Add v7.11-mini

v7.11-mini/skeleton_pool_val/expression_space.yaml

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+operators:
+  +:
+    realization: +
+    alias:
+    - add
+    - plus
+    inverse: '-'
+    arity: 2
+    weight: 10
+    precedence: 1
+    commutative: true
+    symmetry: 0
+    positive: false
+    monotonicity: 0
+  '-':
+    realization: '-'
+    alias:
+    - sub
+    - minus
+    inverse: +
+    arity: 2
+    weight: 5
+    precedence: 1
+    commutative: false
+    symmetry: 0
+    positive: false
+    monotonicity: 0
+  neg:
+    realization: nsrops.neg
+    alias:
+    - negative
+    inverse: neg
+    arity: 1
+    weight: 5
+    precedence: 2.5
+    commutative: false
+    symmetry: -1
+    positive: false
+    monotonicity: -1
+  '*':
+    realization: '*'
+    alias:
+    - mul
+    - times
+    inverse: /
+    arity: 2
+    weight: 10
+    precedence: 2
+    commutative: true
+    symmetry: 0
+    positive: false
+    monotonicity: 0
+  /:
+    realization: /
+    alias:
+    - div
+    - divide
+    inverse: '*'
+    arity: 2
+    weight: 5
+    precedence: 2
+    commutative: false
+    symmetry: 0
+    positive: false
+    monotonicity: 0
+  abs:
+    realization: abs
+    alias:
+    - absolute
+    inverse: null
+    arity: 1
+    weight: 4
+    precedence: 3
+    commutative: false
+    symmetry: 1
+    positive: true
+    monotonicity: 0
+  inv:
+    realization: nsrops.inv
+    alias:
+    - inverse
+    inverse: inv
+    arity: 1
+    weight: 4
+    precedence: 4
+    commutative: false
+    symmetry: -1
+    positive: false
+    monotonicity: -1
+  pow2:
+    realization: nsrops.pow2
+    alias:
+    - square
+    inverse: null
+    arity: 1
+    weight: 4
+    precedence: 3
+    commutative: false
+    symmetry: 1
+    positive: true
+    monotonicity: 0
+  pow3:
+    realization: nsrops.pow3
+    alias:
+    - cube
+    inverse: pow1_3
+    arity: 1
+    weight: 2
+    precedence: 3
+    commutative: false
+    symmetry: -1
+    positive: false
+    monotonicity: 1
+  pow4:
+    realization: nsrops.pow4
+    alias: []
+    inverse: null
+    arity: 1
+    weight: 1
+    precedence: 3
+    commutative: false
+    symmetry: 1
+    positive: true
+    monotonicity: 0
+  pow5:
+    realization: nsrops.pow5
+    alias: []
+    inverse: pow1_5
+    arity: 1
+    weight: 1
+    precedence: 3
+    commutative: false
+    symmetry: -1
+    positive: false
+    monotonicity: 1
+  pow1_2:
+    realization: nsrops.pow1_2
+    alias:
+    - sqrt
+    inverse: null
+    arity: 1
+    weight: 4
+    precedence: 3
+    commutative: false
+    symmetry: 0
+    positive: true
+    monotonicity: 1
+  pow1_3:
+    realization: nsrops.pow1_3
+    alias: []
+    inverse: null
+    arity: 1
+    weight: 2
+    precedence: 3
+    commutative: false
+    symmetry: -1
+    positive: false
+    monotonicity: 1
+  pow1_4:
+    realization: nsrops.pow1_4
+    alias: []
+    inverse: null
+    arity: 1
+    weight: 1
+    precedence: 3
+    commutative: false
+    symmetry: 0
+    positive: true
+    monotonicity: 1
+  pow1_5:
+    realization: nsrops.pow1_5
+    alias: []
+    inverse: null
+    arity: 1
+    weight: 1
+    precedence: 3
+    commutative: false
+    symmetry: -1
+    positive: false
+    monotonicity: 1
+  sin:
+    realization: numpy.sin
+    alias: []
+    inverse: asin
+    arity: 1
+    weight: 4
+    precedence: 2
+    commutative: false
+    symmetry: -1
+    positive: false
+    monotonicity: 0
+  cos:
+    realization: numpy.cos
+    alias: []
+    inverse: acos
+    arity: 1
+    weight: 4
+    precedence: 2
+    commutative: false
+    symmetry: 1
+    positive: false
+    monotonicity: 0
+  tan:
+    realization: numpy.tan
+    alias: []
+    inverse: atan
+    arity: 1
+    weight: 4
+    precedence: 2
+    commutative: false
+    symmetry: -1
+    positive: false
+    monotonicity: 0
+  asin:
+    realization: numpy.arcsin
+    alias:
+    - arcsin
+    inverse: sin
+    arity: 1
+    weight: 2
+    precedence: 2
+    commutative: false
+    symmetry: -1
+    positive: false
+    monotonicity: 1
+  acos:
+    realization: numpy.arccos
+    alias:
+    - arccos
+    inverse: cos
+    arity: 1
+    weight: 2
+    precedence: 2
+    commutative: false
+    symmetry: 0
+    positive: true
+    monotonicity: 1
+  atan:
+    realization: numpy.arctan
+    alias:
+    - arctan
+    inverse: tan
+    arity: 1
+    weight: 2
+    precedence: 2
+    commutative: false
+    symmetry: -1
+    positive: false
+    monotonicity: 1
+  exp:
+    realization: numpy.exp
+    alias: []
+    inverse: log
+    arity: 1
+    weight: 4
+    precedence: 3
+    commutative: false
+    symmetry: 0
+    positive: true
+    monotonicity: 1
+  log:
+    realization: numpy.log
+    alias:
+    - ln
+    inverse: exp
+    arity: 1
+    weight: 4
+    precedence: 2
+    commutative: false
+    symmetry: 0
+    positive: false
+    monotonicity: 1
+variables: 3

v7.11-mini/skeleton_pool_val/skeleton_pool.yaml

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+expression_space: /home/psaegert/Projects/flash-ansr/configs/v7.11-mini/./expression_space.yaml
+holdout_pools:
+- '{{ROOT}}/data/ansr-data/test_set/soose_nc/skeleton_pool/'
+- '{{ROOT}}/data/ansr-data/test_set/feynman/skeleton_pool/'
+- '{{ROOT}}/data/ansr-data/test_set/nguyen/skeleton_pool/'
+- '{{ROOT}}/data/ansr-data/test_set/pool_15/skeleton_pool/'
+sample_strategy:
+  n_operator_distribution: length_exponential
+  min_operators: 0
+  max_operators: 15
+  power: 1
+  lambda: 1
+  max_length: 31
+  max_tries: 1
+  independent_dimensions: true
+allow_nan: false
+simplify: true
+literal_prior: uniform
+literal_prior_kwargs:
+  low: -5
+  high: 5
+support_prior: uniform_intervals
+support_prior_kwargs:
+  low: -10
+  high: 10
+n_support_prior: uniform
+n_support_prior_kwargs:
+  low: 16
+  high: 512
+  min_value: 16
+  max_value: 512

v7.11-mini/skeleton_pool_val/skeletons.pkl

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9ce3c6bc223e58c88183bbd5b2f0ca84af2cc6a5ef8ce640e4054f101f84e0a5
+size 2545419