Model save
Browse files- README.md +67 -0
- config.json +58 -0
- generation_config.json +101 -0
- model.safetensors +3 -0
- preprocessor_config.json +14 -0
- training_args.bin +3 -0
README.md
ADDED
@@ -0,0 +1,67 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
---
|
2 |
+
license: apache-2.0
|
3 |
+
base_model: openai/whisper-small.en
|
4 |
+
tags:
|
5 |
+
- generated_from_trainer
|
6 |
+
metrics:
|
7 |
+
- wer
|
8 |
+
model-index:
|
9 |
+
- name: checkpoints_1
|
10 |
+
results: []
|
11 |
+
---
|
12 |
+
|
13 |
+
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
|
14 |
+
should probably proofread and complete it, then remove this comment. -->
|
15 |
+
|
16 |
+
# checkpoints_1
|
17 |
+
|
18 |
+
This model is a fine-tuned version of [openai/whisper-small.en](https://huggingface.co/openai/whisper-small.en) on an unknown dataset.
|
19 |
+
It achieves the following results on the evaluation set:
|
20 |
+
- Loss: 0.0186
|
21 |
+
- Wer: 2.9762
|
22 |
+
- Cer: 1.0999
|
23 |
+
|
24 |
+
## Model description
|
25 |
+
|
26 |
+
More information needed
|
27 |
+
|
28 |
+
## Intended uses & limitations
|
29 |
+
|
30 |
+
More information needed
|
31 |
+
|
32 |
+
## Training and evaluation data
|
33 |
+
|
34 |
+
More information needed
|
35 |
+
|
36 |
+
## Training procedure
|
37 |
+
|
38 |
+
### Training hyperparameters
|
39 |
+
|
40 |
+
The following hyperparameters were used during training:
|
41 |
+
- learning_rate: 5e-05
|
42 |
+
- train_batch_size: 16
|
43 |
+
- eval_batch_size: 8
|
44 |
+
- seed: 42
|
45 |
+
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
|
46 |
+
- lr_scheduler_type: cosine
|
47 |
+
- lr_scheduler_warmup_steps: 1000
|
48 |
+
- num_epochs: 1
|
49 |
+
- mixed_precision_training: Native AMP
|
50 |
+
|
51 |
+
### Training results
|
52 |
+
|
53 |
+
| Training Loss | Epoch | Step | Cer | Validation Loss | Wer |
|
54 |
+
|:-------------:|:------:|:-----:|:------:|:---------------:|:------:|
|
55 |
+
| 0.0529 | 0.5716 | 5000 | 3.5532 | 0.0494 | 7.8609 |
|
56 |
+
| 0.028 | 1.1432 | 10000 | 5.5656 | 0.0413 | 9.7632 |
|
57 |
+
| 0.0298 | 1.7149 | 15000 | 2.9926 | 0.0350 | 6.4210 |
|
58 |
+
| 0.0133 | 2.2865 | 20000 | 2.1896 | 0.0322 | 5.0360 |
|
59 |
+
| 0.0105 | 2.8581 | 25000 | 2.0795 | 0.0307 | 4.7797 |
|
60 |
+
|
61 |
+
|
62 |
+
### Framework versions
|
63 |
+
|
64 |
+
- Transformers 4.42.3
|
65 |
+
- Pytorch 2.3.1+cu121
|
66 |
+
- Datasets 2.20.0
|
67 |
+
- Tokenizers 0.19.1
|
config.json
ADDED
@@ -0,0 +1,58 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"_name_or_path": "openai/whisper-small.en",
|
3 |
+
"activation_dropout": 0.0,
|
4 |
+
"activation_function": "gelu",
|
5 |
+
"apply_spec_augment": false,
|
6 |
+
"architectures": [
|
7 |
+
"WhisperForConditionalGeneration"
|
8 |
+
],
|
9 |
+
"attention_dropout": 0.0,
|
10 |
+
"begin_suppress_tokens": [
|
11 |
+
1541
|
12 |
+
],
|
13 |
+
"bos_token_id": 1546,
|
14 |
+
"classifier_proj_size": 256,
|
15 |
+
"d_model": 768,
|
16 |
+
"decoder_attention_heads": 12,
|
17 |
+
"decoder_ffn_dim": 3072,
|
18 |
+
"decoder_layerdrop": 0.0,
|
19 |
+
"decoder_layers": 12,
|
20 |
+
"decoder_start_token_id": 1546,
|
21 |
+
"dropout": 0.0,
|
22 |
+
"encoder_attention_heads": 12,
|
23 |
+
"encoder_ffn_dim": 3072,
|
24 |
+
"encoder_layerdrop": 0.0,
|
25 |
+
"encoder_layers": 12,
|
26 |
+
"eos_token_id": 1541,
|
27 |
+
"forced_decoder_ids": null,
|
28 |
+
"init_std": 0.02,
|
29 |
+
"is_encoder_decoder": true,
|
30 |
+
"mask_feature_length": 10,
|
31 |
+
"mask_feature_min_masks": 0,
|
32 |
+
"mask_feature_prob": 0.0,
|
33 |
+
"mask_time_length": 10,
|
34 |
+
"mask_time_min_masks": 2,
|
35 |
+
"mask_time_prob": 0.05,
|
36 |
+
"max_length": 448,
|
37 |
+
"max_source_positions": 1500,
|
38 |
+
"max_target_positions": 448,
|
39 |
+
"median_filter_width": 7,
|
40 |
+
"model_type": "whisper",
|
41 |
+
"num_hidden_layers": 12,
|
42 |
+
"num_mel_bins": 80,
|
43 |
+
"pad_token_id": 1541,
|
44 |
+
"scale_embedding": false,
|
45 |
+
"suppress_tokens": [
|
46 |
+
1546,
|
47 |
+
1548,
|
48 |
+
1547,
|
49 |
+
1544,
|
50 |
+
1545,
|
51 |
+
1542
|
52 |
+
],
|
53 |
+
"torch_dtype": "float32",
|
54 |
+
"transformers_version": "4.42.3",
|
55 |
+
"use_cache": true,
|
56 |
+
"use_weighted_layer_sum": false,
|
57 |
+
"vocab_size": 1549
|
58 |
+
}
|
generation_config.json
ADDED
@@ -0,0 +1,101 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"alignment_heads": [
|
3 |
+
[
|
4 |
+
6,
|
5 |
+
6
|
6 |
+
],
|
7 |
+
[
|
8 |
+
7,
|
9 |
+
0
|
10 |
+
],
|
11 |
+
[
|
12 |
+
7,
|
13 |
+
3
|
14 |
+
],
|
15 |
+
[
|
16 |
+
7,
|
17 |
+
8
|
18 |
+
],
|
19 |
+
[
|
20 |
+
8,
|
21 |
+
2
|
22 |
+
],
|
23 |
+
[
|
24 |
+
8,
|
25 |
+
5
|
26 |
+
],
|
27 |
+
[
|
28 |
+
8,
|
29 |
+
7
|
30 |
+
],
|
31 |
+
[
|
32 |
+
9,
|
33 |
+
0
|
34 |
+
],
|
35 |
+
[
|
36 |
+
9,
|
37 |
+
4
|
38 |
+
],
|
39 |
+
[
|
40 |
+
9,
|
41 |
+
8
|
42 |
+
],
|
43 |
+
[
|
44 |
+
9,
|
45 |
+
10
|
46 |
+
],
|
47 |
+
[
|
48 |
+
10,
|
49 |
+
0
|
50 |
+
],
|
51 |
+
[
|
52 |
+
10,
|
53 |
+
1
|
54 |
+
],
|
55 |
+
[
|
56 |
+
10,
|
57 |
+
2
|
58 |
+
],
|
59 |
+
[
|
60 |
+
10,
|
61 |
+
3
|
62 |
+
],
|
63 |
+
[
|
64 |
+
10,
|
65 |
+
6
|
66 |
+
],
|
67 |
+
[
|
68 |
+
10,
|
69 |
+
11
|
70 |
+
],
|
71 |
+
[
|
72 |
+
11,
|
73 |
+
2
|
74 |
+
],
|
75 |
+
[
|
76 |
+
11,
|
77 |
+
4
|
78 |
+
]
|
79 |
+
],
|
80 |
+
"begin_suppress_tokens": [
|
81 |
+
1541
|
82 |
+
],
|
83 |
+
"bos_token_id": 1546,
|
84 |
+
"decoder_start_token_id": 1546,
|
85 |
+
"eos_token_id": 1541,
|
86 |
+
"is_multilingual": false,
|
87 |
+
"max_initial_timestamp_index": 50,
|
88 |
+
"max_length": 448,
|
89 |
+
"no_timestamps_token_id": 1543,
|
90 |
+
"pad_token_id": 1541,
|
91 |
+
"prev_sot_token_id": 1545,
|
92 |
+
"suppress_tokens": [
|
93 |
+
1546,
|
94 |
+
1548,
|
95 |
+
1547,
|
96 |
+
1544,
|
97 |
+
1545,
|
98 |
+
1542
|
99 |
+
],
|
100 |
+
"transformers_version": "4.42.3"
|
101 |
+
}
|
model.safetensors
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:843fee5c155158d8481d09c9f7589fa2fac7e2b24dff61e6361f262b363ee0b5
|
3 |
+
size 817182816
|
preprocessor_config.json
ADDED
@@ -0,0 +1,14 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"chunk_length": 30,
|
3 |
+
"feature_extractor_type": "WhisperFeatureExtractor",
|
4 |
+
"feature_size": 80,
|
5 |
+
"hop_length": 160,
|
6 |
+
"n_fft": 400,
|
7 |
+
"n_samples": 480000,
|
8 |
+
"nb_max_frames": 3000,
|
9 |
+
"padding_side": "right",
|
10 |
+
"padding_value": 0.0,
|
11 |
+
"processor_class": "WhisperProcessor",
|
12 |
+
"return_attention_mask": false,
|
13 |
+
"sampling_rate": 16000
|
14 |
+
}
|
training_args.bin
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:f69fb4ded8615f00095eaf37f2a4dcb4dd6a305513ecdb097b4d301cde57a5f2
|
3 |
+
size 7480
|