MEGA

The public Python SDK for building, publishing, and running with MEGA.

Documentation Package Last commit Python 3.10+ Apache-2.0 License

Documentation: https://mega.tensorplay.cn/docs/hub/sdk
Source: https://github.com/ohtensorplay/megatensors

Welcome to megatensors

megatensors connects Python applications to MEGA repositories, datasets, Spaces, Jobs, inference, storage, and Xet-backed large files. It combines a high-level Hub client with efficient tensor loading and framework adapters, so the same package can move an artifact, inspect it, and load it for execution.

Key features

  • Discover and manage models, datasets, Spaces, and versioned repositories.
  • Download individual files or complete snapshots with a local cache.
  • Upload files and folders with resumable large-file support.
  • Run inference, remote Jobs, schedules, and Sandbox sessions.
  • Load tensors into PyTorch and Paddle through a shared API.
  • Sign and verify artifacts for reproducible distribution workflows.

Installation

Install from PyPI:

pip install megatensors

Install the latest public source:

pip install "megatensors @ git+https://github.com/ohtensorplay/megatensors.git@main"

For local development:

git clone https://github.com/ohtensorplay/megatensors.git
cd megatensors
pip install -e .

Quick start

Download a repository snapshot:

from megatensors import snapshot_download

local_path = snapshot_download("owner/model-name")
print(local_path)

Use the typed Hub client:

from megatensors import MegaApi

api = MegaApi()
models = api.list_models(search="embedding")
for model in models:
    print(model.id)

Explore the CLI:

mega --help

Repository layout

  • megatensors/ — SDK, CLI, Hub client, tensor loaders, and framework adapters.
  • tests/ — API, storage, CLI, and compatibility contracts.
  • examples/ — runnable loading, generation, and signing examples.

Contributing

Issues and pull requests are welcome. Run the focused tests for the area you change and keep credentials, deployment configuration, and generated artifacts out of the repository.

License

Apache-2.0

Project links

Data verified by PyPI on Aug 3, 2026
Data provided by the project maintainers, verified at the time the release was uploaded to PyPI.

Key dates

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  • Released:
Latest release

1 maintainer

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Avatar for Welog from gravatar.com Welog

Credits

Author: zlx

GitHub Statistics

Data verified by PyPI on Aug 3, 2026
The GitHub source repository was provided by the project maintainers and verified by PyPI at the time of upload. Stars, forks, and open issues/PRs are derived from that repository and have not been independently verified.

License expression

Apache-2.0
View SPDX License List

Requires

Python <3.15, >=3.10

Provides Extra

progress test dev threefs oauth

Tags

megatensors mega GDS model-loading

Classifiers

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