Cloud Agents
English
agent
cloud
computing
distributed
distributed-learning
decentralized
grid
grid-computing
machine-learning
ml
Instructions to use OpenPeerAI/Cloud-Agents with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Cloud Agents
How to use OpenPeerAI/Cloud-Agents with Cloud Agents:
# No code snippets available yet for this library. # To use this model, check the repository files and the library's documentation. # Want to help? PRs adding snippets are welcome at: # https://github.com/huggingface/huggingface.js
- Notebooks
- Google Colab
- Kaggle
| """ | |
| Command-line interface for the Cloud Agents system. | |
| """ | |
| import click | |
| import asyncio | |
| import logging | |
| from .coordinator import Coordinator | |
| from .scaling import ScalingManager | |
| from .config import settings | |
| logging.basicConfig(level=logging.INFO) | |
| logger = logging.getLogger(__name__) | |
| def cli(): | |
| """Cloud Agents CLI for distributed model training.""" | |
| pass | |
| def train(num_epochs, steps_per_epoch): | |
| """Start distributed training.""" | |
| try: | |
| coordinator = Coordinator() | |
| scaling_manager = ScalingManager() | |
| async def run_training(): | |
| # Start scaling manager | |
| asyncio.create_task(scaling_manager.monitor_and_scale()) | |
| # Start training | |
| await coordinator.coordinate_training({ | |
| 'num_epochs': num_epochs, | |
| 'steps_per_epoch': steps_per_epoch | |
| }) | |
| asyncio.run(run_training()) | |
| except Exception as e: | |
| logger.error(f"Training failed: {e}") | |
| raise | |
| def status(): | |
| """Get cluster status.""" | |
| try: | |
| scaling_manager = ScalingManager() | |
| status = scaling_manager.get_cluster_status() | |
| click.echo("Cluster Status:") | |
| click.echo(f"Total Agents: {status['total_agents']}") | |
| click.echo(f"Busy Agents: {status['busy_agents']}") | |
| click.echo(f"Idle Agents: {status['idle_agents']}") | |
| click.echo(f"Utilization: {status['utilization']:.2%}") | |
| click.echo(f"Can Scale Up: {status['can_scale_up']}") | |
| click.echo(f"Can Scale Down: {status['can_scale_down']}") | |
| except Exception as e: | |
| logger.error(f"Failed to get status: {e}") | |
| raise | |
| if __name__ == '__main__': | |
| cli() |