Chaztikov

Software Engineering Philosophy & Development Protocol

System Awareness: Before implementation, map the dependency graph and system topology. Ensure local changes preserve global invariants and do not trigger "Shotgun Surgery."
Orthogonality: Design for independence. Ensure that changes in one module do not leak side effects into others. Minimize coupling and maximize cohesion.

Intent-Revealing Design: Prioritize human readability and intent over machine cleverness. Use naming that explains "Why" rather than "How."
Single Level of Abstraction (SLA): Adhere strictly to the Single Responsibility Principle (SRP). Each function must operate at a consistent level of abstraction and have exactly one reason to change.

	tl;dr
	use the package manager install (.deb or .rpm files, not .run file)

	remove stuff using

	sudo apt-get --purge remove 'cuda*'
	sudo apt-get --purge -y remove 'nvidia*'
	sudo apt-get --purge -y remove 'libnvidia*'

	using

	# Ghia, U. K. N. G., Ghia, K. N., & Shin, C. T. (1982).
	# High-Re solutions for incompressible flow using the Navier-Stokes equations and a multigrid method.
	# Journal of computational physics, 48(3), 387-411.
	#
	# TABLE II
	# Results for $v$-Velocity along Horizontal Line through Geometric Center of Cavity
	# [Note: The velocity for Re = 400 and point (x,v) = (0.9063,-0.23827) is probably wrong]
	#--------------------------------------------------------------------
	# Re
	# -------------------------------------------------------------


	import os

	import tensorflow as tf
	from tensorflow.examples.tutorials.mnist import input_data as mnist_input_data
	import numpy as np
	from sklearn import cluster
	from scipy.spatial import distance
	import pandas as pd

	"""
	This is an implementation of the distance proposed by "An Information Geometry of Statistical Manifold Learning, Ke Sun, Stéphane Marchand-Maillet
	" to measure quality of embedding techniques (e.g PCA, Isomap, LLE, TSNE). It is needs data points matrix of
	the original data as well as the same data points with the embedding coordinates, and some additional parameters to fix.

	How to use ?
	============

	Basic swiss roll example:

	#!/usr/bin/env sh

	sudo update-alternatives --install \
	/usr/bin/llvm-config llvm-config /usr/bin/llvm-config-3.4 200 \
	--slave /usr/bin/llvm-ar llvm-ar /usr/bin/llvm-ar-3.4 \
	--slave /usr/bin/llvm-as llvm-as /usr/bin/llvm-as-3.4 \
	--slave /usr/bin/llvm-bcanalyzer llvm-bcanalyzer /usr/bin/llvm-bcanalyzer-3.4 \
	--slave /usr/bin/llvm-cov llvm-cov /usr/bin/llvm-cov-3.4 \
	--slave /usr/bin/llvm-diff llvm-diff /usr/bin/llvm-diff-3.4 \
	--slave /usr/bin/llvm-dis llvm-dis /usr/bin/llvm-dis-3.4 \