|
import math |
|
import copy |
|
from visma.config.values import ROUNDOFF |
|
from visma.functions.structure import Function, Expression |
|
from visma.functions.constant import Constant |
|
from visma.functions.variable import Variable |
|
from visma.functions.operator import Operator, Binary |
|
|
|
|
|
greek = [u'\u03B1', u'\u03B2', u'\u03B3'] |
|
|
|
funcs = ['log', 'log_', 'ln', 'exp', 'sin', 'cos', 'tan', 'csc', 'sec', 'cot', 'asin', 'acos', 'atan', 'sinh', 'cosh', 'tanh', 'asinh', 'acosh', 'atanh'] |
|
funcSyms = ['Log', 'LogB', 'LogN', 'Exp', 'Sin', 'Cos', 'Tan', 'Csc', 'Sec', 'Cot', 'Asin', 'Acos', 'Atan', 'Sinh', 'Cosh', 'Tanh', 'Asinh', 'Acosh', 'Atanh'] |
|
|
|
|
|
class EquationCompatibility(object): |
|
|
|
def __init__(self, lTokens, rTokens): |
|
self.lTokens = lTokens |
|
self.lVariables = [] |
|
self.lVariables.extend(getLevelVariables(self.lTokens)) |
|
self.rTokens = rTokens |
|
self.rVariables = [] |
|
self.rVariables.extend(getLevelVariables(self.rTokens)) |
|
self.availableOperations = [] |
|
if checkSolveFor(lTokens, rTokens): |
|
self.availableOperations.append('solve') |
|
self.availableOperations.extend(getOperationsEquation(self.lVariables, self.lTokens, self.rVariables, self.rTokens)) |
|
|
|
|
|
|
|
class ExpressionCompatibility(object): |
|
|
|
def __init__(self, tokens): |
|
super().__init__() |
|
self.tokens = tokens |
|
self.variables = [] |
|
self.variables.extend(getLevelVariables(self.tokens)) |
|
self.availableOperations = getOperationsExpression(self.variables, self.tokens) |
|
|
|
|
|
def isFloat(val): |
|
|
|
try: |
|
float(val) |
|
return True |
|
except ValueError: |
|
return False |
|
|
|
|
|
def isInt(val): |
|
|
|
try: |
|
int(val) |
|
return True |
|
except ValueError: |
|
return False |
|
|
|
|
|
def isNumber(term): |
|
|
|
if isInt(term) or isFloat(term): |
|
return True |
|
else: |
|
return False |
|
|
|
|
|
def isVariable(term): |
|
|
|
if term in greek: |
|
return True |
|
elif ('a' <= term[0] <= 'z') or ('A' <= term[0] <= 'Z'): |
|
x = 0 |
|
while x < len(term): |
|
if term[x] < 'A' or ('Z' < term[x] < 'a') or term[x] > 'z': |
|
return False |
|
x += 1 |
|
return True |
|
|
|
|
|
def isFunction(term): |
|
|
|
if term in funcs: |
|
return True |
|
return False |
|
|
|
|
|
def isEquation(lTokens, rTokens): |
|
|
|
if len(lTokens) > 0 and len(rTokens) == 1: |
|
if isinstance(rTokens[0], Constant): |
|
if rTokens[0].value == 0: |
|
return True |
|
return False |
|
|
|
|
|
def getVariables(lTokens, rTokens=None, variables=None): |
|
"""Finds all the variables present in the expression |
|
|
|
Arguments: |
|
lTokens {list} -- list of function tokens |
|
|
|
Keyword Arguments: |
|
rTokens {list} -- list of function tokens (default: {None}) |
|
variables {list} -- list of variables (default: {None}) |
|
|
|
Returns: |
|
variables {list} -- list of variables |
|
""" |
|
if rTokens is None: |
|
rTokens = [] |
|
if variables is None: |
|
variables = [] |
|
for token in lTokens: |
|
if isinstance(token, Variable): |
|
for val in token.value: |
|
if val not in variables: |
|
variables.append(val) |
|
elif isinstance(token, Expression): |
|
variables.extend(getVariables(token.tokens)) |
|
|
|
for token in rTokens: |
|
if isinstance(token, Variable): |
|
for val in token.value: |
|
if val not in variables: |
|
variables.append(val) |
|
elif isinstance(token, Expression): |
|
variables.extend(getVariables(token.tokens, [], variables)) |
|
return variables |
|
|
|
|
|
def getVariableSim(eqnTokens): |
|
from visma.io.tokenize import getLHSandRHS |
|
|
|
variables = [] |
|
for _, tokens in enumerate(eqnTokens): |
|
lTokens, rTokens = getLHSandRHS(tokens) |
|
variablesEach = getVariables(lTokens, rTokens) |
|
variables.extend(variablesEach) |
|
variables = list(dict.fromkeys(variables)) |
|
variables.sort() |
|
return variables |
|
|
|
|
|
def checkEquation(terms, symTokens): |
|
"""Checks if input is a valid expression or equation |
|
|
|
Arguments: |
|
terms {list} -- list of input terms |
|
symTokens {list} -- list of symbol tokens |
|
|
|
Returns: |
|
bool -- if valid or not |
|
log {string} -- error message if bool is False |
|
""" |
|
brackets = 0 |
|
sqrBrackets = 0 |
|
equators = 0 |
|
terminalLatex = 0 |
|
for i, term in enumerate(terms): |
|
if term == '(': |
|
brackets += 1 |
|
elif term == ')': |
|
brackets -= 1 |
|
elif term == '[': |
|
sqrBrackets += 1 |
|
elif term == ']': |
|
sqrBrackets -= 1 |
|
elif term == '^': |
|
if i + 1 < len(terms): |
|
if symTokens[i + 1] == 'Binary': |
|
log = "Check around '^'" |
|
return False, log |
|
else: |
|
log = "Missing exponent after '^'" |
|
return False, log |
|
elif isFunction(term): |
|
if i + 1 < len(terms): |
|
if terms[i + 1] != '(': |
|
log = "Use parenthesis to contain the function" |
|
return False, log |
|
elif isVariable(term) or isNumber(term): |
|
if i + 1 < len(terms): |
|
if terms[i + 1] == '(': |
|
log = "Invalid expression" |
|
return False, log |
|
if not isNumber(term): |
|
x = 0 |
|
dot = 0 |
|
while x < len(term): |
|
if str(term[x]) == '.': |
|
dot += 1 |
|
if dot > 1: |
|
log = "Remove Multiple decimal points." |
|
return False, log |
|
x += 1 |
|
elif term == '>' or term == '<': |
|
if i + 1 < len(terms): |
|
if terms[i+1] != '=': |
|
equators += 1 |
|
elif term == '=': |
|
equators += 1 |
|
elif term == ';': |
|
equators = 0 |
|
elif term == '$': |
|
terminalLatex = 1 - terminalLatex |
|
|
|
if brackets < 0: |
|
log = "Too many ')'" |
|
return False, log |
|
elif brackets > 0: |
|
log = "Too many '('" |
|
return False, log |
|
if sqrBrackets < 0: |
|
log = "Too many ']'" |
|
return False, log |
|
elif sqrBrackets > 0: |
|
log = "Too many '['" |
|
return False, log |
|
if equators > 1: |
|
log = "Inappropriate number of equators(=,<,>)" |
|
return False, log |
|
if len(terms) != 0: |
|
i = len(terms) - 1 |
|
if symTokens[i] == 'Binary' or symTokens[i] == 'Unary' or brackets != 0 or sqrBrackets != 0: |
|
log = "Invalid expression" |
|
return False, log |
|
if terminalLatex == 1: |
|
log = "LaTeX detected: Missing ending $" |
|
return False, log |
|
return True |
|
|
|
|
|
def checkTypes(lTokens=None, rTokens=None): |
|
"""Checks input type and available operations |
|
|
|
Keyword Arguments: |
|
lTokens {list} -- list of function tokens (default: {None}) |
|
rTokens {list} -- list of function tokens (default: {None}) |
|
|
|
Returns: |
|
availableOperations {list} -- list of operations |
|
inputType {string} -- function tokens' type |
|
""" |
|
|
|
if lTokens is None: |
|
lTokens = [] |
|
if rTokens is None: |
|
rTokens = [] |
|
|
|
|
|
expressionPresent = False |
|
for x in lTokens: |
|
if isinstance(x, Expression): |
|
expressionPresent = True |
|
break |
|
for x in rTokens: |
|
if isinstance(x, Expression): |
|
expressionPresent = True |
|
break |
|
if expressionPresent: |
|
if len(rTokens) == 0: |
|
return ['integrate', 'differentiate'], 'expression' |
|
else: |
|
return ['integrate', 'differentiate'], 'equation' |
|
|
|
if len(rTokens) != 0: |
|
equationCompatible = EquationCompatibility(lTokens, rTokens) |
|
availableOperations = equationCompatible.availableOperations |
|
isPoly, polyDegree = preprocessCheckPolynomial(copy.deepcopy(lTokens), copy.deepcopy(rTokens)) |
|
if isPoly: |
|
availableOperations.append('factorize') |
|
if (polyDegree == 2 or polyDegree == 3 or polyDegree == 4): |
|
availableOperations.append("find roots") |
|
inputType = "equation" |
|
else: |
|
expressionCompatible = ExpressionCompatibility(lTokens) |
|
availableOperations = expressionCompatible.availableOperations |
|
isPoly, polyDegree = preprocessCheckPolynomial(copy.deepcopy(lTokens), copy.deepcopy(rTokens)) |
|
if isPoly: |
|
availableOperations.append('factorize') |
|
availableOperations.append("integrate") |
|
availableOperations.append("differentiate") |
|
availableOperations.append("factorial") |
|
inputType = "expression" |
|
|
|
return availableOperations, inputType |
|
|
|
|
|
def checkSolveFor(lTokens, rTokens): |
|
"""Checks if there exists any variable so that solve can be called |
|
|
|
Arguments: |
|
lTokens {list} -- list of function tokens |
|
rTokens {list} -- list of function tokens |
|
|
|
Returns: |
|
bool -- if 'solve' possible or not |
|
""" |
|
for token in lTokens: |
|
if isinstance(token, Variable): |
|
return True |
|
elif isinstance(token, Expression): |
|
if checkSolveFor(token.tokens, []): |
|
return True |
|
|
|
for token in rTokens: |
|
if isinstance(token, Variable): |
|
return True |
|
elif isinstance(token, Expression): |
|
if checkSolveFor([], token.tokens): |
|
return True |
|
|
|
|
|
def getNumber(term, rod=ROUNDOFF): |
|
"""Converts string to float |
|
|
|
Arguments: |
|
term {string} -- number of type string |
|
|
|
Keyword Arguments: |
|
rod {int} -- number of decimal places to roundoff (default: ROUNDOFF {int}) |
|
|
|
Returns: |
|
term {float} -- number of type float |
|
""" |
|
term = round(float(term), rod) |
|
|
|
return term |
|
|
|
|
|
def getLevelVariables(tokens): |
|
"""Returns tokens of Function class from a list of function tokens |
|
|
|
Arguments: |
|
tokens {list} -- list of function tokens |
|
|
|
Returns: |
|
variables {list} -- list of tokens of Function class(Variable/Constant) |
|
""" |
|
variables = [] |
|
for i, term in enumerate(tokens): |
|
if isinstance(term, Variable): |
|
skip = False |
|
for var in variables: |
|
if var.value == term.value and var.power[0] == term.power: |
|
var.power.append(term.power) |
|
var.scope.append(term.scope) |
|
var.coefficient.append(term.coefficient) |
|
if i != 0 and isinstance(tokens[i - 1], Binary): |
|
var.before.append(tokens[i - 1].value) |
|
var.beforeScope.append(tokens[i - 1].scope) |
|
else: |
|
var.before.append('') |
|
var.beforeScope.append('') |
|
if i + 1 < len(tokens) and isinstance(tokens[i + 1], Binary): |
|
var.after.append(tokens[i + 1].value) |
|
var.afterScope.append(tokens[i + 1].scope) |
|
else: |
|
var.after.append('') |
|
var.afterScope.append('') |
|
skip = True |
|
break |
|
if not skip: |
|
variable = Variable() |
|
variable.value = term.value |
|
variable.scope = [term.scope] |
|
variable.power = [] |
|
variable.coefficient = [] |
|
variable.before = [] |
|
variable.beforeScope = [] |
|
variable.after = [] |
|
variable.afterScope = [] |
|
variable.power.append(term.power) |
|
variable.coefficient.append(term.coefficient) |
|
if i != 0 and isinstance(tokens[i - 1], Binary): |
|
variable.before.append(tokens[i - 1].value) |
|
variable.beforeScope.append(tokens[i - 1].scope) |
|
else: |
|
variable.before.append('') |
|
variable.beforeScope.append('') |
|
if i + 1 < len(tokens) and isinstance(tokens[i + 1], Binary): |
|
variable.after.append(tokens[i + 1].value) |
|
variable.afterScope.append(tokens[i + 1].scope) |
|
else: |
|
variable.after.append('') |
|
variable.afterScope.append('') |
|
variables.append(variable) |
|
elif isinstance(term, Constant): |
|
skip = False |
|
for var in variables: |
|
if isinstance(var.value, list) and isNumber(var.value[0]): |
|
if var.power[0] == term.power: |
|
var.value.append(term.value) |
|
var.power.append(term.power) |
|
var.scope.append(term.scope) |
|
if i != 0 and isinstance(tokens[i - 1], Binary): |
|
var.before.append(tokens[i - 1].value) |
|
var.beforeScope.append(tokens[i - 1].scope) |
|
else: |
|
var.before.append('') |
|
var.beforeScope.append('') |
|
if i + 1 < len(tokens) and isinstance(tokens[i + 1], Binary): |
|
var.after.append(tokens[i + 1].value) |
|
var.afterScope.append(tokens[i + 1].scope) |
|
else: |
|
var.after.append('') |
|
var.afterScope.append('') |
|
skip = True |
|
break |
|
if not skip: |
|
variable = Constant() |
|
variable.power = [] |
|
if isinstance(term.value, list): |
|
variable.value = [evaluateConstant(term)] |
|
variable.power.append(1) |
|
else: |
|
variable.value = [term.value] |
|
variable.power.append(term.power) |
|
variable.scope = [term.scope] |
|
variable.before = [] |
|
variable.beforeScope = [] |
|
variable.after = [] |
|
variable.afterScope = [] |
|
if i != 0 and isinstance(tokens[i - 1], Binary): |
|
variable.before.append(tokens[i - 1].value) |
|
variable.beforeScope.append(tokens[i - 1].scope) |
|
else: |
|
variable.before.append('') |
|
variable.beforeScope.append('') |
|
if i + 1 < len(tokens) and isinstance(tokens[i + 1], Binary): |
|
variable.after.append(tokens[i + 1].value) |
|
variable.afterScope.append(tokens[i + 1].scope) |
|
else: |
|
variable.after.append('') |
|
variable.afterScope.append('') |
|
variables.append(variable) |
|
elif isinstance(term, Expression): |
|
var = getLevelVariables(term.tokens) |
|
retType, val = extractExpression(var) |
|
if retType == "expression": |
|
variable = Expression() |
|
variable.value = val |
|
variable.tokens = term.tokens |
|
variables.append(variable) |
|
elif retType == "constant": |
|
skip = False |
|
for var in variables: |
|
if isinstance(var.value, list) and isNumber(var.value[0]): |
|
if var.power == val.power: |
|
var.value.append(val.value) |
|
var.power.append(val.power) |
|
var.scope.append(val.scope) |
|
var.before.append(val.before) |
|
var.beforeScope.append(val.beforeScope) |
|
var.after.append(val.after) |
|
var.afterScope.append(val.afterScope) |
|
skip = True |
|
break |
|
if not skip: |
|
var = Constant() |
|
var.value = [val.value] |
|
var.power = [val.power] |
|
var.scope = [val.scope] |
|
var.before = [val.before] |
|
var.beforeScope = [val.beforeScope] |
|
var.after = [] |
|
var.afterScope = [''] |
|
variables.append(var) |
|
elif retType == "variable": |
|
skip = False |
|
for var in variables: |
|
if var.value == val.value: |
|
var.power.append(val.power) |
|
var.before.append('') |
|
var.beforeScope.append('') |
|
var.after.append('') |
|
var.afterScope.append('') |
|
var.coefficient.append(val.coefficient) |
|
var.scope.append(val.scope) |
|
skip = True |
|
break |
|
if not skip: |
|
var = Constant() |
|
var.coefficient = [val.coefficient] |
|
var.value = val.value |
|
var.power = [val.power] |
|
var.scope = [val.scope] |
|
var.before = [''] |
|
var.beforeScope = [''] |
|
var.after = [''] |
|
var.afterScope = [''] |
|
variables.append(var) |
|
elif retType == "mixed": |
|
for v in val: |
|
if isinstance(v, Variable): |
|
skip = False |
|
for var in variables: |
|
if var.value == v.value: |
|
var.power.extend(v.power) |
|
var.before.extend(v.before) |
|
var.beforeScope.extend(v.beforeScope) |
|
var.after.extend(v.after) |
|
var.afterScope.extend(v.afterScope) |
|
var.coefficient.extend(v.coefficient) |
|
var.scope.extend(v.scope) |
|
skip = True |
|
break |
|
if not skip: |
|
var = Constant() |
|
var.coefficient = [v.coefficient] |
|
var.value = v.value |
|
var.power = [v.power] |
|
var.scope = [v.scope] |
|
var.before = [v.before] |
|
var.beforeScope = [v.beforeScope] |
|
var.after = [v.after] |
|
var.afterScope = [v.afterScope] |
|
variables.append(var) |
|
elif isinstance(v, Constant): |
|
for var in variables: |
|
if isinstance(var.value, list) and isNumber(var.value[0]): |
|
if var.power == v.power: |
|
var.value.extend(v.value) |
|
var.power.extend(v.power) |
|
var.before.extend(v.before) |
|
var.beforeScope.extend( |
|
v.beforeScope) |
|
var.after.extend(v.after) |
|
var.afterScope.extend(v.afterScope) |
|
var.coefficient.extend(v.coefficient) |
|
var.scope.extend(v.scope) |
|
skip = True |
|
break |
|
if not skip: |
|
var = Constant() |
|
var.coefficient = [v.coefficient] |
|
var.value = [v.value] |
|
var.power = [v.power] |
|
var.scope = [v.scope] |
|
var.before = [v.before] |
|
var.beforeScope = [v.beforeScope] |
|
var.after = [v.after] |
|
var.afterScope = [v.afterScope] |
|
variables.append(var) |
|
elif isinstance(v, Expression): |
|
variables.append(v) |
|
return variables |
|
|
|
|
|
def getOperationsEquation(lVariables, lTokens, rVariables, rTokens): |
|
"""Returns a list of operations which can be performed on given equation tokens |
|
|
|
Arguments: |
|
lVariables {list} -- list of Function(Variable/Constant) tokens |
|
lTokens {list} -- list of function tokens |
|
rVariables {list} -- list of Function(Variable/Constant) tokens |
|
rTokens {list} -- list of function tokens |
|
|
|
Returns: |
|
operations {list} -- list of operations which can be performed |
|
""" |
|
operations = [] |
|
for i, token in enumerate(lTokens): |
|
if isinstance(token, Binary): |
|
if token.value in ['*', '/']: |
|
prev = False |
|
nxt = False |
|
if i != 0: |
|
if lTokens[i - 1].__class__ in [Variable, Constant]: |
|
prev = True |
|
if i + 1 < len(lTokens): |
|
if lTokens[i + 1].__class__ in [Variable, Constant]: |
|
nxt = True |
|
if nxt and prev: |
|
op = token.value |
|
if op not in operations: |
|
operations.append(op) |
|
|
|
for i, token in enumerate(rTokens): |
|
if isinstance(token, Binary): |
|
if token.value in ['*', '/']: |
|
prev = False |
|
nxt = False |
|
if i != 0: |
|
if rTokens[i - 1].__class__ in [Variable, Constant]: |
|
prev = True |
|
if i + 1 < len(rTokens): |
|
if rTokens[i + 1].__class__ in [Variable, Constant]: |
|
nxt = True |
|
if nxt and prev: |
|
op = token.value |
|
if op not in operations: |
|
operations.append(op) |
|
|
|
for i, variable in enumerate(lVariables): |
|
if isinstance(variable, Constant): |
|
rCount = 0 |
|
for variable2 in rVariables: |
|
if isinstance(variable2, Constant): |
|
if variable2.power[0] == variable.power[0]: |
|
rCount += len(variable2.value) |
|
break |
|
count = 0 |
|
opCount = 0 |
|
ops = [] |
|
|
|
if len(variable.value) > 1: |
|
for j in range(len(variable.value)): |
|
if variable.after[j] in ['+', '-', ''] and variable.before[j] in ['+', '-']: |
|
count += 1 |
|
opCount += 1 |
|
if not (variable.before[j] in ops): |
|
ops.append(variable.before[j]) |
|
elif variable.after[j] in ['+', '-', ''] and variable.before[j] in ['+', '-', '']: |
|
count += 1 |
|
else: |
|
if variable.after[0] in ['+', '-', ''] and variable.before[0] in ['+', '-', '']: |
|
count += 1 |
|
|
|
if (len(variable.value) > 0 and rCount > 0): |
|
for variable2 in rVariables: |
|
if isinstance(variable2, Constant): |
|
for l in range(len(variable2.value)): |
|
if variable2.after[l] in ['+', '-', ''] and variable2.before[l] in ['+', '-', ''] and variable2.value[l] != 0: |
|
count += 1 |
|
opCount += 1 |
|
tempOp = '+' |
|
if variable2.before[l] == '+' or (variable2.before[l] == '' and getNumber(variable2.value[l]) > 0): |
|
tempOp = '-' |
|
else: |
|
tempOp = '+' |
|
if not (tempOp in ops): |
|
ops.append(tempOp) |
|
|
|
if count > 1 and opCount > 0: |
|
for op in ops: |
|
if op not in operations: |
|
operations.append(op) |
|
|
|
elif isinstance(variable, Variable): |
|
rCount = 0 |
|
for variable2 in rVariables: |
|
if isinstance(variable2, Variable): |
|
if variable2.value == variable.value: |
|
if variable2.power[0] == variable.power[0]: |
|
rCount += len(variable2.value) |
|
break |
|
count = 0 |
|
ops = [] |
|
power = [] |
|
opCount = 0 |
|
if len(variable.power) > 1: |
|
for j in range(len(variable.power)): |
|
if variable.after[j] in ['+', '-', ''] and variable.before[j] in ['+', '-']: |
|
count += 1 |
|
opCount += 1 |
|
if not (variable.before[j] in ops): |
|
ops.append(variable.before[j]) |
|
power.append(variable.power[j]) |
|
elif variable.after[j] in ['+', '-', ''] and variable.before[j] in ['+', '-', '']: |
|
count += 1 |
|
else: |
|
if variable.after[0] in ['+', '-', ''] and variable.before[0] in ['+', '-', '']: |
|
count += 1 |
|
|
|
if len(variable.power) > 0 and rCount > 0: |
|
for variable2 in rVariables: |
|
if isinstance(variable2, Variable): |
|
if variable2.value == variable.value and variable2.power[0] == variable.power[0]: |
|
for l in range(len(variable2.power)): |
|
if variable2.after[l] in ['+', '-', ''] and variable2.before[l] in ['+', '-', '']: |
|
count += 1 |
|
opCount += 1 |
|
tempOp = '+' |
|
if variable2.before[l] == '+' or variable2.before[l] == '': |
|
tempOp = '-' |
|
else: |
|
tempOp = '+' |
|
if not (tempOp in ops): |
|
ops.append(tempOp) |
|
power.append(variable2.power[l]) |
|
|
|
if count > 1 and opCount > 0: |
|
for i, op in enumerate(ops): |
|
if not (op in operations): |
|
operations.append(op) |
|
|
|
elif isinstance(variable, Expression): |
|
ops = getOperationsExpression( |
|
variable.value, variable.tokens) |
|
for op in ops: |
|
if op not in operations: |
|
operations.append(op) |
|
|
|
for i, variable in enumerate(rVariables): |
|
if isinstance(variable, Constant): |
|
if len(variable.value) > 1: |
|
count = 0 |
|
ops = [] |
|
for j in range(len(variable.value)): |
|
if variable.after[j] in ['+', '-', ''] and variable.before[j] in ['+', '-']: |
|
count += 1 |
|
if not (variable.before[j] in ops): |
|
ops.append(variable.before[j]) |
|
if count > 1: |
|
for op in ops: |
|
if op not in operations: |
|
operations.append(op) |
|
elif isinstance(variable, Variable): |
|
if len(variable.power) > 1: |
|
count = 0 |
|
ops = [] |
|
power = [] |
|
opCount = 0 |
|
for j in range(len(variable.power)): |
|
if variable.after[j] in ['+', '-', ''] and variable.before[j] in ['+', '-']: |
|
count += 1 |
|
opCount += 1 |
|
if not (variable.before[j] in ops): |
|
ops.append(variable.before[j]) |
|
power.append(variable.power[j]) |
|
elif variable.after[j] in ['+', '-', ''] and variable.before[j] in ['+', '-', '']: |
|
count += 1 |
|
|
|
if count > 1 and opCount > 0: |
|
for i, op in enumerate(ops): |
|
if not (op in operations): |
|
operations.append(op) |
|
|
|
elif isinstance(variable, Expression): |
|
ops = getOperationsExpression( |
|
variable.value, variable.tokens) |
|
for op in ops: |
|
if op not in operations: |
|
operations.append(op) |
|
|
|
return operations |
|
|
|
|
|
def getOperationsExpression(variables, tokens): |
|
"""[Returns a list of operations which can be performed on given equation tokens |
|
|
|
Arguments: |
|
variables {list} -- list of Function(Variable/Constant) tokens |
|
tokens {list} -- list of function tokens |
|
|
|
Returns: |
|
operations {list} -- list of operations which can be performed |
|
""" |
|
operations = [] |
|
for i, token in enumerate(tokens): |
|
if isinstance(token, Binary): |
|
if token.value in ['*', '/']: |
|
prev = False |
|
nxt = False |
|
if i != 0: |
|
if isinstance(tokens[i - 1], Function): |
|
prev = True |
|
if i + 1 < len(tokens): |
|
if isinstance(tokens[i + 1], Variable) or isinstance(tokens[i + 1], Constant) or isinstance(tokens[i - 1], Expression): |
|
nxt = True |
|
if nxt and prev: |
|
op = token.value |
|
if op not in operations: |
|
operations.append(op) |
|
elif isinstance(token, Expression): |
|
ops = getOperationsExpression([], token.tokens) |
|
for op in ops: |
|
if op not in operations: |
|
operations.append(op) |
|
for i, variable in enumerate(variables): |
|
if isinstance(variable, Constant): |
|
if len(variable.value) > 1: |
|
count = 0 |
|
opCount = 0 |
|
ops = [] |
|
for j in range(len(variable.value)): |
|
if variable.after[j] in ['+', '-', ''] and variable.before[j] in ['+', '-']: |
|
count += 1 |
|
opCount += 1 |
|
if not (variable.before[j] in ops): |
|
ops.append(variable.before[j]) |
|
elif variable.after[j] in ['+', '-', ''] and variable.before[j] in ['+', '-', '']: |
|
count += 1 |
|
|
|
if count > 1: |
|
for op in ops: |
|
if op not in operations: |
|
operations.append(op) |
|
elif isinstance(variable, Variable): |
|
if len(variable.power) > 1: |
|
count = 0 |
|
ops = [] |
|
power = [] |
|
opCount = 0 |
|
for j in range(len(variable.power)): |
|
if variable.after[j] in ['+', '-', ''] and variable.before[j] in ['+', '-']: |
|
count += 1 |
|
opCount += 1 |
|
if not (variable.before[j] in ops): |
|
ops.append(variable.before[j]) |
|
power.append(variable.power[j]) |
|
elif variable.after[j] in ['+', '-', ''] and variable.before[j] in ['+', '-', '']: |
|
count += 1 |
|
if count > 1 and opCount > 0: |
|
for i, op in enumerate(ops): |
|
if not (op in operations): |
|
operations.append(op) |
|
elif isinstance(variable, Expression): |
|
ops = getOperationsExpression(variable.value, variable.tokens) |
|
for op in ops: |
|
if op not in operations: |
|
operations.append(op) |
|
return operations |
|
|
|
|
|
def extractExpression(variable): |
|
"""Get function tokens from tokens property of an expression |
|
|
|
Arguments: |
|
string -- token type |
|
visma.functions.structure.Function/list -- function token/s |
|
""" |
|
if len(variable) == 1: |
|
if isinstance(variable[0], Expression): |
|
_, variable = extractExpression(variable[0].value) |
|
elif isinstance(variable[0], Constant): |
|
return "constant", variable[0] |
|
elif isinstance(variable[0], Variable): |
|
return "variable", variable[0] |
|
else: |
|
if not evaluateExpressions(variable): |
|
return "expression", getLevelVariables(variable) |
|
else: |
|
return "mixed", getLevelVariables(variable) |
|
|
|
|
|
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 isNumber(constant.value): |
|
return math.pow(constant.value, constant.power) |
|
elif 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): |
|
return constant |
|
|
|
|
|
def evaluateExpressions(variables): |
|
|
|
var = [] |
|
varPowers = [] |
|
for i, variable in enumerate(variables): |
|
if isinstance(variable, Expression): |
|
if evaluateExpressions(variable.tokens): |
|
return False |
|
elif isinstance(variable, Variable): |
|
prev = False |
|
nxt = False |
|
if i != 0: |
|
if isinstance(variables[i - 1], Binary): |
|
if variables[i - 1].value in ['-', '+']: |
|
prev = True |
|
else: |
|
pass |
|
|
|
else: |
|
prev = True |
|
|
|
if i + 1 < len(variables): |
|
if isinstance(variables[i + 1], Binary): |
|
if variables[i + 1].value in ['-', '+']: |
|
nxt = True |
|
else: |
|
pass |
|
|
|
else: |
|
nxt = True |
|
if nxt and prev: |
|
match = False |
|
for i, v in enumerate(var): |
|
if variable.value == v: |
|
for p in varPowers[i]: |
|
if variable.power == p: |
|
return False |
|
varPowers[i].append(variable.power) |
|
match = True |
|
break |
|
if not match: |
|
var.append(variable.value) |
|
varPowers.append([variable.power]) |
|
elif isinstance(variable, Constant): |
|
prev = False |
|
nxt = False |
|
if i != 0: |
|
if isinstance(variables[i - 1], Binary): |
|
if variables[i - 1].value in ['-', '+']: |
|
prev = True |
|
else: |
|
pass |
|
|
|
else: |
|
prev = True |
|
|
|
if i + 1 < len(variables): |
|
if isinstance(variables[i + 1], Binary): |
|
if variables[i + 1].value in ['-', '+']: |
|
nxt = True |
|
else: |
|
pass |
|
|
|
else: |
|
nxt = True |
|
if nxt and prev: |
|
match = False |
|
for i, v in enumerate(var): |
|
if isinstance(v.value, list) and isNumber(v.value[0]): |
|
for p in varPowers[i]: |
|
if variable.power == p: |
|
return False |
|
varPowers[i].append(variable.power) |
|
match = True |
|
break |
|
if not match: |
|
var.append([variable.value]) |
|
varPowers.append([variable.power]) |
|
for i, variable in enumerate(variables): |
|
if isinstance(variable, Binary): |
|
prev = False |
|
nxt = False |
|
if variable.value in ['*', '/']: |
|
if i != 0: |
|
if variables[i - 1].__class__ in [Variable, Constant]: |
|
prev = True |
|
if i + 1 < len(variables): |
|
if variables[i + 1].__class__ in [Variable, Constant]: |
|
nxt = True |
|
if prev and nxt: |
|
return False |
|
return True |
|
|
|
|
|
def highestPower(tokens, variable): |
|
"""Returns the highest power of given variable value among given tokens list |
|
|
|
Arguments: |
|
tokens {list} -- list of function tokens |
|
variable {string} -- variable value |
|
|
|
Returns: |
|
maxPow {int} -- highest power of given variable |
|
""" |
|
maxPow = 0 |
|
for token in tokens: |
|
if isinstance(token, Variable): |
|
for i, val in enumerate(token.value): |
|
if val == variable and token.power[i] > maxPow: |
|
maxPow = token.power[i] |
|
return maxPow |
|
|
|
|
|
def isIntegerPower(tokens, variable): |
|
"""Checks if given variable has integer powers |
|
|
|
Arguments: |
|
tokens {list} -- list of function tokens |
|
variable {string} -- variable value |
|
|
|
Returns: |
|
bool -- if variable has integer powers or not |
|
""" |
|
for token in tokens: |
|
if isinstance(token, Variable): |
|
for i, val in enumerate(token.value): |
|
if val == variable and token.power[i] != int(token.power[i]): |
|
return False |
|
return True |
|
|
|
|
|
def preprocessCheckPolynomial(lTokens, rTokens): |
|
"""Checks if given equation is a polynomial and returns degree |
|
|
|
Arguments: |
|
lTokens {list} -- list of function tokens |
|
rTokens {list} -- list of function tokens |
|
|
|
Returns: |
|
bool -- if polynomial or not |
|
int -- degree of polynomial (-1 if bool is False) |
|
""" |
|
from visma.simplify.simplify import simplifyEquation |
|
lTokens, rTokens, _, _, _, _ = simplifyEquation(lTokens, rTokens) |
|
lVariables = getVariables(lTokens) |
|
rVariables = getVariables(rTokens) |
|
for token in lTokens: |
|
if isinstance(token, Binary): |
|
if token.value in ['*', '/']: |
|
return False, -1 |
|
for token in rTokens: |
|
if isinstance(token, Binary): |
|
if token.value in ['*', '/']: |
|
return False, -1 |
|
|
|
if len(lVariables) == 1 and len(rVariables) == 1: |
|
if isIntegerPower(lTokens, lVariables[0]) and isIntegerPower(rTokens, rVariables[0]): |
|
if lVariables[0] == rVariables[0]: |
|
return True, max(highestPower(lTokens, lVariables[0]), highestPower(rTokens, rVariables[0])) |
|
elif len(lVariables) == 1 and len(rVariables) == 0: |
|
if isIntegerPower(lTokens, lVariables[0]): |
|
return True, highestPower(lTokens, lVariables[0]) |
|
elif len(lVariables) == 0 and len(rVariables) == 1: |
|
if isIntegerPower(rTokens, rVariables[0]): |
|
return True, highestPower(lTokens, lVariables[0]) |
|
return False, -1 |
|
|
|
|
|
def commonAttributes(tokA, tokB): |
|
"""Gets the common attributes between two given tokens |
|
|
|
Arguments: |
|
tokA {visma.functions.structure.Function} -- function token |
|
tokB {visma.functions.structure.Function} -- function token |
|
|
|
Returns: |
|
commAttr {dict} -- A dict of attributes where the property is given by key |
|
""" |
|
commAttr = {} |
|
commAttr['Type'] = commAttr['Coeff'] = commAttr['Value'] = commAttr['Power'] = commAttr['Operand'] = False |
|
commAttr['Type'] = (tokA.__class__ == tokB.__class__) |
|
if commAttr['Type']: |
|
if isinstance(tokA, Function) and isinstance(tokB, Function): |
|
commAttr['Coeff'] = (tokA.coefficient == tokB.coefficient) |
|
if isinstance(tokA.value, list) and isinstance(tokB.value, list): |
|
tokA.value = [val for val, pow in sorted(zip(tokA.value, tokA.power))] |
|
tokA.power = [pow for val, pow in sorted(zip(tokA.value, tokA.power))] |
|
tokB.value = [val for val, pow in sorted(zip(tokB.value, tokB.power))] |
|
tokB.power = [pow for val, pow in sorted(zip(tokB.value, tokB.power))] |
|
commAttr['Value'] = (tokA.value == tokB.value) |
|
commAttr['Power'] = (tokA.power == tokB.power) |
|
operand1 = copy.deepcopy(tokA.operand) |
|
operand2 = copy.deepcopy(tokB.operand) |
|
if operand1 is None and operand2 is None: |
|
commAttr['Operand'] = True |
|
else: |
|
|
|
while operand1 is not None and operand2 is not None: |
|
commAttr['Operand'] = (operand1 == operand2) |
|
operand1 = operand1.operand |
|
operand2 = operand2.operand |
|
|
|
elif isinstance(tokA, Operator) and isinstance(tokB, Operator): |
|
commAttr['Type'] = commAttr['Coeff'] = commAttr['Value'] = commAttr['Power'] = commAttr['Operand'] = True |
|
commAttr['Value'] = (tokA.value == tokB.value) |
|
return commAttr |
|
|
|
|
|
def areTokensEqual(tokA, tokB): |
|
"""Checks if given tokens are equal |
|
|
|
Arguments: |
|
tokA {visma.functions.structure.Function} -- function token |
|
tokB {visma.functions.structure.Function} -- function token |
|
|
|
Returns: |
|
bool -- if given tokens are equal or not |
|
""" |
|
commAttr = commonAttributes(tokA, tokB) |
|
for attr in commAttr: |
|
if commAttr[attr] is False: |
|
return False |
|
return True |
|
|
|
|
|
def isTokenInToken(tokA, tokB): |
|
"""Checks if token is present in another token |
|
|
|
Arguments: |
|
tokA {visma.functions.structure.Function} -- function token |
|
tokB {visma.functions.structure.Function} -- function token |
|
|
|
Returns: |
|
bool -- if token present in token or not |
|
""" |
|
if isinstance(tokA, Variable) and isinstance(tokB, Variable): |
|
varA = getVariables([tokA]) |
|
varB = getVariables([tokB]) |
|
if all(var in varB for var in varA): |
|
ratios = [] |
|
for iA, valA in enumerate(tokA.value): |
|
for iB, valB in enumerate(tokB.value): |
|
if valA == valB: |
|
ratios.append(tokA.power[iA]/tokB.power[iB]) |
|
break |
|
if all(ratio == ratios[0] for ratio in ratios): |
|
return True |
|
else: |
|
return False |
|
else: |
|
return False |
|
elif isinstance(tokA, Variable) and isinstance(tokB, Expression): |
|
for token in tokB.tokens: |
|
if isinstance(token, Variable) or isinstance(token, Expression): |
|
if isTokenInToken(tokA, token) is True: |
|
return True |
|
return False |
|
else: |
|
return False |
|
|
|
|
|
def isTokenInList(token, tokList): |
|
"""Checks if token is present in given function list |
|
|
|
Arguments: |
|
token {visma.functions.structure.Function} -- function token |
|
tokList {list} -- list of function tokens |
|
|
|
Returns: |
|
bool -- if token present in list or not |
|
""" |
|
for tok in tokList: |
|
if isTokenInToken(token, tok) is True: |
|
return True |
|
return False |
|
|
|
|
|
def getTokensType(tokens): |
|
"""Checks if input tokens are expression, equation or inequality |
|
|
|
Arguments: |
|
tokens {list} -- list of function tokens |
|
|
|
Returns: |
|
string -- tokens type |
|
""" |
|
for token in tokens: |
|
if isinstance(token, Binary): |
|
if token.value == '=': |
|
return "equation" |
|
elif token.value in ['<', '>', '<=', '>=']: |
|
return "inequality" |
|
return "expression" |
|
|
|
|
|
def mathError(equationToken): |
|
'''Checks if an equation token is mathematically correct or not |
|
Typically, being used to check last equation token |
|
(Checks if LHS and RHS of equation token are equal or not) |
|
|
|
Arguments: |
|
equationToken{list} -- Equation token |
|
|
|
Returns: |
|
True{bool} -- if there is some math error in the last step of equation |
|
False{bool} -- if there is no math error in the last step of equation |
|
''' |
|
if len(equationToken) == 3: |
|
if (isinstance(equationToken[0], Constant) and isinstance(equationToken[1], Binary) and isinstance(equationToken[2], Constant)): |
|
if (equationToken[0].value != equationToken[2].value and equationToken[1].value == '='): |
|
return True |
|
return False |
|
|
|
|
|
def postSimplification(tokens, animation): |
|
'''Intended to apply certain transformations which may be needed to be applied after expression simplification |
|
Typically being used to remove redundant '+' sign in expression beginning with it |
|
|
|
Arguments: |
|
tokens{list} -- tokens of CURRENT step |
|
animation{list} -- list of tokens of ALL steps yet |
|
|
|
Returns: |
|
tokens{list} -- posprocessed tokens of CURRENT step |
|
animation{list} -- list of postprocesses tokens of ALL steps |
|
''' |
|
if len(animation[-1]) == 2: |
|
if isinstance(animation[-1][0], Binary) and animation[-1][0].value == '+': |
|
animation[-1] = animation[-1][1:] |
|
tokens = tokens[1:] |
|
return tokens, animation |
|
|