msuzen / bristol Goto Github PK
View Code? Open in Web Editor NEWParallel random matrix tools and complexity for deep learning
License: GNU General Public License v3.0
Parallel random matrix tools and complexity for deep learning
License: GNU General Public License v3.0
Introduce MANIFEST.in
include README.md
include LICENSE.txt
Eigenvalues can be generated in parallel but not single matrices.
Given generated matrix, visualise in colour mode:
color
/bw
historgram
Store the object. Preferable use matplotlib
.
Introduce mean, variance in matrix generation.
As defined in
Equivalence in Deep Neural Networks via Conjugate Matrix Ensembles and
notebook
Use docstring
compatible structure, such as the following taken from scipy
:
def angle(z, deg=0):
"""
Return the angle of the complex argument.
Parameters
----------
z : array_like
A complex number or sequence of complex numbers.
deg : bool, optional
Return angle in degrees if True, radians if False (default).
Returns
-------
angle : ndarray or scalar
The counterclockwise angle from the positive real axis on
the complex plane, with dtype as numpy.float64.
See Also
--------
arctan2
absolute
Examples
--------
>>> np.angle([1.0, 1.0j, 1+1j]) # in radians
array([ 0. , 1.57079633, 0.78539816])
>>> np.angle(1+1j, deg=True) # in degrees
45.0
"""
if deg:
fact = 180/pi
else:
fact = 1.0
Gaussian orthogonal ensemble (GOE), Gaussian unitary ensemble (GUE) and Gaussian symplectic ensemble (GSE)
Some unit tests might be logically wrong
Detailed doc
directory using sphyx with implementation details.
Referbish.
Update python notebook after gen_module
as ergodicity related methods moved to ergodicity
module.
Example data set generation module, for example see code here. Note that this is older code, so Circular
module name capitalized.
add cPSE measure
Introduce random number generation utils for circular ensembles. Possibly merge with #13
moving to static type hint:
https://docs.python.org/3/library/typing.html
As defined in
Equivalence in Deep Neural Networks via Conjugate Matrix Ensembles and
notebook
Introduce density argument for KL/TM metric
Along with internal representation
Parallel random matrix tools and complexity for deep learning. Drop other clutter from the description.
state dict can be used to produce cPSE.
Drop author names within code as contributors covers this.
CI is broken as travis org is ceased to exist.
When computing COE, and CSE, provide an option to use already existing CUE.
Circular module needs unit tests.
introduce ergodicitiy module, using functions from the notebook.
Close and Join the child processes.
Introduce cPSE in PyTorch monitor during training epochs.
A declarative, efficient, and flexible JavaScript library for building user interfaces.
๐ Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.
TypeScript is a superset of JavaScript that compiles to clean JavaScript output.
An Open Source Machine Learning Framework for Everyone
The Web framework for perfectionists with deadlines.
A PHP framework for web artisans
Bring data to life with SVG, Canvas and HTML. ๐๐๐
JavaScript (JS) is a lightweight interpreted programming language with first-class functions.
Some thing interesting about web. New door for the world.
A server is a program made to process requests and deliver data to clients.
Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.
Some thing interesting about visualization, use data art
Some thing interesting about game, make everyone happy.
We are working to build community through open source technology. NB: members must have two-factor auth.
Open source projects and samples from Microsoft.
Google โค๏ธ Open Source for everyone.
Alibaba Open Source for everyone
Data-Driven Documents codes.
China tencent open source team.