Statistics.Distribution.Binomial:$cvariance from math-functions-0.1.5.2
Time bar (total: 736.0ms)
| 1× | search |
| Probability | Valid | Unknown | Precondition | Infinite | Domain | Can't | Iter |
|---|---|---|---|---|---|---|---|
| 0% | 0% | 99.9% | 0.1% | 0% | 0% | 0% | 0 |
| 100% | 99.9% | 0% | 0.1% | 0% | 0% | 0% | 1 |
Compiled 9 to 8 computations (11.1% saved)
| 368.0ms | 8 256× | 0 | valid |
ival-mult: 123.0ms (67.3% of total)ival-sub: 46.0ms (25.2% of total)ival-true: 6.0ms (3.3% of total)exact: 5.0ms (2.7% of total)ival-assert: 3.0ms (1.6% of total)| Ground Truth | Overpredictions | Example | Underpredictions | Example | Subexpression |
|---|---|---|---|---|---|
| 0 | 0 | - | 0 | - | (-.f64 #s(literal 1 binary64) y) |
| 0 | 0 | - | 0 | - | (*.f64 (*.f64 x y) (-.f64 #s(literal 1 binary64) y)) |
| 0 | 0 | - | 0 | - | y |
| 0 | 0 | - | 0 | - | #s(literal 1 binary64) |
| 0 | 0 | - | 0 | - | (*.f64 x y) |
| 0 | 0 | - | 0 | - | x |
| Predicted + | Predicted - | |
|---|---|---|
| + | 0 | 0 |
| - | 0 | 256 |
| Predicted + | Predicted Maybe | Predicted - | |
|---|---|---|---|
| + | 0 | 0 | 0 |
| - | 0 | 0 | 256 |
| number | freq |
|---|---|
| 0 | 256 |
| Predicted + | Predicted Maybe | Predicted - | |
|---|---|---|---|
| + | 0 | 0 | 0 |
| - | 0 | 0 | 1 |
| 24.0ms | 512× | 0 | valid |
Compiled 59 to 28 computations (52.5% saved)
ival-mult: 7.0ms (62.3% of total)ival-sub: 3.0ms (26.7% of total)ival-true: 0.0ms (0% of total)exact: 0.0ms (0% of total)ival-assert: 0.0ms (0% of total)| 1× | egg-herbie |
| Inputs |
|---|
(*.f64 (*.f64 x y) (-.f64 #s(literal 1 binary64) y)) |
| Outputs |
|---|
(*.f64 (*.f64 x y) (-.f64 #s(literal 1 binary64) y)) |
Compiled 7 to 6 computations (14.3% saved)
Compiled 0 to 2 computations (-∞% saved)
| Status | Accuracy | Program |
|---|---|---|
| ▶ | 99.9% | (*.f64 (*.f64 x y) (-.f64 #s(literal 1 binary64) y)) |
Compiled 7 to 6 computations (14.3% saved)
| 1× | egg-herbie |
Found 3 expressions of interest:
| New | Metric | Score | Program |
|---|---|---|---|
| cost-diff | 0 | (-.f64 #s(literal 1 binary64) y) | |
| cost-diff | 0 | (*.f64 x y) | |
| cost-diff | 0 | (*.f64 (*.f64 x y) (-.f64 #s(literal 1 binary64) y)) |
| Inputs |
|---|
(*.f64 (*.f64 x y) (-.f64 #s(literal 1 binary64) y)) |
(*.f64 x y) |
x |
y |
(-.f64 #s(literal 1 binary64) y) |
#s(literal 1 binary64) |
| Outputs |
|---|
(*.f64 (*.f64 x y) (-.f64 #s(literal 1 binary64) y)) |
(*.f64 x y) |
x |
y |
(-.f64 #s(literal 1 binary64) y) |
#s(literal 1 binary64) |
Found 3 expressions of interest:
| New | Metric | Score | Program |
|---|---|---|---|
| accuracy | 0.0 | (-.f64 #s(literal 1 binary64) y) | |
| accuracy | 0.0 | (*.f64 x y) | |
| accuracy | 0.0625 | (*.f64 (*.f64 x y) (-.f64 #s(literal 1 binary64) y)) |
| 11.0ms | 256× | 0 | valid |
Compiled 34 to 14 computations (58.8% saved)
ival-mult: 3.0ms (59.2% of total)ival-sub: 1.0ms (19.7% of total)ival-true: 0.0ms (0% of total)exact: 0.0ms (0% of total)ival-assert: 0.0ms (0% of total)| Inputs |
|---|
(*.f64 (*.f64 x y) (-.f64 #s(literal 1 binary64) y)) |
(*.f64 x y) |
(-.f64 #s(literal 1 binary64) y) |
| Outputs |
|---|
(* x (* y (- 1 y))) |
(* x y) |
(* y (+ x (* -1 (* x y)))) |
1 |
(+ 1 (* -1 y)) |
(* -1 (* x (pow y 2))) |
(* (pow y 2) (+ (* -1 x) (/ x y))) |
(* -1 y) |
(* y (- (/ 1 y) 1)) |
(* -1 (* y (- 1 (/ 1 y)))) |
6 calls:
| Time | Variable | Point | Expression | |
|---|---|---|---|---|
| 1.0ms | y | @ | inf | ((* (* x y) (- 1 y)) (* x y) (- 1 y)) |
| 1.0ms | x | @ | 0 | ((* (* x y) (- 1 y)) (* x y) (- 1 y)) |
| 1.0ms | x | @ | -inf | ((* (* x y) (- 1 y)) (* x y) (- 1 y)) |
| 1.0ms | y | @ | -inf | ((* (* x y) (- 1 y)) (* x y) (- 1 y)) |
| 1.0ms | x | @ | inf | ((* (* x y) (- 1 y)) (* x y) (- 1 y)) |
| 1× | egg-herbie |
| Inputs |
|---|
(* x (* y (- 1 y))) |
(* x y) |
(* y (+ x (* -1 (* x y)))) |
1 |
(+ 1 (* -1 y)) |
(* -1 (* x (pow y 2))) |
(* (pow y 2) (+ (* -1 x) (/ x y))) |
(* -1 y) |
(* y (- (/ 1 y) 1)) |
(* -1 (* y (- 1 (/ 1 y)))) |
| Outputs |
|---|
(* x (* y (- 1 y))) |
(*.f64 (*.f64 x y) (-.f64 #s(literal 1 binary64) y)) |
(* x y) |
(*.f64 x y) |
(* y (+ x (* -1 (* x y)))) |
(-.f64 #s(literal 1 binary64) y) |
| Inputs |
|---|
(*.f64 (*.f64 x y) (-.f64 #s(literal 1 binary64) y)) |
(*.f64 x y) |
(-.f64 #s(literal 1 binary64) y) |
| Outputs |
|---|
(*.f64 (*.f64 x y) (-.f64 #s(literal 1 binary64) y)) |
(*.f64 x y) |
(-.f64 #s(literal 1 binary64) y) |
Compiled 58 to 14 computations (75.9% saved)
2 alts after pruning (1 fresh and 1 done)
| Pruned | Kept | Total | |
|---|---|---|---|
| New | 5 | 1 | 6 |
| Fresh | 0 | 0 | 0 |
| Picked | 0 | 1 | 1 |
| Done | 0 | 0 | 0 |
| Total | 5 | 2 | 7 |
| Status | Accuracy | Program |
|---|---|---|
| ✓ | 99.9% | (*.f64 (*.f64 x y) (-.f64 #s(literal 1 binary64) y)) |
| ▶ | 3.8% | #s(approx (* (* x y) (- 1 y)) (-.f64 #s(literal 1 binary64) y)) |
Compiled 18 to 15 computations (16.7% saved)
| 1× | egg-herbie |
Found 2 expressions of interest:
| New | Metric | Score | Program |
|---|---|---|---|
| cost-diff | 0 | (-.f64 #s(literal 1 binary64) y) | |
| cost-diff | 0 | #s(approx (* (* x y) (- 1 y)) (-.f64 #s(literal 1 binary64) y)) |
| Inputs |
|---|
#s(approx (* (* x y) (- 1 y)) (-.f64 #s(literal 1 binary64) y)) |
(-.f64 #s(literal 1 binary64) y) |
#s(literal 1 binary64) |
y |
| Outputs |
|---|
#s(approx (* (* x y) (- 1 y)) (-.f64 #s(literal 1 binary64) y)) |
(-.f64 #s(literal 1 binary64) y) |
#s(literal 1 binary64) |
y |
Found 2 expressions of interest:
| New | Metric | Score | Program |
|---|---|---|---|
| accuracy | 0.0 | (-.f64 #s(literal 1 binary64) y) | |
| accuracy | 61.57583257900463 | #s(approx (* (* x y) (- 1 y)) (-.f64 #s(literal 1 binary64) y)) |
| 12.0ms | 256× | 0 | valid |
Compiled 30 to 17 computations (43.3% saved)
ival-mult: 3.0ms (59.2% of total)ival-sub: 1.0ms (19.7% of total)ival-true: 0.0ms (0% of total)exact: 0.0ms (0% of total)ival-assert: 0.0ms (0% of total)| Inputs |
|---|
#s(approx (* (* x y) (- 1 y)) (-.f64 #s(literal 1 binary64) y)) |
(-.f64 #s(literal 1 binary64) y) |
| Outputs |
|---|
(* x (* y (- 1 y))) |
(* x y) |
(* y (+ x (* -1 (* x y)))) |
1 |
(+ 1 (* -1 y)) |
(* -1 (* x (pow y 2))) |
(* (pow y 2) (+ (* -1 x) (/ x y))) |
(* -1 y) |
(* y (- (/ 1 y) 1)) |
(* -1 (* y (- 1 (/ 1 y)))) |
6 calls:
| Time | Variable | Point | Expression | |
|---|---|---|---|---|
| 0.0ms | x | @ | -inf | ((* (* x y) (- 1 y)) (- 1 y)) |
| 0.0ms | x | @ | 0 | ((* (* x y) (- 1 y)) (- 1 y)) |
| 0.0ms | y | @ | -inf | ((* (* x y) (- 1 y)) (- 1 y)) |
| 0.0ms | x | @ | inf | ((* (* x y) (- 1 y)) (- 1 y)) |
| 0.0ms | y | @ | inf | ((* (* x y) (- 1 y)) (- 1 y)) |
| 1× | egg-herbie |
| Inputs |
|---|
(* x (* y (- 1 y))) |
(* x y) |
(* y (+ x (* -1 (* x y)))) |
1 |
(+ 1 (* -1 y)) |
(* -1 (* x (pow y 2))) |
(* (pow y 2) (+ (* -1 x) (/ x y))) |
(* -1 y) |
(* y (- (/ 1 y) 1)) |
(* -1 (* y (- 1 (/ 1 y)))) |
| Outputs |
|---|
(* x (* y (- 1 y))) |
#s(approx (* (* x y) (- 1 y)) (-.f64 #s(literal 1 binary64) y)) |
(* x y) |
(-.f64 #s(literal 1 binary64) y) |
| Inputs |
|---|
#s(approx (* (* x y) (- 1 y)) (-.f64 #s(literal 1 binary64) y)) |
(-.f64 #s(literal 1 binary64) y) |
| Outputs |
|---|
#s(approx (* (* x y) (- 1 y)) (-.f64 #s(literal 1 binary64) y)) |
(-.f64 #s(literal 1 binary64) y) |
Compiled 41 to 10 computations (75.6% saved)
2 alts after pruning (0 fresh and 2 done)
| Pruned | Kept | Total | |
|---|---|---|---|
| New | 3 | 0 | 3 |
| Fresh | 0 | 0 | 0 |
| Picked | 0 | 1 | 1 |
| Done | 0 | 1 | 1 |
| Total | 3 | 2 | 5 |
| Status | Accuracy | Program |
|---|---|---|
| ✓ | 99.9% | (*.f64 (*.f64 x y) (-.f64 #s(literal 1 binary64) y)) |
| ✓ | 3.8% | #s(approx (* (* x y) (- 1 y)) (-.f64 #s(literal 1 binary64) y)) |
Compiled 36 to 26 computations (27.8% saved)
| Inputs |
|---|
#s(approx (* (* x y) (- 1 y)) (-.f64 #s(literal 1 binary64) y)) |
(*.f64 (*.f64 x y) (-.f64 #s(literal 1 binary64) y)) |
| Outputs |
|---|
(*.f64 (*.f64 x y) (-.f64 #s(literal 1 binary64) y)) |
3 calls:
| 1.0ms | x |
| 1.0ms | y |
| 1.0ms | (*.f64 (*.f64 x y) (-.f64 #s(literal 1 binary64) y)) |
| Accuracy | Segments | Branch |
|---|---|---|
| 99.9% | 1 | x |
| 99.9% | 1 | y |
| 99.9% | 1 | (*.f64 (*.f64 x y) (-.f64 #s(literal 1 binary64) y)) |
Compiled 9 to 10 computations (-11.1% saved)
Total -0.0b remaining (-0%)
Threshold costs -0b (-0%)
| Inputs |
|---|
#s(approx (* (* x y) (- 1 y)) (-.f64 #s(literal 1 binary64) y)) |
| Outputs |
|---|
#s(approx (* (* x y) (- 1 y)) (-.f64 #s(literal 1 binary64) y)) |
3 calls:
| 1.0ms | y |
| 1.0ms | x |
| 1.0ms | (*.f64 (*.f64 x y) (-.f64 #s(literal 1 binary64) y)) |
| Accuracy | Segments | Branch |
|---|---|---|
| 3.8% | 1 | x |
| 3.8% | 1 | y |
| 3.8% | 1 | (*.f64 (*.f64 x y) (-.f64 #s(literal 1 binary64) y)) |
Compiled 9 to 10 computations (-11.1% saved)
| 1× | egg-herbie |
| Inputs |
|---|
(*.f64 (*.f64 x y) (-.f64 #s(literal 1 binary64) y)) |
#s(approx (* (* x y) (- 1 y)) (-.f64 #s(literal 1 binary64) y)) |
| Outputs |
|---|
(*.f64 (*.f64 x y) (-.f64 #s(literal 1 binary64) y)) |
#s(approx (* (* x y) (- 1 y)) (-.f64 #s(literal 1 binary64) y)) |
| 1× | done |
Compiled 18 to 11 computations (38.9% saved)
Compiled 50 to 34 computations (32% saved)
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