| metadata: |
| name: poly |
| version: 1 |
| description: Poly suite incl. Poly-10. |
| sources: |
| - Poli 2003 lineage (via DSO aggregation) |
| - formulas + ranges from dso-org/deep-symbolic-optimization benchmarks.csv (BSD-3; |
| Petersen et al. 2021, Mundhenk et al. 2021) |
| sampling_defaults: |
| n_points: 20 |
| method: random |
| noise: 0.0 |
| source_kind: set |
| conventions: |
| sampling: vars use the `fastsrb` distribution (sample_range/sample_type); DSO |
| train_spec ranges; evenly-spaced (E) upstream grids are sampled uniformly here |
| (noted per entry as meta.dso_spec). |
| validity: 'accepted points follow the declared per-variable distribution CONDITIONED |
| on the expression''s valid domain; meta.finite_fraction is the MC-estimated |
| per-point valid fraction (n=20000); entries below 0.05 carry low_validity: true |
| and need per-entry review.' |
| expressions: |
| Poly-10: |
| raw: x1*x2+x3*x4+x5*x6+x1*x7*x9+x3*x6*x10 |
| prepared: v1*v2+v3*v4+v5*v6+v1*v7*v9+v3*v6*v10 |
| n_variables: 10 |
| sources: |
| - Poli 2003 lineage (via DSO aggregation) |
| - formulas + ranges from dso-org/deep-symbolic-optimization benchmarks.csv (BSD-3; |
| Petersen et al. 2021, Mundhenk et al. 2021) |
| vars: |
| v1: |
| name: x1 |
| sample_range: |
| - 0.0 |
| - 1.0 |
| sample_type: |
| - uni |
| - pos |
| v2: |
| name: x2 |
| sample_range: |
| - 0.0 |
| - 1.0 |
| sample_type: |
| - uni |
| - pos |
| v3: |
| name: x3 |
| sample_range: |
| - 0.0 |
| - 1.0 |
| sample_type: |
| - uni |
| - pos |
| v4: |
| name: x4 |
| sample_range: |
| - 0.0 |
| - 1.0 |
| sample_type: |
| - uni |
| - pos |
| v5: |
| name: x5 |
| sample_range: |
| - 0.0 |
| - 1.0 |
| sample_type: |
| - uni |
| - pos |
| v6: |
| name: x6 |
| sample_range: |
| - 0.0 |
| - 1.0 |
| sample_type: |
| - uni |
| - pos |
| v7: |
| name: x7 |
| sample_range: |
| - 0.0 |
| - 1.0 |
| sample_type: |
| - uni |
| - pos |
| v8: |
| name: x8 |
| sample_range: |
| - 0.0 |
| - 1.0 |
| sample_type: |
| - uni |
| - pos |
| v9: |
| name: x9 |
| sample_range: |
| - 0.0 |
| - 1.0 |
| sample_type: |
| - uni |
| - pos |
| v10: |
| name: x10 |
| sample_range: |
| - 0.0 |
| - 1.0 |
| sample_type: |
| - uni |
| - pos |
| v0: |
| name: y |
| meta: |
| dso_spec: |
| train: |
| all: |
| U: |
| - 0 |
| - 1 |
| - 330 |
| test: |
| all: |
| U: |
| - 0 |
| - 1 |
| - 170 |
| function_set: None |
| finite_fraction: 1.0 |
| Poly-1: |
| raw: x2/sqrt(pow(x1,2)+pow(x2,2)+pow(x3,2)) |
| prepared: v2/sqrt(((v1)**(2))+((v2)**(2))+((v3)**(2))) |
| n_variables: 3 |
| sources: |
| - Poli 2003 lineage (via DSO aggregation) |
| - formulas + ranges from dso-org/deep-symbolic-optimization benchmarks.csv (BSD-3; |
| Petersen et al. 2021, Mundhenk et al. 2021) |
| vars: |
| v1: |
| name: x1 |
| sample_range: |
| - 0.0 |
| - 3.0 |
| sample_type: |
| - uni |
| - pos |
| v2: |
| name: x2 |
| sample_range: |
| - 0.0 |
| - 3.0 |
| sample_type: |
| - uni |
| - pos |
| v3: |
| name: x3 |
| sample_range: |
| - 0.0 |
| - 3.0 |
| sample_type: |
| - uni |
| - pos |
| v0: |
| name: y |
| meta: |
| dso_spec: |
| train: |
| all: |
| U: |
| - 0.0 |
| - 3.0 |
| - 100 |
| test: |
| all: |
| U: |
| - 0.0 |
| - 3.0 |
| - 30 |
| function_set: PKozaPlusSqrt |
| finite_fraction: 1.0 |
| Poly-2: |
| raw: pow(x1,3)+pow(x1,2)+x1+sin(x1)+sin(pow(x2,2)) |
| prepared: ((v1)**(3))+((v1)**(2))+v1+sin(v1)+sin(((v2)**(2))) |
| n_variables: 2 |
| sources: |
| - Poli 2003 lineage (via DSO aggregation) |
| - formulas + ranges from dso-org/deep-symbolic-optimization benchmarks.csv (BSD-3; |
| Petersen et al. 2021, Mundhenk et al. 2021) |
| vars: |
| v1: |
| name: x1 |
| sample_range: |
| - -1.0 |
| - 1.0 |
| sample_type: |
| - uni |
| - pos |
| v2: |
| name: x2 |
| sample_range: |
| - -1.0 |
| - 1.0 |
| sample_type: |
| - uni |
| - pos |
| v0: |
| name: y |
| meta: |
| dso_spec: |
| train: |
| all: |
| U: |
| - -1 |
| - 1 |
| - 20 |
| test: null |
| function_set: PKoza |
| finite_fraction: 1.0 |
| Poly-3: |
| raw: cos(x2)/(sqrt(12*x1*x2+1.3+x1-0.05*pow(x2,2))+x1) |
| prepared: cos(v2)/(sqrt(12*v1*v2+1.3+v1-0.05*((v2)**(2)))+v1) |
| n_variables: 2 |
| sources: |
| - Poli 2003 lineage (via DSO aggregation) |
| - formulas + ranges from dso-org/deep-symbolic-optimization benchmarks.csv (BSD-3; |
| Petersen et al. 2021, Mundhenk et al. 2021) |
| vars: |
| v1: |
| name: x1 |
| sample_range: |
| - 0.0 |
| - 3.0 |
| sample_type: |
| - uni |
| - pos |
| v2: |
| name: x2 |
| sample_range: |
| - 0.0 |
| - 3.0 |
| sample_type: |
| - uni |
| - pos |
| v0: |
| name: y |
| meta: |
| dso_spec: |
| train: |
| all: |
| U: |
| - 0.0 |
| - 3.0 |
| - 100 |
| test: |
| all: |
| U: |
| - 0.0 |
| - 3.0 |
| - 30 |
| function_set: PKozaPlusSqrt |
| finite_fraction: 1.0 |
| Poly-4: |
| raw: sin(x4)/(sqrt(12*x1*x2+1.3-0.05*x3*x6*x10)*exp(x7)) |
| prepared: sin(v4)/(sqrt(12*v1*v2+1.3-0.05*v3*v6*v10)*exp(v7)) |
| n_variables: 10 |
| sources: |
| - Poli 2003 lineage (via DSO aggregation) |
| - formulas + ranges from dso-org/deep-symbolic-optimization benchmarks.csv (BSD-3; |
| Petersen et al. 2021, Mundhenk et al. 2021) |
| vars: |
| v1: |
| name: x1 |
| sample_range: |
| - 0.0 |
| - 3.0 |
| sample_type: |
| - uni |
| - pos |
| v2: |
| name: x2 |
| sample_range: |
| - 0.0 |
| - 3.0 |
| sample_type: |
| - uni |
| - pos |
| v3: |
| name: x3 |
| sample_range: |
| - 0.0 |
| - 3.0 |
| sample_type: |
| - uni |
| - pos |
| v4: |
| name: x4 |
| sample_range: |
| - 0.0 |
| - 3.0 |
| sample_type: |
| - uni |
| - pos |
| v5: |
| name: x5 |
| sample_range: |
| - 0.0 |
| - 3.0 |
| sample_type: |
| - uni |
| - pos |
| v6: |
| name: x6 |
| sample_range: |
| - 0.0 |
| - 3.0 |
| sample_type: |
| - uni |
| - pos |
| v7: |
| name: x7 |
| sample_range: |
| - 0.0 |
| - 3.0 |
| sample_type: |
| - uni |
| - pos |
| v8: |
| name: x8 |
| sample_range: |
| - 0.0 |
| - 3.0 |
| sample_type: |
| - uni |
| - pos |
| v9: |
| name: x9 |
| sample_range: |
| - 0.0 |
| - 3.0 |
| sample_type: |
| - uni |
| - pos |
| v10: |
| name: x10 |
| sample_range: |
| - 0.0 |
| - 3.0 |
| sample_type: |
| - uni |
| - pos |
| v0: |
| name: y |
| meta: |
| dso_spec: |
| train: |
| all: |
| U: |
| - 0.0 |
| - 3.0 |
| - 330 |
| test: |
| all: |
| U: |
| - 0.0 |
| - 3.0 |
| - 170 |
| function_set: PKozaPlusSqrt |
| finite_fraction: 1.0 |
| Poly-5: |
| raw: sin(pow(x1,3)-x1-pi/6) |
| prepared: sin(((v1)**(3))-v1-3.141592653589793/6) |
| n_variables: 1 |
| sources: |
| - Poli 2003 lineage (via DSO aggregation) |
| - formulas + ranges from dso-org/deep-symbolic-optimization benchmarks.csv (BSD-3; |
| Petersen et al. 2021, Mundhenk et al. 2021) |
| vars: |
| v1: |
| name: x1 |
| sample_range: |
| - -3.14 |
| - 3.14 |
| sample_type: |
| - uni |
| - pos |
| v0: |
| name: y |
| meta: |
| dso_spec: |
| train: |
| all: |
| U: |
| - -3.14 |
| - 3.14 |
| - 20 |
| test: null |
| function_set: CPKoza |
| finite_fraction: 1.0 |
|
|
