visualmath / data /visma /io /tokenize.py
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"""
Initial Author: Siddharth Kothiyal (sidkothiyal, https://github.com/sidkothiyal)
Other Authors:
Owner: AerospaceResearch.net
About: This module's basic purpose is to be able to tokenize every possible input given by the user into a consistent key-value pair format for each equation/expression. Redundant data has been provided with the tokens on purpose, to make the job of future developers easier.
Still far from perfect and requires a bit of clean up.
Note: Please try to maintain proper documentation
-1 -> power
-2 -> value
-3 -> sqrt expression
-4 -> sqrt power
Logic Description:
"""
import math
import copy
from visma.io.checks import isNumber, isVariable, getNumber, checkEquation, funcs, funcSyms
from visma.functions.structure import Function, Equation, Expression
from visma.functions.constant import Constant
from visma.functions.variable import Variable
from visma.functions.exponential import Logarithm, NaturalLog, Exponential
from visma.functions.hyperbolic import Sinh, Cosh, Tanh, ArcSinh, ArcCosh, ArcTanh
from visma.functions.trigonometry import Sine, Cosine, Tangent, Cotangent, Cosecant, Secant, ArcSin, ArcCos, ArcTan
from visma.functions.operator import Binary, Sqrt
from visma.matrix.structure import Matrix
from visma.matrix.checks import isMatrix
from visma.io.parser import latexToTerms
# from visma.gui import logger
symbols = ['+', '-', '*', '/', '(', ')', '{', '}', '[', ']', '^', '=', '<', '>', '<=', '>=', ',', ';', '$']
greek = [u'\u03B1', u'\u03B2', u'\u03B3']
constants = [u'\u03C0', 'e', 'i']
funcFourLetters = ["sinh", "sqrt", "sech", "csch", "cosh", "coth", "frac", "iota", "tanh", "log_"]
funcThreeLetters = ["tan", "sin", "cos", "sec", "log", "exp", "csc", "cot"]
funcTwoLetters = ["ln", "pi"]
# TODO: Add module for different inputs(ex: LaTeX)
inputLaTeX = ['\\times', '\\div', '+', '-', '=', '^', '\\sqrt']
inputGreek = ['*', '/', '+', '-', '=', '^', 'sqrt']
funcTokens = [Logarithm(), Logarithm(), NaturalLog(), Exponential(), Sine(), Cosine(), Tangent(), Cosecant(), Secant(), Cotangent(), ArcSin(), ArcCos(), ArcTan(), Sinh(), Cosh(), Tanh(), ArcSinh(), ArcCosh(), ArcTanh()]
def removeSpaces(eqn):
"""Gets rid of whitespaces from the input equation
Arguments:
eqn {string} -- input equation string
Returns:
cleanEqn {string} -- equation string without spaces
"""
cleanEqn = ''.join(i for i in eqn.split())
return cleanEqn
def getTerms(eqn):
"""Separate terms of the input equation into a list
Arguments:
eqn {string} -- equation string
Returns:
terms {list} -- list of terms{strings}
"""
x = 0
terms = []
while x < len(eqn):
if ('a' <= eqn[x] <= 'z') or ('A' <= eqn[x] <= 'Z') or eqn[x] in greek:
buf = eqn[x]
if x + 3 < len(eqn):
for i in range(1, 4):
buf += eqn[x+i]
if len(buf) == 4:
if buf in funcFourLetters:
terms.append(buf)
x += 4
continue
buf = eqn[x]
if x + 2 < len(eqn):
for i in range(1, 3):
buf += eqn[x + i]
if len(buf) == 3:
if buf in funcThreeLetters:
terms.append(buf)
x += 3
continue
buf = eqn[x]
if x + 1 < len(eqn):
buf += eqn[x + 1]
if len(buf) == 2:
if buf in funcTwoLetters:
terms.append(buf)
x += 2
continue
if eqn[x] == 'e': # Special Cases: e , i
terms.append("exp")
x += 1
continue
elif eqn[x] == 'i':
terms.append("iota")
x += 1
continue
terms.append(eqn[x])
x += 1
elif '0' <= eqn[x] <= '9':
buf = eqn[x]
x += 1
while x < len(eqn):
if '0' <= eqn[x] <= '9' or eqn[x] == '.':
buf += eqn[x]
x += 1
else:
break
terms.append(buf)
elif eqn[x] in symbols:
if eqn[x] == '<':
i = x
buf = eqn[x]
while (i - x) < len("="):
i += 1
if i < len(eqn):
buf += eqn[i]
if buf == '<=':
terms.append(buf)
x = i + 1
continue
terms.append(eqn[x])
elif eqn[x] == '>':
i = x
buf = eqn[x]
while (i - x) < len("="):
i += 1
if i < len(eqn):
buf += eqn[i]
if buf == '>=':
terms.append(buf)
x = i + 1
continue
terms.append(eqn[x])
else:
terms.append(eqn[x])
x += 1
else:
x += 1
return terms
def normalize(terms):
"""Replace input terms of LaTeX to Greek
Arguments:
terms {list} -- LaTeX/Greek input terms
Returns:
terms {list} -- Greek input terms
"""
for term in terms:
for i, x in enumerate(inputLaTeX):
if x == term:
term = inputGreek[i]
terms = latexToTerms(terms)
return terms
def tokenizeSymbols(terms):
"""Assigns a token symbol to some items in terms list
Arguments:
terms {list} -- input terms
Returns:
symTokens {list} -- symbol tokens for input terms
"""
symTokens = []
for i, term in enumerate(terms):
symTokens.append('')
if term in symbols:
if term == '^':
if i + 1 < len(terms) and not isVariable(terms[i - 1]):
symTokens[-1] = 'Binary'
else:
symTokens[-1] = False
elif term == '*' or term == '/':
if i + 1 < len(terms):
if (isVariable(terms[i - 1]) or isNumber(terms[i - 1]) or terms[i - 1] == ')' or terms[i - 1] == ']') and (isVariable(terms[i + 1]) or isNumber(terms[i + 1]) or terms[i + 1] == '(' or terms[i + 1] == '[' or ((terms[i + 1] == '-' or terms[i + 1] == '+') and (isVariable(terms[i + 2]) or isNumber(terms[i + 2])))):
symTokens[-1] = 'Binary'
else:
symTokens[-1] = False
else:
symTokens[-1] = False
elif term == '+' or term == '-':
if i == 0:
symTokens[-1] = 'Unary'
elif terms[i - 1] in ['-', '+', '*', '/', '=', '<', '>', '<=', '>=', '^', '(', '[', ',', ';']:
symTokens[-1] = 'Unary'
elif i + 1 < len(terms):
if (isVariable(terms[i - 1]) or isNumber(terms[i - 1]) or terms[i - 1] == ')' or terms[i - 1] == ']') and (isVariable(terms[i + 1]) or isNumber(terms[i + 1]) or terms[i + 1] == '(' or terms[i + 1] == '[' or terms[i + 1] in funcs or ((terms[i + 1] == '-' or terms[i + 1] == '+') and (isVariable(terms[i + 2]) or isNumber(terms[i + 2]) or terms[i + 2] in funcs))):
symTokens[-1] = 'Binary'
else:
symTokens[-1] = False
else:
symTokens[-1] = False
# print(terms[i - 1], terms[i], isNumber(terms[i + 1]))
elif term in ['=', '<', '>', '<=', '>=']:
symTokens[-1] = 'Binary'
elif term in funcs:
symTokens[-1] = funcSyms[funcs.index(term)]
return symTokens
def removeUnary(terms, symTokens):
"""Removes unary tokens from terms
Example:
-x --> ['-', 'x']
after removeUnary -x --> ['-x']
Arguments:
terms {list} -- input terms
symTokens {list} -- symbol tokens for terms
Returns:
terms {list} -- input terms
symTokens {list} -- symbol tokens for terms
"""
for i, symToken in enumerate(symTokens):
if symToken == 'Unary':
if i + 1 < len(terms):
if isNumber(terms[i + 1]):
if terms[i] == '-':
terms[i + 1] = terms[i] + terms[i + 1]
terms.pop(i)
symTokens.pop(i)
elif isVariable(terms[i + 1]):
terms[i] = terms[i] + '1'
symTokens[i] = ''
return terms, symTokens
def getVariable(terms, symTokens, scope, coeff=1):
variable = Variable()
value = []
coefficient = coeff
power = []
x = 0
level = 0
while x < len(terms):
if isVariable(terms[x]):
if terms[x] in value:
for i, term in enumerate(value):
if term == terms[x]:
power[i] += 1
else:
value.append(terms[x])
power.append(1)
level += 1
x += 1
elif isNumber(terms[x]):
if x + 1 < len(terms) and terms[x + 1] != '^':
coefficient *= getNumber(terms[x])
else:
value.append(getNumber(terms[x]))
power.append(1)
level += 1
x += 1
elif symTokens[x] == 'Unary':
if terms[x] == '-':
coefficient *= -1
x += 1
elif terms[x] == '^':
x += 1
if x < len(terms):
if terms[x] == '(':
x += 1
binary = 0
nSqrt = 0
varTerms = []
varSymTokens = []
brackets = 0
while x < len(terms):
if terms[x] != ')' or brackets != 0:
if symTokens[x] == 'Binary':
if brackets == 0:
binary += 1
elif terms[x] == '(':
brackets += 1
elif terms[x] == ')':
brackets -= 1
elif symTokens[x] == 'Sqrt':
if brackets == 0:
nSqrt += 1
varTerms.append(terms[x])
varSymTokens.append(symTokens[x])
x += 1
else:
break
if x + 1 < len(terms) and terms[x + 1] == '^':
x += 2
binary2 = 0
nSqrt2 = 0
brackets2 = 0
varSymTokens2 = []
varTerms2 = []
power2 = []
while x < len(terms):
if symTokens[x] != 'Binary' or brackets != 0:
if symTokens[x] == 'Binary':
if brackets2 == 0:
binary2 += 1
elif terms[x] == '(':
brackets2 += 1
elif terms[x] == ')':
brackets2 -= 1
elif symTokens[x] == 'Sqrt':
if nSqrt2 == 0:
nSqrt2 += 1
varTerms2.append(terms[x])
varSymTokens2.append(symTokens[x])
x += 1
else:
break
if len(varTerms2) == 1:
if isVariable(terms[x - 1]):
variable = Variable()
variable.value = [terms[x - 1]]
variable.power = [1]
variable.coefficient = 1
tempScope = []
tempScope.extend(scope)
tempScope.append(level)
tempScope.append(-1)
variable.scope = tempScope
power2.append(variable)
elif isNumber(terms[x - 1]):
variable = Constant()
variable.value = getNumber(terms[x - 1])
variable.power = 1
tempScope = []
tempScope.extend(scope)
tempScope.append(level)
tempScope.append(-1)
variable.scope = tempScope
power2.append(variable)
else:
if binary2 == 0 and nSqrt2 == 0:
tempScope = []
tempScope.extend(scope)
tempScope.append(level)
tempScope.append(-1)
power2.append(getVariable(varTerms2, varSymTokens2, tempScope))
else:
tempScope = []
tempScope.extend(scope)
tempScope.append(level)
tempScope.append(-1)
power2.append(getToken(varTerms2, varSymTokens2, tempScope))
if len(varTerms) == 1:
if isVariable(varTerms[-1]):
variable = Variable()
variable.value = [varTerms[-1]]
variable.power = power2
variable.coefficient = coeff
tempScope = []
tempScope.extend(scope)
tempScope.append(level)
variable.scope = tempScope
power[-1] = variable
elif isNumber(varTerms[-1]):
variable = Constant()
variable.value = getNumber(varTerms[-1])
variable.power = power2
tempScope = []
tempScope.extend(scope)
tempScope.append(level)
variable.scope = tempScope
power[-1] = variable
else:
if binary == 0 and nSqrt == 0:
variable = Variable()
variable.power = power2
tempScope = []
tempScope.extend(scope)
tempScope.append(level)
variable.value = getVariable(varTerms, varSymTokens, tempScope)
variable.coefficient = 1
power[-1] = variable
else:
variable = Equation()
variable.power = power2
tempScope = []
tempScope.extend(scope)
tempScope.append(level)
variable.value = getToken(varTerms, varSymTokens, tempScope)
variable.coefficient = 1
power[-1] = variable
else:
if len(varTerms) == 1:
if isVariable(varTerms[0]):
power[-1] = varTerms[0]
elif isNumber(varTerms[0]):
power[-1] *= getNumber(varTerms[0])
else:
if binary == 0 and nSqrt == 0:
tempScope = []
tempScope.extend(scope)
tempScope.append(level)
power[-1] = getVariable(varTerms, varSymTokens, tempScope)
else:
tempScope = []
tempScope.extend(scope)
tempScope.append(level)
power[-1] = getToken(varTerms, varSymTokens, tempScope)
x += 1
elif isVariable(terms[x]) or isNumber(terms[x]):
if x + 1 < len(terms):
if terms[x + 1] == '^' or isNumber(terms[x]) or isVariable(terms[x]):
varTerms = []
varSymTokens = []
brackets = 0
nSqrt = 0
binary = 0
while x < len(terms):
if symTokens[x] != 'Binary' or brackets != 0:
if terms[x] == '(':
brackets += 1
elif terms[x] == ')':
brackets -= 1
elif symTokens[x] == 'Binary':
if brackets == 0:
binary += 1
elif symTokens[x] == 'Sqrt':
if brackets == 0:
nSqrt += 1
varTerms.append(terms[x])
varSymTokens.append(symTokens[x])
x += 1
else:
break
if binary != 0 or nSqrt != 0:
tempScope = []
tempScope.extend(scope)
tempScope.append(level)
power[-1] = getToken(varTerms, varSymTokens, tempScope)
else:
tempScope = []
tempScope.extend(scope)
tempScope.append(level)
power[-1] = getVariable(varTerms, varSymTokens, tempScope)
else:
if isNumber(terms[x]):
power[-1] = getNumber(terms[x])
else:
power[-1] = terms[x]
x += 1
else:
if isNumber(terms[x]):
power[-1] = getNumber(terms[x])
else:
power[-1] = terms[x]
x += 1
elif symTokens[x] == 'Unary':
coeff = 1
if terms[x] == '-':
coeff = -1
x += 1
if terms[x] == '(':
x += 1
binary = 0
varTerms = []
varSymTokens = []
brackets = 0
nSqrt = 0
while x < len(terms):
if terms[x] != ')' or brackets != 0:
if symTokens[x] == 'Binary':
if brackets == 0:
binary += 1
if terms[x] == '(':
brackets += 1
elif terms[x] == ')':
brackets -= 1
elif symTokens[x] == 'Sqrt':
if brackets == 0:
nSqrt += 1
varTerms.append(terms[x])
varSymTokens.append(symTokens[x])
x += 1
else:
break
if x + 1 < len(terms):
if terms[x + 1] == '^':
x += 2
binary2 = 0
nSqrt2 = 0
brackets2 = 0
varSymTokens2 = []
varTerms2 = []
power2 = []
while x < len(terms):
if symTokens[x] != 'Binary' or brackets != 0:
if symTokens[x] == 'Binary':
if brackets2 == 0:
binary2 += 1
elif terms[x] == '(':
brackets2 += 1
elif terms[x] == ')':
brackets2 -= 1
elif symTokens[x] == 'Sqrt':
if nSqrt2 == 0:
nSqrt2 += 1
varTerms2.append(terms[x])
varSymTokens2.append(symTokens[x])
x += 1
else:
break
if len(varTerms2) == 1:
if isVariable(terms[x - 1]):
variable = Variable()
variable.value = terms[x - 1]
variable.power = [1]
variable.coefficient = 1
tempScope = []
tempScope.extend(scope)
tempScope.append(level)
tempScope.append(-1)
variable.scope = tempScope
power2.append(variable)
elif isNumber(terms[x - 1]):
variable = Constant()
variable.value = getNumber(terms[x - 1])
variable.power = 1
tempScope = []
tempScope.extend(scope)
tempScope.append(level)
tempScope.append(-1)
variable.scope = tempScope
power2.append(variable)
else:
if binary2 == 0 and nSqrt2 == 0:
tempScope = []
tempScope.extend(scope)
tempScope.append(level)
tempScope.append(-1)
power2.append(getVariable(
varTerms2, varSymTokens2, tempScope))
else:
tempScope = []
tempScope.extend(scope)
tempScope.append(level)
tempScope.append(-1)
power2.append(
getToken(varTerms2, varSymTokens2, tempScope))
if len(varTerms) == 1:
if isVariable(varTerms[-1]):
variable = Variable()
variable.value = [varTerms[-1]]
variable.power = power2
variable.coefficient = coeff
power[-1] = variable
elif isNumber(varTerms[-1]):
variable = Constant()
variable.value = coeff * \
getNumber(varTerms[-1])
variable.power = power2
power[-1] = variable
else:
if binary == 0 and nSqrt == 0:
variable = Variable()
variable.power = power2
tempScope = []
tempScope.extend(scope)
tempScope.append(level)
variable.value = getVariable(varTerms, varSymTokens, tempScope)
variable.coefficient = coeff
power[-1] = variable
else:
variable = Equation()
variable.power = power2
tempScope = []
tempScope.extend(scope)
tempScope.append(level)
variable.value = getToken(varTerms, varSymTokens, tempScope)
variable.coefficient = coeff
variable.type = "equation"
power[-1] = variable
else:
if len(varTerms) == 1:
if isVariable(terms[x - 1]):
variable = Variable()
variable.value = [terms[x - 1]]
variable.power = power2
variable.coefficient = coeff
power[-1] = variable
elif isNumber(terms[x - 1]):
power[-1] *= (coeff * getNumber(terms[x - 1]))
else:
if binary == 0 and nSqrt == 0:
tempScope = []
tempScope.extend(scope)
tempScope.append(level)
power[-1] = getVariable(varTerms, varSymTokens, tempScope, coeff)
else:
tempScope = []
tempScope.extend(scope)
tempScope.append(level)
power[-1] = getToken(varTerms, varSymTokens, tempScope, coeff)
else:
if len(varTerms) == 1:
if isVariable(terms[x - 1]):
variable = Variable()
variable.value = [terms[x - 1]]
variable.power = power2
variable.coefficient = coeff
power[-1] = variable
elif isNumber(terms[x - 1]):
power[-1] *= (coeff * getNumber(terms[x - 1]))
else:
if binary == 0 and nSqrt == 0:
tempScope = []
tempScope.extend(scope)
tempScope.append(level)
power[-1] = getVariable(varTerms, varSymTokens, tempScope, coeff)
else:
tempScope = []
tempScope.extend(scope)
tempScope.append(level)
power[-1] = getToken(varTerms, varSymTokens, tempScope, coeff)
x += 1
elif isVariable(terms[x]) or isNumber(terms[x]):
if x + 1 < len(terms):
if terms[x + 1] == '^' or isNumber(terms[x]) or isVariable(terms[x]):
varTerms = []
varSymTokens = []
brackets = 0
binary = 0
nSqrt = 0
while x < len(terms):
if symTokens[x] != 'Binary' or brackets != 0:
if terms[x] == '(':
brackets += 1
elif terms[x] == ')':
brackets -= 1
elif symTokens[x] == 'Binary':
if brackets == 0:
binary += 1
elif symTokens[x] == 'Sqrt':
if brackets == 0:
nSqrt += 1
varTerms.append(terms[x])
varSymTokens.append(symTokens[x])
x += 1
else:
break
if binary != 0 or nSqrt != 0:
tempScope = []
tempScope.extend(scope)
tempScope.append(level)
power[-1] = getToken(varTerms, varSymTokens, tempScope, coeff)
else:
tempScope = []
tempScope.extend(scope)
tempScope.append(level)
power[-1] = getVariable(varTerms, varSymTokens, tempScope, coeff)
else:
if isNumber(terms[x]):
power[-1] = getNumber(terms[x])
else:
power[-1] = terms[x]
x += 1
else:
if isNumber(terms[x]):
power[-1] = getNumber(terms[x])
else:
power[-1] = terms[x]
x += 1
variable.scope = scope
variable.value = value
variable.power = power
variable.coefficient = coefficient
return variable
def getToken(terms, symTokens, scope=None, coeff=1):
"""Returns equation tokens for the given input terms and symtokens
Arguments:
terms {list} -- equation terms
symTokens {list} -- symtoken for terms
Keyword Arguments:
scope {int} -- token scope (default: {None})
coeff {int} -- coefficient (default: {1})
Returns:
eqn {list} -- equation tokens list
"""
if scope is None:
scope = []
eqn = Expression()
tokens = []
x = 0
level = 0
while x < len(terms):
if terms[x] == '$':
symTokens.pop(x)
terms.pop(x)
symTokens.pop()
terms.pop()
if isVariable(terms[x]) and symTokens[x] not in funcSyms:
varTerms = []
varSymTokens = []
brackets = 0
nSqrt = 0
binary = 0
while x < len(terms) and (symTokens[x] != 'Binary' or brackets != 0) and terms[x] != ',':
if terms[x] == '(':
brackets += 1
elif terms[x] == ')':
brackets -= 1
elif symTokens[x] == 'Sqrt':
if brackets == 0:
nSqrt += 1
varTerms.append(terms[x])
varSymTokens.append(symTokens[x])
x += 1
x -= 1
tempScope = []
tempScope.extend(scope)
tempScope.append(level)
if nSqrt != 0:
termToken = getToken(varTerms, varSymTokens, tempScope)
else:
termToken = getVariable(varTerms, varSymTokens, tempScope)
level += 1
tokens.append(termToken)
elif isNumber(terms[x]):
if x + 1 < len(terms) and (terms[x + 1] == '^' or isVariable(terms[x + 1])):
varTerms = []
brackets = 0
nSqrt = 0
varSymTokens = []
while x < len(terms):
if symTokens[x] != 'Binary' or brackets != 0:
if terms[x] == ')':
brackets += 1
elif terms[x] == '(':
brackets -= 1
elif symTokens == 'Sqrt':
nSqrt += 1
varTerms.append(terms[x])
varSymTokens.append(symTokens[x])
else:
break
x += 1
x -= 1
if nSqrt != 0:
tempScope = []
tempScope.extend(scope)
tempScope.append(level)
termToken = getToken(varTerms, varSymTokens, tempScope)
else:
tempScope = []
tempScope.extend(scope)
tempScope.append(level)
termToken = getVariable(
varTerms, varSymTokens, tempScope)
level += 1
tokens.append(termToken)
else:
termToken = Constant()
tempScope = []
tempScope.extend(scope)
tempScope.append(level)
termToken.scope = tempScope
termToken.power = 1
termToken.value = getNumber(terms[x])
level += 1
tokens.append(termToken)
elif symTokens[x] == 'Binary':
operator = Binary()
operator.value = terms[x]
tempScope = []
tempScope.extend(scope)
tempScope.append(level)
operator.scope = tempScope
level += 1
tokens.append(operator)
elif terms[x] == '(':
x += 1
binary = 0
varTerms = []
varSymTokens = []
brackets = 0
nSqrt = 0
while x < len(terms) and (brackets != 0 or terms[x] != ')'):
if symTokens[x] == 'Binary':
if brackets == 0:
binary += 1
if terms[x] == '(':
brackets += 1
elif terms[x] == ')':
brackets -= 1
elif symTokens[x] == 'Sqrt':
if brackets == 0:
nSqrt += 1
varTerms.append(terms[x])
varSymTokens.append(symTokens[x])
x += 1
expression = Expression(getToken(varTerms, varSymTokens).tokens)
if len(expression.tokens) == 1:
expression = expression.tokens[0]
# TODO: Add code for case ()^()
level += 1
if tokens != []:
if isinstance(tokens[-1], Function) and not isinstance(tokens[-1], Variable) and not isinstance(tokens[-1], Constant):
tokens[-1].operand = expression
else:
tokens.append(expression)
else:
tokens.append(expression)
elif terms[x] == '[':
x += 1
matrixTok = Matrix()
while x < len(terms) and terms[x] != ']':
rowToks = []
while x < len(terms) and terms[x] != ';' and terms[x] != ']':
eleTerms = []
eleSymTokens = []
while x < len(terms) and terms[x] != ',' and terms[x] != ';' and terms[x] != ']':
eleTerms.append(terms[x])
eleSymTokens.append(symTokens[x])
x += 1
eleToks = getToken(eleTerms, eleSymTokens)
rowToks.append(eleToks.tokens)
if terms[x] != ']' and terms[x] != ';':
x += 1
matrixTok.value.append(rowToks)
if terms[x] != ']':
x += 1
if isMatrix(matrixTok):
tokens.append(matrixTok)
else:
pass
# logger.error('Invalid Matrix')
elif symTokens[x] == 'Unary':
coeff = 1
if terms[x] == '-':
coeff *= -1
x += 1
if terms[x] == '(':
x += 1
binary = 0
varTerms = []
varSymTokens = []
brackets = 0
nSqrt = 0
while x < len(terms):
if terms[x] != ')' or brackets != 0:
if symTokens[x] == 'Binary':
if brackets == 0:
binary += 1
if terms[x] == '(':
brackets += 1
elif terms[x] == ')':
brackets -= 1
elif symTokens[x] == 'Sqrt':
if brackets == 0:
nSqrt += 1
varTerms.append(terms[x])
varSymTokens.append(symTokens[x])
x += 1
else:
break
if x + 1 < len(terms):
if terms[x + 1] == '^':
x += 2
binary2 = 0
nSqrt2 = 0
brackets2 = 0
varSymTokens2 = []
varTerms2 = []
power2 = []
while x < len(terms):
if symTokens[x] != 'Binary' or brackets != 0:
if symTokens[x] == 'Binary':
if brackets2 == 0:
binary2 += 1
elif terms[x] == '(':
brackets2 += 1
elif terms[x] == ')':
brackets2 -= 1
elif symTokens[x] == 'Sqrt':
if nSqrt2 == 0:
nSqrt2 += 1
varTerms2.append(terms[x])
varSymTokens2.append(symTokens[x])
x += 1
else:
break
if len(varTerms2) == 1:
if isVariable(terms[x - 1]):
termToken = Variable
termToken.value = terms[x - 1]
termToken.power = [1]
termToken.coefficient = 1
tempScope = []
tempScope.extend(scope)
tempScope.append(level)
tempScope.append(-1)
termToken.scope = tempScope
power2.append(termToken)
elif isNumber(terms[x - 1]):
termToken = Constant()
termToken.value = getNumber(terms[x - 1])
termToken.power = 1
tempScope = []
tempScope.extend(scope)
tempScope.append(level)
tempScope.append(-1)
termToken.scope = tempScope
power2.append(termToken)
else:
if binary2 == 0 and nSqrt2 == 0:
tempScope = []
tempScope.extend(scope)
tempScope.append(level)
tempScope.append(-1)
power2.append(getVariable(
varTerms2, varSymTokens2, tempScope))
else:
tempScope = []
tempScope.extend(scope)
tempScope.append(level)
tempScope.append(-1)
power2.append(
getToken(varTerms2, varSymTokens2, tempScope))
if len(varTerms) == 1:
if isVariable(varTerms[-1]):
termToken = Variable()
termToken.value = [varTerms[-1]]
termToken.power = power2
termToken.coefficient = coeff
tokens.append(termToken)
elif isNumber(varTerms[-1]):
termToken = Constant
# CHECKME:
termToken.value = coeff * \
getNumber(varTerms[-1])
termToken.power = power2
tokens.append(termToken)
else:
if binary == 0 and nSqrt == 0:
termToken = Variable()
termToken.power = power2
tempScope = []
tempScope.extend(scope)
tempScope.append(level)
termToken.value = getVariable(
varTerms, varSymTokens, tempScope)
termToken.coefficient = coeff
tokens.append(termToken)
else:
termToken = Expression()
termToken.power = power2
tempScope = []
tempScope.extend(scope)
tempScope.append(level)
termToken.value = getToken(
varTerms, varSymTokens, tempScope)
termToken.coefficient = coeff
tokens.append(termToken)
else:
if len(varTerms) == 1:
if isVariable(terms[x - 1]):
termToken = Variable()
termToken.value = [terms[x - 1]]
termToken.power = power2
termToken.coefficient = coeff
tokens.append(termToken)
elif isNumber(terms[x - 1]):
tokens.append(coeff * getNumber(terms[x - 1]))
else:
if binary == 0 and nSqrt == 0:
tempScope = []
tempScope.extend(scope)
tempScope.append(level)
tokens.append(getVariable(
varTerms, varSymTokens, tempScope, coeff))
else:
tempScope = []
tempScope.extend(scope)
tempScope.append(level)
tokens.append(
getToken(varTerms, varSymTokens, tempScope, coeff))
else:
if len(varTerms) == 1:
if isVariable(terms[x - 1]):
termToken = Variable()
termToken.value = [terms[x - 1]]
termToken.power = power2
termToken.coefficient = coeff
tokens.append(termToken)
elif isNumber(terms[x - 1]):
tokens.append((coeff * getNumber(terms[x - 1])))
else:
if binary == 0 and nSqrt == 0:
tempScope = []
tempScope.extend(scope)
tempScope.append(level)
tokens.append(getVariable(
varTerms, varSymTokens, tempScope, coeff))
else:
tempScope = []
tempScope.extend(scope)
tempScope.append(level)
tokens.append(
getToken(varTerms, varSymTokens, tempScope, coeff))
x += 1
level += 1
elif isVariable(terms[x]):
varTerms = []
varSymTokens = []
brackets = 0
binary = 0
nSqrt = 0
while x < len(terms):
if symTokens[x] != 'Binary' or brackets != 0:
if terms[x] == '(':
brackets += 1
elif terms[x] == ')':
brackets -= 1
elif symTokens[x] == 'Sqrt':
nSqrt += 1
elif symTokens[x] == 'Binary':
if brackets == 0:
binary += 1
varTerms.append(terms[x])
varSymTokens.append(symTokens[x])
x += 1
else:
break
x -= 1
if nSqrt != 0 or binary != 0:
tempScope = []
tempScope.extend(scope)
tempScope.append(level)
termToken = getToken(
varTerms, varSymTokens, tempScope, coeff)
else:
tempScope = []
tempScope.extend(scope)
tempScope.append(level)
termToken = getVariable(
varTerms, varSymTokens, tempScope, coeff)
level += 1
tokens.append(termToken)
elif isNumber(terms[x]):
if x + 1 < len(terms):
if terms[x + 1] == '^' or isVariable(terms[x + 1]):
varTerms = []
varSymTokens = []
brackets = 0
binary = 0
nSqrt = 0
while x < len(terms):
if symTokens[x] != 'Binary' or brackets != 0:
if terms[x] == ')':
brackets += 1
elif terms[x] == '(':
brackets -= 1
elif symTokens[x] == 'Sqrt':
nSqrt += 1
elif symTokens[x] == 'Binary':
if brackets == 0:
binary += 1
varTerms.append(terms[x])
varSymTokens.append(symTokens[x])
else:
break
x += 1
x -= 1
if nSqrt != 0 or binary != 0:
tempScope = []
tempScope.extend(scope)
tempScope.append(level)
termToken = getToken(
varTerms, varSymTokens, tempScope, coeff)
else:
tempScope = []
tempScope.extend(scope)
tempScope.append(level)
termToken = getVariable(
varTerms, varSymTokens, tempScope, coeff)
level += 1
tokens.append(termToken)
else:
termToken = Constant()
termToken.value = coeff * getNumber(terms[x])
termToken.power = 1
tempScope = []
tempScope.extend(scope)
tempScope.append(level)
termToken.scope = tempScope
level += 1
tokens.append(termToken)
else:
# SIMPLIFY:
termToken = Constant()
termToken.value = coeff * getNumber(terms[x])
termToken.power = 1
tempScope = []
tempScope.extend(scope)
tempScope.append(level)
termToken.scope = tempScope
level += 1
tokens.append(termToken)
elif symTokens[x] == 'Sqrt':
x += 2
binary = 0
brackets = 0
sqrBrackets = 0
nSqrt = 0
varTerms = []
varSymTokens = []
while x < len(terms):
if terms[x] != ']' or sqrBrackets != 0 or brackets != 0:
if terms[x] == '(':
brackets += 1
elif terms[x] == ')':
brackets -= 1
elif symTokens[x] == 'Binary':
binary += 1
elif terms[x] == '[':
sqrBrackets += 1
elif terms[x] == ']':
sqrBrackets -= 1
elif symTokens[x] == 'Sqrt':
nSqrt += 1
varTerms.append(terms[x])
varSymTokens.append(symTokens[x])
x += 1
else:
break
operator = Sqrt()
if len(varTerms) == 1:
if isNumber(terms[x - 1]):
termToken = Constant()
termToken.value = getNumber(terms[x - 1])
termToken.power = 1
tempScope = []
tempScope.extend(scope)
tempScope.append(level)
tempScope.append(0)
termToken.scope = tempScope
operator.power = termToken
elif isVariable(terms[x - 1]):
termToken = Variable()
termToken.value = [terms[x - 1]]
termToken.power = [1]
termToken.coefficient = 1
tempScope = []
tempScope.extend(scope)
tempScope.append(level)
tempScope.append(0)
termToken.scope = tempScope
operator.power = termToken
else:
if binary != 0 or nSqrt != 0:
tempScope = []
tempScope.extend(scope)
tempScope.append(level)
tempScope.append(0)
operator.power = getToken(varTerms, varSymTokens, tempScope)
else:
tempScope = []
tempScope.extend(scope)
tempScope.append(level)
tempScope.append(0)
operator.power = getVariable(varTerms, varSymTokens, tempScope)
x += 2
binary = 0
brackets = 0
nSqrt = 0
varTerms = []
varSymTokens = []
while x < len(terms):
if terms[x] != ')' or brackets != 0:
if terms[x] == '(':
brackets += 1
elif terms[x] == ')':
brackets -= 1
elif symTokens[x] == 'Binary':
if brackets == 0:
binary += 1
elif symTokens[x] == 'Sqrt':
nSqrt += 1
varTerms.append(terms[x])
varSymTokens.append(symTokens[x])
x += 1
else:
break
if len(varTerms) == 1:
if isNumber(terms[x - 1]):
termToken = Constant()
termToken.value = getNumber(terms[x - 1])
termToken.power = 1
tempScope = []
tempScope.extend(scope)
tempScope.append(level)
tempScope.append(1)
termToken.scope = tempScope
operator.tokens = termToken
elif isVariable(terms[x - 1]):
termToken = Variable()
termToken.value = [terms[x - 1]]
termToken.power = [1]
termToken.coefficient = 1
tempScope = []
tempScope.extend(scope)
tempScope.append(level)
tempScope.append(1)
termToken.scope = tempScope
operator.tokens = termToken
else:
if binary == 0 and nSqrt == 0:
tempScope = []
tempScope.extend(scope)
tempScope.append(level)
tempScope.append(1)
operator.tokens = getVariable(
varTerms, varSymTokens, tempScope)
else:
tempScope = []
tempScope.extend(scope)
tempScope.append(level)
tempScope.append(1)
operator.tokens = getToken(
varTerms, varSymTokens, tempScope)
level += 1
tokens.append(operator)
elif symTokens[x] in funcSyms:
operator = copy.deepcopy(funcTokens[funcSyms.index(symTokens[x])])
tokens.append(operator)
x += 1
eqn.scope = scope
eqn.coefficient = coeff
eqn.tokens = tokens
return eqn
def preprocess(eqn):
"""Processes input equation string and returns equation tokens
Arguments:
eqn {string} -- input equation string
Returns:
tokens {list} -- equation tokens if valid input string
"""
cleanEqn = removeSpaces(eqn)
terms = getTerms(cleanEqn)
normalizedTerms = normalize(terms)
symTokens = tokenizeSymbols(normalizedTerms)
normalizedTerms, symTokens = removeUnary(normalizedTerms, symTokens)
if checkEquation(normalizedTerms, symTokens):
tokens = getToken(normalizedTerms, symTokens)
return tokens.tokens
def constantVariable(variable):
constant = True
for var in variable.value:
if isinstance(var, Function):
if isinstance(var, Expression):
result, _ = constantConversion(var.tokens)
if not result:
constant = False
elif isinstance(var, Variable):
if not constantVariable(var):
constant = False
elif not isNumber(var):
constant = False
for p in variable.power:
if isinstance(p, Function):
if isinstance(p, Expression):
result, _ = constantConversion(p.tokens)
if not result:
constant = False
elif isinstance(p, Variable):
if not constantVariable(p):
constant = False
elif not isNumber(p):
constant = False
return constant
def evaluateConstant(constant):
"""Returns constant value for a given visma.functions.Function or constant term
Arguments:
constant {visma.functions.Function/string} -- input term
Returns:
constant value -- value of input term
"""
if isinstance(constant, Function):
if isinstance(constant.value, list):
val = 1
if constant.coefficient is not None:
val *= constant.coefficient
for i, c_val in enumerate(constant.value):
val *= math.pow(c_val, constant.power[i])
return val
elif isNumber(constant.value):
return math.pow(constant.value[0], constant.power[0])
elif isNumber(constant):
return constant
def constantConversion(tokens):
constantExpression = True
for token in tokens:
if isinstance(token, Variable):
constant = True
if not constantVariable(token):
constant = False
constantExpression = False
if constant:
token.__class__ = Constant
token.value = evaluateConstant(token)
token.power = 1
elif isinstance(token, Binary):
constantExpression = False
elif isinstance(token, Expression):
result, _ = constantConversion(token.tokens)
if not result:
constantExpression = False
return constantExpression, tokens
def tokenizer(eqnString):
"""Generates tokens for input string
Keyword Arguments:
eqn {str} -- input equation string
Returns:
list -- function tokens list
"""
_, tokens = constantConversion(preprocess(eqnString))
return tokens
def changeToken(tokens, variables, scope_times=0):
if len(variables) != 0:
for changeVariable in variables:
for token in tokens:
if isinstance(token, Constant):
if token.scope == changeVariable.scope:
if changeVariable.coefficient is not None:
token.coefficient = changeVariable.coefficient
token.power = changeVariable.power
token.value = changeVariable.value
break
elif isinstance(token, Variable):
if token.scope == changeVariable.scope:
token.coefficient = changeVariable.coefficient
token.power = changeVariable.power
token.value = changeVariable.value
break
elif isinstance(token, Binary):
if token.scope == changeVariable.scope:
token.value = changeVariable.value
elif isinstance(token, Expression):
if scope_times + 1 == len(changeVariable.scope):
if token.scope == changeVariable.scope:
break
elif token.scope == changeVariable.scope[0:(scope_times + 1)]:
token.tokens = changeToken(
token.tokens, token.scope, scope_times + 1)
break
return tokens
def removeToken(tokens, scope, scope_times=0):
"""Removes a token given scope from tokens list
Arguments:
tokens {list} -- list of function tokens
scope {int} -- scope number of token to be removed
Keyword Arguments:
scope_times {number} -- (default: {0})
Returns:
tokens {list} -- list of function tokens after removing token
"""
for remScope in scope:
for i, token in enumerate(tokens):
if isinstance(token, Constant) or isinstance(token, Variable):
if token.scope == remScope:
tokens.pop(i)
break
elif isinstance(token, Binary):
if token.scope == remScope:
tokens.pop(i)
break
elif isinstance(token, Expression):
if scope_times + 1 == len(remScope):
if token.scope == remScope:
tokens.pop(i)
break
elif token.scope == remScope[0:(scope_times + 1)]:
token.tokens = removeToken(
token.tokens, scope, scope_times + 1)
break
return tokens
def getLHSandRHS(tokens):
"""Returns LHS and RHS tokens
Arguments:
tokens {list} -- list of function tokens
Returns:
lhs {list} -- list of lhs function tokens
rhs {list} -- list of rhs function tokens
or
bool -- False if not tokens list
"""
lhs = []
rhs = []
eqn = False
if not isinstance(tokens, list):
return False, False
for token in tokens:
if isinstance(token, Binary):
if token.value == '=':
eqn = True
elif not eqn:
lhs.append(token)
else:
rhs.append(token)
elif not eqn:
lhs.append(token)
else:
rhs.append(token)
return lhs, rhs
if __name__ == "__main__":
pass
# logger.setLevel = 0
# logger.setLogName = 'tokenize'
# print(getLHSandRHS(tokenizer('0.2x^(2.0)+ 7.0x - 34.0')))
# -xy^22^22^-z^{s+y}^22=sqrt[x+1]{x}
# x+y=2^-{x+y}
# x + 6.00 / 3 + 2 - 2x
# x^{1} - x^{-1}