End of training
Browse files- README.md +92 -0
- adapter_config.json +36 -0
- adapter_model.safetensors +3 -0
- preprocessor_config.json +14 -0
- runs/Feb11_19-53-17_e7511933f02a/events.out.tfevents.1739303606.e7511933f02a +3 -0
- training_args.bin +3 -0
README.md
ADDED
@@ -0,0 +1,92 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
---
|
2 |
+
library_name: peft
|
3 |
+
language:
|
4 |
+
- it
|
5 |
+
license: apache-2.0
|
6 |
+
base_model: openai/whisper-medium
|
7 |
+
tags:
|
8 |
+
- generated_from_trainer
|
9 |
+
datasets:
|
10 |
+
- b-brave-clean
|
11 |
+
metrics:
|
12 |
+
- wer
|
13 |
+
model-index:
|
14 |
+
- name: Whisper Medium
|
15 |
+
results:
|
16 |
+
- task:
|
17 |
+
type: automatic-speech-recognition
|
18 |
+
name: Automatic Speech Recognition
|
19 |
+
dataset:
|
20 |
+
name: b-brave-clean
|
21 |
+
type: b-brave-clean
|
22 |
+
config: default
|
23 |
+
split: test
|
24 |
+
args: default
|
25 |
+
metrics:
|
26 |
+
- type: wer
|
27 |
+
value: 56.73352435530086
|
28 |
+
name: Wer
|
29 |
+
---
|
30 |
+
|
31 |
+
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
|
32 |
+
should probably proofread and complete it, then remove this comment. -->
|
33 |
+
|
34 |
+
# Whisper Medium
|
35 |
+
|
36 |
+
This model is a fine-tuned version of [openai/whisper-medium](https://huggingface.co/openai/whisper-medium) on the b-brave-clean dataset.
|
37 |
+
It achieves the following results on the evaluation set:
|
38 |
+
- Loss: 0.6333
|
39 |
+
- Wer: 56.7335
|
40 |
+
- Cer: 39.2960
|
41 |
+
- Lr: 0.0000
|
42 |
+
|
43 |
+
## Model description
|
44 |
+
|
45 |
+
More information needed
|
46 |
+
|
47 |
+
## Intended uses & limitations
|
48 |
+
|
49 |
+
More information needed
|
50 |
+
|
51 |
+
## Training and evaluation data
|
52 |
+
|
53 |
+
More information needed
|
54 |
+
|
55 |
+
## Training procedure
|
56 |
+
|
57 |
+
### Training hyperparameters
|
58 |
+
|
59 |
+
The following hyperparameters were used during training:
|
60 |
+
- learning_rate: 3e-05
|
61 |
+
- train_batch_size: 4
|
62 |
+
- eval_batch_size: 4
|
63 |
+
- seed: 42
|
64 |
+
- gradient_accumulation_steps: 2
|
65 |
+
- total_train_batch_size: 8
|
66 |
+
- optimizer: Use adamw_torch with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
|
67 |
+
- lr_scheduler_type: linear
|
68 |
+
- lr_scheduler_warmup_ratio: 0.3
|
69 |
+
- num_epochs: 8
|
70 |
+
- mixed_precision_training: Native AMP
|
71 |
+
|
72 |
+
### Training results
|
73 |
+
|
74 |
+
| Training Loss | Epoch | Step | Validation Loss | Wer | Cer | Lr |
|
75 |
+
|:-------------:|:------:|:----:|:---------------:|:-------:|:-------:|:------:|
|
76 |
+
| 4.1253 | 1.0 | 502 | 3.7472 | 83.6676 | 51.0638 | 0.0000 |
|
77 |
+
| 1.2287 | 2.0 | 1004 | 1.0543 | 73.3524 | 47.8329 | 0.0000 |
|
78 |
+
| 0.9543 | 3.0 | 1506 | 0.8523 | 80.3725 | 49.8555 | 0.0000 |
|
79 |
+
| 0.7365 | 4.0 | 2008 | 0.7315 | 79.6562 | 58.7602 | 0.0000 |
|
80 |
+
| 0.4663 | 5.0 | 2510 | 0.6675 | 57.3066 | 39.2960 | 0.0000 |
|
81 |
+
| 0.5042 | 6.0 | 3012 | 0.6423 | 54.8711 | 39.2960 | 0.0000 |
|
82 |
+
| 0.386 | 7.0 | 3514 | 0.6314 | 55.1576 | 38.2453 | 0.0000 |
|
83 |
+
| 0.2509 | 7.9850 | 4008 | 0.6333 | 56.7335 | 39.2960 | 0.0000 |
|
84 |
+
|
85 |
+
|
86 |
+
### Framework versions
|
87 |
+
|
88 |
+
- PEFT 0.14.0
|
89 |
+
- Transformers 4.48.3
|
90 |
+
- Pytorch 2.2.0
|
91 |
+
- Datasets 3.2.0
|
92 |
+
- Tokenizers 0.21.0
|
adapter_config.json
ADDED
@@ -0,0 +1,36 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"alpha_pattern": {},
|
3 |
+
"auto_mapping": {
|
4 |
+
"base_model_class": "WhisperForConditionalGeneration",
|
5 |
+
"parent_library": "transformers.models.whisper.modeling_whisper"
|
6 |
+
},
|
7 |
+
"base_model_name_or_path": "openai/whisper-medium",
|
8 |
+
"bias": "none",
|
9 |
+
"eva_config": null,
|
10 |
+
"exclude_modules": null,
|
11 |
+
"fan_in_fan_out": false,
|
12 |
+
"inference_mode": true,
|
13 |
+
"init_lora_weights": true,
|
14 |
+
"layer_replication": null,
|
15 |
+
"layers_pattern": null,
|
16 |
+
"layers_to_transform": null,
|
17 |
+
"loftq_config": {},
|
18 |
+
"lora_alpha": 64,
|
19 |
+
"lora_bias": false,
|
20 |
+
"lora_dropout": 0.1,
|
21 |
+
"megatron_config": null,
|
22 |
+
"megatron_core": "megatron.core",
|
23 |
+
"modules_to_save": null,
|
24 |
+
"peft_type": "LORA",
|
25 |
+
"r": 32,
|
26 |
+
"rank_pattern": {},
|
27 |
+
"revision": null,
|
28 |
+
"target_modules": [
|
29 |
+
"v_proj",
|
30 |
+
"k_proj",
|
31 |
+
"q_proj"
|
32 |
+
],
|
33 |
+
"task_type": null,
|
34 |
+
"use_dora": false,
|
35 |
+
"use_rslora": false
|
36 |
+
}
|
adapter_model.safetensors
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:8a55e9dd2b21ae774ee2665821e768ef6e7789faad35cde1f27b66d58ab6a64a
|
3 |
+
size 56685000
|
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 |
+
}
|
runs/Feb11_19-53-17_e7511933f02a/events.out.tfevents.1739303606.e7511933f02a
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:c75c0dc829e782431b216d9e7347b581693378de393c09dec723d17c30ecad63
|
3 |
+
size 44206
|
training_args.bin
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:075547668f5cb6960e97a859ad554c3595ed6f3ed828f8be11cd46fa21ca3c2c
|
3 |
+
size 5496
|