Average Error: 19.7 → 19.9
Time: 28.0s
Precision: 64
Internal Precision: 128
\[\frac{1}{\sqrt{x}} - \frac{1}{\sqrt{x + 1}}\]
\[\sqrt{\frac{1}{\sqrt{x}} - \frac{1}{\sqrt{x + 1}}} \cdot \sqrt{\frac{\log \left(\sqrt{e^{\sqrt{x + 1} - \sqrt{x}}}\right) + \log \left(\sqrt{e^{\sqrt{x + 1} - \sqrt{x}}}\right)}{\sqrt{x} \cdot \sqrt{x + 1}}}\]

Error

Bits error versus x

Try it out

Your Program's Arguments

Results

Enter valid numbers for all inputs

Target

Original19.7
Target0.7
Herbie19.9
\[\frac{1}{\left(x + 1\right) \cdot \sqrt{x} + x \cdot \sqrt{x + 1}}\]

Derivation

  1. Initial program 19.7

    \[\frac{1}{\sqrt{x}} - \frac{1}{\sqrt{x + 1}}\]
  2. Using strategy rm
  3. Applied add-sqr-sqrt19.9

    \[\leadsto \color{blue}{\sqrt{\frac{1}{\sqrt{x}} - \frac{1}{\sqrt{x + 1}}} \cdot \sqrt{\frac{1}{\sqrt{x}} - \frac{1}{\sqrt{x + 1}}}}\]
  4. Using strategy rm
  5. Applied frac-sub19.9

    \[\leadsto \sqrt{\frac{1}{\sqrt{x}} - \frac{1}{\sqrt{x + 1}}} \cdot \sqrt{\color{blue}{\frac{1 \cdot \sqrt{x + 1} - \sqrt{x} \cdot 1}{\sqrt{x} \cdot \sqrt{x + 1}}}}\]
  6. Simplified19.9

    \[\leadsto \sqrt{\frac{1}{\sqrt{x}} - \frac{1}{\sqrt{x + 1}}} \cdot \sqrt{\frac{\color{blue}{\sqrt{x + 1} - \sqrt{x}}}{\sqrt{x} \cdot \sqrt{x + 1}}}\]
  7. Using strategy rm
  8. Applied add-log-exp19.9

    \[\leadsto \sqrt{\frac{1}{\sqrt{x}} - \frac{1}{\sqrt{x + 1}}} \cdot \sqrt{\frac{\color{blue}{\log \left(e^{\sqrt{x + 1} - \sqrt{x}}\right)}}{\sqrt{x} \cdot \sqrt{x + 1}}}\]
  9. Using strategy rm
  10. Applied add-sqr-sqrt19.9

    \[\leadsto \sqrt{\frac{1}{\sqrt{x}} - \frac{1}{\sqrt{x + 1}}} \cdot \sqrt{\frac{\log \color{blue}{\left(\sqrt{e^{\sqrt{x + 1} - \sqrt{x}}} \cdot \sqrt{e^{\sqrt{x + 1} - \sqrt{x}}}\right)}}{\sqrt{x} \cdot \sqrt{x + 1}}}\]
  11. Applied log-prod19.9

    \[\leadsto \sqrt{\frac{1}{\sqrt{x}} - \frac{1}{\sqrt{x + 1}}} \cdot \sqrt{\frac{\color{blue}{\log \left(\sqrt{e^{\sqrt{x + 1} - \sqrt{x}}}\right) + \log \left(\sqrt{e^{\sqrt{x + 1} - \sqrt{x}}}\right)}}{\sqrt{x} \cdot \sqrt{x + 1}}}\]
  12. Final simplification19.9

    \[\leadsto \sqrt{\frac{1}{\sqrt{x}} - \frac{1}{\sqrt{x + 1}}} \cdot \sqrt{\frac{\log \left(\sqrt{e^{\sqrt{x + 1} - \sqrt{x}}}\right) + \log \left(\sqrt{e^{\sqrt{x + 1} - \sqrt{x}}}\right)}{\sqrt{x} \cdot \sqrt{x + 1}}}\]

Reproduce

herbie shell --seed 2019004 +o rules:numerics
(FPCore (x)
  :name "2isqrt (example 3.6)"

  :herbie-target
  (/ 1 (+ (* (+ x 1) (sqrt x)) (* x (sqrt (+ x 1)))))

  (- (/ 1 (sqrt x)) (/ 1 (sqrt (+ x 1)))))

Details

Time bar (total: 27.2s)Debug log

sample114.0ms

Algorithm
intervals

simplify6.0ms

Counts
1 → 1
Calls

1 calls. Slowest were:

6.0ms
(- (/ 1 (sqrt x)) (/ 1 (sqrt (+ x 1))))

prune5.0ms

Pruning

1 alts after pruning (1 fresh and 0 done)

Merged error: 21.2b

localize57.0ms

Local error

Found 4 expressions with local error:

3.2b
(- (/ 1 (sqrt x)) (/ 1 (sqrt (+ x 1))))
0.3b
(/ 1 (sqrt x))
0.2b
(/ 1 (sqrt (+ x 1)))
0.0b
(sqrt (+ x 1))

rewrite20.0ms

Algorithm
rewrite-expression-head
Counts
4 → 107
Calls

4 calls. Slowest were:

13.0ms
(- (/ 1 (sqrt x)) (/ 1 (sqrt (+ x 1))))
2.0ms
(/ 1 (sqrt (+ x 1)))
2.0ms
(/ 1 (sqrt x))

series105.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

41.0ms
(- (/ 1 (sqrt x)) (/ 1 (sqrt (+ x 1))))
23.0ms
(sqrt (+ x 1))
22.0ms
(/ 1 (sqrt (+ x 1)))
19.0ms
(/ 1 (sqrt x))

simplify3.4s

Counts
92 → 119
Calls

92 calls. Slowest were:

200.0ms
(fma (- (sqrt (- x 1))) (/ 1 (sqrt (- (* x x) (* 1 1)))) (* (sqrt (- x 1)) (/ 1 (sqrt (- (* x x) (* 1 1))))))
180.0ms
(fma (sqrt (/ 1 (sqrt x))) (sqrt (/ 1 (sqrt x))) (- (* (sqrt (- x 1)) (/ 1 (sqrt (- (* x x) (* 1 1)))))))
178.0ms
(fma (- (sqrt (+ (* x x) (- (* 1 1) (* x 1))))) (/ 1 (sqrt (+ (pow x 3) (pow 1 3)))) (* (sqrt (+ (* x x) (- (* 1 1) (* x 1)))) (/ 1 (sqrt (+ (pow x 3) (pow 1 3))))))

prune1.1s

Pruning

10 alts after pruning (10 fresh and 0 done)

Merged error: 20.6b

localize13.0ms

Local error

Found 4 expressions with local error:

3.2b
(- (/ 1 (sqrt x)) (/ 1 (sqrt (+ x 1))))
3.2b
(- (/ 1 (sqrt x)) (/ 1 (sqrt (+ x 1))))
0.3b
(/ 1 (sqrt x))
0.3b
(/ 1 (sqrt x))

rewrite19.0ms

Algorithm
rewrite-expression-head
Counts
4 → 134
Calls

4 calls. Slowest were:

9.0ms
(- (/ 1 (sqrt x)) (/ 1 (sqrt (+ x 1))))
7.0ms
(- (/ 1 (sqrt x)) (/ 1 (sqrt (+ x 1))))
1.0ms
(/ 1 (sqrt x))

series96.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

37.0ms
(- (/ 1 (sqrt x)) (/ 1 (sqrt (+ x 1))))
36.0ms
(- (/ 1 (sqrt x)) (/ 1 (sqrt (+ x 1))))
11.0ms
(/ 1 (sqrt x))
11.0ms
(/ 1 (sqrt x))

simplify6.3s

Counts
140 → 146
Calls

140 calls. Slowest were:

179.0ms
(fma (- (sqrt (- x 1))) (/ 1 (sqrt (- (* x x) (* 1 1)))) (* (sqrt (- x 1)) (/ 1 (sqrt (- (* x x) (* 1 1))))))
174.0ms
(fma (- (sqrt (+ (* x x) (- (* 1 1) (* x 1))))) (/ 1 (sqrt (+ (pow x 3) (pow 1 3)))) (* (sqrt (+ (* x x) (- (* 1 1) (* x 1)))) (/ 1 (sqrt (+ (pow x 3) (pow 1 3))))))
169.0ms
(fma (- (sqrt (+ (* x x) (- (* 1 1) (* x 1))))) (/ 1 (sqrt (+ (pow x 3) (pow 1 3)))) (* (sqrt (+ (* x x) (- (* 1 1) (* x 1)))) (/ 1 (sqrt (+ (pow x 3) (pow 1 3))))))

prune1.5s

Pruning

11 alts after pruning (10 fresh and 1 done)

Merged error: 20.6b

localize20.0ms

Local error

Found 4 expressions with local error:

3.2b
(- (sqrt (+ x 1)) (sqrt x))
3.2b
(- (/ 1 (sqrt x)) (/ 1 (sqrt (+ x 1))))
0.3b
(* (sqrt x) (sqrt (+ x 1)))
0.3b
(/ 1 (sqrt x))

rewrite41.0ms

Algorithm
rewrite-expression-head
Counts
4 → 134
Calls

4 calls. Slowest were:

14.0ms
(- (/ 1 (sqrt x)) (/ 1 (sqrt (+ x 1))))
13.0ms
(- (sqrt (+ x 1)) (sqrt x))
9.0ms
(* (sqrt x) (sqrt (+ x 1)))

series104.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

37.0ms
(- (sqrt (+ x 1)) (sqrt x))
33.0ms
(- (/ 1 (sqrt x)) (/ 1 (sqrt (+ x 1))))
22.0ms
(* (sqrt x) (sqrt (+ x 1)))
12.0ms
(/ 1 (sqrt x))

simplify4.4s

Counts
138 → 146
Calls

138 calls. Slowest were:

718.0ms
(* (* (* (sqrt x) (sqrt x)) (sqrt x)) (* (* (sqrt (+ x 1)) (sqrt (+ x 1))) (sqrt (+ x 1))))
162.0ms
(fma (- (sqrt (+ (* x x) (- (* 1 1) (* x 1))))) (/ 1 (sqrt (+ (pow x 3) (pow 1 3)))) (* (sqrt (+ (* x x) (- (* 1 1) (* x 1)))) (/ 1 (sqrt (+ (pow x 3) (pow 1 3))))))
159.0ms
(fma (* (cbrt (/ 1 (sqrt x))) (cbrt (/ 1 (sqrt x)))) (cbrt (/ 1 (sqrt x))) (- (* (sqrt (- x 1)) (/ 1 (sqrt (- (* x x) (* 1 1)))))))

prune1.5s

Pruning

11 alts after pruning (11 fresh and 0 done)

Merged error: 20.6b

localize15.0ms

Local error

Found 4 expressions with local error:

3.2b
(- (sqrt (+ x 1)) (sqrt x))
3.2b
(- (/ 1 (sqrt x)) (/ 1 (sqrt (+ x 1))))
2.6b
(log (exp (- (sqrt (+ x 1)) (sqrt x))))
0.3b
(* (sqrt x) (sqrt (+ x 1)))

rewrite32.0ms

Algorithm
rewrite-expression-head
Counts
4 → 156
Calls

4 calls. Slowest were:

12.0ms
(log (exp (- (sqrt (+ x 1)) (sqrt x))))
7.0ms
(- (/ 1 (sqrt x)) (/ 1 (sqrt (+ x 1))))
6.0ms
(- (sqrt (+ x 1)) (sqrt x))

series101.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

29.0ms
(- (/ 1 (sqrt x)) (/ 1 (sqrt (+ x 1))))
27.0ms
(- (sqrt (+ x 1)) (sqrt x))
24.0ms
(log (exp (- (sqrt (+ x 1)) (sqrt x))))
21.0ms
(* (sqrt x) (sqrt (+ x 1)))

simplify4.1s

Counts
164 → 168
Calls

164 calls. Slowest were:

375.0ms
(* (* (* (sqrt x) (sqrt x)) (sqrt x)) (* (* (sqrt (+ x 1)) (sqrt (+ x 1))) (sqrt (+ x 1))))
106.0ms
(fma (- (sqrt (+ (* x x) (- (* 1 1) (* x 1))))) (/ 1 (sqrt (+ (pow x 3) (pow 1 3)))) (* (sqrt (+ (* x x) (- (* 1 1) (* x 1)))) (/ 1 (sqrt (+ (pow x 3) (pow 1 3))))))
106.0ms
(fma (- (sqrt (+ (* x x) (- (* 1 1) (* x 1))))) (/ 1 (sqrt (+ (pow x 3) (pow 1 3)))) (* (sqrt (+ (* x x) (- (* 1 1) (* x 1)))) (/ 1 (sqrt (+ (pow x 3) (pow 1 3))))))

prune1.6s

Pruning

11 alts after pruning (11 fresh and 0 done)

Merged error: 20.6b

regimes56.0ms

Accuracy

0% (0.7b remaining)

Error of 19.9b against oracle of 19.2b and baseline of 19.9b

bsearch3.0ms

end0.0ms

sample2.4s

Algorithm
intervals