Can I use this for pre-annotation tasks?

Absolutely, the AddTaskDataAction is specifically designed for pre-annotation workflows, offering methods to convert data from files or inference results.

What is the difference between Simple Execute and Step-based mode?

Simple Execute overrides the execute method for basic workflows, while Step-based mode uses setup_steps to define a registry of individual steps for complex, multi-stage processes with rollback support.

Does this skill support autologging for ML models?

Yes, the BaseTrainAction class includes helper methods like autolog to automatically track metrics and manage model artifacts during the training process.

What deployment frameworks does this skill support?

The BaseDeploymentAction is specifically built for managing Ray Serve deployments, providing a standardized structure for model serving.

Synapse Specialized Actions

Name: Synapse Specialized Actions
Author: datamaker-kr

bydatamaker-kr

•

Data Science & ML

Streamlines Machine Learning workflows with specialized base classes for training, inference, data export, and deployment.

Synapse Specialized Actions provides a suite of high-level Python base classes designed to accelerate the development of Machine Learning pipelines within the Synapse ecosystem. It automates common patterns for model training (with autologging and dataset integration), data export, file uploads, and inference deployment. By offering both simple execution modes and robust step-based workflows with rollback capabilities, it ensures that developers can build scalable, maintainable ML actions for tasks like pre-annotation and model serving with minimal boilerplate code.

Key Features

01Built-in support for Ray Serve model deployment

02Step-based workflow engine with registry and rollback support

03Integrated autologging and dataset management for model training

04Pre-annotation utilities for rapid task data conversion

05Specialized ML action classes for training, export, upload, and inference

061 GitHub stars

Use Cases

01Building custom training actions with automatic metric logging

02Deploying inference models using standardized base classes and workflows

03Implementing complex multi-step file upload pipelines with error handling

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add datamaker-kr/synapse-claude-marketplace specialized-actions

For use in Claude.ai and ChatGPT

Download Skill