TensorState (v0.4.0) - Neural Network Efficiency Tools

TensorState is a toolbox to capture neural network information to better understand how information flows through the network. The core of the toolbox is the ability to capture and analyze neural layer state space, which logs unique firing states of neural network layers. This repository implements and extends the work by Schaub and Hotaling in their paper, Assessing Intelligence in Artificial Neural Networks.

Installation

Precompiled wheels exist for Windows, Linux, and MacOS for Python 3.6-3.8. No special installation instructions are required in most cases:

pip install pip --upgrade

pip install TensorState

If the wheels don't download or you run into an error, try installing the pre-requisites for compiling before installing with pip.

pip install pip --upgrade

pip install numpy==1.19.2 Cython==3.0a1

pip install TensorState

Documentation

https://tensorstate.readthedocs.io/en/latest/

Release files for tensorstate 0.4.0

For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.

Source distribution (sdist)

Source distribution for tensorstate 0.4.0
File	Size	Uploaded
tensorstate-0.4.0.tar.gz	166.4 kB	Mar 14, 2023	Details

Built distributions (wheels)

Table of built distributions (wheels) for tensorstate 0.4.0
File	Interpreter	ABI	Platform	Reset
tensorstate-0.4.0-cp310-cp310-win_amd64.whl 261.5 kB Mar 14, 2023	CPython 3.10	CPython 3.10	Windows x86-64	Details
tensorstate-0.4.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 653.3 kB Mar 14, 2023	CPython 3.10	CPython 3.10	Linux glibc 2.17+ x86-64	Details
tensorstate-0.4.0-cp310-cp310-macosx_12_0_x86_64.whl 259.9 kB Mar 14, 2023	CPython 3.10	CPython 3.10	macOS 12.0+ x86-64	Details
tensorstate-0.4.0-cp39-cp39-win_amd64.whl 261.9 kB Mar 14, 2023	CPython 3.9	CPython 3.9	Windows x86-64	Details
tensorstate-0.4.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 656.1 kB Mar 14, 2023	CPython 3.9	CPython 3.9	Linux glibc 2.17+ x86-64	Details
tensorstate-0.4.0-cp39-cp39-macosx_12_0_x86_64.whl 260.5 kB Mar 14, 2023	CPython 3.9	CPython 3.9	macOS 12.0+ x86-64	Details
tensorstate-0.4.0-cp38-cp38-win_amd64.whl 261.9 kB Mar 14, 2023	CPython 3.8	CPython 3.8	Windows x86-64	Details
tensorstate-0.4.0-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 660.3 kB Mar 14, 2023	CPython 3.8	CPython 3.8	Linux glibc 2.17+ x86-64	Details
tensorstate-0.4.0-cp38-cp38-macosx_12_0_x86_64.whl 260.8 kB Mar 14, 2023	CPython 3.8	CPython 3.8	macOS 12.0+ x86-64	Details

Total release size: 3.7 MB

Release files / tensorstate-0.4.0.tar.gz

Download URL	tensorstate-0.4.0.tar.gz
Size	166.4 kB
Tags	Source
SHA-256 checksum How to use checksums	`8e7fe15f539e88c99fff90b316532a37547850f5a19c5cc3ad5596c7f4663a9b`
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Upload date	Mar 14, 2023
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/4.0.2 CPython/3.9.16`

Release files / tensorstate-0.4.0-cp310-cp310-win_amd64.whl

Download URL	tensorstate-0.4.0-cp310-cp310-win_amd64.whl
Size	261.5 kB
Tags	CPython 3.10 Windows x86-64
SHA-256 checksum How to use checksums	`2457e133fce91fa2a6d1ee4cd677ac650e46d4ac7b5fed2ff880f5aabb47f1cc`
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Upload date	Mar 14, 2023
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/4.0.2 CPython/3.9.16`

Release files / tensorstate-0.4.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Download URL	tensorstate-0.4.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Size	653.3 kB
Tags	CPython 3.10 Linux glibc 2.17+ x86-64
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Upload date	Mar 14, 2023
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/4.0.2 CPython/3.9.16`

Release files / tensorstate-0.4.0-cp310-cp310-macosx_12_0_x86_64.whl

Download URL	tensorstate-0.4.0-cp310-cp310-macosx_12_0_x86_64.whl
Size	259.9 kB
Tags	CPython 3.10 macOS 12.0+ x86-64
SHA-256 checksum How to use checksums	`225db7f45c091789e14b418755d59b1ae6505e0f2338bad6e19fca95551f1adb`
BLAKE2b-256 checksum How to use checksums	`41e349e5a125f15cd84d572ca454495e268c56765e7516fa899bc0913b834e2b`
Upload date	Mar 14, 2023
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/4.0.2 CPython/3.9.16`

Release files / tensorstate-0.4.0-cp39-cp39-win_amd64.whl

Download URL	tensorstate-0.4.0-cp39-cp39-win_amd64.whl
Size	261.9 kB
Tags	CPython 3.9 Windows x86-64
SHA-256 checksum How to use checksums	`de740fdc9884e783824d47afc32d177e26241b8882a334de0eae71e2487c8cad`
BLAKE2b-256 checksum How to use checksums	`fb3c582bbccb6076a3f1fd2ff2be6f8bb878c488d991b7fb8dd95d07cb24646e`
Upload date	Mar 14, 2023
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/4.0.2 CPython/3.9.16`

Release files / tensorstate-0.4.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Download URL	tensorstate-0.4.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Size	656.1 kB
Tags	CPython 3.9 Linux glibc 2.17+ x86-64
SHA-256 checksum How to use checksums	`f4d493cce360de5356388d19645116861ae4791fc346b478232b59af6534cbe4`
BLAKE2b-256 checksum How to use checksums	`474ea74ddd0d9bd6dda9875427ba9db2b357c4a946bce3b4159cef25105f4c09`
Upload date	Mar 14, 2023
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/4.0.2 CPython/3.9.16`

Release files / tensorstate-0.4.0-cp39-cp39-macosx_12_0_x86_64.whl

Download URL	tensorstate-0.4.0-cp39-cp39-macosx_12_0_x86_64.whl
Size	260.5 kB
Tags	CPython 3.9 macOS 12.0+ x86-64
SHA-256 checksum How to use checksums	`095be43ab751d6c84b86c33cacd8e89062cc6dd6fd8b42d734b6869167ae68d7`
BLAKE2b-256 checksum How to use checksums	`7fb3af165207bdeef2632e6143a4d458941340f4cc94e8cf01562d01db79e99a`
Upload date	Mar 14, 2023
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/4.0.2 CPython/3.9.16`

Release files / tensorstate-0.4.0-cp38-cp38-win_amd64.whl

Download URL	tensorstate-0.4.0-cp38-cp38-win_amd64.whl
Size	261.9 kB
Tags	CPython 3.8 Windows x86-64
SHA-256 checksum How to use checksums	`1567822a7b94c2d03c6d0f6a5a1116d7e7296b8fefe3b6d764e38c9b1fbc7f8f`
BLAKE2b-256 checksum How to use checksums	`b1ceadf4283068ef29e9c249607ea33f722caf8eae79dde5b61e2bbd91d32acf`
Upload date	Mar 14, 2023
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/4.0.2 CPython/3.9.16`

Release files / tensorstate-0.4.0-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Download URL	tensorstate-0.4.0-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Size	660.3 kB
Tags	CPython 3.8 Linux glibc 2.17+ x86-64
SHA-256 checksum How to use checksums	`65e062f42930b15e79c86486164e0cc86c4cfc074c0d4e403195f4189cf1e095`
BLAKE2b-256 checksum How to use checksums	`1c7363f56ff2dbbac678610cf507f365a72ee4d87f311db3cc22321d93fda202`
Upload date	Mar 14, 2023
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/4.0.2 CPython/3.9.16`

Release files / tensorstate-0.4.0-cp38-cp38-macosx_12_0_x86_64.whl

Download URL	tensorstate-0.4.0-cp38-cp38-macosx_12_0_x86_64.whl
Size	260.8 kB
Tags	CPython 3.8 macOS 12.0+ x86-64
SHA-256 checksum How to use checksums	`88eeea4d1208a5586118da9d43051a4028a106c2b5dfd3b9ad4ceede8dd5daf5`
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Upload date	Mar 14, 2023
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/4.0.2 CPython/3.9.16`