indentation is not a multiple of four
113
114 @classmethod
115 def last(cls, order_by=None, limit=1, **filters):
116 if order_by is None:117 order_by = inspect(cls).primary_key
118 if isinstance(order_by, list) or isinstance(order_by, tuple):
119 order_by = desc(*order_by) indentation is not a multiple of four
114 @classmethod
115 def last(cls, order_by=None, limit=1, **filters):
116 if order_by is None:
117 order_by = inspect(cls).primary_key118 if isinstance(order_by, list) or isinstance(order_by, tuple):
119 order_by = desc(*order_by)
120 else: indentation is not a multiple of four
115 def last(cls, order_by=None, limit=1, **filters):
116 if order_by is None:
117 order_by = inspect(cls).primary_key
118 if isinstance(order_by, list) or isinstance(order_by, tuple):119 order_by = desc(*order_by)
120 else:
121 order_by = desc(order_by) indentation is not a multiple of four
116 if order_by is None:
117 order_by = inspect(cls).primary_key
118 if isinstance(order_by, list) or isinstance(order_by, tuple):
119 order_by = desc(*order_by)120 else:
121 order_by = desc(order_by)
122 return cls.first(order_by=order_by, limit=limit, **filters) indentation is not a multiple of four
117 order_by = inspect(cls).primary_key
118 if isinstance(order_by, list) or isinstance(order_by, tuple):
119 order_by = desc(*order_by)
120 else:121 order_by = desc(order_by)
122 return cls.first(order_by=order_by, limit=limit, **filters)
123 indentation is not a multiple of four
118 if isinstance(order_by, list) or isinstance(order_by, tuple):
119 order_by = desc(*order_by)
120 else:
121 order_by = desc(order_by)122 return cls.first(order_by=order_by, limit=limit, **filters)
123
124 @classmethod indentation is not a multiple of four
119 order_by = desc(*order_by)
120 else:
121 order_by = desc(order_by)
122 return cls.first(order_by=order_by, limit=limit, **filters)123
124 @classmethod
125 def first(cls, order_by=None, limit=1, **filters): indentation is not a multiple of four
188
189 rmse = sqrt(sum([(m - n) ** 2 for m, n in zip(Y[:-fc], y[:-fc - 1])]) / len(Y[:-fc]))
190
191 return Y[-fc:], alpha, beta, gamma, rmse indentation is not a multiple of four
186 s.append(gamma * (Y[i] / (a[i] + b[i])) + (1 - gamma) * s[i])
187 y.append((a[i + 1] + b[i + 1]) * s[i + 1])
188
189 rmse = sqrt(sum([(m - n) ** 2 for m, n in zip(Y[:-fc], y[:-fc - 1])]) / len(Y[:-fc]))190
191 return Y[-fc:], alpha, beta, gamma, rmse indentation is not a multiple of four
179 for i in range(len(Y) + fc):
180
181 if i == len(Y):
182 Y.append((a[-1] + b[-1]) * s[-m])183
184 a.append(alpha * (Y[i] / s[i]) + (1 - alpha) * (a[i] + b[i]))
185 b.append(beta * (a[i + 1] - a[i]) + (1 - beta) * b[i]) indentation is not a multiple of four
176 y = [(a[0] + b[0]) * s[0]]
177 rmse = 0
178
179 for i in range(len(Y) + fc):180
181 if i == len(Y):
182 Y.append((a[-1] + b[-1]) * s[-m]) indentation is not a multiple of four
174 b = [(sum(Y[m:2 * m]) - sum(Y[0:m])) / m ** 2]
175 s = [Y[i] / a[0] for i in range(m)]
176 y = [(a[0] + b[0]) * s[0]]
177 rmse = 0178
179 for i in range(len(Y) + fc):
180 indentation is not a multiple of four
173 a = [sum(Y[0:m]) / float(m)]
174 b = [(sum(Y[m:2 * m]) - sum(Y[0:m])) / m ** 2]
175 s = [Y[i] / a[0] for i in range(m)]
176 y = [(a[0] + b[0]) * s[0]]177 rmse = 0
178
179 for i in range(len(Y) + fc): indentation is not a multiple of four
172
173 a = [sum(Y[0:m]) / float(m)]
174 b = [(sum(Y[m:2 * m]) - sum(Y[0:m])) / m ** 2]
175 s = [Y[i] / a[0] for i in range(m)]176 y = [(a[0] + b[0]) * s[0]]
177 rmse = 0
178 indentation is not a multiple of four
171 alpha, beta, gamma = parameters[0]
172
173 a = [sum(Y[0:m]) / float(m)]
174 b = [(sum(Y[m:2 * m]) - sum(Y[0:m])) / m ** 2]175 s = [Y[i] / a[0] for i in range(m)]
176 y = [(a[0] + b[0]) * s[0]]
177 rmse = 0 indentation is not a multiple of four
170 parameters = fmin_l_bfgs_b(RMSE, x0 = initial_values, args = (Y, type, m), bounds = boundaries, approx_grad = True)
171 alpha, beta, gamma = parameters[0]
172
173 a = [sum(Y[0:m]) / float(m)]174 b = [(sum(Y[m:2 * m]) - sum(Y[0:m])) / m ** 2]
175 s = [Y[i] / a[0] for i in range(m)]
176 y = [(a[0] + b[0]) * s[0]] indentation is not a multiple of four
159
160def multiplicative(x, m, fc, alpha = None, beta = None, gamma = None):
161
162 Y = x[:]163
164 if (alpha == None or beta == None or gamma == None):
165 indentation is not a multiple of four
155
156 rmse = sqrt(sum([(m - n) ** 2 for m, n in zip(Y[:-fc], y[:-fc - 1])]) / len(Y[:-fc]))
157
158 return Y[-fc:], alpha, beta, gamma, rmse159
160def multiplicative(x, m, fc, alpha = None, beta = None, gamma = None):
161 indentation is not a multiple of four
153 s.append(gamma * (Y[i] - a[i] - b[i]) + (1 - gamma) * s[i])
154 y.append(a[i + 1] + b[i + 1] + s[i + 1])
155
156 rmse = sqrt(sum([(m - n) ** 2 for m, n in zip(Y[:-fc], y[:-fc - 1])]) / len(Y[:-fc]))157
158 return Y[-fc:], alpha, beta, gamma, rmse
159 indentation is not a multiple of four
146 for i in range(len(Y) + fc):
147
148 if i == len(Y):
149 Y.append(a[-1] + b[-1] + s[-m])150
151 a.append(alpha * (Y[i] - s[i]) + (1 - alpha) * (a[i] + b[i]))
152 b.append(beta * (a[i + 1] - a[i]) + (1 - beta) * b[i]) indentation is not a multiple of four
143 y = [a[0] + b[0] + s[0]]
144 rmse = 0
145
146 for i in range(len(Y) + fc):147
148 if i == len(Y):
149 Y.append(a[-1] + b[-1] + s[-m]) indentation is not a multiple of four
141 b = [(sum(Y[m:2 * m]) - sum(Y[0:m])) / m ** 2]
142 s = [Y[i] - a[0] for i in range(m)]
143 y = [a[0] + b[0] + s[0]]
144 rmse = 0145
146 for i in range(len(Y) + fc):
147 indentation is not a multiple of four
140 a = [sum(Y[0:m]) / float(m)]
141 b = [(sum(Y[m:2 * m]) - sum(Y[0:m])) / m ** 2]
142 s = [Y[i] - a[0] for i in range(m)]
143 y = [a[0] + b[0] + s[0]]144 rmse = 0
145
146 for i in range(len(Y) + fc): indentation is not a multiple of four
139
140 a = [sum(Y[0:m]) / float(m)]
141 b = [(sum(Y[m:2 * m]) - sum(Y[0:m])) / m ** 2]
142 s = [Y[i] - a[0] for i in range(m)]143 y = [a[0] + b[0] + s[0]]
144 rmse = 0
145 indentation is not a multiple of four
138 alpha, beta, gamma = parameters[0]
139
140 a = [sum(Y[0:m]) / float(m)]
141 b = [(sum(Y[m:2 * m]) - sum(Y[0:m])) / m ** 2]142 s = [Y[i] - a[0] for i in range(m)]
143 y = [a[0] + b[0] + s[0]]
144 rmse = 0
Description
PEP8 recommends that Python code indentation be a multiple of four.