Numeric.Histogram:binBounds from Chart-1.5.3

Time bar (total: 1.1s)

analyze93.0ms (8.3%)

Algorithm
1×search
Search
ProbabilityValidUnknownPreconditionInfiniteDomainCan'tIter
0%0%99.8%0.2%0%0%0%0
0%0%99.8%0.2%0%0%0%1
0%0%99.8%0.2%0%0%0%2
0%0%99.8%0.2%0%0%0%3
0%0%99.8%0.2%0%0%0%4
50%49.9%49.9%0.2%0%0%0%5
50%49.9%49.9%0.2%0%0%0%6
50%49.9%49.9%0.2%0%0%0%7
50%49.9%49.9%0.2%0%0%0%8
75%74.9%25%0.2%0%0%0%9
75%74.9%25%0.2%0%0%0%10
75%74.9%25%0.2%0%0%0%11
75%74.9%25%0.2%0%0%0%12
Compiler

Compiled 14 to 9 computations (35.7% saved)

Precisions
Click to see histograms. Total time spent on operations: 29.0ms
ival-add: 10.0ms (34.4% of total)
ival-mult: 8.0ms (27.5% of total)
ival-sub: 6.0ms (20.6% of total)
ival-div: 4.0ms (13.8% of total)
const: 1.0ms (3.4% of total)

sample798.0ms (71.6%)

Results
584.0ms8256×256valid
Precisions
Click to see histograms. Total time spent on operations: 275.0ms
ival-mult: 99.0ms (36% of total)
ival-div: 72.0ms (26.2% of total)
ival-sub: 55.0ms (20% of total)
ival-add: 43.0ms (15.6% of total)
const: 6.0ms (2.2% of total)
Bogosity

preprocess119.0ms (10.7%)

Algorithm
1×egg-herbie
Rules
612×unsub-neg
436×sub-neg
371×div-sub
340×fma-define
328×associate-/r*
Iterations

Useful iterations: 2 (0.0ms)

IterNodesCost
060688
1137608
2377600
31246600
44428600
57365600
Stop Event
1×node limit
Calls
Call 1
Inputs
(+.f64 x (/.f64 (*.f64 (-.f64 y x) z) t))
(+.f64 x (/.f64 (*.f64 (-.f64 y x) z) t))
(+.f64 (neg.f64 x) (/.f64 (*.f64 (-.f64 y (neg.f64 x)) z) t))
(+.f64 x (/.f64 (*.f64 (-.f64 (neg.f64 y) x) z) t))
(+.f64 x (/.f64 (*.f64 (-.f64 y x) (neg.f64 z)) t))
(+.f64 x (/.f64 (*.f64 (-.f64 y x) z) (neg.f64 t)))
(neg.f64 (+.f64 (neg.f64 x) (/.f64 (*.f64 (-.f64 y (neg.f64 x)) z) t)))
(neg.f64 (+.f64 x (/.f64 (*.f64 (-.f64 (neg.f64 y) x) z) t)))
(neg.f64 (+.f64 x (/.f64 (*.f64 (-.f64 y x) (neg.f64 z)) t)))
(neg.f64 (+.f64 x (/.f64 (*.f64 (-.f64 y x) z) (neg.f64 t))))
(+.f64 y (/.f64 (*.f64 (-.f64 x y) z) t))
(+.f64 z (/.f64 (*.f64 (-.f64 y z) x) t))
(+.f64 t (/.f64 (*.f64 (-.f64 y t) z) x))
(+.f64 x (/.f64 (*.f64 (-.f64 z x) y) t))
(+.f64 x (/.f64 (*.f64 (-.f64 t x) z) y))
(+.f64 x (/.f64 (*.f64 (-.f64 y x) t) z))
Outputs
(+.f64 x (/.f64 (*.f64 (-.f64 y x) z) t))
(+.f64 x (*.f64 (-.f64 y x) (/.f64 z t)))
(fma.f64 (-.f64 y x) (/.f64 z t) x)
(+.f64 x (/.f64 (*.f64 (-.f64 y x) z) t))
(+.f64 x (*.f64 (-.f64 y x) (/.f64 z t)))
(fma.f64 (-.f64 y x) (/.f64 z t) x)
(+.f64 (neg.f64 x) (/.f64 (*.f64 (-.f64 y (neg.f64 x)) z) t))
(+.f64 (neg.f64 x) (*.f64 (-.f64 y (neg.f64 x)) (/.f64 z t)))
(-.f64 (*.f64 (+.f64 x y) (/.f64 z t)) x)
(-.f64 (*.f64 z (/.f64 (+.f64 x y) t)) x)
(+.f64 x (/.f64 (*.f64 (-.f64 (neg.f64 y) x) z) t))
(+.f64 x (*.f64 (-.f64 (neg.f64 y) x) (/.f64 z t)))
(-.f64 x (*.f64 (+.f64 x y) (/.f64 z t)))
(fma.f64 z (/.f64 (-.f64 (neg.f64 y) x) t) x)
(fma.f64 (+.f64 x y) (/.f64 z (neg.f64 t)) x)
(+.f64 x (/.f64 (*.f64 (-.f64 y x) (neg.f64 z)) t))
(-.f64 x (*.f64 (-.f64 y x) (/.f64 z t)))
(fma.f64 (-.f64 x y) (/.f64 z t) x)
(fma.f64 z (/.f64 (-.f64 x y) t) x)
(+.f64 x (/.f64 (*.f64 (-.f64 y x) z) (neg.f64 t)))
(+.f64 x (/.f64 (*.f64 (-.f64 y x) (neg.f64 z)) t))
(-.f64 x (*.f64 (-.f64 y x) (/.f64 z t)))
(fma.f64 (-.f64 x y) (/.f64 z t) x)
(fma.f64 z (/.f64 (-.f64 x y) t) x)
(neg.f64 (+.f64 (neg.f64 x) (/.f64 (*.f64 (-.f64 y (neg.f64 x)) z) t)))
(+.f64 x (*.f64 (-.f64 (neg.f64 y) x) (/.f64 z t)))
(-.f64 x (*.f64 (+.f64 x y) (/.f64 z t)))
(fma.f64 z (/.f64 (-.f64 (neg.f64 y) x) t) x)
(fma.f64 (+.f64 x y) (/.f64 z (neg.f64 t)) x)
(neg.f64 (+.f64 x (/.f64 (*.f64 (-.f64 (neg.f64 y) x) z) t)))
(+.f64 (neg.f64 x) (*.f64 (-.f64 y (neg.f64 x)) (/.f64 z t)))
(-.f64 (*.f64 (+.f64 x y) (/.f64 z t)) x)
(-.f64 (*.f64 z (/.f64 (+.f64 x y) t)) x)
(neg.f64 (+.f64 x (/.f64 (*.f64 (-.f64 y x) (neg.f64 z)) t)))
(-.f64 (*.f64 (-.f64 y x) (/.f64 z t)) x)
(fma.f64 (-.f64 y x) (/.f64 z t) (neg.f64 x))
(neg.f64 (+.f64 x (/.f64 (*.f64 (-.f64 y x) z) (neg.f64 t))))
(neg.f64 (+.f64 x (/.f64 (*.f64 (-.f64 y x) (neg.f64 z)) t)))
(-.f64 (*.f64 (-.f64 y x) (/.f64 z t)) x)
(fma.f64 (-.f64 y x) (/.f64 z t) (neg.f64 x))
(+.f64 y (/.f64 (*.f64 (-.f64 x y) z) t))
(+.f64 y (*.f64 (-.f64 x y) (/.f64 z t)))
(fma.f64 (-.f64 x y) (/.f64 z t) y)
(fma.f64 z (/.f64 (-.f64 x y) t) y)
(+.f64 z (/.f64 (*.f64 (-.f64 y z) x) t))
(+.f64 z (*.f64 (-.f64 y z) (/.f64 x t)))
(fma.f64 (-.f64 y z) (/.f64 x t) z)
(fma.f64 x (/.f64 (-.f64 y z) t) z)
(+.f64 t (/.f64 (*.f64 (-.f64 y t) z) x))
(+.f64 t (*.f64 (-.f64 y t) (/.f64 z x)))
(fma.f64 (-.f64 y t) (/.f64 z x) t)
(fma.f64 z (/.f64 (-.f64 y t) x) t)
(+.f64 x (/.f64 (*.f64 (-.f64 z x) y) t))
(+.f64 x (/.f64 (*.f64 y (-.f64 z x)) t))
(fma.f64 (-.f64 z x) (/.f64 y t) x)
(fma.f64 y (/.f64 (-.f64 z x) t) x)
(+.f64 x (/.f64 (*.f64 (-.f64 t x) z) y))
(+.f64 x (*.f64 (-.f64 t x) (/.f64 z y)))
(fma.f64 (-.f64 t x) (/.f64 z y) x)
(fma.f64 z (/.f64 (-.f64 t x) y) x)
(+.f64 x (/.f64 (*.f64 (-.f64 y x) t) z))
(fma.f64 (-.f64 y x) (/.f64 t z) x)

explain76.0ms (6.8%)

FPErrors
Click to see full error table
Ground TruthOverpredictionsExampleUnderpredictionsExampleSubexpression
160-0-(/.f64 (*.f64 (-.f64 y x) z) t)
00-0-x
00-0-z
00-0-(+.f64 x (/.f64 (*.f64 (-.f64 y x) z) t))
00-0-t
00-0-(*.f64 (-.f64 y x) z)
00-0-y
00-0-(-.f64 y x)
Results
41.0ms512×256valid
Compiler

Compiled 79 to 26 computations (67.1% saved)

Precisions
Click to see histograms. Total time spent on operations: 16.0ms
ival-div: 5.0ms (31.5% of total)
ival-mult: 4.0ms (25.2% of total)
ival-sub: 3.0ms (18.9% of total)
ival-add: 3.0ms (18.9% of total)
const: 0.0ms (0% of total)

eval0.0ms (0%)

Compiler

Compiled 4 to 4 computations (0% saved)

prune1.0ms (0.1%)

Alt Table
Click to see full alt table
StatusAccuracyProgram
94.4%
(+.f64 x (/.f64 (*.f64 (-.f64 y x) z) t))
Compiler

Compiled 26 to 16 computations (38.5% saved)

simplify2.0ms (0.2%)

Algorithm
1×egg-herbie
Rules
3×+-commutative
2×sub-neg
2×*-commutative
1×neg-sub0
1×neg-mul-1
Iterations

Useful iterations: 0 (0.0ms)

IterNodesCost
01540
12040
22540
32740
42840
Stop Event
1×saturated
Calls
Call 1
Inputs
(+.f64 x (/.f64 (*.f64 (-.f64 y x) z) t))
Outputs
(+.f64 x (/.f64 (*.f64 (-.f64 y x) z) t))

soundness0.0ms (0%)

Stop Event
1×fuel
Compiler

Compiled 13 to 8 computations (38.5% saved)

preprocess26.0ms (2.4%)

Compiler

Compiled 130 to 74 computations (43.1% saved)

end0.0ms (0%)

Profiling

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