Average Error: 29.6 → 0.6
Time: 48.7s
Precision: 64
Internal Precision: 128
\[\sqrt[3]{x + 1} - \sqrt[3]{x}\]
\[\frac{1}{\left(\left(\sqrt{\sqrt[3]{x}} \cdot \sqrt{\sqrt[3]{x}}\right) \cdot \sqrt[3]{x} + \sqrt[3]{x + 1} \cdot \sqrt[3]{x}\right) + \sqrt[3]{x + 1} \cdot \sqrt[3]{x + 1}}\]

Error

Bits error versus x

Try it out

Your Program's Arguments

Results

Enter valid numbers for all inputs

Derivation

  1. Initial program 29.6

    \[\sqrt[3]{x + 1} - \sqrt[3]{x}\]
  2. Using strategy rm
  3. Applied flip3--29.6

    \[\leadsto \color{blue}{\frac{{\left(\sqrt[3]{x + 1}\right)}^{3} - {\left(\sqrt[3]{x}\right)}^{3}}{\sqrt[3]{x + 1} \cdot \sqrt[3]{x + 1} + \left(\sqrt[3]{x} \cdot \sqrt[3]{x} + \sqrt[3]{x + 1} \cdot \sqrt[3]{x}\right)}}\]
  4. Taylor expanded around 0 0.6

    \[\leadsto \frac{\color{blue}{1}}{\sqrt[3]{x + 1} \cdot \sqrt[3]{x + 1} + \left(\sqrt[3]{x} \cdot \sqrt[3]{x} + \sqrt[3]{x + 1} \cdot \sqrt[3]{x}\right)}\]
  5. Using strategy rm
  6. Applied add-sqr-sqrt0.6

    \[\leadsto \frac{1}{\sqrt[3]{x + 1} \cdot \sqrt[3]{x + 1} + \left(\color{blue}{\left(\sqrt{\sqrt[3]{x}} \cdot \sqrt{\sqrt[3]{x}}\right)} \cdot \sqrt[3]{x} + \sqrt[3]{x + 1} \cdot \sqrt[3]{x}\right)}\]
  7. Final simplification0.6

    \[\leadsto \frac{1}{\left(\left(\sqrt{\sqrt[3]{x}} \cdot \sqrt{\sqrt[3]{x}}\right) \cdot \sqrt[3]{x} + \sqrt[3]{x + 1} \cdot \sqrt[3]{x}\right) + \sqrt[3]{x + 1} \cdot \sqrt[3]{x + 1}}\]

Reproduce

herbie shell --seed 2019016 +o rules:numerics
(FPCore (x)
  :name "2cbrt (problem 3.3.4)"
  (- (cbrt (+ x 1)) (cbrt x)))

Details

Time bar (total: 47.4s)Debug log

sample75.0ms

Algorithm
intervals
Results
573×(pre true 80)
316×(body nan 80)
138×(body real 80)
60×(body real 1280)
39×(body real 640)
11×(body real 320)
(body real 160)

simplify8.0ms

Counts
1 → 1
Calls
1 calls:
Slowest
7.0ms
(- (cbrt (+ x 1)) (cbrt x))

prune8.0ms

Pruning

1 alts after pruning (1 fresh and 0 done)

Merged error: 28.5b

localize20.0ms

Local error

Found 3 expressions with local error:

2.4b
(- (cbrt (+ x 1)) (cbrt x))
0.6b
(cbrt x)
0.3b
(cbrt (+ x 1))

rewrite9.0ms

Algorithm
rewrite-expression-head
Rules
22×add-sqr-sqrt
20×*-un-lft-identity
18×add-cube-cbrt
18×prod-diff
16×cbrt-prod
fma-neg
add-log-exp
log1p-expm1-u
add-exp-log
add-cbrt-cube
pow1
expm1-log1p-u
difference-of-squares
pow1/3
cbrt-div
distribute-lft-out--
flip--
flip-+
diff-log
flip3--
flip3-+
sub-neg
Counts
3 → 66
Calls
3 calls:
Slowest
8.0ms
(- (cbrt (+ x 1)) (cbrt x))
1.0ms
(cbrt (+ x 1))
0.0ms
(cbrt x)

series433.0ms

Counts
3 → 9
Calls
3 calls:
Slowest
274.0ms
(cbrt x)
121.0ms
(- (cbrt (+ x 1)) (cbrt x))
38.0ms
(cbrt (+ x 1))

simplify2.0s

Counts
61 → 75
Calls
61 calls:
Slowest
453.0ms
(- (+ (exp (* 1/3 (- (log -1) (log (/ -1 x))))) (* 1/3 (/ (exp (* 1/3 (- (log -1) (log (/ -1 x))))) x))) (+ (* (pow (* x -1) 1/3) (cbrt -1)) (* 1/9 (/ (exp (* 1/3 (- (log -1) (log (/ -1 x))))) (pow x 2)))))
357.0ms
(- (+ (* 1/3 x) 1) (+ (* 1/9 (pow x 2)) (pow x 1/3)))
190.0ms
(- (+ (exp (* 1/3 (- (log -1) (log (/ -1 x))))) (* 1/3 (/ (exp (* 1/3 (- (log -1) (log (/ -1 x))))) x))) (* 1/9 (/ (exp (* 1/3 (- (log -1) (log (/ -1 x))))) (pow x 2))))
94.0ms
(- (+ (* 1/3 (pow (/ 1 (pow x 2)) 1/3)) (* 5/81 (pow (/ 1 (pow x 8)) 1/3))) (* 1/9 (pow (/ 1 (pow x 5)) 1/3)))
84.0ms
(- (+ (* 1/3 x) 1) (* 1/9 (pow x 2)))

prune601.0ms

Pruning

9 alts after pruning (9 fresh and 0 done)

Merged error: 16.4b

localize31.0ms

Local error

Found 4 expressions with local error:

1.7b
(- (pow (cbrt (+ x 1)) 3) (pow (cbrt x) 3))
0.7b
(pow (cbrt x) 3)
0.6b
(cbrt x)
0.6b
(cbrt x)

rewrite34.0ms

Algorithm
rewrite-expression-head
Rules
187×prod-diff
147×add-sqr-sqrt
141×cube-prod
141×unpow-prod-down
127×*-un-lft-identity
117×add-cube-cbrt
78×cbrt-prod
30×unpow3
30×cube-mult
17×fma-neg
15×difference-of-squares
add-log-exp
distribute-lft-out--
add-exp-log
pow1
log1p-expm1-u
add-cbrt-cube
expm1-log1p-u
pow1/3
pow-pow
rem-cube-cbrt
flip--
pow-exp
diff-log
flip3--
sub-neg
difference-cubes
pow-to-exp
Counts
4 → 281
Calls
4 calls:
Slowest
21.0ms
(- (pow (cbrt (+ x 1)) 3) (pow (cbrt x) 3))
2.0ms
(pow (cbrt x) 3)
0.0ms
(cbrt x)
0.0ms
(cbrt x)

series1.0s

Counts
4 → 12
Calls
4 calls:
Slowest
355.0ms
(pow (cbrt x) 3)
278.0ms
(cbrt x)
265.0ms
(cbrt x)
106.0ms
(- (pow (cbrt (+ x 1)) 3) (pow (cbrt x) 3))

simplify33.8s

Counts
452 → 293
Calls
452 calls:
Slowest
528.0ms
(fma (pow (cbrt (* (cbrt (+ x 1)) (cbrt (+ x 1)))) 3) (pow (cbrt (cbrt (+ x 1))) 3) (- (* (pow (sqrt (cbrt x)) 3) (pow (sqrt (cbrt x)) 3))))
353.0ms
(fma (- (pow (cbrt (cbrt x)) 3)) (pow (* (cbrt (cbrt x)) (cbrt (cbrt x))) 3) (* (pow (cbrt (cbrt x)) 3) (pow (* (cbrt (cbrt x)) (cbrt (cbrt x))) 3)))
353.0ms
(fma (- (pow (cbrt (cbrt x)) 3)) (pow (* (cbrt (cbrt x)) (cbrt (cbrt x))) 3) (* (pow (cbrt (cbrt x)) 3) (pow (* (cbrt (cbrt x)) (cbrt (cbrt x))) 3)))
348.0ms
(fma (- (pow (cbrt (cbrt x)) 3)) (pow (* (cbrt (cbrt x)) (cbrt (cbrt x))) 3) (* (pow (cbrt (cbrt x)) 3) (pow (* (cbrt (cbrt x)) (cbrt (cbrt x))) 3)))
342.0ms
(fma (- (pow (cbrt (cbrt x)) 3)) (pow (* (cbrt (cbrt x)) (cbrt (cbrt x))) 3) (* (pow (cbrt (cbrt x)) 3) (pow (* (cbrt (cbrt x)) (cbrt (cbrt x))) 3)))

prune2.7s

Pruning

4 alts after pruning (4 fresh and 0 done)

Merged error: 0.4b

localize10.0ms

Local error

Found 4 expressions with local error:

0.6b
(cbrt x)
0.6b
(cbrt x)
0.6b
(cbrt x)
0.5b
(* (cbrt x) (cbrt x))

rewrite9.0ms

Algorithm
rewrite-expression-head
Rules
pow1
pow1/3
add-cube-cbrt
add-exp-log
*-un-lft-identity
add-sqr-sqrt
add-log-exp
log1p-expm1-u
add-cbrt-cube
expm1-log1p-u
associate-*l*
associate-*r*
pow-prod-up
pow-prod-down
cbrt-unprod
*-commutative
prod-exp
pow-plus
pow2
Counts
4 → 54
Calls
4 calls:
Slowest
7.0ms
(* (cbrt x) (cbrt x))
0.0ms
(cbrt x)
0.0ms
(cbrt x)
0.0ms
(cbrt x)

series1.1s

Counts
4 → 12
Calls
4 calls:
Slowest
303.0ms
(* (cbrt x) (cbrt x))
298.0ms
(cbrt x)
263.0ms
(cbrt x)
262.0ms
(cbrt x)

simplify45.0ms

Counts
25 → 66
Calls
25 calls:
Slowest
9.0ms
(* (pow (pow x 2) 1/3) (pow (cbrt -1) 2))
5.0ms
(* (pow (* x -1) 1/3) (cbrt -1))
5.0ms
(* (pow (* x -1) 1/3) (cbrt -1))
5.0ms
(* (pow (* x -1) 1/3) (cbrt -1))
2.0ms
(pow (/ 1 x) -1/3)

prune782.0ms

Pruning

14 alts after pruning (13 fresh and 1 done)

Merged error: 0.3b

localize20.0ms

Local error

Found 4 expressions with local error:

0.6b
(cbrt x)
0.6b
(cbrt x)
0.6b
(cbrt x)
0.6b
(cbrt x)

rewrite2.0ms

Algorithm
rewrite-expression-head
Rules
add-log-exp
log1p-expm1-u
add-cube-cbrt
add-exp-log
pow1/3
add-cbrt-cube
*-un-lft-identity
pow1
expm1-log1p-u
add-sqr-sqrt
Counts
4 → 40
Calls
4 calls:
Slowest
0.0ms
(cbrt x)
0.0ms
(cbrt x)
0.0ms
(cbrt x)
0.0ms
(cbrt x)

series1.2s

Counts
4 → 12
Calls
4 calls:
Slowest
344.0ms
(cbrt x)
306.0ms
(cbrt x)
300.0ms
(cbrt x)
273.0ms
(cbrt x)

simplify39.0ms

Counts
12 → 52
Calls
12 calls:
Slowest
8.0ms
(* (pow (* x -1) 1/3) (cbrt -1))
5.0ms
(* (pow (* x -1) 1/3) (cbrt -1))
5.0ms
(* (pow (* x -1) 1/3) (cbrt -1))
5.0ms
(* (pow (* x -1) 1/3) (cbrt -1))
4.0ms
(pow (/ 1 x) -1/3)

prune552.0ms

Pruning

15 alts after pruning (13 fresh and 2 done)

Merged error: 0.2b

regimes93.0ms

Accuracy

0% (0.3b remaining)

Error of 0.6b against oracle of 0.3b and baseline of 0.6b

bsearch2.0ms

end0.0ms

sample2.7s

Algorithm
intervals
Results
16094×(pre true 80)
8093×(body nan 80)
4124×(body real 80)
1740×(body real 1280)
1213×(body real 640)
610×(body real 320)
314×(body real 160)