
+
"킹": 1227,
|
| 1232 |
+
"타": 1228,
|
| 1233 |
+
"탁": 1229,
|
| 1234 |
+
"탄": 1230,
|
| 1235 |
+
"탈": 1231,
|
| 1236 |
+
"탐": 1232,
|
| 1237 |
+
"탑": 1233,
|
| 1238 |
+
"탓": 1234,
|
| 1239 |
+
"탔": 1235,
|
| 1240 |
+
"탕": 1236,
|
| 1241 |
+
"태": 1237,
|
| 1242 |
+
"택": 1238,
|
| 1243 |
+
"탠": 1239,
|
| 1244 |
+
"탱": 1240,
|
| 1245 |
+
"터": 1241,
|
| 1246 |
+
"턱": 1242,
|
| 1247 |
+
"턴": 1243,
|
| 1248 |
+
"털": 1244,
|
| 1249 |
+
"텁": 1245,
|
| 1250 |
+
"텅": 1246,
|
| 1251 |
+
"테": 1247,
|
| 1252 |
+
"텍": 1248,
|
| 1253 |
+
"텐": 1249,
|
| 1254 |
+
"텔": 1250,
|
| 1255 |
+
"템": 1251,
|
| 1256 |
+
"텝": 1252,
|
| 1257 |
+
"텼": 1253,
|
| 1258 |
+
"토": 1254,
|
| 1259 |
+
"톡": 1255,
|
| 1260 |
+
"톤": 1256,
|
| 1261 |
+
"톨": 1257,
|
| 1262 |
+
"톱": 1258,
|
| 1263 |
+
"통": 1259,
|
| 1264 |
+
"퇴": 1260,
|
| 1265 |
+
"투": 1261,
|
| 1266 |
+
"툭": 1262,
|
| 1267 |
+
"툴": 1263,
|
| 1268 |
+
"툼": 1264,
|
| 1269 |
+
"퉁": 1265,
|
| 1270 |
+
"튀": 1266,
|
| 1271 |
+
"튜": 1267,
|
| 1272 |
+
"트": 1268,
|
| 1273 |
+
"특": 1269,
|
| 1274 |
+
"튼": 1270,
|
| 1275 |
+
"틀": 1271,
|
| 1276 |
+
"틈": 1272,
|
| 1277 |
+
"틍": 1273,
|
| 1278 |
+
"티": 1274,
|
| 1279 |
+
"틱": 1275,
|
| 1280 |
+
"틴": 1276,
|
| 1281 |
+
"틸": 1277,
|
| 1282 |
+
"팀": 1278,
|
| 1283 |
+
"팁": 1279,
|
| 1284 |
+
"팅": 1280,
|
| 1285 |
+
"파": 1281,
|
| 1286 |
+
"팍": 1282,
|
| 1287 |
+
"팎": 1283,
|
| 1288 |
+
"판": 1284,
|
| 1289 |
+
"팔": 1285,
|
| 1290 |
+
"팠": 1286,
|
| 1291 |
+
"팡": 1287,
|
| 1292 |
+
"팥": 1288,
|
| 1293 |
+
"패": 1289,
|
| 1294 |
+
"팩": 1290,
|
| 1295 |
+
"팬": 1291,
|
| 1296 |
+
"팽": 1292,
|
| 1297 |
+
"퍼": 1293,
|
| 1298 |
+
"퍽": 1294,
|
| 1299 |
+
"펀": 1295,
|
| 1300 |
+
"펄": 1296,
|
| 1301 |
+
"펌": 1297,
|
| 1302 |
+
"페": 1298,
|
| 1303 |
+
"펙": 1299,
|
| 1304 |
+
"펜": 1300,
|
| 1305 |
+
"펠": 1301,
|
| 1306 |
+
"펩": 1302,
|
| 1307 |
+
"펴": 1303,
|
| 1308 |
+
"편": 1304,
|
| 1309 |
+
"펼": 1305,
|
| 1310 |
+
"폈": 1306,
|
| 1311 |
+
"평": 1307,
|
| 1312 |
+
"폐": 1308,
|
| 1313 |
+
"포": 1309,
|
| 1314 |
+
"폭": 1310,
|
| 1315 |
+
"폰": 1311,
|
| 1316 |
+
"폴": 1312,
|
| 1317 |
+
"폼": 1313,
|
| 1318 |
+
"퐁": 1314,
|
| 1319 |
+
"표": 1315,
|
| 1320 |
+
"푸": 1316,
|
| 1321 |
+
"푹": 1317,
|
| 1322 |
+
"푼": 1318,
|
| 1323 |
+
"풀": 1319,
|
| 1324 |
+
"품": 1320,
|
| 1325 |
+
"풋": 1321,
|
| 1326 |
+
"풍": 1322,
|
| 1327 |
+
"퓨": 1323,
|
| 1328 |
+
"프": 1324,
|
| 1329 |
+
"픈": 1325,
|
| 1330 |
+
"플": 1326,
|
| 1331 |
+
"픔": 1327,
|
| 1332 |
+
"피": 1328,
|
| 1333 |
+
"픽": 1329,
|
| 1334 |
+
"핀": 1330,
|
| 1335 |
+
"필": 1331,
|
| 1336 |
+
"핍": 1332,
|
| 1337 |
+
"핏": 1333,
|
| 1338 |
+
"핑": 1334,
|
| 1339 |
+
"하": 1335,
|
| 1340 |
+
"학": 1336,
|
| 1341 |
+
"한": 1337,
|
| 1342 |
+
"할": 1338,
|
| 1343 |
+
"함": 1339,
|
| 1344 |
+
"합": 1340,
|
| 1345 |
+
"핫": 1341,
|
| 1346 |
+
"항": 1342,
|
| 1347 |
+
"해": 1343,
|
| 1348 |
+
"핵": 1344,
|
| 1349 |
+
"핸": 1345,
|
| 1350 |
+
"핼": 1346,
|
| 1351 |
+
"햄": 1347,
|
| 1352 |
+
"햅": 1348,
|
| 1353 |
+
"햇": 1349,
|
| 1354 |
+
"했": 1350,
|
| 1355 |
+
"행": 1351,
|
| 1356 |
+
"햍": 1352,
|
| 1357 |
+
"햐": 1353,
|
| 1358 |
+
"향": 1354,
|
| 1359 |
+
"헀": 1355,
|
| 1360 |
+
"허": 1356,
|
| 1361 |
+
"헉": 1357,
|
| 1362 |
+
"헌": 1358,
|
| 1363 |
+
"헐": 1359,
|
| 1364 |
+
"험": 1360,
|
| 1365 |
+
"헛": 1361,
|
| 1366 |
+
"헝": 1362,
|
| 1367 |
+
"헤": 1363,
|
| 1368 |
+
"헨": 1364,
|
| 1369 |
+
"헬": 1365,
|
| 1370 |
+
"헷": 1366,
|
| 1371 |
+
"헹": 1367,
|
| 1372 |
+
"혀": 1368,
|
| 1373 |
+
"혁": 1369,
|
| 1374 |
+
"현": 1370,
|
| 1375 |
+
"혈": 1371,
|
| 1376 |
+
"혐": 1372,
|
| 1377 |
+
"협": 1373,
|
| 1378 |
+
"혓": 1374,
|
| 1379 |
+
"혔": 1375,
|
| 1380 |
+
"형": 1376,
|
| 1381 |
+
"혜": 1377,
|
| 1382 |
+
"호": 1378,
|
| 1383 |
+
"혹": 1379,
|
| 1384 |
+
"혼": 1380,
|
| 1385 |
+
"홀": 1381,
|
| 1386 |
+
"홈": 1382,
|
| 1387 |
+
"홉": 1383,
|
| 1388 |
+
"홍": 1384,
|
| 1389 |
+
"화": 1385,
|
| 1390 |
+
"확": 1386,
|
| 1391 |
+
"환": 1387,
|
| 1392 |
+
"활": 1388,
|
| 1393 |
+
"홥": 1389,
|
| 1394 |
+
"황": 1390,
|
| 1395 |
+
"회": 1391,
|
| 1396 |
+
"획": 1392,
|
| 1397 |
+
"횟": 1393,
|
| 1398 |
+
"횡": 1394,
|
| 1399 |
+
"효": 1395,
|
| 1400 |
+
"횩": 1396,
|
| 1401 |
+
"후": 1397,
|
| 1402 |
+
"훅": 1398,
|
| 1403 |
+
"훈": 1399,
|
| 1404 |
+
"훌": 1400,
|
| 1405 |
+
"훑": 1401,
|
| 1406 |
+
"훔": 1402,
|
| 1407 |
+
"훨": 1403,
|
| 1408 |
+
"훼": 1404,
|
| 1409 |
+
"휑": 1405,
|
| 1410 |
+
"휘": 1406,
|
| 1411 |
+
"휙": 1407,
|
| 1412 |
+
"휩": 1408,
|
| 1413 |
+
"휴": 1409,
|
| 1414 |
+
"흉": 1410,
|
| 1415 |
+
"흐": 1411,
|
| 1416 |
+
"흑": 1412,
|
| 1417 |
+
"흔": 1413,
|
| 1418 |
+
"흘": 1414,
|
| 1419 |
+
"흙": 1415,
|
| 1420 |
+
"흠": 1416,
|
| 1421 |
+
"흡": 1417,
|
| 1422 |
+
"흣": 1418,
|
| 1423 |
+
"흥": 1419,
|
| 1424 |
+
"흩": 1420,
|
| 1425 |
+
"희": 1421,
|
| 1426 |
+
"흰": 1422,
|
| 1427 |
+
"히": 1423,
|
| 1428 |
+
"힌": 1424,
|
| 1429 |
+
"힐": 1425,
|
| 1430 |
+
"힘": 1426,
|
| 1431 |
+
"힙": 1427
|
| 1432 |
+
}
|