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Merge pull request #5 from manoj-ayyappan/rupintalwar/sway-hyperparams
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Rupintalwar/sway hyperparams
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@PradeepPatil101
PradeepPatil101 authored Apr 21, 2023
2 parents 474e01e + b322bf7 commit 120d568
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2 changes: 1 addition & 1 deletion .github/workflows/tests-workflow.yml
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Original file line number Diff line number Diff line change
Expand Up @@ -4,7 +4,7 @@ name: Tests

on:
push:
branches: [ "main" ]
branches: [ "main", "rupintalwar/sway-hyperparams"]
pull_request:
branches: [ "main" ]

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429 changes: 304 additions & 125 deletions out/project2-HPO.out
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224 changes: 149 additions & 75 deletions out/project2-SSM.out
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Original file line number Diff line number Diff line change
Expand Up @@ -24,20 +24,108 @@ zEBRALINE 1 1

cYCLE 1 1

ALPHA -inf 51
ALPHA 51 55
ALPHA 55 65
ALPHA 65 70
ALPHA 70 75
ALPHA 75 80
ALPHA 80 85
ALPHA 85 inf

BETA -inf 6
BETA 6 10
BETA 10 15
BETA 15 25
BETA 25 30
BETA 30 35
BETA 35 40
BETA 40 45
BETA 45 50
BETA 50 55
BETA 55 65
BETA 65 inf

PRESMOOTHING -inf 1
PRESMOOTHING 1 2
PRESMOOTHING 2 3
PRESMOOTHING 3 4
PRESMOOTHING 4 5
PRESMOOTHING 5 6
PRESMOOTHING 6 inf

POSTSMOOTHING -inf 1
POSTSMOOTHING 1 2
POSTSMOOTHING 2 3
POSTSMOOTHING 3 4
POSTSMOOTHING 4 5
POSTSMOOTHING 5 6
POSTSMOOTHING 6 7
POSTSMOOTHING 7 inf
{'zEBRALINE': [1]}
{'zEBRALINE': [1], 'f': [0]}
{'zEBRALINE': [1], 'f': [0], 'v': [1]}
{'zEBRALINE': [1], 'f': [0], 'v': [1], 'rELAXPARAMETER': [0]}
{'zEBRALINE': [1], 'f': [0], 'v': [1], 'rELAXPARAMETER': [0], 'jACOBI': [0]}
{'zEBRALINE': [1], 'f': [0], 'v': [1], 'rELAXPARAMETER': [0], 'jACOBI': [0], 'cOLORGS': [0]}
{'zEBRALINE': [1], 'f': [0], 'v': [1], 'rELAXPARAMETER': [0], 'jACOBI': [0], 'cOLORGS': [0], 'lINE': [0]}
{'zEBRALINE': [1], 'f': [0], 'v': [1], 'rELAXPARAMETER': [0], 'jACOBI': [0], 'cOLORGS': [0], 'lINE': [0]}
{'zEBRALINE': [1], 'f': [0], 'v': [1], 'rELAXPARAMETER': [0], 'jACOBI': [0], 'cOLORGS': [0], 'lINE': [0]}
{'zEBRALINE': [1], 'f': [0], 'v': [1], 'rELAXPARAMETER': [0], 'jACOBI': [0], 'cOLORGS': [0], 'lINE': [0], 'ALPHA': [[85, inf]]}
{'zEBRALINE': [1], 'f': [0], 'v': [1], 'rELAXPARAMETER': [0], 'jACOBI': [0], 'cOLORGS': [0], 'lINE': [0], 'ALPHA': [[85, inf]], 'POSTSMOOTHING': [[3, 4]]}
{'zEBRALINE': [1], 'f': [0], 'v': [1], 'rELAXPARAMETER': [0], 'jACOBI': [0], 'cOLORGS': [0], 'lINE': [0], 'ALPHA': [[80, inf]], 'POSTSMOOTHING': [[3, 4]]}
{'zEBRALINE': [1], 'f': [0], 'v': [1], 'rELAXPARAMETER': [0], 'jACOBI': [0], 'cOLORGS': [0], 'lINE': [0], 'ALPHA': [[80, inf]], 'POSTSMOOTHING': [[3, 4]], 'PRESMOOTHING': [[2, 3]]}
{'zEBRALINE': [1], 'f': [0], 'v': [1], 'rELAXPARAMETER': [0], 'jACOBI': [0], 'cOLORGS': [0], 'lINE': [0], 'ALPHA': [[80, inf]], 'POSTSMOOTHING': [[2, 4]], 'PRESMOOTHING': [[2, 3]]}
{'zEBRALINE': [1], 'f': [0], 'v': [1], 'rELAXPARAMETER': [0], 'jACOBI': [0], 'cOLORGS': [0], 'lINE': [0], 'ALPHA': [[80, inf]], 'POSTSMOOTHING': [[2, 4]], 'PRESMOOTHING': [[2, 4]]}
{'zEBRALINE': [1], 'f': [0], 'v': [1], 'rELAXPARAMETER': [0], 'jACOBI': [0], 'cOLORGS': [0], 'lINE': [0], 'ALPHA': [[80, inf]], 'POSTSMOOTHING': [[2, 4]], 'PRESMOOTHING': [[2, 4]], 'BETA': [[15, 25]]}
{'zEBRALINE': [1], 'f': [0], 'v': [1], 'rELAXPARAMETER': [0], 'jACOBI': [0], 'cOLORGS': [0], 'lINE': [0], 'ALPHA': [[80, inf]], 'POSTSMOOTHING': [[2, 4]], 'PRESMOOTHING': [[1, 4]], 'BETA': [[15, 25]]}
{'zEBRALINE': [1], 'f': [0], 'v': [1], 'rELAXPARAMETER': [0], 'jACOBI': [0], 'cOLORGS': [0], 'lINE': [0], 'ALPHA': [[80, inf]], 'POSTSMOOTHING': [[2, 5]], 'PRESMOOTHING': [[1, 4]], 'BETA': [[15, 25]]}
{'zEBRALINE': [1], 'f': [0], 'v': [1], 'rELAXPARAMETER': [0], 'jACOBI': [0], 'cOLORGS': [0], 'lINE': [0], 'ALPHA': [[75, inf]], 'POSTSMOOTHING': [[2, 5]], 'PRESMOOTHING': [[1, 4]], 'BETA': [[15, 25]]}
{'zEBRALINE': [1], 'f': [0], 'v': [1], 'rELAXPARAMETER': [0], 'jACOBI': [0], 'cOLORGS': [0], 'lINE': [0], 'ALPHA': [[75, inf]], 'POSTSMOOTHING': [[2, 5]], 'PRESMOOTHING': [[1, 4]], 'BETA': [[10, 25]]}
{'zEBRALINE': [1], 'f': [0], 'v': [1], 'rELAXPARAMETER': [0], 'jACOBI': [0], 'cOLORGS': [0], 'lINE': [0], 'ALPHA': [[75, inf]], 'POSTSMOOTHING': [[2, 5]], 'PRESMOOTHING': [[1, 4]], 'BETA': [[6, 25]]}
{'zEBRALINE': [1], 'f': [0], 'v': [1], 'rELAXPARAMETER': [0], 'jACOBI': [0], 'cOLORGS': [0], 'lINE': [0], 'ALPHA': [[75, inf]], 'POSTSMOOTHING': [[2, 5]], 'PRESMOOTHING': [[1, 4]], 'BETA': [[6, 30]]}

f 0 0
f 1 1

sMOOTHER 1 1

cOLORGS 0 0
cOLORGS 1 1

rELAXPARAMETER 0 0
rELAXPARAMETER 1 1

v 0 0
v 1 1

jACOBI 0 0
jACOBI 1 1

lINE 0 0
lINE 1 1

zEBRALINE 0 0
zEBRALINE 1 1

cYCLE 1 1

ALPHA -inf 6
ALPHA 6 15
ALPHA 15 25
ALPHA 25 35
ALPHA 35 45
ALPHA 45 55
ALPHA 55 inf
ALPHA 55 65
ALPHA 65 inf

BETA -inf 65
BETA -inf 45
BETA 45 55
BETA 55 65
BETA 65 75
BETA 75 inf

PRESMOOTHING -inf 4
PRESMOOTHING 4 5
PRESMOOTHING -inf 5
PRESMOOTHING 5 6
PRESMOOTHING 6 7
PRESMOOTHING 7 8
Expand All @@ -46,88 +134,74 @@ PRESMOOTHING 8 inf
POSTSMOOTHING -inf 1
POSTSMOOTHING 1 2
POSTSMOOTHING 2 3
POSTSMOOTHING 3 4
POSTSMOOTHING 4 5
POSTSMOOTHING 5 6
POSTSMOOTHING 6 inf
{'lINE': [1]}
{'lINE': [1], 'f': [0]}
{'lINE': [1], 'f': [0], 'rELAXPARAMETER': [0]}
{'lINE': [1], 'f': [0], 'rELAXPARAMETER': [0], 'v': [1]}
{'lINE': [1], 'f': [0], 'rELAXPARAMETER': [0], 'v': [1], 'BETA': [[75, inf]]}
{'lINE': [1], 'f': [0], 'rELAXPARAMETER': [0], 'v': [1], 'BETA': [[75, inf]], 'jACOBI': [0]}
{'lINE': [1], 'f': [0], 'rELAXPARAMETER': [0], 'v': [1], 'BETA': [[75, inf]], 'jACOBI': [0], 'cOLORGS': [0]}
{'lINE': [1], 'f': [0], 'rELAXPARAMETER': [0], 'v': [1], 'BETA': [[75, inf]], 'jACOBI': [0], 'cOLORGS': [0], 'zEBRALINE': [0]}
{'lINE': [1], 'f': [0], 'rELAXPARAMETER': [0], 'v': [1], 'BETA': [[75, inf]], 'jACOBI': [0], 'cOLORGS': [0], 'zEBRALINE': [0]}
{'lINE': [1], 'f': [0], 'rELAXPARAMETER': [0], 'v': [1], 'BETA': [[75, inf]], 'jACOBI': [0], 'cOLORGS': [0], 'zEBRALINE': [0]}
{'lINE': [1], 'f': [0], 'rELAXPARAMETER': [0], 'v': [1], 'BETA': [[75, inf]], 'jACOBI': [0], 'cOLORGS': [0], 'zEBRALINE': [0], 'ALPHA': [[6, 15]]}
{'lINE': [1], 'f': [0], 'rELAXPARAMETER': [0], 'v': [1], 'BETA': [[75, inf]], 'jACOBI': [0], 'cOLORGS': [0], 'zEBRALINE': [0], 'ALPHA': [[6, 25]]}
{'lINE': [1], 'f': [0], 'rELAXPARAMETER': [0], 'v': [1], 'BETA': [[75, inf]], 'jACOBI': [0], 'cOLORGS': [0], 'zEBRALINE': [0], 'ALPHA': [[6, 25]], 'POSTSMOOTHING': [[-inf, 1]]}
{'lINE': [1], 'f': [0], 'rELAXPARAMETER': [0], 'v': [1], 'BETA': [[75, inf]], 'jACOBI': [0], 'cOLORGS': [0], 'zEBRALINE': [0], 'ALPHA': [[6, 25]], 'POSTSMOOTHING': [[-inf, 1]], 'PRESMOOTHING': [[7, 8]]}
{'lINE': [1], 'f': [0], 'rELAXPARAMETER': [0], 'v': [1], 'BETA': [[75, inf]], 'jACOBI': [0], 'cOLORGS': [0], 'zEBRALINE': [0], 'ALPHA': [[6, 25]], 'POSTSMOOTHING': [[-inf, 1]], 'PRESMOOTHING': [[7, inf]]}
{'lINE': [1], 'f': [0], 'rELAXPARAMETER': [0], 'v': [1], 'BETA': [[75, inf]], 'jACOBI': [0], 'cOLORGS': [0], 'zEBRALINE': [0], 'ALPHA': [[6, 25]], 'POSTSMOOTHING': [[-inf, 1]], 'PRESMOOTHING': [[6, inf]]}
{'lINE': [1], 'f': [0], 'rELAXPARAMETER': [0], 'v': [1], 'BETA': [[75, inf]], 'jACOBI': [0], 'cOLORGS': [0], 'zEBRALINE': [0], 'ALPHA': [[6, 25]], 'POSTSMOOTHING': [[-inf, 2]], 'PRESMOOTHING': [[6, inf]]}
{'lINE': [1], 'f': [0], 'rELAXPARAMETER': [0], 'v': [1], 'BETA': [[75, inf]], 'jACOBI': [0], 'cOLORGS': [0], 'zEBRALINE': [0], 'ALPHA': [[6, 25]], 'POSTSMOOTHING': [[-inf, 2]], 'PRESMOOTHING': [[5, inf]]}
{'lINE': [1], 'f': [0], 'rELAXPARAMETER': [0], 'v': [1], 'BETA': [[75, inf]], 'jACOBI': [0], 'cOLORGS': [0], 'zEBRALINE': [0], 'ALPHA': [[6, 25]], 'POSTSMOOTHING': [[-inf, 3]], 'PRESMOOTHING': [[5, inf]]}
{'lINE': [1], 'f': [0], 'rELAXPARAMETER': [0], 'v': [1], 'BETA': [[75, inf]], 'jACOBI': [0], 'cOLORGS': [0], 'zEBRALINE': [0], 'ALPHA': [[6, 35]], 'POSTSMOOTHING': [[-inf, 3]], 'PRESMOOTHING': [[5, inf]]}
{'lINE': [1], 'f': [0], 'rELAXPARAMETER': [0], 'v': [1], 'BETA': [[75, inf]], 'jACOBI': [0], 'cOLORGS': [0], 'zEBRALINE': [0], 'ALPHA': [[-inf, 35]], 'POSTSMOOTHING': [[-inf, 3]], 'PRESMOOTHING': [[5, inf]]}
{'lINE': [1], 'f': [0], 'rELAXPARAMETER': [0], 'v': [1], 'BETA': [[75, inf]], 'jACOBI': [0], 'cOLORGS': [0], 'zEBRALINE': [0], 'ALPHA': [[-inf, 35]], 'POSTSMOOTHING': [[-inf, 4]], 'PRESMOOTHING': [[5, inf]]}

-----------
explain= {'lINE': [1], 'f': [0], 'rELAXPARAMETER': [0], 'v': [1], 'BETA': [[75, inf]]}
all {'NUMBERITERATIONS-': 7.0, 'TIMETOSOLUTION-': 135.2, 'N': 239360} {'NUMBERITERATIONS-': 12.02, 'TIMETOSOLUTION-': 161.65, 'N': 239360}
sway1 with 10 evals {'NUMBERITERATIONS-': 6.0, 'TIMETOSOLUTION-': 105.27, 'N': 467} {'NUMBERITERATIONS-': 5.43, 'TIMETOSOLUTION-': 110.7, 'N': 467}
xpln1 on 10 evals {'NUMBERITERATIONS-': 7.0, 'TIMETOSOLUTION-': 128.8, 'N': 5440} {'NUMBERITERATIONS-': 10.08, 'TIMETOSOLUTION-': 106.29, 'N': 5440}
top with 239360 evals {'NUMBERITERATIONS-': 4.0, 'TIMETOSOLUTION-': 60.05, 'N': 467} {'NUMBERITERATIONS-': 0.39, 'TIMETOSOLUTION-': 15.16, 'N': 467}
------------------
------------------
HPs
------------------
bins : 2
better : bdom
Far : 0.85
min_size : 0.5
Max : 1600
dist : 3.5
rest : 3.0
------------------
------------------
POSTSMOOTHING 3 inf
{'zEBRALINE': [1]}
{'zEBRALINE': [1], 'rELAXPARAMETER': [0]}
{'zEBRALINE': [1], 'rELAXPARAMETER': [0], 'f': [0]}
{'zEBRALINE': [1], 'rELAXPARAMETER': [0], 'f': [0], 'v': [1]}
{'zEBRALINE': [1], 'rELAXPARAMETER': [0], 'f': [0], 'v': [1], 'jACOBI': [0]}
{'zEBRALINE': [1], 'rELAXPARAMETER': [0], 'f': [0], 'v': [1], 'jACOBI': [0], 'cOLORGS': [0]}
{'zEBRALINE': [1], 'rELAXPARAMETER': [0], 'f': [0], 'v': [1], 'jACOBI': [0], 'cOLORGS': [0], 'lINE': [0]}
{'zEBRALINE': [1], 'rELAXPARAMETER': [0], 'f': [0], 'v': [1], 'jACOBI': [0], 'cOLORGS': [0], 'lINE': [0]}
{'zEBRALINE': [1], 'rELAXPARAMETER': [0], 'f': [0], 'v': [1], 'jACOBI': [0], 'cOLORGS': [0], 'lINE': [0]}
{'zEBRALINE': [1], 'rELAXPARAMETER': [0], 'f': [0], 'v': [1], 'jACOBI': [0], 'cOLORGS': [0], 'lINE': [0], 'BETA': [[75, inf]]}
{'zEBRALINE': [1], 'rELAXPARAMETER': [0], 'f': [0], 'v': [1], 'jACOBI': [0], 'cOLORGS': [0], 'lINE': [0], 'BETA': [[75, inf]], 'POSTSMOOTHING': [[-inf, 1]]}
{'zEBRALINE': [1], 'rELAXPARAMETER': [0], 'f': [0], 'v': [1], 'jACOBI': [0], 'cOLORGS': [0], 'lINE': [0], 'BETA': [[75, inf]], 'POSTSMOOTHING': [[-inf, 1]], 'PRESMOOTHING': [[8, inf]]}
{'zEBRALINE': [1], 'rELAXPARAMETER': [0], 'f': [0], 'v': [1], 'jACOBI': [0], 'cOLORGS': [0], 'lINE': [0], 'BETA': [[75, inf]], 'POSTSMOOTHING': [[-inf, 1]], 'PRESMOOTHING': [[7, inf]]}
{'zEBRALINE': [1], 'rELAXPARAMETER': [0], 'f': [0], 'v': [1], 'jACOBI': [0], 'cOLORGS': [0], 'lINE': [0], 'BETA': [[75, inf]], 'POSTSMOOTHING': [[-inf, 2]], 'PRESMOOTHING': [[7, inf]]}
{'zEBRALINE': [1], 'rELAXPARAMETER': [0], 'f': [0], 'v': [1], 'jACOBI': [0], 'cOLORGS': [0], 'lINE': [0], 'BETA': [[75, inf]], 'POSTSMOOTHING': [[-inf, 2]], 'PRESMOOTHING': [[7, inf]], 'ALPHA': [[25, 35]]}
{'zEBRALINE': [1], 'rELAXPARAMETER': [0], 'f': [0], 'v': [1], 'jACOBI': [0], 'cOLORGS': [0], 'lINE': [0], 'BETA': [[75, inf]], 'POSTSMOOTHING': [[-inf, 3]], 'PRESMOOTHING': [[7, inf]], 'ALPHA': [[25, 35]]}
{'zEBRALINE': [1], 'rELAXPARAMETER': [0], 'f': [0], 'v': [1], 'jACOBI': [0], 'cOLORGS': [0], 'lINE': [0], 'BETA': [[75, inf]], 'POSTSMOOTHING': [[-inf, 3]], 'PRESMOOTHING': [[7, inf]], 'ALPHA': [[15, 35]]}
{'zEBRALINE': [1], 'rELAXPARAMETER': [0], 'f': [0], 'v': [1], 'jACOBI': [0], 'cOLORGS': [0], 'lINE': [0], 'BETA': [[65, inf]], 'POSTSMOOTHING': [[-inf, 3]], 'PRESMOOTHING': [[7, inf]], 'ALPHA': [[15, 35]]}
{'zEBRALINE': [1], 'rELAXPARAMETER': [0], 'f': [0], 'v': [1], 'jACOBI': [0], 'cOLORGS': [0], 'lINE': [0], 'BETA': [[65, inf]], 'POSTSMOOTHING': [[-inf, 3]], 'PRESMOOTHING': [[7, inf]], 'ALPHA': [[15, 45]]}
{'zEBRALINE': [1], 'rELAXPARAMETER': [0], 'f': [0], 'v': [1], 'jACOBI': [0], 'cOLORGS': [0], 'lINE': [0], 'BETA': [[65, inf]], 'POSTSMOOTHING': [[-inf, 3]], 'PRESMOOTHING': [[6, inf]], 'ALPHA': [[15, 45]]}

sway with 10 evals {'NUMBERITERATIONS-': 4.0, 'TIMETOSOLUTION-': 87.4, 'N': 467} {'NUMBERITERATIONS-': 0.39, 'TIMETOSOLUTION-': 17.28, 'N': 467}
------------------
explain= {'zEBRALINE': [1], 'POSTSMOOTHING': [[-inf, 3]], 'rELAXPARAMETER': [0], 'f': [0], 'v': [1], 'PRESMOOTHING': [[3, inf]]}
HPs
------------------
bins : 2
better : bdom
Far : 0.97
min_size : 0.5
Max : 100
dist : 3.0
rest : 4.0
------------------
------------------
xpln1 on 10 evals {'NUMBERITERATIONS-': 5.0, 'TIMETOSOLUTION-': 87.66, 'N': 3366} {'NUMBERITERATIONS-': 4.26, 'TIMETOSOLUTION-': 35.34, 'N': 3366}
Mid
Method, NUMBERITERATIONS-, TIMETOSOLUTION-
all, 7.0, 133.14, 239360
sway1, 6.0, 112.09, 467
xpln1, 6.0, 106.42, 14960
sway2, 5.0, 75.66, 467
xpln2, 6.0, 110.35, 14960
top, 4.0, 60.05, 467

Div
Method, NUMBERITERATIONS-, TIMETOSOLUTION-
all, 8.53, 96.94, 239360
sway1, 2.71, 51.02, 467
xpln1, 3.49, 62.39, 14960
sway2, 1.94, 13.69, 467
xpln2, 3.49, 55.77, 14960
top, 0.39, 15.16, 467

Evals
Method, Count
all, 0
sway1, 10
xpln1, 10
sway2, 60
xpln2, 60
top, 239360
------------------
Stats
------------------
all {'NUMBERITERATIONS-': 7.0, 'TIMETOSOLUTION-': 135.2, 'N': 239360} {'NUMBERITERATIONS-': 12.02, 'TIMETOSOLUTION-': 161.65, 'N': 239360}
sway1 with 10 evals {'NUMBERITERATIONS-': 5.0, 'TIMETOSOLUTION-': 115.15, 'N': 467} {'NUMBERITERATIONS-': 0.39, 'TIMETOSOLUTION-': 16.46, 'N': 467}
xpln1 on 10 evals {'NUMBERITERATIONS-': 5.0, 'TIMETOSOLUTION-': 133.83, 'N': 14960} {'NUMBERITERATIONS-': 2.71, 'TIMETOSOLUTION-': 56.64, 'N': 14960}
top with 239360 evals {'NUMBERITERATIONS-': 4.0, 'TIMETOSOLUTION-': 88.45, 'N': 467} {'NUMBERITERATIONS-': 0.39, 'TIMETOSOLUTION-': 20.82, 'N': 467}
sway2 with 10 evals {'NUMBERITERATIONS-': 4.0, 'TIMETOSOLUTION-': 87.4, 'N': 467} {'NUMBERITERATIONS-': 0.39, 'TIMETOSOLUTION-': 17.28, 'N': 467}
xpln2 on 10 evals {'NUMBERITERATIONS-': 5.0, 'TIMETOSOLUTION-': 87.66, 'N': 3366} {'NUMBERITERATIONS-': 4.26, 'TIMETOSOLUTION-': 35.34, 'N': 3366}
all {'NUMBERITERATIONS-': 7.0, 'TIMETOSOLUTION-': 133.14, 'N': 239360} {'NUMBERITERATIONS-': 8.53, 'TIMETOSOLUTION-': 96.94, 'N': 239360}
sway1 with 10 evals {'NUMBERITERATIONS-': 6.0, 'TIMETOSOLUTION-': 112.09, 'N': 467} {'NUMBERITERATIONS-': 2.71, 'TIMETOSOLUTION-': 51.02, 'N': 467}
xpln1 on 10 evals {'NUMBERITERATIONS-': 6.0, 'TIMETOSOLUTION-': 106.42, 'N': 14960} {'NUMBERITERATIONS-': 3.49, 'TIMETOSOLUTION-': 62.39, 'N': 14960}
top with 239360 evals {'NUMBERITERATIONS-': 4.0, 'TIMETOSOLUTION-': 60.05, 'N': 467} {'NUMBERITERATIONS-': 0.39, 'TIMETOSOLUTION-': 15.16, 'N': 467}
sway2 with 60 evals {'NUMBERITERATIONS-': 5.0, 'TIMETOSOLUTION-': 75.66, 'N': 467} {'NUMBERITERATIONS-': 1.94, 'TIMETOSOLUTION-': 13.69, 'N': 467}
xpln2 on 60 evals {'NUMBERITERATIONS-': 6.0, 'TIMETOSOLUTION-': 110.35, 'N': 14960} {'NUMBERITERATIONS-': 3.49, 'TIMETOSOLUTION-': 55.77, 'N': 14960}
------------------
Equals
------------------
All to All {'NUMBERITERATIONS-': ' = ', 'TIMETOSOLUTION-': ' = '}
All to Sway1 {'NUMBERITERATIONS-': ' ! ', 'TIMETOSOLUTION-': ' ! '}
All to Sway2 {'NUMBERITERATIONS-': ' ! ', 'TIMETOSOLUTION-': ' ! '}
Sway1 to Sway2 {'NUMBERITERATIONS-': ' ! ', 'TIMETOSOLUTION-': ' ! '}
Sway1 to Xpln1 {'NUMBERITERATIONS-': ' ! ', 'TIMETOSOLUTION-': ' ! '}
Sway2 to Xpln2 {'NUMBERITERATIONS-': ' ! ', 'TIMETOSOLUTION-': ' ! '}
Sway1 to Sway2 {'NUMBERITERATIONS-': ' = ', 'TIMETOSOLUTION-': ' ! '}
Sway1 to Xpln1 {'NUMBERITERATIONS-': ' = ', 'TIMETOSOLUTION-': ' = '}
Sway2 to Xpln2 {'NUMBERITERATIONS-': ' = ', 'TIMETOSOLUTION-': ' ! '}
Sway1 to Top {'NUMBERITERATIONS-': ' ! ', 'TIMETOSOLUTION-': ' ! '}
Sway2 to Top {'NUMBERITERATIONS-': ' = ', 'TIMETOSOLUTION-': ' = '}
Sway2 to Top {'NUMBERITERATIONS-': ' ! ', 'TIMETOSOLUTION-': ' ! '}
✅ pass: hpo
#W ?k <class 'str'>
#W ?v <class 'dict'>
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