v0.0.8

What's Included

Update the example for CPU and GPU processing mode. Some examples also provided for how to calculate the model accuracy. Minor bug fixes also applied for the anfis_gpu.py.

Getting Started

Please read the README for more information to install, build, and test this package.

Feedback

Please report any error or issue on https://github.com/lazuardy-tech/anfis/issues.
Any feedback is valuable.

Full Changelog: v0.0.1...v0.0.8

v0.0.7

What's Included

Added a GPU-processing (torch) support for ANFIS Model, implemented on lazuardy_anfis/anfis_gpu.py. It has the same method and features as the normal model.

# initialize ANFIS
mfc = membershipfunction.MemFuncs(mf)
anf = anfis_gpu.ANFIS(X, Y, mfc)

# train the model
anf.trainHybridJangOffLine(epochs=epochs)

Getting Started

Please read the README for more information to install, build, and test this package.

Feedback

Please report any error or issue on https://github.com/lazuardy-tech/anfis/issues.
Any feedback is valuable.

Full Changelog: v0.0.1...v0.0.7

v0.0.6

What's Included

For a more convenient usage, predict method is now moved inside the ANFIS Model class.

# initialize ANFIS
mfc = membershipfunction.MemFuncs(mf)
anf = anfis.ANFIS(X, Y, mfc)

# train the model
anf.trainHybridJangOffLine(epochs=epochs)

# predict the output using the trained ANFIS model
predictions = anf.predict(X)

Getting Started

Please read the README for more information to install, build, and test this package.

Feedback

Please report any error or issue on https://github.com/lazuardy-tech/anfis/issues.
Any feedback is valuable.

Full Changelog: v0.0.1...v0.0.6

v0.0.5

What's Included

The mfderivs.py is no longer needed. skfuzzy has a partial_dmf function that calculate the partial derivative of a specified membership function.

Based on PR #29, thanks to @mehrabdarvishi.

Getting Started

Please read the README for more information to install, build, and test this package.

Feedback

Please report any error or issue on https://github.com/lazuardy-tech/anfis/issues.
Any feedback is valuable.

Full Changelog: v0.0.1...v0.0.5

v0.0.4

What's Included

Some modifications made to the original twmeggs/anfis package in order to support the latest Python versions, because the original package was last maintained 4 years ago. Some minor bug fixes are also made, based on the current issues reported on original repository.

Getting Started

Please read the README for more information to install, build, and test this package.

Feedback

Please report any error or issue on https://github.com/lazuardy-tech/anfis/issues.
Any feedback is valuable.

Full Changelog: v0.0.1...v0.0.4

v0.0.3

What's Included

Some modifications made to the original twmeggs/anfis package in order to support the latest Python versions, because the original package was last maintained 4 years ago. Some minor bug fixes are also made, based on the current issues reported on original repository.

Getting Started

Please read the README for more information to install, build, and test this package.

Feedback

Please report any error or issue on https://github.com/lazuardy-tech/anfis/issues.
Any feedback is valuable.

Full Changelog: v0.0.1...v0.0.3

v0.0.2

What's Included

Some modifications made to the original twmeggs/anfis package in order to support the latest Python versions, because the original package was last maintained 4 years ago. Some minor bug fixes are also made, based on the current issues reported on original repository.

Getting Started

Please read the README for more information to install, build, and test this package.

Feedback

Please report any error or issue on https://github.com/lazuardy-tech/anfis/issues.
Any feedback is valuable.

Full Changelog: v0.0.1...v0.0.2

v0.0.1

What's Included

Some modifications made to the original twmeggs/anfis package in order to support the latest Python versions, because the original package was last maintained 4 years ago. Some bug fixed are also made, based on the current issues reported on original repository.

Getting Started

Please read the README for more information to install, build, and test this package.

Feedback

Please report any error or issue on https://github.com/lazuardy-tech/anfis/issues.
Any feedback is valuable.