AIIA/README.md

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# AIIA
## Installation
### Install via pip
To install the package directly from the Git repository using `pip`, run:
```sh
pip install git+https://gitea.fabelous.app/Machine-Learning/AIIA.git
```
This command will clone the repository and install the package along with its dependencies.
### Additional Notes
- Ensure you have `git` installed on your system.
- Make sure `pip` is up-to-date. You can update it using:
```sh
pip install --upgrade pip
```
That's it! You should now have the AIIA package installed and ready to use.
## Example Usage:
```Python
from aiia.model import AIIABase
from aiia.model import AIIAConfig
from aiia.pretrain import Pretrainer
# Create your model
config = AIIAConfig(model_name="AIIA-Base-512x20k")
model = AIIABase(config)
# Initialize pretrainer with the model
pretrainer = Pretrainer(model, learning_rate=1e-4)
# List of dataset paths
dataset_paths = [
"/path/to/dataset1.parquet",
"/path/to/dataset2.parquet"
]
# Start training with multiple datasets
pretrainer.train(
dataset_paths=dataset_paths,
num_epochs=10,
batch_size=2,
sample_size=10000
)
```