From Warwick Tucker's Validated Numerics

Time bar (total: 7.2s)

analyze9.0ms (0.1%)

Memory
-53.9MiB live, 0.4MiB allocated
Algorithm
random
Compiler

Compiled 46 to 33 computations (28.3% saved)

sample6.0s (83.2%)

Memory
9.0MiB live, 6 983.1MiB allocated
Samples
4.6s8 256×1valid
Precisions
Click to see histograms. Total time spent on operations: 3.9s
ival-mult: 1.6s (41.9% of total)
ival-pow: 827.0ms (21.2% of total)
ival-add: 712.0ms (18.2% of total)
adjust: 359.0ms (9.2% of total)
ival-neg: 169.0ms (4.3% of total)
ival-div: 139.0ms (3.6% of total)
...in/eval/compile.rkt:110:19: 54.0ms (1.4% of total)
ival-true: 5.0ms (0.1% of total)
ival-assert: 3.0ms (0.1% of total)
Bogosity

preprocess93.0ms (1.3%)

Memory
-4.7MiB live, 86.1MiB allocated
Algorithm
egg-herbie
Iterations

Useful iterations: 0 (0.0ms)

IterNodesCost
0532
Stop Event
saturated
Calls
Call 1
Inputs
(+.f64 (+.f64 (+.f64 (*.f64 #s(literal 1335/4 binary64) (pow.f64 #s(literal 33096 binary64) #s(literal 6 binary64))) (*.f64 (*.f64 #s(literal 77617 binary64) #s(literal 77617 binary64)) (+.f64 (+.f64 (+.f64 (*.f64 (*.f64 #s(literal 11 binary64) (*.f64 #s(literal 77617 binary64) #s(literal 77617 binary64))) (*.f64 #s(literal 33096 binary64) #s(literal 33096 binary64))) (neg.f64 (pow.f64 #s(literal 33096 binary64) #s(literal 6 binary64)))) (*.f64 #s(literal -121 binary64) (pow.f64 #s(literal 33096 binary64) #s(literal 4 binary64)))) #s(literal -2 binary64)))) (*.f64 #s(literal 11/2 binary64) (pow.f64 #s(literal 33096 binary64) #s(literal 8 binary64)))) (/.f64 #s(literal 77617 binary64) (*.f64 #s(literal 2 binary64) #s(literal 33096 binary64))))
(+.f64 (+.f64 (+.f64 (*.f64 #s(literal 1335/4 binary64) (pow.f64 #s(literal 33096 binary64) #s(literal 6 binary64))) (*.f64 (*.f64 #s(literal 77617 binary64) #s(literal 77617 binary64)) (+.f64 (+.f64 (+.f64 (*.f64 (*.f64 #s(literal 11 binary64) (*.f64 #s(literal 77617 binary64) #s(literal 77617 binary64))) (*.f64 #s(literal 33096 binary64) #s(literal 33096 binary64))) (neg.f64 (pow.f64 #s(literal 33096 binary64) #s(literal 6 binary64)))) (*.f64 #s(literal -121 binary64) (pow.f64 #s(literal 33096 binary64) #s(literal 4 binary64)))) #s(literal -2 binary64)))) (*.f64 #s(literal 11/2 binary64) (pow.f64 #s(literal 33096 binary64) #s(literal 8 binary64)))) (/.f64 #s(literal 77617 binary64) (*.f64 #s(literal 2 binary64) #s(literal 33096 binary64))))
Outputs
(+.f64 (+.f64 (+.f64 (*.f64 #s(literal 1335/4 binary64) (pow.f64 #s(literal 33096 binary64) #s(literal 6 binary64))) (*.f64 (*.f64 #s(literal 77617 binary64) #s(literal 77617 binary64)) (+.f64 (+.f64 (+.f64 (*.f64 (*.f64 #s(literal 11 binary64) (*.f64 #s(literal 77617 binary64) #s(literal 77617 binary64))) (*.f64 #s(literal 33096 binary64) #s(literal 33096 binary64))) (neg.f64 (pow.f64 #s(literal 33096 binary64) #s(literal 6 binary64)))) (*.f64 #s(literal -121 binary64) (pow.f64 #s(literal 33096 binary64) #s(literal 4 binary64)))) #s(literal -2 binary64)))) (*.f64 #s(literal 11/2 binary64) (pow.f64 #s(literal 33096 binary64) #s(literal 8 binary64)))) (/.f64 #s(literal 77617 binary64) (*.f64 #s(literal 2 binary64) #s(literal 33096 binary64))))
#s(literal -54767/66192 binary64)
(+.f64 (+.f64 (+.f64 (*.f64 #s(literal 1335/4 binary64) (pow.f64 #s(literal 33096 binary64) #s(literal 6 binary64))) (*.f64 (*.f64 #s(literal 77617 binary64) #s(literal 77617 binary64)) (+.f64 (+.f64 (+.f64 (*.f64 (*.f64 #s(literal 11 binary64) (*.f64 #s(literal 77617 binary64) #s(literal 77617 binary64))) (*.f64 #s(literal 33096 binary64) #s(literal 33096 binary64))) (neg.f64 (pow.f64 #s(literal 33096 binary64) #s(literal 6 binary64)))) (*.f64 #s(literal -121 binary64) (pow.f64 #s(literal 33096 binary64) #s(literal 4 binary64)))) #s(literal -2 binary64)))) (*.f64 #s(literal 11/2 binary64) (pow.f64 #s(literal 33096 binary64) #s(literal 8 binary64)))) (/.f64 #s(literal 77617 binary64) (*.f64 #s(literal 2 binary64) #s(literal 33096 binary64))))
#s(literal -54767/66192 binary64)

explain960.0ms (13.3%)

Memory
13.9MiB live, 1 126.2MiB allocated
FPErrors
Click to see full error table
Ground TruthOverpredictionsExampleUnderpredictionsExampleSubexpression
2560-0-(+.f64 (+.f64 (*.f64 #s(literal 1335/4 binary64) (pow.f64 #s(literal 33096 binary64) #s(literal 6 binary64))) (*.f64 (*.f64 #s(literal 77617 binary64) #s(literal 77617 binary64)) (+.f64 (+.f64 (+.f64 (*.f64 (*.f64 #s(literal 11 binary64) (*.f64 #s(literal 77617 binary64) #s(literal 77617 binary64))) (*.f64 #s(literal 33096 binary64) #s(literal 33096 binary64))) (neg.f64 (pow.f64 #s(literal 33096 binary64) #s(literal 6 binary64)))) (*.f64 #s(literal -121 binary64) (pow.f64 #s(literal 33096 binary64) #s(literal 4 binary64)))) #s(literal -2 binary64)))) (*.f64 #s(literal 11/2 binary64) (pow.f64 #s(literal 33096 binary64) #s(literal 8 binary64))))
00-0-(+.f64 (+.f64 (*.f64 (*.f64 #s(literal 11 binary64) (*.f64 #s(literal 77617 binary64) #s(literal 77617 binary64))) (*.f64 #s(literal 33096 binary64) #s(literal 33096 binary64))) (neg.f64 (pow.f64 #s(literal 33096 binary64) #s(literal 6 binary64)))) (*.f64 #s(literal -121 binary64) (pow.f64 #s(literal 33096 binary64) #s(literal 4 binary64))))
00-0-(*.f64 (*.f64 #s(literal 11 binary64) (*.f64 #s(literal 77617 binary64) #s(literal 77617 binary64))) (*.f64 #s(literal 33096 binary64) #s(literal 33096 binary64)))
00-0-#s(literal 8 binary64)
00-0-(*.f64 #s(literal 11 binary64) (*.f64 #s(literal 77617 binary64) #s(literal 77617 binary64)))
00-0-(pow.f64 #s(literal 33096 binary64) #s(literal 8 binary64))
00-0-(*.f64 #s(literal -121 binary64) (pow.f64 #s(literal 33096 binary64) #s(literal 4 binary64)))
00-0-#s(literal 11/2 binary64)
00-0-(+.f64 (*.f64 #s(literal 1335/4 binary64) (pow.f64 #s(literal 33096 binary64) #s(literal 6 binary64))) (*.f64 (*.f64 #s(literal 77617 binary64) #s(literal 77617 binary64)) (+.f64 (+.f64 (+.f64 (*.f64 (*.f64 #s(literal 11 binary64) (*.f64 #s(literal 77617 binary64) #s(literal 77617 binary64))) (*.f64 #s(literal 33096 binary64) #s(literal 33096 binary64))) (neg.f64 (pow.f64 #s(literal 33096 binary64) #s(literal 6 binary64)))) (*.f64 #s(literal -121 binary64) (pow.f64 #s(literal 33096 binary64) #s(literal 4 binary64)))) #s(literal -2 binary64))))
00-0-#s(literal 77617 binary64)
00-0-#s(literal 33096 binary64)
00-0-(pow.f64 #s(literal 33096 binary64) #s(literal 6 binary64))
00-0-(*.f64 #s(literal 33096 binary64) #s(literal 33096 binary64))
00-0-(*.f64 #s(literal 1335/4 binary64) (pow.f64 #s(literal 33096 binary64) #s(literal 6 binary64)))
00-0-#s(literal 1335/4 binary64)
00-0-#s(literal -121 binary64)
00-0-(+.f64 (+.f64 (+.f64 (*.f64 #s(literal 1335/4 binary64) (pow.f64 #s(literal 33096 binary64) #s(literal 6 binary64))) (*.f64 (*.f64 #s(literal 77617 binary64) #s(literal 77617 binary64)) (+.f64 (+.f64 (+.f64 (*.f64 (*.f64 #s(literal 11 binary64) (*.f64 #s(literal 77617 binary64) #s(literal 77617 binary64))) (*.f64 #s(literal 33096 binary64) #s(literal 33096 binary64))) (neg.f64 (pow.f64 #s(literal 33096 binary64) #s(literal 6 binary64)))) (*.f64 #s(literal -121 binary64) (pow.f64 #s(literal 33096 binary64) #s(literal 4 binary64)))) #s(literal -2 binary64)))) (*.f64 #s(literal 11/2 binary64) (pow.f64 #s(literal 33096 binary64) #s(literal 8 binary64)))) (/.f64 #s(literal 77617 binary64) (*.f64 #s(literal 2 binary64) #s(literal 33096 binary64))))
00-0-(/.f64 #s(literal 77617 binary64) (*.f64 #s(literal 2 binary64) #s(literal 33096 binary64)))
00-0-(*.f64 #s(literal 11/2 binary64) (pow.f64 #s(literal 33096 binary64) #s(literal 8 binary64)))
00-0-#s(literal 4 binary64)
00-0-(neg.f64 (pow.f64 #s(literal 33096 binary64) #s(literal 6 binary64)))
00-0-(*.f64 #s(literal 77617 binary64) #s(literal 77617 binary64))
00-0-#s(literal 6 binary64)
00-0-#s(literal 2 binary64)
00-0-#s(literal -2 binary64)
00-0-(pow.f64 #s(literal 33096 binary64) #s(literal 4 binary64))
00-0-(+.f64 (*.f64 (*.f64 #s(literal 11 binary64) (*.f64 #s(literal 77617 binary64) #s(literal 77617 binary64))) (*.f64 #s(literal 33096 binary64) #s(literal 33096 binary64))) (neg.f64 (pow.f64 #s(literal 33096 binary64) #s(literal 6 binary64))))
00-0-(+.f64 (+.f64 (+.f64 (*.f64 (*.f64 #s(literal 11 binary64) (*.f64 #s(literal 77617 binary64) #s(literal 77617 binary64))) (*.f64 #s(literal 33096 binary64) #s(literal 33096 binary64))) (neg.f64 (pow.f64 #s(literal 33096 binary64) #s(literal 6 binary64)))) (*.f64 #s(literal -121 binary64) (pow.f64 #s(literal 33096 binary64) #s(literal 4 binary64)))) #s(literal -2 binary64))
00-0-(*.f64 (*.f64 #s(literal 77617 binary64) #s(literal 77617 binary64)) (+.f64 (+.f64 (+.f64 (*.f64 (*.f64 #s(literal 11 binary64) (*.f64 #s(literal 77617 binary64) #s(literal 77617 binary64))) (*.f64 #s(literal 33096 binary64) #s(literal 33096 binary64))) (neg.f64 (pow.f64 #s(literal 33096 binary64) #s(literal 6 binary64)))) (*.f64 #s(literal -121 binary64) (pow.f64 #s(literal 33096 binary64) #s(literal 4 binary64)))) #s(literal -2 binary64)))
00-0-#s(literal 11 binary64)
00-0-(*.f64 #s(literal 2 binary64) #s(literal 33096 binary64))
Explanations
Click to see full explanations table
OperatorSubexpressionExplanationCount
+.f64(+.f64 (+.f64 (*.f64 #s(literal 1335/4 binary64) (pow.f64 #s(literal 33096 binary64) #s(literal 6 binary64))) (*.f64 (*.f64 #s(literal 77617 binary64) #s(literal 77617 binary64)) (+.f64 (+.f64 (+.f64 (*.f64 (*.f64 #s(literal 11 binary64) (*.f64 #s(literal 77617 binary64) #s(literal 77617 binary64))) (*.f64 #s(literal 33096 binary64) #s(literal 33096 binary64))) (neg.f64 (pow.f64 #s(literal 33096 binary64) #s(literal 6 binary64)))) (*.f64 #s(literal -121 binary64) (pow.f64 #s(literal 33096 binary64) #s(literal 4 binary64)))) #s(literal -2 binary64)))) (*.f64 #s(literal 11/2 binary64) (pow.f64 #s(literal 33096 binary64) #s(literal 8 binary64))))cancellation10
Confusion
Predicted +Predicted -
+2560
-00
Precision
1.0
Recall
1.0
Confusion?
Predicted +Predicted MaybePredicted -
+25600
-000
Precision?
1.0
Recall?
1.0
Freqs
test
numberfreq
1256
Total Confusion?
Predicted +Predicted MaybePredicted -
+100
-000
Precision?
1.0
Recall?
1.0
Samples
496.0ms512×1valid
Compiler

Compiled 618 to 128 computations (79.3% saved)

Precisions
Click to see histograms. Total time spent on operations: 342.0ms
ival-pow: 229.0ms (67% of total)
ival-mult: 50.0ms (14.6% of total)
ival-add: 26.0ms (7.6% of total)
adjust: 20.0ms (5.9% of total)
ival-div: 8.0ms (2.3% of total)
ival-neg: 5.0ms (1.5% of total)
...in/eval/compile.rkt:110:19: 4.0ms (1.2% of total)
ival-true: 1.0ms (0.3% of total)
ival-assert: 0.0ms (0% of total)

eval0.0ms (0%)

Memory
0.8MiB live, 0.8MiB allocated
Compiler

Compiled 1 to 1 computations (0% saved)

prune0.0ms (0%)

Memory
1.3MiB live, 1.3MiB allocated
Alt Table
Click to see full alt table
StatusAccuracyProgram
100.0%
#s(literal -54767/66192 binary64)
Compiler

Compiled 1 to 1 computations (0% saved)

simplify5.0ms (0.1%)

Memory
10.6MiB live, 10.6MiB allocated
Algorithm
egg-herbie
Iterations

Useful iterations: 0 (0.0ms)

IterNodesCost
011
Stop Event
saturated
Calls
Call 1
Inputs
#s(literal -54767/66192 binary64)
Outputs
#s(literal -54767/66192 binary64)

localize30.0ms (0.4%)

Memory
-22.2MiB live, 17.1MiB allocated
Samples
27.0ms256×0valid
Compiler

Compiled 3 to 3 computations (0% saved)

Precisions
Click to see histograms. Total time spent on operations: 4.0ms
...in/eval/compile.rkt:111:19: 3.0ms (83.5% of total)
ival-true: 0.0ms (0% of total)
ival-assert: 0.0ms (0% of total)

eval0.0ms (0%)

Memory
0.5MiB live, 0.5MiB allocated
Compiler

Compiled 0 to 0 computations (0% saved)

prune1.0ms (0%)

Memory
2.8MiB live, 2.8MiB allocated
Pruning

1 alts after pruning (0 fresh and 1 done)

PrunedKeptTotal
New000
Fresh000
Picked011
Done000
Total011
Accuracy
100.0%
Counts
1 → 1
Alt Table
Click to see full alt table
StatusAccuracyProgram
100.0%
#s(literal -54767/66192 binary64)
Compiler

Compiled 46 to 33 computations (28.3% saved)

simplify2.0ms (0%)

Memory
3.4MiB live, 3.4MiB allocated
Algorithm
egg-herbie
Iterations

Useful iterations: 0 (0.0ms)

IterNodesCost
011
Stop Event
saturated
Calls
Call 1
Inputs
#s(literal -54767/66192 binary64)
Outputs
#s(literal -54767/66192 binary64)

soundness9.0ms (0.1%)

Memory
16.3MiB live, 16.3MiB allocated
Iterations

Useful iterations: 0 (0.0ms)

IterNodesCost
0532
Stop Event
done
saturated
Compiler

Compiled 45 to 32 computations (28.9% saved)

preprocess102.0ms (1.4%)

Memory
-27.6MiB live, 51.4MiB allocated
Compiler

Compiled 90 to 64 computations (28.9% saved)

end0.0ms (0%)

Memory
0.0MiB live, 0.0MiB allocated

Profiling

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