psaegert commited on
Commit
e680ef1
·
unverified ·
1 Parent(s): f6133b0

Add v7.2, remove old

Browse files
Files changed (47) hide show
  1. test_set/feynman/skeleton_pool/skeleton_pool.yaml +1 -1
  2. test_set/feynman/skeleton_pool/skeletons.pkl +2 -2
  3. test_set/nguyen/skeleton_pool/skeleton_pool.yaml +1 -1
  4. test_set/soose_nc/skeleton_pool/skeleton_pool.yaml +1 -1
  5. test_set/soose_nc/skeleton_pool/skeletons.pkl +2 -2
  6. v5.1/skeleton_pool_val/skeleton_pool.yaml +0 -29
  7. v5.1/skeleton_pool_val/skeletons.pkl +0 -3
  8. v5.2/skeleton_pool_val/expression_space.yaml +0 -284
  9. v5.2/skeleton_pool_val/skeleton_pool.yaml +0 -29
  10. v5.3/skeleton_pool_val/expression_space.yaml +0 -284
  11. v5.3/skeleton_pool_val/skeleton_pool.yaml +0 -29
  12. v5.3/skeleton_pool_val/skeletons.pkl +0 -3
  13. v5.4/skeleton_pool_val/expression_space.yaml +0 -284
  14. v5.4/skeleton_pool_val/skeleton_pool.yaml +0 -29
  15. v5.4/skeleton_pool_val/skeletons.pkl +0 -3
  16. v5.5/skeleton_pool_val/expression_space.yaml +0 -284
  17. v5.5/skeleton_pool_val/skeleton_pool.yaml +0 -29
  18. v5.5/skeleton_pool_val/skeletons.pkl +0 -3
  19. v6.0/skeleton_pool_val/expression_space.yaml +0 -284
  20. v6.0/skeleton_pool_val/skeleton_pool.yaml +0 -30
  21. v6.0/skeleton_pool_val/skeletons.pkl +0 -3
  22. v6.0/v6.0/skeleton_pool_val/expression_space.yaml +0 -284
  23. v6.0/v6.0/skeleton_pool_val/skeleton_pool.yaml +0 -30
  24. v6.0/v6.0/skeleton_pool_val/skeletons.pkl +0 -3
  25. v6.1/skeleton_pool_val/expression_space.yaml +0 -284
  26. v6.1/skeleton_pool_val/skeleton_pool.yaml +0 -30
  27. v6.1/skeleton_pool_val/skeletons.pkl +0 -3
  28. v6.2/skeleton_pool_val/expression_space.yaml +0 -284
  29. v6.2/skeleton_pool_val/skeletons.pkl +0 -3
  30. v6.3/skeleton_pool_val/expression_space.yaml +0 -284
  31. v6.3/skeleton_pool_val/skeleton_pool.yaml +0 -30
  32. v6.3/skeleton_pool_val/skeletons.pkl +0 -3
  33. v6.4/skeleton_pool_val/expression_space.yaml +0 -284
  34. v6.4/skeleton_pool_val/skeleton_pool.yaml +0 -30
  35. v6.4/skeleton_pool_val/skeletons.pkl +0 -3
  36. v6.6/skeleton_pool_val/expression_space.yaml +0 -284
  37. v6.6/skeleton_pool_val/skeleton_pool.yaml +0 -30
  38. v6.6/skeleton_pool_val/skeletons.pkl +0 -3
  39. v6.8/skeleton_pool_val/expression_space.yaml +0 -461
  40. v6.8/skeleton_pool_val/skeleton_pool.yaml +0 -30
  41. v6.8/skeleton_pool_val/skeletons.pkl +0 -3
  42. v6.8/v6.8/skeleton_pool_val/expression_space.yaml +0 -461
  43. v6.8/v6.8/skeleton_pool_val/skeleton_pool.yaml +0 -30
  44. v6.8/v6.8/skeleton_pool_val/skeletons.pkl +0 -3
  45. {v5.1 → v7.2-mini}/skeleton_pool_val/expression_space.yaml +0 -11
  46. {v6.2 → v7.2-mini}/skeleton_pool_val/skeleton_pool.yaml +1 -1
  47. {v5.2 → v7.2-mini}/skeleton_pool_val/skeletons.pkl +2 -2
test_set/feynman/skeleton_pool/skeleton_pool.yaml CHANGED
@@ -1,4 +1,4 @@
1
- expression_space: ./expression_space.yaml
2
  holdout_pools: []
3
  sample_strategy:
4
  max_tries: 100
 
1
+ expression_space: /home/psaegert/Projects/flash-ansr/configs/test_set_base/./expression_space.yaml
2
  holdout_pools: []
3
  sample_strategy:
4
  max_tries: 100
test_set/feynman/skeleton_pool/skeletons.pkl CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:7f5d48672c7692300fcebadfdd53a94a68a8eef28c90c645cd6b1f1b2d363319
3
- size 1087
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:389d0bd491fd927e058e67807422896aac7a0c91538109463b6367fcbcae439a
3
+ size 1158
test_set/nguyen/skeleton_pool/skeleton_pool.yaml CHANGED
@@ -1,4 +1,4 @@
1
- expression_space: ./expression_space.yaml
2
  holdout_pools: []
3
  sample_strategy:
4
  max_tries: 100
 
1
+ expression_space: /home/psaegert/Projects/flash-ansr/configs/test_set_base/./expression_space.yaml
2
  holdout_pools: []
3
  sample_strategy:
4
  max_tries: 100
test_set/soose_nc/skeleton_pool/skeleton_pool.yaml CHANGED
@@ -1,4 +1,4 @@
1
- expression_space: ./expression_space.yaml
2
  holdout_pools: []
3
  sample_strategy:
4
  max_tries: 100
 
1
+ expression_space: /home/psaegert/Projects/flash-ansr/configs/test_set_base/./expression_space.yaml
2
  holdout_pools: []
3
  sample_strategy:
4
  max_tries: 100
test_set/soose_nc/skeleton_pool/skeletons.pkl CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:276b556a9f869dce7dbc7535f06e41e6f29f91a5550eb01d85baf8a9c874a395
3
- size 5339
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:e458418755ffdcb4858c0c5ddff0a4c4ade69da95cc5227415205c609c2c47f6
3
+ size 5406
v5.1/skeleton_pool_val/skeleton_pool.yaml DELETED
@@ -1,29 +0,0 @@
1
- expression_space: ./expression_space.yaml
2
- holdout_pools:
3
- - '{{ROOT}}/data/ansr-data/test_set/soose_nc/skeleton_pool/'
4
- - '{{ROOT}}/data/ansr-data/test_set/feynman/skeleton_pool/'
5
- - '{{ROOT}}/data/ansr-data/test_set/nguyen/skeleton_pool/'
6
- - '{{ROOT}}/data/ansr-data/test_set/pool_15/skeleton_pool/'
7
- sample_strategy:
8
- n_operator_distribution: length_proportional
9
- min_operators: 0
10
- max_operators: 5
11
- power: 1
12
- max_length: 11
13
- max_tries: 1
14
- allow_nan: false
15
- simplify: false
16
- literal_prior: uniform
17
- literal_prior_kwargs:
18
- low: 1
19
- high: 5
20
- support_prior: uniform_intervals
21
- support_prior_kwargs:
22
- low: -10
23
- high: 10
24
- n_support_prior: uniform
25
- n_support_prior_kwargs:
26
- low: 16
27
- high: 512
28
- min_value: 16
29
- max_value: 512
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
v5.1/skeleton_pool_val/skeletons.pkl DELETED
@@ -1,3 +0,0 @@
1
- version https://git-lfs.github.com/spec/v1
2
- oid sha256:5c238cb1ed1e0d0bda2000f63d59f9f453807bf2ad8360ac667bd88e105df81a
3
- size 965147
 
 
 
 
v5.2/skeleton_pool_val/expression_space.yaml DELETED
@@ -1,284 +0,0 @@
1
- operators:
2
- +:
3
- realization: +
4
- alias:
5
- - add
6
- - plus
7
- inverse: '-'
8
- arity: 2
9
- weight: 10
10
- precedence: 1
11
- commutative: true
12
- symmetry: 0
13
- positive: false
14
- monotonicity: 0
15
- '-':
16
- realization: '-'
17
- alias:
18
- - sub
19
- - minus
20
- inverse: +
21
- arity: 2
22
- weight: 5
23
- precedence: 1
24
- commutative: false
25
- symmetry: 0
26
- positive: false
27
- monotonicity: 0
28
- neg:
29
- realization: nsrops.neg
30
- wolfram: Negative
31
- alias:
32
- - negative
33
- inverse: neg
34
- arity: 1
35
- weight: 5
36
- precedence: 2.5
37
- commutative: false
38
- symmetry: -1
39
- positive: false
40
- monotonicity: -1
41
- '*':
42
- realization: '*'
43
- alias:
44
- - mul
45
- - times
46
- inverse: /
47
- arity: 2
48
- weight: 10
49
- precedence: 2
50
- commutative: true
51
- symmetry: 0
52
- positive: false
53
- monotonicity: 0
54
- /:
55
- realization: /
56
- alias:
57
- - div
58
- - divide
59
- inverse: '*'
60
- arity: 2
61
- weight: 5
62
- precedence: 2
63
- commutative: false
64
- symmetry: 0
65
- positive: false
66
- monotonicity: 0
67
- abs:
68
- realization: abs
69
- wolfram: Abs
70
- alias:
71
- - absolute
72
- inverse: null
73
- arity: 1
74
- weight: 4
75
- precedence: 3
76
- commutative: false
77
- symmetry: 1
78
- positive: true
79
- monotonicity: 0
80
- inv:
81
- realization: nsrops.inv
82
- wolfram: Inverse
83
- alias:
84
- - inverse
85
- inverse: inv
86
- arity: 1
87
- weight: 4
88
- precedence: 4
89
- commutative: false
90
- symmetry: -1
91
- positive: false
92
- monotonicity: -1
93
- pow2:
94
- realization: nsrops.pow2
95
- alias:
96
- - square
97
- inverse: null
98
- arity: 1
99
- weight: 4
100
- precedence: 3
101
- commutative: false
102
- symmetry: 1
103
- positive: true
104
- monotonicity: 0
105
- pow3:
106
- realization: nsrops.pow3
107
- alias:
108
- - cube
109
- inverse: pow1_3
110
- arity: 1
111
- weight: 2
112
- precedence: 3
113
- commutative: false
114
- symmetry: -1
115
- positive: false
116
- monotonicity: 1
117
- pow4:
118
- realization: nsrops.pow4
119
- alias: []
120
- inverse: null
121
- arity: 1
122
- weight: 1
123
- precedence: 3
124
- commutative: false
125
- symmetry: 1
126
- positive: true
127
- monotonicity: 0
128
- pow5:
129
- realization: nsrops.pow5
130
- alias: []
131
- inverse: pow1_5
132
- arity: 1
133
- weight: 1
134
- precedence: 3
135
- commutative: false
136
- symmetry: -1
137
- positive: false
138
- monotonicity: 1
139
- pow1_2:
140
- realization: nsrops.pow1_2
141
- alias:
142
- - sqrt
143
- inverse: null
144
- arity: 1
145
- weight: 4
146
- precedence: 3
147
- commutative: false
148
- symmetry: 0
149
- positive: true
150
- monotonicity: 1
151
- pow1_3:
152
- realization: nsrops.pow1_3
153
- alias: []
154
- inverse: null
155
- arity: 1
156
- weight: 2
157
- precedence: 3
158
- commutative: false
159
- symmetry: -1
160
- positive: false
161
- monotonicity: 1
162
- pow1_4:
163
- realization: nsrops.pow1_4
164
- alias: []
165
- inverse: null
166
- arity: 1
167
- weight: 1
168
- precedence: 3
169
- commutative: false
170
- symmetry: 0
171
- positive: true
172
- monotonicity: 1
173
- pow1_5:
174
- realization: nsrops.pow1_5
175
- alias: []
176
- inverse: null
177
- arity: 1
178
- weight: 1
179
- precedence: 3
180
- commutative: false
181
- symmetry: -1
182
- positive: false
183
- monotonicity: 1
184
- sin:
185
- realization: numpy.sin
186
- wolfram: Sin
187
- alias: []
188
- inverse: asin
189
- arity: 1
190
- weight: 4
191
- precedence: 2
192
- commutative: false
193
- symmetry: -1
194
- positive: false
195
- monotonicity: 0
196
- cos:
197
- realization: numpy.cos
198
- wolfram: Cos
199
- alias: []
200
- inverse: acos
201
- arity: 1
202
- weight: 4
203
- precedence: 2
204
- commutative: false
205
- symmetry: 1
206
- positive: false
207
- monotonicity: 0
208
- tan:
209
- realization: numpy.tan
210
- wolfram: Tan
211
- alias: []
212
- inverse: atan
213
- arity: 1
214
- weight: 4
215
- precedence: 2
216
- commutative: false
217
- symmetry: -1
218
- positive: false
219
- monotonicity: 0
220
- asin:
221
- realization: numpy.arcsin
222
- wolfram: ArcSin
223
- alias:
224
- - arcsin
225
- inverse: sin
226
- arity: 1
227
- weight: 2
228
- precedence: 2
229
- commutative: false
230
- symmetry: -1
231
- positive: false
232
- monotonicity: 1
233
- acos:
234
- realization: numpy.arccos
235
- wolfram: ArcCos
236
- alias:
237
- - arccos
238
- inverse: cos
239
- arity: 1
240
- weight: 2
241
- precedence: 2
242
- commutative: false
243
- symmetry: 0
244
- positive: true
245
- monotonicity: 1
246
- atan:
247
- realization: numpy.arctan
248
- wolfram: ArcTan
249
- alias:
250
- - arctan
251
- inverse: tan
252
- arity: 1
253
- weight: 2
254
- precedence: 2
255
- commutative: false
256
- symmetry: -1
257
- positive: false
258
- monotonicity: 1
259
- exp:
260
- realization: numpy.exp
261
- wolfram: Exp
262
- alias: []
263
- inverse: log
264
- arity: 1
265
- weight: 4
266
- precedence: 3
267
- commutative: false
268
- symmetry: 0
269
- positive: true
270
- monotonicity: 1
271
- log:
272
- realization: numpy.log
273
- wolfram: Log
274
- alias:
275
- - ln
276
- inverse: exp
277
- arity: 1
278
- weight: 4
279
- precedence: 2
280
- commutative: false
281
- symmetry: 0
282
- positive: false
283
- monotonicity: 1
284
- variables: 3
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
v5.2/skeleton_pool_val/skeleton_pool.yaml DELETED
@@ -1,29 +0,0 @@
1
- expression_space: ./expression_space.yaml
2
- holdout_pools:
3
- - '{{ROOT}}/data/ansr-data/test_set/soose_nc/skeleton_pool/'
4
- - '{{ROOT}}/data/ansr-data/test_set/feynman/skeleton_pool/'
5
- - '{{ROOT}}/data/ansr-data/test_set/nguyen/skeleton_pool/'
6
- - '{{ROOT}}/data/ansr-data/test_set/pool_15/skeleton_pool/'
7
- sample_strategy:
8
- n_operator_distribution: length_proportional
9
- min_operators: 0
10
- max_operators: 5
11
- power: 1
12
- max_length: 11
13
- max_tries: 1
14
- allow_nan: false
15
- simplify: true
16
- literal_prior: uniform
17
- literal_prior_kwargs:
18
- low: 1
19
- high: 5
20
- support_prior: uniform_intervals
21
- support_prior_kwargs:
22
- low: -10
23
- high: 10
24
- n_support_prior: uniform
25
- n_support_prior_kwargs:
26
- low: 16
27
- high: 512
28
- min_value: 16
29
- max_value: 512
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
v5.3/skeleton_pool_val/expression_space.yaml DELETED
@@ -1,284 +0,0 @@
1
- operators:
2
- +:
3
- realization: +
4
- alias:
5
- - add
6
- - plus
7
- inverse: '-'
8
- arity: 2
9
- weight: 10
10
- precedence: 1
11
- commutative: true
12
- symmetry: 0
13
- positive: false
14
- monotonicity: 0
15
- '-':
16
- realization: '-'
17
- alias:
18
- - sub
19
- - minus
20
- inverse: +
21
- arity: 2
22
- weight: 5
23
- precedence: 1
24
- commutative: false
25
- symmetry: 0
26
- positive: false
27
- monotonicity: 0
28
- neg:
29
- realization: nsrops.neg
30
- wolfram: Negative
31
- alias:
32
- - negative
33
- inverse: neg
34
- arity: 1
35
- weight: 5
36
- precedence: 2.5
37
- commutative: false
38
- symmetry: -1
39
- positive: false
40
- monotonicity: -1
41
- '*':
42
- realization: '*'
43
- alias:
44
- - mul
45
- - times
46
- inverse: /
47
- arity: 2
48
- weight: 10
49
- precedence: 2
50
- commutative: true
51
- symmetry: 0
52
- positive: false
53
- monotonicity: 0
54
- /:
55
- realization: /
56
- alias:
57
- - div
58
- - divide
59
- inverse: '*'
60
- arity: 2
61
- weight: 5
62
- precedence: 2
63
- commutative: false
64
- symmetry: 0
65
- positive: false
66
- monotonicity: 0
67
- abs:
68
- realization: abs
69
- wolfram: Abs
70
- alias:
71
- - absolute
72
- inverse: null
73
- arity: 1
74
- weight: 4
75
- precedence: 3
76
- commutative: false
77
- symmetry: 1
78
- positive: true
79
- monotonicity: 0
80
- inv:
81
- realization: nsrops.inv
82
- wolfram: Inverse
83
- alias:
84
- - inverse
85
- inverse: inv
86
- arity: 1
87
- weight: 4
88
- precedence: 4
89
- commutative: false
90
- symmetry: -1
91
- positive: false
92
- monotonicity: -1
93
- pow2:
94
- realization: nsrops.pow2
95
- alias:
96
- - square
97
- inverse: null
98
- arity: 1
99
- weight: 4
100
- precedence: 3
101
- commutative: false
102
- symmetry: 1
103
- positive: true
104
- monotonicity: 0
105
- pow3:
106
- realization: nsrops.pow3
107
- alias:
108
- - cube
109
- inverse: pow1_3
110
- arity: 1
111
- weight: 2
112
- precedence: 3
113
- commutative: false
114
- symmetry: -1
115
- positive: false
116
- monotonicity: 1
117
- pow4:
118
- realization: nsrops.pow4
119
- alias: []
120
- inverse: null
121
- arity: 1
122
- weight: 1
123
- precedence: 3
124
- commutative: false
125
- symmetry: 1
126
- positive: true
127
- monotonicity: 0
128
- pow5:
129
- realization: nsrops.pow5
130
- alias: []
131
- inverse: pow1_5
132
- arity: 1
133
- weight: 1
134
- precedence: 3
135
- commutative: false
136
- symmetry: -1
137
- positive: false
138
- monotonicity: 1
139
- pow1_2:
140
- realization: nsrops.pow1_2
141
- alias:
142
- - sqrt
143
- inverse: null
144
- arity: 1
145
- weight: 4
146
- precedence: 3
147
- commutative: false
148
- symmetry: 0
149
- positive: true
150
- monotonicity: 1
151
- pow1_3:
152
- realization: nsrops.pow1_3
153
- alias: []
154
- inverse: null
155
- arity: 1
156
- weight: 2
157
- precedence: 3
158
- commutative: false
159
- symmetry: -1
160
- positive: false
161
- monotonicity: 1
162
- pow1_4:
163
- realization: nsrops.pow1_4
164
- alias: []
165
- inverse: null
166
- arity: 1
167
- weight: 1
168
- precedence: 3
169
- commutative: false
170
- symmetry: 0
171
- positive: true
172
- monotonicity: 1
173
- pow1_5:
174
- realization: nsrops.pow1_5
175
- alias: []
176
- inverse: null
177
- arity: 1
178
- weight: 1
179
- precedence: 3
180
- commutative: false
181
- symmetry: -1
182
- positive: false
183
- monotonicity: 1
184
- sin:
185
- realization: numpy.sin
186
- wolfram: Sin
187
- alias: []
188
- inverse: asin
189
- arity: 1
190
- weight: 4
191
- precedence: 2
192
- commutative: false
193
- symmetry: -1
194
- positive: false
195
- monotonicity: 0
196
- cos:
197
- realization: numpy.cos
198
- wolfram: Cos
199
- alias: []
200
- inverse: acos
201
- arity: 1
202
- weight: 4
203
- precedence: 2
204
- commutative: false
205
- symmetry: 1
206
- positive: false
207
- monotonicity: 0
208
- tan:
209
- realization: numpy.tan
210
- wolfram: Tan
211
- alias: []
212
- inverse: atan
213
- arity: 1
214
- weight: 4
215
- precedence: 2
216
- commutative: false
217
- symmetry: -1
218
- positive: false
219
- monotonicity: 0
220
- asin:
221
- realization: numpy.arcsin
222
- wolfram: ArcSin
223
- alias:
224
- - arcsin
225
- inverse: sin
226
- arity: 1
227
- weight: 2
228
- precedence: 2
229
- commutative: false
230
- symmetry: -1
231
- positive: false
232
- monotonicity: 1
233
- acos:
234
- realization: numpy.arccos
235
- wolfram: ArcCos
236
- alias:
237
- - arccos
238
- inverse: cos
239
- arity: 1
240
- weight: 2
241
- precedence: 2
242
- commutative: false
243
- symmetry: 0
244
- positive: true
245
- monotonicity: 1
246
- atan:
247
- realization: numpy.arctan
248
- wolfram: ArcTan
249
- alias:
250
- - arctan
251
- inverse: tan
252
- arity: 1
253
- weight: 2
254
- precedence: 2
255
- commutative: false
256
- symmetry: -1
257
- positive: false
258
- monotonicity: 1
259
- exp:
260
- realization: numpy.exp
261
- wolfram: Exp
262
- alias: []
263
- inverse: log
264
- arity: 1
265
- weight: 4
266
- precedence: 3
267
- commutative: false
268
- symmetry: 0
269
- positive: true
270
- monotonicity: 1
271
- log:
272
- realization: numpy.log
273
- wolfram: Log
274
- alias:
275
- - ln
276
- inverse: exp
277
- arity: 1
278
- weight: 4
279
- precedence: 2
280
- commutative: false
281
- symmetry: 0
282
- positive: false
283
- monotonicity: 1
284
- variables: 3
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
v5.3/skeleton_pool_val/skeleton_pool.yaml DELETED
@@ -1,29 +0,0 @@
1
- expression_space: ./expression_space.yaml
2
- holdout_pools:
3
- - '{{ROOT}}/data/ansr-data/test_set/soose_nc/skeleton_pool/'
4
- - '{{ROOT}}/data/ansr-data/test_set/feynman/skeleton_pool/'
5
- - '{{ROOT}}/data/ansr-data/test_set/nguyen/skeleton_pool/'
6
- - '{{ROOT}}/data/ansr-data/test_set/pool_15/skeleton_pool/'
7
- sample_strategy:
8
- n_operator_distribution: length_proportional
9
- min_operators: 0
10
- max_operators: 10
11
- power: 1
12
- max_length: 21
13
- max_tries: 1
14
- allow_nan: false
15
- simplify: true
16
- literal_prior: uniform
17
- literal_prior_kwargs:
18
- low: 1
19
- high: 5
20
- support_prior: uniform_intervals
21
- support_prior_kwargs:
22
- low: -10
23
- high: 10
24
- n_support_prior: uniform
25
- n_support_prior_kwargs:
26
- low: 16
27
- high: 512
28
- min_value: 16
29
- max_value: 512
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
v5.3/skeleton_pool_val/skeletons.pkl DELETED
@@ -1,3 +0,0 @@
1
- version https://git-lfs.github.com/spec/v1
2
- oid sha256:93538a6b87ec38a983a528f1eb4e77dd7f175bbe1d5f5b924795fb0a43e62cbc
3
- size 1284724
 
 
 
 
v5.4/skeleton_pool_val/expression_space.yaml DELETED
@@ -1,284 +0,0 @@
1
- operators:
2
- +:
3
- realization: +
4
- alias:
5
- - add
6
- - plus
7
- inverse: '-'
8
- arity: 2
9
- weight: 10
10
- precedence: 1
11
- commutative: true
12
- symmetry: 0
13
- positive: false
14
- monotonicity: 0
15
- '-':
16
- realization: '-'
17
- alias:
18
- - sub
19
- - minus
20
- inverse: +
21
- arity: 2
22
- weight: 5
23
- precedence: 1
24
- commutative: false
25
- symmetry: 0
26
- positive: false
27
- monotonicity: 0
28
- neg:
29
- realization: nsrops.neg
30
- wolfram: Negative
31
- alias:
32
- - negative
33
- inverse: neg
34
- arity: 1
35
- weight: 5
36
- precedence: 2.5
37
- commutative: false
38
- symmetry: -1
39
- positive: false
40
- monotonicity: -1
41
- '*':
42
- realization: '*'
43
- alias:
44
- - mul
45
- - times
46
- inverse: /
47
- arity: 2
48
- weight: 10
49
- precedence: 2
50
- commutative: true
51
- symmetry: 0
52
- positive: false
53
- monotonicity: 0
54
- /:
55
- realization: /
56
- alias:
57
- - div
58
- - divide
59
- inverse: '*'
60
- arity: 2
61
- weight: 5
62
- precedence: 2
63
- commutative: false
64
- symmetry: 0
65
- positive: false
66
- monotonicity: 0
67
- abs:
68
- realization: abs
69
- wolfram: Abs
70
- alias:
71
- - absolute
72
- inverse: null
73
- arity: 1
74
- weight: 4
75
- precedence: 3
76
- commutative: false
77
- symmetry: 1
78
- positive: true
79
- monotonicity: 0
80
- inv:
81
- realization: nsrops.inv
82
- wolfram: Inverse
83
- alias:
84
- - inverse
85
- inverse: inv
86
- arity: 1
87
- weight: 4
88
- precedence: 4
89
- commutative: false
90
- symmetry: -1
91
- positive: false
92
- monotonicity: -1
93
- pow2:
94
- realization: nsrops.pow2
95
- alias:
96
- - square
97
- inverse: null
98
- arity: 1
99
- weight: 4
100
- precedence: 3
101
- commutative: false
102
- symmetry: 1
103
- positive: true
104
- monotonicity: 0
105
- pow3:
106
- realization: nsrops.pow3
107
- alias:
108
- - cube
109
- inverse: pow1_3
110
- arity: 1
111
- weight: 2
112
- precedence: 3
113
- commutative: false
114
- symmetry: -1
115
- positive: false
116
- monotonicity: 1
117
- pow4:
118
- realization: nsrops.pow4
119
- alias: []
120
- inverse: null
121
- arity: 1
122
- weight: 1
123
- precedence: 3
124
- commutative: false
125
- symmetry: 1
126
- positive: true
127
- monotonicity: 0
128
- pow5:
129
- realization: nsrops.pow5
130
- alias: []
131
- inverse: pow1_5
132
- arity: 1
133
- weight: 1
134
- precedence: 3
135
- commutative: false
136
- symmetry: -1
137
- positive: false
138
- monotonicity: 1
139
- pow1_2:
140
- realization: nsrops.pow1_2
141
- alias:
142
- - sqrt
143
- inverse: null
144
- arity: 1
145
- weight: 4
146
- precedence: 3
147
- commutative: false
148
- symmetry: 0
149
- positive: true
150
- monotonicity: 1
151
- pow1_3:
152
- realization: nsrops.pow1_3
153
- alias: []
154
- inverse: null
155
- arity: 1
156
- weight: 2
157
- precedence: 3
158
- commutative: false
159
- symmetry: -1
160
- positive: false
161
- monotonicity: 1
162
- pow1_4:
163
- realization: nsrops.pow1_4
164
- alias: []
165
- inverse: null
166
- arity: 1
167
- weight: 1
168
- precedence: 3
169
- commutative: false
170
- symmetry: 0
171
- positive: true
172
- monotonicity: 1
173
- pow1_5:
174
- realization: nsrops.pow1_5
175
- alias: []
176
- inverse: null
177
- arity: 1
178
- weight: 1
179
- precedence: 3
180
- commutative: false
181
- symmetry: -1
182
- positive: false
183
- monotonicity: 1
184
- sin:
185
- realization: numpy.sin
186
- wolfram: Sin
187
- alias: []
188
- inverse: asin
189
- arity: 1
190
- weight: 4
191
- precedence: 2
192
- commutative: false
193
- symmetry: -1
194
- positive: false
195
- monotonicity: 0
196
- cos:
197
- realization: numpy.cos
198
- wolfram: Cos
199
- alias: []
200
- inverse: acos
201
- arity: 1
202
- weight: 4
203
- precedence: 2
204
- commutative: false
205
- symmetry: 1
206
- positive: false
207
- monotonicity: 0
208
- tan:
209
- realization: numpy.tan
210
- wolfram: Tan
211
- alias: []
212
- inverse: atan
213
- arity: 1
214
- weight: 4
215
- precedence: 2
216
- commutative: false
217
- symmetry: -1
218
- positive: false
219
- monotonicity: 0
220
- asin:
221
- realization: numpy.arcsin
222
- wolfram: ArcSin
223
- alias:
224
- - arcsin
225
- inverse: sin
226
- arity: 1
227
- weight: 2
228
- precedence: 2
229
- commutative: false
230
- symmetry: -1
231
- positive: false
232
- monotonicity: 1
233
- acos:
234
- realization: numpy.arccos
235
- wolfram: ArcCos
236
- alias:
237
- - arccos
238
- inverse: cos
239
- arity: 1
240
- weight: 2
241
- precedence: 2
242
- commutative: false
243
- symmetry: 0
244
- positive: true
245
- monotonicity: 1
246
- atan:
247
- realization: numpy.arctan
248
- wolfram: ArcTan
249
- alias:
250
- - arctan
251
- inverse: tan
252
- arity: 1
253
- weight: 2
254
- precedence: 2
255
- commutative: false
256
- symmetry: -1
257
- positive: false
258
- monotonicity: 1
259
- exp:
260
- realization: numpy.exp
261
- wolfram: Exp
262
- alias: []
263
- inverse: log
264
- arity: 1
265
- weight: 4
266
- precedence: 3
267
- commutative: false
268
- symmetry: 0
269
- positive: true
270
- monotonicity: 1
271
- log:
272
- realization: numpy.log
273
- wolfram: Log
274
- alias:
275
- - ln
276
- inverse: exp
277
- arity: 1
278
- weight: 4
279
- precedence: 2
280
- commutative: false
281
- symmetry: 0
282
- positive: false
283
- monotonicity: 1
284
- variables: 3
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
v5.4/skeleton_pool_val/skeleton_pool.yaml DELETED
@@ -1,29 +0,0 @@
1
- expression_space: ./expression_space.yaml
2
- holdout_pools:
3
- - '{{ROOT}}/data/ansr-data/test_set/soose_nc/skeleton_pool/'
4
- - '{{ROOT}}/data/ansr-data/test_set/feynman/skeleton_pool/'
5
- - '{{ROOT}}/data/ansr-data/test_set/nguyen/skeleton_pool/'
6
- - '{{ROOT}}/data/ansr-data/test_set/pool_15/skeleton_pool/'
7
- sample_strategy:
8
- n_operator_distribution: length_proportional
9
- min_operators: 0
10
- max_operators: 10
11
- power: 1
12
- max_length: 21
13
- max_tries: 1
14
- allow_nan: false
15
- simplify: true
16
- literal_prior: uniform
17
- literal_prior_kwargs:
18
- low: 1
19
- high: 5
20
- support_prior: uniform_intervals
21
- support_prior_kwargs:
22
- low: -10
23
- high: 10
24
- n_support_prior: uniform
25
- n_support_prior_kwargs:
26
- low: 16
27
- high: 512
28
- min_value: 16
29
- max_value: 512
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
v5.4/skeleton_pool_val/skeletons.pkl DELETED
@@ -1,3 +0,0 @@
1
- version https://git-lfs.github.com/spec/v1
2
- oid sha256:b543845ab5738780b58e2da9bc0c40f4e8dab357e845e0375f24a4b0032d17e9
3
- size 1282066
 
 
 
 
v5.5/skeleton_pool_val/expression_space.yaml DELETED
@@ -1,284 +0,0 @@
1
- operators:
2
- +:
3
- realization: +
4
- alias:
5
- - add
6
- - plus
7
- inverse: '-'
8
- arity: 2
9
- weight: 10
10
- precedence: 1
11
- commutative: true
12
- symmetry: 0
13
- positive: false
14
- monotonicity: 0
15
- '-':
16
- realization: '-'
17
- alias:
18
- - sub
19
- - minus
20
- inverse: +
21
- arity: 2
22
- weight: 5
23
- precedence: 1
24
- commutative: false
25
- symmetry: 0
26
- positive: false
27
- monotonicity: 0
28
- neg:
29
- realization: nsrops.neg
30
- wolfram: Negative
31
- alias:
32
- - negative
33
- inverse: neg
34
- arity: 1
35
- weight: 5
36
- precedence: 2.5
37
- commutative: false
38
- symmetry: -1
39
- positive: false
40
- monotonicity: -1
41
- '*':
42
- realization: '*'
43
- alias:
44
- - mul
45
- - times
46
- inverse: /
47
- arity: 2
48
- weight: 10
49
- precedence: 2
50
- commutative: true
51
- symmetry: 0
52
- positive: false
53
- monotonicity: 0
54
- /:
55
- realization: /
56
- alias:
57
- - div
58
- - divide
59
- inverse: '*'
60
- arity: 2
61
- weight: 5
62
- precedence: 2
63
- commutative: false
64
- symmetry: 0
65
- positive: false
66
- monotonicity: 0
67
- abs:
68
- realization: abs
69
- wolfram: Abs
70
- alias:
71
- - absolute
72
- inverse: null
73
- arity: 1
74
- weight: 4
75
- precedence: 3
76
- commutative: false
77
- symmetry: 1
78
- positive: true
79
- monotonicity: 0
80
- inv:
81
- realization: nsrops.inv
82
- wolfram: Inverse
83
- alias:
84
- - inverse
85
- inverse: inv
86
- arity: 1
87
- weight: 4
88
- precedence: 4
89
- commutative: false
90
- symmetry: -1
91
- positive: false
92
- monotonicity: -1
93
- pow2:
94
- realization: nsrops.pow2
95
- alias:
96
- - square
97
- inverse: null
98
- arity: 1
99
- weight: 4
100
- precedence: 3
101
- commutative: false
102
- symmetry: 1
103
- positive: true
104
- monotonicity: 0
105
- pow3:
106
- realization: nsrops.pow3
107
- alias:
108
- - cube
109
- inverse: pow1_3
110
- arity: 1
111
- weight: 2
112
- precedence: 3
113
- commutative: false
114
- symmetry: -1
115
- positive: false
116
- monotonicity: 1
117
- pow4:
118
- realization: nsrops.pow4
119
- alias: []
120
- inverse: null
121
- arity: 1
122
- weight: 1
123
- precedence: 3
124
- commutative: false
125
- symmetry: 1
126
- positive: true
127
- monotonicity: 0
128
- pow5:
129
- realization: nsrops.pow5
130
- alias: []
131
- inverse: pow1_5
132
- arity: 1
133
- weight: 1
134
- precedence: 3
135
- commutative: false
136
- symmetry: -1
137
- positive: false
138
- monotonicity: 1
139
- pow1_2:
140
- realization: nsrops.pow1_2
141
- alias:
142
- - sqrt
143
- inverse: null
144
- arity: 1
145
- weight: 4
146
- precedence: 3
147
- commutative: false
148
- symmetry: 0
149
- positive: true
150
- monotonicity: 1
151
- pow1_3:
152
- realization: nsrops.pow1_3
153
- alias: []
154
- inverse: null
155
- arity: 1
156
- weight: 2
157
- precedence: 3
158
- commutative: false
159
- symmetry: -1
160
- positive: false
161
- monotonicity: 1
162
- pow1_4:
163
- realization: nsrops.pow1_4
164
- alias: []
165
- inverse: null
166
- arity: 1
167
- weight: 1
168
- precedence: 3
169
- commutative: false
170
- symmetry: 0
171
- positive: true
172
- monotonicity: 1
173
- pow1_5:
174
- realization: nsrops.pow1_5
175
- alias: []
176
- inverse: null
177
- arity: 1
178
- weight: 1
179
- precedence: 3
180
- commutative: false
181
- symmetry: -1
182
- positive: false
183
- monotonicity: 1
184
- sin:
185
- realization: numpy.sin
186
- wolfram: Sin
187
- alias: []
188
- inverse: asin
189
- arity: 1
190
- weight: 4
191
- precedence: 2
192
- commutative: false
193
- symmetry: -1
194
- positive: false
195
- monotonicity: 0
196
- cos:
197
- realization: numpy.cos
198
- wolfram: Cos
199
- alias: []
200
- inverse: acos
201
- arity: 1
202
- weight: 4
203
- precedence: 2
204
- commutative: false
205
- symmetry: 1
206
- positive: false
207
- monotonicity: 0
208
- tan:
209
- realization: numpy.tan
210
- wolfram: Tan
211
- alias: []
212
- inverse: atan
213
- arity: 1
214
- weight: 4
215
- precedence: 2
216
- commutative: false
217
- symmetry: -1
218
- positive: false
219
- monotonicity: 0
220
- asin:
221
- realization: numpy.arcsin
222
- wolfram: ArcSin
223
- alias:
224
- - arcsin
225
- inverse: sin
226
- arity: 1
227
- weight: 2
228
- precedence: 2
229
- commutative: false
230
- symmetry: -1
231
- positive: false
232
- monotonicity: 1
233
- acos:
234
- realization: numpy.arccos
235
- wolfram: ArcCos
236
- alias:
237
- - arccos
238
- inverse: cos
239
- arity: 1
240
- weight: 2
241
- precedence: 2
242
- commutative: false
243
- symmetry: 0
244
- positive: true
245
- monotonicity: 1
246
- atan:
247
- realization: numpy.arctan
248
- wolfram: ArcTan
249
- alias:
250
- - arctan
251
- inverse: tan
252
- arity: 1
253
- weight: 2
254
- precedence: 2
255
- commutative: false
256
- symmetry: -1
257
- positive: false
258
- monotonicity: 1
259
- exp:
260
- realization: numpy.exp
261
- wolfram: Exp
262
- alias: []
263
- inverse: log
264
- arity: 1
265
- weight: 4
266
- precedence: 3
267
- commutative: false
268
- symmetry: 0
269
- positive: true
270
- monotonicity: 1
271
- log:
272
- realization: numpy.log
273
- wolfram: Log
274
- alias:
275
- - ln
276
- inverse: exp
277
- arity: 1
278
- weight: 4
279
- precedence: 2
280
- commutative: false
281
- symmetry: 0
282
- positive: false
283
- monotonicity: 1
284
- variables: 3
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
v5.5/skeleton_pool_val/skeleton_pool.yaml DELETED
@@ -1,29 +0,0 @@
1
- expression_space: ./expression_space.yaml
2
- holdout_pools:
3
- - '{{ROOT}}/data/ansr-data/test_set/soose_nc/skeleton_pool/'
4
- - '{{ROOT}}/data/ansr-data/test_set/feynman/skeleton_pool/'
5
- - '{{ROOT}}/data/ansr-data/test_set/nguyen/skeleton_pool/'
6
- - '{{ROOT}}/data/ansr-data/test_set/pool_15/skeleton_pool/'
7
- sample_strategy:
8
- n_operator_distribution: length_proportional
9
- min_operators: 0
10
- max_operators: 10
11
- power: 1
12
- max_length: 21
13
- max_tries: 1
14
- allow_nan: false
15
- simplify: true
16
- literal_prior: uniform
17
- literal_prior_kwargs:
18
- low: -5
19
- high: 5
20
- support_prior: uniform_intervals
21
- support_prior_kwargs:
22
- low: -10
23
- high: 10
24
- n_support_prior: uniform
25
- n_support_prior_kwargs:
26
- low: 16
27
- high: 512
28
- min_value: 16
29
- max_value: 512
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
v5.5/skeleton_pool_val/skeletons.pkl DELETED
@@ -1,3 +0,0 @@
1
- version https://git-lfs.github.com/spec/v1
2
- oid sha256:45a735f40c75df1a8e139ce6ed37c8ba2257787a3560a9d0e3939a57e151ad9f
3
- size 1281258
 
 
 
 
v6.0/skeleton_pool_val/expression_space.yaml DELETED
@@ -1,284 +0,0 @@
1
- operators:
2
- +:
3
- realization: +
4
- alias:
5
- - add
6
- - plus
7
- inverse: '-'
8
- arity: 2
9
- weight: 10
10
- precedence: 1
11
- commutative: true
12
- symmetry: 0
13
- positive: false
14
- monotonicity: 0
15
- '-':
16
- realization: '-'
17
- alias:
18
- - sub
19
- - minus
20
- inverse: +
21
- arity: 2
22
- weight: 5
23
- precedence: 1
24
- commutative: false
25
- symmetry: 0
26
- positive: false
27
- monotonicity: 0
28
- neg:
29
- realization: nsrops.neg
30
- wolfram: Negative
31
- alias:
32
- - negative
33
- inverse: neg
34
- arity: 1
35
- weight: 5
36
- precedence: 2.5
37
- commutative: false
38
- symmetry: -1
39
- positive: false
40
- monotonicity: -1
41
- '*':
42
- realization: '*'
43
- alias:
44
- - mul
45
- - times
46
- inverse: /
47
- arity: 2
48
- weight: 10
49
- precedence: 2
50
- commutative: true
51
- symmetry: 0
52
- positive: false
53
- monotonicity: 0
54
- /:
55
- realization: /
56
- alias:
57
- - div
58
- - divide
59
- inverse: '*'
60
- arity: 2
61
- weight: 5
62
- precedence: 2
63
- commutative: false
64
- symmetry: 0
65
- positive: false
66
- monotonicity: 0
67
- abs:
68
- realization: abs
69
- wolfram: Abs
70
- alias:
71
- - absolute
72
- inverse: null
73
- arity: 1
74
- weight: 4
75
- precedence: 3
76
- commutative: false
77
- symmetry: 1
78
- positive: true
79
- monotonicity: 0
80
- inv:
81
- realization: nsrops.inv
82
- wolfram: Inverse
83
- alias:
84
- - inverse
85
- inverse: inv
86
- arity: 1
87
- weight: 4
88
- precedence: 4
89
- commutative: false
90
- symmetry: -1
91
- positive: false
92
- monotonicity: -1
93
- pow2:
94
- realization: nsrops.pow2
95
- alias:
96
- - square
97
- inverse: null
98
- arity: 1
99
- weight: 4
100
- precedence: 3
101
- commutative: false
102
- symmetry: 1
103
- positive: true
104
- monotonicity: 0
105
- pow3:
106
- realization: nsrops.pow3
107
- alias:
108
- - cube
109
- inverse: pow1_3
110
- arity: 1
111
- weight: 2
112
- precedence: 3
113
- commutative: false
114
- symmetry: -1
115
- positive: false
116
- monotonicity: 1
117
- pow4:
118
- realization: nsrops.pow4
119
- alias: []
120
- inverse: null
121
- arity: 1
122
- weight: 1
123
- precedence: 3
124
- commutative: false
125
- symmetry: 1
126
- positive: true
127
- monotonicity: 0
128
- pow5:
129
- realization: nsrops.pow5
130
- alias: []
131
- inverse: pow1_5
132
- arity: 1
133
- weight: 1
134
- precedence: 3
135
- commutative: false
136
- symmetry: -1
137
- positive: false
138
- monotonicity: 1
139
- pow1_2:
140
- realization: nsrops.pow1_2
141
- alias:
142
- - sqrt
143
- inverse: null
144
- arity: 1
145
- weight: 4
146
- precedence: 3
147
- commutative: false
148
- symmetry: 0
149
- positive: true
150
- monotonicity: 1
151
- pow1_3:
152
- realization: nsrops.pow1_3
153
- alias: []
154
- inverse: null
155
- arity: 1
156
- weight: 2
157
- precedence: 3
158
- commutative: false
159
- symmetry: -1
160
- positive: false
161
- monotonicity: 1
162
- pow1_4:
163
- realization: nsrops.pow1_4
164
- alias: []
165
- inverse: null
166
- arity: 1
167
- weight: 1
168
- precedence: 3
169
- commutative: false
170
- symmetry: 0
171
- positive: true
172
- monotonicity: 1
173
- pow1_5:
174
- realization: nsrops.pow1_5
175
- alias: []
176
- inverse: null
177
- arity: 1
178
- weight: 1
179
- precedence: 3
180
- commutative: false
181
- symmetry: -1
182
- positive: false
183
- monotonicity: 1
184
- sin:
185
- realization: numpy.sin
186
- wolfram: Sin
187
- alias: []
188
- inverse: asin
189
- arity: 1
190
- weight: 4
191
- precedence: 2
192
- commutative: false
193
- symmetry: -1
194
- positive: false
195
- monotonicity: 0
196
- cos:
197
- realization: numpy.cos
198
- wolfram: Cos
199
- alias: []
200
- inverse: acos
201
- arity: 1
202
- weight: 4
203
- precedence: 2
204
- commutative: false
205
- symmetry: 1
206
- positive: false
207
- monotonicity: 0
208
- tan:
209
- realization: numpy.tan
210
- wolfram: Tan
211
- alias: []
212
- inverse: atan
213
- arity: 1
214
- weight: 4
215
- precedence: 2
216
- commutative: false
217
- symmetry: -1
218
- positive: false
219
- monotonicity: 0
220
- asin:
221
- realization: numpy.arcsin
222
- wolfram: ArcSin
223
- alias:
224
- - arcsin
225
- inverse: sin
226
- arity: 1
227
- weight: 2
228
- precedence: 2
229
- commutative: false
230
- symmetry: -1
231
- positive: false
232
- monotonicity: 1
233
- acos:
234
- realization: numpy.arccos
235
- wolfram: ArcCos
236
- alias:
237
- - arccos
238
- inverse: cos
239
- arity: 1
240
- weight: 2
241
- precedence: 2
242
- commutative: false
243
- symmetry: 0
244
- positive: true
245
- monotonicity: 1
246
- atan:
247
- realization: numpy.arctan
248
- wolfram: ArcTan
249
- alias:
250
- - arctan
251
- inverse: tan
252
- arity: 1
253
- weight: 2
254
- precedence: 2
255
- commutative: false
256
- symmetry: -1
257
- positive: false
258
- monotonicity: 1
259
- exp:
260
- realization: numpy.exp
261
- wolfram: Exp
262
- alias: []
263
- inverse: log
264
- arity: 1
265
- weight: 4
266
- precedence: 3
267
- commutative: false
268
- symmetry: 0
269
- positive: true
270
- monotonicity: 1
271
- log:
272
- realization: numpy.log
273
- wolfram: Log
274
- alias:
275
- - ln
276
- inverse: exp
277
- arity: 1
278
- weight: 4
279
- precedence: 2
280
- commutative: false
281
- symmetry: 0
282
- positive: false
283
- monotonicity: 1
284
- variables: 3
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
v6.0/skeleton_pool_val/skeleton_pool.yaml DELETED
@@ -1,30 +0,0 @@
1
- expression_space: ./expression_space.yaml
2
- holdout_pools:
3
- - '{{ROOT}}/data/ansr-data/test_set/soose_nc/skeleton_pool/'
4
- - '{{ROOT}}/data/ansr-data/test_set/feynman/skeleton_pool/'
5
- - '{{ROOT}}/data/ansr-data/test_set/nguyen/skeleton_pool/'
6
- - '{{ROOT}}/data/ansr-data/test_set/pool_15/skeleton_pool/'
7
- sample_strategy:
8
- n_operator_distribution: length_proportional
9
- min_operators: 0
10
- max_operators: 10
11
- power: 1
12
- max_length: 21
13
- max_tries: 1
14
- independent_dimensions: true
15
- allow_nan: false
16
- simplify: true
17
- literal_prior: uniform
18
- literal_prior_kwargs:
19
- low: -5
20
- high: 5
21
- support_prior: uniform_intervals
22
- support_prior_kwargs:
23
- low: -10
24
- high: 10
25
- n_support_prior: uniform
26
- n_support_prior_kwargs:
27
- low: 16
28
- high: 512
29
- min_value: 16
30
- max_value: 512
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
v6.0/skeleton_pool_val/skeletons.pkl DELETED
@@ -1,3 +0,0 @@
1
- version https://git-lfs.github.com/spec/v1
2
- oid sha256:413a3d59226ea1dd179fe1d6f34da9d8cf282cbc886b7030f214cd4e38193299
3
- size 1288993
 
 
 
 
v6.0/v6.0/skeleton_pool_val/expression_space.yaml DELETED
@@ -1,284 +0,0 @@
1
- operators:
2
- +:
3
- realization: +
4
- alias:
5
- - add
6
- - plus
7
- inverse: '-'
8
- arity: 2
9
- weight: 10
10
- precedence: 1
11
- commutative: true
12
- symmetry: 0
13
- positive: false
14
- monotonicity: 0
15
- '-':
16
- realization: '-'
17
- alias:
18
- - sub
19
- - minus
20
- inverse: +
21
- arity: 2
22
- weight: 5
23
- precedence: 1
24
- commutative: false
25
- symmetry: 0
26
- positive: false
27
- monotonicity: 0
28
- neg:
29
- realization: nsrops.neg
30
- wolfram: Negative
31
- alias:
32
- - negative
33
- inverse: neg
34
- arity: 1
35
- weight: 5
36
- precedence: 2.5
37
- commutative: false
38
- symmetry: -1
39
- positive: false
40
- monotonicity: -1
41
- '*':
42
- realization: '*'
43
- alias:
44
- - mul
45
- - times
46
- inverse: /
47
- arity: 2
48
- weight: 10
49
- precedence: 2
50
- commutative: true
51
- symmetry: 0
52
- positive: false
53
- monotonicity: 0
54
- /:
55
- realization: /
56
- alias:
57
- - div
58
- - divide
59
- inverse: '*'
60
- arity: 2
61
- weight: 5
62
- precedence: 2
63
- commutative: false
64
- symmetry: 0
65
- positive: false
66
- monotonicity: 0
67
- abs:
68
- realization: abs
69
- wolfram: Abs
70
- alias:
71
- - absolute
72
- inverse: null
73
- arity: 1
74
- weight: 4
75
- precedence: 3
76
- commutative: false
77
- symmetry: 1
78
- positive: true
79
- monotonicity: 0
80
- inv:
81
- realization: nsrops.inv
82
- wolfram: Inverse
83
- alias:
84
- - inverse
85
- inverse: inv
86
- arity: 1
87
- weight: 4
88
- precedence: 4
89
- commutative: false
90
- symmetry: -1
91
- positive: false
92
- monotonicity: -1
93
- pow2:
94
- realization: nsrops.pow2
95
- alias:
96
- - square
97
- inverse: null
98
- arity: 1
99
- weight: 4
100
- precedence: 3
101
- commutative: false
102
- symmetry: 1
103
- positive: true
104
- monotonicity: 0
105
- pow3:
106
- realization: nsrops.pow3
107
- alias:
108
- - cube
109
- inverse: pow1_3
110
- arity: 1
111
- weight: 2
112
- precedence: 3
113
- commutative: false
114
- symmetry: -1
115
- positive: false
116
- monotonicity: 1
117
- pow4:
118
- realization: nsrops.pow4
119
- alias: []
120
- inverse: null
121
- arity: 1
122
- weight: 1
123
- precedence: 3
124
- commutative: false
125
- symmetry: 1
126
- positive: true
127
- monotonicity: 0
128
- pow5:
129
- realization: nsrops.pow5
130
- alias: []
131
- inverse: pow1_5
132
- arity: 1
133
- weight: 1
134
- precedence: 3
135
- commutative: false
136
- symmetry: -1
137
- positive: false
138
- monotonicity: 1
139
- pow1_2:
140
- realization: nsrops.pow1_2
141
- alias:
142
- - sqrt
143
- inverse: null
144
- arity: 1
145
- weight: 4
146
- precedence: 3
147
- commutative: false
148
- symmetry: 0
149
- positive: true
150
- monotonicity: 1
151
- pow1_3:
152
- realization: nsrops.pow1_3
153
- alias: []
154
- inverse: null
155
- arity: 1
156
- weight: 2
157
- precedence: 3
158
- commutative: false
159
- symmetry: -1
160
- positive: false
161
- monotonicity: 1
162
- pow1_4:
163
- realization: nsrops.pow1_4
164
- alias: []
165
- inverse: null
166
- arity: 1
167
- weight: 1
168
- precedence: 3
169
- commutative: false
170
- symmetry: 0
171
- positive: true
172
- monotonicity: 1
173
- pow1_5:
174
- realization: nsrops.pow1_5
175
- alias: []
176
- inverse: null
177
- arity: 1
178
- weight: 1
179
- precedence: 3
180
- commutative: false
181
- symmetry: -1
182
- positive: false
183
- monotonicity: 1
184
- sin:
185
- realization: numpy.sin
186
- wolfram: Sin
187
- alias: []
188
- inverse: asin
189
- arity: 1
190
- weight: 4
191
- precedence: 2
192
- commutative: false
193
- symmetry: -1
194
- positive: false
195
- monotonicity: 0
196
- cos:
197
- realization: numpy.cos
198
- wolfram: Cos
199
- alias: []
200
- inverse: acos
201
- arity: 1
202
- weight: 4
203
- precedence: 2
204
- commutative: false
205
- symmetry: 1
206
- positive: false
207
- monotonicity: 0
208
- tan:
209
- realization: numpy.tan
210
- wolfram: Tan
211
- alias: []
212
- inverse: atan
213
- arity: 1
214
- weight: 4
215
- precedence: 2
216
- commutative: false
217
- symmetry: -1
218
- positive: false
219
- monotonicity: 0
220
- asin:
221
- realization: numpy.arcsin
222
- wolfram: ArcSin
223
- alias:
224
- - arcsin
225
- inverse: sin
226
- arity: 1
227
- weight: 2
228
- precedence: 2
229
- commutative: false
230
- symmetry: -1
231
- positive: false
232
- monotonicity: 1
233
- acos:
234
- realization: numpy.arccos
235
- wolfram: ArcCos
236
- alias:
237
- - arccos
238
- inverse: cos
239
- arity: 1
240
- weight: 2
241
- precedence: 2
242
- commutative: false
243
- symmetry: 0
244
- positive: true
245
- monotonicity: 1
246
- atan:
247
- realization: numpy.arctan
248
- wolfram: ArcTan
249
- alias:
250
- - arctan
251
- inverse: tan
252
- arity: 1
253
- weight: 2
254
- precedence: 2
255
- commutative: false
256
- symmetry: -1
257
- positive: false
258
- monotonicity: 1
259
- exp:
260
- realization: numpy.exp
261
- wolfram: Exp
262
- alias: []
263
- inverse: log
264
- arity: 1
265
- weight: 4
266
- precedence: 3
267
- commutative: false
268
- symmetry: 0
269
- positive: true
270
- monotonicity: 1
271
- log:
272
- realization: numpy.log
273
- wolfram: Log
274
- alias:
275
- - ln
276
- inverse: exp
277
- arity: 1
278
- weight: 4
279
- precedence: 2
280
- commutative: false
281
- symmetry: 0
282
- positive: false
283
- monotonicity: 1
284
- variables: 3
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
v6.0/v6.0/skeleton_pool_val/skeleton_pool.yaml DELETED
@@ -1,30 +0,0 @@
1
- expression_space: ./expression_space.yaml
2
- holdout_pools:
3
- - '{{ROOT}}/data/ansr-data/test_set/soose_nc/skeleton_pool/'
4
- - '{{ROOT}}/data/ansr-data/test_set/feynman/skeleton_pool/'
5
- - '{{ROOT}}/data/ansr-data/test_set/nguyen/skeleton_pool/'
6
- - '{{ROOT}}/data/ansr-data/test_set/pool_15/skeleton_pool/'
7
- sample_strategy:
8
- n_operator_distribution: length_proportional
9
- min_operators: 0
10
- max_operators: 10
11
- power: 1
12
- max_length: 21
13
- max_tries: 1
14
- independent_dimensions: true
15
- allow_nan: false
16
- simplify: true
17
- literal_prior: uniform
18
- literal_prior_kwargs:
19
- low: -5
20
- high: 5
21
- support_prior: uniform_intervals
22
- support_prior_kwargs:
23
- low: -10
24
- high: 10
25
- n_support_prior: uniform
26
- n_support_prior_kwargs:
27
- low: 16
28
- high: 512
29
- min_value: 16
30
- max_value: 512
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
v6.0/v6.0/skeleton_pool_val/skeletons.pkl DELETED
@@ -1,3 +0,0 @@
1
- version https://git-lfs.github.com/spec/v1
2
- oid sha256:ca9ce795da2ce6e7d76b5670c698958ec02be56798e3416fead2b7e07450fcd0
3
- size 1289035
 
 
 
 
v6.1/skeleton_pool_val/expression_space.yaml DELETED
@@ -1,284 +0,0 @@
1
- operators:
2
- +:
3
- realization: +
4
- alias:
5
- - add
6
- - plus
7
- inverse: '-'
8
- arity: 2
9
- weight: 10
10
- precedence: 1
11
- commutative: true
12
- symmetry: 0
13
- positive: false
14
- monotonicity: 0
15
- '-':
16
- realization: '-'
17
- alias:
18
- - sub
19
- - minus
20
- inverse: +
21
- arity: 2
22
- weight: 5
23
- precedence: 1
24
- commutative: false
25
- symmetry: 0
26
- positive: false
27
- monotonicity: 0
28
- neg:
29
- realization: nsrops.neg
30
- wolfram: Negative
31
- alias:
32
- - negative
33
- inverse: neg
34
- arity: 1
35
- weight: 5
36
- precedence: 2.5
37
- commutative: false
38
- symmetry: -1
39
- positive: false
40
- monotonicity: -1
41
- '*':
42
- realization: '*'
43
- alias:
44
- - mul
45
- - times
46
- inverse: /
47
- arity: 2
48
- weight: 10
49
- precedence: 2
50
- commutative: true
51
- symmetry: 0
52
- positive: false
53
- monotonicity: 0
54
- /:
55
- realization: /
56
- alias:
57
- - div
58
- - divide
59
- inverse: '*'
60
- arity: 2
61
- weight: 5
62
- precedence: 2
63
- commutative: false
64
- symmetry: 0
65
- positive: false
66
- monotonicity: 0
67
- abs:
68
- realization: abs
69
- wolfram: Abs
70
- alias:
71
- - absolute
72
- inverse: null
73
- arity: 1
74
- weight: 4
75
- precedence: 3
76
- commutative: false
77
- symmetry: 1
78
- positive: true
79
- monotonicity: 0
80
- inv:
81
- realization: nsrops.inv
82
- wolfram: Inverse
83
- alias:
84
- - inverse
85
- inverse: inv
86
- arity: 1
87
- weight: 4
88
- precedence: 4
89
- commutative: false
90
- symmetry: -1
91
- positive: false
92
- monotonicity: -1
93
- pow2:
94
- realization: nsrops.pow2
95
- alias:
96
- - square
97
- inverse: null
98
- arity: 1
99
- weight: 4
100
- precedence: 3
101
- commutative: false
102
- symmetry: 1
103
- positive: true
104
- monotonicity: 0
105
- pow3:
106
- realization: nsrops.pow3
107
- alias:
108
- - cube
109
- inverse: pow1_3
110
- arity: 1
111
- weight: 2
112
- precedence: 3
113
- commutative: false
114
- symmetry: -1
115
- positive: false
116
- monotonicity: 1
117
- pow4:
118
- realization: nsrops.pow4
119
- alias: []
120
- inverse: null
121
- arity: 1
122
- weight: 1
123
- precedence: 3
124
- commutative: false
125
- symmetry: 1
126
- positive: true
127
- monotonicity: 0
128
- pow5:
129
- realization: nsrops.pow5
130
- alias: []
131
- inverse: pow1_5
132
- arity: 1
133
- weight: 1
134
- precedence: 3
135
- commutative: false
136
- symmetry: -1
137
- positive: false
138
- monotonicity: 1
139
- pow1_2:
140
- realization: nsrops.pow1_2
141
- alias:
142
- - sqrt
143
- inverse: null
144
- arity: 1
145
- weight: 4
146
- precedence: 3
147
- commutative: false
148
- symmetry: 0
149
- positive: true
150
- monotonicity: 1
151
- pow1_3:
152
- realization: nsrops.pow1_3
153
- alias: []
154
- inverse: null
155
- arity: 1
156
- weight: 2
157
- precedence: 3
158
- commutative: false
159
- symmetry: -1
160
- positive: false
161
- monotonicity: 1
162
- pow1_4:
163
- realization: nsrops.pow1_4
164
- alias: []
165
- inverse: null
166
- arity: 1
167
- weight: 1
168
- precedence: 3
169
- commutative: false
170
- symmetry: 0
171
- positive: true
172
- monotonicity: 1
173
- pow1_5:
174
- realization: nsrops.pow1_5
175
- alias: []
176
- inverse: null
177
- arity: 1
178
- weight: 1
179
- precedence: 3
180
- commutative: false
181
- symmetry: -1
182
- positive: false
183
- monotonicity: 1
184
- sin:
185
- realization: numpy.sin
186
- wolfram: Sin
187
- alias: []
188
- inverse: asin
189
- arity: 1
190
- weight: 4
191
- precedence: 2
192
- commutative: false
193
- symmetry: -1
194
- positive: false
195
- monotonicity: 0
196
- cos:
197
- realization: numpy.cos
198
- wolfram: Cos
199
- alias: []
200
- inverse: acos
201
- arity: 1
202
- weight: 4
203
- precedence: 2
204
- commutative: false
205
- symmetry: 1
206
- positive: false
207
- monotonicity: 0
208
- tan:
209
- realization: numpy.tan
210
- wolfram: Tan
211
- alias: []
212
- inverse: atan
213
- arity: 1
214
- weight: 4
215
- precedence: 2
216
- commutative: false
217
- symmetry: -1
218
- positive: false
219
- monotonicity: 0
220
- asin:
221
- realization: numpy.arcsin
222
- wolfram: ArcSin
223
- alias:
224
- - arcsin
225
- inverse: sin
226
- arity: 1
227
- weight: 2
228
- precedence: 2
229
- commutative: false
230
- symmetry: -1
231
- positive: false
232
- monotonicity: 1
233
- acos:
234
- realization: numpy.arccos
235
- wolfram: ArcCos
236
- alias:
237
- - arccos
238
- inverse: cos
239
- arity: 1
240
- weight: 2
241
- precedence: 2
242
- commutative: false
243
- symmetry: 0
244
- positive: true
245
- monotonicity: 1
246
- atan:
247
- realization: numpy.arctan
248
- wolfram: ArcTan
249
- alias:
250
- - arctan
251
- inverse: tan
252
- arity: 1
253
- weight: 2
254
- precedence: 2
255
- commutative: false
256
- symmetry: -1
257
- positive: false
258
- monotonicity: 1
259
- exp:
260
- realization: numpy.exp
261
- wolfram: Exp
262
- alias: []
263
- inverse: log
264
- arity: 1
265
- weight: 4
266
- precedence: 3
267
- commutative: false
268
- symmetry: 0
269
- positive: true
270
- monotonicity: 1
271
- log:
272
- realization: numpy.log
273
- wolfram: Log
274
- alias:
275
- - ln
276
- inverse: exp
277
- arity: 1
278
- weight: 4
279
- precedence: 2
280
- commutative: false
281
- symmetry: 0
282
- positive: false
283
- monotonicity: 1
284
- variables: 3
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
v6.1/skeleton_pool_val/skeleton_pool.yaml DELETED
@@ -1,30 +0,0 @@
1
- expression_space: ./expression_space.yaml
2
- holdout_pools:
3
- - '{{ROOT}}/data/ansr-data/test_set/soose_nc/skeleton_pool/'
4
- - '{{ROOT}}/data/ansr-data/test_set/feynman/skeleton_pool/'
5
- - '{{ROOT}}/data/ansr-data/test_set/nguyen/skeleton_pool/'
6
- - '{{ROOT}}/data/ansr-data/test_set/pool_15/skeleton_pool/'
7
- sample_strategy:
8
- n_operator_distribution: length_proportional
9
- min_operators: 0
10
- max_operators: 10
11
- power: 1
12
- max_length: 21
13
- max_tries: 1
14
- independent_dimensions: true
15
- allow_nan: false
16
- simplify: false
17
- literal_prior: uniform
18
- literal_prior_kwargs:
19
- low: -5
20
- high: 5
21
- support_prior: uniform_intervals
22
- support_prior_kwargs:
23
- low: -10
24
- high: 10
25
- n_support_prior: uniform
26
- n_support_prior_kwargs:
27
- low: 16
28
- high: 512
29
- min_value: 16
30
- max_value: 512
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
v6.1/skeleton_pool_val/skeletons.pkl DELETED
@@ -1,3 +0,0 @@
1
- version https://git-lfs.github.com/spec/v1
2
- oid sha256:c6015fef69056a77ac1ef5562c1bb114c357fbb47403df43d425a6c162b40cce
3
- size 1726116
 
 
 
 
v6.2/skeleton_pool_val/expression_space.yaml DELETED
@@ -1,284 +0,0 @@
1
- operators:
2
- +:
3
- realization: +
4
- alias:
5
- - add
6
- - plus
7
- inverse: '-'
8
- arity: 2
9
- weight: 10
10
- precedence: 1
11
- commutative: true
12
- symmetry: 0
13
- positive: false
14
- monotonicity: 0
15
- '-':
16
- realization: '-'
17
- alias:
18
- - sub
19
- - minus
20
- inverse: +
21
- arity: 2
22
- weight: 5
23
- precedence: 1
24
- commutative: false
25
- symmetry: 0
26
- positive: false
27
- monotonicity: 0
28
- neg:
29
- realization: nsrops.neg
30
- wolfram: Negative
31
- alias:
32
- - negative
33
- inverse: neg
34
- arity: 1
35
- weight: 5
36
- precedence: 2.5
37
- commutative: false
38
- symmetry: -1
39
- positive: false
40
- monotonicity: -1
41
- '*':
42
- realization: '*'
43
- alias:
44
- - mul
45
- - times
46
- inverse: /
47
- arity: 2
48
- weight: 10
49
- precedence: 2
50
- commutative: true
51
- symmetry: 0
52
- positive: false
53
- monotonicity: 0
54
- /:
55
- realization: /
56
- alias:
57
- - div
58
- - divide
59
- inverse: '*'
60
- arity: 2
61
- weight: 5
62
- precedence: 2
63
- commutative: false
64
- symmetry: 0
65
- positive: false
66
- monotonicity: 0
67
- abs:
68
- realization: abs
69
- wolfram: Abs
70
- alias:
71
- - absolute
72
- inverse: null
73
- arity: 1
74
- weight: 4
75
- precedence: 3
76
- commutative: false
77
- symmetry: 1
78
- positive: true
79
- monotonicity: 0
80
- inv:
81
- realization: nsrops.inv
82
- wolfram: Inverse
83
- alias:
84
- - inverse
85
- inverse: inv
86
- arity: 1
87
- weight: 4
88
- precedence: 4
89
- commutative: false
90
- symmetry: -1
91
- positive: false
92
- monotonicity: -1
93
- pow2:
94
- realization: nsrops.pow2
95
- alias:
96
- - square
97
- inverse: null
98
- arity: 1
99
- weight: 4
100
- precedence: 3
101
- commutative: false
102
- symmetry: 1
103
- positive: true
104
- monotonicity: 0
105
- pow3:
106
- realization: nsrops.pow3
107
- alias:
108
- - cube
109
- inverse: pow1_3
110
- arity: 1
111
- weight: 2
112
- precedence: 3
113
- commutative: false
114
- symmetry: -1
115
- positive: false
116
- monotonicity: 1
117
- pow4:
118
- realization: nsrops.pow4
119
- alias: []
120
- inverse: null
121
- arity: 1
122
- weight: 1
123
- precedence: 3
124
- commutative: false
125
- symmetry: 1
126
- positive: true
127
- monotonicity: 0
128
- pow5:
129
- realization: nsrops.pow5
130
- alias: []
131
- inverse: pow1_5
132
- arity: 1
133
- weight: 1
134
- precedence: 3
135
- commutative: false
136
- symmetry: -1
137
- positive: false
138
- monotonicity: 1
139
- pow1_2:
140
- realization: nsrops.pow1_2
141
- alias:
142
- - sqrt
143
- inverse: null
144
- arity: 1
145
- weight: 4
146
- precedence: 3
147
- commutative: false
148
- symmetry: 0
149
- positive: true
150
- monotonicity: 1
151
- pow1_3:
152
- realization: nsrops.pow1_3
153
- alias: []
154
- inverse: null
155
- arity: 1
156
- weight: 2
157
- precedence: 3
158
- commutative: false
159
- symmetry: -1
160
- positive: false
161
- monotonicity: 1
162
- pow1_4:
163
- realization: nsrops.pow1_4
164
- alias: []
165
- inverse: null
166
- arity: 1
167
- weight: 1
168
- precedence: 3
169
- commutative: false
170
- symmetry: 0
171
- positive: true
172
- monotonicity: 1
173
- pow1_5:
174
- realization: nsrops.pow1_5
175
- alias: []
176
- inverse: null
177
- arity: 1
178
- weight: 1
179
- precedence: 3
180
- commutative: false
181
- symmetry: -1
182
- positive: false
183
- monotonicity: 1
184
- sin:
185
- realization: numpy.sin
186
- wolfram: Sin
187
- alias: []
188
- inverse: asin
189
- arity: 1
190
- weight: 4
191
- precedence: 2
192
- commutative: false
193
- symmetry: -1
194
- positive: false
195
- monotonicity: 0
196
- cos:
197
- realization: numpy.cos
198
- wolfram: Cos
199
- alias: []
200
- inverse: acos
201
- arity: 1
202
- weight: 4
203
- precedence: 2
204
- commutative: false
205
- symmetry: 1
206
- positive: false
207
- monotonicity: 0
208
- tan:
209
- realization: numpy.tan
210
- wolfram: Tan
211
- alias: []
212
- inverse: atan
213
- arity: 1
214
- weight: 4
215
- precedence: 2
216
- commutative: false
217
- symmetry: -1
218
- positive: false
219
- monotonicity: 0
220
- asin:
221
- realization: numpy.arcsin
222
- wolfram: ArcSin
223
- alias:
224
- - arcsin
225
- inverse: sin
226
- arity: 1
227
- weight: 2
228
- precedence: 2
229
- commutative: false
230
- symmetry: -1
231
- positive: false
232
- monotonicity: 1
233
- acos:
234
- realization: numpy.arccos
235
- wolfram: ArcCos
236
- alias:
237
- - arccos
238
- inverse: cos
239
- arity: 1
240
- weight: 2
241
- precedence: 2
242
- commutative: false
243
- symmetry: 0
244
- positive: true
245
- monotonicity: 1
246
- atan:
247
- realization: numpy.arctan
248
- wolfram: ArcTan
249
- alias:
250
- - arctan
251
- inverse: tan
252
- arity: 1
253
- weight: 2
254
- precedence: 2
255
- commutative: false
256
- symmetry: -1
257
- positive: false
258
- monotonicity: 1
259
- exp:
260
- realization: numpy.exp
261
- wolfram: Exp
262
- alias: []
263
- inverse: log
264
- arity: 1
265
- weight: 4
266
- precedence: 3
267
- commutative: false
268
- symmetry: 0
269
- positive: true
270
- monotonicity: 1
271
- log:
272
- realization: numpy.log
273
- wolfram: Log
274
- alias:
275
- - ln
276
- inverse: exp
277
- arity: 1
278
- weight: 4
279
- precedence: 2
280
- commutative: false
281
- symmetry: 0
282
- positive: false
283
- monotonicity: 1
284
- variables: 3
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
v6.2/skeleton_pool_val/skeletons.pkl DELETED
@@ -1,3 +0,0 @@
1
- version https://git-lfs.github.com/spec/v1
2
- oid sha256:374b35db2ceb473987128fed4ce51c50f9303c7bf1ac76847d93afa026f0d203
3
- size 822357
 
 
 
 
v6.3/skeleton_pool_val/expression_space.yaml DELETED
@@ -1,284 +0,0 @@
1
- operators:
2
- +:
3
- realization: +
4
- alias:
5
- - add
6
- - plus
7
- inverse: '-'
8
- arity: 2
9
- weight: 10
10
- precedence: 1
11
- commutative: true
12
- symmetry: 0
13
- positive: false
14
- monotonicity: 0
15
- '-':
16
- realization: '-'
17
- alias:
18
- - sub
19
- - minus
20
- inverse: +
21
- arity: 2
22
- weight: 5
23
- precedence: 1
24
- commutative: false
25
- symmetry: 0
26
- positive: false
27
- monotonicity: 0
28
- neg:
29
- realization: nsrops.neg
30
- wolfram: Negative
31
- alias:
32
- - negative
33
- inverse: neg
34
- arity: 1
35
- weight: 5
36
- precedence: 2.5
37
- commutative: false
38
- symmetry: -1
39
- positive: false
40
- monotonicity: -1
41
- '*':
42
- realization: '*'
43
- alias:
44
- - mul
45
- - times
46
- inverse: /
47
- arity: 2
48
- weight: 10
49
- precedence: 2
50
- commutative: true
51
- symmetry: 0
52
- positive: false
53
- monotonicity: 0
54
- /:
55
- realization: /
56
- alias:
57
- - div
58
- - divide
59
- inverse: '*'
60
- arity: 2
61
- weight: 5
62
- precedence: 2
63
- commutative: false
64
- symmetry: 0
65
- positive: false
66
- monotonicity: 0
67
- abs:
68
- realization: abs
69
- wolfram: Abs
70
- alias:
71
- - absolute
72
- inverse: null
73
- arity: 1
74
- weight: 4
75
- precedence: 3
76
- commutative: false
77
- symmetry: 1
78
- positive: true
79
- monotonicity: 0
80
- inv:
81
- realization: nsrops.inv
82
- wolfram: Inverse
83
- alias:
84
- - inverse
85
- inverse: inv
86
- arity: 1
87
- weight: 4
88
- precedence: 4
89
- commutative: false
90
- symmetry: -1
91
- positive: false
92
- monotonicity: -1
93
- pow2:
94
- realization: nsrops.pow2
95
- alias:
96
- - square
97
- inverse: null
98
- arity: 1
99
- weight: 4
100
- precedence: 3
101
- commutative: false
102
- symmetry: 1
103
- positive: true
104
- monotonicity: 0
105
- pow3:
106
- realization: nsrops.pow3
107
- alias:
108
- - cube
109
- inverse: pow1_3
110
- arity: 1
111
- weight: 2
112
- precedence: 3
113
- commutative: false
114
- symmetry: -1
115
- positive: false
116
- monotonicity: 1
117
- pow4:
118
- realization: nsrops.pow4
119
- alias: []
120
- inverse: null
121
- arity: 1
122
- weight: 1
123
- precedence: 3
124
- commutative: false
125
- symmetry: 1
126
- positive: true
127
- monotonicity: 0
128
- pow5:
129
- realization: nsrops.pow5
130
- alias: []
131
- inverse: pow1_5
132
- arity: 1
133
- weight: 1
134
- precedence: 3
135
- commutative: false
136
- symmetry: -1
137
- positive: false
138
- monotonicity: 1
139
- pow1_2:
140
- realization: nsrops.pow1_2
141
- alias:
142
- - sqrt
143
- inverse: null
144
- arity: 1
145
- weight: 4
146
- precedence: 3
147
- commutative: false
148
- symmetry: 0
149
- positive: true
150
- monotonicity: 1
151
- pow1_3:
152
- realization: nsrops.pow1_3
153
- alias: []
154
- inverse: null
155
- arity: 1
156
- weight: 2
157
- precedence: 3
158
- commutative: false
159
- symmetry: -1
160
- positive: false
161
- monotonicity: 1
162
- pow1_4:
163
- realization: nsrops.pow1_4
164
- alias: []
165
- inverse: null
166
- arity: 1
167
- weight: 1
168
- precedence: 3
169
- commutative: false
170
- symmetry: 0
171
- positive: true
172
- monotonicity: 1
173
- pow1_5:
174
- realization: nsrops.pow1_5
175
- alias: []
176
- inverse: null
177
- arity: 1
178
- weight: 1
179
- precedence: 3
180
- commutative: false
181
- symmetry: -1
182
- positive: false
183
- monotonicity: 1
184
- sin:
185
- realization: numpy.sin
186
- wolfram: Sin
187
- alias: []
188
- inverse: asin
189
- arity: 1
190
- weight: 4
191
- precedence: 2
192
- commutative: false
193
- symmetry: -1
194
- positive: false
195
- monotonicity: 0
196
- cos:
197
- realization: numpy.cos
198
- wolfram: Cos
199
- alias: []
200
- inverse: acos
201
- arity: 1
202
- weight: 4
203
- precedence: 2
204
- commutative: false
205
- symmetry: 1
206
- positive: false
207
- monotonicity: 0
208
- tan:
209
- realization: numpy.tan
210
- wolfram: Tan
211
- alias: []
212
- inverse: atan
213
- arity: 1
214
- weight: 4
215
- precedence: 2
216
- commutative: false
217
- symmetry: -1
218
- positive: false
219
- monotonicity: 0
220
- asin:
221
- realization: numpy.arcsin
222
- wolfram: ArcSin
223
- alias:
224
- - arcsin
225
- inverse: sin
226
- arity: 1
227
- weight: 2
228
- precedence: 2
229
- commutative: false
230
- symmetry: -1
231
- positive: false
232
- monotonicity: 1
233
- acos:
234
- realization: numpy.arccos
235
- wolfram: ArcCos
236
- alias:
237
- - arccos
238
- inverse: cos
239
- arity: 1
240
- weight: 2
241
- precedence: 2
242
- commutative: false
243
- symmetry: 0
244
- positive: true
245
- monotonicity: 1
246
- atan:
247
- realization: numpy.arctan
248
- wolfram: ArcTan
249
- alias:
250
- - arctan
251
- inverse: tan
252
- arity: 1
253
- weight: 2
254
- precedence: 2
255
- commutative: false
256
- symmetry: -1
257
- positive: false
258
- monotonicity: 1
259
- exp:
260
- realization: numpy.exp
261
- wolfram: Exp
262
- alias: []
263
- inverse: log
264
- arity: 1
265
- weight: 4
266
- precedence: 3
267
- commutative: false
268
- symmetry: 0
269
- positive: true
270
- monotonicity: 1
271
- log:
272
- realization: numpy.log
273
- wolfram: Log
274
- alias:
275
- - ln
276
- inverse: exp
277
- arity: 1
278
- weight: 4
279
- precedence: 2
280
- commutative: false
281
- symmetry: 0
282
- positive: false
283
- monotonicity: 1
284
- variables: 3
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
v6.3/skeleton_pool_val/skeleton_pool.yaml DELETED
@@ -1,30 +0,0 @@
1
- expression_space: ./expression_space.yaml
2
- holdout_pools:
3
- - '{{ROOT}}/data/ansr-data/test_set/soose_nc/skeleton_pool/'
4
- - '{{ROOT}}/data/ansr-data/test_set/feynman/skeleton_pool/'
5
- - '{{ROOT}}/data/ansr-data/test_set/nguyen/skeleton_pool/'
6
- - '{{ROOT}}/data/ansr-data/test_set/hard_set/skeleton_pool/'
7
- sample_strategy:
8
- n_operator_distribution: length_proportional
9
- min_operators: 0
10
- max_operators: 10
11
- power: 1
12
- max_length: 21
13
- max_tries: 1
14
- independent_dimensions: true
15
- allow_nan: false
16
- simplify: true
17
- literal_prior: uniform
18
- literal_prior_kwargs:
19
- low: -5
20
- high: 5
21
- support_prior: uniform_intervals
22
- support_prior_kwargs:
23
- low: -10
24
- high: 10
25
- n_support_prior: uniform
26
- n_support_prior_kwargs:
27
- low: 16
28
- high: 512
29
- min_value: 16
30
- max_value: 512
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
v6.3/skeleton_pool_val/skeletons.pkl DELETED
@@ -1,3 +0,0 @@
1
- version https://git-lfs.github.com/spec/v1
2
- oid sha256:965ed5808ff4bf434e8400aa3c1eae7332f69b970fa5a05fe43a34662184ac9e
3
- size 1286218
 
 
 
 
v6.4/skeleton_pool_val/expression_space.yaml DELETED
@@ -1,284 +0,0 @@
1
- operators:
2
- +:
3
- realization: +
4
- alias:
5
- - add
6
- - plus
7
- inverse: '-'
8
- arity: 2
9
- weight: 10
10
- precedence: 1
11
- commutative: true
12
- symmetry: 0
13
- positive: false
14
- monotonicity: 0
15
- '-':
16
- realization: '-'
17
- alias:
18
- - sub
19
- - minus
20
- inverse: +
21
- arity: 2
22
- weight: 5
23
- precedence: 1
24
- commutative: false
25
- symmetry: 0
26
- positive: false
27
- monotonicity: 0
28
- neg:
29
- realization: nsrops.neg
30
- wolfram: Negative
31
- alias:
32
- - negative
33
- inverse: neg
34
- arity: 1
35
- weight: 5
36
- precedence: 2.5
37
- commutative: false
38
- symmetry: -1
39
- positive: false
40
- monotonicity: -1
41
- '*':
42
- realization: '*'
43
- alias:
44
- - mul
45
- - times
46
- inverse: /
47
- arity: 2
48
- weight: 10
49
- precedence: 2
50
- commutative: true
51
- symmetry: 0
52
- positive: false
53
- monotonicity: 0
54
- /:
55
- realization: /
56
- alias:
57
- - div
58
- - divide
59
- inverse: '*'
60
- arity: 2
61
- weight: 5
62
- precedence: 2
63
- commutative: false
64
- symmetry: 0
65
- positive: false
66
- monotonicity: 0
67
- abs:
68
- realization: abs
69
- wolfram: Abs
70
- alias:
71
- - absolute
72
- inverse: null
73
- arity: 1
74
- weight: 4
75
- precedence: 3
76
- commutative: false
77
- symmetry: 1
78
- positive: true
79
- monotonicity: 0
80
- inv:
81
- realization: nsrops.inv
82
- wolfram: Inverse
83
- alias:
84
- - inverse
85
- inverse: inv
86
- arity: 1
87
- weight: 4
88
- precedence: 4
89
- commutative: false
90
- symmetry: -1
91
- positive: false
92
- monotonicity: -1
93
- pow2:
94
- realization: nsrops.pow2
95
- alias:
96
- - square
97
- inverse: null
98
- arity: 1
99
- weight: 4
100
- precedence: 3
101
- commutative: false
102
- symmetry: 1
103
- positive: true
104
- monotonicity: 0
105
- pow3:
106
- realization: nsrops.pow3
107
- alias:
108
- - cube
109
- inverse: pow1_3
110
- arity: 1
111
- weight: 2
112
- precedence: 3
113
- commutative: false
114
- symmetry: -1
115
- positive: false
116
- monotonicity: 1
117
- pow4:
118
- realization: nsrops.pow4
119
- alias: []
120
- inverse: null
121
- arity: 1
122
- weight: 1
123
- precedence: 3
124
- commutative: false
125
- symmetry: 1
126
- positive: true
127
- monotonicity: 0
128
- pow5:
129
- realization: nsrops.pow5
130
- alias: []
131
- inverse: pow1_5
132
- arity: 1
133
- weight: 1
134
- precedence: 3
135
- commutative: false
136
- symmetry: -1
137
- positive: false
138
- monotonicity: 1
139
- pow1_2:
140
- realization: nsrops.pow1_2
141
- alias:
142
- - sqrt
143
- inverse: null
144
- arity: 1
145
- weight: 4
146
- precedence: 3
147
- commutative: false
148
- symmetry: 0
149
- positive: true
150
- monotonicity: 1
151
- pow1_3:
152
- realization: nsrops.pow1_3
153
- alias: []
154
- inverse: null
155
- arity: 1
156
- weight: 2
157
- precedence: 3
158
- commutative: false
159
- symmetry: -1
160
- positive: false
161
- monotonicity: 1
162
- pow1_4:
163
- realization: nsrops.pow1_4
164
- alias: []
165
- inverse: null
166
- arity: 1
167
- weight: 1
168
- precedence: 3
169
- commutative: false
170
- symmetry: 0
171
- positive: true
172
- monotonicity: 1
173
- pow1_5:
174
- realization: nsrops.pow1_5
175
- alias: []
176
- inverse: null
177
- arity: 1
178
- weight: 1
179
- precedence: 3
180
- commutative: false
181
- symmetry: -1
182
- positive: false
183
- monotonicity: 1
184
- sin:
185
- realization: numpy.sin
186
- wolfram: Sin
187
- alias: []
188
- inverse: asin
189
- arity: 1
190
- weight: 4
191
- precedence: 2
192
- commutative: false
193
- symmetry: -1
194
- positive: false
195
- monotonicity: 0
196
- cos:
197
- realization: numpy.cos
198
- wolfram: Cos
199
- alias: []
200
- inverse: acos
201
- arity: 1
202
- weight: 4
203
- precedence: 2
204
- commutative: false
205
- symmetry: 1
206
- positive: false
207
- monotonicity: 0
208
- tan:
209
- realization: numpy.tan
210
- wolfram: Tan
211
- alias: []
212
- inverse: atan
213
- arity: 1
214
- weight: 4
215
- precedence: 2
216
- commutative: false
217
- symmetry: -1
218
- positive: false
219
- monotonicity: 0
220
- asin:
221
- realization: numpy.arcsin
222
- wolfram: ArcSin
223
- alias:
224
- - arcsin
225
- inverse: sin
226
- arity: 1
227
- weight: 2
228
- precedence: 2
229
- commutative: false
230
- symmetry: -1
231
- positive: false
232
- monotonicity: 1
233
- acos:
234
- realization: numpy.arccos
235
- wolfram: ArcCos
236
- alias:
237
- - arccos
238
- inverse: cos
239
- arity: 1
240
- weight: 2
241
- precedence: 2
242
- commutative: false
243
- symmetry: 0
244
- positive: true
245
- monotonicity: 1
246
- atan:
247
- realization: numpy.arctan
248
- wolfram: ArcTan
249
- alias:
250
- - arctan
251
- inverse: tan
252
- arity: 1
253
- weight: 2
254
- precedence: 2
255
- commutative: false
256
- symmetry: -1
257
- positive: false
258
- monotonicity: 1
259
- exp:
260
- realization: numpy.exp
261
- wolfram: Exp
262
- alias: []
263
- inverse: log
264
- arity: 1
265
- weight: 4
266
- precedence: 3
267
- commutative: false
268
- symmetry: 0
269
- positive: true
270
- monotonicity: 1
271
- log:
272
- realization: numpy.log
273
- wolfram: Log
274
- alias:
275
- - ln
276
- inverse: exp
277
- arity: 1
278
- weight: 4
279
- precedence: 2
280
- commutative: false
281
- symmetry: 0
282
- positive: false
283
- monotonicity: 1
284
- variables: 3
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
v6.4/skeleton_pool_val/skeleton_pool.yaml DELETED
@@ -1,30 +0,0 @@
1
- expression_space: ./expression_space.yaml
2
- holdout_pools:
3
- - '{{ROOT}}/data/ansr-data/test_set/soose_nc/skeleton_pool/'
4
- - '{{ROOT}}/data/ansr-data/test_set/feynman/skeleton_pool/'
5
- - '{{ROOT}}/data/ansr-data/test_set/nguyen/skeleton_pool/'
6
- - '{{ROOT}}/data/ansr-data/test_set/hard_set/skeleton_pool/'
7
- sample_strategy:
8
- n_operator_distribution: length_proportional
9
- min_operators: 0
10
- max_operators: 10
11
- power: 1
12
- max_length: 21
13
- max_tries: 1
14
- independent_dimensions: true
15
- allow_nan: false
16
- simplify: true
17
- literal_prior: uniform
18
- literal_prior_kwargs:
19
- low: 1
20
- high: 5
21
- support_prior: uniform_intervals
22
- support_prior_kwargs:
23
- low: -10
24
- high: 10
25
- n_support_prior: uniform
26
- n_support_prior_kwargs:
27
- low: 16
28
- high: 512
29
- min_value: 16
30
- max_value: 512
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
v6.4/skeleton_pool_val/skeletons.pkl DELETED
@@ -1,3 +0,0 @@
1
- version https://git-lfs.github.com/spec/v1
2
- oid sha256:40de987dba8ae8080abf0ee6ffdf8b87580325a739acdf3b964840cd59aef721
3
- size 1298778
 
 
 
 
v6.6/skeleton_pool_val/expression_space.yaml DELETED
@@ -1,284 +0,0 @@
1
- operators:
2
- +:
3
- realization: +
4
- alias:
5
- - add
6
- - plus
7
- inverse: '-'
8
- arity: 2
9
- weight: 10
10
- precedence: 1
11
- commutative: true
12
- symmetry: 0
13
- positive: false
14
- monotonicity: 0
15
- '-':
16
- realization: '-'
17
- alias:
18
- - sub
19
- - minus
20
- inverse: +
21
- arity: 2
22
- weight: 5
23
- precedence: 1
24
- commutative: false
25
- symmetry: 0
26
- positive: false
27
- monotonicity: 0
28
- neg:
29
- realization: nsrops.neg
30
- wolfram: Negative
31
- alias:
32
- - negative
33
- inverse: neg
34
- arity: 1
35
- weight: 5
36
- precedence: 2.5
37
- commutative: false
38
- symmetry: -1
39
- positive: false
40
- monotonicity: -1
41
- '*':
42
- realization: '*'
43
- alias:
44
- - mul
45
- - times
46
- inverse: /
47
- arity: 2
48
- weight: 10
49
- precedence: 2
50
- commutative: true
51
- symmetry: 0
52
- positive: false
53
- monotonicity: 0
54
- /:
55
- realization: /
56
- alias:
57
- - div
58
- - divide
59
- inverse: '*'
60
- arity: 2
61
- weight: 5
62
- precedence: 2
63
- commutative: false
64
- symmetry: 0
65
- positive: false
66
- monotonicity: 0
67
- abs:
68
- realization: abs
69
- wolfram: Abs
70
- alias:
71
- - absolute
72
- inverse: null
73
- arity: 1
74
- weight: 4
75
- precedence: 3
76
- commutative: false
77
- symmetry: 1
78
- positive: true
79
- monotonicity: 0
80
- inv:
81
- realization: nsrops.inv
82
- wolfram: Inverse
83
- alias:
84
- - inverse
85
- inverse: inv
86
- arity: 1
87
- weight: 4
88
- precedence: 4
89
- commutative: false
90
- symmetry: -1
91
- positive: false
92
- monotonicity: -1
93
- pow2:
94
- realization: nsrops.pow2
95
- alias:
96
- - square
97
- inverse: null
98
- arity: 1
99
- weight: 4
100
- precedence: 3
101
- commutative: false
102
- symmetry: 1
103
- positive: true
104
- monotonicity: 0
105
- pow3:
106
- realization: nsrops.pow3
107
- alias:
108
- - cube
109
- inverse: pow1_3
110
- arity: 1
111
- weight: 2
112
- precedence: 3
113
- commutative: false
114
- symmetry: -1
115
- positive: false
116
- monotonicity: 1
117
- pow4:
118
- realization: nsrops.pow4
119
- alias: []
120
- inverse: null
121
- arity: 1
122
- weight: 1
123
- precedence: 3
124
- commutative: false
125
- symmetry: 1
126
- positive: true
127
- monotonicity: 0
128
- pow5:
129
- realization: nsrops.pow5
130
- alias: []
131
- inverse: pow1_5
132
- arity: 1
133
- weight: 1
134
- precedence: 3
135
- commutative: false
136
- symmetry: -1
137
- positive: false
138
- monotonicity: 1
139
- pow1_2:
140
- realization: nsrops.pow1_2
141
- alias:
142
- - sqrt
143
- inverse: null
144
- arity: 1
145
- weight: 4
146
- precedence: 3
147
- commutative: false
148
- symmetry: 0
149
- positive: true
150
- monotonicity: 1
151
- pow1_3:
152
- realization: nsrops.pow1_3
153
- alias: []
154
- inverse: null
155
- arity: 1
156
- weight: 2
157
- precedence: 3
158
- commutative: false
159
- symmetry: -1
160
- positive: false
161
- monotonicity: 1
162
- pow1_4:
163
- realization: nsrops.pow1_4
164
- alias: []
165
- inverse: null
166
- arity: 1
167
- weight: 1
168
- precedence: 3
169
- commutative: false
170
- symmetry: 0
171
- positive: true
172
- monotonicity: 1
173
- pow1_5:
174
- realization: nsrops.pow1_5
175
- alias: []
176
- inverse: null
177
- arity: 1
178
- weight: 1
179
- precedence: 3
180
- commutative: false
181
- symmetry: -1
182
- positive: false
183
- monotonicity: 1
184
- sin:
185
- realization: numpy.sin
186
- wolfram: Sin
187
- alias: []
188
- inverse: asin
189
- arity: 1
190
- weight: 4
191
- precedence: 2
192
- commutative: false
193
- symmetry: -1
194
- positive: false
195
- monotonicity: 0
196
- cos:
197
- realization: numpy.cos
198
- wolfram: Cos
199
- alias: []
200
- inverse: acos
201
- arity: 1
202
- weight: 4
203
- precedence: 2
204
- commutative: false
205
- symmetry: 1
206
- positive: false
207
- monotonicity: 0
208
- tan:
209
- realization: numpy.tan
210
- wolfram: Tan
211
- alias: []
212
- inverse: atan
213
- arity: 1
214
- weight: 4
215
- precedence: 2
216
- commutative: false
217
- symmetry: -1
218
- positive: false
219
- monotonicity: 0
220
- asin:
221
- realization: numpy.arcsin
222
- wolfram: ArcSin
223
- alias:
224
- - arcsin
225
- inverse: sin
226
- arity: 1
227
- weight: 2
228
- precedence: 2
229
- commutative: false
230
- symmetry: -1
231
- positive: false
232
- monotonicity: 1
233
- acos:
234
- realization: numpy.arccos
235
- wolfram: ArcCos
236
- alias:
237
- - arccos
238
- inverse: cos
239
- arity: 1
240
- weight: 2
241
- precedence: 2
242
- commutative: false
243
- symmetry: 0
244
- positive: true
245
- monotonicity: 1
246
- atan:
247
- realization: numpy.arctan
248
- wolfram: ArcTan
249
- alias:
250
- - arctan
251
- inverse: tan
252
- arity: 1
253
- weight: 2
254
- precedence: 2
255
- commutative: false
256
- symmetry: -1
257
- positive: false
258
- monotonicity: 1
259
- exp:
260
- realization: numpy.exp
261
- wolfram: Exp
262
- alias: []
263
- inverse: log
264
- arity: 1
265
- weight: 4
266
- precedence: 3
267
- commutative: false
268
- symmetry: 0
269
- positive: true
270
- monotonicity: 1
271
- log:
272
- realization: numpy.log
273
- wolfram: Log
274
- alias:
275
- - ln
276
- inverse: exp
277
- arity: 1
278
- weight: 4
279
- precedence: 2
280
- commutative: false
281
- symmetry: 0
282
- positive: false
283
- monotonicity: 1
284
- variables: 3
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
v6.6/skeleton_pool_val/skeleton_pool.yaml DELETED
@@ -1,30 +0,0 @@
1
- expression_space: ./expression_space.yaml
2
- holdout_pools:
3
- - '{{ROOT}}/data/ansr-data/test_set/soose_nc/skeleton_pool/'
4
- - '{{ROOT}}/data/ansr-data/test_set/feynman/skeleton_pool/'
5
- - '{{ROOT}}/data/ansr-data/test_set/nguyen/skeleton_pool/'
6
- - '{{ROOT}}/data/ansr-data/test_set/pool_15/skeleton_pool/'
7
- sample_strategy:
8
- n_operator_distribution: length_proportional
9
- min_operators: 0
10
- max_operators: 10
11
- power: 0
12
- max_length: 21
13
- max_tries: 1
14
- independent_dimensions: true
15
- allow_nan: false
16
- simplify: true
17
- literal_prior: uniform
18
- literal_prior_kwargs:
19
- low: -5
20
- high: 5
21
- support_prior: uniform_intervals
22
- support_prior_kwargs:
23
- low: -10
24
- high: 10
25
- n_support_prior: uniform
26
- n_support_prior_kwargs:
27
- low: 16
28
- high: 512
29
- min_value: 16
30
- max_value: 512
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
v6.6/skeleton_pool_val/skeletons.pkl DELETED
@@ -1,3 +0,0 @@
1
- version https://git-lfs.github.com/spec/v1
2
- oid sha256:690fca22344235900767835fcb238f93bb5b7458952ce17b9b161491ff2af1d4
3
- size 1160621
 
 
 
 
v6.8/skeleton_pool_val/expression_space.yaml DELETED
@@ -1,461 +0,0 @@
1
- operators:
2
- +:
3
- realization: +
4
- alias:
5
- - add
6
- - plus
7
- inverse: '-'
8
- arity: 2
9
- weight: 10
10
- precedence: 1
11
- commutative: true
12
- symmetry: 0
13
- positive: false
14
- monotonicity: 0
15
- '-':
16
- realization: '-'
17
- alias:
18
- - sub
19
- - minus
20
- inverse: +
21
- arity: 2
22
- weight: 5
23
- precedence: 1
24
- commutative: false
25
- symmetry: 0
26
- positive: false
27
- monotonicity: 0
28
- neg:
29
- realization: nsrops.neg
30
- alias:
31
- - negative
32
- inverse: neg
33
- arity: 1
34
- weight: 5
35
- precedence: 2.5
36
- commutative: false
37
- symmetry: -1
38
- positive: false
39
- monotonicity: -1
40
- '*':
41
- realization: '*'
42
- alias:
43
- - mul
44
- - times
45
- inverse: /
46
- arity: 2
47
- weight: 10
48
- precedence: 2
49
- commutative: true
50
- symmetry: 0
51
- positive: false
52
- monotonicity: 0
53
- /:
54
- realization: /
55
- alias:
56
- - div
57
- - divide
58
- inverse: '*'
59
- arity: 2
60
- weight: 5
61
- precedence: 2
62
- commutative: false
63
- symmetry: 0
64
- positive: false
65
- monotonicity: 0
66
- abs:
67
- realization: abs
68
- alias:
69
- - absolute
70
- inverse: null
71
- arity: 1
72
- weight: 4
73
- precedence: 3
74
- commutative: false
75
- symmetry: 1
76
- positive: true
77
- monotonicity: 0
78
- inv:
79
- realization: nsrops.inv
80
- alias:
81
- - inverse
82
- inverse: inv
83
- arity: 1
84
- weight: 4
85
- precedence: 4
86
- commutative: false
87
- symmetry: -1
88
- positive: false
89
- monotonicity: -1
90
- pow2:
91
- realization: nsrops.pow2
92
- alias:
93
- - square
94
- inverse: null
95
- arity: 1
96
- weight: 4
97
- precedence: 3
98
- commutative: false
99
- symmetry: 1
100
- positive: true
101
- monotonicity: 0
102
- pow3:
103
- realization: nsrops.pow3
104
- alias:
105
- - cube
106
- inverse: pow1_3
107
- arity: 1
108
- weight: 2
109
- precedence: 3
110
- commutative: false
111
- symmetry: -1
112
- positive: false
113
- monotonicity: 1
114
- pow4:
115
- realization: nsrops.pow4
116
- alias: []
117
- inverse: null
118
- arity: 1
119
- weight: 1
120
- precedence: 3
121
- commutative: false
122
- symmetry: 1
123
- positive: true
124
- monotonicity: 0
125
- pow5:
126
- realization: nsrops.pow5
127
- alias: []
128
- inverse: pow1_5
129
- arity: 1
130
- weight: 1
131
- precedence: 3
132
- commutative: false
133
- symmetry: -1
134
- positive: false
135
- monotonicity: 1
136
- pow1_2:
137
- realization: nsrops.pow1_2
138
- alias:
139
- - sqrt
140
- inverse: null
141
- arity: 1
142
- weight: 4
143
- precedence: 3
144
- commutative: false
145
- symmetry: 0
146
- positive: true
147
- monotonicity: 1
148
- pow1_3:
149
- realization: nsrops.pow1_3
150
- alias: []
151
- inverse: null
152
- arity: 1
153
- weight: 2
154
- precedence: 3
155
- commutative: false
156
- symmetry: -1
157
- positive: false
158
- monotonicity: 1
159
- pow1_4:
160
- realization: nsrops.pow1_4
161
- alias: []
162
- inverse: null
163
- arity: 1
164
- weight: 1
165
- precedence: 3
166
- commutative: false
167
- symmetry: 0
168
- positive: true
169
- monotonicity: 1
170
- pow1_5:
171
- realization: nsrops.pow1_5
172
- alias: []
173
- inverse: null
174
- arity: 1
175
- weight: 1
176
- precedence: 3
177
- commutative: false
178
- symmetry: -1
179
- positive: false
180
- monotonicity: 1
181
- sin:
182
- realization: numpy.sin
183
- alias: []
184
- inverse: asin
185
- arity: 1
186
- weight: 4
187
- precedence: 2
188
- commutative: false
189
- symmetry: -1
190
- positive: false
191
- monotonicity: 0
192
- cos:
193
- realization: numpy.cos
194
- alias: []
195
- inverse: acos
196
- arity: 1
197
- weight: 4
198
- precedence: 2
199
- commutative: false
200
- symmetry: 1
201
- positive: false
202
- monotonicity: 0
203
- tan:
204
- realization: numpy.tan
205
- alias: []
206
- inverse: atan
207
- arity: 1
208
- weight: 4
209
- precedence: 2
210
- commutative: false
211
- symmetry: -1
212
- positive: false
213
- monotonicity: 0
214
- asin:
215
- realization: numpy.arcsin
216
- alias:
217
- - arcsin
218
- inverse: sin
219
- arity: 1
220
- weight: 2
221
- precedence: 2
222
- commutative: false
223
- symmetry: -1
224
- positive: false
225
- monotonicity: 1
226
- acos:
227
- realization: numpy.arccos
228
- alias:
229
- - arccos
230
- inverse: cos
231
- arity: 1
232
- weight: 2
233
- precedence: 2
234
- commutative: false
235
- symmetry: 0
236
- positive: true
237
- monotonicity: 1
238
- atan:
239
- realization: numpy.arctan
240
- alias:
241
- - arctan
242
- inverse: tan
243
- arity: 1
244
- weight: 2
245
- precedence: 2
246
- commutative: false
247
- symmetry: -1
248
- positive: false
249
- monotonicity: 1
250
- atan2:
251
- realization: numpy.arctan2
252
- alias:
253
- - arctan2
254
- inverse: null
255
- arity: 2
256
- weight: 2
257
- precedence: 2
258
- commutative: false
259
- symmetry: 0
260
- positive: false
261
- monotonicity: 0
262
- exp:
263
- realization: numpy.exp
264
- alias: []
265
- inverse: log
266
- arity: 1
267
- weight: 4
268
- precedence: 3
269
- commutative: false
270
- symmetry: 0
271
- positive: true
272
- monotonicity: null
273
- log:
274
- realization: numpy.log
275
- alias:
276
- - ln
277
- inverse: exp
278
- arity: 1
279
- weight: 4
280
- precedence: 2
281
- commutative: false
282
- symmetry: 0
283
- positive: false
284
- monotonicity: 1
285
- sinh:
286
- realization: numpy.sinh
287
- alias: []
288
- inverse: asinh
289
- arity: 1
290
- weight: 2
291
- precedence: 2
292
- commutative: false
293
- symmetry: -1
294
- positive: false
295
- monotonicity: 1
296
- cosh:
297
- realization: numpy.cosh
298
- alias: []
299
- inverse: null
300
- arity: 1
301
- weight: 2
302
- precedence: 2
303
- commutative: false
304
- symmetry: 1
305
- positive: true
306
- monotonicity: 0
307
- tanh:
308
- realization: numpy.tanh
309
- alias: []
310
- inverse: atanh
311
- arity: 1
312
- weight: 2
313
- precedence: 2
314
- commutative: false
315
- symmetry: -1
316
- positive: false
317
- monotonicity: 1
318
- asinh:
319
- realization: numpy.arcsinh
320
- alias: []
321
- inverse: sinh
322
- arity: 1
323
- weight: 2
324
- precedence: 2
325
- commutative: false
326
- symmetry: -1
327
- positive: false
328
- monotonicity: 1
329
- acosh:
330
- realization: numpy.arccosh
331
- alias: []
332
- inverse: null
333
- arity: 1
334
- weight: 2
335
- precedence: 2
336
- commutative: false
337
- symmetry: 1
338
- positive: true
339
- monotonicity: 1
340
- atanh:
341
- realization: numpy.arctanh
342
- alias: []
343
- inverse: tanh
344
- arity: 1
345
- weight: 2
346
- precedence: 2
347
- commutative: false
348
- symmetry: -1
349
- positive: false
350
- monotonicity: 1
351
- t2:
352
- realization: nsrops.t2
353
- alias: []
354
- inverse: null
355
- arity: 1
356
- weight: 1
357
- precedence: 3
358
- commutative: false
359
- symmetry: 1
360
- positive: false
361
- monotonicity: 0
362
- t3:
363
- realization: nsrops.t3
364
- alias: []
365
- inverse: null
366
- arity: 1
367
- weight: 1
368
- precedence: 3
369
- commutative: false
370
- symmetry: -1
371
- positive: false
372
- monotonicity: 0
373
- t4:
374
- realization: nsrops.t4
375
- alias: []
376
- inverse: null
377
- arity: 1
378
- weight: 1
379
- precedence: 3
380
- commutative: false
381
- symmetry: 1
382
- positive: false
383
- monotonicity: 0
384
- t5:
385
- realization: nsrops.t5
386
- alias: []
387
- inverse: null
388
- arity: 1
389
- weight: 1
390
- precedence: 3
391
- commutative: false
392
- symmetry: -1
393
- positive: false
394
- monotonicity: 0
395
- j0:
396
- realization: scipy.special.j0
397
- alias: []
398
- inverse: null
399
- arity: 1
400
- weight: 1
401
- precedence: 3
402
- commutative: false
403
- symmetry: 1
404
- positive: false
405
- monotonicity: 0
406
- j1:
407
- realization: scipy.special.j1
408
- alias: []
409
- inverse: null
410
- arity: 1
411
- weight: 1
412
- precedence: 3
413
- commutative: false
414
- symmetry: -1
415
- positive: false
416
- monotonicity: 0
417
- j2:
418
- realization: nsrops.j2
419
- alias: []
420
- inverse: null
421
- arity: 1
422
- weight: 1
423
- precedence: 3
424
- commutative: false
425
- symmetry: 1
426
- positive: false
427
- monotonicity: 0
428
- y0:
429
- realization: scipy.special.y0
430
- alias: []
431
- inverse: null
432
- arity: 1
433
- weight: 1
434
- precedence: 3
435
- commutative: false
436
- symmetry: 0
437
- positive: false
438
- monotonicity: 0
439
- y1:
440
- realization: scipy.special.y1
441
- alias: []
442
- inverse: null
443
- arity: 1
444
- weight: 1
445
- precedence: 3
446
- commutative: false
447
- symmetry: 0
448
- positive: false
449
- monotonicity: 0
450
- y2:
451
- realization: nsrops.y2
452
- alias: []
453
- inverse: null
454
- arity: 1
455
- weight: 1
456
- precedence: 3
457
- commutative: false
458
- symmetry: 0
459
- positive: false
460
- monotonicity: 0
461
- variables: 3
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
v6.8/skeleton_pool_val/skeleton_pool.yaml DELETED
@@ -1,30 +0,0 @@
1
- expression_space: ./expression_space.yaml
2
- holdout_pools:
3
- - '{{ROOT}}/data/ansr-data/test_set/soose_nc/skeleton_pool/'
4
- - '{{ROOT}}/data/ansr-data/test_set/feynman/skeleton_pool/'
5
- - '{{ROOT}}/data/ansr-data/test_set/nguyen/skeleton_pool/'
6
- - '{{ROOT}}/data/ansr-data/test_set/pool_15/skeleton_pool/'
7
- sample_strategy:
8
- n_operator_distribution: length_proportional
9
- min_operators: 0
10
- max_operators: 10
11
- power: 1
12
- max_length: 21
13
- max_tries: 1
14
- independent_dimensions: true
15
- allow_nan: false
16
- simplify: true
17
- literal_prior: uniform
18
- literal_prior_kwargs:
19
- low: -5
20
- high: 5
21
- support_prior: uniform_intervals
22
- support_prior_kwargs:
23
- low: -10
24
- high: 10
25
- n_support_prior: uniform
26
- n_support_prior_kwargs:
27
- low: 16
28
- high: 512
29
- min_value: 16
30
- max_value: 512
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
v6.8/skeleton_pool_val/skeletons.pkl DELETED
@@ -1,3 +0,0 @@
1
- version https://git-lfs.github.com/spec/v1
2
- oid sha256:5ff01c0992812da030fb3055e1b23fcb35db2b400ac5a9fff6a1bc76c6c0c8eb
3
- size 1363925
 
 
 
 
v6.8/v6.8/skeleton_pool_val/expression_space.yaml DELETED
@@ -1,461 +0,0 @@
1
- operators:
2
- +:
3
- realization: +
4
- alias:
5
- - add
6
- - plus
7
- inverse: '-'
8
- arity: 2
9
- weight: 10
10
- precedence: 1
11
- commutative: true
12
- symmetry: 0
13
- positive: false
14
- monotonicity: 0
15
- '-':
16
- realization: '-'
17
- alias:
18
- - sub
19
- - minus
20
- inverse: +
21
- arity: 2
22
- weight: 5
23
- precedence: 1
24
- commutative: false
25
- symmetry: 0
26
- positive: false
27
- monotonicity: 0
28
- neg:
29
- realization: nsrops.neg
30
- alias:
31
- - negative
32
- inverse: neg
33
- arity: 1
34
- weight: 5
35
- precedence: 2.5
36
- commutative: false
37
- symmetry: -1
38
- positive: false
39
- monotonicity: -1
40
- '*':
41
- realization: '*'
42
- alias:
43
- - mul
44
- - times
45
- inverse: /
46
- arity: 2
47
- weight: 10
48
- precedence: 2
49
- commutative: true
50
- symmetry: 0
51
- positive: false
52
- monotonicity: 0
53
- /:
54
- realization: /
55
- alias:
56
- - div
57
- - divide
58
- inverse: '*'
59
- arity: 2
60
- weight: 5
61
- precedence: 2
62
- commutative: false
63
- symmetry: 0
64
- positive: false
65
- monotonicity: 0
66
- abs:
67
- realization: abs
68
- alias:
69
- - absolute
70
- inverse: null
71
- arity: 1
72
- weight: 4
73
- precedence: 3
74
- commutative: false
75
- symmetry: 1
76
- positive: true
77
- monotonicity: 0
78
- inv:
79
- realization: nsrops.inv
80
- alias:
81
- - inverse
82
- inverse: inv
83
- arity: 1
84
- weight: 4
85
- precedence: 4
86
- commutative: false
87
- symmetry: -1
88
- positive: false
89
- monotonicity: -1
90
- pow2:
91
- realization: nsrops.pow2
92
- alias:
93
- - square
94
- inverse: null
95
- arity: 1
96
- weight: 4
97
- precedence: 3
98
- commutative: false
99
- symmetry: 1
100
- positive: true
101
- monotonicity: 0
102
- pow3:
103
- realization: nsrops.pow3
104
- alias:
105
- - cube
106
- inverse: pow1_3
107
- arity: 1
108
- weight: 2
109
- precedence: 3
110
- commutative: false
111
- symmetry: -1
112
- positive: false
113
- monotonicity: 1
114
- pow4:
115
- realization: nsrops.pow4
116
- alias: []
117
- inverse: null
118
- arity: 1
119
- weight: 1
120
- precedence: 3
121
- commutative: false
122
- symmetry: 1
123
- positive: true
124
- monotonicity: 0
125
- pow5:
126
- realization: nsrops.pow5
127
- alias: []
128
- inverse: pow1_5
129
- arity: 1
130
- weight: 1
131
- precedence: 3
132
- commutative: false
133
- symmetry: -1
134
- positive: false
135
- monotonicity: 1
136
- pow1_2:
137
- realization: nsrops.pow1_2
138
- alias:
139
- - sqrt
140
- inverse: null
141
- arity: 1
142
- weight: 4
143
- precedence: 3
144
- commutative: false
145
- symmetry: 0
146
- positive: true
147
- monotonicity: 1
148
- pow1_3:
149
- realization: nsrops.pow1_3
150
- alias: []
151
- inverse: null
152
- arity: 1
153
- weight: 2
154
- precedence: 3
155
- commutative: false
156
- symmetry: -1
157
- positive: false
158
- monotonicity: 1
159
- pow1_4:
160
- realization: nsrops.pow1_4
161
- alias: []
162
- inverse: null
163
- arity: 1
164
- weight: 1
165
- precedence: 3
166
- commutative: false
167
- symmetry: 0
168
- positive: true
169
- monotonicity: 1
170
- pow1_5:
171
- realization: nsrops.pow1_5
172
- alias: []
173
- inverse: null
174
- arity: 1
175
- weight: 1
176
- precedence: 3
177
- commutative: false
178
- symmetry: -1
179
- positive: false
180
- monotonicity: 1
181
- sin:
182
- realization: numpy.sin
183
- alias: []
184
- inverse: asin
185
- arity: 1
186
- weight: 4
187
- precedence: 2
188
- commutative: false
189
- symmetry: -1
190
- positive: false
191
- monotonicity: 0
192
- cos:
193
- realization: numpy.cos
194
- alias: []
195
- inverse: acos
196
- arity: 1
197
- weight: 4
198
- precedence: 2
199
- commutative: false
200
- symmetry: 1
201
- positive: false
202
- monotonicity: 0
203
- tan:
204
- realization: numpy.tan
205
- alias: []
206
- inverse: atan
207
- arity: 1
208
- weight: 4
209
- precedence: 2
210
- commutative: false
211
- symmetry: -1
212
- positive: false
213
- monotonicity: 0
214
- asin:
215
- realization: numpy.arcsin
216
- alias:
217
- - arcsin
218
- inverse: sin
219
- arity: 1
220
- weight: 2
221
- precedence: 2
222
- commutative: false
223
- symmetry: -1
224
- positive: false
225
- monotonicity: 1
226
- acos:
227
- realization: numpy.arccos
228
- alias:
229
- - arccos
230
- inverse: cos
231
- arity: 1
232
- weight: 2
233
- precedence: 2
234
- commutative: false
235
- symmetry: 0
236
- positive: true
237
- monotonicity: 1
238
- atan:
239
- realization: numpy.arctan
240
- alias:
241
- - arctan
242
- inverse: tan
243
- arity: 1
244
- weight: 2
245
- precedence: 2
246
- commutative: false
247
- symmetry: -1
248
- positive: false
249
- monotonicity: 1
250
- atan2:
251
- realization: numpy.arctan2
252
- alias:
253
- - arctan2
254
- inverse: null
255
- arity: 2
256
- weight: 2
257
- precedence: 2
258
- commutative: false
259
- symmetry: 0
260
- positive: false
261
- monotonicity: 0
262
- exp:
263
- realization: numpy.exp
264
- alias: []
265
- inverse: log
266
- arity: 1
267
- weight: 4
268
- precedence: 3
269
- commutative: false
270
- symmetry: 0
271
- positive: true
272
- monotonicity: null
273
- log:
274
- realization: numpy.log
275
- alias:
276
- - ln
277
- inverse: exp
278
- arity: 1
279
- weight: 4
280
- precedence: 2
281
- commutative: false
282
- symmetry: 0
283
- positive: false
284
- monotonicity: 1
285
- sinh:
286
- realization: numpy.sinh
287
- alias: []
288
- inverse: asinh
289
- arity: 1
290
- weight: 2
291
- precedence: 2
292
- commutative: false
293
- symmetry: -1
294
- positive: false
295
- monotonicity: 1
296
- cosh:
297
- realization: numpy.cosh
298
- alias: []
299
- inverse: null
300
- arity: 1
301
- weight: 2
302
- precedence: 2
303
- commutative: false
304
- symmetry: 1
305
- positive: true
306
- monotonicity: 0
307
- tanh:
308
- realization: numpy.tanh
309
- alias: []
310
- inverse: atanh
311
- arity: 1
312
- weight: 2
313
- precedence: 2
314
- commutative: false
315
- symmetry: -1
316
- positive: false
317
- monotonicity: 1
318
- asinh:
319
- realization: numpy.arcsinh
320
- alias: []
321
- inverse: sinh
322
- arity: 1
323
- weight: 2
324
- precedence: 2
325
- commutative: false
326
- symmetry: -1
327
- positive: false
328
- monotonicity: 1
329
- acosh:
330
- realization: numpy.arccosh
331
- alias: []
332
- inverse: null
333
- arity: 1
334
- weight: 2
335
- precedence: 2
336
- commutative: false
337
- symmetry: 1
338
- positive: true
339
- monotonicity: 1
340
- atanh:
341
- realization: numpy.arctanh
342
- alias: []
343
- inverse: tanh
344
- arity: 1
345
- weight: 2
346
- precedence: 2
347
- commutative: false
348
- symmetry: -1
349
- positive: false
350
- monotonicity: 1
351
- t2:
352
- realization: nsrops.t2
353
- alias: []
354
- inverse: null
355
- arity: 1
356
- weight: 1
357
- precedence: 3
358
- commutative: false
359
- symmetry: 1
360
- positive: false
361
- monotonicity: 0
362
- t3:
363
- realization: nsrops.t3
364
- alias: []
365
- inverse: null
366
- arity: 1
367
- weight: 1
368
- precedence: 3
369
- commutative: false
370
- symmetry: -1
371
- positive: false
372
- monotonicity: 0
373
- t4:
374
- realization: nsrops.t4
375
- alias: []
376
- inverse: null
377
- arity: 1
378
- weight: 1
379
- precedence: 3
380
- commutative: false
381
- symmetry: 1
382
- positive: false
383
- monotonicity: 0
384
- t5:
385
- realization: nsrops.t5
386
- alias: []
387
- inverse: null
388
- arity: 1
389
- weight: 1
390
- precedence: 3
391
- commutative: false
392
- symmetry: -1
393
- positive: false
394
- monotonicity: 0
395
- j0:
396
- realization: scipy.special.j0
397
- alias: []
398
- inverse: null
399
- arity: 1
400
- weight: 1
401
- precedence: 3
402
- commutative: false
403
- symmetry: 1
404
- positive: false
405
- monotonicity: 0
406
- j1:
407
- realization: scipy.special.j1
408
- alias: []
409
- inverse: null
410
- arity: 1
411
- weight: 1
412
- precedence: 3
413
- commutative: false
414
- symmetry: -1
415
- positive: false
416
- monotonicity: 0
417
- j2:
418
- realization: nsrops.j2
419
- alias: []
420
- inverse: null
421
- arity: 1
422
- weight: 1
423
- precedence: 3
424
- commutative: false
425
- symmetry: 1
426
- positive: false
427
- monotonicity: 0
428
- y0:
429
- realization: scipy.special.y0
430
- alias: []
431
- inverse: null
432
- arity: 1
433
- weight: 1
434
- precedence: 3
435
- commutative: false
436
- symmetry: 0
437
- positive: false
438
- monotonicity: 0
439
- y1:
440
- realization: scipy.special.y1
441
- alias: []
442
- inverse: null
443
- arity: 1
444
- weight: 1
445
- precedence: 3
446
- commutative: false
447
- symmetry: 0
448
- positive: false
449
- monotonicity: 0
450
- y2:
451
- realization: nsrops.y2
452
- alias: []
453
- inverse: null
454
- arity: 1
455
- weight: 1
456
- precedence: 3
457
- commutative: false
458
- symmetry: 0
459
- positive: false
460
- monotonicity: 0
461
- variables: 3
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
v6.8/v6.8/skeleton_pool_val/skeleton_pool.yaml DELETED
@@ -1,30 +0,0 @@
1
- expression_space: ./expression_space.yaml
2
- holdout_pools:
3
- - '{{ROOT}}/data/ansr-data/test_set/soose_nc/skeleton_pool/'
4
- - '{{ROOT}}/data/ansr-data/test_set/feynman/skeleton_pool/'
5
- - '{{ROOT}}/data/ansr-data/test_set/nguyen/skeleton_pool/'
6
- - '{{ROOT}}/data/ansr-data/test_set/pool_15/skeleton_pool/'
7
- sample_strategy:
8
- n_operator_distribution: length_proportional
9
- min_operators: 0
10
- max_operators: 10
11
- power: 1
12
- max_length: 21
13
- max_tries: 1
14
- independent_dimensions: true
15
- allow_nan: false
16
- simplify: true
17
- literal_prior: uniform
18
- literal_prior_kwargs:
19
- low: -5
20
- high: 5
21
- support_prior: uniform_intervals
22
- support_prior_kwargs:
23
- low: -10
24
- high: 10
25
- n_support_prior: uniform
26
- n_support_prior_kwargs:
27
- low: 16
28
- high: 512
29
- min_value: 16
30
- max_value: 512
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
v6.8/v6.8/skeleton_pool_val/skeletons.pkl DELETED
@@ -1,3 +0,0 @@
1
- version https://git-lfs.github.com/spec/v1
2
- oid sha256:55e577c21e8956efc8489db94854ab8b10b7195805e828cef4c62156460a3511
3
- size 1374134
 
 
 
 
{v5.1 → v7.2-mini}/skeleton_pool_val/expression_space.yaml RENAMED
@@ -27,7 +27,6 @@ operators:
27
  monotonicity: 0
28
  neg:
29
  realization: nsrops.neg
30
- wolfram: Negative
31
  alias:
32
  - negative
33
  inverse: neg
@@ -66,7 +65,6 @@ operators:
66
  monotonicity: 0
67
  abs:
68
  realization: abs
69
- wolfram: Abs
70
  alias:
71
  - absolute
72
  inverse: null
@@ -79,7 +77,6 @@ operators:
79
  monotonicity: 0
80
  inv:
81
  realization: nsrops.inv
82
- wolfram: Inverse
83
  alias:
84
  - inverse
85
  inverse: inv
@@ -183,7 +180,6 @@ operators:
183
  monotonicity: 1
184
  sin:
185
  realization: numpy.sin
186
- wolfram: Sin
187
  alias: []
188
  inverse: asin
189
  arity: 1
@@ -195,7 +191,6 @@ operators:
195
  monotonicity: 0
196
  cos:
197
  realization: numpy.cos
198
- wolfram: Cos
199
  alias: []
200
  inverse: acos
201
  arity: 1
@@ -207,7 +202,6 @@ operators:
207
  monotonicity: 0
208
  tan:
209
  realization: numpy.tan
210
- wolfram: Tan
211
  alias: []
212
  inverse: atan
213
  arity: 1
@@ -219,7 +213,6 @@ operators:
219
  monotonicity: 0
220
  asin:
221
  realization: numpy.arcsin
222
- wolfram: ArcSin
223
  alias:
224
  - arcsin
225
  inverse: sin
@@ -232,7 +225,6 @@ operators:
232
  monotonicity: 1
233
  acos:
234
  realization: numpy.arccos
235
- wolfram: ArcCos
236
  alias:
237
  - arccos
238
  inverse: cos
@@ -245,7 +237,6 @@ operators:
245
  monotonicity: 1
246
  atan:
247
  realization: numpy.arctan
248
- wolfram: ArcTan
249
  alias:
250
  - arctan
251
  inverse: tan
@@ -258,7 +249,6 @@ operators:
258
  monotonicity: 1
259
  exp:
260
  realization: numpy.exp
261
- wolfram: Exp
262
  alias: []
263
  inverse: log
264
  arity: 1
@@ -270,7 +260,6 @@ operators:
270
  monotonicity: 1
271
  log:
272
  realization: numpy.log
273
- wolfram: Log
274
  alias:
275
  - ln
276
  inverse: exp
 
27
  monotonicity: 0
28
  neg:
29
  realization: nsrops.neg
 
30
  alias:
31
  - negative
32
  inverse: neg
 
65
  monotonicity: 0
66
  abs:
67
  realization: abs
 
68
  alias:
69
  - absolute
70
  inverse: null
 
77
  monotonicity: 0
78
  inv:
79
  realization: nsrops.inv
 
80
  alias:
81
  - inverse
82
  inverse: inv
 
180
  monotonicity: 1
181
  sin:
182
  realization: numpy.sin
 
183
  alias: []
184
  inverse: asin
185
  arity: 1
 
191
  monotonicity: 0
192
  cos:
193
  realization: numpy.cos
 
194
  alias: []
195
  inverse: acos
196
  arity: 1
 
202
  monotonicity: 0
203
  tan:
204
  realization: numpy.tan
 
205
  alias: []
206
  inverse: atan
207
  arity: 1
 
213
  monotonicity: 0
214
  asin:
215
  realization: numpy.arcsin
 
216
  alias:
217
  - arcsin
218
  inverse: sin
 
225
  monotonicity: 1
226
  acos:
227
  realization: numpy.arccos
 
228
  alias:
229
  - arccos
230
  inverse: cos
 
237
  monotonicity: 1
238
  atan:
239
  realization: numpy.arctan
 
240
  alias:
241
  - arctan
242
  inverse: tan
 
249
  monotonicity: 1
250
  exp:
251
  realization: numpy.exp
 
252
  alias: []
253
  inverse: log
254
  arity: 1
 
260
  monotonicity: 1
261
  log:
262
  realization: numpy.log
 
263
  alias:
264
  - ln
265
  inverse: exp
{v6.2 → v7.2-mini}/skeleton_pool_val/skeleton_pool.yaml RENAMED
@@ -1,4 +1,4 @@
1
- expression_space: ./expression_space.yaml
2
  holdout_pools:
3
  - '{{ROOT}}/data/ansr-data/test_set/soose_nc/skeleton_pool/'
4
  - '{{ROOT}}/data/ansr-data/test_set/feynman/skeleton_pool/'
 
1
+ expression_space: /home/psaegert/Projects/flash-ansr/configs/v7.2-mini/./expression_space.yaml
2
  holdout_pools:
3
  - '{{ROOT}}/data/ansr-data/test_set/soose_nc/skeleton_pool/'
4
  - '{{ROOT}}/data/ansr-data/test_set/feynman/skeleton_pool/'
{v5.2 → v7.2-mini}/skeleton_pool_val/skeletons.pkl RENAMED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:b9e3af78783b9d7be0d7a4d3d436b899273677158cc2beb8a1bcc863c5cfbaab
3
- size 812991
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:23faa57ed183ef50dc58555479b084261b9bade20310bef55a308839b90d372e
3
+ size 822500