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Sagify

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Sagify offers a streamlined solution for training and deploying Machine Learning and Deep Learning models on AWS Sagemaker. This command-line tool simplifies and enhances the process, making it more user-friendly and efficient.

About Sagify

Sagify is a command-line tool for training and deploying machine learning and large language models on AWS SageMaker. It handles provisioning, distributed training, hyperparameter tuning and deployment, and includes an LLM Gateway with a FastAPI-based REST API that offers one interface to proprietary and open-source models. Batch inference and embeddings are supported. It requires Python, Docker and a configured AWS CLI. Pricing is not stated in the available sources.

Best for: machine learning engineers, data scientists, teams deploying LLMs on AWS

Key features

  • Command-line interface for managing ML workflows on AWS SageMaker
  • LLM Gateway gives one interface to open-source and proprietary models
  • Automates provisioning, training, tuning and deployment
  • FastAPI-based REST API serves as the gateway for LLM interactions
  • Supports batch inference and embeddings

Use cases

  • Deploying custom ML models to AWS SageMaker from the command line
  • Managing OpenAI, Anthropic or open-source LLMs through one gateway
  • Running batch inference jobs on deployed models
  • Running hyperparameter optimization for ML models

Pros

  • Handles cloud resource setup that would otherwise be manual
  • One API for working with multiple LLM providers

Limitations

  • Requires Python, Docker, and AWS CLI to be installed and configured

Screenshots

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