Feat: random variable generator done!
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@ -47,6 +47,7 @@ Tree with RdLeaf replaced by generated values
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['a', 'a*k']
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"""
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from random import choice
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from .leaf import RdLeaf
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@ -127,3 +128,92 @@ def replace_rdleaf(tree, computed_leafs):
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return leaf
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return tree.map_on_leaf(replace)
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def random_generator(rd_variables,
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conditions = [],
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rejected = [0],
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min_max = (-10, 10),
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variables_scope = {}):
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""" Generate random variables
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:param rd_variables: list of random variables to generate
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:param conditions: condition over variables
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:param rejected: Rejected values for the generator (default [0])
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:param min_max: (min, max) limits in between variables will be generated
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:param variables_scope: rejected and min_max define for individual variables
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:return: dictionnary of generated variables
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:example:
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>>> gene = random_generator(["a", "b"],
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... ["a > 0"],
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... [0], (-10, 10),
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... {"a": {"rejected": [0, 1]},
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... "b": {"min_max": (-5, 0)}})
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>>> gene["a"] > 0
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True
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>>> gene["a"] != 0
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True
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>>> gene["b"] < 0
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True
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>>> gene = random_generator(["a", "b"],
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... ["a % b == 0"],
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... [0, 1], (-10, 10))
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>>> gene["a"] not in [0, 1]
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True
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>>> gene["b"] in list(range(-10, 11))
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True
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>>> gene["a"] % gene["b"]
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0
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"""
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complete_scope = build_variable_scope(rd_variables,
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rejected, min_max,
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variables_scope)
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choices_list = {v: list(set(range(
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complete_scope[v]["min_max"][0], complete_scope[v]["min_max"][1]+1)
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).difference(complete_scope[v]["rejected"]))
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for v in rd_variables}
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generate_variable = {v: choice(choices_list[v]) for v in rd_variables}
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while not all([eval(c, __builtins__, generate_variable) for c in conditions]):
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generate_variable = {v: choice(choices_list[v]) for v in rd_variables}
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return generate_variable
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def build_variable_scope(rd_variables, rejected, min_max, variables_scope):
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""" Build variables scope from incomplete one
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:param rd_variables: list of random variables to generate
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:param rejected: Rejected values for the generator
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:param min_max: (min, max) limits in between variables will be generated
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:param variables_scope: rejected and min_max define for individual variables
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:return: complete variable scope
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:example:
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>>> completed = build_variable_scope(["a", "b", "c", "d"], [0], (-10, 10),
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... {"a": {"rejected": [0, 1]},
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... "b": {"min_max": (-5, 0)},
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... "c": {"rejected": [2], "min_max": (0, 5)}})
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>>> complete = {'a': {'rejected': [0, 1], 'min_max': (-10, 10)},
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... 'b': {'rejected': [0], 'min_max': (-5, 0)},
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... 'c': {'rejected': [2], 'min_max': (0, 5)},
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... 'd': {'rejected': [0], 'min_max': (-10, 10)}}
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>>> completed == complete
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True
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"""
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complete_scope = variables_scope
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for v in rd_variables:
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try:
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complete_scope[v]
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except KeyError:
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complete_scope[v] = {"rejected": rejected, "min_max": min_max}
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else:
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try:
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complete_scope[v]["rejected"]
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except KeyError:
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complete_scope[v]["rejected"] = rejected
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try:
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complete_scope[v]["min_max"]
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except KeyError:
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complete_scope[v]["min_max"] = min_max
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return complete_scope
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