See Release Notes for the record of previously released features.
0.6.1+ Further buildout of axle.game (2021H1)
 python test failure
 broken images from site publish

factor out
axleastpython
 github actions
 separate site publish into its own action
 create and publish code coverage reports
 publish artifacts
Missing functionality

Remove moveStateStream

For one game (probably Poker)
 Record witnessed and unwitnessed history
Seq[(M, S)]
inState
 Display to user in interactiveMove
val mm = evGame.maskMove(game, move, mover, observer)
evGameIO.displayMoveTo(game, mm, mover, observer)
 Then generalize and pull into framework
 Record witnessed and unwitnessed history
Motivating Examples

Generalize
OldMontyHall.chanceOfWinning
 GuessRiffle.md
 Walk through game
 Plot distribution of sum(entropy) for both strategies
 Plot entropy by turn # for each strategy
 Plot simulated score distribution for each strategy

GuessRiffleSpec: use
moveFromRandomState

Gerrymandering sensitivity
 “You split, I choose” as game
Deeper changes
aiMover.unmask
preventsMontyHallSpec
“AI vs. AI game produces moveStateStream” from working will be an issue for all nonperfect information

Identify all uses of
spire.random.Generator
(and other random value generation) 
See uses of
seed
inGuessRiffleProperties
 Eliminate entropy consumption of
rng
sideeffect (egapplyMove(Riffle())
)Chance
should be its own player Consider whether
PM
should be a part ofStrategy
type (MS => PM[M, V]
) More abstractly, more many intents and purposes, all we are about is that resolving PM to M consumes entropy
 In which cases should the
PM
be retained?
 Each N bits consumed during
Riffle()
is its own move  Chance moves consume
UnittedQuantity[Information, N]
perceive
could return a lowerentropy probability model Perhaps in exchange for a given amount of energy
 Or ask for a 0entropy model and be told how expensive that was

Game theory axioms (Nash, etc)
axle.game
:Observable[T]
Hygeine

convert to scalameta munit for dotty

Replace
axle.game.moveFromRandomState.mapToProb

Clean up
axle.game.playWithIntroAndOutcomes

The references to
movesMap
inMoveFromRandomStateSpec.scala
illustrate a need for a cleaner way to create a hardcoded strategy – which could just be in the form of a couple utility functions frommovesMap
to the data needed byevGame.{moves,applyMove}
andrm
strategy 
Generalize
ConditionalProbabilityTable.uniform
into typeclass  Simplify
GuessRiffleProperties
(especially second property)  stateStreamMap only used in GuessRiffleProperties – stop using chain?

stateStrategyMoveStream only used in GuessRiffleProperties
Game.players
should be a part of GameState (or take it as an argument)? Will wait for pressing use case.
0.7.x Factoring and Bayesian Networks
 Reorder Probability mdoc (Creation, Kolmogorov/Region, Sampler, Bayes, Monad)
 Footnotes (Giry, etc)
{CPT,TD}.tailRecM
then ScalaCheckMonad[CPT,TD]

Functor for CPT, TD
SigmaAlgebra
for the CPT Clean up expressions like
RegionIf[TWOROLLS](_._1 == '⚃)
 Laws for
Region
(“Sigma Algebra”? video) OrderedRegion
for theOrder
used inRegionLTE
andRegionGTE
?
 Clean up expressions like

Measure Theory
 Test: start with
ABE.jointProbabilityTable
(monotypetuple5[Boolean]
) Factor out each variable until original 5note network is reached
 Basically the inverse of factor multiplication
bn.factorFor(B) * bn.factorFor(E)
should be defined? (It errors)MonotypeBayesanNetwork.filter
collapase into a single BNN

Rename
ConditionalProbabilityTable
? 
Laws for
Factor

Review
InteractionGraph
,EliminationGraph
,JoinTree
and the functions they power  Consider a “case” to be a
Map
vs aVector

Consider usefulness of
Factor
in terms ofRegion
MonotypeBayesanNetwork
.{pure
,map
,flatMap
,tailRecR
} Reconcile
MBN
combine1
&combine2

Monad tests for MonotypeBayesanNetwork[AlarmBurglaryEarthquake]
Bayes[MonotypeBayesanNetwork]
– could be viewed as “belief updating” (vs “conditioning”) If it took a ProbabilityModel itself
 QuantumCircuit.md
 QBit2.factor
 Fix and enable DeutschOracleSpec

QBit CCNot
 Review complex analysis
0.8.x Bugs and adoption barriers

Fix
LogisticRegression
and moveLogisticRegression.md
back  Fix
GeneticAlgorithmSpec

Featurizing functions should return HLists or other typelevel sequences in order to avoid being told # features

Redo Logic using Abstract Algebra

Simple graph implementation so that
axlecore
can avoid includingaxlejung
svgJungDirectedGraphVisualization
move to aaxlejungxml
jar? Will require externalizing the layout to its own…. typeclass?
 Layout of bayesian network is quite bad – check ABE SVG
axlepng
to avoid Xvfb requirement during tests
Chicklet borders / colors on site
 move ast view xml (how is it able to refer to
xml.Node
?) ast.view.AstNodeFormatter (xml.Utility.escape)
 ast.view.AstNodeFormatterXhtmlLines
 ast.view.AstNodeFormatterXhtml
 Tests for
axle.ast
axleastpython

cats.effect
foraxle.ast.python2
 Factor
axle.algebra.chain
in terms of wellknown combinators
After that
It’s likely that a 1.0 release will be made at this time.
Future backlog organized by theme are below. At this point Axle will have enough building blocks to do the research that has been its goal since inception.
Game Theory and Examples
 Factor
axle.game.moveFromRandomState
in terms of a random walk on a graph. See “TODO scale mass down”
 Compare to Brownian motion, Random walk, Ito process, …
 Provide some axoms
 no outgoing with path in from nonzero mass monotonically increases
 no incoming with path out monotonically decreases
 possibly provide a version for acyclic graphs
 Iterative game playing algorithm is intractible, but shares intent with sequential monte carlo
 Think about Information Theory’s “Omega” visavis Sequential Monte Carlo
 Improve
axle.stats.rationalProbabilityDist
as probabilities become smaller  SimpsonsParadox.md
 Axioms of partial differentiation
 https://math.ucr.edu/home/baez/mathematical/ACTUCR/Plotkin_Partial_Differentiation.pdf
 Conal Elliott: Efficient automatic differentiation made easy via category theory
 Max bet for Poker
 syntax for
Game
typeclass
Quantum Circuits
 Property test reversibility (& own inverse)
 Typeclass for “negate” (etc), Binary, CBit
 Typeclass for unindex
 DeutschJozsa algorithm (D.O. for nbits) (Oracle separation between EQP and P)
 Simon’s periodicity problem (oracle separation between BQP and BPP)
 Shor’s algorithm
 Grover’s algorithm
 Quantum cryptographic key exchange
 Check out Qiskit
Algorithm / Concept breadth
 LSA
 LDA
 GLM
 MCMC
 Metropolis Hastings
 Sequential Monte Carlo (SMC)
 Hamiltonian Monte Carlo (HMC)
 Neural Networks
 tdistributed stochastic neighbor embedding (tSNE)
 Support Vector Machines
 Gradient Boosted Trees
 Decision Trees
 Random Forest
 A* Search
 Conditional Random Fields (CRF)
 Hidden Markov Models
 N Queens
 Multiarmed bandit
 Connection between dynamic programming and semiring
 Recursive grid search
 Pvalues
 z & t scores
 Correlation
 Regression
 Accuracy, Precision
 Bias, Variance
 Cohen’s Kappa
 Normalizer axioms
 Fourier transformations
 Abadi Plotkin pathology
 JVP: Jacobian
Compute Engines
 Bring back Spark spoke – Solve the Spark ClassTag issue (see Frameless?)
 Performance benchmarking
 netlibjava Matrix
 GPU/CUDA support
 Algebird/Scalding for distributed matrices, HyperLogLog, etc
 Most MapRedicible witnesses are inefficient (eg calling toVector, toSeq, etc)
Deeper exploration
 Bettings odds
 Rainbow Tables
 Blockchain
 Nerod Partition
 Finish Angluin Learner
 Motivation for Gold Paradigm, Angluin Learner
 Stochastic Lambda Calculus
 Game Theory: information sets, equilibria
 Redo axle.ast.* (rm throws, more typesafe)
 Shapeless for compound Quanta and Bayesian Networks
 Physics (eg, how Volume relates to Flow)
 Topoi
 docalculus (Causality)
 Eigenvector
 Σ ⊣ Δ ⊣ Π means “sums are left adjoint to diagonals, which are left adjoint to products.”
Hygiene
 Get rid of implicit arg passing to KMeans in
ClusterIrises.md
(and KMeansSpecification)  Factor tics and tics{joda,algebra,spire} into separate libs?
 remove unnecessary implicit Field, R{,i}ng, {Additive, Multiplicative}Monoid once spire/cats play well
 Fix “unreachable” default pattern match cases
 Review remaining usage of:
asInstanceOf
,ClassTag
, andManifest
 Review groupBy uses – they use university equality. Replace with Eq
 axle.algorithms coverage > 80%
 axle.core coverage > 80%
 Rm throws from axle.quanta.UnitConverterGraph
 Rm throws from axle.jung
 Rm throws from axle.pgm.BayesianNetwork
 Rm throws from axle.stats.TallyDistribution
 Unchecked constraint in PlotDataView
Visualization
 WebGL
 SVG Animation
 Box Plot
 Candlestick Chart
 Honor graph vis params in awt graph visualizations
axle.web.Table
andHtmlFrom[Table[T]]
 Log scale
 SVG[Matrix]
BarChart
Variable width bars Horizontal barchart
KMeansVisualization
/ScatterPlot
similarity (at least DataPoints) SVG[H] for BarChart hover (wrap with <g> to do getBBox)
 Background box for
ScatterPlot
hover text?  Fix multicolor cube rendering
 Bloom filter surface
 Factor similarity between SVG and Draw?
 Reenable
axlejogl
 May require jogamop 2.4, which is not yet released
 Or possibly use jogamp archive
 See processing’s approach in this commit
Mathematics
 Collatz Conjecture vis
 Demo Mandelbrot with Rational
 Scrutinize
axle.math
and move out less reusable functions
Types and Axioms
 Replace Finite with Shapeless’s version (eg Sized[Vector[_], nat.2])
 Delete Finite conversions for jung (replace with NaturalTransformation?)
 Replace with Cats: FoldLeft, Bijection, FunctionPair, Endofunctor
 Define laws for Scanner, Aggregator, Zipper, Indexed, Talliable, Finite?
 Sort out MapFrom, FromStream, FromSet
 Test
axle.algebra.tuple2Field
similarity
syntax forSimilaritySpace
(seeaxle.bio.*
) Projections of jung graphs for Finite
 kittens or magnolia
 pattern match in FirstOrderPredicateLogic
 subtyping for Suit and Rank
 Machinist?
 Typelevel matrix dimension using
Yliteraltypes
andsingletonops
inLinearAlgebra
typeclass  Make the
Int
abstract inKMeans{,Visualization}
,LinearAlgebra
, etc
Docs, Site, CI/CD

Friend of Spire

Experiment with pandoc

Use sbtcirelease (rm sbtrelease)
 Configure makeSite to preview: previewFixedPort := Some(9999)
 Copy css using makeSite (not updatedocs.sh)
 Fix markdown lint warnings

Figure out better way to reference images in docs
 Site
 meta tag with keywords: axle, scala, dsl, data, analysis, science, opensource, adam pingel
 Remove jekyll from publishing pipeline
 sbtsite
 sbts3