Upload folder using huggingface_hub
Browse files- README.md +112 -3
- added_tokens.json +4 -0
- config.json +117 -0
- model.safetensors +3 -0
- preprocessor_config.json +9 -0
- runs/Sep12_19-14-44_speech2text-large/events.out.tfevents.1726168574.speech2text-large.433138.0 +3 -0
- special_tokens_map.json +6 -0
- tokenizer_config.json +47 -0
- training_args.bin +3 -0
- vocab.json +132 -0
README.md
CHANGED
@@ -1,3 +1,112 @@
|
|
1 |
-
---
|
2 |
-
|
3 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
---
|
2 |
+
base_model: facebook/wav2vec2-large-xlsr-53
|
3 |
+
datasets:
|
4 |
+
- google/fleurs
|
5 |
+
library_name: transformers
|
6 |
+
license: apache-2.0
|
7 |
+
metrics:
|
8 |
+
- wer
|
9 |
+
model-index:
|
10 |
+
- name: wav2vec2-large-xlsr-53-oria-Version2
|
11 |
+
results:
|
12 |
+
- task:
|
13 |
+
type: automatic-speech-recognition
|
14 |
+
name: Automatic Speech Recognition
|
15 |
+
dataset:
|
16 |
+
name: fleurs
|
17 |
+
type: fleurs
|
18 |
+
config: or_in
|
19 |
+
split: None
|
20 |
+
args: or_in
|
21 |
+
metrics:
|
22 |
+
- type: wer
|
23 |
+
value: 0.43801320700545504
|
24 |
+
name: Wer
|
25 |
+
language:
|
26 |
+
- or
|
27 |
+
pipeline_tag: automatic-speech-recognition
|
28 |
+
---
|
29 |
+
|
30 |
+
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
|
31 |
+
should probably proofread and complete it, then remove this comment. -->
|
32 |
+
|
33 |
+
# wav2vec2-large-xlsr-53-oria-Version2
|
34 |
+
|
35 |
+
This model is a fine-tuned version of [facebook/wav2vec2-large-xlsr-53](https://huggingface.co/facebook/wav2vec2-large-xlsr-53) on the fleurs dataset.
|
36 |
+
It achieves the following results on the evaluation set:
|
37 |
+
- Loss: 0.7388
|
38 |
+
- Wer: 0.4380
|
39 |
+
|
40 |
+
## Model description
|
41 |
+
|
42 |
+
More information needed
|
43 |
+
|
44 |
+
## Intended uses & limitations
|
45 |
+
|
46 |
+
More information needed
|
47 |
+
|
48 |
+
## Training and evaluation data
|
49 |
+
|
50 |
+
More information needed
|
51 |
+
|
52 |
+
## Training procedure
|
53 |
+
|
54 |
+
### Training hyperparameters
|
55 |
+
|
56 |
+
The following hyperparameters were used during training:
|
57 |
+
- learning_rate: 0.0003
|
58 |
+
- train_batch_size: 16
|
59 |
+
- eval_batch_size: 8
|
60 |
+
- seed: 42
|
61 |
+
- gradient_accumulation_steps: 2
|
62 |
+
- total_train_batch_size: 32
|
63 |
+
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
|
64 |
+
- lr_scheduler_type: linear
|
65 |
+
- lr_scheduler_warmup_steps: 500
|
66 |
+
- num_epochs: 70
|
67 |
+
- mixed_precision_training: Native AMP
|
68 |
+
|
69 |
+
### Training results
|
70 |
+
|
71 |
+
| Training Loss | Epoch | Step | Validation Loss | Wer |
|
72 |
+
|:-------------:|:-------:|:----:|:---------------:|:------:|
|
73 |
+
| 7.1886 | 2.1505 | 100 | 5.8077 | 1.0 |
|
74 |
+
| 3.4942 | 4.3011 | 200 | 3.4903 | 1.0 |
|
75 |
+
| 3.4535 | 6.4516 | 300 | 3.4622 | 1.0 |
|
76 |
+
| 3.4533 | 8.6022 | 400 | 3.4484 | 1.0 |
|
77 |
+
| 3.5108 | 10.7527 | 500 | 3.4461 | 1.0 |
|
78 |
+
| 3.2951 | 12.9032 | 600 | 3.2130 | 1.0 |
|
79 |
+
| 1.1127 | 15.0538 | 700 | 1.0820 | 0.8127 |
|
80 |
+
| 0.6285 | 17.2043 | 800 | 0.7477 | 0.6510 |
|
81 |
+
| 0.5072 | 19.3548 | 900 | 0.6540 | 0.5758 |
|
82 |
+
| 0.3865 | 21.5054 | 1000 | 0.6212 | 0.5475 |
|
83 |
+
| 0.2889 | 23.6559 | 1100 | 0.6020 | 0.5204 |
|
84 |
+
| 0.2316 | 25.8065 | 1200 | 0.6334 | 0.5086 |
|
85 |
+
| 0.2105 | 27.9570 | 1300 | 0.6443 | 0.5007 |
|
86 |
+
| 0.2124 | 30.1075 | 1400 | 0.6318 | 0.4970 |
|
87 |
+
| 0.1916 | 32.2581 | 1500 | 0.6638 | 0.4918 |
|
88 |
+
| 0.1487 | 34.4086 | 1600 | 0.6562 | 0.4784 |
|
89 |
+
| 0.1742 | 36.5591 | 1700 | 0.6583 | 0.4808 |
|
90 |
+
| 0.1542 | 38.7097 | 1800 | 0.6618 | 0.4662 |
|
91 |
+
| 0.1015 | 40.8602 | 1900 | 0.6770 | 0.4652 |
|
92 |
+
| 0.1173 | 43.0108 | 2000 | 0.6982 | 0.4617 |
|
93 |
+
| 0.1162 | 45.1613 | 2100 | 0.7020 | 0.4575 |
|
94 |
+
| 0.1077 | 47.3118 | 2200 | 0.7189 | 0.4551 |
|
95 |
+
| 0.0914 | 49.4624 | 2300 | 0.7335 | 0.4536 |
|
96 |
+
| 0.1038 | 51.6129 | 2400 | 0.7180 | 0.4554 |
|
97 |
+
| 0.0814 | 53.7634 | 2500 | 0.7276 | 0.4524 |
|
98 |
+
| 0.0782 | 55.9140 | 2600 | 0.7411 | 0.4486 |
|
99 |
+
| 0.1001 | 58.0645 | 2700 | 0.7250 | 0.4474 |
|
100 |
+
| 0.0781 | 60.2151 | 2800 | 0.7226 | 0.4475 |
|
101 |
+
| 0.0677 | 62.3656 | 2900 | 0.7344 | 0.4426 |
|
102 |
+
| 0.0757 | 64.5161 | 3000 | 0.7341 | 0.4405 |
|
103 |
+
| 0.0636 | 66.6667 | 3100 | 0.7394 | 0.4390 |
|
104 |
+
| 0.0762 | 68.8172 | 3200 | 0.7388 | 0.4380 |
|
105 |
+
|
106 |
+
|
107 |
+
### Framework versions
|
108 |
+
|
109 |
+
- Transformers 4.45.0.dev0
|
110 |
+
- Pytorch 2.4.1+cu121
|
111 |
+
- Datasets 2.21.0
|
112 |
+
- Tokenizers 0.19.1
|
added_tokens.json
ADDED
@@ -0,0 +1,4 @@
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"</s>": 131,
|
3 |
+
"<s>": 130
|
4 |
+
}
|
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": 0.0,
|
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": 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": 129,
|
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": "4.45.0.dev0",
|
114 |
+
"use_weighted_layer_sum": false,
|
115 |
+
"vocab_size": 132,
|
116 |
+
"xvector_output_dim": 512
|
117 |
+
}
|
model.safetensors
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:bcb26c8d6cb649c534a3fa0d64231c218f079833d9b3f2ec478b06cad39814d8
|
3 |
+
size 1262348680
|
preprocessor_config.json
ADDED
@@ -0,0 +1,9 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"do_normalize": true,
|
3 |
+
"feature_extractor_type": "Wav2Vec2FeatureExtractor",
|
4 |
+
"feature_size": 1,
|
5 |
+
"padding_side": "right",
|
6 |
+
"padding_value": 0.0,
|
7 |
+
"return_attention_mask": true,
|
8 |
+
"sampling_rate": 16000
|
9 |
+
}
|
runs/Sep12_19-14-44_speech2text-large/events.out.tfevents.1726168574.speech2text-large.433138.0
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:0f5ddfc4815632010d758cdf86a22a37f4c6b9f829ee37a90d7eec0846c3c5ae
|
3 |
+
size 85099
|
special_tokens_map.json
ADDED
@@ -0,0 +1,6 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"bos_token": "<s>",
|
3 |
+
"eos_token": "</s>",
|
4 |
+
"pad_token": "[PAD]",
|
5 |
+
"unk_token": "[UNK]"
|
6 |
+
}
|
tokenizer_config.json
ADDED
@@ -0,0 +1,47 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"added_tokens_decoder": {
|
3 |
+
"128": {
|
4 |
+
"content": "[UNK]",
|
5 |
+
"lstrip": true,
|
6 |
+
"normalized": false,
|
7 |
+
"rstrip": true,
|
8 |
+
"single_word": false,
|
9 |
+
"special": false
|
10 |
+
},
|
11 |
+
"129": {
|
12 |
+
"content": "[PAD]",
|
13 |
+
"lstrip": true,
|
14 |
+
"normalized": false,
|
15 |
+
"rstrip": true,
|
16 |
+
"single_word": false,
|
17 |
+
"special": false
|
18 |
+
},
|
19 |
+
"130": {
|
20 |
+
"content": "<s>",
|
21 |
+
"lstrip": false,
|
22 |
+
"normalized": false,
|
23 |
+
"rstrip": false,
|
24 |
+
"single_word": false,
|
25 |
+
"special": true
|
26 |
+
},
|
27 |
+
"131": {
|
28 |
+
"content": "</s>",
|
29 |
+
"lstrip": false,
|
30 |
+
"normalized": false,
|
31 |
+
"rstrip": false,
|
32 |
+
"single_word": false,
|
33 |
+
"special": true
|
34 |
+
}
|
35 |
+
},
|
36 |
+
"bos_token": "<s>",
|
37 |
+
"clean_up_tokenization_spaces": true,
|
38 |
+
"do_lower_case": false,
|
39 |
+
"eos_token": "</s>",
|
40 |
+
"model_max_length": 1000000000000000019884624838656,
|
41 |
+
"pad_token": "[PAD]",
|
42 |
+
"replace_word_delimiter_char": " ",
|
43 |
+
"target_lang": null,
|
44 |
+
"tokenizer_class": "Wav2Vec2CTCTokenizer",
|
45 |
+
"unk_token": "[UNK]",
|
46 |
+
"word_delimiter_token": "|"
|
47 |
+
}
|
training_args.bin
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:c16be36d4ca13ed225f2c54c415b55b73234401ea6c7471f85a0149ca1cc5d88
|
3 |
+
size 5240
|
vocab.json
ADDED
@@ -0,0 +1,132 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"$": 38,
|
3 |
+
"'": 103,
|
4 |
+
"*": 73,
|
5 |
+
"+": 27,
|
6 |
+
"/": 26,
|
7 |
+
"0": 111,
|
8 |
+
"1": 31,
|
9 |
+
"2": 100,
|
10 |
+
"3": 85,
|
11 |
+
"4": 123,
|
12 |
+
"5": 15,
|
13 |
+
"6": 84,
|
14 |
+
"7": 72,
|
15 |
+
"8": 20,
|
16 |
+
"9": 108,
|
17 |
+
"[": 125,
|
18 |
+
"[PAD]": 129,
|
19 |
+
"[UNK]": 128,
|
20 |
+
"]": 22,
|
21 |
+
"a": 98,
|
22 |
+
"b": 14,
|
23 |
+
"c": 29,
|
24 |
+
"d": 58,
|
25 |
+
"e": 53,
|
26 |
+
"f": 0,
|
27 |
+
"g": 124,
|
28 |
+
"h": 45,
|
29 |
+
"i": 122,
|
30 |
+
"j": 94,
|
31 |
+
"k": 57,
|
32 |
+
"l": 41,
|
33 |
+
"m": 67,
|
34 |
+
"n": 50,
|
35 |
+
"o": 48,
|
36 |
+
"p": 119,
|
37 |
+
"q": 62,
|
38 |
+
"r": 32,
|
39 |
+
"s": 60,
|
40 |
+
"t": 59,
|
41 |
+
"u": 16,
|
42 |
+
"v": 91,
|
43 |
+
"w": 74,
|
44 |
+
"x": 112,
|
45 |
+
"y": 78,
|
46 |
+
"z": 86,
|
47 |
+
"|": 105,
|
48 |
+
"£": 61,
|
49 |
+
"¥": 93,
|
50 |
+
"°": 75,
|
51 |
+
"½": 19,
|
52 |
+
"¾": 80,
|
53 |
+
"õ": 107,
|
54 |
+
"।": 102,
|
55 |
+
"ଁ": 2,
|
56 |
+
"ଂ": 7,
|
57 |
+
"ଃ": 115,
|
58 |
+
"ଅ": 118,
|
59 |
+
"ଆ": 49,
|
60 |
+
"ଇ": 13,
|
61 |
+
"ଈ": 116,
|
62 |
+
"ଉ": 69,
|
63 |
+
"ଊ": 87,
|
64 |
+
"ଋ": 52,
|
65 |
+
"ଏ": 104,
|
66 |
+
"ଐ": 90,
|
67 |
+
"ଓ": 65,
|
68 |
+
"ଔ": 34,
|
69 |
+
"କ": 21,
|
70 |
+
"ଖ": 30,
|
71 |
+
"ଗ": 92,
|
72 |
+
"ଘ": 5,
|
73 |
+
"ଙ": 101,
|
74 |
+
"ଚ": 4,
|
75 |
+
"ଛ": 71,
|
76 |
+
"ଜ": 39,
|
77 |
+
"ଝ": 33,
|
78 |
+
"ଞ": 55,
|
79 |
+
"ଟ": 1,
|
80 |
+
"ଠ": 54,
|
81 |
+
"ଡ": 12,
|
82 |
+
"ଢ": 9,
|
83 |
+
"ଣ": 70,
|
84 |
+
"ତ": 76,
|
85 |
+
"ଥ": 120,
|
86 |
+
"ଦ": 64,
|
87 |
+
"ଧ": 23,
|
88 |
+
"ନ": 79,
|
89 |
+
"ପ": 6,
|
90 |
+
"ଫ": 37,
|
91 |
+
"ବ": 109,
|
92 |
+
"ଭ": 89,
|
93 |
+
"ମ": 10,
|
94 |
+
"ଯ": 47,
|
95 |
+
"ର": 43,
|
96 |
+
"ଲ": 56,
|
97 |
+
"ଳ": 97,
|
98 |
+
"ଵ": 106,
|
99 |
+
"ଶ": 44,
|
100 |
+
"ଷ": 95,
|
101 |
+
"ସ": 96,
|
102 |
+
"ହ": 11,
|
103 |
+
"଼": 66,
|
104 |
+
"ା": 99,
|
105 |
+
"ି": 81,
|
106 |
+
"ୀ": 121,
|
107 |
+
"ୁ": 35,
|
108 |
+
"ୂ": 25,
|
109 |
+
"ୃ": 18,
|
110 |
+
"ୄ": 117,
|
111 |
+
"େ": 36,
|
112 |
+
"ୈ": 83,
|
113 |
+
"ୋ": 77,
|
114 |
+
"ୌ": 82,
|
115 |
+
"୍": 28,
|
116 |
+
"ୗ": 114,
|
117 |
+
"ୟ": 88,
|
118 |
+
"୦": 127,
|
119 |
+
"୧": 68,
|
120 |
+
"୨": 17,
|
121 |
+
"୩": 46,
|
122 |
+
"୪": 110,
|
123 |
+
"୬": 24,
|
124 |
+
"୭": 51,
|
125 |
+
"ୱ": 63,
|
126 |
+
"": 40,
|
127 |
+
"": 126,
|
128 |
+
"": 113,
|
129 |
+
"–": 42,
|
130 |
+
"—": 8,
|
131 |
+
"’": 3
|
132 |
+
}
|