Upload README.md with huggingface_hub
Browse files
README.md
CHANGED
|
@@ -1,34 +1,117 @@
|
|
| 1 |
---
|
| 2 |
-
|
| 3 |
-
|
| 4 |
-
|
| 5 |
-
|
| 6 |
-
|
| 7 |
-
|
| 8 |
-
|
| 9 |
-
|
| 10 |
-
|
| 11 |
-
|
| 12 |
-
|
| 13 |
-
|
| 14 |
-
|
| 15 |
-
dtype: string
|
| 16 |
-
- name: transcription_source
|
| 17 |
-
dtype: string
|
| 18 |
-
splits:
|
| 19 |
-
- name: train
|
| 20 |
-
num_bytes: 401893504.10958904
|
| 21 |
-
num_examples: 65
|
| 22 |
-
- name: test
|
| 23 |
-
num_bytes: 49463815.89041096
|
| 24 |
-
num_examples: 8
|
| 25 |
-
download_size: 12351565
|
| 26 |
-
dataset_size: 451357320.0
|
| 27 |
-
configs:
|
| 28 |
-
- config_name: default
|
| 29 |
-
data_files:
|
| 30 |
-
- split: train
|
| 31 |
-
path: data/train-*
|
| 32 |
-
- split: test
|
| 33 |
-
path: data/test-*
|
| 34 |
---
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
---
|
| 2 |
+
language:
|
| 3 |
+
- en
|
| 4 |
+
- pcm # Nigerian Pidgin
|
| 5 |
+
task_categories:
|
| 6 |
+
- automatic-speech-recognition
|
| 7 |
+
- text-generation
|
| 8 |
+
tags:
|
| 9 |
+
- whisper
|
| 10 |
+
- nigerian-pidgin
|
| 11 |
+
- speech-recognition
|
| 12 |
+
- text
|
| 13 |
+
size_categories:
|
| 14 |
+
- 1K<n<10K
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 15 |
---
|
| 16 |
+
|
| 17 |
+
# Nigerian Pidgin Audio + Text Dataset for Whisper Fine-tuning
|
| 18 |
+
|
| 19 |
+
Nigerian Pidgin speech dataset for Whisper fine-tuning
|
| 20 |
+
|
| 21 |
+
## Dataset Summary
|
| 22 |
+
|
| 23 |
+
This dataset contains audio recordings and transcriptions in Nigerian Pidgin English, designed for fine-tuning speech recognition models, particularly OpenAI's Whisper.
|
| 24 |
+
|
| 25 |
+
## Dataset Structure
|
| 26 |
+
|
| 27 |
+
- **Train Split**: 65 samples
|
| 28 |
+
- **Test Split**: 8 samples
|
| 29 |
+
- **Total Duration**: 0.0 hours (estimated)
|
| 30 |
+
- **Average Duration**: 2.4 seconds per sample
|
| 31 |
+
- **Sample Rate**: 16kHz
|
| 32 |
+
- **Audio Format**: WAV
|
| 33 |
+
|
| 34 |
+
## Sample Data
|
| 35 |
+
|
| 36 |
+
Here are some example transcriptions from the dataset:
|
| 37 |
+
|
| 38 |
+
```
|
| 39 |
+
- ♪ EVERYDAY NA BILLING ♪
|
| 40 |
+
- ♪ SHE CALL ME SANTA ♪
|
| 41 |
+
- ♪ SEYCHELLES, ADDIS ABABA ♪
|
| 42 |
+
- ♪ I FOR DON TURN VISITOR ♪
|
| 43 |
+
- ♪ SHE NO WAN TURN TO OROBOKIBO ♪
|
| 44 |
+
```
|
| 45 |
+
|
| 46 |
+
## Usage
|
| 47 |
+
|
| 48 |
+
### Loading the Dataset
|
| 49 |
+
|
| 50 |
+
```python
|
| 51 |
+
from datasets import load_dataset
|
| 52 |
+
|
| 53 |
+
# Load the dataset
|
| 54 |
+
dataset = load_dataset("Rexe/nigerian-pidgin-speech")
|
| 55 |
+
|
| 56 |
+
# Access train and test splits
|
| 57 |
+
train_data = dataset["train"]
|
| 58 |
+
test_data = dataset["test"]
|
| 59 |
+
```
|
| 60 |
+
|
| 61 |
+
### Training with Transformers
|
| 62 |
+
|
| 63 |
+
```python
|
| 64 |
+
from transformers import WhisperForConditionalGeneration, WhisperProcessor
|
| 65 |
+
|
| 66 |
+
# Load model and processor
|
| 67 |
+
model = WhisperForConditionalGeneration.from_pretrained("openai/whisper-small")
|
| 68 |
+
processor = WhisperProcessor.from_pretrained("openai/whisper-small")
|
| 69 |
+
|
| 70 |
+
# Your training code here...
|
| 71 |
+
```
|
| 72 |
+
|
| 73 |
+
## Google Colab Training
|
| 74 |
+
|
| 75 |
+
Use this dataset directly in Google Colab for training:
|
| 76 |
+
|
| 77 |
+
```python
|
| 78 |
+
# Install requirements
|
| 79 |
+
!pip install datasets transformers torch torchaudio
|
| 80 |
+
|
| 81 |
+
# Load dataset
|
| 82 |
+
from datasets import load_dataset
|
| 83 |
+
dataset = load_dataset("Rexe/nigerian-pidgin-speech")
|
| 84 |
+
|
| 85 |
+
# Start training...
|
| 86 |
+
```
|
| 87 |
+
|
| 88 |
+
## Languages
|
| 89 |
+
|
| 90 |
+
- **English** (en): Base language
|
| 91 |
+
- **Nigerian Pidgin** (pcm): Target language for fine-tuning
|
| 92 |
+
|
| 93 |
+
## Common Pidgin Phrases
|
| 94 |
+
|
| 95 |
+
- "How you dey?" - How are you?
|
| 96 |
+
- "I dey fine o" - I am fine
|
| 97 |
+
- "Wetin dey happen?" - What's happening?
|
| 98 |
+
- "Make we go" - Let's go
|
| 99 |
+
- "Abeg help me" - Please help me
|
| 100 |
+
|
| 101 |
+
|
| 102 |
+
## Citation
|
| 103 |
+
|
| 104 |
+
If you use this dataset, please cite:
|
| 105 |
+
|
| 106 |
+
```bibtex
|
| 107 |
+
@dataset{nigerian_pidgin_speech,
|
| 108 |
+
title={Nigerian Pidgin Audio + Text Dataset},
|
| 109 |
+
author={Your Name},
|
| 110 |
+
year={2024},
|
| 111 |
+
url={https://huggingface.co/datasets/Rexe/nigerian-pidgin-speech}
|
| 112 |
+
}
|
| 113 |
+
```
|
| 114 |
+
|
| 115 |
+
## License
|
| 116 |
+
|
| 117 |
+
This dataset is released under the MIT License.
|