v0.5.0

ProbabilisticCircuits v0.5.0

Diff since v0.4.1

Merged pull requests:

• CompatHelper: bump compat for DirectedAcyclicGraphs to 0.2, (keep existing compat) (#137) (@github-actions[bot])
• Migration to Tractables (#138) (@khosravipasha)

Closed issues:

• MAR results in OutOfMemoryErrors (#126)

v0.4.1

ProbabilisticCircuits v0.4.1

Diff since v0.4.0

Closed issues:

• EVI outputs wrong probabilities (#107)
• MAP on HCLTs - Failed to compile PTX code (#131)

v0.4.0

What's Changed

• Start version 0.4 - a more lightweight version of the package by @guyvdbroeck in #110
• add support for indicator and categorical input distributions in JPC format by @guyvdbroeck in #111
• CompatHelper: add new compat entry for Graphs at version 1, (keep existing compat) by @github-actions in #112
• CompatHelper: add new compat entry for CodecZlib at version 0.7, (keep existing compat) by @github-actions in #113
• CompatHelper: add new compat entry for MetaGraphs at version 0.7, (keep existing compat) by @github-actions in #114
• reinstate plotting functionality by @guyvdbroeck in #115
• cleanup of v0.3 code by @guyvdbroeck in #117
• Cuda MAP/Sample on new bit circuits by @khosravipasha in #116
• Binomial Input Nodes by @khosravipasha in #119
• log em by @MhDang in #121
• clean up memory by @MhDang in #122
• implement log as call back function by @MhDang in #123
• Em log and data softening by @MhDang in #124
• early stopping as a call back function by @MhDang in #125

Full Changelog: v0.3.3...v0.4.0

v0.3.3

ProbabilisticCircuits v0.3.3

Diff since v0.3.2

Closed issues:

• Batching Support for queries (#30)
• [API improvement] Remove data from *BitCircuit signiture (#32)
• Speedup em parameter learning (#44)
• Incompatibility with Array{Bool} (#59)
• KeyError on SDD to PSDD compilation (#80)
• use structs for BitCircuit (#82)
• Other gpu optimizations (#99)
• add tests for estimate_parameters_em_multi_epochs! (#102)
• Learning with missing information? (#103)

Merged pull requests:

• Faster init_marginal_gpu (#101) (@khosravipasha)
• Update hidden_chow_liu_tree.jl (#108) (@joshuacnf)

v0.3.2

ProbabilisticCircuits v0.3.2

Diff since v0.3.1

Merged pull requests:

• Support for read and write of circuits to *.gz compressed files (#100) (@guyvdbroeck)

v0.3.1

ProbabilisticCircuits v0.3.1

Diff since v0.3.0

Closed issues:

• Python Interface/Wrapper (#4)
• Save/Load operations not fully supported (#86)
• Remove use_gpu when data is available (#73)
• vtree_learner_tests fails when GPU avaiable (#85)
• Move commented slow tests to slow tests github action (#88)
• New Package for logistic circuits (#89)
• Breaking: New version of SimpleWeightedGraphs v1.2 (#93)

Merged pull requests:

• Add support for .spn file format (#91) (@guyvdbroeck)
• Rat SPN structures (#92) (@khosravipasha)
• Gpu refactor (#96) (@khosravipasha)

v0.3.0

ProbabilisticCircuits v0.3.0

Diff since v0.2.4

Merged pull requests:

• overhaul of input-output functionality (#87) (@guyvdbroeck)

v0.2.4

ProbabilisticCircuits v0.2.4

Diff since v0.2.3

Closed issues:

• Build fails on Windows (#3)
• Bug in MPE implementation (#21)
• Compiling an SDD into a PSDD (#53)
• Failing test for bottom-up vtree learning (#63)
• Separate circuit counters for parallel traversals/queries (#64)
• BlossomV to become optional dependency (#65)
• Avoid scalar indexing on GPU in init_expectations (#74)

Merged pull requests:

• Add SDD to PSDD compilation (#56) (@RenatoGeh)
• CompatHelper: bump compat for "LoopVectorization" to "0.12" (#67) (@github-actions[bot])
• Readme examples (#68) (@liuanji)
• Refactor data utils (#70) (@guyvdbroeck)
• Change circuit traversal API to use Dict instead of a counter field (#71) (@guyvdbroeck)
• CompatHelper: bump compat for "CUDA" to "3.0" (#72) (@github-actions[bot])
• Add SamplePSDD (#79) (@RenatoGeh)
• Dataframe upgrade to 1.x (#83) (@khosravipasha)
• CompatHelper: add new compat entry for Tables at version 1, (keep existing compat) (#84) (@github-actions[bot])

v0.2.3

ProbabilisticCircuits v0.2.3

Diff since v0.2.2

Version 0.2.3

Closed issues:

• Learning Circuits from missing data (#11)
• Studel missing APIs. Save/load/MAR/etc (#28)
• logsumexp(x::Real, y::Real) is deprecated, use logaddexp(x, y) instead. (#39)
• Marginalization for learn_strudel circuits (#48)

Merged pull requests:

• Optionally pass an IO instead of filename to psdd saving (#47) (@RenatoGeh)
• Add EVI and MAR functions for mixtures (#49) (@RenatoGeh)
• Stop transformation steps when no longer possible and add verbose flag (#50) (@RenatoGeh)
• CompatHelper: bump compat for "DataFrames" to "0.22" (#51) (@github-actions[bot])
• CompatHelper: bump compat for "LoopVectorization" to "0.11" (#54) (@github-actions[bot])
• CompatHelper: bump compat for "Reexport" to "1.0" (#55) (@github-actions[bot])
• Learning from missing data (#57) (@khosravipasha)

v0.2.2

ProbabilisticCircuits v0.2.2

Diff since v0.2.1

Closed issues:

• [Logistic Circuits] Logit Function Missing when Calculating Class Probabilities (#18)
• [ProbabilisticCircuits] kmeans In em.jl (#42)

Merged pull requests:

• CompatHelper: bump compat for "DataStructures" to "0.18" (#29) (@github-actions[bot])
• [WIP] BitCircuitPair: bit circuits for pair of ciruict (eg for expectations) (#33) (@khosravipasha)
• Building docs latex test (#35) (@khosravipasha)
• CompatHelper: bump compat for "DataFrames" to "0.22" (#37) (@github-actions[bot])
• fix bug for k-means in em (#43) (@MhDang)