keras-data-format-converter

v0.1.17

Generates equal keras models with the desired data format For more information about how to use this package see README

Latest version published 10 months ago

License: Apache-2.0

PyPI

GitHub

Package Health Score

83 / 100

security
No known security issues
popularity
Recognized
maintenance
Sustainable
community
Active

Popularity

Recognized

GitHub Stars: 186.33K
Forks: 74.31K
Contributors: 410

Direct Usage Popularity

Based on project statistics from the GitHub repository for the PyPI package keras-data-format-converter, we found that it has been starred 186,327 times.

Security

No known security issues

Security and license risk for latest version

Release Date: Jan 18, 2024
Direct Vulnerabilities: 0
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0
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0
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0
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Indirect Vulnerabilities: 0
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0
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0
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License Risk: 0
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All security vulnerabilities belong to production dependencies of direct and indirect packages.

License

Apache-2.0

Security Policy

Yes

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Maintenance

Sustainable

Commit Frequency

Open Issues: 1.31K
Open PR: 4.5K
Last Release: 10 months ago
Last Commit: 10 days ago

Further analysis of the maintenance status of keras-data-format-converter based on released PyPI versions cadence, the repository activity, and other data points determined that its maintenance is Sustainable.

We found that keras-data-format-converter demonstrates a positive version release cadence with at least one new version released in the past 12 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: 410
Funding: No

A good and healthy external contribution signal for keras-data-format-converter project, which invites more than one hundred open source maintainers to collaborate on the repository.

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Package

Python Versions Compatibility: >=3.8,<3.11

Age: 4 years
Latest Release: 10 months ago
Dependencies: 5 Direct
Versions: 75
Maintainers: 5
Wheels: OS Independent

Readme

Keras data format converter

Generates equal keras models with the desired data format

Requirements

tensorflow >= 2.0

API

convert_channels_first_to_last(model: keras.Model, inputs_to_transpose: List[str] = None, verbose: bool = False) -> keras.Model

convert_channels_last_to_first(model: tf.keras.Model, inputs_to_transpose: List[str] = None, verbose: bool = False) \ -> tf.keras.Model

model: Keras model to convert

inputs_to_transpose: list of input names that need to be transposed due tothe data foramt changing

verbose: detailed output

Getting started

from tensorflow import keras
from keras_data_format_converter import convert_channels_last_to_first

# Load Keras model
keras_model = keras.models.load_model("my_image_model")

# Call the converter (image_input is an input that needs to be transposed, can be different for your model)
converted_model = convert_channels_last_to_first(keras_model, ["image_input"])

Supported Layers with Special handling

[X] Normalization layers
[x] Permute
[x] Reshape
[x] Concatenate
[ ] Dot
[ ] MultiHeadAttention
[ ] TFOpLambda (Inserted by the Functional API construction whenever users call a supported TF symbol on KerasTensors, see here at Tensorflow repo for more info)

Unsupported Layers due to lack of data_format property

Cropping1D
Upsampling1D
Zeropadding1D
All layers in tensorflow.keras.preprocessing

How to deploy

Create a new release version on GitHub
Update parameters in setup.py (usually version and download_url)
Run python setup.py sdist in root directory
Run pip install twine
Run twine upload dist/*

License

This software is covered by MIT License.

keras-data-format-converter dependencies

libclang protobuf tensorflow tensorflow-addons tensorflow-macos

FAQs

What is keras-data-format-converter?

Generates equal keras models with the desired data format. Visit Snyk Advisor to see a full health score report for keras-data-format-converter, including popularity, security, maintenance & community analysis.

Is keras-data-format-converter popular?

The python package keras-data-format-converter receives a total of 1,035 weekly downloads. As such, keras-data-format-converter popularity was classified as a recognized. Visit the popularity section on Snyk Advisor to see the full health analysis.

Is keras-data-format-converter well maintained?

We found indications that keras-data-format-converter maintenance is sustainable demonstrating some project activity. We saw a total of 410 open source contributors collaborating on the project. See the full package health analysis to learn more about the package maintenance status.

Is keras-data-format-converter safe to use?

The python package keras-data-format-converter 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 12 November-2024, at 20:25 (UTC).

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Readme

Keras data format converter

Requirements

API

Getting started

Supported Layers with Special handling

Unsupported Layers due to lack of data_format property

How to deploy

License

keras-data-format-converter dependencies

FAQs

What is keras-data-format-converter?

Is keras-data-format-converter popular?

Is keras-data-format-converter well maintained?

Is keras-data-format-converter 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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