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Merge pull request #369 from JuliaRobotics/master
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v0.11.2-rc1
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dehann authored Jan 4, 2021
2 parents fedfff5 + cfab5af commit 0e18b51
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8 changes: 4 additions & 4 deletions Project.toml
Original file line number Diff line number Diff line change
@@ -1,8 +1,8 @@
name = "RoME"
uuid = "91fb55c2-4c03-5a59-ba21-f4ea956187b8"
keywords = ["SLAM", "state-estimation", "MM-iSAM", "inference", "robotics"]
keywords = ["SLAM", "state-estimation", "MM-iSAM", "MM-iSAMv2", "inference", "robotics"]
desc = "Non-Gaussian simultaneous localization and mapping"
version = "0.11.1"
version = "0.11.2"

[deps]
ApproxManifoldProducts = "9bbbb610-88a1-53cd-9763-118ce10c1f89"
Expand Down Expand Up @@ -35,12 +35,12 @@ DistributedFactorGraphs = "0.10.2, 0.11"
Distributions = "0.21, 0.22, 0.23, 0.24"
DocStringExtensions = "0.7, 0.8"
FileIO = "1.0.2, 1.1, 1.2"
IncrementalInference = "0.17, 0.18"
IncrementalInference = "0.17, 0.18, 0.19"
JLD2 = "0.2, 0.3"
KernelDensityEstimate = "0.5.1, 0.6"
Optim = "0.22, 1.0"
ProgressMeter = "1"
Reexport = "0.2"
Reexport = "0.2, 1.0"
Requires = "1.0"
Rotations = "0.12.1, 0.13, 1.0"
TensorCast = "0.2, 0.3"
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4 changes: 2 additions & 2 deletions examples/KinematicJoints.jl
Original file line number Diff line number Diff line change
Expand Up @@ -6,7 +6,7 @@ import IncrementalInference: getSample
using TransformUtils


mutable struct ZJoint <: AbstractRelativeFactor
mutable struct ZJoint <: AbstractRelativeRoots
Zij::Distribution
end
function getSample(el::ZJoint, N=1)
Expand All @@ -33,7 +33,7 @@ function (el::ZJoint)(res, userdata, idx, meas, xi, xj)
nothing
end

mutable struct XJoint <: AbstractRelativeFactor
mutable struct XJoint <: AbstractRelativeRoots
Zij::Distribution
end
function getSample(el::XJoint, N=1)
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3 changes: 2 additions & 1 deletion examples/MITDatasetBatch.jl
Original file line number Diff line number Diff line change
Expand Up @@ -39,7 +39,8 @@ function solve_batch(total_meas::Integer)

# Solve the graph, and save a copy of the tree.
saveDFG(fg, "$(getLogPath(fg))/fg-before-solve")
tree, smt, hist = solveTree!(fg, maxparallel=1000)
getSolverParams(fg).maxincidence = 1000
tree, smt, hist = solveTree!(fg)
saveDFG(fg, "$(getLogPath(fg))/fg-after-solve")
saveTree(tree, "$(getLogPath(fg))/tree$(mit_total_meas).jld2")
drawTree(tree, show=false, filepath="$(getLogPath(fg))/bt.pdf")
Expand Down
6 changes: 4 additions & 2 deletions examples/MITDatasetFixedLag.jl
Original file line number Diff line number Diff line change
Expand Up @@ -58,7 +58,8 @@ function go_fixedlag(initial_offset::Integer,

# Solve the graph, and save a copy of the tree.
saveDFG(fg, "$(getLogPath(fg))/fg-before-solve$(padded_step)")
tree, smt, hist = solveTree!(fg, maxparallel=1000)
getSolverParams(fg).maxincidence = 1000
tree, smt, hist = solveTree!(fg)
saveDFG(fg, "$(getLogPath(fg))/fg-after-solve$(padded_step)")
saveTree(tree, "$(getLogPath(fg))/tree$(padded_step).jld2")
drawTree(tree, show=false, filepath="$(getLogPath(fg))/bt$(padded_step).pdf")
Expand Down Expand Up @@ -99,7 +100,8 @@ function go_fixedlag(initial_offset::Integer,
@info "Going for solve"

# Solve the graph, and save a copy of the tree.
tree, smt, hist = solveTree!(fg, tree, maxparallel=1000)
getSolverParams(fg).maxincidence = 1000
tree, smt, hist = solveTree!(fg, tree)
saveDFG(fg, "$(getLogPath(fg))/fg-after-solve$(padded_step)")
saveTree(tree, "$(getLogPath(fg))/tree$(padded_step).jld2")
drawTree(tree, show=false, filepath="$(getLogPath(fg))/bt$(padded_step).pdf")
Expand Down
3 changes: 2 additions & 1 deletion examples/MITDatasetIncremental.jl
Original file line number Diff line number Diff line change
Expand Up @@ -89,7 +89,8 @@ function go(initial_offset::Integer, final_timestep::Integer, solve_stride::Inte
@info "Going for solve"

# Solve the graph, and save a copy of the tree.
tree, smt, hist = solveTree!(fg, tree, maxparallel=1000)
getSolverParams(fg).maxincidence = 1000
tree, smt, hist = solveTree!(fg, tree)
saveDFG(fg, "$(getLogPath(fg))/fg-after-solve$(padded_step)")
saveTree(tree, "$(getLogPath(fg))/tree$(padded_step).jld2")
drawTree(tree, show=false, filepath="$(getLogPath(fg))/bt$(padded_step).pdf")
Expand Down
3 changes: 2 additions & 1 deletion examples/ManhattanDatasetBatch.jl
Original file line number Diff line number Diff line change
Expand Up @@ -39,7 +39,8 @@ function solve_batch(total_meas::Integer)

# Solve the graph, and save a copy of the tree.
saveDFG(fg, "$(getLogPath(fg))/fg-before-solve")
tree, smt, hist = solveTree!(fg, maxparallel=1000)
getSolverParams(fg).maxincidence =
tree, smt, hist = solveTree!(fg)
saveDFG(fg, "$(getLogPath(fg))/fg-after-solve")
saveTree(tree, "$(getLogPath(fg))/tree$(manhattan_total_meas).jld2")
drawTree(tree, show=false, filepath="$(getLogPath(fg))/bt.pdf")
Expand Down
8 changes: 5 additions & 3 deletions examples/ManhattanDatasetFixedLag-FromBatch.jl
Original file line number Diff line number Diff line change
Expand Up @@ -66,7 +66,8 @@ function go_fixedlag_frombatch(qfl_length_arg::Integer)

# Solve the graph, and save a copy of the tree.
saveDFG(fg, "$(getLogPath(fg))/fg-before-solve$(padded_step)")
tree, smt, hist = solveTree!(fg, maxparallel=1000)
getSolverParams(fg).maxincidence = 1000
tree, smt, hist = solveTree!(fg)
saveDFG(fg, "$(getLogPath(fg))/fg-after-solve$(padded_step)")
saveTree(tree, "$(getLogPath(fg))/tree$(padded_step).jld2")
drawTree(tree, show=false, filepath="$(getLogPath(fg))/bt$(padded_step).pdf")
Expand Down Expand Up @@ -94,7 +95,7 @@ function go_fixedlag_frombatch(qfl_length_arg::Integer)
# Just store some quick plots, on another process
remotecall((fgl, padded_stepl) -> begin
@info "drawPoses, $(padded_stepl), for fg num variables=$(length(ls(fgl)))."
pl1 = drawPoses(fgl, spscale=0.6, lbls=false)
pl1 = plotSLAM2DPoses(fgl, dyadScale=0.6, lbls=false)
pl1 |> PDF("$(getLogPath(fgl))/poses$(padded_stepl).pdf", 20cm, 10cm)
end, rand(Categorical(nprocs()-1))+1, fg, padded_step)

Expand All @@ -107,7 +108,8 @@ function go_fixedlag_frombatch(qfl_length_arg::Integer)
@info "Going for solve"

# Solve the graph, and save a copy of the tree.
tree, smt, hist = solveTree!(fg, tree, maxparallel=1000)
getSolverParams(fg).maxincidence = 1000
tree, smt, hist = solveTree!(fg, tree)
saveDFG(fg, "$(getLogPath(fg))/fg-after-solve$(padded_step)")
saveTree(tree, "$(getLogPath(fg))/tree$(padded_step).jld2")
drawTree(tree, show=false, filepath="$(getLogPath(fg))/bt$(padded_step).pdf")
Expand Down
8 changes: 5 additions & 3 deletions examples/ManhattanDatasetFixedLag-MargOnly.jl
Original file line number Diff line number Diff line change
Expand Up @@ -55,7 +55,8 @@ function go_fixedlag(initial_offset::Integer, final_timestep::Integer, qfl_lengt

# Solve the graph, and save a copy of the tree.
saveDFG(fg, "$(getLogPath(fg))/fg-before-solve$(padded_step)")
tree, smt, hist = solveTree!(fg, maxparallel=1000)
getSolverParams(fg).maxincidence = 1000
tree, smt, hist = solveTree!(fg)
saveDFG(fg, "$(getLogPath(fg))/fg-after-solve$(padded_step)")
saveTree(tree, "$(getLogPath(fg))/tree$(padded_step).jld2")
drawTree(tree, show=false, filepath="$(getLogPath(fg))/bt$(padded_step).pdf")
Expand Down Expand Up @@ -84,7 +85,7 @@ function go_fixedlag(initial_offset::Integer, final_timestep::Integer, qfl_lengt
# Just store some quick plots, on another process
remotecall((fgl, padded_stepl) -> begin
@info "drawPoses, $(padded_stepl), for fg num variables=$(length(ls(fgl)))."
pl1 = drawPoses(fgl, spscale=0.6, lbls=false)
pl1 = plotSLAM2DPoses(fgl, spscale=0.6, lbls=false)
pl1 |> PDF("$(getLogPath(fgl))/poses$(padded_stepl).pdf", 20cm, 10cm)
end, rand(Categorical(nprocs()-1))+1, fg, padded_step)

Expand All @@ -97,7 +98,8 @@ function go_fixedlag(initial_offset::Integer, final_timestep::Integer, qfl_lengt
@info "Going for solve"

# Solve the graph, and save a copy of the tree.
tree, smt, hist = solveTree!(fg, maxparallel=1000)
getSolverParams(fg).maxincidence = 1000
tree, smt, hist = solveTree!(fg)
saveDFG(fg, "$(getLogPath(fg))/fg-after-solve$(padded_step)")
saveTree(tree, "$(getLogPath(fg))/tree$(padded_step).jld2")
drawTree(tree, show=false, filepath="$(getLogPath(fg))/bt$(padded_step).pdf")
Expand Down
6 changes: 4 additions & 2 deletions examples/ManhattanDatasetFixedLag.jl
Original file line number Diff line number Diff line change
Expand Up @@ -55,7 +55,8 @@ function go_fixedlag(initial_offset::Integer, final_timestep::Integer, qfl_lengt

# Solve the graph, and save a copy of the tree.
saveDFG(fg, "$(getLogPath(fg))/fg-before-solve$(padded_step)")
tree, smt, hist = solveTree!(fg, maxparallel=1000)
getSolverParams(fg).maxincidence = 1000
tree, smt, hist = solveTree!(fg)
saveDFG(fg, "$(getLogPath(fg))/fg-after-solve$(padded_step)")
saveTree(tree, "$(getLogPath(fg))/tree$(padded_step).jld2")
drawTree(tree, show=false, filepath="$(getLogPath(fg))/bt$(padded_step).pdf")
Expand Down Expand Up @@ -96,7 +97,8 @@ function go_fixedlag(initial_offset::Integer, final_timestep::Integer, qfl_lengt
@info "Going for solve"

# Solve the graph, and save a copy of the tree.
tree, smt, hist = solveTree!(fg, tree, maxparallel=1000)
getSolverParams(fg).maxincidence = 1000
tree, smt, hist = solveTree!(fg, tree)
saveDFG(fg, "$(getLogPath(fg))/fg-after-solve$(padded_step)")
saveTree(tree, "$(getLogPath(fg))/tree$(padded_step).jld2")
drawTree(tree, show=false, filepath="$(getLogPath(fg))/bt$(padded_step).pdf")
Expand Down
3 changes: 2 additions & 1 deletion examples/ManhattanDatasetIncremental.jl
Original file line number Diff line number Diff line change
Expand Up @@ -103,7 +103,8 @@ function go(initial_offset::Integer, final_timestep::Integer)
@info "Going for solve"

# Solve the graph, and save a copy of the tree.
tree, smt, hist = solveTree!(fg, tree, maxparallel=1000)
getSolverParams(fg).maxincidence = 1000
tree, smt, hist = solveTree!(fg, tree)
saveDFG(fg, "$(getLogPath(fg))/fg-after-solve$(padded_step)")
saveTree(tree, "$(getLogPath(fg))/tree$(padded_step).jld2")
drawTree(tree, show=false, filepath="$(getLogPath(fg))/bt$(padded_step).pdf")
Expand Down
8 changes: 5 additions & 3 deletions examples/OutlierVsMultimodal.jl
Original file line number Diff line number Diff line change
Expand Up @@ -286,14 +286,15 @@ end

getSolverParams(fg).dbg = true
saveDFG(fg, joinLogPath(fg, "fg_x$(POSEOFFSET+10)before"))
tree, smt, hist = solveTree!(fg, maxparallel=1000, recordcliqs=ls(fg))
getSolverParams(fg).maxincidence = 1000
tree, smt, hist = solveTree!(fg, recordcliqs=ls(fg))
saveDFG(fg, joinLogPath(fg, "fg_x$(POSEOFFSET+10)_solve"))

plfl1 = drawPosesLandms(fg, spscale=1.0,title=getLogPath(fg)*"\n$argstr", landmsPPE=:max, contour=true)
plfl1 |> PDF(joinLogPath(fg, "plot_x$(POSEOFFSET+10)_solve.pdf"), 20cm, 17cm)

if pargs["resolve"]
tree, smt, hist = solveTree!(fg, maxparallel=1000, recordcliqs=ls(fg))
tree, smt, hist = solveTree!(fg, recordcliqs=ls(fg))
saveDFG(fg, joinLogPath(fg, "fg_x$(POSEOFFSET+10)_resolve"))
plfl1 = drawPosesLandms(fg, spscale=1.0,title=getLogPath(fg)*"\n$argstr", landmsPPE=:max, contour=true)
plfl1 |> PDF(joinLogPath(fg, "plot_x$(POSEOFFSET+10)_resolve.pdf"), 20cm, 17cm)
Expand All @@ -306,7 +307,8 @@ end
## test solve

getSolverParams(fg).dbg = true
tree, smt, hist = solveTree!(fg, maxparallel=1000, recordcliqs=ls(fg)) #[:l9_0;:x14])
getSolverParams(fg).maxincidence = 1000
tree, smt, hist = solveTree!(fg, recordcliqs=ls(fg)) #[:l9_0;:x14])
saveDFG(fg, joinLogPath(fg, "fg_x$(POSEOFFSET+10)_final"))


Expand Down
2 changes: 1 addition & 1 deletion src/SensorModels.jl
Original file line number Diff line number Diff line change
Expand Up @@ -19,7 +19,7 @@ end
"""
$(TYPEDEF)
"""
mutable struct LinearRangeBearingElevation <: AbstractRelativeFactorMinimize
mutable struct LinearRangeBearingElevation <: AbstractRelativeMinimize
range::Normal
bearing::Normal
elev::Uniform
Expand Down
2 changes: 1 addition & 1 deletion src/Slam.jl
Original file line number Diff line number Diff line change
Expand Up @@ -258,7 +258,7 @@ function manageSolveTree!(dfg::AbstractDFG,
dt_save1 = (time_ns()-t0)/1e9
# constrain solve with the latest pose at the top
# @show latestPose = intersect(getLastPoses(dfg, filterLabel=r"x\d", number=12), ls(dfg, r"x\d", solvable=1))[end]
tree, smt, hist = solveTree!(dfg, tree, maxparallel=1000) # , variableConstraints=[latestPose;]
tree, smt, hist = solveTree!(dfg, tree) # , variableConstraints=[latestPose;]
dt_solve = (time_ns()-t0)/1e9
!dbg ? nothing : saveDFG(dfg, joinpath(getLogPath(dfg), "fg_after_$(lasp)"))

Expand Down
14 changes: 7 additions & 7 deletions src/factors/Bearing2D.jl
Original file line number Diff line number Diff line change
Expand Up @@ -11,7 +11,7 @@ end
Single dimension bearing constraint from Pose2 to Point2 variable.
"""
struct Pose2Point2Bearing{B <: IIF.SamplableBelief} <: IncrementalInference.AbstractRelativeFactorMinimize
struct Pose2Point2Bearing{B <: IIF.SamplableBelief} <: IIF.AbstractRelativeMinimize
bearing::B
reuse::Vector{P2P2BearingReuse}
Pose2Point2Bearing{B}() where B = new{B}()
Expand All @@ -22,12 +22,12 @@ function getSample(pp2br::Pose2Point2Bearing, N::Int=1)
return (reshape(rand(pp2br.bearing, N),1,N), )
end
# define the conditional probability constraint
function (pp2br::Pose2Point2Bearing)(res::Array{Float64},
userdata::FactorMetadata,
idx::Int,
meas::Tuple,
xi::Array{Float64,2},
lm::Array{Float64,2} )
function (pp2br::Pose2Point2Bearing)( res::Array{Float64},
userdata::FactorMetadata,
idx::Int,
meas::Tuple,
xi::Array{Float64,2},
lm::Array{Float64,2} )
#
reuse = pp2br.reuse[Threads.threadid()]
reuse.measvec[1] = cos(meas[1][idx] + xi[3,idx])
Expand Down
2 changes: 1 addition & 1 deletion src/factors/BearingRange2D.jl
Original file line number Diff line number Diff line change
Expand Up @@ -7,7 +7,7 @@
Bearing and Range constraint from a Pose2 to Point2 variable.
"""
mutable struct Pose2Point2BearingRange{B <: IIF.SamplableBelief, R <: IIF.SamplableBelief} <: IncrementalInference.AbstractRelativeFactorMinimize
mutable struct Pose2Point2BearingRange{B <: IIF.SamplableBelief, R <: IIF.SamplableBelief} <: IIF.AbstractRelativeMinimize
bearing::B
range::R
Pose2Point2BearingRange{B,R}() where {B,R} = new{B,R}()
Expand Down
10 changes: 5 additions & 5 deletions src/factors/DynPoint2D.jl
Original file line number Diff line number Diff line change
Expand Up @@ -16,7 +16,7 @@ getSample(dp2v::DynPoint2VelocityPrior, N::Int=1) = (rand(dp2v.z,N), )
"""
$(TYPEDEF)
"""
mutable struct DynPoint2DynPoint2{T <: SamplableBelief} <: AbstractRelativeFactor
mutable struct DynPoint2DynPoint2{T <: SamplableBelief} <: AbstractRelativeRoots
z::T
DynPoint2DynPoint2{T}() where {T <: SamplableBelief} = new{T}()
DynPoint2DynPoint2(z1::T) where {T <: SamplableBelief} = new{T}(z1)
Expand Down Expand Up @@ -44,10 +44,10 @@ end
"""
$(TYPEDEF)
"""
mutable struct Point2Point2Velocity{T} <: IncrementalInference.AbstractRelativeFactorMinimize where {T <: Distribution}
mutable struct Point2Point2Velocity{T <: IIF.SamplableBelief} <: IIF.AbstractRelativeMinimize
z::T
Point2Point2Velocity{T}() where {T <: Distribution} = new{T}()
Point2Point2Velocity(z1::T) where {T <: Distribution} = new{T}(z1)
Point2Point2Velocity{T}() where {T <: IIF.SamplableBelief} = new{T}()
Point2Point2Velocity(z1::T) where {T <: IIF.SamplableBelief} = new{T}(z1)
end
getSample(p2p2v::Point2Point2Velocity, N::Int=1) = (rand(p2p2v.z,N), )
function (p2p2v::Point2Point2Velocity)(
Expand Down Expand Up @@ -77,7 +77,7 @@ end
"""
$(TYPEDEF)
"""
mutable struct PackedDynPoint2VelocityPrior <: IncrementalInference.PackedInferenceType
mutable struct PackedDynPoint2VelocityPrior <: IIF.PackedInferenceType
str::String
PackedDynPoint2VelocityPrior() = new()
PackedDynPoint2VelocityPrior(z1::String) = new(z1)
Expand Down
17 changes: 8 additions & 9 deletions src/factors/DynPose2D.jl
Original file line number Diff line number Diff line change
Expand Up @@ -22,7 +22,7 @@ getSample(dp2v::DynPose2VelocityPrior{T1,T2}, N::Int=1) where {T1 <: IIF.Samplab
"""
$(TYPEDEF)
"""
mutable struct DynPose2Pose2{T} <: IncrementalInference.AbstractRelativeFactor where {T <: IIF.SamplableBelief}
mutable struct DynPose2Pose2{T <: IIF.SamplableBelief} <: IIF.AbstractRelativeRoots
Zpose::Pose2Pose2{T} #Zpose::T1
# reuseres::Vector{Float64}
partial::Tuple{Int,Int,Int}
Expand All @@ -32,13 +32,12 @@ end
DynPose2Pose2(z1::T) where {T <: IIF.SamplableBelief} = DynPose2Pose2{T}(z1)

getSample(vp2vp2::DynPose2Pose2, N::Int=1) = (rand(vp2vp2.Zpose.z,N), )
function (vp2vp2::DynPose2Pose2{T})(
res::Array{Float64},
userdata::FactorMetadata,
idx::Int,
meas::Tuple,
wXi::Array{Float64,2},
wXj::Array{Float64,2} ) where {T <: IIF.SamplableBelief}
function (vp2vp2::DynPose2Pose2{T})(res::Array{Float64},
userdata::FactorMetadata,
idx::Int,
meas::Tuple,
wXi::Array{Float64,2},
wXj::Array{Float64,2} ) where {T <: IIF.SamplableBelief}
#
vp2vp2.Zpose(res, userdata, idx, meas, wXi, wXj)
# wXjhat = SE2(wxi[1:3,idx])*SE2(meas[1][1:3,idx])
Expand Down Expand Up @@ -115,7 +114,7 @@ end
"""
$(TYPEDEF)
"""
mutable struct DynPose2DynPose2{T <: IIF.SamplableBelief} <: AbstractRelativeFactor
mutable struct DynPose2DynPose2{T <: IIF.SamplableBelief} <: AbstractRelativeRoots
Z::T
reuseres::Vector{Vector{Float64}}
DynPose2DynPose2{T}() where {T <: IIF.SamplableBelief} = new{T}()
Expand Down
2 changes: 1 addition & 1 deletion src/factors/InertialPose3.jl
Original file line number Diff line number Diff line change
Expand Up @@ -146,7 +146,7 @@ $(TYPEDEF)
Inertial Odometry version of preintegration procedure and used as a factor between InertialPose3 types for inertial navigation in factor graphs.
"""
mutable struct InertialPose3 <: AbstractRelativeFactor #RoME.BetweenPoses
mutable struct InertialPose3 <: AbstractRelativeRoots
# Zij is entropy of veeLie15, pioc is preintegral measurements, pido is compensation gradients.
Zij::Distribution
pioc::InertialPose3Container
Expand Down
2 changes: 1 addition & 1 deletion src/factors/MultipleFeaturesConstraint.jl
Original file line number Diff line number Diff line change
Expand Up @@ -34,7 +34,7 @@ $(TYPEDEF)
two sets of three feature sightings and a body to camera lever arm transform
"""
mutable struct MultipleFeatures2D <: IncrementalInference.AbstractRelativeFactorMinimize
mutable struct MultipleFeatures2D <: IIF.AbstractRelativeMinimize
# treat these as angles positive X->Y, X forward, Y left and Z up
xir1::Normal
xir2::Normal
Expand Down
4 changes: 2 additions & 2 deletions src/factors/MutablePose2Pose2.jl
Original file line number Diff line number Diff line change
Expand Up @@ -8,10 +8,10 @@ export MutablePose2Pose2Gaussian, PackedMutablePose2Pose2Gaussian
Specialized Pose2Pose2 factor type (Gaussian), which allows for rapid accumulation of odometry information as a branch on the factor graph.
"""
mutable struct MutablePose2Pose2Gaussian <: IIF.AbstractRelativeFactor
mutable struct MutablePose2Pose2Gaussian <: IIF.AbstractRelativeRoots
Zij::MvNormal
timestamp::DateTime
MutablePose2Pose2Gaussian(Zij::MvNormal=MvNormal(zeros(3),Matrix(Diagonal([0.01; 0.01; 0.001].^2))), timestamp::DateTime=now()) = new(Zij, timestamp)
MutablePose2Pose2Gaussian(Zij::MvNormal=MvNormal(zeros(3),diagm([0.01; 0.01; 0.001].^2)), timestamp::DateTime=now()) = new(Zij, timestamp)
end
function getSample(fct::MutablePose2Pose2Gaussian, N::Int=100)
return (rand(fct.Zij, N), )
Expand Down
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