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Add benchmarks and efficient in-place addition for Quadratic, Polynomial, and Function

#498Merged
Comparing
bench-python-small-add-many
(
12e92b4
) with
bench-python-small-add-many
(
804ce39
)
CodSpeed Performance Gauge
0%
Improvements
0
Regressions
0
Untouched
76
New
18
Dropped
0
Ignored
0

Benchmarks

New

test_sum_function_large_little[10000]
python/ommx-tests/tests/test_bench_function_add.py::test_sum_function_large_little[10000]
CodSpeed Performance Gauge
N/A
N/A
6.2 ms
test_sum_function_large_little[1000]
python/ommx-tests/tests/test_bench_function_add.py::test_sum_function_large_little[1000]
CodSpeed Performance Gauge
N/A
N/A
322.7 µs
test_sum_function_large_little[100]
python/ommx-tests/tests/test_bench_function_add.py::test_sum_function_large_little[100]
CodSpeed Performance Gauge
N/A
N/A
63.8 µs
test_sum_function_small_many[10000]
python/ommx-tests/tests/test_bench_function_add.py::test_sum_function_small_many[10000]
CodSpeed Performance Gauge
N/A
N/A
19.8 ms
test_sum_function_small_many[1000]
python/ommx-tests/tests/test_bench_function_add.py::test_sum_function_small_many[1000]
CodSpeed Performance Gauge
N/A
N/A
2.1 ms
test_sum_function_small_many[100]
python/ommx-tests/tests/test_bench_function_add.py::test_sum_function_small_many[100]
CodSpeed Performance Gauge
N/A
N/A
262.1 µs
test_sum_polynomial_large_little[10000]
python/ommx-tests/tests/test_bench_polynomial_add.py::test_sum_polynomial_large_little[10000]
CodSpeed Performance Gauge
N/A
N/A
7.1 ms
test_sum_polynomial_large_little[1000]
python/ommx-tests/tests/test_bench_polynomial_add.py::test_sum_polynomial_large_little[1000]
CodSpeed Performance Gauge
N/A
N/A
763.3 µs
test_sum_polynomial_large_little[100]
python/ommx-tests/tests/test_bench_polynomial_add.py::test_sum_polynomial_large_little[100]
CodSpeed Performance Gauge
N/A
N/A
115.8 µs
test_sum_polynomial_small_many[10000]
python/ommx-tests/tests/test_bench_polynomial_add.py::test_sum_polynomial_small_many[10000]
CodSpeed Performance Gauge
N/A
N/A
24.7 ms
test_sum_polynomial_small_many[1000]
python/ommx-tests/tests/test_bench_polynomial_add.py::test_sum_polynomial_small_many[1000]
CodSpeed Performance Gauge
N/A
N/A
2.7 ms
test_sum_polynomial_small_many[100]
python/ommx-tests/tests/test_bench_polynomial_add.py::test_sum_polynomial_small_many[100]
CodSpeed Performance Gauge
N/A
N/A
275.4 µs
test_sum_quadratic_large_little[10000]
python/ommx-tests/tests/test_bench_quadratic_add.py::test_sum_quadratic_large_little[10000]
CodSpeed Performance Gauge
N/A
N/A
4.1 ms
test_sum_quadratic_large_little[1000]
python/ommx-tests/tests/test_bench_quadratic_add.py::test_sum_quadratic_large_little[1000]
CodSpeed Performance Gauge
N/A
N/A
473.1 µs
test_sum_quadratic_large_little[100]
python/ommx-tests/tests/test_bench_quadratic_add.py::test_sum_quadratic_large_little[100]
CodSpeed Performance Gauge
N/A
N/A
91.5 µs
test_sum_quadratic_small_many[10000]
python/ommx-tests/tests/test_bench_quadratic_add.py::test_sum_quadratic_small_many[10000]
CodSpeed Performance Gauge
N/A
N/A
18.8 ms
test_sum_quadratic_small_many[1000]
python/ommx-tests/tests/test_bench_quadratic_add.py::test_sum_quadratic_small_many[1000]
CodSpeed Performance Gauge
N/A
N/A
1.8 ms
test_sum_quadratic_small_many[100]
python/ommx-tests/tests/test_bench_quadratic_add.py::test_sum_quadratic_small_many[100]
CodSpeed Performance Gauge
N/A
N/A
226.4 µs

Passed

test_sum_linear_small_many[100]
python/ommx-tests/tests/test_bench_linear_add.py::test_sum_linear_small_many[100]
CodSpeed Performance Gauge
+2%
241.2 µs
235.4 µs
partial-evaluate-polynomial-all[1000]
rust/ommx/benches/partial_evaluate.rs::benches::partial_evaluate_polynomial_all::partial-evaluate-polynomial-all::partial-evaluate-polynomial-all[1000]
CodSpeed Performance Gauge
+2%
624.3 µs
614.1 µs
test_to_qubo_small
python/ommx-tests/tests/test_bench_to_qubo.py::test_to_qubo_small
CodSpeed Performance Gauge
+1%
1 ms
1 ms
test_to_qubo_pbi[10]
python/ommx-tests/tests/test_bench_to_qubo.py::test_to_qubo_pbi[10]
CodSpeed Performance Gauge
+1%
505.2 µs
500.9 µs
evaluate-polynomial[100]
rust/ommx/benches/evaluate.rs::benches::evaluate_polynomial::evaluate-polynomial::evaluate-polynomial[100]
CodSpeed Performance Gauge
+1%
25.6 µs
25.4 µs
partial-evaluate-quadratic-half[1000]
rust/ommx/benches/partial_evaluate.rs::benches::partial_evaluate_quadratic_half::partial-evaluate-quadratic-half::partial-evaluate-quadratic-half[1000]
CodSpeed Performance Gauge
0%
317.4 µs
316.2 µs
test_sum_linear_large_little[1000]
python/ommx-tests/tests/test_bench_linear_add.py::test_sum_linear_large_little[1000]
CodSpeed Performance Gauge
0%
361.8 µs
360.6 µs
partial-evaluate-quadratic-all[100]
rust/ommx/benches/partial_evaluate.rs::benches::partial_evaluate_quadratic_all::partial-evaluate-quadratic-all::partial-evaluate-quadratic-all[100]
CodSpeed Performance Gauge
0%
25.4 µs
25.4 µs
evaluate-linear[100]
rust/ommx/benches/evaluate.rs::benches::evaluate_linear::evaluate-linear::evaluate-linear[100]
CodSpeed Performance Gauge
0%
16.7 µs
16.6 µs
evaluate-polynomial[10000]
rust/ommx/benches/evaluate.rs::benches::evaluate_polynomial::evaluate-polynomial::evaluate-polynomial[10000]
CodSpeed Performance Gauge
0%
2.3 ms
2.3 ms
partial-evaluate-linear-half[1000]
rust/ommx/benches/partial_evaluate.rs::benches::partial_evaluate_linear_half::partial-evaluate-linear-half::partial-evaluate-linear-half[1000]
CodSpeed Performance Gauge
0%
209.6 µs
209.5 µs
partial-evaluate-quadratic-one[10000]
rust/ommx/benches/partial_evaluate.rs::benches::partial_evaluate_quadratic_one::partial-evaluate-quadratic-one::partial-evaluate-quadratic-one[10000]
CodSpeed Performance Gauge
0%
3.8 ms
3.8 ms
evaluate-linear[10000]
rust/ommx/benches/evaluate.rs::benches::evaluate_linear::evaluate-linear::evaluate-linear[10000]
CodSpeed Performance Gauge
0%
1.5 ms
1.5 ms
evaluate-quadratic[1000]
rust/ommx/benches/evaluate.rs::benches::evaluate_quadratic::evaluate-quadratic::evaluate-quadratic[1000]
CodSpeed Performance Gauge
0%
196.3 µs
196.2 µs
partial-evaluate-polynomial-one[100]
rust/ommx/benches/partial_evaluate.rs::benches::partial_evaluate_polynomial_one::partial-evaluate-polynomial-one::partial-evaluate-polynomial-one[100]
CodSpeed Performance Gauge
0%
76 µs
76 µs
partial-evaluate-quadratic-one[1000]
rust/ommx/benches/partial_evaluate.rs::benches::partial_evaluate_quadratic_one::partial-evaluate-quadratic-one::partial-evaluate-quadratic-one[1000]
CodSpeed Performance Gauge
0%
391.6 µs
391.6 µs
partial-evaluate-polynomial-one[1000]
rust/ommx/benches/partial_evaluate.rs::benches::partial_evaluate_polynomial_one::partial-evaluate-polynomial-one::partial-evaluate-polynomial-one[1000]
CodSpeed Performance Gauge
0%
791.5 µs
791.5 µs
partial-evaluate-polynomial-half[1000]
rust/ommx/benches/partial_evaluate.rs::benches::partial_evaluate_polynomial_half::partial-evaluate-polynomial-half::partial-evaluate-polynomial-half[1000]
CodSpeed Performance Gauge
0%
806.6 µs
806.6 µs
partial-evaluate-polynomial-one[10000]
rust/ommx/benches/partial_evaluate.rs::benches::partial_evaluate_polynomial_one::partial-evaluate-polynomial-one::partial-evaluate-polynomial-one[10000]
CodSpeed Performance Gauge
0%
7.3 ms
7.3 ms
evaluate-quadratic[100]
rust/ommx/benches/evaluate.rs::benches::evaluate_quadratic::evaluate-quadratic::evaluate-quadratic[100]
CodSpeed Performance Gauge
0%
21.5 µs
21.5 µs
square-linear[100]
rust/ommx/benches/mul.rs::benches::square_linear::square-linear::square-linear[100]
CodSpeed Performance Gauge
0%
1.2 ms
1.2 ms
square-linear[10]
rust/ommx/benches/mul.rs::benches::square_linear::square-linear::square-linear[10]
CodSpeed Performance Gauge
0%
16.7 µs
16.7 µs
square-polynomial[100]
rust/ommx/benches/mul.rs::benches::square_polynomial::square-polynomial::square-polynomial[100]
CodSpeed Performance Gauge
0%
4.8 ms
4.8 ms
square-polynomial[10]
rust/ommx/benches/mul.rs::benches::square_polynomial::square-polynomial::square-polynomial[10]
CodSpeed Performance Gauge
0%
63.6 µs
63.6 µs
square-quadratic[100]
rust/ommx/benches/mul.rs::benches::square_quadratic::square-quadratic::square-quadratic[100]
CodSpeed Performance Gauge
0%
5.7 ms
5.7 ms
square-quadratic[10]
rust/ommx/benches/mul.rs::benches::square_quadratic::square-quadratic::square-quadratic[10]
CodSpeed Performance Gauge
0%
71.4 µs
71.4 µs
partial-evaluate-linear-one[1000]
rust/ommx/benches/partial_evaluate.rs::benches::partial_evaluate_linear_one::partial-evaluate-linear-one::partial-evaluate-linear-one[1000]
CodSpeed Performance Gauge
0%
264 µs
264 µs
partial-evaluate-quadratic-one[100]
rust/ommx/benches/partial_evaluate.rs::benches::partial_evaluate_quadratic_one::partial-evaluate-quadratic-one::partial-evaluate-quadratic-one[100]
CodSpeed Performance Gauge
0%
39.6 µs
39.6 µs
add-small-many-linear-to-polynomial[10000]
rust/ommx/benches/sum.rs::benches::add_small_many_linear_to_polynomial::add-small-many-linear-to-polynomial::add-small-many-linear-to-polynomial[10000]
CodSpeed Performance Gauge
0%
6.2 ms
6.2 ms
add-small-many-linear-to-polynomial[1000]
rust/ommx/benches/sum.rs::benches::add_small_many_linear_to_polynomial::add-small-many-linear-to-polynomial::add-small-many-linear-to-polynomial[1000]
CodSpeed Performance Gauge
0%
533.1 µs
533.1 µs
add-small-many-linear-to-polynomial[100]
rust/ommx/benches/sum.rs::benches::add_small_many_linear_to_polynomial::add-small-many-linear-to-polynomial::add-small-many-linear-to-polynomial[100]
CodSpeed Performance Gauge
0%
64.3 µs
64.3 µs
add-small-many-linear-to-quadratic[10000]
rust/ommx/benches/sum.rs::benches::add_small_many_linear_to_quadratic::add-small-many-linear-to-quadratic::add-small-many-linear-to-quadratic[10000]
CodSpeed Performance Gauge
0%
4.5 ms
4.5 ms
add-small-many-linear-to-quadratic[1000]
rust/ommx/benches/sum.rs::benches::add_small_many_linear_to_quadratic::add-small-many-linear-to-quadratic::add-small-many-linear-to-quadratic[1000]
CodSpeed Performance Gauge
0%
391.7 µs
391.7 µs
add-small-many-linear-to-quadratic[100]
rust/ommx/benches/sum.rs::benches::add_small_many_linear_to_quadratic::add-small-many-linear-to-quadratic::add-small-many-linear-to-quadratic[100]
CodSpeed Performance Gauge
0%
48.2 µs
48.2 µs
sum-linear-large-little[10000]
rust/ommx/benches/sum.rs::benches::sum_linear_large_little::sum-linear-large-little::sum-linear-large-little[10000]
CodSpeed Performance Gauge
0%
2.8 ms
2.8 ms
sum-linear-large-little[1000]
rust/ommx/benches/sum.rs::benches::sum_linear_large_little::sum-linear-large-little::sum-linear-large-little[1000]
CodSpeed Performance Gauge
0%
332.6 µs
332.6 µs
sum-linear-large-little[100]
rust/ommx/benches/sum.rs::benches::sum_linear_large_little::sum-linear-large-little::sum-linear-large-little[100]
CodSpeed Performance Gauge
0%
28.2 µs
28.2 µs
sum-linear-small-many[10000]
rust/ommx/benches/sum.rs::benches::sum_linear_small_many::sum-linear-small-many::sum-linear-small-many[10000]
CodSpeed Performance Gauge
0%
4.2 ms
4.2 ms
sum-linear-small-many[1000]
rust/ommx/benches/sum.rs::benches::sum_linear_small_many::sum-linear-small-many::sum-linear-small-many[1000]
CodSpeed Performance Gauge
0%
391.6 µs
391.6 µs
sum-linear-small-many[100]
rust/ommx/benches/sum.rs::benches::sum_linear_small_many::sum-linear-small-many::sum-linear-small-many[100]
CodSpeed Performance Gauge
0%
46 µs
46 µs
sum-polynomial-large-little[10000]
rust/ommx/benches/sum.rs::benches::sum_polynomial_large_little::sum-polynomial-large-little::sum-polynomial-large-little[10000]
CodSpeed Performance Gauge
0%
5.6 ms
5.6 ms
sum-polynomial-large-little[1000]
rust/ommx/benches/sum.rs::benches::sum_polynomial_large_little::sum-polynomial-large-little::sum-polynomial-large-little[1000]
CodSpeed Performance Gauge
0%
602.2 µs
602.2 µs
sum-polynomial-large-little[100]
rust/ommx/benches/sum.rs::benches::sum_polynomial_large_little::sum-polynomial-large-little::sum-polynomial-large-little[100]
CodSpeed Performance Gauge
0%
75.6 µs
75.6 µs
sum-polynomial-small-many[10000]
rust/ommx/benches/sum.rs::benches::sum_polynomial_small_many::sum-polynomial-small-many::sum-polynomial-small-many[10000]
CodSpeed Performance Gauge
0%
11.4 ms
11.4 ms
sum-polynomial-small-many[1000]
rust/ommx/benches/sum.rs::benches::sum_polynomial_small_many::sum-polynomial-small-many::sum-polynomial-small-many[1000]
CodSpeed Performance Gauge
0%
1.2 ms
1.2 ms
sum-polynomial-small-many[100]
rust/ommx/benches/sum.rs::benches::sum_polynomial_small_many::sum-polynomial-small-many::sum-polynomial-small-many[100]
CodSpeed Performance Gauge
0%
136.8 µs
136.8 µs
sum-quadratic-large-little[10000]
rust/ommx/benches/sum.rs::benches::sum_quadratic_large_little::sum-quadratic-large-little::sum-quadratic-large-little[10000]
CodSpeed Performance Gauge
0%
4 ms
4 ms
sum-quadratic-large-little[1000]
rust/ommx/benches/sum.rs::benches::sum_quadratic_large_little::sum-quadratic-large-little::sum-quadratic-large-little[1000]
CodSpeed Performance Gauge
0%
459.5 µs
459.5 µs
sum-quadratic-large-little[100]
rust/ommx/benches/sum.rs::benches::sum_quadratic_large_little::sum-quadratic-large-little::sum-quadratic-large-little[100]
CodSpeed Performance Gauge
0%
37.3 µs
37.3 µs
sum-quadratic-small-many[10000]
rust/ommx/benches/sum.rs::benches::sum_quadratic_small_many::sum-quadratic-small-many::sum-quadratic-small-many[10000]
CodSpeed Performance Gauge
0%
6.2 ms
6.2 ms
sum-quadratic-small-many[1000]
rust/ommx/benches/sum.rs::benches::sum_quadratic_small_many::sum-quadratic-small-many::sum-quadratic-small-many[1000]
CodSpeed Performance Gauge
0%
672.8 µs
672.8 µs
sum-quadratic-small-many[100]
rust/ommx/benches/sum.rs::benches::sum_quadratic_small_many::sum-quadratic-small-many::sum-quadratic-small-many[100]
CodSpeed Performance Gauge
0%
63.1 µs
63.1 µs
partial-evaluate-polynomial-half[10000]
rust/ommx/benches/partial_evaluate.rs::benches::partial_evaluate_polynomial_half::partial-evaluate-polynomial-half::partial-evaluate-polynomial-half[10000]
CodSpeed Performance Gauge
0%
6.3 ms
6.3 ms
partial-evaluate-linear-one[10000]
rust/ommx/benches/partial_evaluate.rs::benches::partial_evaluate_linear_one::partial-evaluate-linear-one::partial-evaluate-linear-one[10000]
CodSpeed Performance Gauge
0%
2.6 ms
2.6 ms
partial-evaluate-polynomial-all[10000]
rust/ommx/benches/partial_evaluate.rs::benches::partial_evaluate_polynomial_all::partial-evaluate-polynomial-all::partial-evaluate-polynomial-all[10000]
CodSpeed Performance Gauge
0%
6.2 ms
6.2 ms
partial-evaluate-linear-half[10000]
rust/ommx/benches/partial_evaluate.rs::benches::partial_evaluate_linear_half::partial-evaluate-linear-half::partial-evaluate-linear-half[10000]
CodSpeed Performance Gauge
0%
1.9 ms
1.9 ms
test_sum_linear_large_little[10000]
python/ommx-tests/tests/test_bench_linear_add.py::test_sum_linear_large_little[10000]
CodSpeed Performance Gauge
0%
3 ms
3 ms
partial-evaluate-linear-all[10000]
rust/ommx/benches/partial_evaluate.rs::benches::partial_evaluate_linear_all::partial-evaluate-linear-all::partial-evaluate-linear-all[10000]
CodSpeed Performance Gauge
0%
1.5 ms
1.5 ms
evaluate-polynomial[1000]
rust/ommx/benches/evaluate.rs::benches::evaluate_polynomial::evaluate-polynomial::evaluate-polynomial[1000]
CodSpeed Performance Gauge
0%
237.1 µs
237.2 µs
partial-evaluate-linear-all[1000]
rust/ommx/benches/partial_evaluate.rs::benches::partial_evaluate_linear_all::partial-evaluate-linear-all::partial-evaluate-linear-all[1000]
CodSpeed Performance Gauge
0%
153.5 µs
153.6 µs
partial-evaluate-linear-one[100]
rust/ommx/benches/partial_evaluate.rs::benches::partial_evaluate_linear_one::partial-evaluate-linear-one::partial-evaluate-linear-one[100]
CodSpeed Performance Gauge
0%
27.6 µs
27.7 µs
partial-evaluate-quadratic-all[10000]
rust/ommx/benches/partial_evaluate.rs::benches::partial_evaluate_quadratic_all::partial-evaluate-quadratic-all::partial-evaluate-quadratic-all[10000]
CodSpeed Performance Gauge
0%
2 ms
2 ms
partial-evaluate-linear-all[100]
rust/ommx/benches/partial_evaluate.rs::benches::partial_evaluate_linear_all::partial-evaluate-linear-all::partial-evaluate-linear-all[100]
CodSpeed Performance Gauge
0%
18 µs
18 µs
partial-evaluate-quadratic-all[1000]
rust/ommx/benches/partial_evaluate.rs::benches::partial_evaluate_quadratic_all::partial-evaluate-quadratic-all::partial-evaluate-quadratic-all[1000]
CodSpeed Performance Gauge
0%
208.2 µs
208.5 µs
partial-evaluate-quadratic-half[100]
rust/ommx/benches/partial_evaluate.rs::benches::partial_evaluate_quadratic_half::partial-evaluate-quadratic-half::partial-evaluate-quadratic-half[100]
CodSpeed Performance Gauge
0%
39.5 µs
39.6 µs
evaluate-quadratic[10000]
rust/ommx/benches/evaluate.rs::benches::evaluate_quadratic::evaluate-quadratic::evaluate-quadratic[10000]
CodSpeed Performance Gauge
0%
1.9 ms
1.9 ms
evaluate-linear[1000]
rust/ommx/benches/evaluate.rs::benches::evaluate_linear::evaluate-linear::evaluate-linear[1000]
CodSpeed Performance Gauge
0%
158.6 µs
158.9 µs
partial-evaluate-quadratic-half[10000]
rust/ommx/benches/partial_evaluate.rs::benches::partial_evaluate_quadratic_half::partial-evaluate-quadratic-half::partial-evaluate-quadratic-half[10000]
CodSpeed Performance Gauge
0%
3.8 ms
3.8 ms
partial-evaluate-linear-half[100]
rust/ommx/benches/partial_evaluate.rs::benches::partial_evaluate_linear_half::partial-evaluate-linear-half::partial-evaluate-linear-half[100]
CodSpeed Performance Gauge
0%
23.5 µs
23.5 µs
test_sum_linear_large_little[100]
python/ommx-tests/tests/test_bench_linear_add.py::test_sum_linear_large_little[100]
CodSpeed Performance Gauge
0%
77.4 µs
77.6 µs
test_to_qubo_pbi[100]
python/ommx-tests/tests/test_bench_to_qubo.py::test_to_qubo_pbi[100]
CodSpeed Performance Gauge
0%
78.9 ms
79.1 ms
test_to_qubo_pbi[1000]
python/ommx-tests/tests/test_bench_to_qubo.py::test_to_qubo_pbi[1000]
CodSpeed Performance Gauge
0%
9.9 s
9.9 s
test_sum_linear_small_many[1000]
python/ommx-tests/tests/test_bench_linear_add.py::test_sum_linear_small_many[1000]
CodSpeed Performance Gauge
-1%
1.9 ms
2 ms
partial-evaluate-polynomial-all[100]
rust/ommx/benches/partial_evaluate.rs::benches::partial_evaluate_polynomial_all::partial-evaluate-polynomial-all::partial-evaluate-polynomial-all[100]
CodSpeed Performance Gauge
-1%
62.6 µs
63.1 µs
test_sum_linear_small_many[10000]
python/ommx-tests/tests/test_bench_linear_add.py::test_sum_linear_small_many[10000]
CodSpeed Performance Gauge
-1%
19.2 ms
19.4 ms
partial-evaluate-polynomial-half[100]
rust/ommx/benches/partial_evaluate.rs::benches::partial_evaluate_polynomial_half::partial-evaluate-polynomial-half::partial-evaluate-polynomial-half[100]
CodSpeed Performance Gauge
-1%
76.4 µs
77.4 µs

Commits

Click on a commit to change the comparison range
Base
bench-python-small-add-many
804ce39
0%
Remove unnecessary test_add_many_linear_to_base benchmark Keep only the essential benchmarks for Linear addition: - test_sum_linear_small_many: Sum many small linear functions - test_sum_linear_large_little: Sum few large linear functions 🤖 Generated with [Claude Code](https://claude.ai/code) Co-Authored-By: Claude <noreply@anthropic.com>
7b43ef9
17 days ago
by termoshtt
+1,176%
Add __iadd__ method to Linear for efficient in-place addition - Add __iadd__ to _ommx_rust.Linear in Rust PyO3 bindings - Add __iadd__ to ommx.v1.Linear Python wrapper - Update benchmarks to use += instead of a = a + b - Add test to verify in-place modification - Regenerate stub files This avoids O(N^2) complexity when summing many Linear functions by modifying the object in place instead of creating copies.
6683404
17 days ago
by termoshtt
-390%
Remove singledispatchmethod overhead from Linear.from_object Replace singledispatchmethod with direct isinstance checks to reduce overhead now that the core addition operations have been optimized. This consolidates all type conversion logic into a single method with straightforward conditionals for better performance. - Combine from_object, from_float, from_integer, from_decision_variable - Remove singledispatchmethod import - Maintain same functionality with direct type checking
804ce39
17 days ago
by termoshtt
-786%
Format
12e92b4
17 days ago
by termoshtt
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