Databases (Core)

Accelerate

Time travel for databases and in-place systems.

Status
Generally available
Last checked
Checked · Oct 15, 2026
License
Open source
Pricing
Free tier
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What it is

Accelerate is a tool designed to manage and manipulate the state of databases and other in-place systems by allowing users to 'time travel' through different states. It is particularly useful for scenarios where rollback or forward migration of data states is required. The tool is open-source and written in Python, making it accessible for developers familiar with this language. With support for PyTorch models, it also facilitates distributed configurations and automatic mixed precision, including fp8, which is beneficial for machine learning applications.

Unique time travel capability for database state management.

When it fits — and when it doesn’t

A good fit for

  • Developers needing database state management

    Provides efficient rollback and forward migration capabilities.

  • Machine learning projects requiring distributed configurations

    Supports FSDP and DeepSpeed, enhancing scalability.

Look elsewhere if

  • Projects requiring high adoption and community support

    Low weekly downloads suggest limited community engagement.

  • Non-Python based development environments

    The tool is primarily written in Python, which may complicate integration.

Known weaknesses

Each one links to the public issue, changelog or docs page it came from, where we have one.

  1. 01

    Limited weekly downloads

    Only 12 weekly downloads as of the latest data.

  2. 02

    High number of open issues

    112 open issues on GitHub.

  3. 03

    Complexity in setup for non-Python environments

    Primarily written in Python.

What it does well

  • Open-source and community-driven

    The tool is licensed under MIT and Apache-2.0, with a significant number of contributors (427).

  • Supports distributed configurations

    Includes features for FSDP and DeepSpeed support.

  • Automatic mixed precision support

    Supports fp8 precision.

Pricing

Free tier
Yes
Paid from
—
Model
Flat rate
Enterprise plan
No

Pricing last confirmed Sep 30, 2026.

Performance benchmarks

How Fast Is It?

Set up Accelerate

Setup steps, common gotchas and what to check after 30 days.

Open the setup guide →
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