Training in progress, step 50
Browse files
README.md
CHANGED
@@ -1,35 +1,83 @@
|
|
1 |
---
|
2 |
-
base_model: openai/whisper-small
|
3 |
-
datasets:
|
4 |
-
- mozilla-foundation/common_voice_17_0
|
5 |
-
language: sw
|
6 |
library_name: transformers
|
7 |
license: apache-2.0
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
8 |
model-index:
|
9 |
-
- name:
|
10 |
results:
|
11 |
- task:
|
|
|
12 |
type: automatic-speech-recognition
|
13 |
-
name: Speech-to-Text
|
14 |
dataset:
|
15 |
-
name:
|
16 |
-
type:
|
|
|
|
|
|
|
17 |
metrics:
|
18 |
-
-
|
19 |
-
|
|
|
20 |
---
|
21 |
|
22 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
23 |
|
24 |
-
|
25 |
-
|
|
|
|
|
|
|
26 |
|
27 |
-
## Evaluation results on 12253 audio samples of Swahili:
|
28 |
|
29 |
-
###
|
30 |
-
- Word Error Rate: 133.795
|
31 |
-
- Loss: 2.459
|
32 |
|
33 |
-
|
34 |
-
-
|
35 |
-
-
|
|
|
|
1 |
---
|
|
|
|
|
|
|
|
|
2 |
library_name: transformers
|
3 |
license: apache-2.0
|
4 |
+
base_model: openai/whisper-small
|
5 |
+
tags:
|
6 |
+
- generated_from_trainer
|
7 |
+
datasets:
|
8 |
+
- common_voice_17_0
|
9 |
+
metrics:
|
10 |
+
- wer
|
11 |
model-index:
|
12 |
+
- name: ASR-Swahili-Small
|
13 |
results:
|
14 |
- task:
|
15 |
+
name: Automatic Speech Recognition
|
16 |
type: automatic-speech-recognition
|
|
|
17 |
dataset:
|
18 |
+
name: common_voice_17_0
|
19 |
+
type: common_voice_17_0
|
20 |
+
config: sw
|
21 |
+
split: test
|
22 |
+
args: sw
|
23 |
metrics:
|
24 |
+
- name: Wer
|
25 |
+
type: wer
|
26 |
+
value: 53.40302063717767
|
27 |
---
|
28 |
|
29 |
+
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
|
30 |
+
should probably proofread and complete it, then remove this comment. -->
|
31 |
+
|
32 |
+
# ASR-Swahili-Small
|
33 |
+
|
34 |
+
This model is a fine-tuned version of [openai/whisper-small](https://huggingface.co/openai/whisper-small) on the common_voice_17_0 dataset.
|
35 |
+
It achieves the following results on the evaluation set:
|
36 |
+
- Loss: 0.8496
|
37 |
+
- Model Preparation Time: 0.003
|
38 |
+
- Wer: 53.4030
|
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: 1e-05
|
58 |
+
- train_batch_size: 32
|
59 |
+
- eval_batch_size: 16
|
60 |
+
- seed: 42
|
61 |
+
- gradient_accumulation_steps: 4
|
62 |
+
- total_train_batch_size: 128
|
63 |
+
- optimizer: Use OptimizerNames.ADAMW_TORCH with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
|
64 |
+
- lr_scheduler_type: linear
|
65 |
+
- lr_scheduler_warmup_steps: 50
|
66 |
+
- num_epochs: 1
|
67 |
+
- mixed_precision_training: Native AMP
|
68 |
+
|
69 |
+
### Training results
|
70 |
|
71 |
+
| Training Loss | Epoch | Step | Validation Loss | Model Preparation Time | Wer |
|
72 |
+
|:-------------:|:-----:|:----:|:---------------:|:----------------------:|:-------:|
|
73 |
+
| 1.5828 | 0.32 | 50 | 1.1291 | 0.003 | 63.7351 |
|
74 |
+
| 0.8342 | 0.64 | 100 | 0.8994 | 0.003 | 56.2661 |
|
75 |
+
| 0.7015 | 0.96 | 150 | 0.8496 | 0.003 | 53.4030 |
|
76 |
|
|
|
77 |
|
78 |
+
### Framework versions
|
|
|
|
|
79 |
|
80 |
+
- Transformers 4.49.0
|
81 |
+
- Pytorch 2.6.0+cu124
|
82 |
+
- Datasets 3.3.1
|
83 |
+
- Tokenizers 0.21.0
|
model.safetensors
CHANGED
@@ -1,3 +1,3 @@
|
|
1 |
version https://git-lfs.github.com/spec/v1
|
2 |
-
oid sha256:
|
3 |
size 966995080
|
|
|
1 |
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:0f6dd8d26a8176f8e1db1e0460e84eccb4a75bf4a4f20bb8d835e334cd491c2b
|
3 |
size 966995080
|
runs/Feb27_15-10-06_ai4d-Lambda-Vector/events.out.tfevents.1740660521.ai4d-Lambda-Vector.2836067.0
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:a5c4add46f8e9cfaa65bc92bb97d2ed97b95156b0ddcbe49ac984d026306aacb
|
3 |
+
size 7765
|
training_args.bin
CHANGED
@@ -1,3 +1,3 @@
|
|
1 |
version https://git-lfs.github.com/spec/v1
|
2 |
-
oid sha256:
|
3 |
size 5496
|
|
|
1 |
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:2ec319de276aa407a885fa77816c52eeff7a7b42e57dde68a6af9e7616ad278e
|
3 |
size 5496
|