Add 7.12, 9.1 skeleton pools

test_set/feynman/skeleton_pool/expression_space.yaml

@@ -27,7 +27,6 @@ operators:
     monotonicity: 0
   neg:
     realization: nsrops.neg
-    wolfram: Negative
     alias:
     - negative
     inverse: neg
@@ -66,7 +65,6 @@ operators:
     monotonicity: 0
   abs:
     realization: abs
-    wolfram: Abs
     alias:
     - absolute
     inverse: null
@@ -79,7 +77,6 @@ operators:
     monotonicity: 0
   inv:
     realization: nsrops.inv
-    wolfram: Inverse
     alias:
     - inverse
     inverse: inv
@@ -183,7 +180,6 @@ operators:
     monotonicity: 1
   sin:
     realization: numpy.sin
-    wolfram: Sin
     alias: []
     inverse: asin
     arity: 1
@@ -195,7 +191,6 @@ operators:
     monotonicity: 0
   cos:
     realization: numpy.cos
-    wolfram: Cos
     alias: []
     inverse: acos
     arity: 1
@@ -207,7 +202,6 @@ operators:
     monotonicity: 0
   tan:
     realization: numpy.tan
-    wolfram: Tan
     alias: []
     inverse: atan
     arity: 1
@@ -219,7 +213,6 @@ operators:
     monotonicity: 0
   asin:
     realization: numpy.arcsin
-    wolfram: ArcSin
     alias:
     - arcsin
     inverse: sin
@@ -232,7 +225,6 @@ operators:
     monotonicity: 1
   acos:
     realization: numpy.arccos
-    wolfram: ArcCos
     alias:
     - arccos
     inverse: cos
@@ -245,7 +237,6 @@ operators:
     monotonicity: 1
   atan:
     realization: numpy.arctan
-    wolfram: ArcTan
     alias:
     - arctan
     inverse: tan
@@ -258,7 +249,6 @@ operators:
     monotonicity: 1
   exp:
     realization: numpy.exp
-    wolfram: Exp
     alias: []
     inverse: log
     arity: 1
@@ -270,7 +260,6 @@ operators:
     monotonicity: 1
   log:
     realization: numpy.log
-    wolfram: Log
     alias:
     - ln
     inverse: exp

test_set/feynman/skeleton_pool/skeleton_pool.yaml

@@ -1,4 +1,4 @@
-expression_space: /home/psaegert/Projects/flash-ansr/configs/test_set_base/./expression_space.yaml
+expression_space: /home/psaegert/Projects/flash-ansr/configs/test_set/./expression_space.yaml
 holdout_pools: []
 sample_strategy:
   max_tries: 100

test_set/nguyen/skeleton_pool/expression_space.yaml

@@ -27,7 +27,6 @@ operators:
     monotonicity: 0
   neg:
     realization: nsrops.neg
-    wolfram: Negative
     alias:
     - negative
     inverse: neg
@@ -66,7 +65,6 @@ operators:
     monotonicity: 0
   abs:
     realization: abs
-    wolfram: Abs
     alias:
     - absolute
     inverse: null
@@ -79,7 +77,6 @@ operators:
     monotonicity: 0
   inv:
     realization: nsrops.inv
-    wolfram: Inverse
     alias:
     - inverse
     inverse: inv
@@ -183,7 +180,6 @@ operators:
     monotonicity: 1
   sin:
     realization: numpy.sin
-    wolfram: Sin
     alias: []
     inverse: asin
     arity: 1
@@ -195,7 +191,6 @@ operators:
     monotonicity: 0
   cos:
     realization: numpy.cos
-    wolfram: Cos
     alias: []
     inverse: acos
     arity: 1
@@ -207,7 +202,6 @@ operators:
     monotonicity: 0
   tan:
     realization: numpy.tan
-    wolfram: Tan
     alias: []
     inverse: atan
     arity: 1
@@ -219,7 +213,6 @@ operators:
     monotonicity: 0
   asin:
     realization: numpy.arcsin
-    wolfram: ArcSin
     alias:
     - arcsin
     inverse: sin
@@ -232,7 +225,6 @@ operators:
     monotonicity: 1
   acos:
     realization: numpy.arccos
-    wolfram: ArcCos
     alias:
     - arccos
     inverse: cos
@@ -245,7 +237,6 @@ operators:
     monotonicity: 1
   atan:
     realization: numpy.arctan
-    wolfram: ArcTan
     alias:
     - arctan
     inverse: tan
@@ -258,7 +249,6 @@ operators:
     monotonicity: 1
   exp:
     realization: numpy.exp
-    wolfram: Exp
     alias: []
     inverse: log
     arity: 1
@@ -270,7 +260,6 @@ operators:
     monotonicity: 1
   log:
     realization: numpy.log
-    wolfram: Log
     alias:
     - ln
     inverse: exp

test_set/nguyen/skeleton_pool/skeleton_pool.yaml

@@ -1,4 +1,4 @@
-expression_space: /home/psaegert/Projects/flash-ansr/configs/test_set_base/./expression_space.yaml
+expression_space: /home/psaegert/Projects/flash-ansr/configs/test_set/./expression_space.yaml
 holdout_pools: []
 sample_strategy:
   max_tries: 100

test_set/soose_nc/skeleton_pool/expression_space.yaml

@@ -27,7 +27,6 @@ operators:
     monotonicity: 0
   neg:
     realization: nsrops.neg
-    wolfram: Negative
     alias:
     - negative
     inverse: neg
@@ -66,7 +65,6 @@ operators:
     monotonicity: 0
   abs:
     realization: abs
-    wolfram: Abs
     alias:
     - absolute
     inverse: null
@@ -79,7 +77,6 @@ operators:
     monotonicity: 0
   inv:
     realization: nsrops.inv
-    wolfram: Inverse
     alias:
     - inverse
     inverse: inv
@@ -183,7 +180,6 @@ operators:
     monotonicity: 1
   sin:
     realization: numpy.sin
-    wolfram: Sin
     alias: []
     inverse: asin
     arity: 1
@@ -195,7 +191,6 @@ operators:
     monotonicity: 0
   cos:
     realization: numpy.cos
-    wolfram: Cos
     alias: []
     inverse: acos
     arity: 1
@@ -207,7 +202,6 @@ operators:
     monotonicity: 0
   tan:
     realization: numpy.tan
-    wolfram: Tan
     alias: []
     inverse: atan
     arity: 1
@@ -219,7 +213,6 @@ operators:
     monotonicity: 0
   asin:
     realization: numpy.arcsin
-    wolfram: ArcSin
     alias:
     - arcsin
     inverse: sin
@@ -232,7 +225,6 @@ operators:
     monotonicity: 1
   acos:
     realization: numpy.arccos
-    wolfram: ArcCos
     alias:
     - arccos
     inverse: cos
@@ -245,7 +237,6 @@ operators:
     monotonicity: 1
   atan:
     realization: numpy.arctan
-    wolfram: ArcTan
     alias:
     - arctan
     inverse: tan
@@ -258,7 +249,6 @@ operators:
     monotonicity: 1
   exp:
     realization: numpy.exp
-    wolfram: Exp
     alias: []
     inverse: log
     arity: 1
@@ -270,7 +260,6 @@ operators:
     monotonicity: 1
   log:
     realization: numpy.log
-    wolfram: Log
     alias:
     - ln
     inverse: exp

test_set/soose_nc/skeleton_pool/skeleton_pool.yaml

@@ -1,4 +1,4 @@
-expression_space: /home/psaegert/Projects/flash-ansr/configs/test_set_base/./expression_space.yaml
+expression_space: /home/psaegert/Projects/flash-ansr/configs/test_set/./expression_space.yaml
 holdout_pools: []
 sample_strategy:
   max_tries: 100

v7.12/skeleton_pool_val/expression_space.yaml

@@ -0,0 +1,273 @@
+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: 11

v7.12/skeleton_pool_val/skeleton_pool.yaml

@@ -0,0 +1,30 @@
+expression_space: /home/psaegert/Projects/flash-ansr/configs/v7.12/./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_proportional
+  min_operators: 0
+  max_operators: 10
+  power: 1
+  max_length: 21
+  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

v7.12/skeleton_pool_val/skeletons.pkl

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a47c96fcfd4e00209c6d367bd9eb14fc3943d4dc9e166bc0e9e4ef82d45900ff
+size 1434923

v9.1/skeleton_pool_val/expression_space.yaml

@@ -0,0 +1,282 @@
+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
+special_tokens:
+- <pad>
+- <bos>
+- <eos>
+- <unk>
+- <cls>
+- <mask>
+- <num>
+- <ctrl_complexity>

v9.1/skeleton_pool_val/skeleton_pool.yaml

@@ -0,0 +1,30 @@
+expression_space: /home/psaegert/Projects/flash-ansr/configs/v9.1/./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_proportional
+  min_operators: 0
+  max_operators: 10
+  power: 1
+  max_length: 21
+  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

v9.1/skeleton_pool_val/skeletons.pkl

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:5dcd35bf01b5b15953cb7c8fc7d550774c9ad1bc8254df101227d9606eacdefa
+size 1344947