Upload folder using huggingface_hub
Browse files- README.md +49 -0
- config.json +11 -0
- pytorch_model.bin +3 -0
README.md
ADDED
|
@@ -0,0 +1,49 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
---
|
| 2 |
+
language:
|
| 3 |
+
- en
|
| 4 |
+
tags:
|
| 5 |
+
- text-to-speech
|
| 6 |
+
- tts
|
| 7 |
+
- audio
|
| 8 |
+
license: mit
|
| 9 |
+
---
|
| 10 |
+
|
| 11 |
+
# Simple TTS Model
|
| 12 |
+
|
| 13 |
+
A lightweight Text-to-Speech model trained on LJSpeech dataset.
|
| 14 |
+
|
| 15 |
+
## Model Description
|
| 16 |
+
|
| 17 |
+
This is a FastSpeech2-style TTS model with:
|
| 18 |
+
- Transformer encoder for text encoding
|
| 19 |
+
- Duration predictor
|
| 20 |
+
- Transformer decoder for mel spectrogram generation
|
| 21 |
+
|
| 22 |
+
## Training
|
| 23 |
+
|
| 24 |
+
- Dataset: LJSpeech (5000 samples)
|
| 25 |
+
- Hardware: Kaggle T4 GPU
|
| 26 |
+
- Training time: 20 epochs
|
| 27 |
+
|
| 28 |
+
## Model Parameters
|
| 29 |
+
|
| 30 |
+
- Total parameters: 5,168,465
|
| 31 |
+
- Hidden dimension: 256
|
| 32 |
+
- Number of layers: 3
|
| 33 |
+
- Attention heads: 4
|
| 34 |
+
|
| 35 |
+
## Usage
|
| 36 |
+
```python
|
| 37 |
+
import torch
|
| 38 |
+
|
| 39 |
+
# Load model
|
| 40 |
+
checkpoint = torch.load('pytorch_model.bin')
|
| 41 |
+
# Initialize model with config and load weights
|
| 42 |
+
```
|
| 43 |
+
|
| 44 |
+
## Limitations
|
| 45 |
+
|
| 46 |
+
This is a basic model for demonstration purposes. For production use, consider:
|
| 47 |
+
- Training on more data
|
| 48 |
+
- Adding a vocoder (e.g., HiFi-GAN) for audio generation
|
| 49 |
+
- Using phoneme-based input instead of characters
|
config.json
ADDED
|
@@ -0,0 +1,11 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"model_type": "simple_tts",
|
| 3 |
+
"vocab_size": 60,
|
| 4 |
+
"d_model": 256,
|
| 5 |
+
"n_heads": 4,
|
| 6 |
+
"n_layers": 3,
|
| 7 |
+
"n_mels": 80,
|
| 8 |
+
"sample_rate": 22050,
|
| 9 |
+
"hop_length": 256,
|
| 10 |
+
"n_fft": 1024
|
| 11 |
+
}
|
pytorch_model.bin
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:6f4c1b52a4bb2b3f7c06c9d8209872a796cbf7d15fb95b190c30227a6ed41e45
|
| 3 |
+
size 25827261
|