Package Health Score

77 / 100

security
No known security issues
popularity
Limited
maintenance
Healthy
community
Active

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Popularity

Limited

GitHub Stars: 312
Forks: 20
Contributors: 30

Direct Usage Popularity

Based on project statistics from the GitHub repository for the PyPI package grain, we found that it has been starred 312 times.

Security

No known security issues

Security and license risk for latest version

Release Date: Dec 24, 2024
Direct Vulnerabilities: 0
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0
H
0
M
0
L
Indirect Vulnerabilities: 0
C
0
H
0
M
0
L
License Risk: 0
H
0
M
0
L

All security vulnerabilities belong to production dependencies of direct and indirect packages.

License

Apache-2.0

Security Policy

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Maintenance

Healthy

Commit Frequency

Open Issues: 16
Open PR: 111
Last Release: 2 days ago
Last Commit: 1 month ago

Further analysis of the maintenance status of grain based on released PyPI versions cadence, the repository activity, and other data points determined that its maintenance is Healthy.

We found that grain demonstrates a positive version release cadence with at least one new version released in the past 3 months.

As a healthy sign for on-going project maintenance, we found that the GitHub repository had at least 1 pull request or issue interacted with by the community.

Community

Active

Readme: Yes
Contributing.md: Yes
Code of Conduct: Yes
Contributors: 30
Funding: No

With more than 10 contributors for the grain repository, this is possibly a sign for a growing and inviting community.

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Package

Python Versions Compatibility: >=3.10

Age: 9 months
Latest Release: 2 days ago
Dependencies: 6 Direct
Versions: 5
Maintainers: 0
Wheels: Linux, macOS

Readme

Grain - Feeding JAX Models

Installation | Quickstart | Reference docs

Grain is a Python library for reading and processing data for training and evaluating JAX models. It is flexible, fast and deterministic.

Grain allows to define data processing steps in a simple declarative way:

import grain.python as grain

dataset = (
    grain.MapDataset.source([0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10])
    .shuffle(seed=10)  # Shuffles elements globally.
    .map(lambda x: x+1)  # Maps each element.
    .batch(batch_size=2)  # Batches consecutive elements.
)

for batch in dataset:
  # Training step.

Grain is designed to work with JAX models but it does not require JAX to run and can be used with other frameworks as well.

Installation

Grain is available on PyPI and can be installed with pip install grain.

Supported platforms

Grain does not directly use GPU or TPU in its transformations, the processing within Grain will be done on the CPU by default.

	Linux	Mac	Windows
x86_64	yes	WIP	no
aarch64	yes	WIP	n/a

Quickstart

Basic Dataset tutorial

Existing users

Grain is used by MaxText, kauldron and multiple internal Google projects.

grain dependencies

absl-py array-record cloudpickle dm-tree jaxtyping numpy

FAQs

What is grain?

Grain: A library for loading and transforming data for neural network training. Visit Snyk Advisor to see a full health score report for grain, including popularity, security, maintenance & community analysis.

Is grain popular?

The python package grain receives a total of 19 weekly downloads. As such, grain popularity was classified as limited. Visit the popularity section on Snyk Advisor to see the full health analysis.

Is grain well maintained?

We found that grain demonstrated a healthy version release cadence and project activity. It has a community of 30 open source contributors collaborating on the project. See the full package health analysis to learn more about the package maintenance status.

Is grain safe to use?

The python package grain was scanned for known vulnerabilities and missing license, and no issues were found. Thus the package was deemed as safe to use. See the full health analysis review.

Last updated on 24 December-2024, at 22:03 (UTC).

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grain

Grain: A library for loading and transforming data for neural network training. For more information about how to use this package see README

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Readme

Grain - Feeding JAX Models

Installation

Supported platforms

Quickstart

Existing users

grain dependencies

FAQs

What is grain?

Is grain popular?

Is grain well maintained?

Is grain safe to use?

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Package Health Score

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Direct Usage Popularity

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Commit Frequency

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Keep your project healthy

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Snyk Vulnerability Scanner

Readme

Grain - Feeding JAX Models

Installation

Supported platforms

Quickstart

Existing users

grain dependencies

FAQs

What is grain?

Is grain popular?

Is grain well maintained?

Is grain safe to use?

Build a secure application checklist

Select a recommended open source package

Scan your app for vulnerabilities

Source Code

Open Source

Container

Config

Fix identified vulnerabilities

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