Upload folder using huggingface_hub
Browse files- README.md +77 -0
- added_tokens.json +4 -0
- all_results.json +14 -0
- checkpoint-77020/added_tokens.json +4 -0
- checkpoint-77020/config.json +117 -0
- checkpoint-77020/optimizer.pt +3 -0
- checkpoint-77020/preprocessor_config.json +10 -0
- checkpoint-77020/pytorch_model.bin +3 -0
- checkpoint-77020/rng_state_0.pth +3 -0
- checkpoint-77020/rng_state_1.pth +3 -0
- checkpoint-77020/rng_state_2.pth +3 -0
- checkpoint-77020/rng_state_3.pth +3 -0
- checkpoint-77020/scheduler.pt +3 -0
- checkpoint-77020/special_tokens_map.json +30 -0
- checkpoint-77020/tokenizer_config.json +51 -0
- checkpoint-77020/trainer_state.json +1033 -0
- checkpoint-77020/training_args.bin +3 -0
- checkpoint-77020/vocab.json +103 -0
- config.json +117 -0
- eval_results.json +9 -0
- preprocessor_config.json +10 -0
- pytorch_model.bin +3 -0
- special_tokens_map.json +30 -0
- tokenizer_config.json +51 -0
- train_results.json +8 -0
- trainer_state.json +1042 -0
- training_args.bin +3 -0
- vocab.json +103 -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 |
+
metrics:
|
9 |
+
- wer
|
10 |
+
model-index:
|
11 |
+
- name: enko_xlsr_13p_run1
|
12 |
+
results: []
|
13 |
+
---
|
14 |
+
|
15 |
+
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
|
16 |
+
should probably proofread and complete it, then remove this comment. -->
|
17 |
+
|
18 |
+
# enko_xlsr_13p_run1
|
19 |
+
|
20 |
+
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.
|
21 |
+
It achieves the following results on the evaluation set:
|
22 |
+
- Loss: 0.3042
|
23 |
+
- Wer: 0.1696
|
24 |
+
|
25 |
+
## Model description
|
26 |
+
|
27 |
+
More information needed
|
28 |
+
|
29 |
+
## Intended uses & limitations
|
30 |
+
|
31 |
+
More information needed
|
32 |
+
|
33 |
+
## Training and evaluation data
|
34 |
+
|
35 |
+
More information needed
|
36 |
+
|
37 |
+
## Training procedure
|
38 |
+
|
39 |
+
### Training hyperparameters
|
40 |
+
|
41 |
+
The following hyperparameters were used during training:
|
42 |
+
- learning_rate: 0.0003
|
43 |
+
- train_batch_size: 2
|
44 |
+
- eval_batch_size: 2
|
45 |
+
- seed: 42
|
46 |
+
- distributed_type: multi-GPU
|
47 |
+
- num_devices: 4
|
48 |
+
- gradient_accumulation_steps: 2
|
49 |
+
- total_train_batch_size: 16
|
50 |
+
- total_eval_batch_size: 8
|
51 |
+
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
|
52 |
+
- lr_scheduler_type: linear
|
53 |
+
- lr_scheduler_warmup_steps: 500
|
54 |
+
- num_epochs: 10
|
55 |
+
|
56 |
+
### Training results
|
57 |
+
|
58 |
+
| Training Loss | Epoch | Step | Validation Loss | Wer |
|
59 |
+
|:-------------:|:-----:|:-----:|:---------------:|:------:|
|
60 |
+
| 0.6595 | 1.0 | 7702 | 0.4495 | 0.2974 |
|
61 |
+
| 0.5717 | 2.0 | 15404 | 0.3982 | 0.2562 |
|
62 |
+
| 0.5134 | 3.0 | 23106 | 0.3769 | 0.2365 |
|
63 |
+
| 0.467 | 4.0 | 30808 | 0.3499 | 0.2203 |
|
64 |
+
| 0.4156 | 5.0 | 38510 | 0.3391 | 0.2116 |
|
65 |
+
| 0.379 | 6.0 | 46212 | 0.3327 | 0.1999 |
|
66 |
+
| 0.3475 | 7.0 | 53914 | 0.3127 | 0.1947 |
|
67 |
+
| 0.3105 | 8.0 | 61616 | 0.3081 | 0.1814 |
|
68 |
+
| 0.281 | 9.0 | 69318 | 0.3068 | 0.1742 |
|
69 |
+
| 0.2584 | 10.0 | 77020 | 0.3040 | 0.1713 |
|
70 |
+
|
71 |
+
|
72 |
+
### Framework versions
|
73 |
+
|
74 |
+
- Transformers 4.34.1
|
75 |
+
- Pytorch 2.1.0+cu121
|
76 |
+
- Datasets 2.14.6
|
77 |
+
- Tokenizers 0.14.1
|
added_tokens.json
ADDED
@@ -0,0 +1,4 @@
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"</s>": 102,
|
3 |
+
"<s>": 101
|
4 |
+
}
|
all_results.json
ADDED
@@ -0,0 +1,14 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"epoch": 10.0,
|
3 |
+
"eval_loss": 0.3041677474975586,
|
4 |
+
"eval_runtime": 10.735,
|
5 |
+
"eval_samples": 711,
|
6 |
+
"eval_samples_per_second": 66.232,
|
7 |
+
"eval_steps_per_second": 8.291,
|
8 |
+
"eval_wer": 0.1695852534562212,
|
9 |
+
"train_loss": 0.4655882824058503,
|
10 |
+
"train_runtime": 41869.3879,
|
11 |
+
"train_samples": 123225,
|
12 |
+
"train_samples_per_second": 29.431,
|
13 |
+
"train_steps_per_second": 1.84
|
14 |
+
}
|
checkpoint-77020/added_tokens.json
ADDED
@@ -0,0 +1,4 @@
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"</s>": 102,
|
3 |
+
"<s>": 101
|
4 |
+
}
|
checkpoint-77020/config.json
ADDED
@@ -0,0 +1,117 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"_name_or_path": "facebook/wav2vec2-large-xlsr-53",
|
3 |
+
"activation_dropout": 0.0,
|
4 |
+
"adapter_attn_dim": null,
|
5 |
+
"adapter_kernel_size": 3,
|
6 |
+
"adapter_stride": 2,
|
7 |
+
"add_adapter": false,
|
8 |
+
"apply_spec_augment": true,
|
9 |
+
"architectures": [
|
10 |
+
"Wav2Vec2ForCTC"
|
11 |
+
],
|
12 |
+
"attention_dropout": 0.1,
|
13 |
+
"bos_token_id": 1,
|
14 |
+
"classifier_proj_size": 256,
|
15 |
+
"codevector_dim": 768,
|
16 |
+
"contrastive_logits_temperature": 0.1,
|
17 |
+
"conv_bias": true,
|
18 |
+
"conv_dim": [
|
19 |
+
512,
|
20 |
+
512,
|
21 |
+
512,
|
22 |
+
512,
|
23 |
+
512,
|
24 |
+
512,
|
25 |
+
512
|
26 |
+
],
|
27 |
+
"conv_kernel": [
|
28 |
+
10,
|
29 |
+
3,
|
30 |
+
3,
|
31 |
+
3,
|
32 |
+
3,
|
33 |
+
2,
|
34 |
+
2
|
35 |
+
],
|
36 |
+
"conv_stride": [
|
37 |
+
5,
|
38 |
+
2,
|
39 |
+
2,
|
40 |
+
2,
|
41 |
+
2,
|
42 |
+
2,
|
43 |
+
2
|
44 |
+
],
|
45 |
+
"ctc_loss_reduction": "mean",
|
46 |
+
"ctc_zero_infinity": false,
|
47 |
+
"diversity_loss_weight": 0.1,
|
48 |
+
"do_stable_layer_norm": true,
|
49 |
+
"eos_token_id": 2,
|
50 |
+
"feat_extract_activation": "gelu",
|
51 |
+
"feat_extract_dropout": 0.0,
|
52 |
+
"feat_extract_norm": "layer",
|
53 |
+
"feat_proj_dropout": 0.05,
|
54 |
+
"feat_quantizer_dropout": 0.0,
|
55 |
+
"final_dropout": 0.0,
|
56 |
+
"gradient_checkpointing": false,
|
57 |
+
"hidden_act": "gelu",
|
58 |
+
"hidden_dropout": 0.05,
|
59 |
+
"hidden_size": 1024,
|
60 |
+
"initializer_range": 0.02,
|
61 |
+
"intermediate_size": 4096,
|
62 |
+
"layer_norm_eps": 1e-05,
|
63 |
+
"layerdrop": 0.05,
|
64 |
+
"mask_channel_length": 10,
|
65 |
+
"mask_channel_min_space": 1,
|
66 |
+
"mask_channel_other": 0.0,
|
67 |
+
"mask_channel_prob": 0.0,
|
68 |
+
"mask_channel_selection": "static",
|
69 |
+
"mask_feature_length": 10,
|
70 |
+
"mask_feature_min_masks": 0,
|
71 |
+
"mask_feature_prob": 0.0,
|
72 |
+
"mask_time_length": 10,
|
73 |
+
"mask_time_min_masks": 2,
|
74 |
+
"mask_time_min_space": 1,
|
75 |
+
"mask_time_other": 0.0,
|
76 |
+
"mask_time_prob": 0.05,
|
77 |
+
"mask_time_selection": "static",
|
78 |
+
"model_type": "wav2vec2",
|
79 |
+
"num_adapter_layers": 3,
|
80 |
+
"num_attention_heads": 16,
|
81 |
+
"num_codevector_groups": 2,
|
82 |
+
"num_codevectors_per_group": 320,
|
83 |
+
"num_conv_pos_embedding_groups": 16,
|
84 |
+
"num_conv_pos_embeddings": 128,
|
85 |
+
"num_feat_extract_layers": 7,
|
86 |
+
"num_hidden_layers": 24,
|
87 |
+
"num_negatives": 100,
|
88 |
+
"output_hidden_size": 1024,
|
89 |
+
"pad_token_id": 100,
|
90 |
+
"proj_codevector_dim": 768,
|
91 |
+
"tdnn_dilation": [
|
92 |
+
1,
|
93 |
+
2,
|
94 |
+
3,
|
95 |
+
1,
|
96 |
+
1
|
97 |
+
],
|
98 |
+
"tdnn_dim": [
|
99 |
+
512,
|
100 |
+
512,
|
101 |
+
512,
|
102 |
+
512,
|
103 |
+
1500
|
104 |
+
],
|
105 |
+
"tdnn_kernel": [
|
106 |
+
5,
|
107 |
+
3,
|
108 |
+
3,
|
109 |
+
1,
|
110 |
+
1
|
111 |
+
],
|
112 |
+
"torch_dtype": "float32",
|
113 |
+
"transformers_version": "4.34.1",
|
114 |
+
"use_weighted_layer_sum": false,
|
115 |
+
"vocab_size": 103,
|
116 |
+
"xvector_output_dim": 512
|
117 |
+
}
|
checkpoint-77020/optimizer.pt
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:4a43e4f833bac02c6432ff56ca75cd03a8a45a069c0f73721aa095d7bf972a08
|
3 |
+
size 2491004342
|
checkpoint-77020/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-77020/pytorch_model.bin
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:c9bdf0fd4f9034a342a7bdb6cfbf49f649ce26a10a80c8194598687bd004a2f2
|
3 |
+
size 1262324650
|
checkpoint-77020/rng_state_0.pth
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:82267a863b733fa877bbbbcef5ccf30aa4dfec7d449e076de289df51c051c399
|
3 |
+
size 15088
|
checkpoint-77020/rng_state_1.pth
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:9c3d04192ec36ec0d0d205a747cb4c96a57958816f0750a887d973846bf9da8e
|
3 |
+
size 15024
|
checkpoint-77020/rng_state_2.pth
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:72be2f34d25492c00ecbf4c26bc66c57c68f53993421523680001a0153ab3acd
|
3 |
+
size 15088
|
checkpoint-77020/rng_state_3.pth
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:f5c45cdb1267d6c8a96008d5eb0a97defd3db0b2d1cd3d335c34f0ca0c220cc1
|
3 |
+
size 15024
|
checkpoint-77020/scheduler.pt
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:f18c026bc0e81eb3c7415165490fe9eb4a8bd63cf970bf8ba23e476fda1205a4
|
3 |
+
size 1064
|
checkpoint-77020/special_tokens_map.json
ADDED
@@ -0,0 +1,30 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"bos_token": {
|
3 |
+
"content": "<s>",
|
4 |
+
"lstrip": false,
|
5 |
+
"normalized": true,
|
6 |
+
"rstrip": false,
|
7 |
+
"single_word": false
|
8 |
+
},
|
9 |
+
"eos_token": {
|
10 |
+
"content": "</s>",
|
11 |
+
"lstrip": false,
|
12 |
+
"normalized": true,
|
13 |
+
"rstrip": false,
|
14 |
+
"single_word": false
|
15 |
+
},
|
16 |
+
"pad_token": {
|
17 |
+
"content": "[PAD]",
|
18 |
+
"lstrip": true,
|
19 |
+
"normalized": false,
|
20 |
+
"rstrip": true,
|
21 |
+
"single_word": false
|
22 |
+
},
|
23 |
+
"unk_token": {
|
24 |
+
"content": "[UNK]",
|
25 |
+
"lstrip": true,
|
26 |
+
"normalized": false,
|
27 |
+
"rstrip": true,
|
28 |
+
"single_word": false
|
29 |
+
}
|
30 |
+
}
|
checkpoint-77020/tokenizer_config.json
ADDED
@@ -0,0 +1,51 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"added_tokens_decoder": {
|
3 |
+
"99": {
|
4 |
+
"content": "[UNK]",
|
5 |
+
"lstrip": true,
|
6 |
+
"normalized": false,
|
7 |
+
"rstrip": true,
|
8 |
+
"single_word": false,
|
9 |
+
"special": false
|
10 |
+
},
|
11 |
+
"100": {
|
12 |
+
"content": "[PAD]",
|
13 |
+
"lstrip": true,
|
14 |
+
"normalized": false,
|
15 |
+
"rstrip": true,
|
16 |
+
"single_word": false,
|
17 |
+
"special": false
|
18 |
+
},
|
19 |
+
"101": {
|
20 |
+
"content": "<s>",
|
21 |
+
"lstrip": false,
|
22 |
+
"normalized": true,
|
23 |
+
"rstrip": false,
|
24 |
+
"single_word": false,
|
25 |
+
"special": true
|
26 |
+
},
|
27 |
+
"102": {
|
28 |
+
"content": "</s>",
|
29 |
+
"lstrip": false,
|
30 |
+
"normalized": true,
|
31 |
+
"rstrip": false,
|
32 |
+
"single_word": false,
|
33 |
+
"special": true
|
34 |
+
}
|
35 |
+
},
|
36 |
+
"bos_token": "<s>",
|
37 |
+
"clean_up_tokenization_spaces": true,
|
38 |
+
"config": null,
|
39 |
+
"do_lower_case": false,
|
40 |
+
"eos_token": "</s>",
|
41 |
+
"model_max_length": 1000000000000000019884624838656,
|
42 |
+
"pad_token": "[PAD]",
|
43 |
+
"processor_class": "Wav2Vec2Processor",
|
44 |
+
"replace_word_delimiter_char": " ",
|
45 |
+
"target_lang": null,
|
46 |
+
"tokenizer_class": "Wav2Vec2CTCTokenizer",
|
47 |
+
"tokenizer_type": "wav2vec2",
|
48 |
+
"trust_remote_code": false,
|
49 |
+
"unk_token": "[UNK]",
|
50 |
+
"word_delimiter_token": "|"
|
51 |
+
}
|
checkpoint-77020/trainer_state.json
ADDED
@@ -0,0 +1,1033 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"best_metric": 0.3040466010570526,
|
3 |
+
"best_model_checkpoint": "./enko_xlsr_13p_run1/checkpoint-77020",
|
4 |
+
"epoch": 10.0,
|
5 |
+
"eval_steps": 500,
|
6 |
+
"global_step": 77020,
|
7 |
+
"is_hyper_param_search": false,
|
8 |
+
"is_local_process_zero": true,
|
9 |
+
"is_world_process_zero": true,
|
10 |
+
"log_history": [
|
11 |
+
{
|
12 |
+
"epoch": 0.06,
|
13 |
+
"learning_rate": 0.0003,
|
14 |
+
"loss": 4.7797,
|
15 |
+
"step": 500
|
16 |
+
},
|
17 |
+
{
|
18 |
+
"epoch": 0.13,
|
19 |
+
"learning_rate": 0.00029803972817564033,
|
20 |
+
"loss": 1.2377,
|
21 |
+
"step": 1000
|
22 |
+
},
|
23 |
+
{
|
24 |
+
"epoch": 0.19,
|
25 |
+
"learning_rate": 0.0002960794563512807,
|
26 |
+
"loss": 0.9452,
|
27 |
+
"step": 1500
|
28 |
+
},
|
29 |
+
{
|
30 |
+
"epoch": 0.26,
|
31 |
+
"learning_rate": 0.000294119184526921,
|
32 |
+
"loss": 0.8622,
|
33 |
+
"step": 2000
|
34 |
+
},
|
35 |
+
{
|
36 |
+
"epoch": 0.32,
|
37 |
+
"learning_rate": 0.0002921589127025614,
|
38 |
+
"loss": 0.82,
|
39 |
+
"step": 2500
|
40 |
+
},
|
41 |
+
{
|
42 |
+
"epoch": 0.39,
|
43 |
+
"learning_rate": 0.0002901986408782018,
|
44 |
+
"loss": 0.7742,
|
45 |
+
"step": 3000
|
46 |
+
},
|
47 |
+
{
|
48 |
+
"epoch": 0.45,
|
49 |
+
"learning_rate": 0.00028823836905384213,
|
50 |
+
"loss": 0.75,
|
51 |
+
"step": 3500
|
52 |
+
},
|
53 |
+
{
|
54 |
+
"epoch": 0.52,
|
55 |
+
"learning_rate": 0.0002862780972294825,
|
56 |
+
"loss": 0.7459,
|
57 |
+
"step": 4000
|
58 |
+
},
|
59 |
+
{
|
60 |
+
"epoch": 0.58,
|
61 |
+
"learning_rate": 0.00028431782540512285,
|
62 |
+
"loss": 0.7282,
|
63 |
+
"step": 4500
|
64 |
+
},
|
65 |
+
{
|
66 |
+
"epoch": 0.65,
|
67 |
+
"learning_rate": 0.00028235755358076316,
|
68 |
+
"loss": 0.7104,
|
69 |
+
"step": 5000
|
70 |
+
},
|
71 |
+
{
|
72 |
+
"epoch": 0.71,
|
73 |
+
"learning_rate": 0.0002803972817564035,
|
74 |
+
"loss": 0.692,
|
75 |
+
"step": 5500
|
76 |
+
},
|
77 |
+
{
|
78 |
+
"epoch": 0.78,
|
79 |
+
"learning_rate": 0.0002784370099320439,
|
80 |
+
"loss": 0.6954,
|
81 |
+
"step": 6000
|
82 |
+
},
|
83 |
+
{
|
84 |
+
"epoch": 0.84,
|
85 |
+
"learning_rate": 0.00027647673810768424,
|
86 |
+
"loss": 0.6844,
|
87 |
+
"step": 6500
|
88 |
+
},
|
89 |
+
{
|
90 |
+
"epoch": 0.91,
|
91 |
+
"learning_rate": 0.0002745164662833246,
|
92 |
+
"loss": 0.6779,
|
93 |
+
"step": 7000
|
94 |
+
},
|
95 |
+
{
|
96 |
+
"epoch": 0.97,
|
97 |
+
"learning_rate": 0.00027255619445896496,
|
98 |
+
"loss": 0.6595,
|
99 |
+
"step": 7500
|
100 |
+
},
|
101 |
+
{
|
102 |
+
"epoch": 1.0,
|
103 |
+
"eval_loss": 0.44951537251472473,
|
104 |
+
"eval_runtime": 11.7967,
|
105 |
+
"eval_samples_per_second": 60.271,
|
106 |
+
"eval_steps_per_second": 7.544,
|
107 |
+
"eval_wer": 0.297432521395655,
|
108 |
+
"step": 7702
|
109 |
+
},
|
110 |
+
{
|
111 |
+
"epoch": 1.04,
|
112 |
+
"learning_rate": 0.0002705959226346053,
|
113 |
+
"loss": 0.6426,
|
114 |
+
"step": 8000
|
115 |
+
},
|
116 |
+
{
|
117 |
+
"epoch": 1.1,
|
118 |
+
"learning_rate": 0.0002686356508102457,
|
119 |
+
"loss": 0.6215,
|
120 |
+
"step": 8500
|
121 |
+
},
|
122 |
+
{
|
123 |
+
"epoch": 1.17,
|
124 |
+
"learning_rate": 0.00026667537898588604,
|
125 |
+
"loss": 0.6209,
|
126 |
+
"step": 9000
|
127 |
+
},
|
128 |
+
{
|
129 |
+
"epoch": 1.23,
|
130 |
+
"learning_rate": 0.0002647151071615264,
|
131 |
+
"loss": 0.6134,
|
132 |
+
"step": 9500
|
133 |
+
},
|
134 |
+
{
|
135 |
+
"epoch": 1.3,
|
136 |
+
"learning_rate": 0.00026275483533716676,
|
137 |
+
"loss": 0.6127,
|
138 |
+
"step": 10000
|
139 |
+
},
|
140 |
+
{
|
141 |
+
"epoch": 1.36,
|
142 |
+
"learning_rate": 0.00026079456351280707,
|
143 |
+
"loss": 0.5987,
|
144 |
+
"step": 10500
|
145 |
+
},
|
146 |
+
{
|
147 |
+
"epoch": 1.43,
|
148 |
+
"learning_rate": 0.0002588342916884474,
|
149 |
+
"loss": 0.6028,
|
150 |
+
"step": 11000
|
151 |
+
},
|
152 |
+
{
|
153 |
+
"epoch": 1.49,
|
154 |
+
"learning_rate": 0.0002568740198640878,
|
155 |
+
"loss": 0.5893,
|
156 |
+
"step": 11500
|
157 |
+
},
|
158 |
+
{
|
159 |
+
"epoch": 1.56,
|
160 |
+
"learning_rate": 0.00025491374803972815,
|
161 |
+
"loss": 0.59,
|
162 |
+
"step": 12000
|
163 |
+
},
|
164 |
+
{
|
165 |
+
"epoch": 1.62,
|
166 |
+
"learning_rate": 0.0002529534762153685,
|
167 |
+
"loss": 0.594,
|
168 |
+
"step": 12500
|
169 |
+
},
|
170 |
+
{
|
171 |
+
"epoch": 1.69,
|
172 |
+
"learning_rate": 0.00025099320439100887,
|
173 |
+
"loss": 0.5903,
|
174 |
+
"step": 13000
|
175 |
+
},
|
176 |
+
{
|
177 |
+
"epoch": 1.75,
|
178 |
+
"learning_rate": 0.0002490329325666492,
|
179 |
+
"loss": 0.5779,
|
180 |
+
"step": 13500
|
181 |
+
},
|
182 |
+
{
|
183 |
+
"epoch": 1.82,
|
184 |
+
"learning_rate": 0.0002470726607422896,
|
185 |
+
"loss": 0.582,
|
186 |
+
"step": 14000
|
187 |
+
},
|
188 |
+
{
|
189 |
+
"epoch": 1.88,
|
190 |
+
"learning_rate": 0.00024511238891792995,
|
191 |
+
"loss": 0.5781,
|
192 |
+
"step": 14500
|
193 |
+
},
|
194 |
+
{
|
195 |
+
"epoch": 1.95,
|
196 |
+
"learning_rate": 0.0002431521170935703,
|
197 |
+
"loss": 0.5717,
|
198 |
+
"step": 15000
|
199 |
+
},
|
200 |
+
{
|
201 |
+
"epoch": 2.0,
|
202 |
+
"eval_loss": 0.39816993474960327,
|
203 |
+
"eval_runtime": 11.9909,
|
204 |
+
"eval_samples_per_second": 59.295,
|
205 |
+
"eval_steps_per_second": 7.422,
|
206 |
+
"eval_wer": 0.25622119815668204,
|
207 |
+
"step": 15404
|
208 |
+
},
|
209 |
+
{
|
210 |
+
"epoch": 2.01,
|
211 |
+
"learning_rate": 0.00024119184526921064,
|
212 |
+
"loss": 0.5632,
|
213 |
+
"step": 15500
|
214 |
+
},
|
215 |
+
{
|
216 |
+
"epoch": 2.08,
|
217 |
+
"learning_rate": 0.000239231573444851,
|
218 |
+
"loss": 0.5298,
|
219 |
+
"step": 16000
|
220 |
+
},
|
221 |
+
{
|
222 |
+
"epoch": 2.14,
|
223 |
+
"learning_rate": 0.00023727130162049136,
|
224 |
+
"loss": 0.5391,
|
225 |
+
"step": 16500
|
226 |
+
},
|
227 |
+
{
|
228 |
+
"epoch": 2.21,
|
229 |
+
"learning_rate": 0.00023531102979613172,
|
230 |
+
"loss": 0.5274,
|
231 |
+
"step": 17000
|
232 |
+
},
|
233 |
+
{
|
234 |
+
"epoch": 2.27,
|
235 |
+
"learning_rate": 0.00023335075797177208,
|
236 |
+
"loss": 0.5368,
|
237 |
+
"step": 17500
|
238 |
+
},
|
239 |
+
{
|
240 |
+
"epoch": 2.34,
|
241 |
+
"learning_rate": 0.00023139048614741244,
|
242 |
+
"loss": 0.5191,
|
243 |
+
"step": 18000
|
244 |
+
},
|
245 |
+
{
|
246 |
+
"epoch": 2.4,
|
247 |
+
"learning_rate": 0.00022943021432305277,
|
248 |
+
"loss": 0.523,
|
249 |
+
"step": 18500
|
250 |
+
},
|
251 |
+
{
|
252 |
+
"epoch": 2.47,
|
253 |
+
"learning_rate": 0.00022746994249869313,
|
254 |
+
"loss": 0.529,
|
255 |
+
"step": 19000
|
256 |
+
},
|
257 |
+
{
|
258 |
+
"epoch": 2.53,
|
259 |
+
"learning_rate": 0.0002255096706743335,
|
260 |
+
"loss": 0.5293,
|
261 |
+
"step": 19500
|
262 |
+
},
|
263 |
+
{
|
264 |
+
"epoch": 2.6,
|
265 |
+
"learning_rate": 0.00022354939884997385,
|
266 |
+
"loss": 0.5091,
|
267 |
+
"step": 20000
|
268 |
+
},
|
269 |
+
{
|
270 |
+
"epoch": 2.66,
|
271 |
+
"learning_rate": 0.0002215891270256142,
|
272 |
+
"loss": 0.5258,
|
273 |
+
"step": 20500
|
274 |
+
},
|
275 |
+
{
|
276 |
+
"epoch": 2.73,
|
277 |
+
"learning_rate": 0.00021962885520125454,
|
278 |
+
"loss": 0.5107,
|
279 |
+
"step": 21000
|
280 |
+
},
|
281 |
+
{
|
282 |
+
"epoch": 2.79,
|
283 |
+
"learning_rate": 0.0002176685833768949,
|
284 |
+
"loss": 0.5197,
|
285 |
+
"step": 21500
|
286 |
+
},
|
287 |
+
{
|
288 |
+
"epoch": 2.86,
|
289 |
+
"learning_rate": 0.00021570831155253526,
|
290 |
+
"loss": 0.5162,
|
291 |
+
"step": 22000
|
292 |
+
},
|
293 |
+
{
|
294 |
+
"epoch": 2.92,
|
295 |
+
"learning_rate": 0.00021374803972817562,
|
296 |
+
"loss": 0.5162,
|
297 |
+
"step": 22500
|
298 |
+
},
|
299 |
+
{
|
300 |
+
"epoch": 2.99,
|
301 |
+
"learning_rate": 0.00021178776790381598,
|
302 |
+
"loss": 0.5134,
|
303 |
+
"step": 23000
|
304 |
+
},
|
305 |
+
{
|
306 |
+
"epoch": 3.0,
|
307 |
+
"eval_loss": 0.3769395649433136,
|
308 |
+
"eval_runtime": 12.4234,
|
309 |
+
"eval_samples_per_second": 57.231,
|
310 |
+
"eval_steps_per_second": 7.164,
|
311 |
+
"eval_wer": 0.23647136273864383,
|
312 |
+
"step": 23106
|
313 |
+
},
|
314 |
+
{
|
315 |
+
"epoch": 3.05,
|
316 |
+
"learning_rate": 0.00020982749607945634,
|
317 |
+
"loss": 0.4797,
|
318 |
+
"step": 23500
|
319 |
+
},
|
320 |
+
{
|
321 |
+
"epoch": 3.12,
|
322 |
+
"learning_rate": 0.00020786722425509668,
|
323 |
+
"loss": 0.4777,
|
324 |
+
"step": 24000
|
325 |
+
},
|
326 |
+
{
|
327 |
+
"epoch": 3.18,
|
328 |
+
"learning_rate": 0.00020590695243073704,
|
329 |
+
"loss": 0.4729,
|
330 |
+
"step": 24500
|
331 |
+
},
|
332 |
+
{
|
333 |
+
"epoch": 3.25,
|
334 |
+
"learning_rate": 0.0002039466806063774,
|
335 |
+
"loss": 0.4749,
|
336 |
+
"step": 25000
|
337 |
+
},
|
338 |
+
{
|
339 |
+
"epoch": 3.31,
|
340 |
+
"learning_rate": 0.00020198640878201776,
|
341 |
+
"loss": 0.4803,
|
342 |
+
"step": 25500
|
343 |
+
},
|
344 |
+
{
|
345 |
+
"epoch": 3.38,
|
346 |
+
"learning_rate": 0.00020002613695765812,
|
347 |
+
"loss": 0.4738,
|
348 |
+
"step": 26000
|
349 |
+
},
|
350 |
+
{
|
351 |
+
"epoch": 3.44,
|
352 |
+
"learning_rate": 0.00019806586513329845,
|
353 |
+
"loss": 0.4782,
|
354 |
+
"step": 26500
|
355 |
+
},
|
356 |
+
{
|
357 |
+
"epoch": 3.51,
|
358 |
+
"learning_rate": 0.0001961055933089388,
|
359 |
+
"loss": 0.4994,
|
360 |
+
"step": 27000
|
361 |
+
},
|
362 |
+
{
|
363 |
+
"epoch": 3.57,
|
364 |
+
"learning_rate": 0.00019414532148457917,
|
365 |
+
"loss": 0.4676,
|
366 |
+
"step": 27500
|
367 |
+
},
|
368 |
+
{
|
369 |
+
"epoch": 3.64,
|
370 |
+
"learning_rate": 0.00019218504966021953,
|
371 |
+
"loss": 0.457,
|
372 |
+
"step": 28000
|
373 |
+
},
|
374 |
+
{
|
375 |
+
"epoch": 3.7,
|
376 |
+
"learning_rate": 0.0001902247778358599,
|
377 |
+
"loss": 0.469,
|
378 |
+
"step": 28500
|
379 |
+
},
|
380 |
+
{
|
381 |
+
"epoch": 3.77,
|
382 |
+
"learning_rate": 0.00018826450601150025,
|
383 |
+
"loss": 0.4573,
|
384 |
+
"step": 29000
|
385 |
+
},
|
386 |
+
{
|
387 |
+
"epoch": 3.83,
|
388 |
+
"learning_rate": 0.00018630423418714058,
|
389 |
+
"loss": 0.4672,
|
390 |
+
"step": 29500
|
391 |
+
},
|
392 |
+
{
|
393 |
+
"epoch": 3.9,
|
394 |
+
"learning_rate": 0.00018434396236278094,
|
395 |
+
"loss": 0.4736,
|
396 |
+
"step": 30000
|
397 |
+
},
|
398 |
+
{
|
399 |
+
"epoch": 3.96,
|
400 |
+
"learning_rate": 0.0001823836905384213,
|
401 |
+
"loss": 0.467,
|
402 |
+
"step": 30500
|
403 |
+
},
|
404 |
+
{
|
405 |
+
"epoch": 4.0,
|
406 |
+
"eval_loss": 0.34988921880722046,
|
407 |
+
"eval_runtime": 12.3506,
|
408 |
+
"eval_samples_per_second": 57.568,
|
409 |
+
"eval_steps_per_second": 7.206,
|
410 |
+
"eval_wer": 0.22027649769585253,
|
411 |
+
"step": 30808
|
412 |
+
},
|
413 |
+
{
|
414 |
+
"epoch": 4.02,
|
415 |
+
"learning_rate": 0.00018042341871406166,
|
416 |
+
"loss": 0.4541,
|
417 |
+
"step": 31000
|
418 |
+
},
|
419 |
+
{
|
420 |
+
"epoch": 4.09,
|
421 |
+
"learning_rate": 0.00017846314688970202,
|
422 |
+
"loss": 0.4273,
|
423 |
+
"step": 31500
|
424 |
+
},
|
425 |
+
{
|
426 |
+
"epoch": 4.15,
|
427 |
+
"learning_rate": 0.00017650287506534236,
|
428 |
+
"loss": 0.4334,
|
429 |
+
"step": 32000
|
430 |
+
},
|
431 |
+
{
|
432 |
+
"epoch": 4.22,
|
433 |
+
"learning_rate": 0.00017454260324098272,
|
434 |
+
"loss": 0.4203,
|
435 |
+
"step": 32500
|
436 |
+
},
|
437 |
+
{
|
438 |
+
"epoch": 4.28,
|
439 |
+
"learning_rate": 0.00017258233141662308,
|
440 |
+
"loss": 0.4331,
|
441 |
+
"step": 33000
|
442 |
+
},
|
443 |
+
{
|
444 |
+
"epoch": 4.35,
|
445 |
+
"learning_rate": 0.00017062205959226344,
|
446 |
+
"loss": 0.4306,
|
447 |
+
"step": 33500
|
448 |
+
},
|
449 |
+
{
|
450 |
+
"epoch": 4.41,
|
451 |
+
"learning_rate": 0.00016866178776790382,
|
452 |
+
"loss": 0.4251,
|
453 |
+
"step": 34000
|
454 |
+
},
|
455 |
+
{
|
456 |
+
"epoch": 4.48,
|
457 |
+
"learning_rate": 0.00016670151594354418,
|
458 |
+
"loss": 0.4231,
|
459 |
+
"step": 34500
|
460 |
+
},
|
461 |
+
{
|
462 |
+
"epoch": 4.54,
|
463 |
+
"learning_rate": 0.0001647412441191845,
|
464 |
+
"loss": 0.4256,
|
465 |
+
"step": 35000
|
466 |
+
},
|
467 |
+
{
|
468 |
+
"epoch": 4.61,
|
469 |
+
"learning_rate": 0.00016278097229482488,
|
470 |
+
"loss": 0.4332,
|
471 |
+
"step": 35500
|
472 |
+
},
|
473 |
+
{
|
474 |
+
"epoch": 4.67,
|
475 |
+
"learning_rate": 0.00016082070047046524,
|
476 |
+
"loss": 0.4238,
|
477 |
+
"step": 36000
|
478 |
+
},
|
479 |
+
{
|
480 |
+
"epoch": 4.74,
|
481 |
+
"learning_rate": 0.0001588604286461056,
|
482 |
+
"loss": 0.4251,
|
483 |
+
"step": 36500
|
484 |
+
},
|
485 |
+
{
|
486 |
+
"epoch": 4.8,
|
487 |
+
"learning_rate": 0.00015690015682174596,
|
488 |
+
"loss": 0.425,
|
489 |
+
"step": 37000
|
490 |
+
},
|
491 |
+
{
|
492 |
+
"epoch": 4.87,
|
493 |
+
"learning_rate": 0.0001549398849973863,
|
494 |
+
"loss": 0.4208,
|
495 |
+
"step": 37500
|
496 |
+
},
|
497 |
+
{
|
498 |
+
"epoch": 4.93,
|
499 |
+
"learning_rate": 0.00015297961317302665,
|
500 |
+
"loss": 0.4245,
|
501 |
+
"step": 38000
|
502 |
+
},
|
503 |
+
{
|
504 |
+
"epoch": 5.0,
|
505 |
+
"learning_rate": 0.000151019341348667,
|
506 |
+
"loss": 0.4156,
|
507 |
+
"step": 38500
|
508 |
+
},
|
509 |
+
{
|
510 |
+
"epoch": 5.0,
|
511 |
+
"eval_loss": 0.3391418159008026,
|
512 |
+
"eval_runtime": 12.5768,
|
513 |
+
"eval_samples_per_second": 56.533,
|
514 |
+
"eval_steps_per_second": 7.077,
|
515 |
+
"eval_wer": 0.21158657011191573,
|
516 |
+
"step": 38510
|
517 |
+
},
|
518 |
+
{
|
519 |
+
"epoch": 5.06,
|
520 |
+
"learning_rate": 0.00014905906952430737,
|
521 |
+
"loss": 0.3845,
|
522 |
+
"step": 39000
|
523 |
+
},
|
524 |
+
{
|
525 |
+
"epoch": 5.13,
|
526 |
+
"learning_rate": 0.0001470987976999477,
|
527 |
+
"loss": 0.393,
|
528 |
+
"step": 39500
|
529 |
+
},
|
530 |
+
{
|
531 |
+
"epoch": 5.19,
|
532 |
+
"learning_rate": 0.00014513852587558806,
|
533 |
+
"loss": 0.3938,
|
534 |
+
"step": 40000
|
535 |
+
},
|
536 |
+
{
|
537 |
+
"epoch": 5.26,
|
538 |
+
"learning_rate": 0.00014317825405122842,
|
539 |
+
"loss": 0.3902,
|
540 |
+
"step": 40500
|
541 |
+
},
|
542 |
+
{
|
543 |
+
"epoch": 5.32,
|
544 |
+
"learning_rate": 0.00014121798222686878,
|
545 |
+
"loss": 0.3817,
|
546 |
+
"step": 41000
|
547 |
+
},
|
548 |
+
{
|
549 |
+
"epoch": 5.39,
|
550 |
+
"learning_rate": 0.00013925771040250914,
|
551 |
+
"loss": 0.3937,
|
552 |
+
"step": 41500
|
553 |
+
},
|
554 |
+
{
|
555 |
+
"epoch": 5.45,
|
556 |
+
"learning_rate": 0.0001372974385781495,
|
557 |
+
"loss": 0.3821,
|
558 |
+
"step": 42000
|
559 |
+
},
|
560 |
+
{
|
561 |
+
"epoch": 5.52,
|
562 |
+
"learning_rate": 0.00013533716675378984,
|
563 |
+
"loss": 0.3903,
|
564 |
+
"step": 42500
|
565 |
+
},
|
566 |
+
{
|
567 |
+
"epoch": 5.58,
|
568 |
+
"learning_rate": 0.0001333768949294302,
|
569 |
+
"loss": 0.381,
|
570 |
+
"step": 43000
|
571 |
+
},
|
572 |
+
{
|
573 |
+
"epoch": 5.65,
|
574 |
+
"learning_rate": 0.00013141662310507056,
|
575 |
+
"loss": 0.3866,
|
576 |
+
"step": 43500
|
577 |
+
},
|
578 |
+
{
|
579 |
+
"epoch": 5.71,
|
580 |
+
"learning_rate": 0.00012945635128071092,
|
581 |
+
"loss": 0.3816,
|
582 |
+
"step": 44000
|
583 |
+
},
|
584 |
+
{
|
585 |
+
"epoch": 5.78,
|
586 |
+
"learning_rate": 0.00012749607945635128,
|
587 |
+
"loss": 0.3845,
|
588 |
+
"step": 44500
|
589 |
+
},
|
590 |
+
{
|
591 |
+
"epoch": 5.84,
|
592 |
+
"learning_rate": 0.0001255358076319916,
|
593 |
+
"loss": 0.3777,
|
594 |
+
"step": 45000
|
595 |
+
},
|
596 |
+
{
|
597 |
+
"epoch": 5.91,
|
598 |
+
"learning_rate": 0.00012357553580763197,
|
599 |
+
"loss": 0.3777,
|
600 |
+
"step": 45500
|
601 |
+
},
|
602 |
+
{
|
603 |
+
"epoch": 5.97,
|
604 |
+
"learning_rate": 0.00012161526398327234,
|
605 |
+
"loss": 0.379,
|
606 |
+
"step": 46000
|
607 |
+
},
|
608 |
+
{
|
609 |
+
"epoch": 6.0,
|
610 |
+
"eval_loss": 0.3327275514602661,
|
611 |
+
"eval_runtime": 12.31,
|
612 |
+
"eval_samples_per_second": 57.758,
|
613 |
+
"eval_steps_per_second": 7.23,
|
614 |
+
"eval_wer": 0.1998683344305464,
|
615 |
+
"step": 46212
|
616 |
+
},
|
617 |
+
{
|
618 |
+
"epoch": 6.04,
|
619 |
+
"learning_rate": 0.00011965499215891269,
|
620 |
+
"loss": 0.3657,
|
621 |
+
"step": 46500
|
622 |
+
},
|
623 |
+
{
|
624 |
+
"epoch": 6.1,
|
625 |
+
"learning_rate": 0.00011769472033455305,
|
626 |
+
"loss": 0.3527,
|
627 |
+
"step": 47000
|
628 |
+
},
|
629 |
+
{
|
630 |
+
"epoch": 6.17,
|
631 |
+
"learning_rate": 0.00011573444851019341,
|
632 |
+
"loss": 0.3505,
|
633 |
+
"step": 47500
|
634 |
+
},
|
635 |
+
{
|
636 |
+
"epoch": 6.23,
|
637 |
+
"learning_rate": 0.00011377417668583375,
|
638 |
+
"loss": 0.3472,
|
639 |
+
"step": 48000
|
640 |
+
},
|
641 |
+
{
|
642 |
+
"epoch": 6.3,
|
643 |
+
"learning_rate": 0.00011181390486147411,
|
644 |
+
"loss": 0.3497,
|
645 |
+
"step": 48500
|
646 |
+
},
|
647 |
+
{
|
648 |
+
"epoch": 6.36,
|
649 |
+
"learning_rate": 0.00010985363303711446,
|
650 |
+
"loss": 0.349,
|
651 |
+
"step": 49000
|
652 |
+
},
|
653 |
+
{
|
654 |
+
"epoch": 6.43,
|
655 |
+
"learning_rate": 0.00010789336121275482,
|
656 |
+
"loss": 0.3545,
|
657 |
+
"step": 49500
|
658 |
+
},
|
659 |
+
{
|
660 |
+
"epoch": 6.49,
|
661 |
+
"learning_rate": 0.00010593308938839518,
|
662 |
+
"loss": 0.3453,
|
663 |
+
"step": 50000
|
664 |
+
},
|
665 |
+
{
|
666 |
+
"epoch": 6.56,
|
667 |
+
"learning_rate": 0.00010397281756403553,
|
668 |
+
"loss": 0.3501,
|
669 |
+
"step": 50500
|
670 |
+
},
|
671 |
+
{
|
672 |
+
"epoch": 6.62,
|
673 |
+
"learning_rate": 0.00010201254573967589,
|
674 |
+
"loss": 0.3473,
|
675 |
+
"step": 51000
|
676 |
+
},
|
677 |
+
{
|
678 |
+
"epoch": 6.69,
|
679 |
+
"learning_rate": 0.00010005227391531626,
|
680 |
+
"loss": 0.3462,
|
681 |
+
"step": 51500
|
682 |
+
},
|
683 |
+
{
|
684 |
+
"epoch": 6.75,
|
685 |
+
"learning_rate": 9.80920020909566e-05,
|
686 |
+
"loss": 0.3385,
|
687 |
+
"step": 52000
|
688 |
+
},
|
689 |
+
{
|
690 |
+
"epoch": 6.82,
|
691 |
+
"learning_rate": 9.613173026659697e-05,
|
692 |
+
"loss": 0.3459,
|
693 |
+
"step": 52500
|
694 |
+
},
|
695 |
+
{
|
696 |
+
"epoch": 6.88,
|
697 |
+
"learning_rate": 9.417145844223731e-05,
|
698 |
+
"loss": 0.3441,
|
699 |
+
"step": 53000
|
700 |
+
},
|
701 |
+
{
|
702 |
+
"epoch": 6.95,
|
703 |
+
"learning_rate": 9.221118661787767e-05,
|
704 |
+
"loss": 0.3475,
|
705 |
+
"step": 53500
|
706 |
+
},
|
707 |
+
{
|
708 |
+
"epoch": 7.0,
|
709 |
+
"eval_loss": 0.31270119547843933,
|
710 |
+
"eval_runtime": 12.4561,
|
711 |
+
"eval_samples_per_second": 57.08,
|
712 |
+
"eval_steps_per_second": 7.145,
|
713 |
+
"eval_wer": 0.1947333772218565,
|
714 |
+
"step": 53914
|
715 |
+
},
|
716 |
+
{
|
717 |
+
"epoch": 7.01,
|
718 |
+
"learning_rate": 9.025091479351803e-05,
|
719 |
+
"loss": 0.3379,
|
720 |
+
"step": 54000
|
721 |
+
},
|
722 |
+
{
|
723 |
+
"epoch": 7.08,
|
724 |
+
"learning_rate": 8.829064296915838e-05,
|
725 |
+
"loss": 0.3159,
|
726 |
+
"step": 54500
|
727 |
+
},
|
728 |
+
{
|
729 |
+
"epoch": 7.14,
|
730 |
+
"learning_rate": 8.633037114479874e-05,
|
731 |
+
"loss": 0.3254,
|
732 |
+
"step": 55000
|
733 |
+
},
|
734 |
+
{
|
735 |
+
"epoch": 7.21,
|
736 |
+
"learning_rate": 8.43700993204391e-05,
|
737 |
+
"loss": 0.3195,
|
738 |
+
"step": 55500
|
739 |
+
},
|
740 |
+
{
|
741 |
+
"epoch": 7.27,
|
742 |
+
"learning_rate": 8.240982749607945e-05,
|
743 |
+
"loss": 0.3225,
|
744 |
+
"step": 56000
|
745 |
+
},
|
746 |
+
{
|
747 |
+
"epoch": 7.34,
|
748 |
+
"learning_rate": 8.044955567171981e-05,
|
749 |
+
"loss": 0.3128,
|
750 |
+
"step": 56500
|
751 |
+
},
|
752 |
+
{
|
753 |
+
"epoch": 7.4,
|
754 |
+
"learning_rate": 7.848928384736017e-05,
|
755 |
+
"loss": 0.318,
|
756 |
+
"step": 57000
|
757 |
+
},
|
758 |
+
{
|
759 |
+
"epoch": 7.47,
|
760 |
+
"learning_rate": 7.652901202300051e-05,
|
761 |
+
"loss": 0.3165,
|
762 |
+
"step": 57500
|
763 |
+
},
|
764 |
+
{
|
765 |
+
"epoch": 7.53,
|
766 |
+
"learning_rate": 7.456874019864087e-05,
|
767 |
+
"loss": 0.3191,
|
768 |
+
"step": 58000
|
769 |
+
},
|
770 |
+
{
|
771 |
+
"epoch": 7.6,
|
772 |
+
"learning_rate": 7.260846837428123e-05,
|
773 |
+
"loss": 0.3169,
|
774 |
+
"step": 58500
|
775 |
+
},
|
776 |
+
{
|
777 |
+
"epoch": 7.66,
|
778 |
+
"learning_rate": 7.064819654992158e-05,
|
779 |
+
"loss": 0.3118,
|
780 |
+
"step": 59000
|
781 |
+
},
|
782 |
+
{
|
783 |
+
"epoch": 7.73,
|
784 |
+
"learning_rate": 6.868792472556194e-05,
|
785 |
+
"loss": 0.3192,
|
786 |
+
"step": 59500
|
787 |
+
},
|
788 |
+
{
|
789 |
+
"epoch": 7.79,
|
790 |
+
"learning_rate": 6.67276529012023e-05,
|
791 |
+
"loss": 0.3055,
|
792 |
+
"step": 60000
|
793 |
+
},
|
794 |
+
{
|
795 |
+
"epoch": 7.86,
|
796 |
+
"learning_rate": 6.476738107684265e-05,
|
797 |
+
"loss": 0.3134,
|
798 |
+
"step": 60500
|
799 |
+
},
|
800 |
+
{
|
801 |
+
"epoch": 7.92,
|
802 |
+
"learning_rate": 6.2807109252483e-05,
|
803 |
+
"loss": 0.3081,
|
804 |
+
"step": 61000
|
805 |
+
},
|
806 |
+
{
|
807 |
+
"epoch": 7.98,
|
808 |
+
"learning_rate": 6.084683742812336e-05,
|
809 |
+
"loss": 0.3105,
|
810 |
+
"step": 61500
|
811 |
+
},
|
812 |
+
{
|
813 |
+
"epoch": 8.0,
|
814 |
+
"eval_loss": 0.30813026428222656,
|
815 |
+
"eval_runtime": 12.2002,
|
816 |
+
"eval_samples_per_second": 58.278,
|
817 |
+
"eval_steps_per_second": 7.295,
|
818 |
+
"eval_wer": 0.1814351547070441,
|
819 |
+
"step": 61616
|
820 |
+
},
|
821 |
+
{
|
822 |
+
"epoch": 8.05,
|
823 |
+
"learning_rate": 5.888656560376372e-05,
|
824 |
+
"loss": 0.2986,
|
825 |
+
"step": 62000
|
826 |
+
},
|
827 |
+
{
|
828 |
+
"epoch": 8.11,
|
829 |
+
"learning_rate": 5.692629377940407e-05,
|
830 |
+
"loss": 0.2908,
|
831 |
+
"step": 62500
|
832 |
+
},
|
833 |
+
{
|
834 |
+
"epoch": 8.18,
|
835 |
+
"learning_rate": 5.4966021955044426e-05,
|
836 |
+
"loss": 0.2835,
|
837 |
+
"step": 63000
|
838 |
+
},
|
839 |
+
{
|
840 |
+
"epoch": 8.24,
|
841 |
+
"learning_rate": 5.3005750130684786e-05,
|
842 |
+
"loss": 0.2904,
|
843 |
+
"step": 63500
|
844 |
+
},
|
845 |
+
{
|
846 |
+
"epoch": 8.31,
|
847 |
+
"learning_rate": 5.104547830632514e-05,
|
848 |
+
"loss": 0.289,
|
849 |
+
"step": 64000
|
850 |
+
},
|
851 |
+
{
|
852 |
+
"epoch": 8.37,
|
853 |
+
"learning_rate": 4.908520648196549e-05,
|
854 |
+
"loss": 0.2905,
|
855 |
+
"step": 64500
|
856 |
+
},
|
857 |
+
{
|
858 |
+
"epoch": 8.44,
|
859 |
+
"learning_rate": 4.7124934657605846e-05,
|
860 |
+
"loss": 0.288,
|
861 |
+
"step": 65000
|
862 |
+
},
|
863 |
+
{
|
864 |
+
"epoch": 8.5,
|
865 |
+
"learning_rate": 4.516466283324621e-05,
|
866 |
+
"loss": 0.2813,
|
867 |
+
"step": 65500
|
868 |
+
},
|
869 |
+
{
|
870 |
+
"epoch": 8.57,
|
871 |
+
"learning_rate": 4.3204391008886566e-05,
|
872 |
+
"loss": 0.2831,
|
873 |
+
"step": 66000
|
874 |
+
},
|
875 |
+
{
|
876 |
+
"epoch": 8.63,
|
877 |
+
"learning_rate": 4.124411918452692e-05,
|
878 |
+
"loss": 0.2914,
|
879 |
+
"step": 66500
|
880 |
+
},
|
881 |
+
{
|
882 |
+
"epoch": 8.7,
|
883 |
+
"learning_rate": 3.928384736016727e-05,
|
884 |
+
"loss": 0.2807,
|
885 |
+
"step": 67000
|
886 |
+
},
|
887 |
+
{
|
888 |
+
"epoch": 8.76,
|
889 |
+
"learning_rate": 3.7323575535807626e-05,
|
890 |
+
"loss": 0.2833,
|
891 |
+
"step": 67500
|
892 |
+
},
|
893 |
+
{
|
894 |
+
"epoch": 8.83,
|
895 |
+
"learning_rate": 3.5363303711447986e-05,
|
896 |
+
"loss": 0.2825,
|
897 |
+
"step": 68000
|
898 |
+
},
|
899 |
+
{
|
900 |
+
"epoch": 8.89,
|
901 |
+
"learning_rate": 3.340303188708834e-05,
|
902 |
+
"loss": 0.2824,
|
903 |
+
"step": 68500
|
904 |
+
},
|
905 |
+
{
|
906 |
+
"epoch": 8.96,
|
907 |
+
"learning_rate": 3.14427600627287e-05,
|
908 |
+
"loss": 0.281,
|
909 |
+
"step": 69000
|
910 |
+
},
|
911 |
+
{
|
912 |
+
"epoch": 9.0,
|
913 |
+
"eval_loss": 0.3067900538444519,
|
914 |
+
"eval_runtime": 12.6252,
|
915 |
+
"eval_samples_per_second": 56.316,
|
916 |
+
"eval_steps_per_second": 7.049,
|
917 |
+
"eval_wer": 0.17419354838709677,
|
918 |
+
"step": 69318
|
919 |
+
},
|
920 |
+
{
|
921 |
+
"epoch": 9.02,
|
922 |
+
"learning_rate": 2.948248823836905e-05,
|
923 |
+
"loss": 0.2725,
|
924 |
+
"step": 69500
|
925 |
+
},
|
926 |
+
{
|
927 |
+
"epoch": 9.09,
|
928 |
+
"learning_rate": 2.7522216414009406e-05,
|
929 |
+
"loss": 0.2696,
|
930 |
+
"step": 70000
|
931 |
+
},
|
932 |
+
{
|
933 |
+
"epoch": 9.15,
|
934 |
+
"learning_rate": 2.5561944589649766e-05,
|
935 |
+
"loss": 0.2713,
|
936 |
+
"step": 70500
|
937 |
+
},
|
938 |
+
{
|
939 |
+
"epoch": 9.22,
|
940 |
+
"learning_rate": 2.360167276529012e-05,
|
941 |
+
"loss": 0.2634,
|
942 |
+
"step": 71000
|
943 |
+
},
|
944 |
+
{
|
945 |
+
"epoch": 9.28,
|
946 |
+
"learning_rate": 2.1641400940930475e-05,
|
947 |
+
"loss": 0.2635,
|
948 |
+
"step": 71500
|
949 |
+
},
|
950 |
+
{
|
951 |
+
"epoch": 9.35,
|
952 |
+
"learning_rate": 1.968112911657083e-05,
|
953 |
+
"loss": 0.2658,
|
954 |
+
"step": 72000
|
955 |
+
},
|
956 |
+
{
|
957 |
+
"epoch": 9.41,
|
958 |
+
"learning_rate": 1.7720857292211185e-05,
|
959 |
+
"loss": 0.2648,
|
960 |
+
"step": 72500
|
961 |
+
},
|
962 |
+
{
|
963 |
+
"epoch": 9.48,
|
964 |
+
"learning_rate": 1.576058546785154e-05,
|
965 |
+
"loss": 0.273,
|
966 |
+
"step": 73000
|
967 |
+
},
|
968 |
+
{
|
969 |
+
"epoch": 9.54,
|
970 |
+
"learning_rate": 1.3800313643491895e-05,
|
971 |
+
"loss": 0.2601,
|
972 |
+
"step": 73500
|
973 |
+
},
|
974 |
+
{
|
975 |
+
"epoch": 9.61,
|
976 |
+
"learning_rate": 1.1840041819132252e-05,
|
977 |
+
"loss": 0.2598,
|
978 |
+
"step": 74000
|
979 |
+
},
|
980 |
+
{
|
981 |
+
"epoch": 9.67,
|
982 |
+
"learning_rate": 9.879769994772608e-06,
|
983 |
+
"loss": 0.2698,
|
984 |
+
"step": 74500
|
985 |
+
},
|
986 |
+
{
|
987 |
+
"epoch": 9.74,
|
988 |
+
"learning_rate": 7.919498170412963e-06,
|
989 |
+
"loss": 0.2574,
|
990 |
+
"step": 75000
|
991 |
+
},
|
992 |
+
{
|
993 |
+
"epoch": 9.8,
|
994 |
+
"learning_rate": 5.959226346053318e-06,
|
995 |
+
"loss": 0.2646,
|
996 |
+
"step": 75500
|
997 |
+
},
|
998 |
+
{
|
999 |
+
"epoch": 9.87,
|
1000 |
+
"learning_rate": 3.998954521693675e-06,
|
1001 |
+
"loss": 0.2584,
|
1002 |
+
"step": 76000
|
1003 |
+
},
|
1004 |
+
{
|
1005 |
+
"epoch": 9.93,
|
1006 |
+
"learning_rate": 2.0386826973340303e-06,
|
1007 |
+
"loss": 0.2623,
|
1008 |
+
"step": 76500
|
1009 |
+
},
|
1010 |
+
{
|
1011 |
+
"epoch": 10.0,
|
1012 |
+
"learning_rate": 7.841087297438577e-08,
|
1013 |
+
"loss": 0.2584,
|
1014 |
+
"step": 77000
|
1015 |
+
},
|
1016 |
+
{
|
1017 |
+
"epoch": 10.0,
|
1018 |
+
"eval_loss": 0.3040466010570526,
|
1019 |
+
"eval_runtime": 12.4236,
|
1020 |
+
"eval_samples_per_second": 57.23,
|
1021 |
+
"eval_steps_per_second": 7.164,
|
1022 |
+
"eval_wer": 0.17129690585911783,
|
1023 |
+
"step": 77020
|
1024 |
+
}
|
1025 |
+
],
|
1026 |
+
"logging_steps": 500,
|
1027 |
+
"max_steps": 77020,
|
1028 |
+
"num_train_epochs": 10,
|
1029 |
+
"save_steps": 500,
|
1030 |
+
"total_flos": 1.409382714117005e+20,
|
1031 |
+
"trial_name": null,
|
1032 |
+
"trial_params": null
|
1033 |
+
}
|
checkpoint-77020/training_args.bin
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:57454b8ef61e73ee41e0231ebd404fc4c44e52d4e9fbcfd019aea1cdd0b25721
|
3 |
+
size 4536
|
checkpoint-77020/vocab.json
ADDED
@@ -0,0 +1,103 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"\"": 1,
|
3 |
+
"#": 2,
|
4 |
+
"$": 3,
|
5 |
+
"&": 4,
|
6 |
+
"0": 5,
|
7 |
+
"1": 6,
|
8 |
+
"2": 7,
|
9 |
+
"3": 8,
|
10 |
+
"4": 9,
|
11 |
+
"5": 10,
|
12 |
+
"6": 11,
|
13 |
+
"7": 12,
|
14 |
+
"8": 13,
|
15 |
+
"9": 14,
|
16 |
+
";": 15,
|
17 |
+
"[PAD]": 100,
|
18 |
+
"[UNK]": 99,
|
19 |
+
"\\": 16,
|
20 |
+
"_": 17,
|
21 |
+
"`": 18,
|
22 |
+
"a": 19,
|
23 |
+
"b": 20,
|
24 |
+
"c": 21,
|
25 |
+
"d": 22,
|
26 |
+
"e": 23,
|
27 |
+
"f": 24,
|
28 |
+
"g": 25,
|
29 |
+
"h": 26,
|
30 |
+
"i": 27,
|
31 |
+
"j": 28,
|
32 |
+
"k": 29,
|
33 |
+
"l": 30,
|
34 |
+
"m": 31,
|
35 |
+
"n": 32,
|
36 |
+
"o": 33,
|
37 |
+
"p": 34,
|
38 |
+
"q": 35,
|
39 |
+
"r": 36,
|
40 |
+
"s": 37,
|
41 |
+
"t": 38,
|
42 |
+
"u": 39,
|
43 |
+
"v": 40,
|
44 |
+
"w": 41,
|
45 |
+
"x": 42,
|
46 |
+
"y": 43,
|
47 |
+
"z": 44,
|
48 |
+
"|": 0,
|
49 |
+
"à": 45,
|
50 |
+
"á": 46,
|
51 |
+
"ç": 47,
|
52 |
+
"è": 48,
|
53 |
+
"é": 49,
|
54 |
+
"ê": 50,
|
55 |
+
"ì": 51,
|
56 |
+
"í": 52,
|
57 |
+
"ñ": 53,
|
58 |
+
"ó": 54,
|
59 |
+
"ö": 55,
|
60 |
+
"ø": 56,
|
61 |
+
"ú": 57,
|
62 |
+
"ī": 58,
|
63 |
+
"ō": 59,
|
64 |
+
"ơ": 60,
|
65 |
+
"ư": 61,
|
66 |
+
"ǒ": 62,
|
67 |
+
"ǔ": 63,
|
68 |
+
"˚": 64,
|
69 |
+
"а": 65,
|
70 |
+
"в": 66,
|
71 |
+
"к": 67,
|
72 |
+
"о": 68,
|
73 |
+
"с": 69,
|
74 |
+
"т": 70,
|
75 |
+
"у": 71,
|
76 |
+
"ы": 72,
|
77 |
+
"э": 73,
|
78 |
+
"ờ": 74,
|
79 |
+
"": 75,
|
80 |
+
"–": 76,
|
81 |
+
"—": 77,
|
82 |
+
"’": 78,
|
83 |
+
"…": 79,
|
84 |
+
"⁄": 80,
|
85 |
+
"℃": 81,
|
86 |
+
"℉": 82,
|
87 |
+
"≈": 83,
|
88 |
+
"♪": 84,
|
89 |
+
"ㄲ": 85,
|
90 |
+
"ㄴ": 86,
|
91 |
+
"ㅠ": 87,
|
92 |
+
"간": 88,
|
93 |
+
"구": 89,
|
94 |
+
"님": 90,
|
95 |
+
"상": 91,
|
96 |
+
"설": 92,
|
97 |
+
"아": 93,
|
98 |
+
"왜": 94,
|
99 |
+
"음": 95,
|
100 |
+
"이": 96,
|
101 |
+
"절": 97,
|
102 |
+
"정": 98
|
103 |
+
}
|
config.json
ADDED
@@ -0,0 +1,117 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"_name_or_path": "facebook/wav2vec2-large-xlsr-53",
|
3 |
+
"activation_dropout": 0.0,
|
4 |
+
"adapter_attn_dim": null,
|
5 |
+
"adapter_kernel_size": 3,
|
6 |
+
"adapter_stride": 2,
|
7 |
+
"add_adapter": false,
|
8 |
+
"apply_spec_augment": true,
|
9 |
+
"architectures": [
|
10 |
+
"Wav2Vec2ForCTC"
|
11 |
+
],
|
12 |
+
"attention_dropout": 0.1,
|
13 |
+
"bos_token_id": 1,
|
14 |
+
"classifier_proj_size": 256,
|
15 |
+
"codevector_dim": 768,
|
16 |
+
"contrastive_logits_temperature": 0.1,
|
17 |
+
"conv_bias": true,
|
18 |
+
"conv_dim": [
|
19 |
+
512,
|
20 |
+
512,
|
21 |
+
512,
|
22 |
+
512,
|
23 |
+
512,
|
24 |
+
512,
|
25 |
+
512
|
26 |
+
],
|
27 |
+
"conv_kernel": [
|
28 |
+
10,
|
29 |
+
3,
|
30 |
+
3,
|
31 |
+
3,
|
32 |
+
3,
|
33 |
+
2,
|
34 |
+
2
|
35 |
+
],
|
36 |
+
"conv_stride": [
|
37 |
+
5,
|
38 |
+
2,
|
39 |
+
2,
|
40 |
+
2,
|
41 |
+
2,
|
42 |
+
2,
|
43 |
+
2
|
44 |
+
],
|
45 |
+
"ctc_loss_reduction": "mean",
|
46 |
+
"ctc_zero_infinity": false,
|
47 |
+
"diversity_loss_weight": 0.1,
|
48 |
+
"do_stable_layer_norm": true,
|
49 |
+
"eos_token_id": 2,
|
50 |
+
"feat_extract_activation": "gelu",
|
51 |
+
"feat_extract_dropout": 0.0,
|
52 |
+
"feat_extract_norm": "layer",
|
53 |
+
"feat_proj_dropout": 0.05,
|
54 |
+
"feat_quantizer_dropout": 0.0,
|
55 |
+
"final_dropout": 0.0,
|
56 |
+
"gradient_checkpointing": false,
|
57 |
+
"hidden_act": "gelu",
|
58 |
+
"hidden_dropout": 0.05,
|
59 |
+
"hidden_size": 1024,
|
60 |
+
"initializer_range": 0.02,
|
61 |
+
"intermediate_size": 4096,
|
62 |
+
"layer_norm_eps": 1e-05,
|
63 |
+
"layerdrop": 0.05,
|
64 |
+
"mask_channel_length": 10,
|
65 |
+
"mask_channel_min_space": 1,
|
66 |
+
"mask_channel_other": 0.0,
|
67 |
+
"mask_channel_prob": 0.0,
|
68 |
+
"mask_channel_selection": "static",
|
69 |
+
"mask_feature_length": 10,
|
70 |
+
"mask_feature_min_masks": 0,
|
71 |
+
"mask_feature_prob": 0.0,
|
72 |
+
"mask_time_length": 10,
|
73 |
+
"mask_time_min_masks": 2,
|
74 |
+
"mask_time_min_space": 1,
|
75 |
+
"mask_time_other": 0.0,
|
76 |
+
"mask_time_prob": 0.05,
|
77 |
+
"mask_time_selection": "static",
|
78 |
+
"model_type": "wav2vec2",
|
79 |
+
"num_adapter_layers": 3,
|
80 |
+
"num_attention_heads": 16,
|
81 |
+
"num_codevector_groups": 2,
|
82 |
+
"num_codevectors_per_group": 320,
|
83 |
+
"num_conv_pos_embedding_groups": 16,
|
84 |
+
"num_conv_pos_embeddings": 128,
|
85 |
+
"num_feat_extract_layers": 7,
|
86 |
+
"num_hidden_layers": 24,
|
87 |
+
"num_negatives": 100,
|
88 |
+
"output_hidden_size": 1024,
|
89 |
+
"pad_token_id": 100,
|
90 |
+
"proj_codevector_dim": 768,
|
91 |
+
"tdnn_dilation": [
|
92 |
+
1,
|
93 |
+
2,
|
94 |
+
3,
|
95 |
+
1,
|
96 |
+
1
|
97 |
+
],
|
98 |
+
"tdnn_dim": [
|
99 |
+
512,
|
100 |
+
512,
|
101 |
+
512,
|
102 |
+
512,
|
103 |
+
1500
|
104 |
+
],
|
105 |
+
"tdnn_kernel": [
|
106 |
+
5,
|
107 |
+
3,
|
108 |
+
3,
|
109 |
+
1,
|
110 |
+
1
|
111 |
+
],
|
112 |
+
"torch_dtype": "float32",
|
113 |
+
"transformers_version": "4.34.1",
|
114 |
+
"use_weighted_layer_sum": false,
|
115 |
+
"vocab_size": 103,
|
116 |
+
"xvector_output_dim": 512
|
117 |
+
}
|
eval_results.json
ADDED
@@ -0,0 +1,9 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"epoch": 10.0,
|
3 |
+
"eval_loss": 0.3041677474975586,
|
4 |
+
"eval_runtime": 10.735,
|
5 |
+
"eval_samples": 711,
|
6 |
+
"eval_samples_per_second": 66.232,
|
7 |
+
"eval_steps_per_second": 8.291,
|
8 |
+
"eval_wer": 0.1695852534562212
|
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:c9bdf0fd4f9034a342a7bdb6cfbf49f649ce26a10a80c8194598687bd004a2f2
|
3 |
+
size 1262324650
|
special_tokens_map.json
ADDED
@@ -0,0 +1,30 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"bos_token": {
|
3 |
+
"content": "<s>",
|
4 |
+
"lstrip": false,
|
5 |
+
"normalized": true,
|
6 |
+
"rstrip": false,
|
7 |
+
"single_word": false
|
8 |
+
},
|
9 |
+
"eos_token": {
|
10 |
+
"content": "</s>",
|
11 |
+
"lstrip": false,
|
12 |
+
"normalized": true,
|
13 |
+
"rstrip": false,
|
14 |
+
"single_word": false
|
15 |
+
},
|
16 |
+
"pad_token": {
|
17 |
+
"content": "[PAD]",
|
18 |
+
"lstrip": true,
|
19 |
+
"normalized": false,
|
20 |
+
"rstrip": true,
|
21 |
+
"single_word": false
|
22 |
+
},
|
23 |
+
"unk_token": {
|
24 |
+
"content": "[UNK]",
|
25 |
+
"lstrip": true,
|
26 |
+
"normalized": false,
|
27 |
+
"rstrip": true,
|
28 |
+
"single_word": false
|
29 |
+
}
|
30 |
+
}
|
tokenizer_config.json
ADDED
@@ -0,0 +1,51 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"added_tokens_decoder": {
|
3 |
+
"99": {
|
4 |
+
"content": "[UNK]",
|
5 |
+
"lstrip": true,
|
6 |
+
"normalized": false,
|
7 |
+
"rstrip": true,
|
8 |
+
"single_word": false,
|
9 |
+
"special": false
|
10 |
+
},
|
11 |
+
"100": {
|
12 |
+
"content": "[PAD]",
|
13 |
+
"lstrip": true,
|
14 |
+
"normalized": false,
|
15 |
+
"rstrip": true,
|
16 |
+
"single_word": false,
|
17 |
+
"special": false
|
18 |
+
},
|
19 |
+
"101": {
|
20 |
+
"content": "<s>",
|
21 |
+
"lstrip": false,
|
22 |
+
"normalized": true,
|
23 |
+
"rstrip": false,
|
24 |
+
"single_word": false,
|
25 |
+
"special": true
|
26 |
+
},
|
27 |
+
"102": {
|
28 |
+
"content": "</s>",
|
29 |
+
"lstrip": false,
|
30 |
+
"normalized": true,
|
31 |
+
"rstrip": false,
|
32 |
+
"single_word": false,
|
33 |
+
"special": true
|
34 |
+
}
|
35 |
+
},
|
36 |
+
"bos_token": "<s>",
|
37 |
+
"clean_up_tokenization_spaces": true,
|
38 |
+
"config": null,
|
39 |
+
"do_lower_case": false,
|
40 |
+
"eos_token": "</s>",
|
41 |
+
"model_max_length": 1000000000000000019884624838656,
|
42 |
+
"pad_token": "[PAD]",
|
43 |
+
"processor_class": "Wav2Vec2Processor",
|
44 |
+
"replace_word_delimiter_char": " ",
|
45 |
+
"target_lang": null,
|
46 |
+
"tokenizer_class": "Wav2Vec2CTCTokenizer",
|
47 |
+
"tokenizer_type": "wav2vec2",
|
48 |
+
"trust_remote_code": false,
|
49 |
+
"unk_token": "[UNK]",
|
50 |
+
"word_delimiter_token": "|"
|
51 |
+
}
|
train_results.json
ADDED
@@ -0,0 +1,8 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"epoch": 10.0,
|
3 |
+
"train_loss": 0.4655882824058503,
|
4 |
+
"train_runtime": 41869.3879,
|
5 |
+
"train_samples": 123225,
|
6 |
+
"train_samples_per_second": 29.431,
|
7 |
+
"train_steps_per_second": 1.84
|
8 |
+
}
|
trainer_state.json
ADDED
@@ -0,0 +1,1042 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"best_metric": 0.3040466010570526,
|
3 |
+
"best_model_checkpoint": "./enko_xlsr_13p_run1/checkpoint-77020",
|
4 |
+
"epoch": 10.0,
|
5 |
+
"eval_steps": 500,
|
6 |
+
"global_step": 77020,
|
7 |
+
"is_hyper_param_search": false,
|
8 |
+
"is_local_process_zero": true,
|
9 |
+
"is_world_process_zero": true,
|
10 |
+
"log_history": [
|
11 |
+
{
|
12 |
+
"epoch": 0.06,
|
13 |
+
"learning_rate": 0.0003,
|
14 |
+
"loss": 4.7797,
|
15 |
+
"step": 500
|
16 |
+
},
|
17 |
+
{
|
18 |
+
"epoch": 0.13,
|
19 |
+
"learning_rate": 0.00029803972817564033,
|
20 |
+
"loss": 1.2377,
|
21 |
+
"step": 1000
|
22 |
+
},
|
23 |
+
{
|
24 |
+
"epoch": 0.19,
|
25 |
+
"learning_rate": 0.0002960794563512807,
|
26 |
+
"loss": 0.9452,
|
27 |
+
"step": 1500
|
28 |
+
},
|
29 |
+
{
|
30 |
+
"epoch": 0.26,
|
31 |
+
"learning_rate": 0.000294119184526921,
|
32 |
+
"loss": 0.8622,
|
33 |
+
"step": 2000
|
34 |
+
},
|
35 |
+
{
|
36 |
+
"epoch": 0.32,
|
37 |
+
"learning_rate": 0.0002921589127025614,
|
38 |
+
"loss": 0.82,
|
39 |
+
"step": 2500
|
40 |
+
},
|
41 |
+
{
|
42 |
+
"epoch": 0.39,
|
43 |
+
"learning_rate": 0.0002901986408782018,
|
44 |
+
"loss": 0.7742,
|
45 |
+
"step": 3000
|
46 |
+
},
|
47 |
+
{
|
48 |
+
"epoch": 0.45,
|
49 |
+
"learning_rate": 0.00028823836905384213,
|
50 |
+
"loss": 0.75,
|
51 |
+
"step": 3500
|
52 |
+
},
|
53 |
+
{
|
54 |
+
"epoch": 0.52,
|
55 |
+
"learning_rate": 0.0002862780972294825,
|
56 |
+
"loss": 0.7459,
|
57 |
+
"step": 4000
|
58 |
+
},
|
59 |
+
{
|
60 |
+
"epoch": 0.58,
|
61 |
+
"learning_rate": 0.00028431782540512285,
|
62 |
+
"loss": 0.7282,
|
63 |
+
"step": 4500
|
64 |
+
},
|
65 |
+
{
|
66 |
+
"epoch": 0.65,
|
67 |
+
"learning_rate": 0.00028235755358076316,
|
68 |
+
"loss": 0.7104,
|
69 |
+
"step": 5000
|
70 |
+
},
|
71 |
+
{
|
72 |
+
"epoch": 0.71,
|
73 |
+
"learning_rate": 0.0002803972817564035,
|
74 |
+
"loss": 0.692,
|
75 |
+
"step": 5500
|
76 |
+
},
|
77 |
+
{
|
78 |
+
"epoch": 0.78,
|
79 |
+
"learning_rate": 0.0002784370099320439,
|
80 |
+
"loss": 0.6954,
|
81 |
+
"step": 6000
|
82 |
+
},
|
83 |
+
{
|
84 |
+
"epoch": 0.84,
|
85 |
+
"learning_rate": 0.00027647673810768424,
|
86 |
+
"loss": 0.6844,
|
87 |
+
"step": 6500
|
88 |
+
},
|
89 |
+
{
|
90 |
+
"epoch": 0.91,
|
91 |
+
"learning_rate": 0.0002745164662833246,
|
92 |
+
"loss": 0.6779,
|
93 |
+
"step": 7000
|
94 |
+
},
|
95 |
+
{
|
96 |
+
"epoch": 0.97,
|
97 |
+
"learning_rate": 0.00027255619445896496,
|
98 |
+
"loss": 0.6595,
|
99 |
+
"step": 7500
|
100 |
+
},
|
101 |
+
{
|
102 |
+
"epoch": 1.0,
|
103 |
+
"eval_loss": 0.44951537251472473,
|
104 |
+
"eval_runtime": 11.7967,
|
105 |
+
"eval_samples_per_second": 60.271,
|
106 |
+
"eval_steps_per_second": 7.544,
|
107 |
+
"eval_wer": 0.297432521395655,
|
108 |
+
"step": 7702
|
109 |
+
},
|
110 |
+
{
|
111 |
+
"epoch": 1.04,
|
112 |
+
"learning_rate": 0.0002705959226346053,
|
113 |
+
"loss": 0.6426,
|
114 |
+
"step": 8000
|
115 |
+
},
|
116 |
+
{
|
117 |
+
"epoch": 1.1,
|
118 |
+
"learning_rate": 0.0002686356508102457,
|
119 |
+
"loss": 0.6215,
|
120 |
+
"step": 8500
|
121 |
+
},
|
122 |
+
{
|
123 |
+
"epoch": 1.17,
|
124 |
+
"learning_rate": 0.00026667537898588604,
|
125 |
+
"loss": 0.6209,
|
126 |
+
"step": 9000
|
127 |
+
},
|
128 |
+
{
|
129 |
+
"epoch": 1.23,
|
130 |
+
"learning_rate": 0.0002647151071615264,
|
131 |
+
"loss": 0.6134,
|
132 |
+
"step": 9500
|
133 |
+
},
|
134 |
+
{
|
135 |
+
"epoch": 1.3,
|
136 |
+
"learning_rate": 0.00026275483533716676,
|
137 |
+
"loss": 0.6127,
|
138 |
+
"step": 10000
|
139 |
+
},
|
140 |
+
{
|
141 |
+
"epoch": 1.36,
|
142 |
+
"learning_rate": 0.00026079456351280707,
|
143 |
+
"loss": 0.5987,
|
144 |
+
"step": 10500
|
145 |
+
},
|
146 |
+
{
|
147 |
+
"epoch": 1.43,
|
148 |
+
"learning_rate": 0.0002588342916884474,
|
149 |
+
"loss": 0.6028,
|
150 |
+
"step": 11000
|
151 |
+
},
|
152 |
+
{
|
153 |
+
"epoch": 1.49,
|
154 |
+
"learning_rate": 0.0002568740198640878,
|
155 |
+
"loss": 0.5893,
|
156 |
+
"step": 11500
|
157 |
+
},
|
158 |
+
{
|
159 |
+
"epoch": 1.56,
|
160 |
+
"learning_rate": 0.00025491374803972815,
|
161 |
+
"loss": 0.59,
|
162 |
+
"step": 12000
|
163 |
+
},
|
164 |
+
{
|
165 |
+
"epoch": 1.62,
|
166 |
+
"learning_rate": 0.0002529534762153685,
|
167 |
+
"loss": 0.594,
|
168 |
+
"step": 12500
|
169 |
+
},
|
170 |
+
{
|
171 |
+
"epoch": 1.69,
|
172 |
+
"learning_rate": 0.00025099320439100887,
|
173 |
+
"loss": 0.5903,
|
174 |
+
"step": 13000
|
175 |
+
},
|
176 |
+
{
|
177 |
+
"epoch": 1.75,
|
178 |
+
"learning_rate": 0.0002490329325666492,
|
179 |
+
"loss": 0.5779,
|
180 |
+
"step": 13500
|
181 |
+
},
|
182 |
+
{
|
183 |
+
"epoch": 1.82,
|
184 |
+
"learning_rate": 0.0002470726607422896,
|
185 |
+
"loss": 0.582,
|
186 |
+
"step": 14000
|
187 |
+
},
|
188 |
+
{
|
189 |
+
"epoch": 1.88,
|
190 |
+
"learning_rate": 0.00024511238891792995,
|
191 |
+
"loss": 0.5781,
|
192 |
+
"step": 14500
|
193 |
+
},
|
194 |
+
{
|
195 |
+
"epoch": 1.95,
|
196 |
+
"learning_rate": 0.0002431521170935703,
|
197 |
+
"loss": 0.5717,
|
198 |
+
"step": 15000
|
199 |
+
},
|
200 |
+
{
|
201 |
+
"epoch": 2.0,
|
202 |
+
"eval_loss": 0.39816993474960327,
|
203 |
+
"eval_runtime": 11.9909,
|
204 |
+
"eval_samples_per_second": 59.295,
|
205 |
+
"eval_steps_per_second": 7.422,
|
206 |
+
"eval_wer": 0.25622119815668204,
|
207 |
+
"step": 15404
|
208 |
+
},
|
209 |
+
{
|
210 |
+
"epoch": 2.01,
|
211 |
+
"learning_rate": 0.00024119184526921064,
|
212 |
+
"loss": 0.5632,
|
213 |
+
"step": 15500
|
214 |
+
},
|
215 |
+
{
|
216 |
+
"epoch": 2.08,
|
217 |
+
"learning_rate": 0.000239231573444851,
|
218 |
+
"loss": 0.5298,
|
219 |
+
"step": 16000
|
220 |
+
},
|
221 |
+
{
|
222 |
+
"epoch": 2.14,
|
223 |
+
"learning_rate": 0.00023727130162049136,
|
224 |
+
"loss": 0.5391,
|
225 |
+
"step": 16500
|
226 |
+
},
|
227 |
+
{
|
228 |
+
"epoch": 2.21,
|
229 |
+
"learning_rate": 0.00023531102979613172,
|
230 |
+
"loss": 0.5274,
|
231 |
+
"step": 17000
|
232 |
+
},
|
233 |
+
{
|
234 |
+
"epoch": 2.27,
|
235 |
+
"learning_rate": 0.00023335075797177208,
|
236 |
+
"loss": 0.5368,
|
237 |
+
"step": 17500
|
238 |
+
},
|
239 |
+
{
|
240 |
+
"epoch": 2.34,
|
241 |
+
"learning_rate": 0.00023139048614741244,
|
242 |
+
"loss": 0.5191,
|
243 |
+
"step": 18000
|
244 |
+
},
|
245 |
+
{
|
246 |
+
"epoch": 2.4,
|
247 |
+
"learning_rate": 0.00022943021432305277,
|
248 |
+
"loss": 0.523,
|
249 |
+
"step": 18500
|
250 |
+
},
|
251 |
+
{
|
252 |
+
"epoch": 2.47,
|
253 |
+
"learning_rate": 0.00022746994249869313,
|
254 |
+
"loss": 0.529,
|
255 |
+
"step": 19000
|
256 |
+
},
|
257 |
+
{
|
258 |
+
"epoch": 2.53,
|
259 |
+
"learning_rate": 0.0002255096706743335,
|
260 |
+
"loss": 0.5293,
|
261 |
+
"step": 19500
|
262 |
+
},
|
263 |
+
{
|
264 |
+
"epoch": 2.6,
|
265 |
+
"learning_rate": 0.00022354939884997385,
|
266 |
+
"loss": 0.5091,
|
267 |
+
"step": 20000
|
268 |
+
},
|
269 |
+
{
|
270 |
+
"epoch": 2.66,
|
271 |
+
"learning_rate": 0.0002215891270256142,
|
272 |
+
"loss": 0.5258,
|
273 |
+
"step": 20500
|
274 |
+
},
|
275 |
+
{
|
276 |
+
"epoch": 2.73,
|
277 |
+
"learning_rate": 0.00021962885520125454,
|
278 |
+
"loss": 0.5107,
|
279 |
+
"step": 21000
|
280 |
+
},
|
281 |
+
{
|
282 |
+
"epoch": 2.79,
|
283 |
+
"learning_rate": 0.0002176685833768949,
|
284 |
+
"loss": 0.5197,
|
285 |
+
"step": 21500
|
286 |
+
},
|
287 |
+
{
|
288 |
+
"epoch": 2.86,
|
289 |
+
"learning_rate": 0.00021570831155253526,
|
290 |
+
"loss": 0.5162,
|
291 |
+
"step": 22000
|
292 |
+
},
|
293 |
+
{
|
294 |
+
"epoch": 2.92,
|
295 |
+
"learning_rate": 0.00021374803972817562,
|
296 |
+
"loss": 0.5162,
|
297 |
+
"step": 22500
|
298 |
+
},
|
299 |
+
{
|
300 |
+
"epoch": 2.99,
|
301 |
+
"learning_rate": 0.00021178776790381598,
|
302 |
+
"loss": 0.5134,
|
303 |
+
"step": 23000
|
304 |
+
},
|
305 |
+
{
|
306 |
+
"epoch": 3.0,
|
307 |
+
"eval_loss": 0.3769395649433136,
|
308 |
+
"eval_runtime": 12.4234,
|
309 |
+
"eval_samples_per_second": 57.231,
|
310 |
+
"eval_steps_per_second": 7.164,
|
311 |
+
"eval_wer": 0.23647136273864383,
|
312 |
+
"step": 23106
|
313 |
+
},
|
314 |
+
{
|
315 |
+
"epoch": 3.05,
|
316 |
+
"learning_rate": 0.00020982749607945634,
|
317 |
+
"loss": 0.4797,
|
318 |
+
"step": 23500
|
319 |
+
},
|
320 |
+
{
|
321 |
+
"epoch": 3.12,
|
322 |
+
"learning_rate": 0.00020786722425509668,
|
323 |
+
"loss": 0.4777,
|
324 |
+
"step": 24000
|
325 |
+
},
|
326 |
+
{
|
327 |
+
"epoch": 3.18,
|
328 |
+
"learning_rate": 0.00020590695243073704,
|
329 |
+
"loss": 0.4729,
|
330 |
+
"step": 24500
|
331 |
+
},
|
332 |
+
{
|
333 |
+
"epoch": 3.25,
|
334 |
+
"learning_rate": 0.0002039466806063774,
|
335 |
+
"loss": 0.4749,
|
336 |
+
"step": 25000
|
337 |
+
},
|
338 |
+
{
|
339 |
+
"epoch": 3.31,
|
340 |
+
"learning_rate": 0.00020198640878201776,
|
341 |
+
"loss": 0.4803,
|
342 |
+
"step": 25500
|
343 |
+
},
|
344 |
+
{
|
345 |
+
"epoch": 3.38,
|
346 |
+
"learning_rate": 0.00020002613695765812,
|
347 |
+
"loss": 0.4738,
|
348 |
+
"step": 26000
|
349 |
+
},
|
350 |
+
{
|
351 |
+
"epoch": 3.44,
|
352 |
+
"learning_rate": 0.00019806586513329845,
|
353 |
+
"loss": 0.4782,
|
354 |
+
"step": 26500
|
355 |
+
},
|
356 |
+
{
|
357 |
+
"epoch": 3.51,
|
358 |
+
"learning_rate": 0.0001961055933089388,
|
359 |
+
"loss": 0.4994,
|
360 |
+
"step": 27000
|
361 |
+
},
|
362 |
+
{
|
363 |
+
"epoch": 3.57,
|
364 |
+
"learning_rate": 0.00019414532148457917,
|
365 |
+
"loss": 0.4676,
|
366 |
+
"step": 27500
|
367 |
+
},
|
368 |
+
{
|
369 |
+
"epoch": 3.64,
|
370 |
+
"learning_rate": 0.00019218504966021953,
|
371 |
+
"loss": 0.457,
|
372 |
+
"step": 28000
|
373 |
+
},
|
374 |
+
{
|
375 |
+
"epoch": 3.7,
|
376 |
+
"learning_rate": 0.0001902247778358599,
|
377 |
+
"loss": 0.469,
|
378 |
+
"step": 28500
|
379 |
+
},
|
380 |
+
{
|
381 |
+
"epoch": 3.77,
|
382 |
+
"learning_rate": 0.00018826450601150025,
|
383 |
+
"loss": 0.4573,
|
384 |
+
"step": 29000
|
385 |
+
},
|
386 |
+
{
|
387 |
+
"epoch": 3.83,
|
388 |
+
"learning_rate": 0.00018630423418714058,
|
389 |
+
"loss": 0.4672,
|
390 |
+
"step": 29500
|
391 |
+
},
|
392 |
+
{
|
393 |
+
"epoch": 3.9,
|
394 |
+
"learning_rate": 0.00018434396236278094,
|
395 |
+
"loss": 0.4736,
|
396 |
+
"step": 30000
|
397 |
+
},
|
398 |
+
{
|
399 |
+
"epoch": 3.96,
|
400 |
+
"learning_rate": 0.0001823836905384213,
|
401 |
+
"loss": 0.467,
|
402 |
+
"step": 30500
|
403 |
+
},
|
404 |
+
{
|
405 |
+
"epoch": 4.0,
|
406 |
+
"eval_loss": 0.34988921880722046,
|
407 |
+
"eval_runtime": 12.3506,
|
408 |
+
"eval_samples_per_second": 57.568,
|
409 |
+
"eval_steps_per_second": 7.206,
|
410 |
+
"eval_wer": 0.22027649769585253,
|
411 |
+
"step": 30808
|
412 |
+
},
|
413 |
+
{
|
414 |
+
"epoch": 4.02,
|
415 |
+
"learning_rate": 0.00018042341871406166,
|
416 |
+
"loss": 0.4541,
|
417 |
+
"step": 31000
|
418 |
+
},
|
419 |
+
{
|
420 |
+
"epoch": 4.09,
|
421 |
+
"learning_rate": 0.00017846314688970202,
|
422 |
+
"loss": 0.4273,
|
423 |
+
"step": 31500
|
424 |
+
},
|
425 |
+
{
|
426 |
+
"epoch": 4.15,
|
427 |
+
"learning_rate": 0.00017650287506534236,
|
428 |
+
"loss": 0.4334,
|
429 |
+
"step": 32000
|
430 |
+
},
|
431 |
+
{
|
432 |
+
"epoch": 4.22,
|
433 |
+
"learning_rate": 0.00017454260324098272,
|
434 |
+
"loss": 0.4203,
|
435 |
+
"step": 32500
|
436 |
+
},
|
437 |
+
{
|
438 |
+
"epoch": 4.28,
|
439 |
+
"learning_rate": 0.00017258233141662308,
|
440 |
+
"loss": 0.4331,
|
441 |
+
"step": 33000
|
442 |
+
},
|
443 |
+
{
|
444 |
+
"epoch": 4.35,
|
445 |
+
"learning_rate": 0.00017062205959226344,
|
446 |
+
"loss": 0.4306,
|
447 |
+
"step": 33500
|
448 |
+
},
|
449 |
+
{
|
450 |
+
"epoch": 4.41,
|
451 |
+
"learning_rate": 0.00016866178776790382,
|
452 |
+
"loss": 0.4251,
|
453 |
+
"step": 34000
|
454 |
+
},
|
455 |
+
{
|
456 |
+
"epoch": 4.48,
|
457 |
+
"learning_rate": 0.00016670151594354418,
|
458 |
+
"loss": 0.4231,
|
459 |
+
"step": 34500
|
460 |
+
},
|
461 |
+
{
|
462 |
+
"epoch": 4.54,
|
463 |
+
"learning_rate": 0.0001647412441191845,
|
464 |
+
"loss": 0.4256,
|
465 |
+
"step": 35000
|
466 |
+
},
|
467 |
+
{
|
468 |
+
"epoch": 4.61,
|
469 |
+
"learning_rate": 0.00016278097229482488,
|
470 |
+
"loss": 0.4332,
|
471 |
+
"step": 35500
|
472 |
+
},
|
473 |
+
{
|
474 |
+
"epoch": 4.67,
|
475 |
+
"learning_rate": 0.00016082070047046524,
|
476 |
+
"loss": 0.4238,
|
477 |
+
"step": 36000
|
478 |
+
},
|
479 |
+
{
|
480 |
+
"epoch": 4.74,
|
481 |
+
"learning_rate": 0.0001588604286461056,
|
482 |
+
"loss": 0.4251,
|
483 |
+
"step": 36500
|
484 |
+
},
|
485 |
+
{
|
486 |
+
"epoch": 4.8,
|
487 |
+
"learning_rate": 0.00015690015682174596,
|
488 |
+
"loss": 0.425,
|
489 |
+
"step": 37000
|
490 |
+
},
|
491 |
+
{
|
492 |
+
"epoch": 4.87,
|
493 |
+
"learning_rate": 0.0001549398849973863,
|
494 |
+
"loss": 0.4208,
|
495 |
+
"step": 37500
|
496 |
+
},
|
497 |
+
{
|
498 |
+
"epoch": 4.93,
|
499 |
+
"learning_rate": 0.00015297961317302665,
|
500 |
+
"loss": 0.4245,
|
501 |
+
"step": 38000
|
502 |
+
},
|
503 |
+
{
|
504 |
+
"epoch": 5.0,
|
505 |
+
"learning_rate": 0.000151019341348667,
|
506 |
+
"loss": 0.4156,
|
507 |
+
"step": 38500
|
508 |
+
},
|
509 |
+
{
|
510 |
+
"epoch": 5.0,
|
511 |
+
"eval_loss": 0.3391418159008026,
|
512 |
+
"eval_runtime": 12.5768,
|
513 |
+
"eval_samples_per_second": 56.533,
|
514 |
+
"eval_steps_per_second": 7.077,
|
515 |
+
"eval_wer": 0.21158657011191573,
|
516 |
+
"step": 38510
|
517 |
+
},
|
518 |
+
{
|
519 |
+
"epoch": 5.06,
|
520 |
+
"learning_rate": 0.00014905906952430737,
|
521 |
+
"loss": 0.3845,
|
522 |
+
"step": 39000
|
523 |
+
},
|
524 |
+
{
|
525 |
+
"epoch": 5.13,
|
526 |
+
"learning_rate": 0.0001470987976999477,
|
527 |
+
"loss": 0.393,
|
528 |
+
"step": 39500
|
529 |
+
},
|
530 |
+
{
|
531 |
+
"epoch": 5.19,
|
532 |
+
"learning_rate": 0.00014513852587558806,
|
533 |
+
"loss": 0.3938,
|
534 |
+
"step": 40000
|
535 |
+
},
|
536 |
+
{
|
537 |
+
"epoch": 5.26,
|
538 |
+
"learning_rate": 0.00014317825405122842,
|
539 |
+
"loss": 0.3902,
|
540 |
+
"step": 40500
|
541 |
+
},
|
542 |
+
{
|
543 |
+
"epoch": 5.32,
|
544 |
+
"learning_rate": 0.00014121798222686878,
|
545 |
+
"loss": 0.3817,
|
546 |
+
"step": 41000
|
547 |
+
},
|
548 |
+
{
|
549 |
+
"epoch": 5.39,
|
550 |
+
"learning_rate": 0.00013925771040250914,
|
551 |
+
"loss": 0.3937,
|
552 |
+
"step": 41500
|
553 |
+
},
|
554 |
+
{
|
555 |
+
"epoch": 5.45,
|
556 |
+
"learning_rate": 0.0001372974385781495,
|
557 |
+
"loss": 0.3821,
|
558 |
+
"step": 42000
|
559 |
+
},
|
560 |
+
{
|
561 |
+
"epoch": 5.52,
|
562 |
+
"learning_rate": 0.00013533716675378984,
|
563 |
+
"loss": 0.3903,
|
564 |
+
"step": 42500
|
565 |
+
},
|
566 |
+
{
|
567 |
+
"epoch": 5.58,
|
568 |
+
"learning_rate": 0.0001333768949294302,
|
569 |
+
"loss": 0.381,
|
570 |
+
"step": 43000
|
571 |
+
},
|
572 |
+
{
|
573 |
+
"epoch": 5.65,
|
574 |
+
"learning_rate": 0.00013141662310507056,
|
575 |
+
"loss": 0.3866,
|
576 |
+
"step": 43500
|
577 |
+
},
|
578 |
+
{
|
579 |
+
"epoch": 5.71,
|
580 |
+
"learning_rate": 0.00012945635128071092,
|
581 |
+
"loss": 0.3816,
|
582 |
+
"step": 44000
|
583 |
+
},
|
584 |
+
{
|
585 |
+
"epoch": 5.78,
|
586 |
+
"learning_rate": 0.00012749607945635128,
|
587 |
+
"loss": 0.3845,
|
588 |
+
"step": 44500
|
589 |
+
},
|
590 |
+
{
|
591 |
+
"epoch": 5.84,
|
592 |
+
"learning_rate": 0.0001255358076319916,
|
593 |
+
"loss": 0.3777,
|
594 |
+
"step": 45000
|
595 |
+
},
|
596 |
+
{
|
597 |
+
"epoch": 5.91,
|
598 |
+
"learning_rate": 0.00012357553580763197,
|
599 |
+
"loss": 0.3777,
|
600 |
+
"step": 45500
|
601 |
+
},
|
602 |
+
{
|
603 |
+
"epoch": 5.97,
|
604 |
+
"learning_rate": 0.00012161526398327234,
|
605 |
+
"loss": 0.379,
|
606 |
+
"step": 46000
|
607 |
+
},
|
608 |
+
{
|
609 |
+
"epoch": 6.0,
|
610 |
+
"eval_loss": 0.3327275514602661,
|
611 |
+
"eval_runtime": 12.31,
|
612 |
+
"eval_samples_per_second": 57.758,
|
613 |
+
"eval_steps_per_second": 7.23,
|
614 |
+
"eval_wer": 0.1998683344305464,
|
615 |
+
"step": 46212
|
616 |
+
},
|
617 |
+
{
|
618 |
+
"epoch": 6.04,
|
619 |
+
"learning_rate": 0.00011965499215891269,
|
620 |
+
"loss": 0.3657,
|
621 |
+
"step": 46500
|
622 |
+
},
|
623 |
+
{
|
624 |
+
"epoch": 6.1,
|
625 |
+
"learning_rate": 0.00011769472033455305,
|
626 |
+
"loss": 0.3527,
|
627 |
+
"step": 47000
|
628 |
+
},
|
629 |
+
{
|
630 |
+
"epoch": 6.17,
|
631 |
+
"learning_rate": 0.00011573444851019341,
|
632 |
+
"loss": 0.3505,
|
633 |
+
"step": 47500
|
634 |
+
},
|
635 |
+
{
|
636 |
+
"epoch": 6.23,
|
637 |
+
"learning_rate": 0.00011377417668583375,
|
638 |
+
"loss": 0.3472,
|
639 |
+
"step": 48000
|
640 |
+
},
|
641 |
+
{
|
642 |
+
"epoch": 6.3,
|
643 |
+
"learning_rate": 0.00011181390486147411,
|
644 |
+
"loss": 0.3497,
|
645 |
+
"step": 48500
|
646 |
+
},
|
647 |
+
{
|
648 |
+
"epoch": 6.36,
|
649 |
+
"learning_rate": 0.00010985363303711446,
|
650 |
+
"loss": 0.349,
|
651 |
+
"step": 49000
|
652 |
+
},
|
653 |
+
{
|
654 |
+
"epoch": 6.43,
|
655 |
+
"learning_rate": 0.00010789336121275482,
|
656 |
+
"loss": 0.3545,
|
657 |
+
"step": 49500
|
658 |
+
},
|
659 |
+
{
|
660 |
+
"epoch": 6.49,
|
661 |
+
"learning_rate": 0.00010593308938839518,
|
662 |
+
"loss": 0.3453,
|
663 |
+
"step": 50000
|
664 |
+
},
|
665 |
+
{
|
666 |
+
"epoch": 6.56,
|
667 |
+
"learning_rate": 0.00010397281756403553,
|
668 |
+
"loss": 0.3501,
|
669 |
+
"step": 50500
|
670 |
+
},
|
671 |
+
{
|
672 |
+
"epoch": 6.62,
|
673 |
+
"learning_rate": 0.00010201254573967589,
|
674 |
+
"loss": 0.3473,
|
675 |
+
"step": 51000
|
676 |
+
},
|
677 |
+
{
|
678 |
+
"epoch": 6.69,
|
679 |
+
"learning_rate": 0.00010005227391531626,
|
680 |
+
"loss": 0.3462,
|
681 |
+
"step": 51500
|
682 |
+
},
|
683 |
+
{
|
684 |
+
"epoch": 6.75,
|
685 |
+
"learning_rate": 9.80920020909566e-05,
|
686 |
+
"loss": 0.3385,
|
687 |
+
"step": 52000
|
688 |
+
},
|
689 |
+
{
|
690 |
+
"epoch": 6.82,
|
691 |
+
"learning_rate": 9.613173026659697e-05,
|
692 |
+
"loss": 0.3459,
|
693 |
+
"step": 52500
|
694 |
+
},
|
695 |
+
{
|
696 |
+
"epoch": 6.88,
|
697 |
+
"learning_rate": 9.417145844223731e-05,
|
698 |
+
"loss": 0.3441,
|
699 |
+
"step": 53000
|
700 |
+
},
|
701 |
+
{
|
702 |
+
"epoch": 6.95,
|
703 |
+
"learning_rate": 9.221118661787767e-05,
|
704 |
+
"loss": 0.3475,
|
705 |
+
"step": 53500
|
706 |
+
},
|
707 |
+
{
|
708 |
+
"epoch": 7.0,
|
709 |
+
"eval_loss": 0.31270119547843933,
|
710 |
+
"eval_runtime": 12.4561,
|
711 |
+
"eval_samples_per_second": 57.08,
|
712 |
+
"eval_steps_per_second": 7.145,
|
713 |
+
"eval_wer": 0.1947333772218565,
|
714 |
+
"step": 53914
|
715 |
+
},
|
716 |
+
{
|
717 |
+
"epoch": 7.01,
|
718 |
+
"learning_rate": 9.025091479351803e-05,
|
719 |
+
"loss": 0.3379,
|
720 |
+
"step": 54000
|
721 |
+
},
|
722 |
+
{
|
723 |
+
"epoch": 7.08,
|
724 |
+
"learning_rate": 8.829064296915838e-05,
|
725 |
+
"loss": 0.3159,
|
726 |
+
"step": 54500
|
727 |
+
},
|
728 |
+
{
|
729 |
+
"epoch": 7.14,
|
730 |
+
"learning_rate": 8.633037114479874e-05,
|
731 |
+
"loss": 0.3254,
|
732 |
+
"step": 55000
|
733 |
+
},
|
734 |
+
{
|
735 |
+
"epoch": 7.21,
|
736 |
+
"learning_rate": 8.43700993204391e-05,
|
737 |
+
"loss": 0.3195,
|
738 |
+
"step": 55500
|
739 |
+
},
|
740 |
+
{
|
741 |
+
"epoch": 7.27,
|
742 |
+
"learning_rate": 8.240982749607945e-05,
|
743 |
+
"loss": 0.3225,
|
744 |
+
"step": 56000
|
745 |
+
},
|
746 |
+
{
|
747 |
+
"epoch": 7.34,
|
748 |
+
"learning_rate": 8.044955567171981e-05,
|
749 |
+
"loss": 0.3128,
|
750 |
+
"step": 56500
|
751 |
+
},
|
752 |
+
{
|
753 |
+
"epoch": 7.4,
|
754 |
+
"learning_rate": 7.848928384736017e-05,
|
755 |
+
"loss": 0.318,
|
756 |
+
"step": 57000
|
757 |
+
},
|
758 |
+
{
|
759 |
+
"epoch": 7.47,
|
760 |
+
"learning_rate": 7.652901202300051e-05,
|
761 |
+
"loss": 0.3165,
|
762 |
+
"step": 57500
|
763 |
+
},
|
764 |
+
{
|
765 |
+
"epoch": 7.53,
|
766 |
+
"learning_rate": 7.456874019864087e-05,
|
767 |
+
"loss": 0.3191,
|
768 |
+
"step": 58000
|
769 |
+
},
|
770 |
+
{
|
771 |
+
"epoch": 7.6,
|
772 |
+
"learning_rate": 7.260846837428123e-05,
|
773 |
+
"loss": 0.3169,
|
774 |
+
"step": 58500
|
775 |
+
},
|
776 |
+
{
|
777 |
+
"epoch": 7.66,
|
778 |
+
"learning_rate": 7.064819654992158e-05,
|
779 |
+
"loss": 0.3118,
|
780 |
+
"step": 59000
|
781 |
+
},
|
782 |
+
{
|
783 |
+
"epoch": 7.73,
|
784 |
+
"learning_rate": 6.868792472556194e-05,
|
785 |
+
"loss": 0.3192,
|
786 |
+
"step": 59500
|
787 |
+
},
|
788 |
+
{
|
789 |
+
"epoch": 7.79,
|
790 |
+
"learning_rate": 6.67276529012023e-05,
|
791 |
+
"loss": 0.3055,
|
792 |
+
"step": 60000
|
793 |
+
},
|
794 |
+
{
|
795 |
+
"epoch": 7.86,
|
796 |
+
"learning_rate": 6.476738107684265e-05,
|
797 |
+
"loss": 0.3134,
|
798 |
+
"step": 60500
|
799 |
+
},
|
800 |
+
{
|
801 |
+
"epoch": 7.92,
|
802 |
+
"learning_rate": 6.2807109252483e-05,
|
803 |
+
"loss": 0.3081,
|
804 |
+
"step": 61000
|
805 |
+
},
|
806 |
+
{
|
807 |
+
"epoch": 7.98,
|
808 |
+
"learning_rate": 6.084683742812336e-05,
|
809 |
+
"loss": 0.3105,
|
810 |
+
"step": 61500
|
811 |
+
},
|
812 |
+
{
|
813 |
+
"epoch": 8.0,
|
814 |
+
"eval_loss": 0.30813026428222656,
|
815 |
+
"eval_runtime": 12.2002,
|
816 |
+
"eval_samples_per_second": 58.278,
|
817 |
+
"eval_steps_per_second": 7.295,
|
818 |
+
"eval_wer": 0.1814351547070441,
|
819 |
+
"step": 61616
|
820 |
+
},
|
821 |
+
{
|
822 |
+
"epoch": 8.05,
|
823 |
+
"learning_rate": 5.888656560376372e-05,
|
824 |
+
"loss": 0.2986,
|
825 |
+
"step": 62000
|
826 |
+
},
|
827 |
+
{
|
828 |
+
"epoch": 8.11,
|
829 |
+
"learning_rate": 5.692629377940407e-05,
|
830 |
+
"loss": 0.2908,
|
831 |
+
"step": 62500
|
832 |
+
},
|
833 |
+
{
|
834 |
+
"epoch": 8.18,
|
835 |
+
"learning_rate": 5.4966021955044426e-05,
|
836 |
+
"loss": 0.2835,
|
837 |
+
"step": 63000
|
838 |
+
},
|
839 |
+
{
|
840 |
+
"epoch": 8.24,
|
841 |
+
"learning_rate": 5.3005750130684786e-05,
|
842 |
+
"loss": 0.2904,
|
843 |
+
"step": 63500
|
844 |
+
},
|
845 |
+
{
|
846 |
+
"epoch": 8.31,
|
847 |
+
"learning_rate": 5.104547830632514e-05,
|
848 |
+
"loss": 0.289,
|
849 |
+
"step": 64000
|
850 |
+
},
|
851 |
+
{
|
852 |
+
"epoch": 8.37,
|
853 |
+
"learning_rate": 4.908520648196549e-05,
|
854 |
+
"loss": 0.2905,
|
855 |
+
"step": 64500
|
856 |
+
},
|
857 |
+
{
|
858 |
+
"epoch": 8.44,
|
859 |
+
"learning_rate": 4.7124934657605846e-05,
|
860 |
+
"loss": 0.288,
|
861 |
+
"step": 65000
|
862 |
+
},
|
863 |
+
{
|
864 |
+
"epoch": 8.5,
|
865 |
+
"learning_rate": 4.516466283324621e-05,
|
866 |
+
"loss": 0.2813,
|
867 |
+
"step": 65500
|
868 |
+
},
|
869 |
+
{
|
870 |
+
"epoch": 8.57,
|
871 |
+
"learning_rate": 4.3204391008886566e-05,
|
872 |
+
"loss": 0.2831,
|
873 |
+
"step": 66000
|
874 |
+
},
|
875 |
+
{
|
876 |
+
"epoch": 8.63,
|
877 |
+
"learning_rate": 4.124411918452692e-05,
|
878 |
+
"loss": 0.2914,
|
879 |
+
"step": 66500
|
880 |
+
},
|
881 |
+
{
|
882 |
+
"epoch": 8.7,
|
883 |
+
"learning_rate": 3.928384736016727e-05,
|
884 |
+
"loss": 0.2807,
|
885 |
+
"step": 67000
|
886 |
+
},
|
887 |
+
{
|
888 |
+
"epoch": 8.76,
|
889 |
+
"learning_rate": 3.7323575535807626e-05,
|
890 |
+
"loss": 0.2833,
|
891 |
+
"step": 67500
|
892 |
+
},
|
893 |
+
{
|
894 |
+
"epoch": 8.83,
|
895 |
+
"learning_rate": 3.5363303711447986e-05,
|
896 |
+
"loss": 0.2825,
|
897 |
+
"step": 68000
|
898 |
+
},
|
899 |
+
{
|
900 |
+
"epoch": 8.89,
|
901 |
+
"learning_rate": 3.340303188708834e-05,
|
902 |
+
"loss": 0.2824,
|
903 |
+
"step": 68500
|
904 |
+
},
|
905 |
+
{
|
906 |
+
"epoch": 8.96,
|
907 |
+
"learning_rate": 3.14427600627287e-05,
|
908 |
+
"loss": 0.281,
|
909 |
+
"step": 69000
|
910 |
+
},
|
911 |
+
{
|
912 |
+
"epoch": 9.0,
|
913 |
+
"eval_loss": 0.3067900538444519,
|
914 |
+
"eval_runtime": 12.6252,
|
915 |
+
"eval_samples_per_second": 56.316,
|
916 |
+
"eval_steps_per_second": 7.049,
|
917 |
+
"eval_wer": 0.17419354838709677,
|
918 |
+
"step": 69318
|
919 |
+
},
|
920 |
+
{
|
921 |
+
"epoch": 9.02,
|
922 |
+
"learning_rate": 2.948248823836905e-05,
|
923 |
+
"loss": 0.2725,
|
924 |
+
"step": 69500
|
925 |
+
},
|
926 |
+
{
|
927 |
+
"epoch": 9.09,
|
928 |
+
"learning_rate": 2.7522216414009406e-05,
|
929 |
+
"loss": 0.2696,
|
930 |
+
"step": 70000
|
931 |
+
},
|
932 |
+
{
|
933 |
+
"epoch": 9.15,
|
934 |
+
"learning_rate": 2.5561944589649766e-05,
|
935 |
+
"loss": 0.2713,
|
936 |
+
"step": 70500
|
937 |
+
},
|
938 |
+
{
|
939 |
+
"epoch": 9.22,
|
940 |
+
"learning_rate": 2.360167276529012e-05,
|
941 |
+
"loss": 0.2634,
|
942 |
+
"step": 71000
|
943 |
+
},
|
944 |
+
{
|
945 |
+
"epoch": 9.28,
|
946 |
+
"learning_rate": 2.1641400940930475e-05,
|
947 |
+
"loss": 0.2635,
|
948 |
+
"step": 71500
|
949 |
+
},
|
950 |
+
{
|
951 |
+
"epoch": 9.35,
|
952 |
+
"learning_rate": 1.968112911657083e-05,
|
953 |
+
"loss": 0.2658,
|
954 |
+
"step": 72000
|
955 |
+
},
|
956 |
+
{
|
957 |
+
"epoch": 9.41,
|
958 |
+
"learning_rate": 1.7720857292211185e-05,
|
959 |
+
"loss": 0.2648,
|
960 |
+
"step": 72500
|
961 |
+
},
|
962 |
+
{
|
963 |
+
"epoch": 9.48,
|
964 |
+
"learning_rate": 1.576058546785154e-05,
|
965 |
+
"loss": 0.273,
|
966 |
+
"step": 73000
|
967 |
+
},
|
968 |
+
{
|
969 |
+
"epoch": 9.54,
|
970 |
+
"learning_rate": 1.3800313643491895e-05,
|
971 |
+
"loss": 0.2601,
|
972 |
+
"step": 73500
|
973 |
+
},
|
974 |
+
{
|
975 |
+
"epoch": 9.61,
|
976 |
+
"learning_rate": 1.1840041819132252e-05,
|
977 |
+
"loss": 0.2598,
|
978 |
+
"step": 74000
|
979 |
+
},
|
980 |
+
{
|
981 |
+
"epoch": 9.67,
|
982 |
+
"learning_rate": 9.879769994772608e-06,
|
983 |
+
"loss": 0.2698,
|
984 |
+
"step": 74500
|
985 |
+
},
|
986 |
+
{
|
987 |
+
"epoch": 9.74,
|
988 |
+
"learning_rate": 7.919498170412963e-06,
|
989 |
+
"loss": 0.2574,
|
990 |
+
"step": 75000
|
991 |
+
},
|
992 |
+
{
|
993 |
+
"epoch": 9.8,
|
994 |
+
"learning_rate": 5.959226346053318e-06,
|
995 |
+
"loss": 0.2646,
|
996 |
+
"step": 75500
|
997 |
+
},
|
998 |
+
{
|
999 |
+
"epoch": 9.87,
|
1000 |
+
"learning_rate": 3.998954521693675e-06,
|
1001 |
+
"loss": 0.2584,
|
1002 |
+
"step": 76000
|
1003 |
+
},
|
1004 |
+
{
|
1005 |
+
"epoch": 9.93,
|
1006 |
+
"learning_rate": 2.0386826973340303e-06,
|
1007 |
+
"loss": 0.2623,
|
1008 |
+
"step": 76500
|
1009 |
+
},
|
1010 |
+
{
|
1011 |
+
"epoch": 10.0,
|
1012 |
+
"learning_rate": 7.841087297438577e-08,
|
1013 |
+
"loss": 0.2584,
|
1014 |
+
"step": 77000
|
1015 |
+
},
|
1016 |
+
{
|
1017 |
+
"epoch": 10.0,
|
1018 |
+
"eval_loss": 0.3040466010570526,
|
1019 |
+
"eval_runtime": 12.4236,
|
1020 |
+
"eval_samples_per_second": 57.23,
|
1021 |
+
"eval_steps_per_second": 7.164,
|
1022 |
+
"eval_wer": 0.17129690585911783,
|
1023 |
+
"step": 77020
|
1024 |
+
},
|
1025 |
+
{
|
1026 |
+
"epoch": 10.0,
|
1027 |
+
"step": 77020,
|
1028 |
+
"total_flos": 1.409382714117005e+20,
|
1029 |
+
"train_loss": 0.4655882824058503,
|
1030 |
+
"train_runtime": 41869.3879,
|
1031 |
+
"train_samples_per_second": 29.431,
|
1032 |
+
"train_steps_per_second": 1.84
|
1033 |
+
}
|
1034 |
+
],
|
1035 |
+
"logging_steps": 500,
|
1036 |
+
"max_steps": 77020,
|
1037 |
+
"num_train_epochs": 10,
|
1038 |
+
"save_steps": 500,
|
1039 |
+
"total_flos": 1.409382714117005e+20,
|
1040 |
+
"trial_name": null,
|
1041 |
+
"trial_params": null
|
1042 |
+
}
|
training_args.bin
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:57454b8ef61e73ee41e0231ebd404fc4c44e52d4e9fbcfd019aea1cdd0b25721
|
3 |
+
size 4536
|
vocab.json
ADDED
@@ -0,0 +1,103 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"\"": 1,
|
3 |
+
"#": 2,
|
4 |
+
"$": 3,
|
5 |
+
"&": 4,
|
6 |
+
"0": 5,
|
7 |
+
"1": 6,
|
8 |
+
"2": 7,
|
9 |
+
"3": 8,
|
10 |
+
"4": 9,
|
11 |
+
"5": 10,
|
12 |
+
"6": 11,
|
13 |
+
"7": 12,
|
14 |
+
"8": 13,
|
15 |
+
"9": 14,
|
16 |
+
";": 15,
|
17 |
+
"[PAD]": 100,
|
18 |
+
"[UNK]": 99,
|
19 |
+
"\\": 16,
|
20 |
+
"_": 17,
|
21 |
+
"`": 18,
|
22 |
+
"a": 19,
|
23 |
+
"b": 20,
|
24 |
+
"c": 21,
|
25 |
+
"d": 22,
|
26 |
+
"e": 23,
|
27 |
+
"f": 24,
|
28 |
+
"g": 25,
|
29 |
+
"h": 26,
|
30 |
+
"i": 27,
|
31 |
+
"j": 28,
|
32 |
+
"k": 29,
|
33 |
+
"l": 30,
|
34 |
+
"m": 31,
|
35 |
+
"n": 32,
|
36 |
+
"o": 33,
|
37 |
+
"p": 34,
|
38 |
+
"q": 35,
|
39 |
+
"r": 36,
|
40 |
+
"s": 37,
|
41 |
+
"t": 38,
|
42 |
+
"u": 39,
|
43 |
+
"v": 40,
|
44 |
+
"w": 41,
|
45 |
+
"x": 42,
|
46 |
+
"y": 43,
|
47 |
+
"z": 44,
|
48 |
+
"|": 0,
|
49 |
+
"à": 45,
|
50 |
+
"á": 46,
|
51 |
+
"ç": 47,
|
52 |
+
"è": 48,
|
53 |
+
"é": 49,
|
54 |
+
"ê": 50,
|
55 |
+
"ì": 51,
|
56 |
+
"í": 52,
|
57 |
+
"ñ": 53,
|
58 |
+
"ó": 54,
|
59 |
+
"ö": 55,
|
60 |
+
"ø": 56,
|
61 |
+
"ú": 57,
|
62 |
+
"ī": 58,
|
63 |
+
"ō": 59,
|
64 |
+
"ơ": 60,
|
65 |
+
"ư": 61,
|
66 |
+
"ǒ": 62,
|
67 |
+
"ǔ": 63,
|
68 |
+
"˚": 64,
|
69 |
+
"а": 65,
|
70 |
+
"в": 66,
|
71 |
+
"к": 67,
|
72 |
+
"о": 68,
|
73 |
+
"с": 69,
|
74 |
+
"т": 70,
|
75 |
+
"у": 71,
|
76 |
+
"ы": 72,
|
77 |
+
"э": 73,
|
78 |
+
"ờ": 74,
|
79 |
+
"": 75,
|
80 |
+
"–": 76,
|
81 |
+
"—": 77,
|
82 |
+
"’": 78,
|
83 |
+
"…": 79,
|
84 |
+
"⁄": 80,
|
85 |
+
"℃": 81,
|
86 |
+
"℉": 82,
|
87 |
+
"≈": 83,
|
88 |
+
"♪": 84,
|
89 |
+
"ㄲ": 85,
|
90 |
+
"ㄴ": 86,
|
91 |
+
"ㅠ": 87,
|
92 |
+
"간": 88,
|
93 |
+
"구": 89,
|
94 |
+
"님": 90,
|
95 |
+
"상": 91,
|
96 |
+
"설": 92,
|
97 |
+
"아": 93,
|
98 |
+
"왜": 94,
|
99 |
+
"음": 95,
|
100 |
+
"이": 96,
|
101 |
+
"절": 97,
|
102 |
+
"정": 98
|
103 |
+
}
|