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RSDK-8852 migrate motionplan to work on framesystems rather than individual frames #4559

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173 changes: 83 additions & 90 deletions motionplan/cBiRRT.go
Original file line number Diff line number Diff line change
Expand Up @@ -15,7 +15,6 @@ import (
"go.viam.com/rdk/logging"
"go.viam.com/rdk/motionplan/ik"
"go.viam.com/rdk/referenceframe"
"go.viam.com/rdk/spatialmath"
)

const (
Expand All @@ -30,11 +29,14 @@ const (
type cbirrtOptions struct {
// Number of IK solutions with which to seed the goal side of the bidirectional tree.
SolutionsToSeed int `json:"solutions_to_seed"`

// This is how far cbirrt will try to extend the map towards a goal per-step. Determined from FrameStep
qstep map[string][]float64
}

// newCbirrtOptions creates a struct controlling the running of a single invocation of cbirrt. All values are pre-set to reasonable
// defaults, but can be tweaked if needed.
func newCbirrtOptions(planOpts *plannerOptions) (*cbirrtOptions, error) {
func newCbirrtOptions(planOpts *plannerOptions, lfs *linearizedFrameSystem) (*cbirrtOptions, error) {
algOpts := &cbirrtOptions{
SolutionsToSeed: defaultSolutionsToSeed,
}
Expand All @@ -47,6 +49,7 @@ func newCbirrtOptions(planOpts *plannerOptions) (*cbirrtOptions, error) {
if err != nil {
return nil, err
}
algOpts.qstep = getFrameSteps(lfs, defaultFrameStep)

return algOpts, nil
}
Expand All @@ -62,24 +65,24 @@ type cBiRRTMotionPlanner struct {

// newCBiRRTMotionPlannerWithSeed creates a cBiRRTMotionPlanner object with a user specified random seed.
func newCBiRRTMotionPlanner(
frame referenceframe.Frame,
fss referenceframe.FrameSystem,
seed *rand.Rand,
logger logging.Logger,
opt *plannerOptions,
) (motionPlanner, error) {
if opt == nil {
return nil, errNoPlannerOptions
}
mp, err := newPlanner(frame, seed, logger, opt)
mp, err := newPlanner(fss, seed, logger, opt)
if err != nil {
return nil, err
}
// nlopt should try only once
nlopt, err := ik.CreateNloptSolver(frame.DoF(), logger, 1, true, true)
nlopt, err := ik.CreateNloptSolver(mp.lfs.dof, logger, 1, true, true)
if err != nil {
return nil, err
}
algOpts, err := newCbirrtOptions(opt)
algOpts, err := newCbirrtOptions(opt, mp.lfs)
if err != nil {
return nil, err
}
Expand All @@ -90,8 +93,8 @@ func newCBiRRTMotionPlanner(
}, nil
}

func (mp *cBiRRTMotionPlanner) plan(ctx context.Context, goal spatialmath.Pose, seed []referenceframe.Input) ([]node, error) {
mp.planOpts.SetGoal(goal)
func (mp *cBiRRTMotionPlanner) plan(ctx context.Context, goal PathStep, seed map[string][]referenceframe.Input) ([]node, error) {
mp.planOpts.setGoal(goal)
solutionChan := make(chan *rrtSolution, 1)
utils.PanicCapturingGo(func() {
mp.rrtBackgroundRunner(ctx, seed, &rrtParallelPlannerShared{nil, nil, solutionChan})
Expand All @@ -107,7 +110,7 @@ func (mp *cBiRRTMotionPlanner) plan(ctx context.Context, goal spatialmath.Pose,
// Separating this allows other things to call rrtBackgroundRunner in parallel allowing the thread-agnostic Plan to be accessible.
func (mp *cBiRRTMotionPlanner) rrtBackgroundRunner(
ctx context.Context,
seed []referenceframe.Input,
seed map[string][]referenceframe.Input,
rrt *rrtParallelPlannerShared,
) {
defer close(rrt.solutionChan)
Expand All @@ -134,7 +137,7 @@ func (mp *cBiRRTMotionPlanner) rrtBackgroundRunner(
rrt.maps = planSeed.maps
}
mp.logger.CInfof(ctx, "goal node: %v\n", rrt.maps.optNode.Q())
interpConfig, err := mp.frame.Interpolate(seed, rrt.maps.optNode.Q(), 0.5)
interpConfig, err := referenceframe.InterpolateFS(mp.fss, seed, rrt.maps.optNode.Q(), 0.5)
if err != nil {
rrt.solutionChan <- &rrtSolution{err: err}
return
Expand All @@ -148,19 +151,6 @@ func (mp *cBiRRTMotionPlanner) rrtBackgroundRunner(
defer close(m1chan)
defer close(m2chan)

seedPos, err := mp.frame.Transform(seed)
if err != nil {
rrt.solutionChan <- &rrtSolution{err: err}
return
}

mp.logger.CDebugf(ctx,
"running CBiRRT from start pose %v with start map of size %d and goal map of size %d",
spatialmath.PoseToProtobuf(seedPos),
len(rrt.maps.startMap),
len(rrt.maps.goalMap),
)

for i := 0; i < mp.planOpts.PlanIter; i++ {
select {
case <-ctx.Done():
Expand Down Expand Up @@ -216,11 +206,11 @@ func (mp *cBiRRTMotionPlanner) rrtBackgroundRunner(
return
}

reachedDelta := mp.planOpts.DistanceFunc(&ik.Segment{StartConfiguration: map1reached.Q(), EndConfiguration: map2reached.Q()})
reachedDelta := mp.planOpts.confDistanceFunc(&ik.SegmentFS{StartConfiguration: map1reached.Q(), EndConfiguration: map2reached.Q()})

// Second iteration; extend maps 1 and 2 towards the halfway point between where they reached
if reachedDelta > mp.planOpts.JointSolveDist {
targetConf, err := mp.frame.Interpolate(map1reached.Q(), map2reached.Q(), 0.5)
if reachedDelta > mp.planOpts.InputIdentDist {
targetConf, err := referenceframe.InterpolateFS(mp.fss, map1reached.Q(), map2reached.Q(), 0.5)
if err != nil {
rrt.solutionChan <- &rrtSolution{err: err, maps: rrt.maps}
return
Expand All @@ -231,11 +221,11 @@ func (mp *cBiRRTMotionPlanner) rrtBackgroundRunner(
rrt.solutionChan <- &rrtSolution{err: err, maps: rrt.maps}
return
}
reachedDelta = mp.planOpts.DistanceFunc(&ik.Segment{StartConfiguration: map1reached.Q(), EndConfiguration: map2reached.Q()})
reachedDelta = mp.planOpts.confDistanceFunc(&ik.SegmentFS{StartConfiguration: map1reached.Q(), EndConfiguration: map2reached.Q()})
}

// Solved!
if reachedDelta <= mp.planOpts.JointSolveDist {
if reachedDelta <= mp.planOpts.InputIdentDist {
mp.logger.CDebugf(ctx, "CBiRRT found solution after %d iterations", i)
cancel()
path := extractPath(rrt.maps.startMap, rrt.maps.goalMap, &nodePair{map1reached, map2reached}, true)
Expand Down Expand Up @@ -264,8 +254,16 @@ func (mp *cBiRRTMotionPlanner) constrainedExtend(
mchan chan node,
) {
// Allow qstep to be doubled as a means to escape from configurations which gradient descend to their seed
qstep := make([]float64, len(mp.planOpts.qstep))
copy(qstep, mp.planOpts.qstep)
deepCopyQstep := func() map[string][]float64 {
qstep := map[string][]float64{}
for fName, fStep := range mp.algOpts.qstep {
newStep := make([]float64, len(fStep))
copy(newStep, fStep)
qstep[fName] = newStep
}
return qstep
}
qstep := deepCopyQstep()
doubled := false

oldNear := near
Expand All @@ -283,10 +281,10 @@ func (mp *cBiRRTMotionPlanner) constrainedExtend(
default:
}

dist := mp.planOpts.DistanceFunc(&ik.Segment{StartConfiguration: near.Q(), EndConfiguration: target.Q()})
oldDist := mp.planOpts.DistanceFunc(&ik.Segment{StartConfiguration: oldNear.Q(), EndConfiguration: target.Q()})
dist := mp.planOpts.confDistanceFunc(&ik.SegmentFS{StartConfiguration: near.Q(), EndConfiguration: target.Q()})
oldDist := mp.planOpts.confDistanceFunc(&ik.SegmentFS{StartConfiguration: oldNear.Q(), EndConfiguration: target.Q()})
switch {
case dist < mp.planOpts.JointSolveDist:
case dist < mp.planOpts.InputIdentDist:
mchan <- near
return
case dist > oldDist:
Expand All @@ -296,20 +294,22 @@ func (mp *cBiRRTMotionPlanner) constrainedExtend(

oldNear = near

newNear := fixedStepInterpolation(near, target, mp.planOpts.qstep)
newNear := fixedStepInterpolation(near, target, mp.algOpts.qstep)
// Check whether newNear meets constraints, and if not, update it to a configuration that does meet constraints (or nil)
newNear = mp.constrainNear(ctx, randseed, oldNear.Q(), newNear)

if newNear != nil {
nearDist := mp.planOpts.DistanceFunc(&ik.Segment{StartConfiguration: oldNear.Q(), EndConfiguration: newNear})
if nearDist < math.Pow(mp.planOpts.JointSolveDist, 3) {
nearDist := mp.planOpts.confDistanceFunc(&ik.SegmentFS{StartConfiguration: oldNear.Q(), EndConfiguration: newNear})
if nearDist < math.Pow(mp.planOpts.InputIdentDist, 3) {
if !doubled {
doubled = true
// Check if doubling qstep will allow escape from the identical configuration
// If not, we terminate and return.
// If so, qstep will be reset to its original value after the rescue.
for i, q := range qstep {
qstep[i] = q * 2.0
for f, frameQ := range qstep {
for i, q := range frameQ {
qstep[f][i] = q * 2.0
}
}
continue
}
Expand All @@ -319,7 +319,7 @@ func (mp *cBiRRTMotionPlanner) constrainedExtend(
return
}
if doubled {
copy(qstep, mp.planOpts.qstep)
qstep = deepCopyQstep()
doubled = false
}
// constrainNear will ensure path between oldNear and newNear satisfies constraints along the way
Expand All @@ -339,49 +339,34 @@ func (mp *cBiRRTMotionPlanner) constrainNear(
ctx context.Context,
randseed *rand.Rand,
seedInputs,
target []referenceframe.Input,
) []referenceframe.Input {
target map[string][]referenceframe.Input,
) map[string][]referenceframe.Input {
for i := 0; i < maxNearIter; i++ {
select {
case <-ctx.Done():
return nil
default:
}

seedPos, err := mp.frame.Transform(seedInputs)
if err != nil {
return nil
}
goalPos, err := mp.frame.Transform(target)
if err != nil {
return nil
}

newArc := &ik.Segment{
StartPosition: seedPos,
EndPosition: goalPos,
newArc := &ik.SegmentFS{
StartConfiguration: seedInputs,
EndConfiguration: target,
Frame: mp.frame,
FS: mp.fss,
}

// Check if the arc of "seedInputs" to "target" is valid
ok, _ := mp.planOpts.CheckSegmentAndStateValidity(newArc, mp.planOpts.Resolution)
ok, _ := mp.planOpts.CheckSegmentAndStateValidityFS(newArc, mp.planOpts.Resolution)
if ok {
return target
}
solutionGen := make(chan *ik.Solution, 1)
linearSeed, err := mp.lfs.mapToSlice(target)
if err != nil {
return nil
}

// Spawn the IK solver to generate solutions until done
err = ik.SolveMetric(
ctx,
mp.fastGradDescent,
mp.frame,
solutionGen,
target,
mp.planOpts.pathMetric,
randseed.Int(),
mp.logger,
)
err = mp.fastGradDescent.Solve(ctx, solutionGen, linearSeed, mp.linearizeFSmetric(mp.planOpts.pathMetric), randseed.Int())
// We should have zero or one solutions
var solved *ik.Solution
select {
Expand All @@ -392,21 +377,25 @@ func (mp *cBiRRTMotionPlanner) constrainNear(
if err != nil || solved == nil {
return nil
}
solutionMap, err := mp.lfs.sliceToMap(solved.Configuration)
if err != nil {
return nil
}

ok, failpos := mp.planOpts.CheckSegmentAndStateValidity(
&ik.Segment{
ok, failpos := mp.planOpts.CheckSegmentAndStateValidityFS(
&ik.SegmentFS{
StartConfiguration: seedInputs,
EndConfiguration: referenceframe.FloatsToInputs(solved.Configuration),
Frame: mp.frame,
EndConfiguration: solutionMap,
FS: mp.fss,
},
mp.planOpts.Resolution,
)
if ok {
return referenceframe.FloatsToInputs(solved.Configuration)
return solutionMap
}
if failpos != nil {
dist := mp.planOpts.DistanceFunc(&ik.Segment{StartConfiguration: target, EndConfiguration: failpos.EndConfiguration})
if dist > mp.planOpts.JointSolveDist {
dist := mp.planOpts.confDistanceFunc(&ik.SegmentFS{StartConfiguration: target, EndConfiguration: failpos.EndConfiguration})
if dist > mp.planOpts.InputIdentDist {
// If we have a first failing position, and that target is updating (no infinite loop), then recurse
seedInputs = failpos.StartConfiguration
target = failpos.EndConfiguration
Expand Down Expand Up @@ -463,8 +452,8 @@ func (mp *cBiRRTMotionPlanner) smoothPath(ctx context.Context, inputSteps []node
// Note this could technically replace paths with "longer" paths i.e. with more waypoints.
// However, smoothed paths are invariably more intuitive and smooth, and lend themselves to future shortening,
// so we allow elongation here.
dist := mp.planOpts.DistanceFunc(&ik.Segment{StartConfiguration: inputSteps[i].Q(), EndConfiguration: reached.Q()})
if dist < mp.planOpts.JointSolveDist {
dist := mp.planOpts.confDistanceFunc(&ik.SegmentFS{StartConfiguration: inputSteps[i].Q(), EndConfiguration: reached.Q()})
if dist < mp.planOpts.InputIdentDist {
for _, hitCorner := range hitCorners {
hitCorner.SetCorner(false)
}
Expand All @@ -486,22 +475,26 @@ func (mp *cBiRRTMotionPlanner) smoothPath(ctx context.Context, inputSteps []node

// getFrameSteps will return a slice of positive values representing the largest amount a particular DOF of a frame should
// move in any given step. The second argument is a float describing the percentage of the total movement.
func getFrameSteps(f referenceframe.Frame, percentTotalMovement float64) []float64 {
dof := f.DoF()
pos := make([]float64, len(dof))
for i, lim := range dof {
l, u := lim.Min, lim.Max

// Default to [-999,999] as range if limits are infinite
if l == math.Inf(-1) {
l = -999
}
if u == math.Inf(1) {
u = 999
}
func getFrameSteps(lfs *linearizedFrameSystem, percentTotalMovement float64) map[string][]float64 {
frameQstep := map[string][]float64{}
for _, f := range lfs.frames {
dof := f.DoF()
pos := make([]float64, len(dof))
for i, lim := range dof {
l, u := lim.Min, lim.Max

// Default to [-999,999] as range if limits are infinite
if l == math.Inf(-1) {
l = -999
}
if u == math.Inf(1) {
u = 999
}

jRange := math.Abs(u - l)
pos[i] = jRange * percentTotalMovement
jRange := math.Abs(u - l)
pos[i] = jRange * percentTotalMovement
}
frameQstep[f.Name()] = pos
}
return pos
return frameQstep
}
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