psaegert
commited on
Add v7.3
Browse files
v7.3/skeleton_pool_val/expression_space.yaml
ADDED
@@ -0,0 +1,273 @@
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operators:
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+:
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realization: +
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alias:
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- add
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- plus
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inverse: '-'
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arity: 2
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weight: 10
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precedence: 1
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commutative: true
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symmetry: 0
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positive: false
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monotonicity: 0
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'-':
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realization: '-'
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+
alias:
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+
- sub
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+
- minus
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+
inverse: +
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+
arity: 2
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+
weight: 5
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precedence: 1
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commutative: false
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+
symmetry: 0
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+
positive: false
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+
monotonicity: 0
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+
neg:
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+
realization: nsrops.neg
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+
alias:
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+
- negative
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+
inverse: neg
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arity: 1
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+
weight: 5
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+
precedence: 2.5
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+
commutative: false
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+
symmetry: -1
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+
positive: false
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+
monotonicity: -1
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+
'*':
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+
realization: '*'
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+
alias:
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+
- mul
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+
- times
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+
inverse: /
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arity: 2
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+
weight: 10
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+
precedence: 2
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+
commutative: true
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symmetry: 0
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+
positive: false
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+
monotonicity: 0
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+
/:
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+
realization: /
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+
alias:
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+
- div
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+
- divide
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inverse: '*'
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+
arity: 2
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+
weight: 5
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+
precedence: 2
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commutative: false
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+
symmetry: 0
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+
positive: false
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+
monotonicity: 0
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+
abs:
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+
realization: abs
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alias:
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+
- absolute
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+
inverse: null
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+
arity: 1
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+
weight: 4
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precedence: 3
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commutative: false
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symmetry: 1
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+
positive: true
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+
monotonicity: 0
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+
inv:
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realization: nsrops.inv
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alias:
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- inverse
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inverse: inv
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arity: 1
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weight: 4
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precedence: 4
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commutative: false
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symmetry: -1
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positive: false
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monotonicity: -1
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+
pow2:
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realization: nsrops.pow2
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alias:
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- square
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inverse: null
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arity: 1
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weight: 4
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precedence: 3
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commutative: false
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symmetry: 1
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positive: true
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monotonicity: 0
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+
pow3:
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+
realization: nsrops.pow3
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+
alias:
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- cube
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inverse: pow1_3
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arity: 1
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+
weight: 2
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+
precedence: 3
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commutative: false
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symmetry: -1
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positive: false
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monotonicity: 1
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+
pow4:
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realization: nsrops.pow4
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alias: []
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inverse: null
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118 |
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arity: 1
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weight: 1
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+
precedence: 3
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commutative: false
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symmetry: 1
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positive: true
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monotonicity: 0
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+
pow5:
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realization: nsrops.pow5
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alias: []
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128 |
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inverse: pow1_5
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129 |
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arity: 1
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130 |
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weight: 1
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131 |
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precedence: 3
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commutative: false
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symmetry: -1
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positive: false
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monotonicity: 1
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+
pow1_2:
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+
realization: nsrops.pow1_2
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alias:
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139 |
+
- sqrt
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140 |
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inverse: null
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141 |
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arity: 1
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142 |
+
weight: 4
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precedence: 3
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commutative: false
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symmetry: 0
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+
positive: true
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+
monotonicity: 1
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148 |
+
pow1_3:
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149 |
+
realization: nsrops.pow1_3
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alias: []
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151 |
+
inverse: null
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152 |
+
arity: 1
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153 |
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weight: 2
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154 |
+
precedence: 3
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+
commutative: false
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156 |
+
symmetry: -1
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157 |
+
positive: false
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+
monotonicity: 1
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+
pow1_4:
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+
realization: nsrops.pow1_4
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alias: []
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162 |
+
inverse: null
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163 |
+
arity: 1
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164 |
+
weight: 1
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165 |
+
precedence: 3
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166 |
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commutative: false
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167 |
+
symmetry: 0
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168 |
+
positive: true
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169 |
+
monotonicity: 1
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170 |
+
pow1_5:
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171 |
+
realization: nsrops.pow1_5
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172 |
+
alias: []
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173 |
+
inverse: null
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174 |
+
arity: 1
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175 |
+
weight: 1
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176 |
+
precedence: 3
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177 |
+
commutative: false
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178 |
+
symmetry: -1
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179 |
+
positive: false
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180 |
+
monotonicity: 1
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+
sin:
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182 |
+
realization: numpy.sin
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183 |
+
alias: []
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184 |
+
inverse: asin
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185 |
+
arity: 1
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186 |
+
weight: 4
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187 |
+
precedence: 2
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188 |
+
commutative: false
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189 |
+
symmetry: -1
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190 |
+
positive: false
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191 |
+
monotonicity: 0
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192 |
+
cos:
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+
realization: numpy.cos
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194 |
+
alias: []
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195 |
+
inverse: acos
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196 |
+
arity: 1
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197 |
+
weight: 4
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198 |
+
precedence: 2
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199 |
+
commutative: false
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200 |
+
symmetry: 1
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201 |
+
positive: false
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202 |
+
monotonicity: 0
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203 |
+
tan:
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204 |
+
realization: numpy.tan
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205 |
+
alias: []
|
206 |
+
inverse: atan
|
207 |
+
arity: 1
|
208 |
+
weight: 4
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209 |
+
precedence: 2
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210 |
+
commutative: false
|
211 |
+
symmetry: -1
|
212 |
+
positive: false
|
213 |
+
monotonicity: 0
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214 |
+
asin:
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215 |
+
realization: numpy.arcsin
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216 |
+
alias:
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217 |
+
- arcsin
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218 |
+
inverse: sin
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219 |
+
arity: 1
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220 |
+
weight: 2
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221 |
+
precedence: 2
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222 |
+
commutative: false
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223 |
+
symmetry: -1
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224 |
+
positive: false
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225 |
+
monotonicity: 1
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226 |
+
acos:
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227 |
+
realization: numpy.arccos
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228 |
+
alias:
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229 |
+
- arccos
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230 |
+
inverse: cos
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231 |
+
arity: 1
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232 |
+
weight: 2
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233 |
+
precedence: 2
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234 |
+
commutative: false
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235 |
+
symmetry: 0
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236 |
+
positive: true
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237 |
+
monotonicity: 1
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238 |
+
atan:
|
239 |
+
realization: numpy.arctan
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240 |
+
alias:
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241 |
+
- arctan
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242 |
+
inverse: tan
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243 |
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arity: 1
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244 |
+
weight: 2
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245 |
+
precedence: 2
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246 |
+
commutative: false
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247 |
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symmetry: -1
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248 |
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positive: false
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249 |
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monotonicity: 1
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250 |
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exp:
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251 |
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realization: numpy.exp
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252 |
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alias: []
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253 |
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inverse: log
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254 |
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arity: 1
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255 |
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weight: 4
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256 |
+
precedence: 3
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257 |
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commutative: false
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258 |
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symmetry: 0
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259 |
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positive: true
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260 |
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monotonicity: 1
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261 |
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log:
|
262 |
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realization: numpy.log
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263 |
+
alias:
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264 |
+
- ln
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265 |
+
inverse: exp
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266 |
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arity: 1
|
267 |
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weight: 4
|
268 |
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precedence: 2
|
269 |
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commutative: false
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270 |
+
symmetry: 0
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271 |
+
positive: false
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272 |
+
monotonicity: 1
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273 |
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variables: 3
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v7.3/skeleton_pool_val/skeleton_pool.yaml
ADDED
@@ -0,0 +1,30 @@
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expression_space: ./expression_space.yaml
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holdout_pools:
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3 |
+
- '{{ROOT}}/data/ansr-data/test_set/soose_nc/skeleton_pool/'
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4 |
+
- '{{ROOT}}/data/ansr-data/test_set/feynman/skeleton_pool/'
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5 |
+
- '{{ROOT}}/data/ansr-data/test_set/nguyen/skeleton_pool/'
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6 |
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- '{{ROOT}}/data/ansr-data/test_set/pool_15/skeleton_pool/'
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7 |
+
sample_strategy:
|
8 |
+
n_operator_distribution: length_proportional
|
9 |
+
min_operators: 0
|
10 |
+
max_operators: 10
|
11 |
+
power: 1
|
12 |
+
max_length: 21
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13 |
+
max_tries: 1
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14 |
+
independent_dimensions: true
|
15 |
+
allow_nan: false
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16 |
+
simplify: true
|
17 |
+
literal_prior: uniform
|
18 |
+
literal_prior_kwargs:
|
19 |
+
low: -5
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20 |
+
high: 5
|
21 |
+
support_prior: uniform_intervals
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22 |
+
support_prior_kwargs:
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23 |
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low: -10
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24 |
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high: 10
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25 |
+
n_support_prior: uniform
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26 |
+
n_support_prior_kwargs:
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27 |
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low: 16
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28 |
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high: 512
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29 |
+
min_value: 16
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30 |
+
max_value: 512
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v7.3/skeleton_pool_val/skeletons.pkl
ADDED
@@ -0,0 +1,3 @@
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1 |
+
version https://git-lfs.github.com/spec/v1
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2 |
+
oid sha256:8539d94031460e06293dd8b23ba914b6b4f95e5155a7c3d43e1a71c855219a15
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3 |
+
size 1344072
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