File size: 1,061 Bytes
b600fc8 |
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 |
# FranceCrops Float16 Dataset
Memory-efficient version of the FranceCrops dataset stored in float16 format.
## Dataset Description
- Each sample contains Sentinel-2 time series data (shape: 100, 60, 12) and corresponding crop type labels
- Features stored in float16 format for reduced memory usage
- Labels stored as int16
## Usage
```python
from datasets import load_dataset
# Load dataset
dataset = load_dataset("saget-antoine/francecrops-float16")
# Load with specific format (recommended for training)
# As float32
dataset = dataset.with_format('torch', dtype=torch.float32)
# Or as float16 for memory efficiency
dataset = dataset.with_format('torch', dtype=torch.float16)
# Or as bfloat16 for TPU compatibility
dataset = dataset.with_format('torch', dtype=torch.bfloat16)
```
## Memory Usage
Using float16 format reduces the memory footprint by approximately 50% compared to float32, while maintaining sufficient precision for most agricultural monitoring tasks.
## Citation
If you use this dataset, please cite the original FranceCrops paper.
|