offiongbassey commited on
Commit
f45cad7
·
verified ·
1 Parent(s): cd4dbbf

Efik ASR fine-tuned from whisper-small

Browse files
Files changed (5) hide show
  1. README.md +74 -0
  2. config.json +46 -0
  3. generation_config.json +168 -0
  4. model.safetensors +3 -0
  5. training_args.bin +3 -0
README.md ADDED
@@ -0,0 +1,74 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ ---
2
+ library_name: transformers
3
+ base_model: offiongbassey/efik-asr
4
+ tags:
5
+ - generated_from_trainer
6
+ model-index:
7
+ - name: efik-whisper
8
+ results: []
9
+ ---
10
+
11
+ <!-- This model card has been generated automatically according to the information the Trainer had access to. You
12
+ should probably proofread and complete it, then remove this comment. -->
13
+
14
+ # efik-whisper
15
+
16
+ This model is a fine-tuned version of [offiongbassey/efik-asr](https://huggingface.co/offiongbassey/efik-asr) on an unknown dataset.
17
+ It achieves the following results on the evaluation set:
18
+ - Loss: 0.1576
19
+
20
+ ## Model description
21
+
22
+ More information needed
23
+
24
+ ## Intended uses & limitations
25
+
26
+ More information needed
27
+
28
+ ## Training and evaluation data
29
+
30
+ More information needed
31
+
32
+ ## Training procedure
33
+
34
+ ### Training hyperparameters
35
+
36
+ The following hyperparameters were used during training:
37
+ - learning_rate: 2e-05
38
+ - train_batch_size: 8
39
+ - eval_batch_size: 8
40
+ - seed: 42
41
+ - gradient_accumulation_steps: 2
42
+ - total_train_batch_size: 16
43
+ - optimizer: Use OptimizerNames.ADAMW_TORCH_FUSED with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
44
+ - lr_scheduler_type: linear
45
+ - lr_scheduler_warmup_steps: 500
46
+ - num_epochs: 6
47
+ - mixed_precision_training: Native AMP
48
+
49
+ ### Training results
50
+
51
+ | Training Loss | Epoch | Step | Validation Loss |
52
+ |:-------------:|:------:|:----:|:---------------:|
53
+ | 0.2799 | 0.4193 | 100 | 0.1487 |
54
+ | 0.2567 | 0.8386 | 200 | 0.1377 |
55
+ | 0.1838 | 1.2558 | 300 | 0.1434 |
56
+ | 0.1970 | 1.6751 | 400 | 0.1477 |
57
+ | 0.1627 | 2.0922 | 500 | 0.1550 |
58
+ | 0.1272 | 2.5115 | 600 | 0.1520 |
59
+ | 1.0981 | 2.9308 | 700 | 0.6144 |
60
+ | 0.1212 | 3.3480 | 800 | 0.1595 |
61
+ | 0.1055 | 3.7673 | 900 | 0.1635 |
62
+ | 0.0623 | 4.1845 | 1000 | 0.1671 |
63
+ | 0.0628 | 4.6038 | 1100 | 0.1620 |
64
+ | 0.0478 | 5.0210 | 1200 | 0.1571 |
65
+ | 0.0327 | 5.4403 | 1300 | 0.1598 |
66
+ | 0.0241 | 5.8595 | 1400 | 0.1576 |
67
+
68
+
69
+ ### Framework versions
70
+
71
+ - Transformers 5.0.0
72
+ - Pytorch 2.10.0+cu128
73
+ - Datasets 4.0.0
74
+ - Tokenizers 0.22.2
config.json ADDED
@@ -0,0 +1,46 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "activation_dropout": 0.0,
3
+ "activation_function": "gelu",
4
+ "apply_spec_augment": false,
5
+ "architectures": [
6
+ "WhisperForConditionalGeneration"
7
+ ],
8
+ "attention_dropout": 0.0,
9
+ "bos_token_id": 50257,
10
+ "classifier_proj_size": 256,
11
+ "d_model": 768,
12
+ "decoder_attention_heads": 12,
13
+ "decoder_ffn_dim": 3072,
14
+ "decoder_layerdrop": 0.0,
15
+ "decoder_layers": 12,
16
+ "decoder_start_token_id": 50258,
17
+ "dropout": 0.0,
18
+ "dtype": "float32",
19
+ "encoder_attention_heads": 12,
20
+ "encoder_ffn_dim": 3072,
21
+ "encoder_layerdrop": 0.0,
22
+ "encoder_layers": 12,
23
+ "eos_token_id": 50257,
24
+ "forced_decoder_ids": null,
25
+ "init_std": 0.02,
26
+ "is_encoder_decoder": true,
27
+ "mask_feature_length": 10,
28
+ "mask_feature_min_masks": 0,
29
+ "mask_feature_prob": 0.0,
30
+ "mask_time_length": 10,
31
+ "mask_time_min_masks": 2,
32
+ "mask_time_prob": 0.05,
33
+ "max_source_positions": 1500,
34
+ "max_target_positions": 448,
35
+ "median_filter_width": 7,
36
+ "model_type": "whisper",
37
+ "num_hidden_layers": 12,
38
+ "num_mel_bins": 80,
39
+ "pad_token_id": 50257,
40
+ "scale_embedding": false,
41
+ "tie_word_embeddings": true,
42
+ "transformers_version": "5.0.0",
43
+ "use_cache": false,
44
+ "use_weighted_layer_sum": false,
45
+ "vocab_size": 51865
46
+ }
generation_config.json ADDED
@@ -0,0 +1,168 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "alignment_heads": [
3
+ [
4
+ 5,
5
+ 3
6
+ ],
7
+ [
8
+ 5,
9
+ 9
10
+ ],
11
+ [
12
+ 8,
13
+ 0
14
+ ],
15
+ [
16
+ 8,
17
+ 4
18
+ ],
19
+ [
20
+ 8,
21
+ 7
22
+ ],
23
+ [
24
+ 8,
25
+ 8
26
+ ],
27
+ [
28
+ 9,
29
+ 0
30
+ ],
31
+ [
32
+ 9,
33
+ 7
34
+ ],
35
+ [
36
+ 9,
37
+ 9
38
+ ],
39
+ [
40
+ 10,
41
+ 5
42
+ ]
43
+ ],
44
+ "begin_suppress_tokens": [
45
+ 220,
46
+ 50257
47
+ ],
48
+ "bos_token_id": 50257,
49
+ "decoder_start_token_id": 50258,
50
+ "eos_token_id": [
51
+ 50257
52
+ ],
53
+ "forced_decoder_ids": null,
54
+ "is_multilingual": true,
55
+ "lang_to_id": {
56
+ "<|af|>": 50327,
57
+ "<|am|>": 50334,
58
+ "<|ar|>": 50272,
59
+ "<|as|>": 50350,
60
+ "<|az|>": 50304,
61
+ "<|ba|>": 50355,
62
+ "<|be|>": 50330,
63
+ "<|bg|>": 50292,
64
+ "<|bn|>": 50302,
65
+ "<|bo|>": 50347,
66
+ "<|br|>": 50309,
67
+ "<|bs|>": 50315,
68
+ "<|ca|>": 50270,
69
+ "<|cs|>": 50283,
70
+ "<|cy|>": 50297,
71
+ "<|da|>": 50285,
72
+ "<|de|>": 50261,
73
+ "<|el|>": 50281,
74
+ "<|en|>": 50259,
75
+ "<|es|>": 50262,
76
+ "<|et|>": 50307,
77
+ "<|eu|>": 50310,
78
+ "<|fa|>": 50300,
79
+ "<|fi|>": 50277,
80
+ "<|fo|>": 50338,
81
+ "<|fr|>": 50265,
82
+ "<|gl|>": 50319,
83
+ "<|gu|>": 50333,
84
+ "<|haw|>": 50352,
85
+ "<|ha|>": 50354,
86
+ "<|he|>": 50279,
87
+ "<|hi|>": 50276,
88
+ "<|hr|>": 50291,
89
+ "<|ht|>": 50339,
90
+ "<|hu|>": 50286,
91
+ "<|hy|>": 50312,
92
+ "<|id|>": 50275,
93
+ "<|is|>": 50311,
94
+ "<|it|>": 50274,
95
+ "<|ja|>": 50266,
96
+ "<|jw|>": 50356,
97
+ "<|ka|>": 50329,
98
+ "<|kk|>": 50316,
99
+ "<|km|>": 50323,
100
+ "<|kn|>": 50306,
101
+ "<|ko|>": 50264,
102
+ "<|la|>": 50294,
103
+ "<|lb|>": 50345,
104
+ "<|ln|>": 50353,
105
+ "<|lo|>": 50336,
106
+ "<|lt|>": 50293,
107
+ "<|lv|>": 50301,
108
+ "<|mg|>": 50349,
109
+ "<|mi|>": 50295,
110
+ "<|mk|>": 50308,
111
+ "<|ml|>": 50296,
112
+ "<|mn|>": 50314,
113
+ "<|mr|>": 50320,
114
+ "<|ms|>": 50282,
115
+ "<|mt|>": 50343,
116
+ "<|my|>": 50346,
117
+ "<|ne|>": 50313,
118
+ "<|nl|>": 50271,
119
+ "<|nn|>": 50342,
120
+ "<|no|>": 50288,
121
+ "<|oc|>": 50328,
122
+ "<|pa|>": 50321,
123
+ "<|pl|>": 50269,
124
+ "<|ps|>": 50340,
125
+ "<|pt|>": 50267,
126
+ "<|ro|>": 50284,
127
+ "<|ru|>": 50263,
128
+ "<|sa|>": 50344,
129
+ "<|sd|>": 50332,
130
+ "<|si|>": 50322,
131
+ "<|sk|>": 50298,
132
+ "<|sl|>": 50305,
133
+ "<|sn|>": 50324,
134
+ "<|so|>": 50326,
135
+ "<|sq|>": 50317,
136
+ "<|sr|>": 50303,
137
+ "<|su|>": 50357,
138
+ "<|sv|>": 50273,
139
+ "<|sw|>": 50318,
140
+ "<|ta|>": 50287,
141
+ "<|te|>": 50299,
142
+ "<|tg|>": 50331,
143
+ "<|th|>": 50289,
144
+ "<|tk|>": 50341,
145
+ "<|tl|>": 50348,
146
+ "<|tr|>": 50268,
147
+ "<|tt|>": 50351,
148
+ "<|uk|>": 50280,
149
+ "<|ur|>": 50290,
150
+ "<|uz|>": 50337,
151
+ "<|vi|>": 50278,
152
+ "<|yi|>": 50335,
153
+ "<|yo|>": 50325,
154
+ "<|zh|>": 50260
155
+ },
156
+ "max_initial_timestamp_index": 50,
157
+ "max_length": 448,
158
+ "no_timestamps_token_id": 50363,
159
+ "pad_token_id": 50257,
160
+ "prev_sot_token_id": 50361,
161
+ "return_timestamps": false,
162
+ "suppress_tokens": [],
163
+ "task_to_id": {
164
+ "transcribe": 50359,
165
+ "translate": 50358
166
+ },
167
+ "transformers_version": "5.0.0"
168
+ }
model.safetensors ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:d7f47bd372809988779b094c212e615554688f5902bc5258491321499dd07462
3
+ size 966995080
training_args.bin ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:67285f15c0e5116a2c44e995eeb52a81202507992d14ceaad2164421574b2e9e
3
+ size 5137