lucas-meyer
commited on
Commit
•
7f3ee43
0
Parent(s):
Duplicate from lucas-meyer/seq-xls-r-fleurs_nl-run2-asr_af-run6
Browse files- .gitattributes +35 -0
- .gitignore +1 -0
- README.md +63 -0
- config.json +108 -0
- preprocessor_config.json +9 -0
- pytorch_model.bin +3 -0
- runs/Oct31_12-40-07_3ba7850c1a30/1698756167.252105/events.out.tfevents.1698756167.3ba7850c1a30.319.1 +3 -0
- runs/Oct31_12-40-07_3ba7850c1a30/events.out.tfevents.1698756167.3ba7850c1a30.319.0 +3 -0
- special_tokens_map.json +4 -0
- tokenizer_config.json +12 -0
- training_args.bin +3 -0
- vocab.json +56 -0
.gitattributes
ADDED
@@ -0,0 +1,35 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
*.7z filter=lfs diff=lfs merge=lfs -text
|
2 |
+
*.arrow filter=lfs diff=lfs merge=lfs -text
|
3 |
+
*.bin filter=lfs diff=lfs merge=lfs -text
|
4 |
+
*.bz2 filter=lfs diff=lfs merge=lfs -text
|
5 |
+
*.ckpt filter=lfs diff=lfs merge=lfs -text
|
6 |
+
*.ftz filter=lfs diff=lfs merge=lfs -text
|
7 |
+
*.gz filter=lfs diff=lfs merge=lfs -text
|
8 |
+
*.h5 filter=lfs diff=lfs merge=lfs -text
|
9 |
+
*.joblib filter=lfs diff=lfs merge=lfs -text
|
10 |
+
*.lfs.* filter=lfs diff=lfs merge=lfs -text
|
11 |
+
*.mlmodel filter=lfs diff=lfs merge=lfs -text
|
12 |
+
*.model filter=lfs diff=lfs merge=lfs -text
|
13 |
+
*.msgpack filter=lfs diff=lfs merge=lfs -text
|
14 |
+
*.npy filter=lfs diff=lfs merge=lfs -text
|
15 |
+
*.npz filter=lfs diff=lfs merge=lfs -text
|
16 |
+
*.onnx filter=lfs diff=lfs merge=lfs -text
|
17 |
+
*.ot filter=lfs diff=lfs merge=lfs -text
|
18 |
+
*.parquet filter=lfs diff=lfs merge=lfs -text
|
19 |
+
*.pb filter=lfs diff=lfs merge=lfs -text
|
20 |
+
*.pickle filter=lfs diff=lfs merge=lfs -text
|
21 |
+
*.pkl filter=lfs diff=lfs merge=lfs -text
|
22 |
+
*.pt filter=lfs diff=lfs merge=lfs -text
|
23 |
+
*.pth filter=lfs diff=lfs merge=lfs -text
|
24 |
+
*.rar filter=lfs diff=lfs merge=lfs -text
|
25 |
+
*.safetensors filter=lfs diff=lfs merge=lfs -text
|
26 |
+
saved_model/**/* filter=lfs diff=lfs merge=lfs -text
|
27 |
+
*.tar.* filter=lfs diff=lfs merge=lfs -text
|
28 |
+
*.tar filter=lfs diff=lfs merge=lfs -text
|
29 |
+
*.tflite filter=lfs diff=lfs merge=lfs -text
|
30 |
+
*.tgz filter=lfs diff=lfs merge=lfs -text
|
31 |
+
*.wasm filter=lfs diff=lfs merge=lfs -text
|
32 |
+
*.xz filter=lfs diff=lfs merge=lfs -text
|
33 |
+
*.zip filter=lfs diff=lfs merge=lfs -text
|
34 |
+
*.zst filter=lfs diff=lfs merge=lfs -text
|
35 |
+
*tfevents* filter=lfs diff=lfs merge=lfs -text
|
.gitignore
ADDED
@@ -0,0 +1 @@
|
|
|
|
|
1 |
+
checkpoint-*/
|
README.md
ADDED
@@ -0,0 +1,63 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
---
|
2 |
+
license: apache-2.0
|
3 |
+
tags:
|
4 |
+
- generated_from_trainer
|
5 |
+
metrics:
|
6 |
+
- wer
|
7 |
+
model-index:
|
8 |
+
- name: seq-xls-r-fleurs_nl-run2-asr_af-run6
|
9 |
+
results: []
|
10 |
+
datasets:
|
11 |
+
- lucas-meyer/asr_af
|
12 |
+
---
|
13 |
+
|
14 |
+
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
|
15 |
+
should probably proofread and complete it, then remove this comment. -->
|
16 |
+
|
17 |
+
# seq-xls-r-fleurs_nl-run2-asr_af-run6
|
18 |
+
|
19 |
+
This model is a fine-tuned version of [lucas-meyer/xls-r-fleurs_nl-run2](https://huggingface.co/lucas-meyer/xls-r-fleurs_nl-run2) on asr_af.
|
20 |
+
It achieves the following results:
|
21 |
+
- Val WER: 0.3517
|
22 |
+
- Test WER: 0.3749
|
23 |
+
|
24 |
+
### Training hyperparameters
|
25 |
+
|
26 |
+
The following hyperparameters were used during training:
|
27 |
+
- learning_rate: 0.0003
|
28 |
+
- train_batch_size: 8
|
29 |
+
- eval_batch_size: 8
|
30 |
+
- seed: 42
|
31 |
+
- gradient_accumulation_steps: 2
|
32 |
+
- total_train_batch_size: 16
|
33 |
+
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
|
34 |
+
- lr_scheduler_type: linear
|
35 |
+
- lr_scheduler_warmup_steps: 500
|
36 |
+
- num_epochs: 30
|
37 |
+
- mixed_precision_training: Native AMP
|
38 |
+
|
39 |
+
### Training results
|
40 |
+
|
41 |
+
| Training Loss | Epoch | Step | Validation Loss | Wer (Train) |
|
42 |
+
|:-------------:|:-----:|:----:|:---------------:|:------:|
|
43 |
+
| 7.4776 | 0.59 | 100 | 3.2848 | 1.0 |
|
44 |
+
| 3.0414 | 1.17 | 200 | 2.9526 | 0.9998 |
|
45 |
+
| 2.4266 | 1.76 | 300 | 1.4622 | 0.9233 |
|
46 |
+
| 0.9817 | 2.35 | 400 | 0.6617 | 0.5501 |
|
47 |
+
| 0.6079 | 2.93 | 500 | 0.5610 | 0.4919 |
|
48 |
+
| 0.442 | 3.52 | 600 | 0.4928 | 0.4326 |
|
49 |
+
| 0.3558 | 4.11 | 700 | 0.4437 | 0.3960 |
|
50 |
+
| 0.274 | 4.69 | 800 | 0.4604 | 0.3875 |
|
51 |
+
| 0.2558 | 5.28 | 900 | 0.4671 | 0.3984 |
|
52 |
+
| 0.2169 | 5.87 | 1000 | 0.3875 | 0.3520 |
|
53 |
+
| 0.1769 | 6.45 | 1100 | 0.4117 | 0.3546 |
|
54 |
+
| 0.1724 | 7.04 | 1200 | 0.4498 | 0.3583 |
|
55 |
+
| 0.1455 | 7.62 | 1300 | 0.4170 | 0.3475 |
|
56 |
+
|
57 |
+
|
58 |
+
### Framework versions
|
59 |
+
|
60 |
+
- Transformers 4.28.0
|
61 |
+
- Pytorch 2.0.1+cu117
|
62 |
+
- Datasets 2.14.4
|
63 |
+
- Tokenizers 0.13.3
|
config.json
ADDED
@@ -0,0 +1,108 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"_name_or_path": "lucas-meyer/xls-r-fleurs_nl-run2",
|
3 |
+
"activation_dropout": 0.0,
|
4 |
+
"adapter_kernel_size": 3,
|
5 |
+
"adapter_stride": 2,
|
6 |
+
"add_adapter": false,
|
7 |
+
"apply_spec_augment": true,
|
8 |
+
"architectures": [
|
9 |
+
"Wav2Vec2ForCTC"
|
10 |
+
],
|
11 |
+
"attention_dropout": 0.0,
|
12 |
+
"bos_token_id": 1,
|
13 |
+
"classifier_proj_size": 256,
|
14 |
+
"codevector_dim": 768,
|
15 |
+
"contrastive_logits_temperature": 0.1,
|
16 |
+
"conv_bias": true,
|
17 |
+
"conv_dim": [
|
18 |
+
512,
|
19 |
+
512,
|
20 |
+
512,
|
21 |
+
512,
|
22 |
+
512,
|
23 |
+
512,
|
24 |
+
512
|
25 |
+
],
|
26 |
+
"conv_kernel": [
|
27 |
+
10,
|
28 |
+
3,
|
29 |
+
3,
|
30 |
+
3,
|
31 |
+
3,
|
32 |
+
2,
|
33 |
+
2
|
34 |
+
],
|
35 |
+
"conv_stride": [
|
36 |
+
5,
|
37 |
+
2,
|
38 |
+
2,
|
39 |
+
2,
|
40 |
+
2,
|
41 |
+
2,
|
42 |
+
2
|
43 |
+
],
|
44 |
+
"ctc_loss_reduction": "mean",
|
45 |
+
"ctc_zero_infinity": false,
|
46 |
+
"diversity_loss_weight": 0.1,
|
47 |
+
"do_stable_layer_norm": true,
|
48 |
+
"eos_token_id": 2,
|
49 |
+
"feat_extract_activation": "gelu",
|
50 |
+
"feat_extract_dropout": 0.0,
|
51 |
+
"feat_extract_norm": "layer",
|
52 |
+
"feat_proj_dropout": 0.0,
|
53 |
+
"feat_quantizer_dropout": 0.0,
|
54 |
+
"final_dropout": 0.0,
|
55 |
+
"gradient_checkpointing": false,
|
56 |
+
"hidden_act": "gelu",
|
57 |
+
"hidden_dropout": 0.0,
|
58 |
+
"hidden_size": 1024,
|
59 |
+
"initializer_range": 0.02,
|
60 |
+
"intermediate_size": 4096,
|
61 |
+
"layer_norm_eps": 1e-05,
|
62 |
+
"layerdrop": 0.0,
|
63 |
+
"mask_feature_length": 10,
|
64 |
+
"mask_feature_min_masks": 0,
|
65 |
+
"mask_feature_prob": 0.0,
|
66 |
+
"mask_time_length": 10,
|
67 |
+
"mask_time_min_masks": 2,
|
68 |
+
"mask_time_prob": 0.05,
|
69 |
+
"model_type": "wav2vec2",
|
70 |
+
"num_adapter_layers": 3,
|
71 |
+
"num_attention_heads": 16,
|
72 |
+
"num_codevector_groups": 2,
|
73 |
+
"num_codevectors_per_group": 320,
|
74 |
+
"num_conv_pos_embedding_groups": 16,
|
75 |
+
"num_conv_pos_embeddings": 128,
|
76 |
+
"num_feat_extract_layers": 7,
|
77 |
+
"num_hidden_layers": 24,
|
78 |
+
"num_negatives": 100,
|
79 |
+
"output_hidden_size": 1024,
|
80 |
+
"pad_token_id": 53,
|
81 |
+
"proj_codevector_dim": 768,
|
82 |
+
"tdnn_dilation": [
|
83 |
+
1,
|
84 |
+
2,
|
85 |
+
3,
|
86 |
+
1,
|
87 |
+
1
|
88 |
+
],
|
89 |
+
"tdnn_dim": [
|
90 |
+
512,
|
91 |
+
512,
|
92 |
+
512,
|
93 |
+
512,
|
94 |
+
1500
|
95 |
+
],
|
96 |
+
"tdnn_kernel": [
|
97 |
+
5,
|
98 |
+
3,
|
99 |
+
3,
|
100 |
+
1,
|
101 |
+
1
|
102 |
+
],
|
103 |
+
"torch_dtype": "float32",
|
104 |
+
"transformers_version": "4.28.0",
|
105 |
+
"use_weighted_layer_sum": false,
|
106 |
+
"vocab_size": 54,
|
107 |
+
"xvector_output_dim": 512
|
108 |
+
}
|
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 |
+
}
|
pytorch_model.bin
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:5ab02171fe29f79cd75e0cdeb652f36b5b5789ce593f673b70f2832c37918370
|
3 |
+
size 1262123245
|
runs/Oct31_12-40-07_3ba7850c1a30/1698756167.252105/events.out.tfevents.1698756167.3ba7850c1a30.319.1
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:5f42a3034e35f91616c24b67f47b9184e7c6fd9185a709a7d6e1d5608ef436f7
|
3 |
+
size 5943
|
runs/Oct31_12-40-07_3ba7850c1a30/events.out.tfevents.1698756167.3ba7850c1a30.319.0
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:cbb029d537d13af228b277748a561fb4edae7b1cc74dba2f57af6c621ccab0e1
|
3 |
+
size 11995
|
special_tokens_map.json
ADDED
@@ -0,0 +1,4 @@
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"pad_token": "[PAD]",
|
3 |
+
"unk_token": "[UNK]"
|
4 |
+
}
|
tokenizer_config.json
ADDED
@@ -0,0 +1,12 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"bos_token": null,
|
3 |
+
"clean_up_tokenization_spaces": true,
|
4 |
+
"do_lower_case": false,
|
5 |
+
"eos_token": null,
|
6 |
+
"model_max_length": 1000000000000000019884624838656,
|
7 |
+
"pad_token": "[PAD]",
|
8 |
+
"replace_word_delimiter_char": " ",
|
9 |
+
"tokenizer_class": "Wav2Vec2CTCTokenizer",
|
10 |
+
"unk_token": "[UNK]",
|
11 |
+
"word_delimiter_token": "|"
|
12 |
+
}
|
training_args.bin
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:23220f9c2601b060b380dcf8493deb7bdc985829b18bc1265c58a6127df5f6f7
|
3 |
+
size 3643
|
vocab.json
ADDED
@@ -0,0 +1,56 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"$": 1,
|
3 |
+
"&": 2,
|
4 |
+
"+": 3,
|
5 |
+
"0": 4,
|
6 |
+
"1": 5,
|
7 |
+
"2": 6,
|
8 |
+
"3": 7,
|
9 |
+
"4": 8,
|
10 |
+
"5": 9,
|
11 |
+
"6": 10,
|
12 |
+
"7": 11,
|
13 |
+
"8": 12,
|
14 |
+
"9": 13,
|
15 |
+
"[PAD]": 53,
|
16 |
+
"[UNK]": 52,
|
17 |
+
"a": 14,
|
18 |
+
"b": 15,
|
19 |
+
"c": 16,
|
20 |
+
"d": 17,
|
21 |
+
"e": 18,
|
22 |
+
"f": 19,
|
23 |
+
"g": 20,
|
24 |
+
"h": 21,
|
25 |
+
"i": 22,
|
26 |
+
"j": 23,
|
27 |
+
"k": 24,
|
28 |
+
"l": 25,
|
29 |
+
"m": 26,
|
30 |
+
"n": 27,
|
31 |
+
"o": 28,
|
32 |
+
"p": 29,
|
33 |
+
"q": 30,
|
34 |
+
"r": 31,
|
35 |
+
"s": 32,
|
36 |
+
"t": 33,
|
37 |
+
"u": 34,
|
38 |
+
"v": 35,
|
39 |
+
"w": 36,
|
40 |
+
"x": 37,
|
41 |
+
"y": 38,
|
42 |
+
"z": 39,
|
43 |
+
"|": 0,
|
44 |
+
"£": 40,
|
45 |
+
"¥": 41,
|
46 |
+
"á": 42,
|
47 |
+
"é": 43,
|
48 |
+
"ê": 44,
|
49 |
+
"ë": 45,
|
50 |
+
"í": 46,
|
51 |
+
"ï": 47,
|
52 |
+
"ó": 48,
|
53 |
+
"ö": 49,
|
54 |
+
"ú": 50,
|
55 |
+
"ü": 51
|
56 |
+
}
|