Hecaton distributed compute framework
Project description
Hecaton
Hecaton is a solution for self-hosted GPU access from a source that isn't deployed. It allows you to distribute compute jobs across multiple workers (GPUs).
Installation
Hecaton can be installed as a Python package.
pip install hecaton
Note: For GPU workers, you must run the installation and the worker process as root because it uses
dockerpython client which requires root access to interact with the Docker daemon.
Quick Start
1. Server Setup
Start the server. On the first run, you should provide an admin password via environment variable to create the initial admin user.
# Create initial admin user (runs on port 8181 by default)
HECATON_ADMIN_PASS=mysecurepassword hecaton-server --port 8181
Once the admin is created, you can simply run:
hecaton-server --port 8181
SSL/TLS (Recommended):
hecaton-server --port 8181 --ssl-keyfile key.pem --ssl-certfile cert.pem
2. Client Setup
Configure the client to point to your server using the CLI:
# Register the server locally
hecaton server new --ip <server_ip>:8181 --name my-server
# Log in (get the token)
hecaton server login my-server --username admin --password mysecurepassword
3. Worker Setup
To add a GPU worker to the cluster:
Requirements:
- Docker must be installed and running.
- Must run as root.
sudo pip install hecaton
# Connect the worker (as root)
sudo hecaton-gpu install <server_ip>:8181
# You will be prompted for a username and password (e.g., admin credentials or a dedicated worker user)
The worker will automatically register with the server and start processing jobs.
4. Job Submission
Submit a job with a payload file and a target image:
hecaton job new <path_to_payload_file> <docker_image_name>
5. Programmatic Job Submission
You can also submit and monitor jobs using the Python client library:
import time
from hecaton.client.managers.api import HecatonServer
server_ip = "http://localhost:8181"
token = "YOUR_JWT_TOKEN"
# Submit the job (payload.json is read and sent to the worker)
job_id = HecatonServer.new_job(
ip=server_ip, secret=token,
file_path="payload.json", image="my-custom-image:latest"
)
print(f"Submitted Job ID: {job_id}")
# Poll for completion
while True:
job_info = HecatonServer.get_job(server_ip, token, job_id)
if job_info[1] in ("COMPLETED", "FAILED"):
print("Result:", job_info[2])
break
time.sleep(2)
6. Writing a Payload and Custom Docker Image
Hecaton uses a long-running container model to process jobs. When you submit a job to a specific Docker image, Hecaton ensures a container of that image is running and passes the job payload to it.
To easily write the python code for your custom Docker image, you should use Hecaton's built-in serverless module.
Example handler.py (Entrypoint for your Docker image):
from hecaton.serverless import start, ServerLessInput
def my_handler(data: ServerLessInput):
# 'data.input' contains the payload you submitted via the CLI or API (e.g., payload.json)
job_payload = data.input
print(f"Processing job with data: {job_payload}")
# Perform your GPU compute or other tasks here
result = {"status": "success", "processed_data": job_payload}
# Return the result dict, it will be uploaded back to the server
return result
if __name__ == "__main__":
# 'start()' keeps the container running and polls the worker for jobs
start(my_handler)
Dockerfile Example:
FROM python:3.9-slim
RUN pip install hecaton
COPY handler.py /app/handler.py
CMD ["python", "/app/handler.py"]
Once this image is built, pushed, and registered on the Hecaton server, you can submit payloads to it.
Command Reference
Client CLI (hecaton)
The hecaton command is your main interface for interacting with the server.
Server Management (hecaton server)
Manage your local server connections.
new: Register a new server.--ip: Server IP/URL (e.g.,localhost:8181).--name: Local alias for the server.
login: Authenticate with a server.server_name: The alias of the server.--username,--password: Credentials.
list: List registered servers.connect: Switch the active server context.disconnect: Unset the active server.show: View details of a server.update: Update server configuration (e.g., IP).
User Management (hecaton user)
Manage users (Requires Admin privileges).
create: Create a new user.--username: New user's name.--password: New user's password.--role: Role (default:user).
Worker Management (hecaton worker)
Monitor connected workers.
list: List all workers, their status, and last active time.
Image Management (hecaton image)
Manage Docker images available for jobs.
new: Register a new Docker image from Docker Hub.image_name: e.g.,python:3.9-slim.
list: List registered images.update: Update image metadata.--fp: Path to a file containing environment variables (KEY=VALUEper line).--desc: Update description.
show: Show image details including environment variables.
Job Management (hecaton job)
Submit and track jobs.
new: Submit a new job.file_path: Path to the script/payload to run.image_name: The Docker image to use.
list: List recent jobs and their statuses.show: View full details of a specific job (ID, status, payload, index).
GPU Worker CLI (hecaton-gpu)
The hecaton-gpu command runs on the worker machine to manage the background service. Must be run as root.
install <server_ip>: Install the worker as a systemd service.- prompts for username/password authentication.
uninstall: Remove the systemd service.start: Start the worker service.stop: Stop the worker service.restart: Restart the worker service.status: Check if the service is running.logs: View service logs.-f: Follow logs.-n: Number of lines.
run <server_ip>: Run the worker in the foreground (useful for debugging).
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