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from sklearn.metrics import f1_score import torch from cogdl.utils import build_args_from_dict from cogdl.utils import accuracy, multiclass_f1, multilabel_f1, bce_with_logits_loss, cross_entropy_loss if __name__ == "__main__": test_build_args_from_dict()
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# -*- coding: utf-8 -*- import pandas as pd import numpy as np import matplotlib.pyplot as plt from analogistics.statistics import time_series as ts from analogistics.supply_chain.information_framework import movementfunctionfromInventory from analogistics.explore import paretoDataframe def calculatePopularity(movements: pd.Series): """ Define the popularity for a SKU Args: movements (pd.Series): series of the movement with one item per day. Returns: pop_in (float): relative popularity IN per day. pop_out (float): realtiva popularity OUT per day. pop_absolute_in (float): popularity IN per day. pop_absolute_out (float): popularity OUT per day. """ pop_in = len(movements[movements > 0]) / len(movements) pop_out = len(movements[movements < 0]) / len(movements) pop_absolute_in = len(movements[movements > 0]) pop_absolute_out = len(movements[movements < 0]) return pop_in, pop_out, pop_absolute_in, pop_absolute_out def calculateCOI(inventory: pd.Series): """ Calculate the COI index of an SKU, given the inventory function Args: inventory (pd.Series): series of the inventory of an SKU. Returns: COI_in (float): COI index IN. COI_out (float): COI index OUT. """ # define inventory from movements movements = movementfunctionfromInventory(inventory) movements = movements.dropna() pop_in, pop_out, _, _ = calculatePopularity(movements['QUANTITY']) # calculate daily COI I_t_avg = np.nanmean(inventory) if I_t_avg > 0: COI_in = pop_in / I_t_avg COI_out = pop_out / I_t_avg else: COI_in = COI_out = np.nan return COI_in, COI_out def calculateTurn(inventory: pd.Series): """ Calculate the TURN index of an SKU, given the inventory function Args: inventory (pd.series): series of the inventory of an SKU. Returns: turn (float): Output turn index. """ # define inventory from movements movements = movementfunctionfromInventory(inventory) movements = movements.dropna() # calculate the average outbound quantity per day out_qty_day = -np.sum(movements[movements['QUANTITY'] < 0]['QUANTITY']) / len(movements) # calculate average inventory quantity I_t_avg = np.nanmean(inventory) if I_t_avg > 0: turn = out_qty_day / I_t_avg else: turn = np.nan return turn def calculateOrderCompletion(D_mov: pd.DataFrame, itemcode: str, itemfield: str = 'ITEMCODE', ordercodefield: str = 'ORDERCODE'): """ calculate the Order Completion (OC) index Args: D_mov (pd.DataFrame): dataframe with movements reporting ordercode and itemcode columns. itemcode (str): itemcode to calculate the order competion (OC) index. itemfield (str, optional): string name of D_mov clumn with itemcode. Defaults to 'ITEMCODE'. ordercodefield (str, optional): string name of D_mov clumn with ordercode. Defaults to 'ORDERCODE'. Returns: OC (float): Output OC index. """ # clean data D_mov = D_mov[[itemfield, ordercodefield]] D_mov = D_mov[D_mov[ordercodefield] != 'nan'] D_mov = D_mov.dropna() D_mov = D_mov.reset_index() orders = list(set(D_mov[D_mov[itemfield] == itemcode][ordercodefield])) idx = [j in orders for j in D_mov[ordercodefield]] D_orders = D_mov.loc[idx] OC = 0 for ordercode in orders: D_orders_filtered = D_orders[D_orders[ordercodefield] == ordercode] OC = OC + 1 / len(D_orders_filtered) return OC def fourierAnalysisInventory(inventory: pd.Series): """ fourier analysis of the inventory curve Args: inventory (pd.series): list of inventory values. Returns: first_carrier (TYPE): frequency (in 1/days) with the highest amplitude value. period (TYPE): period (in days) associated with the frequency with the highest amplitude value. """ D = ts.fourierAnalysis(np.array(inventory)) D = D.sort_values(by='Amplitude', ascending=False) first_carrier = D.iloc[0]['Frequency_domain_value'] # 1 / days period = 1 / first_carrier return first_carrier, period def updatePopularity(D_SKUs: pd.DataFrame): """ Update the popularity index Args: D_SKUs (pd.dataFrame): Input dataframe with SKUs. Returns: D_SKUs (pd.DataFrame): Output DataFrame with updated popularity. """ # create results columns D_SKUs['POP_IN'] = np.nan D_SKUs['POP_OUT'] = np.nan D_SKUs['POP_IN_TOT'] = np.nan D_SKUs['POP_OUT_TOT'] = np.nan for index, row in D_SKUs.iterrows(): # select inventory curve I_t = D_SKUs.loc[index]['INVENTORY_QTY'] # calculate the popularity movements = movementfunctionfromInventory(I_t) movements = movements.dropna() if len(movements) > 0: POP_IN, POP_OUT, POP_IN_TOT, POP_OUT_TOT = calculatePopularity(movements['QUANTITY']) # update the dataframe D_SKUs.at[index, 'POP_IN'] = POP_IN D_SKUs.at[index, 'POP_OUT'] = POP_OUT D_SKUs.at[index, 'POP_IN_TOT'] = POP_IN_TOT D_SKUs.at[index, 'POP_OUT_TOT'] = POP_OUT_TOT return D_SKUs def updateCOI(D_SKUs: pd.DataFrame): """ Update the COI index Args: D_SKUs (pd.DataFrame): Input dataframe with SKUs. Returns: D_SKUs (pd.DataFrame): Output DataFrame with updated COI. """ # create result columns D_SKUs['COI_IN'] = np.nan D_SKUs['COI_OUT'] = np.nan for index, row in D_SKUs.iterrows(): # select inventory curve I_t = D_SKUs.loc[index]['INVENTORY_QTY'] # calculate the popularity movements = movementfunctionfromInventory(I_t) movements = movements.dropna() if len(movements) > 0: COI_IN, COI_OUT = calculateCOI(I_t) # update the dataframe D_SKUs.at[index, 'COI_IN'] = COI_IN D_SKUs.at[index, 'COI_OUT'] = COI_OUT return D_SKUs def updateTURN(D_SKUs: pd.DataFrame): """ Update TURN index Args: D_SKUs (pd.DataFrame): Input dataframe with SKUs. Returns: D_SKUs (TYPE): Output DataFrame with updated TURN. """ # create result columns D_SKUs['TURN'] = np.nan for index, row in D_SKUs.iterrows(): # select inventory curve I_t = D_SKUs.loc[index]['INVENTORY_QTY'] # calculate the popularity movements = movementfunctionfromInventory(I_t) movements = movements.dropna() if len(movements) > 0: TURN = calculateTurn(I_t) # update the dataframe D_SKUs.at[index, 'TURN'] = TURN return D_SKUs def updateOrderCompletion(D_SKUs: pd.DataFrame, D_mov: pd.DataFrame): """ Update OC index Args: D_SKUs (pd.DataFrame): Input dataframe with SKUs. D_mov (pd.DataFrame): Input dataframe with movements. Returns: D_SKUs (pd.dataFrame): Output DataFrame with updated OC. """ # create result columns D_SKUs['OC'] = np.nan for index, row in D_SKUs.iterrows(): part = row['ITEMCODE'] # calculate the popularity OC = calculateOrderCompletion(D_mov, part, itemfield='ITEMCODE', ordercodefield='ORDERCODE') # update the dataframe D_SKUs.at[index, 'OC'] = OC return D_SKUs def updateFourieranalysis(D_SKUs: pd.DataFrame): """ Update the Fourier Analysis Args: D_SKUs (pd.DataFrame): Input dataframe with SKUs. Returns: D_SKUs (pd.DataFrame): Output DataFrame with updated fourier analysis. """ # create result columns D_SKUs['FOURIER_CARRIER'] = np.nan D_SKUs['FOURIER_PERIOD'] = np.nan for index, row in D_SKUs.iterrows(): # select inventory curve I_t = D_SKUs.loc[index]['INVENTORY_QTY'] # calculate the popularity movements = movementfunctionfromInventory(I_t) movements = movements.dropna() if len(movements) > 0: carrier, period = fourierAnalysisInventory(I_t) # update the dataframe D_SKUs.at[index, 'FOURIER_CARRIER'] = carrier D_SKUs.at[index, 'FOURIER_PERIOD'] = period return D_SKUs # %% PARETO AND HISTOGRAM PLOT def whIndexParetoPlot(D_SKUs: pd.DataFrame, columnIndex: str): """ Define the Pareto and histogram plot for a WH index Args: D_SKUs (pd.DataFrame): Input dataframe with SKUs. columnIndex (str): Name of the index to plot. Returns: output_figures (dict): Output dictionary with figures. """ output_figures = {} # define the pareto values D_SKUs_pop = paretoDataframe(D_SKUs, columnIndex) # build the pareto figures fig1 = plt.figure() plt.plot(np.arange(0, len(D_SKUs_pop)), D_SKUs_pop[f"{columnIndex}_CUM"], color='orange') plt.title(f"{columnIndex} Pareto curve") plt.xlabel("N. of SKUs") plt.ylabel("Popularity percentage") # save the Pareto figure output_figures[f"{columnIndex}_pareto"] = fig1 fig2 = plt.figure() plt.hist(D_SKUs_pop[columnIndex], color='orange') plt.title(f"{columnIndex} histogram") plt.xlabel(f"{columnIndex}") plt.ylabel("Frequency") # save the Pareto figure output_figures[f"{columnIndex}_hist"] = fig2 return output_figures
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20520, 796, 37586, 62, 12425, 198, 220, 220, 220, 220, 220, 220, 220, 220, 220, 220, 220, 360, 62, 18831, 5842, 13, 265, 58, 9630, 11, 705, 47, 3185, 62, 1268, 62, 51, 2394, 20520, 796, 37586, 62, 1268, 62, 51, 2394, 198, 220, 220, 220, 220, 220, 220, 220, 220, 220, 220, 220, 360, 62, 18831, 5842, 13, 265, 58, 9630, 11, 705, 47, 3185, 62, 12425, 62, 51, 2394, 20520, 796, 37586, 62, 12425, 62, 51, 2394, 198, 220, 220, 220, 1441, 360, 62, 18831, 5842, 628, 198, 4299, 4296, 8220, 40, 7, 35, 62, 18831, 5842, 25, 279, 67, 13, 6601, 19778, 2599, 198, 220, 220, 220, 37227, 198, 220, 220, 220, 10133, 262, 7375, 40, 6376, 628, 220, 220, 220, 943, 14542, 25, 198, 220, 220, 220, 220, 220, 220, 220, 360, 62, 18831, 5842, 357, 30094, 13, 6601, 19778, 2599, 23412, 1366, 14535, 351, 14277, 5842, 13, 628, 220, 220, 220, 16409, 25, 198, 220, 220, 220, 220, 220, 220, 220, 360, 62, 18831, 5842, 357, 30094, 13, 6601, 19778, 2599, 25235, 6060, 19778, 351, 6153, 7375, 40, 13, 628, 220, 220, 220, 37227, 628, 220, 220, 220, 1303, 2251, 1255, 15180, 198, 220, 220, 220, 360, 62, 18831, 5842, 17816, 8220, 40, 62, 1268, 20520, 796, 45941, 13, 12647, 198, 220, 220, 220, 360, 62, 18831, 5842, 17816, 8220, 40, 62, 12425, 20520, 796, 45941, 13, 12647, 198, 220, 220, 220, 329, 6376, 11, 5752, 287, 360, 62, 18831, 5842, 13, 2676, 8516, 33529, 198, 220, 220, 220, 220, 220, 220, 220, 1303, 2922, 13184, 12133, 198, 220, 220, 220, 220, 220, 220, 220, 314, 62, 83, 796, 360, 62, 18831, 5842, 13, 17946, 58, 9630, 7131, 6, 1268, 53, 3525, 15513, 62, 48, 9936, 20520, 198, 220, 220, 220, 220, 220, 220, 220, 1303, 15284, 262, 11533, 198, 220, 220, 220, 220, 220, 220, 220, 8650, 796, 3356, 8818, 6738, 818, 17158, 7, 40, 62, 83, 8, 198, 220, 220, 220, 220, 220, 220, 220, 8650, 796, 8650, 13, 14781, 2616, 3419, 198, 220, 220, 220, 220, 220, 220, 220, 611, 18896, 7, 21084, 902, 8, 1875, 657, 25, 198, 220, 220, 220, 220, 220, 220, 220, 220, 220, 220, 220, 7375, 40, 62, 1268, 11, 7375, 40, 62, 12425, 796, 15284, 8220, 40, 7, 40, 62, 83, 8, 628, 220, 220, 220, 220, 220, 220, 220, 220, 220, 220, 220, 1303, 4296, 262, 1366, 14535, 198, 220, 220, 220, 220, 220, 220, 220, 220, 220, 220, 220, 360, 62, 18831, 5842, 13, 265, 58, 9630, 11, 705, 8220, 40, 62, 1268, 20520, 796, 7375, 40, 62, 1268, 198, 220, 220, 220, 220, 220, 220, 220, 220, 220, 220, 220, 360, 62, 18831, 5842, 13, 265, 58, 9630, 11, 705, 8220, 40, 62, 12425, 20520, 796, 7375, 40, 62, 12425, 628, 220, 220, 220, 1441, 360, 62, 18831, 5842, 628, 198, 4299, 4296, 51, 27064, 7, 35, 62, 18831, 5842, 25, 279, 67, 13, 6601, 19778, 2599, 198, 220, 220, 220, 37227, 198, 220, 220, 220, 10133, 309, 27064, 6376, 628, 220, 220, 220, 943, 14542, 25, 198, 220, 220, 220, 220, 220, 220, 220, 360, 62, 18831, 5842, 357, 30094, 13, 6601, 19778, 2599, 23412, 1366, 14535, 351, 14277, 5842, 13, 628, 220, 220, 220, 16409, 25, 198, 220, 220, 220, 220, 220, 220, 220, 360, 62, 18831, 5842, 357, 25216, 2599, 25235, 6060, 19778, 351, 6153, 309, 27064, 13, 628, 220, 220, 220, 37227, 628, 220, 220, 220, 1303, 2251, 1255, 15180, 198, 220, 220, 220, 360, 62, 18831, 5842, 17816, 51, 27064, 20520, 796, 45941, 13, 12647, 628, 220, 220, 220, 329, 6376, 11, 5752, 287, 360, 62, 18831, 5842, 13, 2676, 8516, 33529, 198, 220, 220, 220, 220, 220, 220, 220, 1303, 2922, 13184, 12133, 198, 220, 220, 220, 220, 220, 220, 220, 314, 62, 83, 796, 360, 62, 18831, 5842, 13, 17946, 58, 9630, 7131, 6, 1268, 53, 3525, 15513, 62, 48, 9936, 20520, 198, 220, 220, 220, 220, 220, 220, 220, 1303, 15284, 262, 11533, 198, 220, 220, 220, 220, 220, 220, 220, 8650, 796, 3356, 8818, 6738, 818, 17158, 7, 40, 62, 83, 8, 198, 220, 220, 220, 220, 220, 220, 220, 8650, 796, 8650, 13, 14781, 2616, 3419, 198, 220, 220, 220, 220, 220, 220, 220, 611, 18896, 7, 21084, 902, 8, 1875, 657, 25, 198, 220, 220, 220, 220, 220, 220, 220, 220, 220, 220, 220, 309, 27064, 796, 15284, 17278, 7, 40, 62, 83, 8, 628, 220, 220, 220, 220, 220, 220, 220, 220, 220, 220, 220, 1303, 4296, 262, 1366, 14535, 198, 220, 220, 220, 220, 220, 220, 220, 220, 220, 220, 220, 360, 62, 18831, 5842, 13, 265, 58, 9630, 11, 705, 51, 27064, 20520, 796, 309, 27064, 628, 220, 220, 220, 1441, 360, 62, 18831, 5842, 628, 198, 4299, 4296, 18743, 5377, 24547, 7, 35, 62, 18831, 5842, 25, 279, 67, 13, 6601, 19778, 11, 360, 62, 76, 709, 25, 279, 67, 13, 6601, 19778, 2599, 198, 220, 220, 220, 37227, 198, 220, 220, 220, 10133, 24775, 6376, 628, 220, 220, 220, 943, 14542, 25, 198, 220, 220, 220, 220, 220, 220, 220, 360, 62, 18831, 5842, 357, 30094, 13, 6601, 19778, 2599, 23412, 1366, 14535, 351, 14277, 5842, 13, 198, 220, 220, 220, 220, 220, 220, 220, 360, 62, 76, 709, 357, 30094, 13, 6601, 19778, 2599, 23412, 1366, 14535, 351, 8650, 13, 628, 220, 220, 220, 16409, 25, 198, 220, 220, 220, 220, 220, 220, 220, 360, 62, 18831, 5842, 357, 30094, 13, 7890, 19778, 2599, 25235, 6060, 19778, 351, 6153, 24775, 13, 628, 220, 220, 220, 37227, 628, 220, 220, 220, 1303, 2251, 1255, 15180, 198, 220, 220, 220, 360, 62, 18831, 5842, 17816, 4503, 20520, 796, 45941, 13, 12647, 628, 220, 220, 220, 329, 6376, 11, 5752, 287, 360, 62, 18831, 5842, 13, 2676, 8516, 33529, 628, 220, 220, 220, 220, 220, 220, 220, 636, 796, 5752, 17816, 2043, 3620, 34, 16820, 20520, 628, 220, 220, 220, 220, 220, 220, 220, 1303, 15284, 262, 11533, 198, 220, 220, 220, 220, 220, 220, 220, 24775, 796, 15284, 18743, 5377, 24547, 7, 35, 62, 76, 709, 11, 636, 11, 2378, 3245, 11639, 2043, 3620, 34, 16820, 3256, 1502, 19815, 891, 1164, 11639, 12532, 47691, 16820, 11537, 628, 220, 220, 220, 220, 220, 220, 220, 1303, 4296, 262, 1366, 14535, 198, 220, 220, 220, 220, 220, 220, 220, 360, 62, 18831, 5842, 13, 265, 58, 9630, 11, 705, 4503, 20520, 796, 24775, 628, 220, 220, 220, 1441, 360, 62, 18831, 5842, 628, 198, 4299, 4296, 37, 280, 5277, 20930, 7, 35, 62, 18831, 5842, 25, 279, 67, 13, 6601, 19778, 2599, 198, 220, 220, 220, 37227, 198, 220, 220, 220, 10133, 262, 34296, 5277, 14691, 628, 220, 220, 220, 943, 14542, 25, 198, 220, 220, 220, 220, 220, 220, 220, 360, 62, 18831, 5842, 357, 30094, 13, 6601, 19778, 2599, 23412, 1366, 14535, 351, 14277, 5842, 13, 628, 220, 220, 220, 16409, 25, 198, 220, 220, 220, 220, 220, 220, 220, 360, 62, 18831, 5842, 357, 30094, 13, 6601, 19778, 2599, 25235, 6060, 19778, 351, 6153, 46287, 5277, 3781, 13, 628, 220, 220, 220, 37227, 628, 220, 220, 220, 1303, 2251, 1255, 15180, 198, 220, 220, 220, 360, 62, 18831, 5842, 17816, 37, 2606, 7112, 1137, 62, 20034, 7112, 1137, 20520, 796, 45941, 13, 12647, 198, 220, 220, 220, 360, 62, 18831, 5842, 17816, 37, 2606, 7112, 1137, 62, 18973, 40, 3727, 20520, 796, 45941, 13, 12647, 628, 220, 220, 220, 329, 6376, 11, 5752, 287, 360, 62, 18831, 5842, 13, 2676, 8516, 33529, 198, 220, 220, 220, 220, 220, 220, 220, 1303, 2922, 13184, 12133, 198, 220, 220, 220, 220, 220, 220, 220, 314, 62, 83, 796, 360, 62, 18831, 5842, 13, 17946, 58, 9630, 7131, 6, 1268, 53, 3525, 15513, 62, 48, 9936, 20520, 198, 220, 220, 220, 220, 220, 220, 220, 1303, 15284, 262, 11533, 198, 220, 220, 220, 220, 220, 220, 220, 8650, 796, 3356, 8818, 6738, 818, 17158, 7, 40, 62, 83, 8, 198, 220, 220, 220, 220, 220, 220, 220, 8650, 796, 8650, 13, 14781, 2616, 3419, 198, 220, 220, 220, 220, 220, 220, 220, 611, 18896, 7, 21084, 902, 8, 1875, 657, 25, 198, 220, 220, 220, 220, 220, 220, 220, 220, 220, 220, 220, 11920, 11, 2278, 796, 46287, 5277, 32750, 818, 17158, 7, 40, 62, 83, 8, 628, 220, 220, 220, 220, 220, 220, 220, 220, 220, 220, 220, 1303, 4296, 262, 1366, 14535, 198, 220, 220, 220, 220, 220, 220, 220, 220, 220, 220, 220, 360, 62, 18831, 5842, 13, 265, 58, 9630, 11, 705, 37, 2606, 7112, 1137, 62, 20034, 7112, 1137, 20520, 796, 11920, 198, 220, 220, 220, 220, 220, 220, 220, 220, 220, 220, 220, 360, 62, 18831, 5842, 13, 265, 58, 9630, 11, 705, 37, 2606, 7112, 1137, 62, 18973, 40, 3727, 20520, 796, 2278, 628, 220, 220, 220, 1441, 360, 62, 18831, 5842, 628, 198, 2, 43313, 29463, 2767, 46, 5357, 367, 8808, 7730, 24115, 9297, 2394, 198, 198, 4299, 348, 15732, 47, 533, 1462, 43328, 7, 35, 62, 18831, 5842, 25, 279, 67, 13, 6601, 19778, 11, 5721, 15732, 25, 965, 2599, 198, 220, 220, 220, 37227, 198, 220, 220, 220, 2896, 500, 262, 350, 533, 1462, 290, 1554, 21857, 7110, 329, 257, 7655, 6376, 628, 220, 220, 220, 943, 14542, 25, 198, 220, 220, 220, 220, 220, 220, 220, 360, 62, 18831, 5842, 357, 30094, 13, 6601, 19778, 2599, 23412, 1366, 14535, 351, 14277, 5842, 13, 198, 220, 220, 220, 220, 220, 220, 220, 5721, 15732, 357, 2536, 2599, 6530, 286, 262, 6376, 284, 7110, 13, 628, 220, 220, 220, 16409, 25, 198, 220, 220, 220, 220, 220, 220, 220, 5072, 62, 5647, 942, 357, 11600, 2599, 25235, 22155, 351, 5538, 13, 628, 220, 220, 220, 37227, 628, 220, 220, 220, 5072, 62, 5647, 942, 796, 23884, 628, 220, 220, 220, 1303, 8160, 262, 279, 533, 1462, 3815, 198, 220, 220, 220, 360, 62, 18831, 5842, 62, 12924, 796, 279, 533, 1462, 6601, 14535, 7, 35, 62, 18831, 5842, 11, 5721, 15732, 8, 628, 220, 220, 220, 1303, 1382, 262, 279, 533, 1462, 5538, 198, 220, 220, 220, 2336, 16, 796, 458, 83, 13, 26875, 3419, 198, 220, 220, 220, 458, 83, 13, 29487, 7, 37659, 13, 283, 858, 7, 15, 11, 18896, 7, 35, 62, 18831, 5842, 62, 12924, 36911, 360, 62, 18831, 5842, 62, 12924, 58, 69, 1, 90, 28665, 15732, 92, 62, 34, 5883, 33116, 3124, 11639, 43745, 11537, 198, 220, 220, 220, 458, 83, 13, 7839, 7, 69, 1, 90, 28665, 15732, 92, 350, 533, 1462, 12133, 4943, 198, 220, 220, 220, 458, 83, 13, 87, 18242, 7203, 45, 13, 286, 14277, 5842, 4943, 198, 220, 220, 220, 458, 83, 13, 2645, 9608, 7203, 16979, 33737, 5873, 4943, 628, 220, 220, 220, 1303, 3613, 262, 350, 533, 1462, 3785, 198, 220, 220, 220, 5072, 62, 5647, 942, 58, 69, 1, 90, 28665, 15732, 92, 62, 79, 533, 1462, 8973, 796, 2336, 16, 628, 220, 220, 220, 2336, 17, 796, 458, 83, 13, 26875, 3419, 198, 220, 220, 220, 458, 83, 13, 10034, 7, 35, 62, 18831, 5842, 62, 12924, 58, 28665, 15732, 4357, 3124, 11639, 43745, 11537, 198, 220, 220, 220, 458, 83, 13, 7839, 7, 69, 1, 90, 28665, 15732, 92, 1554, 21857, 4943, 198, 220, 220, 220, 458, 83, 13, 87, 18242, 7, 69, 1, 90, 28665, 15732, 92, 4943, 198, 220, 220, 220, 458, 83, 13, 2645, 9608, 7203, 37, 28707, 4943, 628, 220, 220, 220, 1303, 3613, 262, 350, 533, 1462, 3785, 198, 220, 220, 220, 5072, 62, 5647, 942, 58, 69, 1, 90, 28665, 15732, 92, 62, 10034, 8973, 796, 2336, 17, 628, 220, 220, 220, 1441, 5072, 62, 5647, 942, 198 ]
2.352081
4,036
from gazette.spiders.base.fecam import FecamGazetteSpider
[ 6738, 308, 1031, 5857, 13, 2777, 4157, 13, 8692, 13, 69, 721, 321, 1330, 376, 721, 321, 38, 1031, 5857, 41294, 628 ]
2.681818
22
import math import pandas as pd from causallearn.utils.ScoreUtils import * def local_score_BIC(Data, i, PAi, parameters=None): ''' Calculate the *negative* local score with BIC for the linear Gaussian continue data case Parameters ---------- Data: ndarray, (sample, features) i: current index PAi: parent indexes parameters: lambda_value, the penalty discount of bic Returns ------- score: local BIC score ''' if parameters is None: lambda_value = 1 else: lambda_value = parameters['lambda_value'] Data = np.mat(Data) T = Data.shape[0] X = Data[:, i] if len(PAi) != 0: PA = Data[:, PAi] D = PA.shape[1] # derive the parameters by maximum likelihood H = PA * pdinv(PA.T * PA) * PA.T E = X - H * X sigma2 = np.sum(np.power(E, 2)) / T # BIC score = T * np.log(sigma2) + lambda_value * D * np.log(T) else: sigma2 = np.sum(np.power(X, 2)) / T # BIC score = T * np.log(sigma2) return score def local_score_BDeu(Data, i, PAi, parameters=None): ''' Calculate the *negative* local score with BDeu for the discrete case Parameters ---------- Data: (sample, features) i: current index PAi: parent indexes parameters: sample_prior: sample prior structure_prior: structure prior r_i_map: number of states of the finite random variable X_{i} Returns ------- score: local BDeu score ''' if parameters is None: sample_prior = 1 # default sample_prior = 1 structure_prior = 1 # default structure_prior = 1 r_i_map = {i: len(np.unique(np.asarray(Data[:, i]))) for i in range(Data.shape[1])} else: sample_prior = parameters['sample_prior'] structure_prior = parameters['structure_prior'] r_i_map = parameters['r_i_map'] # calculate q_{i} q_i = 1 for pa in PAi: q_i *= r_i_map[pa] if len(PAi) != 0: # calculate N_{ij} names = ['x{}'.format(i) for i in range(Data.shape[1])] Data_pd = pd.DataFrame(Data, columns=names) parant_names = ['x{}'.format(i) for i in PAi] Data_pd_group_Nij = Data_pd.groupby(parant_names) Nij_map = {key: len(Data_pd_group_Nij.indices.get(key)) for key in Data_pd_group_Nij.indices.keys()} Nij_map_keys_list = list(Nij_map.keys()) # calculate N_{ijk} Nijk_map = {ij: Data_pd_group_Nij.get_group(ij).groupby('x{}'.format(i)).apply(len).reset_index() for ij in Nij_map.keys()} for v in Nijk_map.values(): v.columns = ['x{}'.format(i), 'times'] else: # calculate N_{ij} names = ['x{}'.format(i) for i in range(Data.shape[1])] Nij_map = {'': len(Data[:, i])} Nij_map_keys_list = [''] Data_pd = pd.DataFrame(Data, columns=names) # calculate N_{ijk} Nijk_map = {ij: Data_pd.groupby('x{}'.format(i)).apply(len).reset_index() for ij in Nij_map_keys_list} for v in Nijk_map.values(): v.columns = ['x{}'.format(i), 'times'] BDeu_score = 0 # first term vm = Data.shape[0] - 1 BDeu_score += len(PAi) * np.log(structure_prior / vm) + (vm - len(PAi)) * np.log(1 - (structure_prior / vm)) # second term for pa in range(len(Nij_map_keys_list)): Nij = Nij_map.get(Nij_map_keys_list[pa]) first_term = math.lgamma(sample_prior / q_i) - math.lgamma(Nij + sample_prior / q_i) second_term = 0 Nijk_list = Nijk_map.get(Nij_map_keys_list[pa])['times'].to_numpy() for Nijk in Nijk_list: second_term += math.lgamma(Nijk + sample_prior / (r_i_map[i] * q_i)) - math.lgamma( sample_prior / (r_i_map[i] * q_i)) BDeu_score += first_term + second_term return -BDeu_score def local_score_cv_general(Data, Xi, PAi, parameters): ''' Calculate the local score using negative k-fold cross-validated log likelihood as the score based on a regression model in RKHS Parameters ---------- Data: (sample, features) i: current index PAi: parent indexes parameters: kfold: k-fold cross validation lambda: regularization parameter Returns ------- score: local score ''' Data = np.mat(Data) PAi = list(PAi) T = Data.shape[0] X = Data[:, Xi] var_lambda = parameters['lambda'] # regularization parameter k = parameters['kfold'] # k-fold cross validation n0 = math.floor(T / k) gamma = 0.01 Thresh = 1E-5 if (len(PAi)): PA = Data[:, PAi] # set the kernel for X GX = np.sum(np.multiply(X, X), axis=1) Q = np.tile(GX, (1, T)) R = np.tile(GX.T, (T, 1)) dists = Q + R - 2 * X * X.T dists = dists - np.tril(dists) dists = np.reshape(dists, (T ** 2, 1)) width = np.sqrt(0.5 * np.median(dists[np.where(dists > 0)], axis=1)[0, 0]) # median value width = width * 2 theta = 1 / (width ** 2) Kx, _ = kernel(X, X, (theta, 1)) # Gaussian kernel H0 = np.mat(np.eye(T)) - np.mat(np.ones((T, T))) / (T) # for centering of the data in feature space Kx = H0 * Kx * H0 # kernel matrix for X # eig_Kx, eix = eigdec((Kx + Kx.T)/2, np.min([400, math.floor(T/2)]), evals_only=False) # /2 # IIx = np.where(eig_Kx > np.max(eig_Kx) * Thresh)[0] # eig_Kx = eig_Kx[IIx] # eix = eix[:, IIx] # mx = len(IIx) # set the kernel for PA Kpa = np.mat(np.ones((T, T))) for m in range(PA.shape[1]): G = np.sum((np.multiply(PA[:, m], PA[:, m])), axis=1) Q = np.tile(G, (1, T)) R = np.tile(G.T, (T, 1)) dists = Q + R - 2 * PA[:, m] * PA[:, m].T dists = dists - np.tril(dists) dists = np.reshape(dists, (T ** 2, 1)) width = np.sqrt(0.5 * np.median(dists[np.where(dists > 0)], axis=1)[0, 0]) # median value width = width * 2 theta = 1 / (width ** 2) Kpa = np.multiply(Kpa, kernel(PA[:, m], PA[:, m], (theta, 1))[0]) H0 = np.mat(np.eye(T)) - np.mat(np.ones((T, T))) / (T) # for centering of the data in feature space Kpa = H0 * Kpa * H0 # kernel matrix for PA CV = 0 for kk in range(k): if (kk == 0): Kx_te = Kx[0:n0, 0:n0] Kx_tr = Kx[n0: T, n0: T] Kx_tr_te = Kx[n0: T, 0: n0] Kpa_te = Kpa[0:n0, 0: n0] Kpa_tr = Kpa[n0: T, n0: T] Kpa_tr_te = Kpa[n0: T, 0: n0] nv = n0 # sample size of validated data if (kk == k - 1): Kx_te = Kx[kk * n0:T, kk * n0: T] Kx_tr = Kx[0:kk * n0, 0: kk * n0] Kx_tr_te = Kx[0:kk * n0, kk * n0: T] Kpa_te = Kpa[kk * n0:T, kk * n0: T] Kpa_tr = Kpa[0: kk * n0, 0: kk * n0] Kpa_tr_te = Kpa[0:kk * n0, kk * n0: T] nv = T - kk * n0 if (kk < k - 1 and kk > 0): Kx_te = Kx[kk * n0: (kk + 1) * n0, kk * n0: (kk + 1) * n0] Kx_tr = Kx[np.ix_(np.concatenate([np.arange(0, kk * n0), np.arange((kk + 1) * n0, T)]), np.concatenate([np.arange(0, kk * n0), np.arange((kk + 1) * n0, T)]))] Kx_tr_te = Kx[np.ix_(np.concatenate([np.arange(0, kk * n0), np.arange((kk + 1) * n0, T)]), np.arange(kk * n0, (kk + 1) * n0))] Kpa_te = Kpa[kk * n0: (kk + 1) * n0, kk * n0: (kk + 1) * n0] Kpa_tr = Kpa[np.ix_(np.concatenate([np.arange(0, kk * n0), np.arange((kk + 1) * n0, T)]), np.concatenate([np.arange(0, kk * n0), np.arange((kk + 1) * n0, T)]))] Kpa_tr_te = Kpa[np.ix_(np.concatenate([np.arange(0, kk * n0), np.arange((kk + 1) * n0, T)]), np.arange(kk * n0, (kk + 1) * n0))] nv = n0 n1 = T - nv tmp1 = pdinv(Kpa_tr + n1 * var_lambda * np.mat(np.eye(n1))) tmp2 = tmp1 * Kx_tr * tmp1 tmp3 = tmp1 * pdinv(np.mat(np.eye(n1)) + n1 * var_lambda ** 2 / gamma * tmp2) * tmp1 A = (Kx_te + Kpa_tr_te.T * tmp2 * Kpa_tr_te - 2 * Kx_tr_te.T * tmp1 * Kpa_tr_te - n1 * var_lambda ** 2 / gamma * Kx_tr_te.T * tmp3 * Kx_tr_te - n1 * var_lambda ** 2 / gamma * Kpa_tr_te.T * tmp1 * Kx_tr * tmp3 * Kx_tr * tmp1 * Kpa_tr_te + 2 * n1 * var_lambda ** 2 / gamma * Kx_tr_te.T * tmp3 * Kx_tr * tmp1 * Kpa_tr_te) / gamma B = n1 * var_lambda ** 2 / gamma * tmp2 + np.mat(np.eye(n1)) L = np.linalg.cholesky(B) C = np.sum(np.log(np.diag(L))) # CV = CV + (nv*nv*log(2*pi) + nv*C + nv*mx*log(gamma) + trace(A))/2; CV = CV + (nv * nv * np.log(2 * np.pi) + nv * C + np.trace(A)) / 2 CV = CV / k else: # set the kernel for X GX = np.sum(np.multiply(X, X), axis=1) Q = np.tile(GX, (1, T)) R = np.tile(GX.T, (T, 1)) dists = Q + R - 2 * X * X.T dists = dists - np.tril(dists) dists = np.reshape(dists, (T ** 2, 1)) width = np.sqrt(0.5 * np.median(dists[np.where(dists > 0)], axis=1)[0, 0]) # median value width = width * 2 theta = 1 / (width ** 2) Kx, _ = kernel(X, X, (theta, 1)) # Gaussian kernel H0 = np.mat(np.eye(T)) - np.mat(np.ones((T, T))) / (T) # for centering of the data in feature space Kx = H0 * Kx * H0 # kernel matrix for X # eig_Kx, eix = eigdec((Kx + Kx.T) / 2, np.min([400, math.floor(T / 2)]), evals_only=False) # /2 # IIx = np.where(eig_Kx > np.max(eig_Kx) * Thresh)[0] # mx = len(IIx) CV = 0 for kk in range(k): if (kk == 0): Kx_te = Kx[kk * n0: (kk + 1) * n0, kk * n0: (kk + 1) * n0] Kx_tr = Kx[(kk + 1) * n0:T, (kk + 1) * n0: T] Kx_tr_te = Kx[(kk + 1) * n0:T, kk * n0: (kk + 1) * n0] nv = n0 if (kk == k - 1): Kx_te = Kx[kk * n0: T, kk * n0: T] Kx_tr = Kx[0: kk * n0, 0: kk * n0] Kx_tr_te = Kx[0:kk * n0, kk * n0: T] nv = T - kk * n0 if (kk < k - 1 and kk > 0): Kx_te = Kx[kk * n0: (kk + 1) * n0, kk * n0: (kk + 1) * n0] Kx_tr = Kx[np.ix_(np.concatenate([np.arange(0, kk * n0), np.arange((kk + 1) * n0, T)]), np.concatenate([np.arange(0, kk * n0), np.arange((kk + 1) * n0, T)]))] Kx_tr_te = Kx[np.ix_(np.concatenate([np.arange(0, kk * n0), np.arange((kk + 1) * n0, T)]), np.arange(kk * n0, (kk + 1) * n0))] nv = n0 n1 = T - nv A = (Kx_te - 1 / (gamma * n1) * Kx_tr_te.T * pdinv( np.mat(np.eye(n1)) + 1 / (gamma * n1) * Kx_tr) * Kx_tr_te) / gamma B = 1 / (gamma * n1) * Kx_tr + np.mat(np.eye(n1)) L = np.linalg.cholesky(B) C = np.sum(np.log(np.diag(L))) # CV = CV + (nv*nv*log(2*pi) + nv*C + nv*mx*log(gamma) + trace(A))/2; CV = CV + (nv * nv * np.log(2 * np.pi) + nv * C + np.trace(A)) / 2 CV = CV / k score = CV # negative cross-validated likelihood return score def local_score_cv_multi(Data, Xi, PAi, parameters): ''' Calculate the local score using negative k-fold cross-validated log likelihood as the score based on a regression model in RKHS for variables with multi-variate dimensions Parameters ---------- Data: (sample, features) i: current index PAi: parent indexes parameters: kfold: k-fold cross validation lambda: regularization parameter dlabel: for variables with multi-dimensions, indicate which dimensions belong to the i-th variable. Returns ------- score: local score ''' T = Data.shape[0] X = Data[:, parameters['dlabel'][Xi]] var_lambda = parameters['lambda'] # regularization parameter k = parameters['kfold'] # k-fold cross validation n0 = math.floor(T / k) gamma = 0.01 Thresh = 1E-5 if (len(PAi)): # set the kernel for X GX = np.sum(np.multiply(X, X), axis=1) Q = np.tile(GX, (1, T)) R = np.tile(GX.T, (T, 1)) dists = Q + R - 2 * X * X.T dists = dists - np.tril(dists) dists = np.reshape(dists, (T ** 2, 1)) width = np.sqrt(0.5 * np.median(dists[np.where(dists > 0)], axis=1)[0, 0]) # median value width = width * 3 ### theta = 1 / (width ** 2 * X.shape[1]) # Kx, _ = kernel(X, X, (theta, 1)) # Gaussian kernel H0 = np.mat(np.eye(T)) - np.mat(np.ones((T, T))) / (T) # for centering of the data in feature space Kx = H0 * Kx * H0 # kernel matrix for X # set the kernel for PA Kpa = np.mat(np.ones((T, T))) for m in range(len(PAi)): PA = Data[:, parameters['dlabel'][PAi[m]]] G = np.sum((np.multiply(PA, PA)), axis=1) Q = np.tile(G, (1, T)) R = np.tile(G.T, (T, 1)) dists = Q + R - 2 * PA * PA.T dists = dists - np.tril(dists) dists = np.reshape(dists, (T ** 2, 1)) width = np.sqrt(0.5 * np.median(dists[np.where(dists > 0)], axis=1)[0, 0]) # median value width = width * 3 ### theta = 1 / (width ** 2 * PA.shape[1]) Kpa = np.multiply(Kpa, kernel(PA, PA, (theta, 1))[0]) H0 = np.mat(np.eye(T)) - np.mat(np.ones((T, T))) / (T) # for centering of the data in feature space Kpa = H0 * Kpa * H0 # kernel matrix for PA CV = 0 for kk in range(k): if (kk == 0): Kx_te = Kx[0:n0, 0:n0] Kx_tr = Kx[n0: T, n0: T] Kx_tr_te = Kx[n0: T, 0: n0] Kpa_te = Kpa[0:n0, 0: n0] Kpa_tr = Kpa[n0: T, n0: T] Kpa_tr_te = Kpa[n0: T, 0: n0] nv = n0 # sample size of validated data if (kk == k - 1): Kx_te = Kx[kk * n0:T, kk * n0: T] Kx_tr = Kx[0:kk * n0, 0: kk * n0] Kx_tr_te = Kx[0:kk * n0, kk * n0: T] Kpa_te = Kpa[kk * n0:T, kk * n0: T] Kpa_tr = Kpa[0: kk * n0, 0: kk * n0] Kpa_tr_te = Kpa[0:kk * n0, kk * n0: T] nv = T - kk * n0 if (kk < k - 1 and kk > 0): Kx_te = Kx[kk * n0: (kk + 1) * n0, kk * n0: (kk + 1) * n0] Kx_tr = Kx[np.ix_(np.concatenate([np.arange(0, kk * n0), np.arange((kk + 1) * n0, T)]), np.concatenate([np.arange(0, kk * n0), np.arange((kk + 1) * n0, T)]))] Kx_tr_te = Kx[np.ix_(np.concatenate([np.arange(0, kk * n0), np.arange((kk + 1) * n0, T)]), np.arange(kk * n0, (kk + 1) * n0))] Kpa_te = Kpa[kk * n0: (kk + 1) * n0, kk * n0: (kk + 1) * n0] Kpa_tr = Kpa[np.ix_(np.concatenate([np.arange(0, kk * n0), np.arange((kk + 1) * n0, T)]), np.concatenate([np.arange(0, kk * n0), np.arange((kk + 1) * n0, T)]))] Kpa_tr_te = Kpa[np.ix_(np.concatenate([np.arange(0, kk * n0), np.arange((kk + 1) * n0, T)]), np.arange(kk * n0, (kk + 1) * n0))] nv = n0 n1 = T - nv tmp1 = pdinv(Kpa_tr + n1 * var_lambda * np.mat(np.eye(n1))) tmp2 = tmp1 * Kx_tr * tmp1 tmp3 = tmp1 * pdinv(np.mat(np.eye(n1)) + n1 * var_lambda ** 2 / gamma * tmp2) * tmp1 A = (Kx_te + Kpa_tr_te.T * tmp2 * Kpa_tr_te - 2 * Kx_tr_te.T * tmp1 * Kpa_tr_te - n1 * var_lambda ** 2 / gamma * Kx_tr_te.T * tmp3 * Kx_tr_te - n1 * var_lambda ** 2 / gamma * Kpa_tr_te.T * tmp1 * Kx_tr * tmp3 * Kx_tr * tmp1 * Kpa_tr_te + 2 * n1 * var_lambda ** 2 / gamma * Kx_tr_te.T * tmp3 * Kx_tr * tmp1 * Kpa_tr_te) / gamma B = n1 * var_lambda ** 2 / gamma * tmp2 + np.mat(np.eye(n1)) L = np.linalg.cholesky(B) C = np.sum(np.log(np.diag(L))) # CV = CV + (nv*nv*log(2*pi) + nv*C + nv*mx*log(gamma) + trace(A))/2; CV = CV + (nv * nv * np.log(2 * np.pi) + nv * C + np.trace(A)) / 2 CV = CV / k else: # set the kernel for X GX = np.sum(np.multiply(X, X), axis=1) Q = np.tile(GX, (1, T)) R = np.tile(GX.T, (T, 1)) dists = Q + R - 2 * X * X.T dists = dists - np.tril(dists) dists = np.reshape(dists, (T ** 2, 1)) width = np.sqrt(0.5 * np.median(dists[np.where(dists > 0)], axis=1)[0, 0]) # median value width = width * 3 ### theta = 1 / (width ** 2 * X.shape[1]) # Kx, _ = kernel(X, X, (theta, 1)) # Gaussian kernel H0 = np.mat(np.eye(T)) - np.mat(np.ones((T, T))) / (T) # for centering of the data in feature space Kx = H0 * Kx * H0 # kernel matrix for X CV = 0 for kk in range(k): if (kk == 0): Kx_te = Kx[kk * n0: (kk + 1) * n0, kk * n0: (kk + 1) * n0] Kx_tr = Kx[(kk + 1) * n0:T, (kk + 1) * n0: T] Kx_tr_te = Kx[(kk + 1) * n0:T, kk * n0: (kk + 1) * n0] nv = n0 if (kk == k - 1): Kx_te = Kx[kk * n0: T, kk * n0: T] Kx_tr = Kx[0: kk * n0, 0: kk * n0] Kx_tr_te = Kx[0:kk * n0, kk * n0: T] nv = T - kk * n0 if (kk < k - 1 and kk > 0): Kx_te = Kx[kk * n0: (kk + 1) * n0, kk * n0: (kk + 1) * n0] Kx_tr = Kx[np.ix_(np.concatenate([np.arange(0, kk * n0), np.arange((kk + 1) * n0, T)]), np.concatenate([np.arange(0, kk * n0), np.arange((kk + 1) * n0, T)]))] Kx_tr_te = Kx[np.ix_(np.concatenate([np.arange(0, kk * n0), np.arange((kk + 1) * n0, T)]), np.arange(kk * n0, (kk + 1) * n0))] nv = n0 n1 = T - nv A = (Kx_te - 1 / (gamma * n1) * Kx_tr_te.T * pdinv( np.mat(np.eye(n1)) + 1 / (gamma * n1) * Kx_tr) * Kx_tr_te) / gamma B = 1 / (gamma * n1) * Kx_tr + np.mat(np.eye(n1)) L = np.linalg.cholesky(B) C = np.sum(np.log(np.diag(L))) # CV = CV + (nv*nv*log(2*pi) + nv*C + nv*mx*log(gamma) + trace(A))/2; CV = CV + (nv * nv * np.log(2 * np.pi) + nv * C + np.trace(A)) / 2 CV = CV / k score = CV # negative cross-validated likelihood return score def local_score_marginal_general(Data, Xi, PAi, parameters): ''' Calculate the local score by negative marginal likelihood based on a regression model in RKHS Parameters ---------- Data: (sample, features) i: current index PAi: parent indexes parameters: None Returns ------- score: local score ''' T = Data.shape[0] X = Data[:, Xi] dX = X.shape[1] # set the kernel for X GX = np.sum(np.multiply(X, X), axis=1) Q = np.tile(GX, (1, T)) R = np.tile(GX.T, (T, 1)) dists = Q + R - 2 * X * X.T dists = dists - np.tril(dists) dists = np.reshape(dists, (T ** 2, 1)) width = np.sqrt(0.5 * np.median(dists[np.where(dists > 0)], axis=1)[0, 0]) width = width * 2.5 # kernel width theta = 1 / (width ** 2) H = np.mat(np.eye(T)) - np.mat(np.ones((T, T))) / T Kx, _ = kernel(X, X, (theta, 1)) Kx = H * Kx * H Thresh = 1E-5 eig_Kx, eix = eigdec((Kx + Kx.T) / 2, np.min([400, math.floor(T / 4)]), evals_only=False) # /2 IIx = np.where(eig_Kx > np.max(eig_Kx) * Thresh)[0] eig_Kx = eig_Kx[IIx] eix = eix[:, IIx] if (len(PAi)): PA = Data[:, PAi] widthPA = np.mat(np.empty((PA.shape[1], 1))) # set the kernel for PA for m in range(PA.shape[1]): G = np.sum((np.multiply(PA[:, m], PA[:, m])), axis=1) Q = np.tile(G, (1, T)) R = np.tile(G.T, (T, 1)) dists = Q + R - 2 * PA[:, m] * PA[:, m].T dists = dists - np.tril(dists) dists = np.reshape(dists, (T ** 2, 1)) widthPA[m] = np.sqrt(0.5 * np.median(dists[np.where(dists > 0)], axis=1)[0, 0]) widthPA = widthPA * 2.5 # kernel width covfunc = np.asarray(['covSum', ['covSEard', 'covNoise']]) logtheta0 = np.vstack([np.log(widthPA), 0, np.log(np.sqrt(0.1))]) logtheta, fvals, iter = minimize(logtheta0, 'gpr_multi_new', -300, covfunc, PA, 2 * np.sqrt(T) * eix * np.diag(np.sqrt(eig_Kx)) / np.sqrt(eig_Kx[0])) nlml, dnlml = gpr_multi_new(logtheta, covfunc, PA, 2 * np.sqrt(T) * eix * np.diag(np.sqrt(eig_Kx)) / np.sqrt(eig_Kx[0]), nargout=2) else: covfunc = np.asarray(['covSum', ['covSEard', 'covNoise']]) PA = np.mat(np.zeros((T, 1))) logtheta0 = np.mat([100, 0, np.log(np.sqrt(0.1))]).T logtheta, fvals, iter = minimize(logtheta0, 'gpr_multi_new', -300, covfunc, PA, 2 * np.sqrt(T) * eix * np.diag(np.sqrt(eig_Kx)) / np.sqrt(eig_Kx[0])) nlml, dnlml = gpr_multi_new(logtheta, covfunc, PA, 2 * np.sqrt(T) * eix * np.diag(np.sqrt(eig_Kx)) / np.sqrt(eig_Kx[0]), nargout=2) score = nlml # negative log-likelihood return score def local_score_marginal_multi(Data, Xi, PAi, parameters): ''' Calculate the local score by negative marginal likelihood based on a regression model in RKHS for variables with multi-variate dimensions Parameters ---------- Data: (sample, features) i: current index PAi: parent indexes parameters: dlabel: for variables with multi-dimensions, indicate which dimensions belong to the i-th variable. Returns ------- score: local score ''' T = Data.shape[0] X = Data[:, parameters['dlabel'][Xi]] dX = X.shape[1] # set the kernel for X GX = np.sum(np.multiply(X, X), axis=1) Q = np.tile(GX, (1, T)) R = np.tile(GX.T, (T, 1)) dists = Q + R - 2 * X * X.T dists = dists - np.tril(dists) dists = np.reshape(dists, (T ** 2, 1)) widthX = np.sqrt(0.5 * np.median(dists[np.where(dists > 0)], axis=1)[0, 0]) widthX = widthX * 2.5 # kernel width theta = 1 / (widthX ** 2) H = np.mat(np.eye(T)) - np.mat(np.ones((T, T))) / T Kx, _ = kernel(X, X, (theta, 1)) Kx = H * Kx * H Thresh = 1E-5 eig_Kx, eix = eigdec((Kx + Kx.T) / 2, np.min([400, math.floor(T / 4)]), evals_only=False) # /2 IIx = np.where(eig_Kx > np.max(eig_Kx) * Thresh)[0] eig_Kx = eig_Kx[IIx] eix = eix[:, IIx] if (len(PAi)): widthPA_all = np.mat(np.empty((1, 0))) # set the kernel for PA PA_all = np.mat(np.empty((Data.shape[0], 0))) for m in range(len(PAi)): PA = Data[:, parameters['dlabel'][PAi[m]]] PA_all = np.hstack([PA_all, PA]) G = np.sum((np.multiply(PA, PA)), axis=1) Q = np.tile(G, (1, T)) R = np.tile(G.T, (T, 1)) dists = Q + R - 2 * PA * PA.T dists = dists - np.tril(dists) dists = np.reshape(dists, (T ** 2, 1)) widthPA = np.sqrt(0.5 * np.median(dists[np.where(dists > 0)], axis=1)[0, 0]) widthPA_all = np.hstack( [widthPA_all, widthPA * np.mat(np.ones((1, np.size(parameters['dlabel'][PAi[m]]))))]) widthPA_all = widthPA_all * 2.5 # kernel width covfunc = np.asarray(['covSum', ['covSEard', 'covNoise']]) logtheta0 = np.vstack([np.log(widthPA_all.T), 0, np.log(np.sqrt(0.1))]) logtheta, fvals, iter = minimize(logtheta0, 'gpr_multi_new', -300, covfunc, PA_all, 2 * np.sqrt(T) * eix * np.diag(np.sqrt(eig_Kx)) / np.sqrt(eig_Kx[0])) nlml, dnlml = gpr_multi_new(logtheta, covfunc, PA_all, 2 * np.sqrt(T) * eix * np.diag(np.sqrt(eig_Kx)) / np.sqrt(eig_Kx[0]), nargout=2) else: covfunc = np.asarray(['covSum', ['covSEard', 'covNoise']]) PA = np.mat(np.zeros((T, 1))) logtheta0 = np.mat([100, 0, np.log(np.sqrt(0.1))]).T logtheta, fvals, iter = minimize(logtheta0, 'gpr_multi_new', -300, covfunc, PA, 2 * np.sqrt(T) * eix * np.diag(np.sqrt(eig_Kx)) / np.sqrt(eig_Kx[0])) nlml, dnlml = gpr_multi_new(logtheta, covfunc, PA, 2 * np.sqrt(T) * eix * np.diag(np.sqrt(eig_Kx)) / np.sqrt(eig_Kx[0]), nargout=2) score = nlml # negative log-likelihood return score
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import sys import os # make sure this is a system variable in your bashrc NASA_ULI_ROOT_DIR = os.environ['NASA_ULI_ROOT_DIR'] XPC3_DIR = NASA_ULI_ROOT_DIR + '/src/' sys.path.append(XPC3_DIR) import numpy as np import xpc3 import xpc3_helper import time import os import mss import cv2 import settings screenShot = mss.mss() def record(client, outDir, startPerc = 1.5, endPerc = 10, freq = 10, numEpisodes = 1): """ Record data from training episodes in XPlane into a CSV and PNG files Args: client: XPlane Client outDir: output directory for csv file and png images ----------------- startPerc: percentage down runway to start collecting data endPerc: percentage down runway to finish collecting data (NOTE: this must be less than endPerc for the sinusoidal trajectory) freq: frequency to save data (NOTE: this is approximate due to computational overhead) numEpisodes: number of episodes to record for """ # Make data folder if it doesn't exist if not os.path.exists(outDir): os.makedirs(outDir) # Initialize the CSV file csvFile = outDir + 'labels.csv' with open(csvFile, 'w') as fd: fd.write('image_filename,absolute_time_GMT_seconds,relative_time_seconds,distance_to_centerline_meters,') fd.write('distance_to_centerline_NORMALIZED,downtrack_position_meters,downtrack_position_NORMALIZED,') fd.write('heading_error_degrees,heading_error_NORMALIZED,period_of_day,cloud_type\n') for i in range(numEpisodes): first = True percDownRunway = xpc3_helper.getPercDownRunway(client) currStep = 0 while percDownRunway > endPerc: time.sleep(0.5) percDownRunway = xpc3_helper.getPercDownRunway(client) while percDownRunway < endPerc: if ((percDownRunway > startPerc) and (percDownRunway < 45.0)) or ((percDownRunway > 51.5) and (percDownRunway < endPerc)): if first: startTime = client.getDREF("sim/time/zulu_time_sec")[0] addCurrData(client, outDir, csvFile, startTime, currStep, i + 1) first = False time.sleep(1 / freq) else: addCurrData(client, outDir, csvFile, startTime, currStep, i + 1) time.sleep(1 / freq) currStep += 1 else: time.sleep(1) percDownRunway = xpc3_helper.getPercDownRunway(client) def addCurrData(client, outDir, csvFile, startTime, currStep, episodeNum): """ Add current data to csv file and save off a screenshot Args: client: XPlane Client outDir: output directory for csv file and png images csvFile: name of the CSV file for non-image data (should be initialized already) startTime: absolute time that the episode started currStep: current step of saving data (for image labeling) episodeNum: number of the current episode (for image labeling) """ # Time step information absolute_time = client.getDREF("sim/time/zulu_time_sec")[0] time_step = absolute_time - startTime # Plane state information cte, dtp, he = xpc3_helper.getHomeState(client) # Environmental conditions local_time = client.getDREF("sim/time/local_time_sec")[0] if local_time < 5 * 3600 or local_time > 17 * 3600: period_of_day = 2 time_period = 'night' elif local_time > 12 * 3600 and local_time < 17 * 3600: period_of_day = 1 time_period = 'afternoon' else: period_of_day = 0 time_period = 'morning' cloud_cover = client.getDREF("sim/weather/cloud_type[0]")[0] weather = settings.WEATHER_TYPES[cloud_cover] # Image information img = cv2.cvtColor(np.array(screenShot.grab(settings.MONITOR)), cv2.COLOR_BGRA2BGR)[230:, :, :] img = cv2.resize(img, (settings.WIDTH, settings.HEIGHT)) img_name = 'MWH_Runway04_' + time_period + '_' + weather + '_' + str(episodeNum) + '_' + str(currStep) + '.png' # For now, just save the image to an output directory cv2.imwrite('%s%s' % (outDir, img_name), img) # Append everything to the csv file with open(csvFile, 'a') as fd: fd.write("%s,%f,%f,%f,%f,%f,%f,%f,%f,%d,%d\n" % (img_name, absolute_time, time_step, cte, cte / 10.0, dtp, dtp / 2982.0, he, he / 30.0, period_of_day, cloud_cover)) if __name__ == "__main__": main()
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#!/usr/bin/python3 # -*- coding: utf-8 -*- from rsamsg import * #alice and bob #alice_pubkey, alice_privkey=gen() #bob_pubkey, bob_privkey=gen() alice_pubkey = loadfile("keys/alice_pubkey") alice_prikey = loadfile("keys/alice_prikey") bob_pubkey = loadfile("keys/bob_pubkey") bob_prikey = loadfile("keys/bob_prikey") #from alice message = "你好" #to bob crypto,signature=alice_to_bob(message,bob_pubkey,alice_prikey) # bob verify verifyed,msg=bob_get_msg_from_alice(crypto,signature,bob_prikey,alice_pubkey) if(verifyed): print(msg) else: print("err:{}".format(msg))
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"""Defines the class for a node health check task""" from __future__ import unicode_literals import datetime from django.conf import settings from job.tasks.base_task import AtomicCounter from job.tasks.node_task import NodeTask from node.resources.node_resources import NodeResources from node.resources.resource import Cpus, Mem HEALTH_TASK_ID_PREFIX = 'scale_health' COUNTER = AtomicCounter() class HealthTask(NodeTask): """Represents a task that performs a health check on a node. This class is thread-safe. """ BAD_DAEMON_CODE = 2 LOW_DOCKER_SPACE_CODE = 3 BAD_LOGSTASH_CODE = 4 def __init__(self, framework_id, agent_id): """Constructor :param framework_id: The framework ID :type framework_id: string :param agent_id: The agent ID :type agent_id: string """ task_id = '%s_%s_%d' % (HEALTH_TASK_ID_PREFIX, framework_id, COUNTER.get_next()) super(HealthTask, self).__init__(task_id, 'Scale Health Check', agent_id) self._uses_docker = False self._docker_image = None self._docker_params = [] self._is_docker_privileged = False self._running_timeout_threshold = datetime.timedelta(minutes=15) health_check_commands = [] # Check if docker version works (indicates if daemon is working) bad_daemon_check = 'docker version' bad_daemon_check = 'timeout -s SIGKILL 10s %s' % bad_daemon_check # docker version has 10 seconds to succeed bad_daemon_check = '%s; if [[ $? != 0 ]]; then exit %d; fi' % (bad_daemon_check, HealthTask.BAD_DAEMON_CODE) health_check_commands.append(bad_daemon_check) # Check if docker ps works (also indicates if daemon is working) docker_ps_check = 'docker ps' docker_ps_check = 'timeout -s SIGKILL 10s %s' % docker_ps_check # docker ps has 10 seconds to succeed docker_ps_check = '%s; if [[ $? != 0 ]]; then exit %d; fi' % (docker_ps_check, HealthTask.BAD_DAEMON_CODE) health_check_commands.append(docker_ps_check) # Check if Docker disk space is below 1 GiB (assumes /var/lib/docker, ignores check otherwise) get_disk_space = 'df --output=avail /var/lib/docker | tail -1' test_disk_space = 'test `%s` -lt 1048576; if [[ $? == 0 ]]; then exit %d; fi' test_disk_space = test_disk_space % (get_disk_space, HealthTask.LOW_DOCKER_SPACE_CODE) low_docker_space_check = 'if [[ -d /var/lib/docker ]]; then %s; fi' % test_disk_space health_check_commands.append(low_docker_space_check) # Check to ensure that fluentd is reachable if settings.LOGGING_HEALTH_ADDRESS: logging_check = 'timeout -s SIGKILL 5s curl %s; if [[ $? != 0 ]]; then exit %d; fi' logging_check = logging_check % (settings.LOGGING_HEALTH_ADDRESS, HealthTask.BAD_LOGSTASH_CODE) health_check_commands.append(logging_check) self._command = ' && '.join(health_check_commands) # Node task properties self.task_type = 'health-check' self.title = 'Node Health Check' self.description = 'Checks the health status of the node' def get_resources(self): """See :meth:`job.tasks.base_task.Task.get_resources` """ return NodeResources([Cpus(0.1), Mem(32.0)])
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#!/usr/bin/env python try: from components import resistor from components import capacitor from components import voltage from components import tolerance except: from bommerge.components import resistor from bommerge.components import capacitor from bommerge.components import voltage from bommerge.components import tolerance from gui.projectConfigurationWidget import ProjectConfigurationWidget from parsers import csvToJson from utils import files import os from decimal import * try: import Tkinter as tk import ttk except ImportError: import tkinter as tk from tkinter import ttk if __name__ == "__main__": main()
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# Copyright (c) 2017-present, Facebook, Inc. # All rights reserved. # # This source code is licensed under the license found in the LICENSE file in # the root directory of this source tree. An additional grant of patent rights # can be found in the PATENTS file in the same directory. import math import numpy as np import torch from . import FairseqDataset class TokenBlockDataset(FairseqDataset): """Break a Dataset of tokens into blocks. Args: dataset (~torch.utils.data.Dataset): dataset to break into blocks sizes (List[int]): sentence lengths (required for 'complete' and 'eos') block_size (int): maximum block size (ignored in 'eos' break mode) break_mode (str, optional): Mode used for breaking tokens. Values can be one of: - 'none': break tokens into equally sized blocks (up to block_size) - 'complete': break tokens into blocks (up to block_size) such that blocks contains complete sentences, although block_size may be exceeded if some sentences exceed block_size - 'eos': each block contains one sentence (block_size is ignored) include_targets (bool, optional): return next tokens as targets (default: False). """ @property
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#!/usr/bin/python3 import os from brownie import VRF_Pizza, VRF_Pizza_RNG, accounts, network, config, interface STATIC_SEED = 123
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"""Math utilities.""" import numpy as np from numba import njit rel_tol = 1e-10 abs_tol = 0. def is_close(a, b, rel_tol=rel_tol, abs_tol=abs_tol): """Tell whether two values are approximately equal.""" if np.isnan(a) or np.isnan(b): return False if np.isinf(a) or np.isinf(b): return False if a == b: return True return abs(a - b) <= max(rel_tol * max(abs(a), abs(b)), abs_tol) is_close_nb = njit(cache=True)(is_close) """Numba-compiled version of `is_close`.""" def is_close_or_less(a, b, rel_tol=rel_tol, abs_tol=abs_tol): """Tell whether the first value is approximately less than or equal to the second value.""" if is_close(a, b, rel_tol=rel_tol, abs_tol=abs_tol): return True return a < b @njit(cache=True) def is_close_or_less_nb(a, b, rel_tol=rel_tol, abs_tol=abs_tol): """Numba-compiled version of `is_close_or_less`.""" if is_close_nb(a, b, rel_tol=rel_tol, abs_tol=abs_tol): return True return a < b def is_less(a, b, rel_tol=rel_tol, abs_tol=abs_tol): """Tell whether the first value is approximately less than the second value.""" if is_close(a, b, rel_tol=rel_tol, abs_tol=abs_tol): return False return a < b @njit(cache=True) def is_less_nb(a, b, rel_tol=rel_tol, abs_tol=abs_tol): """Numba-compiled version of `is_less`.""" if is_close_nb(a, b, rel_tol=rel_tol, abs_tol=abs_tol): return False return a < b
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"""This module contains `docker image rm` class""" from docker.errors import APIError from .command import Command class Rm(Command): """This class implements `docker image rm` command""" name = "image rm" require = []
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# -*- coding: utf-8 -*- """Project and solution file reader classes.""" import abc import re from vstools import resources class FileReader(object): """File reader.""" def __init__(self, encoding='utf-8'): """Initializes a file reader. Args: encoding (str): encoding. """ super(FileReader, self).__init__() self._encoding = encoding self._file = None self._line = None def _ReadBinaryData(self, size): """Reads binary data. Args: size (int): number of bytes to read. Returns: bytes: binary data. """ return self._file.read(size) def _ReadLine(self, look_ahead=False): """Reads a line. Args: look_ahead (Optional[bool]): indicated if the line should be considered read (False) or not (True). Returns: str: line stripped of leading and trailing white space or None if no input is available. """ if self._line is not None: line = self._line if not look_ahead: self._line = None else: line = self._file.readline() if line: line = line.strip() if look_ahead: self._line = line if isinstance(line, bytes): line = line.decode(self._encoding) return line def Close(self): """Closes the file.""" self._file.close() def Open(self, filename): """Opens the file. Args: filename (str): path of the file. """ self._file = open(filename, 'rb') # pylint: disable=consider-using-with class VSProjectFileReader(FileReader): """Visual Studio project file reader.""" class VS2008ProjectFileReader(VSProjectFileReader): """Visual Studio 2008 project file reader.""" _CONFIGURATION_OPTIONS = { 'CharacterSet': 'character_set', 'ConfigurationType': 'output_type', 'ManagedExtensions': 'managed_extensions', 'WholeProgramOptimization': 'whole_program_optimization', } _TOOL_COMPILER_CONFIGURATION_OPTIONS = { 'AdditionalIncludeDirectories': 'include_directories', 'BasicRuntimeChecks': 'basic_runtime_checks', 'CompileAs': 'compile_as', 'DebugInformationFormat': 'debug_information_format', 'Detect64BitPortabilityProblems': 'detect_64bit_portability_problems', 'EnableFunctionLevelLinking': 'enable_function_level_linking', 'EnableIntrinsicFunctions': 'enable_intrinsic_functions', 'Optimization': 'optimization', 'PreprocessorDefinitions': 'preprocessor_definitions', 'RuntimeLibrary': 'runtime_library', 'SmallerTypeCheck': 'smaller_type_check', 'UsePrecompiledHeader': 'precompiled_header', 'WarnAsError': 'warning_as_error', 'WarningLevel': 'warning_level', } _TOOL_LIBRARIAN_CONFIGURATION_OPTIONS = { 'IgnoreAllDefaultLibraries': 'librarian_ignore_defaults', 'OutputFile': 'librarian_output_file', } _TOOL_LINKER_CONFIGURATION_OPTIONS = { 'AdditionalDependencies': 'additional_dependencies', 'AdditionalLibraryDirectories': 'library_directories', 'DataExecutionPrevention': 'data_execution_prevention', 'EnableCOMDATFolding': 'enable_comdat_folding', 'FixedBaseAddress': 'fixed_base_address', 'GenerateDebugInformation': 'generate_debug_information', 'ImportLibrary': 'linker_values_set', 'LinkIncremental': 'link_incremental', 'ModuleDefinitionFile': 'module_definition_file', 'OptimizeReferences': 'optimize_references', 'OutputDirectory': 'linker_output_directory', 'OutputFile': 'linker_output_file', 'RandomizedBaseAddress': 'randomized_base_address', 'SubSystem': 'sub_system', 'TargetMachine': 'target_machine', } def _ParseConfigurationOption( self, project_configuration, definition, name, line): """Parses a configuration option. Args: project_configuration (VSProjectConfiguration): project configuration. definition (str): definition of the configuration value in file. name (str): name of the configuration value in the project information. line (str): line that contains the configuration value. """ regex_pattern = '{0:s}="([^"]*)"'.format(definition) values = re.findall(regex_pattern, line) if len(values) == 1: setattr(project_configuration, name, values[0]) def _ParseConfigurationOptions( self, project_configuration, configuration_options, line): """Parses configuration options. Args: project_configuration (VSProjectConfiguration): project configuration. configuration_options (dict[str, str]): configuration options defined as a name per definition. line (str): line that contains the configuration value. """ configuration_definition, _, _ = line.partition('=') configuration_value = configuration_options.get( configuration_definition, None) if configuration_value: self._ParseConfigurationOption( project_configuration, configuration_definition, configuration_value, line) def _ReadConfiguration(self, line): """Reads a configuration. Args: line (str): line that contains the start of the configuration section. Returns: VSProjectConfiguration: configuration or None if no configuration was found. """ if not line or not line.startswith('<Configuration'): return None project_configuration = resources.VSProjectConfiguration() found_tool = False found_tool_compiler = False found_tool_librarian = False found_tool_linker = False while line: line = self._ReadLine() if line.startswith('</Configuration>'): break if found_tool: if line.startswith('/>'): found_tool = False found_tool_compiler = False found_tool_librarian = False found_tool_linker = False elif found_tool_compiler: self._ParseConfigurationOptions( project_configuration, self._TOOL_COMPILER_CONFIGURATION_OPTIONS, line) if isinstance( project_configuration.include_directories, str): project_configuration.include_directories = ( project_configuration.include_directories.split(';')) elif found_tool_librarian: self._ParseConfigurationOptions( project_configuration, self._TOOL_LIBRARIAN_CONFIGURATION_OPTIONS, line) elif found_tool_linker: self._ParseConfigurationOptions( project_configuration, self._TOOL_LINKER_CONFIGURATION_OPTIONS, line) additional_dependencies = ( project_configuration.additional_dependencies) if isinstance(additional_dependencies, str): # pylint: disable=no-member additional_dependencies = additional_dependencies.split(' ') project_configuration.additional_dependencies = [] for dependency in additional_dependencies: dependency.replace('$(ConfigurationName)', '$(Configuration)') project_configuration.additional_dependencies.append(dependency) if isinstance( project_configuration.library_directories, str): project_configuration.library_directories = ( project_configuration.library_directories.split(';')) elif line.startswith('Name="VCCLCompilerTool"'): found_tool_compiler = True elif line.startswith('Name="VCLibrarianTool"'): found_tool_librarian = True elif line.startswith('Name="VCLinkerTool"'): found_tool_linker = True elif line.startswith('<Tool'): found_tool = True elif line.startswith('Name='): # For more than 1 match findall will return a list with a tuple. values = re.findall('Name="([^|]*)[|]([^"]*)"', line)[0] if len(values) == 2: project_configuration.name = values[0] project_configuration.platform = values[1] else: self._ParseConfigurationOptions( project_configuration, self._CONFIGURATION_OPTIONS, line) # TODO: PlatformToolset. # TargetFrameworkVersion ? # Add the target machine when not defined. if not project_configuration.target_machine: if project_configuration.platform == 'Win32': project_configuration.target_machine = '1' # TODO: assuming here that 2 is x64. elif project_configuration.platform == 'x64': project_configuration.target_machine = '2' return project_configuration def _ReadConfigurations(self, project_information): """Reads the configurations. Args: project_information (VSProjectInformation): project information. """ # Find the start of the configurations section. result = False line = self._ReadLine() while line: result = line.startswith('<Configurations>') if result: break line = self._ReadLine() if not result: return while line: line = self._ReadLine() if line.startswith('</Configurations>'): break if line.startswith('<Configuration'): project_configuration = self._ReadConfiguration(line) if project_configuration: project_information.configurations.Append(project_configuration) def _ReadFiles(self, project_information): """Reads the files. Args: project_information (VSProjectInformation): project information. """ # Find the start of the files section. result = False line = self._ReadLine() while line: result = line.startswith('<Files>') if result: break line = self._ReadLine() if result: found_filter = False found_filter_source_files = False found_filter_header_files = False found_filter_resource_files = False while line: line = self._ReadLine() if line.startswith('</Files>'): break if found_filter: if line.startswith('</Filter>'): found_filter = False found_filter_source_files = False found_filter_header_files = False found_filter_resource_files = False elif found_filter_source_files: if line.startswith('RelativePath='): values = re.findall('RelativePath="([^"]*)"', line) if len(values) == 1: project_information.source_files.append(values[0]) elif found_filter_header_files: if line.startswith('RelativePath='): values = re.findall('RelativePath="([^"]*)"', line) if len(values) == 1: project_information.header_files.append(values[0]) elif found_filter_resource_files: if line.startswith('RelativePath='): values = re.findall('RelativePath="([^"]*)"', line) if len(values) == 1: project_information.resource_files.append(values[0]) elif line.startswith('Name="Source Files"'): found_filter_source_files = True elif line.startswith('Name="Header Files"'): found_filter_header_files = True elif line.startswith('Name="Resource Files"'): found_filter_resource_files = True elif line.startswith('<Filter'): found_filter = True def _ReadProjectInformation(self, project_information): """Reads project information. Args: project_information (VSProjectInformation): project information. """ line = self._ReadLine() while line: if line.startswith('>'): break if line.startswith('Name='): values = re.findall('Name="([^"]*)"', line) if len(values) == 1: project_information.name = values[0] elif line.startswith('ProjectGUID='): values = re.findall('ProjectGUID="{([^}]*)}"', line) if len(values) == 1: project_information.guid = values[0] elif line.startswith('RootNamespace='): values = re.findall('RootNamespace="([^"]*)"', line) if len(values) == 1: project_information.root_name_space = values[0] elif line.startswith('Keyword='): values = re.findall('Keyword="([^"]*)"', line) if len(values) == 1: project_information.keyword = values[0] line = self._ReadLine() def ReadHeader(self): """Reads a file header. Returns: bool: True if successful or false otherwise. """ # TODO check encoding? line = self._ReadLine() if not line or not line.startswith('<?xml version="1.0"'): return False line = self._ReadLine() if not line or not line.startswith('<VisualStudioProject'): return False line = self._ReadLine() if not line or not line.startswith('ProjectType="Visual C++"'): return False line = self._ReadLine() if not line or not line.startswith('Version="9,00"'): return False return True def ReadProject(self): """Reads the project. Returns: VSProjectInformation: project information if successful or None otherwise. """ project_information = resources.VSProjectInformation() self._ReadProjectInformation(project_information) self._ReadConfigurations(project_information) self._ReadFiles(project_information) return project_information class VS2010ProjectFileReader(VSProjectFileReader): """Visual Studio 2010 project file reader.""" # TODO: implement. class VS2012ProjectFileReader(VSProjectFileReader): """Visual Studio 2012 project file reader.""" # TODO: implement. class VS2013ProjectFileReader(VSProjectFileReader): """Visual Studio 2013 project file reader.""" # TODO: implement. class VS2015ProjectFileReader(VSProjectFileReader): """Visual Studio 2015 project file reader.""" # TODO: implement. class VS2017ProjectFileReader(VSProjectFileReader): """Visual Studio 2017 project file reader.""" # TODO: implement. class VS2019ProjectFileReader(VSProjectFileReader): """Visual Studio 2019 project file reader.""" # TODO: implement. class VSSolutionFileReader(FileReader): """Visual Studio solution file reader.""" # Note that redundant-returns-doc is broken for pylint 1.7.x for abstract # methods # pylint: disable=redundant-returns-doc @abc.abstractmethod def _CheckFormatVersion(self, line): """Checks the format version. Args: line (str): line containing the Visual Studio format version. Returns: bool: True if successful or false otherwise. """ # pylint: disable=unused-argument def _CheckVisualStudioVersion(self, line): """Checks the Visual Studio version. Args: line (str): line containing the Visual Studio format version. Returns: bool: True if successful or false otherwise. """ return False def ReadConfigurations(self): """Reads the configurations. Returns: VSConfigurations: configurations or None if not available. """ solution_configurations = resources.VSConfigurations() line = self._ReadLine(look_ahead=True) if not line or line != 'Global': return None found_section = False line = self._ReadLine() while line and line != 'EndGlobal': line = self._ReadLine() if found_section: if line == 'EndGlobalSection': found_section = False else: # For more than 1 match findall will return a list with a tuple. values = re.findall('([^|]*)[|]([^ ]*) = ([^|]*)[|]([^ ]*)', line) if len(values) == 1: values = values[0] if (len(values) == 4 and values[0] == values[2] and values[1] == values[3]): configuration = resources.VSSolutionConfiguration() configuration.name = values[0] configuration.platform = values[1] solution_configurations.Append(configuration) elif line == ('GlobalSection(SolutionConfigurationPlatforms) = ' 'preSolution'): found_section = True return solution_configurations def ReadHeader(self): """Reads a file header. Returns: bool: True if successful or false otherwise. """ binary_data = self._ReadBinaryData(5) if binary_data != b'\xef\xbb\xbf\r\n': return False line = self._ReadLine() if not line or not line.startswith( 'Microsoft Visual Studio Solution File, Format Version '): return False if not self._CheckFormatVersion(line): return False visual_studio_version_line = None line = self._ReadLine(look_ahead=True) while line: if line.startswith('# Visual C++ '): self._ReadLine() elif line.startswith('VisualStudioVersion = '): visual_studio_version_line = self._ReadLine() else: break line = self._ReadLine(look_ahead=True) if visual_studio_version_line and not self._CheckVisualStudioVersion( visual_studio_version_line): return False return True def ReadProject(self): """Reads a project. Returns: VSSolutionProject: project if successful or None otherwise. """ # 8BC9CEB8-8B4A-11D0-8D11-00A0C91BC942 is a Visual C++ related GUID. line = self._ReadLine(look_ahead=True) if not line or not line.startswith( 'Project("{8BC9CEB8-8B4A-11D0-8D11-00A0C91BC942}") = '): return None # For more than 1 match findall will return a list with a tuple. values = re.findall( ('Project\\("{8BC9CEB8-8B4A-11D0-8D11-00A0C91BC942}"\\) = "([^"]*)", ' '"([^"]*)\\.vcproj", ' '"{([0-9A-F]*-[0-9A-F]*-[0-9A-F]*-[0-9A-F]*-[0-9A-F]*)}"'), line) if len(values) != 1: return None values = values[0] if len(values) != 3: return None solution_project = resources.VSSolutionProject( values[0], values[1], values[2]) found_dependencies = False line = self._ReadLine() while line and line != 'EndProject': line = self._ReadLine() if found_dependencies: if line == 'EndProjectSection': found_dependencies = False else: # The dependencies are defined as: {%GUID%} = {%GUID%} # For more than 1 match findall will return a list with a tuple. guids = re.findall( ('{([0-9A-F]*-[0-9A-F]*-[0-9A-F]*-[0-9A-F]*-[0-9A-F]*)} = ' '{([0-9A-F]*-[0-9A-F]*-[0-9A-F]*-[0-9A-F]*-[0-9A-F]*)}'), line) if len(guids) == 1: guids = guids[0] if len(guids) == 2 and guids[0] == guids[1]: solution_project.AddDependency(guids[0]) elif line == 'ProjectSection(ProjectDependencies) = postProject': found_dependencies = True return solution_project def ReadProjects(self): """Reads the projects. Returns: list[VSSolutionProject]: projects in preserved order. """ solution_projects = [] solution_project = self.ReadProject() while solution_project: solution_projects.append(solution_project) solution_project = self.ReadProject() return solution_projects class VS2008SolutionFileReader(VSSolutionFileReader): """Visual Studio 2008 solution file reader.""" def _CheckFormatVersion(self, line): """Checks the format version. Args: line (str): line containing the Visual Studio format version. Returns: bool: True if successful or false otherwise. """ return line.endswith(' 10.00') class VS2010SolutionFileReader(VSSolutionFileReader): """Visual Studio 2010 solution file reader.""" def _CheckFormatVersion(self, line): """Checks the format version. Args: line (str): line containing the Visual Studio format version. Returns: bool: True if successful or false otherwise. """ return line.endswith(' 11.00') class VS2012SolutionFileReader(VSSolutionFileReader): """Visual Studio 2012 solution file reader.""" def _CheckFormatVersion(self, line): """Checks the format version. Args: line (str): line containing the Visual Studio format version. Returns: bool: True if successful or false otherwise. """ return line.endswith(' 12.00') class VS2013SolutionFileReader(VS2012SolutionFileReader): """Visual Studio 2013 solution file reader.""" def _CheckVisualStudioVersion(self, line): """Checks the Visual Studio version. Args: line (str): line containing the Visual Studio format version. Returns: bool: True if successful or false otherwise. """ version = line.split(' = ')[1] return version.startswith('12.') class VS2015SolutionFileReader(VS2012SolutionFileReader): """Visual Studio 2015 solution file reader.""" def _CheckVisualStudioVersion(self, line): """Checks the Visual Studio version. Args: line (str): line containing the Visual Studio format version. Returns: bool: True if successful or false otherwise. """ version = line.split(' = ')[1] return version.startswith('14.') class VS2017SolutionFileReader(VS2012SolutionFileReader): """Visual Studio 2017 solution file reader.""" def _CheckVisualStudioVersion(self, line): """Checks the Visual Studio version. Args: line (str): line containing the Visual Studio format version. Returns: bool: True if successful or false otherwise. """ version = line.split(' = ')[1] return version.startswith('15.') class VS2019SolutionFileReader(VS2012SolutionFileReader): """Visual Studio 2019 solution file reader.""" def _CheckVisualStudioVersion(self, line): """Checks the Visual Studio version. Args: line (str): line containing the Visual Studio format version. Returns: bool: True if successful or false otherwise. """ version = line.split(' = ')[1] return version.startswith('15.')
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2.591374
8,509
from __future__ import unicode_literals from subprocess import PIPE, Popen as popen from unittest import TestCase import responses from packaging.utils import canonicalize_name from pip_upgrader import __version__ as VERSION from pip_upgrader import cli from pip_upgrader.packages_status_detector import PackagesStatusDetector try: from unittest.mock import patch except ImportError: from mock import patch try: from io import StringIO except ImportError: # pragma: nocover from cStringIO import StringIO @patch('pip_upgrader.packages_interactive_selector.user_input', return_value='all') @patch('pip_upgrader.virtualenv_checker.is_virtualenv', return_value=True)
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3.140909
220
#! /usr/bin/env python import sys speeds = dict() # counts = dict() # need this for extension for line in sys.stdin: try: line = line.strip() station, speed = line.split('\t') speed = float(speed) # Add code here to use the data if station in speeds: if speeds[station] < speed: speeds[station] = speed else: speeds[station] = speed except ValueError: pass for k, v in speeds.iteritems(): result = [k,str(v)] print ('\t'.join(result)) # add code here to output the results
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#! /usr/bin/env python import os import h5py import random import time import copy import numpy as np from tqdm import tqdm from collections import OrderedDict, defaultdict import torch import torch.nn as nn from torch.utils.data import Dataset, IterableDataset from habitat import logger from habitat.utils.geometry_utils import ( quaternion_from_coeff, agent_state_target2ref, ) from pointnav_vo.utils.geometry_utils import ( quaternion_to_array, NormalizedDepth2TopDownViewHabitat, NormalizedDepth2TopDownViewHabitatTorch, ) from pointnav_vo.vo.dataset.regression_iter_dataset import BaseRegressionDataset from pointnav_vo.vo.common.common_vars import * FloatTensor = torch.FloatTensor class StatePairRegressionDataset(BaseRegressionDataset): r"""Data loader for state-pairs from Habitat simularo. """ def __init__( self, eval_flag=False, data_file=None, num_workers=0, act_type=-1, vis_size_w=256, vis_size_h=256, collision="-1", discretize_depth="none", discretized_depth_channels=0, gen_top_down_view=False, top_down_view_infos={}, geo_invariance_types=[], partial_data_n_splits=1, # data_aug=False, ): f"""Valid combination of action and geometric consistency types are: left OR right |-- inverse_data_augment_only left AND right |-- inverse_joint_train """ assert ( np.sum( [ "inverse_data_augment_only" in geo_invariance_types, "inverse_joint_train" in geo_invariance_types, ] ) <= 1 ), f"inverse_data_augment_only and inverse_joint_train should not appear together." if "inverse_joint_train" in geo_invariance_types: assert ( isinstance(act_type, list) and set(act_type) == set([TURN_LEFT, TURN_RIGHT]) ) or ( isinstance(act_type, int) and act_type == -1 ), f"When enabling joint-training with geometric inversion, action types must be [left, right] OR -1." else: assert isinstance(act_type, int) if "inverse_data_augment_only" in geo_invariance_types: assert ( act_type != MOVE_FORWARD ), f"Data augmentation for geometric consistency about inversion is not suitable for forward action." self._eval = eval_flag self._data_f = data_file self._num_workers = num_workers self._act_type = act_type self._collision = collision self._geo_invariance_types = geo_invariance_types self._len = 0 self._act_left_right_len = 0 self._vis_size_w = vis_size_w self._vis_size_h = vis_size_h self._partial_data_n_splits = partial_data_n_splits self._gen_top_down_view = gen_top_down_view self._top_down_view_infos = top_down_view_infos # RGB stored with uint8 self._rgb_pair_size = 2 * self._vis_size_w * self._vis_size_h * 3 # Depth stored with float16 self._depth_pair_size = 2 * self._vis_size_w * self._vis_size_h * 2 with h5py.File(data_file, "r", libver="latest") as f: self._chunk_size = f[list(f.keys())[0]]["prev_rgbs"].shape[0] # for rgb + depth self._chunk_bytes = int( np.ceil((self._rgb_pair_size + self._depth_pair_size) * self._chunk_size) ) # for misc information self._chunk_bytes += 20 * 2 logger.info(f"\nDataset: chunk bytes {self._chunk_bytes / (1024 * 1024)} MB\n") self._discretize_depth = discretize_depth self._discretized_depth_channels = discretized_depth_channels if self._discretize_depth == "hard": self._discretized_depth_end_vals = [] for i in np.arange(self._discretized_depth_channels): self._discretized_depth_end_vals.append( i * 1.0 / self._discretized_depth_channels ) self._discretized_depth_end_vals.append(1.0) logger.info("Get index mapping from h5py ...") all_chunk_keys = [] with h5py.File(data_file, "r", libver="latest") as f: for chunk_k in tqdm(sorted(f.keys())): all_chunk_keys.append(chunk_k) valid_idxes, transform_idxes = self._get_valid_idxes(f, chunk_k) self._len += len(valid_idxes) logger.info("... done.\n") if not self._eval: random.shuffle(all_chunk_keys) if num_workers == 0: # no separate worker self._chunk_splits = all_chunk_keys elif num_workers > 0: self._chunk_splits = defaultdict(list) for i, chunk_k in enumerate(all_chunk_keys): self._chunk_splits[i % num_workers].append(chunk_k) else: raise ValueError @property @property @property @property
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2.083876
2,456
import os
[ 11748, 28686, 198 ]
3.333333
3
op = { 'plus': lambda x, y: x + y, 'minus': lambda x, y: x - y, 'multiplied': lambda x, y: x * y, 'divided': lambda x, y: x / y, }
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1.9375
80
import numpy as np import torch from torch.utils.data import Dataset
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3.5
20
TASK_URL = "http://code-lock.ctf.sicamp.ru" TITLE = "Кодовый замок" STATEMENT_TEMPLATE = f''' "Безопасность превыше всего" - сказал ваш приятель и поставил на входную дверь кодовый замок. Но теперь вам срочно нужно попасть к нему домой, а кода вы не знаете. Что же делать? [{TASK_URL}/{{0}}]({TASK_URL}/{{0}}) ''' tokens = ['CyCHgDjGEITw', 'mhLo7Fo1T0CB', 'MvXYeD9qdKbD', 'IcI8GUb3ifnu', 'WfClJasVVMqE', '6N111DvhAm1a', 'oKZdNHSWuEzB', '83xZkQHbnkB2', 'WAa0NtH4OhIq', 'hkiUVGhgnhQ9', 'cRx7j5c4BQ1f', 'T1HHyn3puLoX', 'Yydst5aHZyVp', 'cpnyMwLbKB5p', '8iHeN1y18NjN', 'LSwR2lsiDTA3', 'gG4EHjKbOZm2', 'zYgMKfs9y2Wc', 'oFw8MCETmi6p', '8cdmXvDNUZRM', 'HDmbVl56YPBr', 'tnBzvB42h501', 'Gk7rzhpwMyhf', 'fwHG0HAE6mpP', 'OQNSYN9nbfYR', 'w59HnPeSuwWt', 'QQpSYcygsvRy', 'dMTpLdze1Ex7', 'ULkRAfUEZy4U', 'Shpapnk5hsta', 'DVeq1osBM2YR', 'GyURFUZMB4Xm', 'X69RCwKq2u1l', 'kYPOfWmvzAWM', 'BKKTXLNiII07', '32neeyDHhzqB', 'GNwN6ZHCGCdw', '4P3IF6Upprg3', 'jTIiNfjvwByW', 'QVlqAFqMIJOf', 'jPhyNMm4X5Rn', 'AyJqWGxn89fb', 'eD526FoOaDYe', 'VKxmUzze44bm', 'SrlFcn7xYZ16', '5YPYsFFYXIVk', 'bmsWWn8pgEAS', 'yy6PPRzGx9n0', '21w2OU52qu1n', 'yz4IMAZNUxAg', 'U1BvSWxNl9Ol', 'AzWWPWmCXNyD', '2NmfDErj74Hy', 'OawqmtEXpyO5', '1t8Il35pZ4dC', 'D46PRTiXfS85', 'FALm3qlwKlby', 'y5p75Oc2Wlq1', 'KCGvCrvXm7Dv', 'kXRW6JlaWqAP', 'BRS3SNN1pE8i', '4kTbKTwv4TDa', 'seRMOBGjStBR', 'NEjfEx8hkIlw', 'CwDwPLL4lJ8h', 'JqrI0EvPVsUO', 'YuxW4zurp837', 'lqAfwBcmEIYB', 'gIEsoiXHNlaN', '9aArBkyeOkp0', 'e9fvVfyqxzMK', 'AtWnForNaW08', 'QfG31wSauKFk', 'jj8SFRXo0g10', 'UwgRJmdbVn6h', 'of7KckpcWd6l', 'vQC0iZzrFoy2', 'B35uVOu9MFP4', 'vJeWdKmi3bQ5', 'JCRWGhFBBBdT', 'zJtVGIIWcaRH', 'hCQfcouybmtC', 'I3Lvi2CBfg3r', 'hsGrtOj9RoSF', 'Z2M6Lpp38sP5', 'Ddd1Q5xIN1gF', 'vq6wMS9ot0zQ', 'hQjBcbnBCHxC', 'p1PwrBlPZ0ow', '6qJmIbbe6xoB', 'WQcb7xfEnOYR', 'Ey6vDVRYc2Vg', 'wEPIInOjeYUY', 'fb6WnAMMEgmY', 'Jm4yz5txSDmS', 'fXOMpdzreZvs', 'CkC0BkFtTlyq', 'DZ0gQRmgZsU1', 'DauMhJ1BsGza', 'hUUYMo9s2BPD', 'QQxDRxvmupZk', '4L7iiN4r06lT', '5zyfpXsYhBKg', 'JrNowXOUjujL', 'qTHahv28s258', 'rBu8EOrxNWZ5', '68pRpcX5n8Ev', 'jC6tKJcWjKtR', '8xasHzOz7jrx', 'e6OGhsh3lyer', '1Am3cf613rjd', 'VgN14kseLLgW', 'r0H7c44NjU4J', 'R8zcG9pVe4If', 'hz9enCVyG3Qe', '42ZrkxaG0Odd', 'BjAIeDoudYpr', 'c8XtYZASWW1E', 'XreXXid6ctjG', 'lu1Jl8lKScR5', 'ZbZuuURyxIxS', 'SeRZjEEHdjU5', '5wvjcDrLGtXE', 'TfoMA9ujFFZq', '2wUgbKrHw5MQ', 'bC9MrAkpJiRA', 'k8njmmSu5NXE', '0wEywfzDTs6l', 'iUVECD8GiYyE', 'O2hKKZqGekW6', 'CAXzTL2d1qO2', 'y797wsSFo5yg', '9RAhxCoi7VnP', 'MUzYZ9uHKkHp', 'hzFbJ1dTuW9l', 'xL313rNuBsdP', 'QffVzcK7XdwG', 'n0gE4RRtOLwv', 'KQOYiuUQc8ij', '9NtrplWWpd3F', '9sbNujphpvkK', 'TPo2EW4NtMms', 'lYT0LmVD3xW9', 'b1rhQTMP1Fx2', 'm6DaZ98S8G5i', 'GMYZBbKzuzlo', 'gzlFPb5KSvzm', 'RumlfxO98mbL', 'FDFcbQ3tqsqB', 'MFYBWyrNxrju', 'Yhz3FR5otGne', 'AkCV4tMFjjmN', 'DSLm94pZ7x2k', '2B3a4m8BtviD', 'DdpfmV6EcR2s', 'XZRnVv0pyTLM', 'Rec0l44sVRmo', 'ktyovd71S95u', 'RuxFDjYa3CzC', 'szRnOXD2BeKN', 'rGgeMiZEik6Q', 'ijj71npkEoqP', 'YpqcsLAkhR3n', 'dDQOSdN8opNw', 'J6Xyv2PcJIeY', 'eloBCeinF7Gp', 'YyUBfPqsv3An', 'arWweSmLMKkF', 'MhvfwsyrJXhb', 'QBqD3MDwBW6T', '1TmDk7sEdo8j', 'HnaaZYWYEhGY', '6IL7tGERPBoo', 'EdwBz7J0R1Sv', 'doKRJdkcVLOC', 'B6hAOtsGnnLb', 'gNjBR7OQuPFN', 'inMM26GlBXcY', 'sTBXHVijFmOR', 't8Lpl3Ad9rtc', '9KUt31evAPwJ', 'U0DZAVBlygDM', 'F7AGLWs6vR52', '7CeZX2qdLfKP', '4c73P4ua8mJv', 'nm84pMyyKjnT', 'JUl0SS3Oaglq', 'WtbMPWqY6n41', 'T2aTQb00cqx5', 'IB5yetiYZNGl', 'MXTPGNTcP02Q', 'PI82YnVTiBd5', 'YYyak43raQDP', 'CREXo6BLfX5Z', 'TXR49vSnEnzD', 'a5uy3qptZXQZ', 'TBnL6rzijVzJ', 'vFraC8uBBYMG', 'xoVeBYoWmkSX', 'QrkcALhYHdI4']
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c.IPEngineApp.wait_for_url_file = 30 c.RegistrationFactory.ip = '*'
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# Copyright 2019 The Android Open Source Project # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. import logging import os import re import sys import shutil import abc import docker from tqdm import tqdm from emu.utils import mkdir_p class ProgressTracker(object): """Tracks progress using tqdm for a set of layers that are pushed.""" def update(self, entry): """Update the progress bars given a an entry..""" if "id" not in entry: return identity = entry["id"] if identity not in self.progress: self.idx += 1 self.progress[identity] = { "tqdm": tqdm(total=0, position=self.idx, unit="B", unit_scale=True), # The progress bar "total": 0, # Total of bytes we are shipping "status": "", # Status message. "current": 0, # Current of total already send. } prog = self.progress[identity] total = int(entry.get("progressDetail", {}).get("total", -1)) current = int(entry.get("progressDetail", {}).get("current", 0)) if prog["total"] != total and total != -1: prog["total"] = total prog["tqdm"].reset(total=total) if prog["status"] != entry["status"]: prog["tqdm"].set_description("{0} {1}".format(entry.get("status"), identity)) if current != 0: diff = current - prog["current"] prog["current"] = current prog["tqdm"].update(diff) class DockerContainer(object): """A Docker Device is capable of creating and launching docker images. In order to successfully create and launch a docker image you must either run this as root, or have enabled sudoless docker. """ TAG_REGEX = re.compile(r"[a-zA-Z0-9][a-zA-Z0-9._-]*:?[a-zA-Z0-9._-]*") def launch(self, port_map): """Launches the container with the given sha, publishing abd on port, and gRPC on port 8554 Returns the container. """ image = self.docker_image() client = docker.from_env() try: container = client.containers.run( image=image.id, privileged=True, publish_all_ports=True, detach=True, ports=port_map, ) print("Launched {} (id:{})".format(container.name, container.id)) print("docker logs -f {}".format(container.name)) print("docker stop {}".format(container.name)) return container except: logging.exception("Unable to run the %s", image_sha) print("Unable to start the container, try running it as:") print("./run.sh ", image_sha) def create_container(self, dest): """Creates the docker container, returning the sha of the container, or None in case of failure.""" identity = None image_tag = self.full_name() print("docker build {} -t {}".format(dest, image_tag)) try: api_client = self.get_api_client() logging.info("build(path=%s, tag=%s, rm=True, decode=True)", dest, image_tag) result = api_client.build(path=dest, tag=image_tag, rm=True, decode=True) for entry in result: if "stream" in entry: sys.stdout.write(entry["stream"]) if "aux" in entry and "ID" in entry["aux"]: identity = entry["aux"]["ID"] client = docker.from_env() image = client.images.get(identity) image.tag(self.repo + self.image_name(), "latest") except: logging.exception("Failed to create container.", exc_info=True) logging.warning("You can manually create the container as follows:") logging.warning("docker build -t %s %s", image_tag, dest) return identity def pull(self, image, tag): """Tries to retrieve the given image and tag. Return True if succeeded, False when failed. """ client = self.get_api_client() try: tracker = ProgressTracker() result = client.pull(self.repo + image, tag) for entry in result: tracker.update(entry) except: logging.info("Failed to retrieve image, this is not uncommon.", exc_info=True) return False return True def docker_image(self): """The docker local docker image if any Returns: {docker.models.images.Image}: A docker image object, or None. """ client = self.get_client() for img in client.images.list(): for tag in img.tags: if self.image_name() in tag: return img return None def available(self): """True if this container image is locally available.""" return self.docker_image() != None def can_pull(self): """True if this container image can be pulled from a registry.""" return self.pull(self.image_name(), self.docker_tag()) @abc.abstractmethod def write(self, destination): """Method responsible for writing the Dockerfile and all necessary files to build a container. Args: destination ({string}): A path to a directory where all the container files should reside. Raises: NotImplementedError: [description] """ raise NotImplementedError() @abc.abstractmethod def image_name(self): """The image name without the tag used to uniquely identify this image. Raises: NotImplementedError: [description] """ raise NotImplementedError() @abc.abstractmethod @abc.abstractmethod def depends_on(self): """Name of the system image this container is build on.""" raise NotImplementedError()
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# vi: set shiftwidth=4 tabstop=4 expandtab: import datetime import re rules_re = re.compile(r"(?P<min>\d+)-(?P<max>\d+)") if __name__ == "__main__": begin = datetime.datetime.now() run_tests() get_solutions() end = datetime.datetime.now() print(end - begin)
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#!/usr/bin/python3 from brownie import Pokemon, accounts, network, config from scripts.helpful_scripts import fund import asyncio import json
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from tensorflow.keras import backend as K from tensorflow.keras import initializers from tensorflow.keras.layers import (Activation, BatchNormalization, Conv2D, Dense, DepthwiseConv2D, Dropout, Flatten, PReLU) from tensorflow.keras.regularizers import l2
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from .__head__ import * class BaseDataset(torch.utils.data.Dataset): """ Base Dataset class to be passed to torch Dataloader so train functions can be unified. Not particularly designed for end-user, but for pre-training models. """ def __len__(self): "Total number of samples" return self.N def __getitem__(self, index): "Generates one batch of data" return ( self.X_static[index], self.X_series[index], self.X_mask[index], self.y_series[index], ) def get_whole_batch(self): "Returns all data as a single batch" return self.X_static, self.X_series, self.X_mask, self.y_series class standard_dataset(BaseDataset): """ Dataset to be passed to a torch DataLoader """
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import tempsensor import time import btnlib as btn import ledlib as led red = 80 orange = 75 yellow = 70 green = 65 blue = 60 purple = 55 while btn.isOn(btn.switch): #while the switch is on: led.turn_on(led.white) temp = tempsensor.tempF() #get the temp print temp if temp > red : led.turn_on_all() elif temp > orange : led.turn_off(led.red) led.turn_on(led.orange) led.turn_on(led.yellow) led.turn_on(led.green) led.turn_on(led.blue) led.turn_on(led.purple) elif temp > yellow : led.turn_off(led.red) led.turn_off(led.orange) led.turn_on(led.yellow) led.turn_on(led.green) led.turn_on(led.blue) led.turn_on(led.purple) elif temp > green : led.turn_off(led.red) led.turn_off(led.orange) led.turn_off(led.yellow) led.turn_on(led.green) led.turn_on(led.blue) led.turn_on(led.purple) elif temp > blue : led.turn_off(led.red) led.turn_off(led.orange) led.turn_off(led.yellow) led.turn_off(led.green) led.turn_on(led.blue) led.turn_on(led.purple) elif temp > purple : led.turn_off(led.red) led.turn_off(led.orange) led.turn_off(led.yellow) led.turn_off(led.green) led.turn_off(led.blue) led.turn_on(led.purple) else : led.turn_off_all() led.turn_on(led.white) time.sleep(0.5) led.turn_off(led.white) time.sleep(0.5) led.GPIO.cleanup()
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import simulator import numpy as np ''' TODO Support CNN in the Hardware Evaluation ''' weights_dir = "./data/mnist-lenet.npz" image_dir = "./data/dataset/mnist/test.npy" batch_size = 10 # The number of input picture weights = np.load(weights_dir)['arr_0'].item() data = np.load(image_dir)[:batch_size] images = data[:, 0] labels = data[:, 1] params = simulator.Parameterinput() # Read parameters in simconfig # Define the neural network net = [ ['Conv2d',], ['Conv2d',], ['Linear',], ['Linear',], ['Linear',], ] # SIM HWsim = simulator.SystemSim(params) HWsim.apply(net, weights, images, labels) # Forward computing HWsim.show() # Show the result in console
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#import config import os from tweepy import OAuthHandler, Stream from tweepy.streaming import StreamListener import json import logging import pymongo import time client = pymongo.MongoClient("mongodb") db = client.tweets time.sleep(10) api_key = os.getenv('TWITTER_CONSUMER_API_KEY') api_secret = os.getenv('TWITTER_CONSUMER_API_SECRET') access_token = os.getenv('TWITTER_ACCESS_TOKEN') access_secret = os.getenv('TWITTER_ACCESS_TOKEN_SECRET') def authenticate(): '''Function for handling Twitter Auth. Pulls Env Variables in bash_profile''' auth = OAuthHandler(api_key, api_secret) auth.set_access_token(access_token, access_secret) return auth if __name__ == '__main__': auth = authenticate() listener = TwitterListener() stream = Stream(auth, listener) stream.filter(track=['marathon'], languages=['en'])
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2.80198
303
import clr clr.AddReference("Aurora") clr.AddReference("System.Drawing") from Aurora import Global from Aurora.Settings import KeySequence from Aurora.Devices import DeviceKeys from Aurora.EffectsEngine import EffectLayer from System.Drawing import Color import System array_device_keys = System.Array[DeviceKeys]
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3.674419
86
from pymoo.model.mutation import Mutation from pymoo.operators.mutation.no_mutation import NoMutation from pymoo.operators.mutation.polynomial_mutation import PolynomialMutation from pymoo.operators.integer_from_float_operator import IntegerFromFloatMutation from uninas.utils.args import ArgsInterface, Argument, Namespace from uninas.register import Register @Register.hpo_pymoo_crossover() class NoPymooMutation(AbstractPymooCrossover): """ No mutation at all """ @classmethod @Register.hpo_pymoo_mutation() class PolynomialPymooMutation(AbstractPymooCrossover): """ IntegerFromFloatMutation for integer variables, PolynomialMutation for floats """ @classmethod def args_to_add(cls, index=None) -> [Argument]: """ list arguments to add to argparse when this class (or a child class) is chosen """ return super().args_to_add(index) + [ Argument('type', default='int', type=str, choices=['int', 'real'], help='?'), Argument('eta', default=30, type=int, help='?'), ] @classmethod
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2.802083
384
import os if __name__ == "__main__": file_list = FileList() file_list.list_files() print(file_list.num_files, "files listed") for f in file_list.files: print(f)
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2.292683
82
# BSD Licence # Copyright (c) 2009, Science & Technology Facilities Council (STFC) # All rights reserved. # # See the LICENSE file in the source distribution of this software for # the full license text. """ This module contains CSML WFS 2.0 stored query implementations. To add a new stored query, write the functional code here, then describe the functionality as a new query in: wfs_csmllayer.CSMLStoredQueries.queries These query functions should either return a resultset (python list) containing the features, or 2 lists, one being the resultset, and the other containing string representations of XML addtional objects - in CSML these are going to be StorageDescriptors. """ import wfs_csmllayer import logging log = logging.getLogger(__name__) import csml.parser, csml.csmllibs.csmlextra from xml.etree import ElementTree as etree from pylons import request, config # qualifiedFeatureType='{http://ndg.nerc.ac.uk/csml}' + storagedescriptor.__class__.__name__ # emptyelem=etree.Element(qualifiedFeatureType) # log.debug(request.environ) # storagedescriptor.fileName.CONTENT='http://'+request.environ['HTTP_HOST']+'/filestore/' +storagedescriptor.fileName.CONTENT # csmlelem=storagedescriptor.toXML(emptyelem) # storagedescXML=etree.tostring(csmlelem) # return [csmlfi], [storagedescXML]
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2.947253
455
import numpy as np from numpy.linalg import inv from scipy.stats import binom #a1 = failed #a2 = passed testPassingProbabilities = [0.7, 0.6, 0.8, 0.9] noOfSpecialistsCurrent = [100, 70, 50, 60] wantedSpecialists = 5 wantedWithProbability = 0.9 transitionMatrix = np.zeros((len(testPassingProbabilities) + 2, len(testPassingProbabilities) + 2)) transitionMatrix[0, 0] = 1 transitionMatrix[1, 1] = 1 for i in range(2, len(testPassingProbabilities) + 1): listIndex = i - 2 transitionMatrix[i, 0] = 1 - testPassingProbabilities[listIndex] transitionMatrix[i, i+1] = testPassingProbabilities[listIndex] transitionMatrix[i+1, 0] = 1 - testPassingProbabilities[-1] transitionMatrix[i+1, 1] = testPassingProbabilities[-1] Q = transitionMatrix[2:,2:] I = np.identity(len(testPassingProbabilities)) N = inv(I - Q) R = transitionMatrix[2:,:2] B = np.dot(N,R) passVector = B[:, 1] noOfSpecialistsFinal = round(sum(passVector * noOfSpecialistsCurrent), 3) print(f"The expected number of specialists is {noOfSpecialistsFinal}.") newStudentPassingProbability = float(passVector[0]) for employeesSentToCourse in range(wantedSpecialists, 100): probability = 1 - binom.cdf(wantedSpecialists - 1, employeesSentToCourse, newStudentPassingProbability) if probability > wantedWithProbability: print(f"{employeesSentToCourse} must be sent to the course.") break
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2.733202
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import os import json import inspect import eosfactory.core.logger as logger import eosfactory.core.errors as errors import eosfactory.core.setup as setup import eosfactory.core.interface as interface import eosfactory.core.teos as teos if setup.node_api == "cleos": import eosfactory.core.cleos as cleos elif setup.node_api == "eosjs": import eosfactory.core.eosjs as cleos import eosfactory.core.manager as manager class Wallet(cleos.WalletCreate): ''' Create a new wallet locally and operate it. - **parameters**:: name: The name of the new wallet, defaults to `default`. is_verbose: If `0`, do not print unless on error, default is `1`. - **attributes**:: name: The name of the wallet. password: The password returned by wallet create. error: Whether any error ocurred. json: The json representation of the object. is_verbose: Verbosity at the constraction time. ''' wallet_keys = None wallet = None globals = None setup.node_api def index(self): ''' Lists opened wallets, * marks unlocked. Returns `cleos.WalletList` object ''' result = cleos.WalletList(is_verbose=0) logger.OUT(result.out_msg) def open(self): ''' Opens the wallet. Returns `WalletOpen` object ''' result = cleos.WalletOpen(self.name, is_verbose=False) logger.TRACE(''' * Wallet ``{}`` opened. '''.format(self.name)) def lock(self): ''' Lock the wallet. Returns `cleos.WalletLock` object. ''' result = cleos.WalletLock(self.name, is_verbose=False) logger.TRACE("Wallet `{}` locked.".format(self.name)) def lock_all(self): ''' Lock the wallet. Returns `cleos.WalletLock` object. ''' result = cleos.WalletLockAll(is_verbose=False) logger.TRACE("All wallets locked.") def unlock(self): ''' Unlock the wallet. Returns `WalletUnlock` object. ''' result = cleos.WalletUnlock( self.name, self.password, is_verbose=False) logger.TRACE(''' * Wallet ``{}`` unlocked. '''.format(self.name)) def open_unlock(self): ''' Open&Unlock automatics. ''' cleos.WalletOpen(self.name, is_verbose=False) cleos.WalletUnlock( self.name, self.password, is_verbose=False) def remove_key(self, account_or_key): ''' ''' self.open_unlock() removed_keys = [] account_name = None if isinstance(account_or_key, interface.Account): cleos.WalletRemove_key( interface.key_arg( account_or_key, is_owner_key=True, is_private_key=True), self.name, is_verbose=False) removed_keys.append(interface.key_arg( account_or_key, is_owner_key=True, is_private_key=False)) cleos.WalletRemove_key( interface.key_arg( account_or_key, is_owner_key=False, is_private_key=True), self.name, is_verbose=False) removed_keys.append(interface.key_arg( account_or_key, is_owner_key=False, is_private_key=False)) else: cleos.WalletRemove_key( interface.key_arg( account_or_key, is_private_key=True), self.name, is_verbose=False) removed_keys.append(interface.key_arg( account_or_key, is_private_key=False)) if account_name is None: if len(removed_keys) > 0: logger.TRACE(''' Removing key '{}' from the wallet '{}' '''.format(removed_keys[0], self.name), verbosity ) else: logger.TRACE(''' Removing keys of the account '{}' from the wallet '{}' '''.format(account_name, self.name) ) wallet_keys = cleos.WalletKeys(is_verbose=False) for key in removed_keys: if key in wallet_keys.json: raise errors.Error(''' Failed to remove key '{}' from the wallet '{}' '''.format(key, self.name)) logger.TRACE(''' * Cross-checked: all listed keys removed from the wallet. ''') return True def import_key(self, account_or_key): ''' Imports private keys of an account into wallet. Returns list of `cleos.WalletImport` objects ''' self.open_unlock() imported_keys = [] account_name = None if isinstance(account_or_key, interface.Account): account_name = account_or_key.name wallet_import = cleos.WalletImport( interface.key_arg( account_or_key, is_owner_key=True, is_private_key=True), self.name, is_verbose=False) imported_keys.append(interface.key_arg( account_or_key, is_owner_key=True, is_private_key=False)) wallet_import = cleos.WalletImport( interface.key_arg( account_or_key, is_owner_key=False, is_private_key=True), self.name, is_verbose=False) imported_keys.append(interface.key_arg( account_or_key, is_owner_key=False, is_private_key=False)) logger.TRACE(''' * Importing keys of the account ``{}`` into the wallet ``{}`` '''.format(account_name, self.name) ) else: wallet_import = cleos.WalletImport( interface.key_arg(account_or_key, is_private_key=True), self.name, is_verbose=False) logger.TRACE(''' * Importing keys into the wallet ``{}`` '''.format(self.name) ) return True wallet_keys = cleos.WalletKeys(is_verbose=False) if len(imported_keys) == 0: raise errors.Error(''' The list of imported keys is empty. ''') ok = True for key in imported_keys: if not key in wallet_keys.json: ok = False raise errors.Error(''' Failed to import keys of the account '{}' into the wallet '{}' '''.format( account_name if account_name else "n/a", self.name)) if ok: logger.TRACE(''' * Cross-checked: all account keys are in the wallet. ''') return True def restore_accounts(self): ''' ''' self.open_unlock() account_map = manager.account_map() new_map = {} wallet_keys = cleos.WalletKeys(is_verbose=0) if len(account_map) > 0: logger.INFO(''' ######### Restore cached account objects: ''') for name, object_name in account_map.items(): try: account_ = cleos.GetAccount( name, is_info=False, is_verbose=False) if account_.owner_key in wallet_keys.json and \ account_.active_key in wallet_keys.json: new_map[name] = object_name from eosfactory.shell.account import create_account create_account( object_name, name, restore=True, verbosity=None) except errors.AccountDoesNotExistError: pass manager.save_account_map(new_map) else: logger.INFO(''' * The wallet is empty. ''') def keys(self): ''' Lists public keys from all unlocked wallets. Returns `cleos.WalletKeys` object. ''' self.open_unlock() self.wallet_keys = cleos.WalletKeys(is_verbose=False) logger.TRACE(''' Keys in all open walets: {} '''.format(self.wallet_keys.out_msg)) def private_keys(self): ''' Lists public keys from all unlocked wallets. Returns `cleos.WalletKeys` object. ''' self.open_unlock() self.wallet_private_keys = cleos.WalletPrivateKeys(is_verbose=False) logger.TRACE(''' Keys in all open walets: {} '''.format(json.dumps( self.wallet_private_keys.json, indent=4))) def map_account(self, account_object_name, account_object): ''' ''' if not self.is_name_taken(account_object_name, account_object.name): account_map_json = manager.account_map(self) if account_map_json is None: return account_map_json[account_object.name] = account_object_name with open(self.wallet_dir + setup.account_map, "w") as out: out.write(json.dumps( account_map_json, indent=3, sort_keys=True)) logger.TRACE(''' * Account object ``{}`` stored in the file ``{}`` in the wallet directory: {} '''.format( account_object_name, setup.account_map, self.wallet_dir + setup.account_map))
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1.948241
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from random import randint x = (randint(1, 10), randint(1, 10), randint(1, 10), randint(1, 10), randint(1, 10), randint(1, 10)) print('sorteei os numeros:', end='') for n in x: print(f'{n}', end=", ") print(f"\nO maior valor na ordem foi {max(x)}") print(f"\nO menor valor na ordem foi {min(x)}")
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#! /usr/bin/python # Copyright (C) 2005 Dr. Ralf Schlatterbeck Open Source Consulting. # Reichergasse 131, A-3411 Weidling. # Web: http://www.runtux.com Email: [email protected] # All rights reserved # **************************************************************************** # # This program is free software; you can redistribute it and/or modify # it under the terms of the GNU General Public License as published by # the Free Software Foundation; either version 2 of the License, or # (at your option) any later version. # # This program is distributed in the hope that it will be useful, # but WITHOUT ANY WARRANTY; without even the implied warranty of # MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the # GNU General Public License for more details. # # You should have received a copy of the GNU General Public License # along with this program; if not, write to the Free Software # Foundation, Inc., 675 Mass Ave, Cambridge, MA 02139, USA. # **************************************************************************** from cStringIO import StringIO from os.path import splitext from roundup.cgi.actions import Action, EditItemAction from roundup.cgi import templating from roundup import hyperdb from roundup.date import Date, Interval from roundup.cgi.exceptions import Redirect try : import ooopy.Transforms as Transforms from ooopy.OOoPy import OOoPy from ooopy.Transformer import Transformer, autosuper from ooopy.Transforms import renumber_all, get_meta, set_meta except ImportError : from rsclib.autosuper import autosuper Reject = ValueError # end class Invoice # end class Unmark_Invoice # end class Mark_Invoice # end class OOoPy_Invoice_Wrapper # end class Generate_Invoice # end class _Mark_Invoice # end class Mark_Invoice_Sent # end class Mark_Single_Invoice_Sent # end def create_file # end def handle # end class Download_Letter # end def handle # end class Personalized_Template class Edit_Payment_Action (EditItemAction, autosuper) : """ Remove items that did not change (for which we defined a hidden attribute in the mask) from the new items. Then proceed as usual like for EditItemAction. """ # end def _editnodes # end class Edit_Payment_Action # end def init
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# -*- coding: UTF-8 -*- # **********************************************************************************# # File: # **********************************************************************************# import time from datetime import datetime from utils.dict import CompositeDict from utils.decorator import singleton from .. configs import logger from .. data.database_api import load_futures_rt_minute_data def _get_minute_price_info(universe): """ Get the latest info of stocks. Args: universe(list): universe list """ futures_rt_minute_data = load_futures_rt_minute_data(universe) info = dict() for symbol, minute_bar_list in futures_rt_minute_data.iteritems(): if minute_bar_list: item = minute_bar_list[-1] item.update({ 'secID': symbol }) info[symbol] = minute_bar_list[-1] return info @singleton
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# Generated by Django 2.2.1 on 2019-08-03 05:44 import django.contrib.gis.db.models.fields from django.db import migrations, models
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# encoding=utf8 import requests import datetime import pytz import argparse import random import json if __name__ == "__main__": parser = argparse.ArgumentParser(description='weixin auto sport script.') parser.add_argument('user', help='your user name', type=str) parser.add_argument('password', help='your password', type=str) args = parser.parse_args() autorepoter = Report(user=args.user, password=args.password) count = 3 while count != 0: ret = autorepoter.report() if ret != False: break print("Sport Failed, retry...") count = count - 1 if count != 0: exit(0) else: exit(-1)
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class ObservationsSummaryDewPt: """ Defines an object for the observations summary period temp data. """ dewpt = {} def __init__(self, dewpt_json): """ Constructor - this takes an individual observations summary period's dewpoint json. { maxC": 5, "maxF": 41, "minC": -3, "minF": 26, "avgC": -0.6, "avgF": 30.9, "count": 23 }, """ self.dewpt = dewpt_json @property def maxC(self) -> float: """ The maximum dew point in Celsius. Null if unavailable. """ return self.dewpt["maxC"] @property def maxF(self) -> float: """ The maximum dew point in Fahrenheit. Null if unavailable. """ return self.dewpt["maxF"] @property def minC(self) -> float: """ The minimum dew point in Celsius. Null if unavailable. """ return self.dewpt["minC"] @property def minF(self) -> float: """ The minimum dew point in Fahrenheit. Null if unavailable. """ return self.dewpt["minF"] @property def avgC(self) -> float: """ The average dew point in Celsius. Null if unavailable. """ return self.dewpt["avgC"] @property def avgF(self) -> float: """ The average dew point in Fahrenheit. Null if unavailable. """ return self.dewpt["avgF"] @property def count(self) -> int: """ The total number of observations that included dew point information. """ return self.dewpt["count"]
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from PyQt5.QtWidgets import QWidget from forms.ui_receivePage import Ui_ReceivePage class ReceivePage(QWidget, Ui_ReceivePage): """The page to generate bolt11 invoices""" def clearForm(self): """Reset the form to the default values""" self.spinValue.setValue(1) self.lineLabel.setText("") self.lineDescription.setText("") self.spinExpiry.setValue(604800) # A week def generateInvoice(self): """Generate an invoice and display it""" amount_msat = self.spinValue.value() label = self.lineLabel.text() description = self.lineDescription.text() expiry = self.spinExpiry.value() invoice = self.plugin.rpc.invoice(amount_msat, label, description, expiry) # Condition to prevent RPC error if invoice: self.textResultInvoice.setText(invoice["bolt11"]) def initUi(self): """Initialize the UI by connecting actions""" self.buttonGenerate.clicked.connect(self.generateInvoice) self.buttonClear.clicked.connect(self.clearForm)
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import http.server, requests, json username_cache = {} whitelist = ("current.html", "runner64.png", "flags.min.css", "flags.png") mimes = { "html": "text/html", "css": "text/css", "png": "image/png", "json": "application/jsonn" } PAGE_404 = """<!DOCTYPE html> <html> <head> <meta charset="utf-8"> <title>404 Not Found</title> </head> <body> nuthin to see here bruh </body> </html> """ HEADERS = {"User-Agent": "Jobicade's Magnificent PB/WR grabber"} GAME_ID = "4pd0n31e" CATEGORY_ID = "wk6pexd1" USER_ID = "48g0ln2x" BASE = "http://www.speedrun.com/api/v1/" PB_QUERY = BASE + "users/" + USER_ID + "/personal-bests" WR_QUERY = BASE + "leaderboards/" + GAME_ID + "/category/" + CATEGORY_ID httpd = http.server.HTTPServer(('127.0.0.1', 80), RecordRequest) sa = httpd.socket.getsockname() print("Serving HTTP on", sa[0], "port", sa[1], "...") httpd.serve_forever()
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from pydantic import BaseModel from typing import Optional
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import logging from typing import Optional import torch import tqdm from torch.utils.data import DataLoader from phuber.metrics import AccuracyMetric class Evaluator: """Model evaluator Args: model: model to be evaluated device: device on which to evaluate model loader: dataloader on which to evaluate model checkpoint_path: path to model checkpoint """ def evaluate(self) -> float: """Evaluates the model Returns: (float) accuracy (on a 0 to 1 scale) """ # Progress bar pbar = tqdm.tqdm(total=len(self.loader), leave=False) pbar.set_description("Evaluating... ") # Set to eval self.model.eval() # Loop for data, target in self.loader: with torch.no_grad(): # To device data, target = data.to(self.device), target.to(self.device) # Forward out = self.model(data) self.acc_metric.update(out, target) # Update progress bar pbar.update() pbar.close() accuracy = self.acc_metric.compute() self.logger.info(f"Accuracy: {accuracy:.4f}\n") return accuracy
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2.194444
576
import functools import idna import logging import re import requests import rfc3339 import time from bottle import Bottle, request, response, static_file, template, redirect from datetime import timedelta from publicsuffixlist import PublicSuffixList from requests_oauthlib import OAuth1 from urllib.parse import urlsplit from utils.param_parse import (ParamParseError, parse_params, integer_param, string_param, boolean_param) from .misc import html_default_error_hander, security_headers, set_headers log = logging.getLogger(__name__) # Disable some logging to reduce log spam. # Elasticsearch logs all requests at (at least) INFO level. logging.getLogger('elasticsearch').setLevel(logging.WARNING) PSL_CACHE_SIZE = 10_000 psl = PublicSuffixList() # Domains are a series of two or more names, separated by periods, with an optional trailing period. # (Technically one name is allowed, but TLDs aren't usually HTTP sites.) # (Note that we actually strip any trailing period during normalization - along with lowercasing # characters - but support has been left in the regex for completeness.) # Each name can contain latin characters (case insensitive), digits, or dashes. # Names can't be longer than 63 characters, or start/end with a dash. # The final name - the TLD - can't be numeric (only digits). DOMAIN_REGEX = re.compile(r'^(?:[a-z\d](?:[a-z\d-]{0,61}[a-z\d])?\.)+(?!\d+\.?$)[a-z\d](?:[a-z\d-]{0,61}[a-z\d])?\.?$') DOMAIN_MAX_LENGTH = 253 REQUEST_TIMEOUT_INDIVIDUAL = 5 SCAN_START_TIMEOUT = 20 SCAN_TIMEOUT = 30 SCAN_AGENT = 'GpcSupBot' SCAN_HEADERS = {'User-Agent': f'{SCAN_AGENT}/0.1 (https://gpcsup.com)'} ROBOTS_MAX_CONTENT_LENGTH = 512 * 1024 # 512kB GPC_PATH = '/.well-known/gpc.json' GPC_MAX_CONTENT_LENGTH = 1024 # 1kB SCAN_TTL = timedelta(minutes=10) NEXT_SCAN_OFFSET = timedelta(days=7) SCAN_FAIL_OFFSETS = [ timedelta(days=1), timedelta(days=7), timedelta(days=30), ] SCAN_RESULT_MAX_AGE_SECS = SCAN_TTL.seconds SCAN_RESULT_HEADERS = {'Cache-Control': f'max-age={SCAN_RESULT_MAX_AGE_SECS}'} STATIC_FILE_MAX_AGE_SECS = timedelta(hours=1).seconds STATIC_FILE_HEADERS = {'Cache-Control': f'max-age={STATIC_FILE_MAX_AGE_SECS}'} SITES_PAGE_SIZE = 8 SERVER_READY = True class ScanError(Exception): """The scan has failed, and the user should be shown the specified template.""" @functools.lru_cache(maxsize=PSL_CACHE_SIZE)
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2.679245
901
import myhdl from myhdl import delay
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3
13
import operator import re from typing import Any, Dict, List, Tuple, Union import frappe from frappe import _ from frappe.query_builder import Criterion, Field, Order def like(key: str, value: str) -> frappe.qb: """Wrapper method for `LIKE` Args: key (str): field value (str): criterion Returns: frappe.qb: `frappe.qb object with `LIKE` """ return Field(key).like(value) def func_in(key: str, value: Union[List, Tuple]) -> frappe.qb: """Wrapper method for `IN` Args: key (str): field value (Union[int, str]): criterion Returns: frappe.qb: `frappe.qb object with `IN` """ return Field(key).isin(value) def not_like(key: str, value: str) -> frappe.qb: """Wrapper method for `NOT LIKE` Args: key (str): field value (str): criterion Returns: frappe.qb: `frappe.qb object with `NOT LIKE` """ return Field(key).not_like(value) def func_not_in(key: str, value: Union[List, Tuple]): """Wrapper method for `NOT IN` Args: key (str): field value (Union[int, str]): criterion Returns: frappe.qb: `frappe.qb object with `NOT IN` """ return Field(key).notin(value) def func_regex(key: str, value: str) -> frappe.qb: """Wrapper method for `REGEX` Args: key (str): field value (str): criterion Returns: frappe.qb: `frappe.qb object with `REGEX` """ return Field(key).regex(value) def func_between(key: str, value: Union[List, Tuple]) -> frappe.qb: """Wrapper method for `BETWEEN` Args: key (str): field value (Union[int, str]): criterion Returns: frappe.qb: `frappe.qb object with `BETWEEN` """ return Field(key)[slice(*value)] def make_function(key: Any, value: Union[int, str]): """returns fucntion query Args: key (Any): field value (Union[int, str]): criterion Returns: frappe.qb: frappe.qb object """ return OPERATOR_MAP[value[0]](key, value[1]) def change_orderby(order: str): """Convert orderby to standart Order object Args: order (str): Field, order Returns: tuple: field, order """ order = order.split() if order[1].lower() == "asc": orderby, order = order[0], Order.asc return orderby, order orderby, order = order[0], Order.desc return orderby, order OPERATOR_MAP = { "+": operator.add, "=": operator.eq, "-": operator.sub, "!=": operator.ne, "<": operator.lt, ">": operator.gt, "<=": operator.le, ">=": operator.ge, "in": func_in, "not in": func_not_in, "like": like, "not like": not_like, "regex": func_regex, "between": func_between }
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2.401515
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import json from decimal import Decimal from typing import Optional, Dict from lib.exchange.upbit.model.post_orders_response import PostOrdersResponse from lib.order.order import Order from lib.order.order_type import OrderType from lib.type import JsonString
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import pytest from lhotse.cut import make_windowed_cuts_from_features from lhotse.features import Features, FeatureSet def features(rec_id, start, duration): """Helper method for fixture readability (specify only relevant attributes).""" return Features( recording_id=rec_id, channels=0, start=start, duration=duration, sampling_rate=16000, type="irrelevant", num_frames=round(duration / 0.01), num_features=23, storage_type="irrelevant", storage_path="irrelevant", storage_key="irrelevant", frame_shift=0.01, ) @pytest.fixture # noinspection PyMethodMayBeStatic
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import builtins import collections import copy import functools import itertools import math import operator import types import warnings from functools import lru_cache import numpy import torch from . import config @lru_cache(None) @lru_cache(None) def _allowed_function_ids(): """ Walk torch.* and get the ids of all the stuff in it """ warnings.filterwarnings("ignore", category=UserWarning, module="torch.distributed") torch.distributions.Distribution.set_default_validate_args(False) torch_object_ids = dict() _find_torch_objects(torch) _find_torch_objects(math) for idx in _disallowed_function_ids(): if idx in torch_object_ids: del torch_object_ids[idx] return torch_object_ids def is_allowed(obj): """Is this safe to trace like torch.add ?""" return id(obj) in _allowed_function_ids() def is_disallowed(obj): """Is this safe to trace like torch.add ?""" return id(obj) in _disallowed_function_ids() @lru_cache(None) @lru_cache(None)
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from transformers import BertConfig, BertForSequenceClassification, BertTokenizer import torch import os import json import logging MAX_CONTEXT_LEN = 120 if __name__ == "__main__": cloze_model = ClozeMCModel("cuda:0") split_dir="/mnt/sharedfolder/hpchan/datasets/cased-cnn-dailymail_coref/train" with open(os.path.join(split_dir, "{}.json".format(0))) as f: js = json.loads(f.read()) """ masked_questions_ids_list = js["masked_question_ids_list"] multiple_choices_ids_list = js["multiple_choices_ids_list"] answer_id_list = js["answer_idx_list"] summary_sent_list = js["abstract"] summary_str = ' '.join(summary_sent_list) context_str_list = [summary_str for i in range(len(answer_id_list))] context_str_list[-1] = "Mentally ill inmates in Miami are housed on the `` forgotten floor '' Judge Steven Leifman says most are there as a result of `` avoidable felonies ''" confidence_score = cloze_model.compute_confidence_score(masked_questions_ids_list, multiple_choices_ids_list, answer_id_list, context_str_list) print(masked_questions_ids_list) print(multiple_choices_ids_list) print(context_str_list) print(answer_id_list) print(len(answer_id_list)) print(confidence_score) """ masked_questions_ids_2dlist = [] multiple_choices_ids_2dlist = [] answer_id_2dlist = [] context_str_2dlist = [] for i in range(3): with open(os.path.join(split_dir, "{}.json".format(i))) as f: js = json.loads(f.read()) masked_questions_ids_list = js["masked_question_ids_list"] multiple_choices_ids_list = js["multiple_choices_ids_list"] answer_id_list = js["answer_idx_list"] summary_sent_list = js["abstract"] summary_str = ' '.join(summary_sent_list) context_str_list = [summary_str for i in range(len(answer_id_list))] masked_questions_ids_2dlist.append(masked_questions_ids_list) multiple_choices_ids_2dlist.append(multiple_choices_ids_list) answer_id_2dlist.append(answer_id_list) context_str_2dlist.append(context_str_list) num_questions_per_sample = [len(questions) for questions in masked_questions_ids_2dlist] print(num_questions_per_sample) flattened_masked_questions_ids_list = [] flattened_answer_id_list = [] flattened_multiple_choices_ids_list = [] flattened_context_str_list = [] for masked_question_ids_list, answer_id_list, multiple_choices_ids_list, context_str_list in zip(masked_questions_ids_2dlist, answer_id_2dlist, multiple_choices_ids_2dlist, context_str_2dlist): flattened_masked_questions_ids_list += masked_question_ids_list flattened_answer_id_list += answer_id_list flattened_multiple_choices_ids_list += multiple_choices_ids_list flattened_context_str_list += context_str_list print(flattened_context_str_list) print(len(flattened_context_str_list)) print(len(flattened_masked_questions_ids_list)) print(len(flattened_answer_id_list)) print(len(flattened_multiple_choices_ids_list)) confidence_score = cloze_model.compute_confidence_score(flattened_masked_questions_ids_list, flattened_multiple_choices_ids_list, flattened_answer_id_list, flattened_context_str_list) print(confidence_score) num_processed_samples = 0 score_for_each_batch = [] for i in range(len(num_questions_per_sample)): # average for each batch avg_score = confidence_score[num_processed_samples:num_processed_samples+num_questions_per_sample[i]].mean(dim=0) score_for_each_batch.append(avg_score) print(num_processed_samples) print(num_processed_samples+num_questions_per_sample[i]) num_processed_samples += num_questions_per_sample[i] print(score_for_each_batch) score_for_each_batch = torch.cat(score_for_each_batch, dim=0) print(score_for_each_batch) print(score_for_each_batch.size())
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from __future__ import division from __future__ import print_function from __future__ import absolute_import from builtins import range from past.utils import old_div from .tesisfunctions import Plotim,overlay,padVH import cv2 import numpy as np #from invariantMoments import centroid,invmoments,normalizedinvariantmoment,bwmoment from .tesisfunctions import sigmoid,histogram,brightness,getthresh,threshold,pad,graphpolygontest, polygontest #http://stackoverflow.com/questions/14725181/speed-up-iteration-over-numpy-arrays-opencv-cv2-image #http://opencv-python-tutroals.readthedocs.org/en/latest/py_tutorials/py_imgproc/py_contours/py_contour_features/py_contour_features.html fn1 = r'im1_2.jpg' #fn1 = r"asift2Result_with_alfa1.png" #fn1 = r"im_completer_Result2.png" fore = cv2.imread(fn1) fore = cv2.resize(fore,(300,300)) name = fn1.split('\\')[-1].split(".")[0] fore2 = fore.copy() """ fore = fore.astype("float") fb = fore[:,:,0] fg = fore[:,:,1] fr = fore[:,:,2] # threshold retinal area alfa = -1 beta = 50 # if alfa >0 :if beta = 50 with noise, if beta = 200 without noise th = 1 kernel = np.ones((100,100),np.uint8) enhanced = sigmoid(fr,alfa,beta) thresh = cv2.threshold(enhanced.astype("uint8"),th,1,cv2.THRESH_BINARY_INV)[1] #dilation = cv2.dilate(thresh,kernel,iterations = 1) #erosion = cv2.erode(dilation,kernel,iterations = 1) #closing = cv2.morphologyEx(thresh, cv2.MORPH_CLOSE, kernel) opening = cv2.morphologyEx(thresh, cv2.MORPH_OPEN, kernel) #dilation = cv2.dilate(opening,kernel,iterations = 1) lastthresh = opening """ P = brightness(fore) thresh = getthresh(cv2.resize(P,(300,300))) print(thresh) lastthresh=threshold(P,thresh,1,0) thresh,lastthresh = cv2.threshold(P,0,1,cv2.THRESH_BINARY+cv2.THRESH_OTSU) #lastthresh = pad(lastthresh,1) plotc = Plotim(name + " overlayed lastthresh", overlay(fore.copy(), lastthresh * 255, alpha=lastthresh)) plotc.show() # find biggest area contours,hierarchy = cv2.findContours(lastthresh.copy(),cv2.RETR_TREE,cv2.CHAIN_APPROX_SIMPLE) print("objects: ",len(contours)) index = 0 maxarea = 0 #objectarea = np.sum(lastthresh) for i in range(len(contours)): area = cv2.contourArea(contours[i]) if area>maxarea: index = i maxarea = area print("area contour:",maxarea,"index: ",index) cnt = contours[index] print("optaining polygon test...") polygontest = graphpolygontest((P,cnt)).show() #DEFECTS pallet = [[0,0,0],[255,255,255]] pallet = np.array(pallet,np.uint8) imdefects = pallet[lastthresh] hull = cv2.convexHull(cnt,returnPoints = False) defects = cv2.convexityDefects(cnt,hull) distances = defects[:,0,3] two_max = np.argpartition(distances, -2)[-2:] # get indeces of two maximum values for i in range(defects.shape[0]): s,e,f,d = defects[i,0] start = tuple(cnt[s][0]) end = tuple(cnt[e][0]) far = tuple(cnt[f][0]) cv2.line(imdefects,start,end,[0,255,0],2) cv2.circle(imdefects,far,5,[0,0,255],-1) #SEPARATING LINE points = defects[:,0,2] x1,y1 = tuple(cnt[points[two_max[0]]][0]) x2,y2 = tuple(cnt[points[two_max[1]]][0]) m = old_div((y2-y1),float(x2-x1)) b = int(y1-x1*m) # find interception with xf and yf axis if b>imdefects.shape[0]: # if start outside yf start = int(old_div((imdefects.shape[0]-b),m)),imdefects.shape[0] # (yf-b)/m, yf else: # if start inside yf start = 0,b # 0,y y = int(m*imdefects.shape[1]+b) # m*xf+b if y<0: # if end outside yf end = int(old_div(-b,m)),0# x,0 else: # if end inside yf end = imdefects.shape[1],y # xf, y cv2.line(imdefects,start,end,[0,0,100],2) plotc = Plotim(name + " defects", imdefects) plotc.show() #ROI ROI = np.zeros(P.shape,dtype=np.uint8) cv2.drawContours(ROI,[cnt],0,1,-1) plotc = Plotim(name + " ROI", ROI) plotc.show() M = cv2.moments(cnt) # find moments #M2 = invmoments(ROI,Area=None,center=None) #cx = int(M['m10']/M['m00']) #cy = int(M['m01']/M['m00']) #x,y = centroid(ROI,maxarea) #normalizedinvariantmoment(ROI,maxarea,0,0,x,y) #n00 = bwmoment(ROI,0,0,cx,cy) #print "(cx,cy)",(cx,cy) #print "x,y",x,y #cv2.circle(fore, (cx,cy), 10, (0, 0, 255), -1, 8) #cv2.circle(fore, (int(x),int(y)), 10, (0, 255, 255), -1, 8) cv2.drawContours(fore,[cnt],0,(0, 0, 255),2) ellipse = cv2.fitEllipse(cnt) cv2.ellipse(fore,ellipse,(0,255,0),2) plotc = Plotim(name + " description", fore) plotc.show() mask = np.ones(P.shape,dtype=np.uint8) cv2.ellipse(mask,ellipse,0,-1) fore2[mask>0]=0 plotc = Plotim(name + " result", fore2) plotc.show() cv2.imwrite("mask_"+name+".png",fore2) """ # Saving the objects: import pickle data = {"thresh":thresh,"lastthresh":lastthresh,"cnt":cnt,"ellipse":ellipse,"polygontest":polygontest} with open("masks_"+name+'.pickle', 'w') as f: pickle.dump(data, f)"""
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2,118
import email, smtplib, ssl, sys, imaplib, email.header import pandas as pd from config import * from email import encoders from email.mime.base import MIMEBase from email.mime.multipart import MIMEMultipart from email.mime.text import MIMEText # Loads the csv file given by the CSV_FILE variable # @return -> list of email addresses contained in the column Email # Loads the email body from the TEXT_BODY_FILE body = open(TEXT_BODY_FILE,'r').read() # Removes the given email from the loaded CSV file containing the emails # @return -> True is the emailing list changed, False otherwise # will use the IMAP protocol to check the EMAIL_FOLDER for unseen messages with the subject given by CANCEL_SUBJECT_KEYWORD # @return -> the list of emails to be removed # will handle all the unsubcribing, getting the emails to unsubscribe using the getUnsubscribers() function # and remove them using the removeSubscriber(email_to_remove) function # @return -> list of email adresses removed from the mailing list # builds the message object for the emails given the email adress of the receiver (email_receiver) # @return -> message object "stringified" # builds the message object for the unsubscribed emails given the email adress of the receiver (email_receiver) and the path to the file containing the # message to be sent to unsubscribers (UNSUB_BODY_FILE) # @return -> message object "stringified" # Will import the email adresses, handle unsubscribing emails using the previously defined functions, # then it will send the unsub message to emails that asked to be removed if SEND_UNSUB_MESSAGE is set to True # and the newsletter to the emails present in the emailing list pyNewsletter()
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3.681128
461
import sys from stuff import * import heapq as hq ls = lines()#chunks()#nums() cs = {} d = {} for y,l in enumerate(ls): for x,n in enumerate(l): n = eval(n) for Y in range(5): for X in range(5): c=complex(x+len(l)*X,y+len(ls)*Y) cs[c] = (n-1+X+Y)%9+1 d[c] = float('inf') #u.add(complex(x,y)) g = c #thank fuck for python's scoping being shit d[0] = 0 u = {*cs.keys()} h = [] hq.heappush(h,(0,(0,0))) while g in u: _,c = hq.heappop(h)#min(u,key=d.__getitem__) c = complex(*c) u.remove(c) for o in von_neumann: if c+o not in cs: continue if d[c+o] == float('inf'): hq.heappush(h,(d[c]+cs[c+o],c_t(c+o))) #uh? d[c+o] = min(d[c+o], d[c]+cs[c+o]) print(d[g])
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1.690377
478
import json import urllib.parse from unittest.mock import patch from uuid import uuid4 from freezegun import freeze_time from ee.clickhouse.models.event import create_event from ee.clickhouse.util import ClickhouseTestMixin from posthog.client import sync_execute from posthog.models.cohort import Cohort from posthog.models.person import Person from posthog.tasks.calculate_cohort import insert_cohort_from_insight_filter from posthog.tasks.test.test_calculate_cohort import calculate_cohort_test_factory
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3.154321
162
from django.urls import path import core.views as core_views urlpatterns = ( path('dataset-snippet/<int:study_id>', core_views.DatasetSnippetView.as_view(), name='dataset-snippet'), path('analysis-type-snippet/<int:dataset_id>', core_views.AnalysisTypeSnippetView.as_view(), name='analysis-type-snippet'), path('filter-snippet/<int:dataset_id>', core_views.FilterSnippetView.as_view(), name='filter-snippet'), path('attribute-snippet/<int:dataset_id>', core_views.AttributeSnippetView.as_view(), name='attribute-snippet'), path('search-router/', core_views.SearchRouterView.as_view(), name='search-router'), path('download-router/<int:search_log_id>', core_views.DownloadRouterView.as_view(), name='download-router'), path('additional-form-router/<int:dataset_id>/<int:analysis_type_id>', core_views.AdditionalFormRouterView.as_view(), name='additional-form-router'), path('base-search/', core_views.BaseSearchView.as_view(), name='base-search'), path('base-download/<int:search_log_id>', core_views.BaseDownloadView.as_view(), name='base-download'), path('save-search/', core_views.save_search, name='save-search'), path('saved-search-list/', core_views.SavedSearchListView.as_view(), name='saved-search-list'), path('retrieve-saved-search/<int:saved_search_id>', core_views.RetrieveSavedSearchView.as_view(), name='retrieve-saved-search'), path('core-document-view/<int:dataset_id>/<document_es_id>/', core_views.BaseDocumentView.as_view(), name='core-document-view'), path('core-document-review-create/<int:dataset_id>/<document_es_id>/', core_views.DocumentReviewCreateView.as_view(), name='core-document-review-create'), path('core-document-review-update/<int:dataset_id>/<int:document_review_id>/', core_views.DocumentReviewUpdateView.as_view(), name='core-document-review-update'), path('core-document-list/', core_views.DocumentReviewListView.as_view(), name='core-document-list'), )
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2.630607
758
disordered = {(10, 5): 'b', (3, 10): 'a', (5, 2): 'c'} # sort keys, then get values from original - fast sorted_list = sorted(disordered.items(), key=lambda x: x[0][1], reverse=True) print(sorted_list)
[ 6381, 24071, 796, 1391, 7, 940, 11, 642, 2599, 705, 65, 3256, 357, 18, 11, 838, 2599, 705, 64, 3256, 357, 20, 11, 362, 2599, 705, 66, 6, 92, 198, 198, 2, 3297, 8251, 11, 788, 651, 3815, 422, 2656, 532, 3049, 198, 82, 9741, 62, 4868, 796, 23243, 7, 6381, 24071, 13, 23814, 22784, 1994, 28, 50033, 2124, 25, 2124, 58, 15, 7131, 16, 4357, 9575, 28, 17821, 8, 198, 198, 4798, 7, 82, 9741, 62, 4868, 8 ]
2.56962
79
from ichnaea.api.locate.constants import DataAccuracy, DataSource from ichnaea.api.locate.query import Query from ichnaea.api.locate.result import ( Position, PositionResultList, Region, RegionResultList, Result, ResultList, ) from ichnaea.models import encode_mac from ichnaea.tests.factories import WifiShardFactory
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2.761905
126
import os import sys import numpy as np import math #MWA scripts from mwa_pb import primary_beam from vcstools.pointing_utils import sex2deg from vcstools.metadb_utils import mwa_alt_az_za, get_common_obs_metadata, getmeta import logging logger = logging.getLogger(__name__) def pixel_area(ra_min, ra_max, dec_min, dec_max): """ Calculate the area of a pixel on the sky from the pixel borders Parameters: ----------- ra_min: float The Right Acension minimum in degrees ra_max: float The Right Acension maximum in degrees dec_min: float The Declination minimum in degrees dec_max: float The Declination maximum in degrees Returns: -------- area: float Area of the pixel in square degrees """ return (180./math.pi) * (ra_max - ra_min) * (math.sin(math.radians(dec_max)) - math.sin(math.radians(dec_min))) def field_of_view(obsid, beam_meta_data=None, dur=None): """ Will find the field-of-view of the observation (including the drift) in square degrees. Parameters: ----------- obsid: int The observation ID beam_meta_data: list OPTIONAL - the list of common metadata from vcstools.metadb_utils.get_common_obs_metadata. By default will download the metadata for you dur: int OPTIONAL - Duration of observation to calculate for in seconds By default will use the entire observation duration Returns: -------- area: float The field-of-view of the observation in square degrees """ if beam_meta_data is None: beam_meta_data = get_common_obs_metadata(obsid) if dur is None: dt = 296 else: dt = 100 # Change the dur to the inpur dur obsid, ra, dec, _, delays, centrefreq, channels = beam_meta_data beam_meta_data = [obsid, ra, dec, dur, delays, centrefreq, channels] # Make a pixel for each degree on the sky names_ra_dec = [] for ra in range(0,360): for dec in range(-90,90): names_ra_dec.append(["sky_pos", ra+0.5, dec+0.5]) # Get tile beam power for all pixels sky_powers = get_beam_power_over_time(beam_meta_data, names_ra_dec, degrees=True, dt=dt) # Find the maximum power over all time max_sky_powers = [] for pixel_power in sky_powers: temp_power = 0. for time_power in pixel_power: if time_power[0] > temp_power: temp_power = time_power[0] max_sky_powers.append(temp_power) # Find all pixels greater than the half power point and sum their area half_power_point = max(max_sky_powers) / 2 i = 0 area_sum = 0 for ra in range(0,360): for dec in range(-90,90): if max_sky_powers[i] > half_power_point: area_sum = area_sum + pixel_area(ra, ra+1, dec, dec+1) i = i + 1 return area_sum def beam_enter_exit(powers, duration, dt=296, min_power=0.3): """ Calculates when the source enters and exits the beam beam_enter_exit(min_power, powers, imax, dt): powers: list of powers fo the duration every dt and freq powers[times][freqs] dt: the time interval of how often powers are calculated duration: duration of the observation according to the metadata in seconds min_power: zenith normalised power cut off """ from scipy.interpolate import UnivariateSpline time_steps = np.array(range(0, duration, dt), dtype=float) #For each time step record the min power so even if the source is in #one freq channel it's recorded powers_freq_min = [] for p in powers: powers_freq_min.append(float(min(p) - min_power)) if min(powers_freq_min) > 0.: enter_beam = 0. exit_beam = 1. else: powers_freq_min = np.array(powers_freq_min) logger.debug("time_steps: {}".format(time_steps)) logger.debug("powers: {}".format(powers_freq_min)) try: spline = UnivariateSpline(time_steps, powers_freq_min , s=0.) except: return None, None if len(spline.roots()) == 2: enter_beam, exit_beam = spline.roots() enter_beam /= duration exit_beam /= duration elif len(spline.roots()) == 1: if powers_freq_min[0] > powers_freq_min[-1]: #power declines so starts in beem then exits enter_beam = 0. exit_beam = spline.roots()[0]/duration else: enter_beam = spline.roots()[0]/duration exit_beam = 1. else: enter_beam = 0. exit_beam = 1. return enter_beam, exit_beam def get_beam_power_over_time(beam_meta_data, names_ra_dec, dt=296, centeronly=True, verbose=False, option='analytic', degrees=False, start_time=0): """ Calulates the power (gain at coordinate/gain at zenith) for each source over time. get_beam_power_over_time(beam_meta_data, names_ra_dec, dt=296, centeronly=True, verbose=False, option = 'analytic') Args: beam_meta_data: [obsid,ra, dec, time, delays,centrefreq, channels] obsid metadata obtained from meta.get_common_obs_metadata names_ra_dec: and array in the format [[source_name, RAJ, DecJ]] dt: time step in seconds for power calculations (default 296) centeronly: only calculates for the centre frequency (default True) verbose: prints extra data to (default False) option: primary beam model [analytic, advanced, full_EE] start_time: the time in seconds from the begining of the observation to start calculating at """ obsid, _, _, time, delays, centrefreq, channels = beam_meta_data names_ra_dec = np.array(names_ra_dec) logger.info("Calculating beam power for OBS ID: {0}".format(obsid)) starttimes=np.arange(start_time,time+start_time,dt) stoptimes=starttimes+dt stoptimes[stoptimes>time]=time Ntimes=len(starttimes) midtimes=float(obsid)+0.5*(starttimes+stoptimes) if not centeronly: PowersX=np.zeros((len(names_ra_dec), Ntimes, len(channels))) PowersY=np.zeros((len(names_ra_dec), Ntimes, len(channels))) # in Hz frequencies=np.array(channels)*1.28e6 else: PowersX=np.zeros((len(names_ra_dec), Ntimes,1)) PowersY=np.zeros((len(names_ra_dec), Ntimes,1)) if centrefreq > 1e6: logger.warning("centrefreq is greater than 1e6, assuming input with units of Hz.") frequencies=np.array([centrefreq]) else: frequencies=np.array([centrefreq])*1e6 if degrees: RAs = np.array(names_ra_dec[:,1],dtype=float) Decs = np.array(names_ra_dec[:,2],dtype=float) else: RAs, Decs = sex2deg(names_ra_dec[:,1],names_ra_dec[:,2]) if len(RAs)==0: sys.stderr.write('Must supply >=1 source positions\n') return None if not len(RAs)==len(Decs): sys.stderr.write('Must supply equal numbers of RAs and Decs\n') return None if verbose is False: #Supress print statements of the primary beam model functions sys.stdout = open(os.devnull, 'w') for itime in range(Ntimes): # this differ's from the previous ephem_utils method by 0.1 degrees _, Azs, Zas = mwa_alt_az_za(midtimes[itime], ra=RAs, dec=Decs, degrees=True) # go from altitude to zenith angle theta = np.radians(Zas) phi = np.radians(Azs) for ifreq in range(len(frequencies)): #Decide on beam model if option == 'analytic': rX,rY=primary_beam.MWA_Tile_analytic(theta, phi, freq=frequencies[ifreq], delays=delays, zenithnorm=True, power=True) elif option == 'advanced': rX,rY=primary_beam.MWA_Tile_advanced(theta, phi, freq=frequencies[ifreq], delays=delays, zenithnorm=True, power=True) elif option == 'full_EE': rX,rY=primary_beam.MWA_Tile_full_EE(theta, phi, freq=frequencies[ifreq], delays=delays, zenithnorm=True, power=True) PowersX[:,itime,ifreq]=rX PowersY[:,itime,ifreq]=rY if verbose is False: sys.stdout = sys.__stdout__ Powers=0.5*(PowersX+PowersY) return Powers def find_sources_in_obs(obsid_list, names_ra_dec, obs_for_source=False, dt_input=100, beam='analytic', min_power=0.3, cal_check=False, all_volt=False, degrees_check=False, metadata_list=None): """ Either creates text files for each MWA obs ID of each source within it or a text file for each source with each MWA obs is that the source is in. Args: obsid_list: list of MWA obs IDs names_ra_dec: [[source_name, ra, dec]] dt: the time step in seconds to do power calculations beam: beam simulation type ['analytic', 'advanced', 'full_EE'] min_power: if above the minium power assumes it's in the beam cal_check: checks the MWA pulsar database if there is a calibration for the obsid all_volt: Use all voltages observations including some inital test data with incorrect formats degrees_check: if false ra and dec is in hms, if true in degrees Output [output_data, obsid_meta]: output_data: The format of output_data is dependant on obs_for_source. If obs_for_source is True: output_data = {jname:[[obsid, duration, enter, exit, max_power], [obsid, duration, enter, exit, max_power]]} If obs_for_source is False: ouput_data = {obsid:[[jname, enter, exit, max_power], [jname, enter, exit, max_power]]} obsid_meta: a list of the output of get_common_obs_metadata for each obsid """ #prepares metadata calls and calculates power powers = [] #powers[obsid][source][time][freq] obsid_meta = [] obsid_to_remove = [] for i, obsid in enumerate(obsid_list): if metadata_list: beam_meta_data, _ = metadata_list[i] else: beam_meta_data = get_common_obs_metadata(obsid) #beam_meta_data = obsid,ra_obs,dec_obs,time_obs,delays,centrefreq,channels if dt_input * 4 > beam_meta_data[3]: # If the observation time is very short then a smaller dt time is required # to get enough ower imformation dt = int(beam_meta_data[3] / 4.) else: dt = dt_input logger.debug("obsid: {0}, time_obs {1} s, dt {2} s".format(obsid, beam_meta_data[3], dt)) # Perform the file meta data call files_meta_data = getmeta(service='data_files', params={'obs_id':obsid, 'nocache':1}) if files_meta_data is None: logger.warning("No file metadata data found for obsid {}. Skipping".format(obsid)) obsid_to_remove.append(obsid) continue # Check raw voltage files raw_available = False raw_deleted = False for file_name in files_meta_data.keys(): if file_name.endswith('dat'): deleted = files_meta_data[file_name]['deleted'] if deleted: raw_deleted = True else: raw_available = True # Check combined voltage tar files comb_available = False comb_deleted = False for file_name in files_meta_data.keys(): if file_name.endswith('tar'): deleted = files_meta_data[file_name]['deleted'] if deleted: comb_deleted = True else: comb_available = True if raw_available or comb_available or all_volt: powers.append(get_beam_power_over_time(beam_meta_data, names_ra_dec, dt=dt, centeronly=True, verbose=False, option=beam, degrees=degrees_check)) obsid_meta.append(beam_meta_data) elif raw_deleted and comb_deleted: logger.warning('Raw and combined voltage files deleted for {}'.format(obsid)) obsid_to_remove.append(obsid) elif raw_deleted: logger.warning('Raw voltage files deleted for {}'.format(obsid)) obsid_to_remove.append(obsid) elif comb_deleted: logger.warning('Combined voltage files deleted for {}'.format(obsid)) obsid_to_remove.append(obsid) else: logger.warning('No raw or combined voltage files for {}'.format(obsid)) obsid_to_remove.append(obsid) for otr in obsid_to_remove: obsid_list.remove(otr) #chooses whether to list the source in each obs or the obs for each source output_data = {} if obs_for_source: for sn, source in enumerate(names_ra_dec): source_data = [] for on, obsid in enumerate(obsid_list): source_ob_power = powers[on][sn] if max(source_ob_power) > min_power: duration = obsid_meta[on][3] centre_freq = obsid_meta[on][5] #MHz channels = obsid_meta[on][6] bandwidth = (channels[-1] - channels[0] + 1.)*1.28 #MHz logger.debug("Running beam_enter_exit on obsid: {}".format(obsid)) enter_beam, exit_beam = beam_enter_exit(source_ob_power,duration, dt=dt, min_power=min_power) if enter_beam is not None: source_data.append([obsid, duration, enter_beam, exit_beam, max(source_ob_power)[0], centre_freq, bandwidth]) # For each source make a dictionary key that contains a list of # lists of the data for each obsid output_data[source[0]] = source_data else: #output a list of sorces for each obs for on, obsid in enumerate(obsid_list): duration = obsid_meta[on][3] obsid_data = [] for sn, source in enumerate(names_ra_dec): source_ob_power = powers[on][sn] if max(source_ob_power) > min_power: enter_beam, exit_beam = beam_enter_exit(source_ob_power, duration, dt=dt, min_power=min_power) obsid_data.append([source[0], enter_beam, exit_beam, max(source_ob_power)[0]]) # For each obsid make a dictionary key that contains a list of # lists of the data for each source/pulsar output_data[obsid] = obsid_data return output_data, obsid_meta
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# -*- coding=utf-8 -*- import os if __name__ == '__main__': # ================================================================== # # Select Sample List # # ================================================================== # output = open('ALL.txt', 'w') with open('Path_Xmls.txt', 'r') as fp: for oneFile in fp: xmlname = oneFile.strip() jpgname = xmlname.replace('.xml', '.jpg').replace('Annotations', 'JPEGImages') output.write(jpgname) output.write('\t') output.write(xmlname) output.write('\n') output.close()
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2.272109
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"""superb URL Configuration The `urlpatterns` list routes URLs to views. For more information please see: https://docs.djangoproject.com/en/3.2/topics/http/urls/ Examples: Function views 1. Add an import: from my_app import views 2. Add a URL to urlpatterns: path('', views.home, name='home') Class-based views 1. Add an import: from other_app.views import Home 2. Add a URL to urlpatterns: path('', Home.as_view(), name='home') Including another URLconf 1. Import the include() function: from django.urls import include, path 2. Add a URL to urlpatterns: path('blog/', include('blog.urls')) """ from django.contrib import admin from django.urls import path, include from django.conf.urls.static import static from django.conf import settings from rest_framework_simplejwt.views import ( TokenObtainPairView, TokenRefreshView, ) urlpatterns = [ path ('admin/', admin.site.urls), path('ckeditor/', include('ckeditor_uploader.urls')), path ('', include("core.urls")), path ('', include("blog.urls")), path ('', include("accounts.urls", namespace = "accounts")), path ('', include("order.urls", namespace="order")), path ('', include("products.urls")), path('api-auth/', include('rest_framework.urls')), path('api/', include('api.urls')), path('api/token/', TokenObtainPairView.as_view(), name='token_obtain_pair'), path('api/token/refresh/', TokenRefreshView.as_view(), name='token_refresh'), ] if settings.DEBUG: urlpatterns += static(settings.STATIC_URL, document_root = settings.STATIC_ROOT) urlpatterns += static(settings.MEDIA_URL, document_root = settings.MEDIA_ROOT)
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2.819865
594
from classes.Shell import Shell from classes.FileSystem import FileSystem main()
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4.444444
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version_info = (5, 3, 1) version = '.'.join(str(v) for v in version_info)
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2.387097
31
from fontTools.ttLib.tables import otTables from fontTools.otlLib.builder import buildStatTable from fontTools.varLib import instancer import pytest @pytest.mark.parametrize( "limits, expected, isNonRIBBI", [ # Regular ( {"wght": 400}, { (1, 3, 1, 0x409): "Test Variable Font", (2, 3, 1, 0x409): "Regular", (3, 3, 1, 0x409): "2.001;GOOG;TestVariableFont-Regular", (6, 3, 1, 0x409): "TestVariableFont-Regular", }, False, ), # Regular Normal (width axis Normal isn't included since it is elided) ( {"wght": 400, "wdth": 100}, { (1, 3, 1, 0x409): "Test Variable Font", (2, 3, 1, 0x409): "Regular", (3, 3, 1, 0x409): "2.001;GOOG;TestVariableFont-Regular", (6, 3, 1, 0x409): "TestVariableFont-Regular", }, False, ), # Black ( {"wght": 900}, { (1, 3, 1, 0x409): "Test Variable Font Black", (2, 3, 1, 0x409): "Regular", (3, 3, 1, 0x409): "2.001;GOOG;TestVariableFont-Black", (6, 3, 1, 0x409): "TestVariableFont-Black", (16, 3, 1, 0x409): "Test Variable Font", (17, 3, 1, 0x409): "Black", }, True, ), # Thin ( {"wght": 100}, { (1, 3, 1, 0x409): "Test Variable Font Thin", (2, 3, 1, 0x409): "Regular", (3, 3, 1, 0x409): "2.001;GOOG;TestVariableFont-Thin", (6, 3, 1, 0x409): "TestVariableFont-Thin", (16, 3, 1, 0x409): "Test Variable Font", (17, 3, 1, 0x409): "Thin", }, True, ), # Thin Condensed ( {"wght": 100, "wdth": 79}, { (1, 3, 1, 0x409): "Test Variable Font Thin Condensed", (2, 3, 1, 0x409): "Regular", (3, 3, 1, 0x409): "2.001;GOOG;TestVariableFont-ThinCondensed", (6, 3, 1, 0x409): "TestVariableFont-ThinCondensed", (16, 3, 1, 0x409): "Test Variable Font", (17, 3, 1, 0x409): "Thin Condensed", }, True, ), # Condensed with unpinned weights ( {"wdth": 79, "wght": instancer.AxisRange(400, 900)}, { (1, 3, 1, 0x409): "Test Variable Font Condensed", (2, 3, 1, 0x409): "Regular", (3, 3, 1, 0x409): "2.001;GOOG;TestVariableFont-Condensed", (6, 3, 1, 0x409): "TestVariableFont-Condensed", (16, 3, 1, 0x409): "Test Variable Font", (17, 3, 1, 0x409): "Condensed", }, True, ), ], ) @pytest.mark.parametrize( "limits, expected, isNonRIBBI", [ # Regular | Normal ( {"wght": 400}, { (1, 3, 1, 0x409): "Test Variable Font", (2, 3, 1, 0x409): "Normal", }, False, ), # Black | Negreta ( {"wght": 900}, { (1, 3, 1, 0x409): "Test Variable Font Negreta", (2, 3, 1, 0x409): "Normal", (16, 3, 1, 0x409): "Test Variable Font", (17, 3, 1, 0x409): "Negreta", }, True, ), # Black Condensed | Negreta Zhuštěné ( {"wght": 900, "wdth": 79}, { (1, 3, 1, 0x409): "Test Variable Font Negreta Zhuštěné", (2, 3, 1, 0x409): "Normal", (16, 3, 1, 0x409): "Test Variable Font", (17, 3, 1, 0x409): "Negreta Zhuštěné", }, True, ), ], ) @pytest.mark.parametrize( "limits, expected, isNonRIBBI", [ # Regular | Normal ( {"wght": 400}, { (1, 3, 1, 0x409): "Test Variable Font", (2, 3, 1, 0x409): "Italic", (6, 3, 1, 0x409): "TestVariableFont-Italic", }, False, ), # Black Condensed Italic ( {"wght": 900, "wdth": 79}, { (1, 3, 1, 0x409): "Test Variable Font Black Condensed", (2, 3, 1, 0x409): "Italic", (6, 3, 1, 0x409): "TestVariableFont-BlackCondensedItalic", (16, 3, 1, 0x409): "Test Variable Font", (17, 3, 1, 0x409): "Black Condensed Italic", }, True, ), ], )
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1.635678
2,915
# Generated by Django 2.2.1 on 2019-05-17 19:15 from django.db import migrations, models import django.db.models.deletion import wagtailstreamforms.fields
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2.962264
53
# Velocity Verlet Integrator as a Functor containing the integrator specs # Initializes Integrator with time step & force field
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4.4
30
import contextlib import hashlib import json import logging import sys import time import threading from ecdsa import NIST256p from ecdsa import VerifyingKey import requests import utils MINING_DIFFICULTY = 3 MINING_SENDER = 'THE BLOCKCHAIN' MINING_REWARD = 1.0 MINING_TIMER_SEC = 20 BLOCKCHAIN_PORT_RANGE = (5000, 5003) NEIGHBOURS_IP_RANGE_NUM = (0, 1) BLOCKCHAIN_NEIGHBOURS_SYNC_TIME_SEC = 20 logging.basicConfig(level=logging.INFO, stream=sys.stdout) logger = logging.getLogger(__name__)
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2.57513
193
#!/home/ocean/anaconda3/bin/python3 from numpy import cos, arccos, sin, arctan, tan, pi, sqrt, e; from numpy import array as ary; import numpy as np; tau = 2*pi from matplotlib import pyplot as plt import seaborn as sns #uses arrows to plot where each point lands after being transformed by the function LongComputationalTime = False x = np.linspace(-5,5, 50) y = np.linspace(-5,5, 40) startingPts = mymeshgrid(x,y) #Oh yeah computer memory problem. Now I've got a wobble in my grid. #startingPts = np.concatenate(np.transpose(np.meshgrid(x,y)), axis=0) cycleLen=len(startingPts) cycleLen=6 uncleanLandingPts = [complexFunc(z) for z in startingPts] landingPts = np.array([z if np.isfinite(z).all() else [0,0] for z in uncleanLandingPts]) sortedLandingPoints = np.reshape(landingPts,[len(x),len(y),2]) colorcycle = iter([rotateColorSpace(theta) for theta in np.linspace(0,tau, cycleLen)]) #Order=FABCDEF if LongComputationalTime: for n in range(len(startingPts)): plt.annotate("", xy=startingPts[n], xytext=landingPts[n],arrowprops=dict(color = next(colorcycle), arrowstyle= '<-', alpha=0.5,),)#use arrowheads #pass #plot the y direction gridlines landing location for n in range(len(x)): plt.plot(sortedLandingPoints[n,:,0],sortedLandingPoints[n,:,1], lw=0.8, alpha=1, color= "green")#next(colorcycle)) #for n in range (int(len(y)/2)) :next(colorcycle) #for n in range (int(cycleLen/3)): next(colorcycle) #shift the color cycle foward by 1/3 #plot the x direction gridlines landing location for n in range(len(y)): plt.plot(sortedLandingPoints[:,n,0],sortedLandingPoints[:,n,1], lw=0.8, alpha=1, color= "red")#next(colorcycle)) xmin = [min(startingPts[:,0]),min(landingPts[:,0])] xmax = [max(startingPts[:,0]),max(landingPts[:,0])] ymin = [min(startingPts[:,1]),min(landingPts[:,1])] ymax = [max(startingPts[:,1]),max(landingPts[:,1])] plt.xlim( min (xmin) , max ( xmax ) ) plt.ylim( min (ymin) , max ( ymax ) ) plt.show() plt.plot(landingPts[:,:]-np.ones(np.shape(landingPts[:,:]))) plt.show() Radius = 100 small = 0.001 st_line = np.linspace(0,0,100)-1j*np.logspace(np.log10(small),np.log10(Radius),100) theta=np.linspace(-pi/2,pi/2,200) theta_2 = theta[:int(len(theta)/2)] theta_3 = theta[int(len(theta)/2):] semiCirc= Radius*cos(theta)+1j*Radius*sin(theta) smallCirc =small*cos(-theta_2)+1j*small*sin(-theta_2) smallCirc2=small*cos(-theta_3)+1j*small*sin(-theta_3) reverse_st = -st_line[::-1] Dee = np.concatenate([smallCirc2,st_line,semiCirc,reverse_st,smallCirc]) color = sns.palettes.hls_palette(n_colors=6) for n in range(0,6): segment=complexInput(Dee)[100*n:100*(n+1)] plt.plot(segment.real,segment.imag,color=color[n]) #plt.xlim(-1,1) #plt.ylim(-1,1) #plt.scatter(complexInput(Dee).real[::20],complexInput(Dee.imag)[::20]) plt.show()
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2.328308
1,194
from core import settings from modules.podcast.utils import episode_process_hook from modules.podcast.models import EpisodeStatus
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4.678571
28
from .RFEExtraTrees import RFEExtraTrees, load_RFEExtraTrees
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2.44
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""" Pseudo Python command line interface. It tries to mimic a subset of Python CLI: https://docs.python.org/3/using/cmdline.html """ from __future__ import absolute_import, print_function import code import copy import runpy import sys import traceback from collections import namedtuple try: from types import SimpleNamespace except ImportError: from argparse import Namespace as SimpleNamespace ARGUMENT_HELP = """ positional arguments: script path to file (default: None) args arguments passed to program in sys.argv[1:] optional arguments: -h, --help show this help message and exit -i inspect interactively after running script. --version, -V Print the Python version number and exit. -VV is not supported. -c COMMAND Execute the Python code in COMMAND. -m MODULE Search sys.path for the named MODULE and execute its contents as the __main__ module. """ ArgDest = namedtuple("ArgDest", "dest names default") Optional = namedtuple("Optional", "name is_long argdest nargs action terminal") Result = namedtuple("Result", "option values") class PyArgumentParser(object): """ `ArgumentParser`-like parser with "terminal option" support. Major differences: * Formatted help has to be provided to `description`. * Many options for `.add_argument` are not supported. * Especially, there is no positional argument support: all positional arguments go into `ns.args`. * `.add_argument` can take boolean option `terminal` (default: `False`) to stop parsing after consuming the given option. """ # Once we drop Python 2, we can do: """ def add_argument(self, name, *alt, dest=None, nargs=None, action=None, default=None, terminal=False): """ # fmt: off def _find_matches(self, arg): """ Return a list of `.Result`. If value presents in `arg` (i.e., ``--long-option=value``), it becomes the element of `.Result.values` (a list). Otherwise, this list has to be filled by the caller (`_parse_until_terminal`). """ for opt in self._options: if arg == opt.name: return [Result(opt, [])] elif arg.startswith(opt.name): # i.e., len(arg) > len(opt.name): if opt.is_long and arg[len(opt.name)] == "=": return [Result(opt, [arg[len(opt.name) + 1:]])] elif not opt.is_long: if opt.nargs != 0: return [Result(opt, [arg[len(opt.name):]])] else: results = [Result(opt, [])] rest = "-" + arg[len(opt.name):] results.extend(self._find_matches(rest)) return results # arg="-ih" -> rest="-h" return [] # fmt: on if __name__ == "__main__": sys.exit(main())
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#!/usr/bin/env python # -*- coding: UTF-8 -*- # --------------------------------------------------------------------------- # ___ __ __ __ ___ # / | \ | \ | \ / Automatic # \__ |__/ |__/ |___| \__ Annotation # \ | | | | \ of # ___/ | | | | ___/ Speech # # # http://www.sppas.org/ # # --------------------------------------------------------------------------- # Laboratoire Parole et Langage, Aix-en-Provence, France # Copyright (C) 2011-2016 Brigitte Bigi # # This banner notice must not be removed # --------------------------------------------------------------------------- # Use of this software is governed by the GNU Public License, version 3. # # SPPAS is free software: you can redistribute it and/or modify # it under the terms of the GNU General Public License as published by # the Free Software Foundation, either version 3 of the License, or # (at your option) any later version. # # SPPAS is distributed in the hope that it will be useful, # but WITHOUT ANY WARRANTY; without even the implied warranty of # MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the # GNU General Public License for more details. # # You should have received a copy of the GNU General Public License # along with SPPAS. If not, see <http://www.gnu.org/licenses/>. # # --------------------------------------------------------------------------- # File: trsinfodialog.py # ---------------------------------------------------------------------------- __docformat__ = """epytext""" __authors__ = """Brigitte Bigi""" __copyright__ = """Copyright (C) 2011-2015 Brigitte Bigi""" import wx from sppas.src.ui.wxgui.panels.trslist import TrsList from sppas.src.ui.wxgui.cutils.imageutils import spBitmap from sppas.src.ui.wxgui.cutils.ctrlutils import CreateGenButton from sppas.src.ui.wxgui.sp_icons import APP_ICON from sppas.src.ui.wxgui.sp_icons import CANCEL_ICON from sppas.src.ui.wxgui.sp_icons import INFO_ICON from sppas.src.ui.wxgui.sp_consts import FRAME_STYLE from sppas.src.ui.wxgui.sp_consts import FRAME_TITLE # ---------------------------------------------------------------------------- class TrsInfoDialog( wx.Dialog ): """ @author: Brigitte Bigi @contact: [email protected] @license: GPL, v3 @summary: Open a dialog with information about a transcription. """ # End __init__ # ------------------------------------------------------------------------ # ------------------------------------------------------------------------ # Create the GUI # ------------------------------------------------------------------------ # ------------------------------------------------------------------------------
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""" A collection of utilities for MF-GP Bandits. -- [email protected] """ # pylint: disable=import-error # pylint: disable=no-member # pylint: disable=invalid-name # pylint: disable=relative-import # pylint: disable=super-on-old-class import numpy as np # Local imports from ..opt.function_caller import get_euc_function_caller_from_function # Hartmann Functions --------------------------------------------------------------------- def hartmann(x, alpha, A, P, max_val=np.inf): """ Computes the hartmann function for any given A and P. """ log_sum_terms = (A * (P - x)**2).sum(axis=1) return min(max_val, alpha.dot(np.exp(-log_sum_terms))) def _get_hartmann_data(domain_dim): """ Returns A and P for the 3D hartmann function. """ # pylint: disable=bad-whitespace if domain_dim == 3: A = np.array([[3.0, 10, 30], [0.1, 10, 35], [3.0, 10, 30], [0.1, 10, 35]], dtype=np.float64) P = 1e-4 * np.array([[3689, 1170, 2673], [4699, 4387, 7470], [1091, 8732, 5547], [ 381, 5743, 8828]], dtype=np.float64) alpha = np.array([1.0, 1.2, 3.0, 3.2]) domain = [[0, 1]] * 3 opt_pt = np.array([0.114614, 0.555649, 0.852547]) max_val = 3.86278 elif domain_dim == 6: A = np.array([[ 10, 3, 17, 3.5, 1.7, 8], [0.05, 10, 17, 0.1, 8, 14], [ 3, 3.5, 1.7, 10, 17, 8], [ 17, 8, 0.05, 10, 0.1, 14]], dtype=np.float64) P = 1e-4 * np.array([[1312, 1696, 5569, 124, 8283, 5886], [2329, 4135, 8307, 3736, 1004, 9991], [2348, 1451, 3522, 2883, 3047, 6650], [4047, 8828, 8732, 5743, 1091, 381]], dtype=np.float64) alpha = np.array([1.0, 1.2, 3.0, 3.2]) domain = [[0, 1]] * 6 opt_pt = np.array([0.20169, 0.150011, 0.476874, 0.275332, 0.311652, 0.6573]) max_val = 3.322368 else: raise NotImplementedError('Only implemented in 3 and 6 dimensions.') return A, P, alpha, opt_pt, domain, max_val def get_hartmann_high_d_function_caller(domain_dim, **kwargs): """ Constructs a higher dimensional Hartmann function. """ group_dim = 6 num_groups = int(domain_dim/group_dim) A, P, alpha, l_opt_pt, l_domain_bounds, l_max_val = _get_hartmann_data(group_dim) hartmann_func = lambda x: hartmann(x, alpha, A, P, l_max_val) def _eval_highd_hartmann_func(x): """ Evaluates the higher dimensional hartmann function. """ ret = 0 for j in range(num_groups): ret += hartmann_func(x[j*group_dim:(j+1)*group_dim]) return ret opt_pt = np.tile(l_opt_pt, num_groups+1)[0:domain_dim] opt_val = num_groups * l_max_val domain_bounds = np.tile(np.array(l_domain_bounds).T, num_groups+1).T[0:domain_dim] return get_euc_function_caller_from_function(_eval_highd_hartmann_func, domain_bounds, vectorised=False, opt_pt=opt_pt, opt_val=opt_val, **kwargs) def get_hartmann_high_d_function_caller_from_descr(descr, **kwargs): """ Constructs a high dimensional hartmann function from a string. """ domain_dim = int(descr[8:]) return get_hartmann_high_d_function_caller(domain_dim, **kwargs) def get_hartmann_function_caller(domain_dim, **kwargs): """ Returns a FunctionCaller object for the hartmann function. """ A, P, alpha, opt_pt, domain_bounds, max_val = _get_hartmann_data(domain_dim) hartmann_func = lambda x: hartmann(x, alpha, A, P, max_val) return get_euc_function_caller_from_function(hartmann_func, domain_bounds, vectorised=False, opt_pt=opt_pt, opt_val=max_val, **kwargs) # Hartmann Functions end here ------------------------------------------------------------ # Shekel Function ------------------------------------------------------------------------ def shekel(x, C, beta, max_val=np.inf): """ Computes the Shekel function for the given C and beta. """ inv_terms = ((C.T - x)**2).sum(axis=1) + beta return min(max_val, (1/inv_terms).sum()) def _get_shekel_data(): """ Returns the C, beta parameters and optimal values for the shekel function. """ C = [[4, 1, 8, 6, 3, 2, 5, 8, 6, 7], [4, 1, 8, 6, 7, 9, 3, 1, 2, 3], [4, 1, 8, 6, 3, 2, 5, 8, 6, 7], [4, 1, 8, 6, 7, 9, 3, 1, 2, 3]] C = np.array(C, dtype=np.double) beta = 0.1 * np.array([1, 2, 2, 4, 4, 6, 3, 7, 5, 5], dtype=np.double) opt_pt = np.array([4, 4, 4, 4], dtype=np.double) opt_val = shekel(opt_pt, C, beta) domain_bounds = [[0, 10]] * 4 return C, beta, opt_pt, domain_bounds, opt_val def get_shekel_function_caller(**kwargs): """ Returns a FunctionCaller object for the hartmann function. """ C, beta, opt_pt, domain_bounds, opt_val = _get_shekel_data() shekel_func = lambda x: shekel(x, C, beta, opt_val) return get_euc_function_caller_from_function(shekel_func, domain_bounds, vectorised=False, opt_pt=opt_pt, opt_val=opt_val, **kwargs) # Shekel function ends here -------------------------------------------------------------- # Currin Exponential Function ------------------------------------------------------------ def currin_exp(x, alpha): """ Computes the currin exponential function. """ x1 = x[0] x2 = x[1] val_1 = 1 - alpha * np.exp(-1/(2 * x2)) val_2 = (2300*x1**3 + 1900*x1**2 + 2092*x1 + 60) / (100*x1**3 + 500*x1**2 + 4*x1 + 20) return val_1 * val_2 def get_currin_exp_function_caller(**kwargs): """ Returns a FunctionCaller object for the Currin Exponential function. """ currin_exp_func = lambda x: currin_exp(x, 1) opt_val = 13.798650 opt_pt = None domain_bounds = np.array([[0, 1], [0, 1]]) return get_euc_function_caller_from_function(currin_exp_func, domain_bounds=domain_bounds, vectorised=False, opt_val=opt_val, opt_pt=opt_pt, **kwargs) # Branin Function ------------------------------------------------------------------------ def branin(x, a, b, c, r, s, t): """ Computes the Branin function. """ x1 = x[0] x2 = x[1] neg_ret = a * (x2 - b*x1**2 + c*x1 - r)**2 + s*(1-t)*np.cos(x1) + s return -neg_ret def _get_branin_data(): """ Gets the constants for the branin function. """ a = 1 b = 5.1/(4*np.pi**2) c = 5/np.pi r = 6 s = 10 t = 1/(8*np.pi) opt_pt = np.array([np.pi, 2.275]) domain_bounds = np.array([[-5, 10], [0, 15]]) return a, b, c, r, s, t, opt_pt, domain_bounds def get_branin_function_caller(**kwargs): """ Returns a FunctionCaller object for the Branin function. """ a, b, c, r, s, t, opt_pt, domain_bounds = _get_branin_data() branin_func = lambda x: branin(x, a, b, c, r, s, t) opt_val = branin_func(opt_pt) return get_euc_function_caller_from_function(branin_func, domain_bounds=domain_bounds, vectorised=False, opt_val=opt_val, opt_pt=opt_pt, **kwargs) def get_branin_high_d_function_caller(domain_dim, **kwargs): """ Constructs a higher dimensional Hartmann function. """ group_dim = 2 num_groups = int(domain_dim/group_dim) a, b, c, r, s, t, opt_pt_2d, domain_bounds_2d = _get_branin_data() branin_func = lambda x: branin(x, a, b, c, r, s, t) def _eval_highd_branin_func(x): """ Evaluates higher dimensional branin function. """ ret = 0 for j in range(num_groups): ret += branin_func(x[j*group_dim:(j+1)*group_dim]) return ret opt_pt = np.tile(opt_pt_2d, num_groups+1)[0:domain_dim] opt_val = _eval_highd_branin_func(opt_pt) domain_bounds = np.tile(np.array(domain_bounds_2d).T, num_groups+1).T[0:domain_dim] return get_euc_function_caller_from_function(_eval_highd_branin_func, domain_bounds, vectorised=False, opt_pt=opt_pt, opt_val=opt_val, **kwargs) def get_branin_high_d_function_caller_from_descr(descr, **kwargs): """ Constructs a high dimensional hartmann function from a string. """ domain_dim = int(descr[7:]) return get_branin_high_d_function_caller(domain_dim, **kwargs) # Borehole Function ---------------------------------------------------------------------- def borehole(x, z, max_val): """ Computes the Bore Hole function. """ # pylint: disable=bad-whitespace rw = x[0] r = x[1] Tu = x[2] Hu = x[3] Tl = x[4] Hl = x[5] L = x[6] Kw = x[7] # Compute high fidelity function frac2 = 2*L*Tu/(np.log(r/rw) * rw**2 * Kw) f2 = min(max_val, 2 * np.pi * Tu * (Hu - Hl)/(np.log(r/rw) * (1 + frac2 + Tu/Tl))) # Compute low fidelity function f1 = 5 * Tu * (Hu - Hl)/(np.log(r/rw) * (1.5 + frac2 + Tu/Tl)) # Compute final output return f2*z + f1*(1-z) def get_borehole_function_caller(**kwargs): """ Returns a FunctionCaller object for the Borehold function. """ opt_val = 309.523221 opt_pt = None borehole_func = lambda x: borehole(x, 1, opt_val) domain_bounds = [[0.05, 0.15], [100, 50000], [63070, 115600], [990, 1110], [63.1, 116], [700, 820], [1120, 1680], [9855, 12045]] return get_euc_function_caller_from_function(borehole_func, domain_bounds, vectorised=False, opt_val=opt_val, opt_pt=opt_pt, **kwargs) # Park1 function ================================================================== def park1(x, max_val=np.inf): """ Computes the park1 function. """ x1 = x[0] x2 = x[1] x3 = x[2] x4 = x[3] ret1 = (x1/2) * (np.sqrt(1 + (x2 + x3**2)*x4/(x1**2)) - 1) ret2 = (x1 + 3*x4) * np.exp(1 + np.sin(x3)) return min(ret1 + ret2, max_val) def get_park1_function_caller(**kwargs): """ Returns the park1 function caller. """ opt_val = 25.5872304 opt_pt = None func = lambda x: park1(x, opt_val) domain_bounds = [[0, 1]] * 4 return get_euc_function_caller_from_function(func, domain_bounds, vectorised=False, opt_val=opt_val, opt_pt=opt_pt, **kwargs) # Park2 function ================================================================== def park2(x, max_val=np.inf): """ Comutes the park2 function """ x1 = x[0] x2 = x[1] x3 = x[2] x4 = x[3] ret = (2.0/3.0) * np.exp(x1 + x2) - x4*np.sin(x3) + x3 return min(ret, max_val) def get_park2_function_caller(**kwargs): """ Returns function caller for park2. """ opt_val = 5.925698 opt_pt = None func = lambda x: park2(x, opt_val) domain_bounds = [[0, 1]] * 4 return get_euc_function_caller_from_function(func, domain_bounds, vectorised=False, opt_val=opt_val, opt_pt=opt_pt, **kwargs) def get_high_d_function_from_low_d(domain_dim, group_dim, low_d_func): """ Constructs a higher dimensional Hartmann function. """ num_groups = int(domain_dim/group_dim) def _eval_highd_func(x): """ Evaluates the higher dimensional function. """ ret = 0 for j in range(num_groups): ret += low_d_func(x[j*group_dim: (j+1)*group_dim]) return ret return _eval_highd_func, num_groups def get_high_d_function_caller_from_low_d_func(domain_dim, low_d_func, low_d_domain_bounds, low_d_opt_val, low_d_opt_pt, **kwargs): """ Gets a low dimensional function caller from a high dimensional one. """ group_dim = len(low_d_domain_bounds) high_d_func, num_groups = get_high_d_function_from_low_d(domain_dim, group_dim, low_d_func) high_d_domain_bounds = np.tile(np.array(low_d_domain_bounds).T, num_groups+1).T[0:domain_dim] high_d_opt_pt = None high_d_opt_val = None if low_d_opt_pt is not None: high_d_opt_pt = np.tile(low_d_opt_pt, num_groups+1)[0:domain_dim] high_d_opt_val = high_d_func(high_d_opt_pt) elif low_d_opt_val is not None: high_d_opt_val = num_groups * low_d_opt_val # Return func_caller = get_euc_function_caller_from_function(high_d_func, high_d_domain_bounds, vectorised=False, opt_val=high_d_opt_val, opt_pt=high_d_opt_pt, **kwargs) return func_caller def get_high_d_function_caller_from_low_d_func_caller(domain_dim, low_d_func_caller, **kwargs): """ Gets a high dimensional function caller from a low dimensional one. """ return get_high_d_function_caller_from_low_d_func(domain_dim, low_d_func_caller.func, low_d_func_caller.domain.bounds, low_d_func_caller.opt_val, low_d_func_caller.raw_opt_pt, **kwargs) def get_high_d_function_caller_from_description(descr, **kwargs): """ Gets a high dimensional function caller from the description. """ segments = descr.split('-') domain_dim = int(segments[1]) descr_to_func_dict = {'hartmann': lambda: get_hartmann_function_caller(6,), 'branin': get_branin_function_caller, 'currinexp': get_currin_exp_function_caller, 'park1': get_park1_function_caller, 'park2': get_park2_function_caller, 'borehole': get_borehole_function_caller, 'shekel': get_shekel_function_caller} low_d_func_caller = descr_to_func_dict[segments[0].lower()](**kwargs) return get_high_d_function_caller_from_low_d_func_caller(domain_dim, low_d_func_caller, **kwargs) # Finally, one very convenient wrapper. def get_syn_function_caller_from_name(function_name, **kwargs): """ A very convenient wrapper so that you can just get the function from the name. """ #pylint: disable=too-many-return-statements if function_name.lower() == 'hartmann3': return get_hartmann_function_caller(3, descr=function_name, **kwargs) elif function_name.lower() == 'hartmann6': return get_hartmann_function_caller(6, descr=function_name, **kwargs) elif function_name.lower() == 'currinexp': return get_currin_exp_function_caller(descr=function_name, **kwargs) elif function_name.lower() == 'branin': return get_branin_function_caller(descr=function_name, **kwargs) elif function_name.lower() == 'borehole': return get_borehole_function_caller(descr=function_name, **kwargs) elif function_name.lower() == 'shekel': return get_shekel_function_caller(descr=function_name, **kwargs) elif function_name.lower() == 'park1': return get_park1_function_caller(descr=function_name, **kwargs) elif function_name.lower() == 'park2': return get_park2_function_caller(descr=function_name, **kwargs) else: return get_high_d_function_caller_from_description(descr=function_name, **kwargs)
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2.211703
6,665
import dairlib import drake import numpy as np # Class to easily convert list of lcmt_osc_tracking_data_t to numpy arrays
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3.205128
39
import RPi.GPIO as GPIO from drive import Drive from dribbler import Dribbler from field import Field from enum import Enum from kicker import Kicker import time import numpy as np ######### # ENUMS # # ############ # FUNCTIONS # these should be very generic ########### # VARIABLES # used for condition checking or generic functions within navigation class BALL_IN_DRIBBLER_DIST = 9 # min distance when ball is in the dribbler BALL_IN_DRIBBLER_ANGLE = 15 # ball must be within +-28 deg of fov to be in dribbler (32 is max) GOAL_DIST = 90 # distance to stop at to shoot for goal GOAL_ANGLE = 3 # goal must be within +-3 deg of fov to be in dribbler OBSTACLE_DIST = 30 # min dist to begin circ,ing object MIN_SPEED = 35 # the speed the robot will be at when its target is very close ############# # NAV CLASS # #
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2.87
300
import simplekml import json from polycircles import polycircles import time from subprocess import call ''' https://github.com/LiquidGalaxyLAB/ViewYourData/blob/master/VYD_Project/VYD/Utils/PresentationManager/cylinder_generator.py https://developers.google.com/maps/documentation/geocoding/intro?hl=es-419 '''
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2.637795
127
""" 来点小强+{可选小强数量} 可以艾特一个人使用 """ import base64 import random from io import BytesIO import httpx from botoy import GroupMsg, S from botoy import decorators as deco from botoy.parser import group as gp from PIL import Image 小强 = Image.open( BytesIO( base64.b64decode( """ iVBORw0KGgoAAAANSUhEUgAAAKAAAACgCAYAAACLz2ctAAAgAElEQVR4nOS9CZhdV3UlvM45d3zz q1dzlVRVUkmyRku2PINnMAQMNEOGJp2EpNMNSYD8nQQa0mkSOoHMCSGBJh0ShgRImAzYjhkcsLGN 5UG2LGuwNZVU81xvvPM5/Z1z75PKUkkqyaq08b+/z5ZU9d6799277j57r732PuT1jKJoMhx2Q1S5 wHEAOQBThKAHgCninwlC4AFoBcAATAIgiE0Iof58lWWhhVK4yb8vtRF5Dr4PEobIA1ggBBUhkJJ/ B/AECMSi81quCVzY+V6vM9xkaZjly3ufvF4LnPysH4UPBUIMdVgMEBwBtC17fRygENHFXCp5dA6o 70+Tf59+XGlPhCFqnKvrd8ZnCMDQCH6qTQdrcLSaFOOgODjtISP4BV0ZeS66xEiBQTSArB/hECF4 6Bx40C7g81+y5gKwANxp69ApRbjMB0C+LMtwZasmDoUCleW8R6fAbChwTAgIsrzjaES+T//geMTf Z9FwSN4kn5j3HvWCg0f84DfpRVzYJvAMAuw+32kQsiT4Xgr2sgAgkhtCoggFCngQy/KCEYH02OvW GvSIx8/vB0nihduogCOk1zn/UeQrQqHOqXc2YO+AEAcJNe4POWk5HkZvKDHKLxSACnyEoC4EOqnA 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1.29674
33,895
import abc
[ 11748, 450, 66, 628, 198 ]
2.6
5
"""Smooth a mesh. """ from compas.datastructures import Mesh from compas.geometry import smooth_area import compas_rhino __author__ = ['Tom Van Mele', 'Matthias Rippmann'] __copyright__ = 'Copyright 2017, BRG - ETH Zurich', __license__ = 'MIT' __email__ = '[email protected]' # select a Rhino mesh # and make it into a mesh datastructure guid = compas_rhino.select_mesh() mesh = compas_rhino.mesh_from_guid(Mesh, guid) # extract the data needed by the smoothing algorithm # identify the boundary as fixed vertices = mesh.get_vertices_attributes('xyz') faces = [mesh.face_vertices(fkey) for fkey in mesh.faces()] adjacency = [mesh.vertex_faces(key, ordered=True) for key in mesh.vertices()] fixed = mesh.vertices_on_boundary() # run the smoothing algorithm # update the mesh # display the result in Rhino smooth_area(vertices, faces, adjacency, fixed=fixed, kmax=100) for key, attr in mesh.vertices(True): attr['x'] = vertices[key][0] attr['y'] = vertices[key][1] attr['z'] = vertices[key][2] compas_rhino.mesh_draw(mesh)
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2.456954
453
""" SoftLayer.tests.managers.event_log_tests ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ :license: MIT, see LICENSE for more details. """ import SoftLayer from SoftLayer import fixtures from SoftLayer import testing
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3.629032
62
import RPi.GPIO as GPIO import time #When the mercury is contact, we get a signal on 21 pin = 21 light = 20 GPIO.setmode(GPIO.BCM) GPIO.setup(pin, GPIO.IN) GPIO.setup(light, GPIO.OUT) while True: if GPIO.input(pin): print("contact") GPIO.output(light, GPIO.HIGH) else: print("no contact") GPIO.output(light, GPIO.LOW) time.sleep(0.3) GPIO.cleanup()
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2.230337
178
from .atomic_node import AtomicNode
[ 6738, 764, 47116, 62, 17440, 1330, 28976, 19667, 628 ]
4.111111
9
_default_store = "dir" _default_clevel = 3 _default_codec = "zstd" _default_workers_backend = "threading"
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2.585366
41
import izi @izi.get("/birthday")
[ 11748, 220, 528, 72, 628, 198, 31, 528, 72, 13, 1136, 7203, 14, 24280, 820, 4943, 198 ]
2.058824
17
# coding: utf-8 """ FeersumNLU API This is the HTTP API for Feersum NLU. See https://github.com/praekelt/feersum-nlu-api-wrappers for examples of how to use the API. # noqa: E501 OpenAPI spec version: 2.0.54.dev2 Contact: [email protected] Generated by: https://github.com/swagger-api/swagger-codegen.git """ from __future__ import absolute_import import re # noqa: F401 # python 2 and python 3 compatibility library import six from feersum_nlu.api_client import ApiClient class RegexEntityExtractorsApi(object): """NOTE: This class is auto generated by the swagger code generator program. Do not edit the class manually. Ref: https://github.com/swagger-api/swagger-codegen """ def regex_entity_extractor_create(self, create_details, **kwargs): # noqa: E501 """Create a regular expression entity extractor. # noqa: E501 Create a new regular expression entity extractor or reload one from the trash. # noqa: E501 This method makes a synchronous HTTP request by default. To make an asynchronous HTTP request, please pass async_req=True >>> thread = api.regex_entity_extractor_create(create_details, async_req=True) >>> result = thread.get() :param async_req bool :param RegexEntityExtractorCreateDetails create_details: The details of the instance to create. (required) :param str x_caller: :return: RegexEntityExtractorInstanceDetail If the method is called asynchronously, returns the request thread. """ kwargs['_return_http_data_only'] = True if kwargs.get('async_req'): return self.regex_entity_extractor_create_with_http_info(create_details, **kwargs) # noqa: E501 else: (data) = self.regex_entity_extractor_create_with_http_info(create_details, **kwargs) # noqa: E501 return data def regex_entity_extractor_create_with_http_info(self, create_details, **kwargs): # noqa: E501 """Create a regular expression entity extractor. # noqa: E501 Create a new regular expression entity extractor or reload one from the trash. # noqa: E501 This method makes a synchronous HTTP request by default. To make an asynchronous HTTP request, please pass async_req=True >>> thread = api.regex_entity_extractor_create_with_http_info(create_details, async_req=True) >>> result = thread.get() :param async_req bool :param RegexEntityExtractorCreateDetails create_details: The details of the instance to create. (required) :param str x_caller: :return: RegexEntityExtractorInstanceDetail If the method is called asynchronously, returns the request thread. """ all_params = ['create_details', 'x_caller'] # noqa: E501 all_params.append('async_req') all_params.append('_return_http_data_only') all_params.append('_preload_content') all_params.append('_request_timeout') params = locals() for key, val in six.iteritems(params['kwargs']): if key not in all_params: raise TypeError( "Got an unexpected keyword argument '%s'" " to method regex_entity_extractor_create" % key ) params[key] = val del params['kwargs'] # verify the required parameter 'create_details' is set if ('create_details' not in params or params['create_details'] is None): raise ValueError("Missing the required parameter `create_details` when calling `regex_entity_extractor_create`") # noqa: E501 collection_formats = {} path_params = {} query_params = [] header_params = {} if 'x_caller' in params: header_params['X-CALLER'] = params['x_caller'] # noqa: E501 form_params = [] local_var_files = {} body_params = None if 'create_details' in params: body_params = params['create_details'] # HTTP header `Accept` header_params['Accept'] = self.api_client.select_header_accept( ['application/json']) # noqa: E501 # HTTP header `Content-Type` header_params['Content-Type'] = self.api_client.select_header_content_type( # noqa: E501 ['application/json']) # noqa: E501 # Authentication setting auth_settings = ['APIKeyHeader', 'APIKeyHeader_old'] # noqa: E501 return self.api_client.call_api( '/nlu/v2/regex_entity_extractors', 'POST', path_params, query_params, header_params, body=body_params, post_params=form_params, files=local_var_files, response_type='RegexEntityExtractorInstanceDetail', # noqa: E501 auth_settings=auth_settings, async_req=params.get('async_req'), _return_http_data_only=params.get('_return_http_data_only'), _preload_content=params.get('_preload_content', True), _request_timeout=params.get('_request_timeout'), collection_formats=collection_formats) def regex_entity_extractor_del(self, instance_name, **kwargs): # noqa: E501 """Delete named instance. # noqa: E501 Delete and get the details of the named regular expression entity extractor instance. Deleted models can be reloaded from the trash with the create operation. # noqa: E501 This method makes a synchronous HTTP request by default. To make an asynchronous HTTP request, please pass async_req=True >>> thread = api.regex_entity_extractor_del(instance_name, async_req=True) >>> result = thread.get() :param async_req bool :param str instance_name: The name of the instance. (required) :param str x_caller: :return: RegexEntityExtractorInstanceDetail If the method is called asynchronously, returns the request thread. """ kwargs['_return_http_data_only'] = True if kwargs.get('async_req'): return self.regex_entity_extractor_del_with_http_info(instance_name, **kwargs) # noqa: E501 else: (data) = self.regex_entity_extractor_del_with_http_info(instance_name, **kwargs) # noqa: E501 return data def regex_entity_extractor_del_with_http_info(self, instance_name, **kwargs): # noqa: E501 """Delete named instance. # noqa: E501 Delete and get the details of the named regular expression entity extractor instance. Deleted models can be reloaded from the trash with the create operation. # noqa: E501 This method makes a synchronous HTTP request by default. To make an asynchronous HTTP request, please pass async_req=True >>> thread = api.regex_entity_extractor_del_with_http_info(instance_name, async_req=True) >>> result = thread.get() :param async_req bool :param str instance_name: The name of the instance. (required) :param str x_caller: :return: RegexEntityExtractorInstanceDetail If the method is called asynchronously, returns the request thread. """ all_params = ['instance_name', 'x_caller'] # noqa: E501 all_params.append('async_req') all_params.append('_return_http_data_only') all_params.append('_preload_content') all_params.append('_request_timeout') params = locals() for key, val in six.iteritems(params['kwargs']): if key not in all_params: raise TypeError( "Got an unexpected keyword argument '%s'" " to method regex_entity_extractor_del" % key ) params[key] = val del params['kwargs'] # verify the required parameter 'instance_name' is set if ('instance_name' not in params or params['instance_name'] is None): raise ValueError("Missing the required parameter `instance_name` when calling `regex_entity_extractor_del`") # noqa: E501 collection_formats = {} path_params = {} if 'instance_name' in params: path_params['instance_name'] = params['instance_name'] # noqa: E501 query_params = [] header_params = {} if 'x_caller' in params: header_params['X-CALLER'] = params['x_caller'] # noqa: E501 form_params = [] local_var_files = {} body_params = None # HTTP header `Accept` header_params['Accept'] = self.api_client.select_header_accept( ['application/json']) # noqa: E501 # HTTP header `Content-Type` header_params['Content-Type'] = self.api_client.select_header_content_type( # noqa: E501 ['application/json']) # noqa: E501 # Authentication setting auth_settings = ['APIKeyHeader', 'APIKeyHeader_old'] # noqa: E501 return self.api_client.call_api( '/nlu/v2/regex_entity_extractors/{instance_name}', 'DELETE', path_params, query_params, header_params, body=body_params, post_params=form_params, files=local_var_files, response_type='RegexEntityExtractorInstanceDetail', # noqa: E501 auth_settings=auth_settings, async_req=params.get('async_req'), _return_http_data_only=params.get('_return_http_data_only'), _preload_content=params.get('_preload_content', True), _request_timeout=params.get('_request_timeout'), collection_formats=collection_formats) def regex_entity_extractor_get_details(self, instance_name, **kwargs): # noqa: E501 """Get details of named instance. # noqa: E501 Get the details of the named regular expression entity extractor instance. # noqa: E501 This method makes a synchronous HTTP request by default. To make an asynchronous HTTP request, please pass async_req=True >>> thread = api.regex_entity_extractor_get_details(instance_name, async_req=True) >>> result = thread.get() :param async_req bool :param str instance_name: The name of the instance. (required) :param str x_caller: :return: RegexEntityExtractorInstanceDetail If the method is called asynchronously, returns the request thread. """ kwargs['_return_http_data_only'] = True if kwargs.get('async_req'): return self.regex_entity_extractor_get_details_with_http_info(instance_name, **kwargs) # noqa: E501 else: (data) = self.regex_entity_extractor_get_details_with_http_info(instance_name, **kwargs) # noqa: E501 return data def regex_entity_extractor_get_details_with_http_info(self, instance_name, **kwargs): # noqa: E501 """Get details of named instance. # noqa: E501 Get the details of the named regular expression entity extractor instance. # noqa: E501 This method makes a synchronous HTTP request by default. To make an asynchronous HTTP request, please pass async_req=True >>> thread = api.regex_entity_extractor_get_details_with_http_info(instance_name, async_req=True) >>> result = thread.get() :param async_req bool :param str instance_name: The name of the instance. (required) :param str x_caller: :return: RegexEntityExtractorInstanceDetail If the method is called asynchronously, returns the request thread. """ all_params = ['instance_name', 'x_caller'] # noqa: E501 all_params.append('async_req') all_params.append('_return_http_data_only') all_params.append('_preload_content') all_params.append('_request_timeout') params = locals() for key, val in six.iteritems(params['kwargs']): if key not in all_params: raise TypeError( "Got an unexpected keyword argument '%s'" " to method regex_entity_extractor_get_details" % key ) params[key] = val del params['kwargs'] # verify the required parameter 'instance_name' is set if ('instance_name' not in params or params['instance_name'] is None): raise ValueError("Missing the required parameter `instance_name` when calling `regex_entity_extractor_get_details`") # noqa: E501 collection_formats = {} path_params = {} if 'instance_name' in params: path_params['instance_name'] = params['instance_name'] # noqa: E501 query_params = [] header_params = {} if 'x_caller' in params: header_params['X-CALLER'] = params['x_caller'] # noqa: E501 form_params = [] local_var_files = {} body_params = None # HTTP header `Accept` header_params['Accept'] = self.api_client.select_header_accept( ['application/json']) # noqa: E501 # HTTP header `Content-Type` header_params['Content-Type'] = self.api_client.select_header_content_type( # noqa: E501 ['application/json']) # noqa: E501 # Authentication setting auth_settings = ['APIKeyHeader', 'APIKeyHeader_old'] # noqa: E501 return self.api_client.call_api( '/nlu/v2/regex_entity_extractors/{instance_name}', 'GET', path_params, query_params, header_params, body=body_params, post_params=form_params, files=local_var_files, response_type='RegexEntityExtractorInstanceDetail', # noqa: E501 auth_settings=auth_settings, async_req=params.get('async_req'), _return_http_data_only=params.get('_return_http_data_only'), _preload_content=params.get('_preload_content', True), _request_timeout=params.get('_request_timeout'), collection_formats=collection_formats) def regex_entity_extractor_get_details_all(self, **kwargs): # noqa: E501 """Get list of regular expression entity extractors. # noqa: E501 Get the list of regular expression entity extractors. # noqa: E501 This method makes a synchronous HTTP request by default. To make an asynchronous HTTP request, please pass async_req=True >>> thread = api.regex_entity_extractor_get_details_all(async_req=True) >>> result = thread.get() :param async_req bool :param str x_caller: :return: list[RegexEntityExtractorInstanceDetail] If the method is called asynchronously, returns the request thread. """ kwargs['_return_http_data_only'] = True if kwargs.get('async_req'): return self.regex_entity_extractor_get_details_all_with_http_info(**kwargs) # noqa: E501 else: (data) = self.regex_entity_extractor_get_details_all_with_http_info(**kwargs) # noqa: E501 return data def regex_entity_extractor_get_details_all_with_http_info(self, **kwargs): # noqa: E501 """Get list of regular expression entity extractors. # noqa: E501 Get the list of regular expression entity extractors. # noqa: E501 This method makes a synchronous HTTP request by default. To make an asynchronous HTTP request, please pass async_req=True >>> thread = api.regex_entity_extractor_get_details_all_with_http_info(async_req=True) >>> result = thread.get() :param async_req bool :param str x_caller: :return: list[RegexEntityExtractorInstanceDetail] If the method is called asynchronously, returns the request thread. """ all_params = ['x_caller'] # noqa: E501 all_params.append('async_req') all_params.append('_return_http_data_only') all_params.append('_preload_content') all_params.append('_request_timeout') params = locals() for key, val in six.iteritems(params['kwargs']): if key not in all_params: raise TypeError( "Got an unexpected keyword argument '%s'" " to method regex_entity_extractor_get_details_all" % key ) params[key] = val del params['kwargs'] collection_formats = {} path_params = {} query_params = [] header_params = {} if 'x_caller' in params: header_params['X-CALLER'] = params['x_caller'] # noqa: E501 form_params = [] local_var_files = {} body_params = None # HTTP header `Accept` header_params['Accept'] = self.api_client.select_header_accept( ['application/json']) # noqa: E501 # HTTP header `Content-Type` header_params['Content-Type'] = self.api_client.select_header_content_type( # noqa: E501 ['application/json']) # noqa: E501 # Authentication setting auth_settings = ['APIKeyHeader', 'APIKeyHeader_old'] # noqa: E501 return self.api_client.call_api( '/nlu/v2/regex_entity_extractors', 'GET', path_params, query_params, header_params, body=body_params, post_params=form_params, files=local_var_files, response_type='list[RegexEntityExtractorInstanceDetail]', # noqa: E501 auth_settings=auth_settings, async_req=params.get('async_req'), _return_http_data_only=params.get('_return_http_data_only'), _preload_content=params.get('_preload_content', True), _request_timeout=params.get('_request_timeout'), collection_formats=collection_formats) def regex_entity_extractor_get_params(self, instance_name, **kwargs): # noqa: E501 """Get the editable model parameters of named regex entity extractor. # noqa: E501 Get the editable model parameters of named regex entity extractor. # noqa: E501 This method makes a synchronous HTTP request by default. To make an asynchronous HTTP request, please pass async_req=True >>> thread = api.regex_entity_extractor_get_params(instance_name, async_req=True) >>> result = thread.get() :param async_req bool :param str instance_name: The name of the instance. (required) :param str x_caller: :return: ModelParams If the method is called asynchronously, returns the request thread. """ kwargs['_return_http_data_only'] = True if kwargs.get('async_req'): return self.regex_entity_extractor_get_params_with_http_info(instance_name, **kwargs) # noqa: E501 else: (data) = self.regex_entity_extractor_get_params_with_http_info(instance_name, **kwargs) # noqa: E501 return data def regex_entity_extractor_get_params_with_http_info(self, instance_name, **kwargs): # noqa: E501 """Get the editable model parameters of named regex entity extractor. # noqa: E501 Get the editable model parameters of named regex entity extractor. # noqa: E501 This method makes a synchronous HTTP request by default. To make an asynchronous HTTP request, please pass async_req=True >>> thread = api.regex_entity_extractor_get_params_with_http_info(instance_name, async_req=True) >>> result = thread.get() :param async_req bool :param str instance_name: The name of the instance. (required) :param str x_caller: :return: ModelParams If the method is called asynchronously, returns the request thread. """ all_params = ['instance_name', 'x_caller'] # noqa: E501 all_params.append('async_req') all_params.append('_return_http_data_only') all_params.append('_preload_content') all_params.append('_request_timeout') params = locals() for key, val in six.iteritems(params['kwargs']): if key not in all_params: raise TypeError( "Got an unexpected keyword argument '%s'" " to method regex_entity_extractor_get_params" % key ) params[key] = val del params['kwargs'] # verify the required parameter 'instance_name' is set if ('instance_name' not in params or params['instance_name'] is None): raise ValueError("Missing the required parameter `instance_name` when calling `regex_entity_extractor_get_params`") # noqa: E501 collection_formats = {} path_params = {} if 'instance_name' in params: path_params['instance_name'] = params['instance_name'] # noqa: E501 query_params = [] header_params = {} if 'x_caller' in params: header_params['X-CALLER'] = params['x_caller'] # noqa: E501 form_params = [] local_var_files = {} body_params = None # HTTP header `Accept` header_params['Accept'] = self.api_client.select_header_accept( ['application/json']) # noqa: E501 # HTTP header `Content-Type` header_params['Content-Type'] = self.api_client.select_header_content_type( # noqa: E501 ['application/json']) # noqa: E501 # Authentication setting auth_settings = ['APIKeyHeader', 'APIKeyHeader_old'] # noqa: E501 return self.api_client.call_api( '/nlu/v2/regex_entity_extractors/{instance_name}/params', 'GET', path_params, query_params, header_params, body=body_params, post_params=form_params, files=local_var_files, response_type='ModelParams', # noqa: E501 auth_settings=auth_settings, async_req=params.get('async_req'), _return_http_data_only=params.get('_return_http_data_only'), _preload_content=params.get('_preload_content', True), _request_timeout=params.get('_request_timeout'), collection_formats=collection_formats) def regex_entity_extractor_retrieve(self, instance_name, text_input, **kwargs): # noqa: E501 """Extract information based on the regular expression. # noqa: E501 Extract the entities matching the regular expression. # noqa: E501 This method makes a synchronous HTTP request by default. To make an asynchronous HTTP request, please pass async_req=True >>> thread = api.regex_entity_extractor_retrieve(instance_name, text_input, async_req=True) >>> result = thread.get() :param async_req bool :param str instance_name: The name of the instance. (required) :param TextInput text_input: The input text. (required) :param str x_caller: :return: list[RegexEntity] If the method is called asynchronously, returns the request thread. """ kwargs['_return_http_data_only'] = True if kwargs.get('async_req'): return self.regex_entity_extractor_retrieve_with_http_info(instance_name, text_input, **kwargs) # noqa: E501 else: (data) = self.regex_entity_extractor_retrieve_with_http_info(instance_name, text_input, **kwargs) # noqa: E501 return data def regex_entity_extractor_retrieve_with_http_info(self, instance_name, text_input, **kwargs): # noqa: E501 """Extract information based on the regular expression. # noqa: E501 Extract the entities matching the regular expression. # noqa: E501 This method makes a synchronous HTTP request by default. To make an asynchronous HTTP request, please pass async_req=True >>> thread = api.regex_entity_extractor_retrieve_with_http_info(instance_name, text_input, async_req=True) >>> result = thread.get() :param async_req bool :param str instance_name: The name of the instance. (required) :param TextInput text_input: The input text. (required) :param str x_caller: :return: list[RegexEntity] If the method is called asynchronously, returns the request thread. """ all_params = ['instance_name', 'text_input', 'x_caller'] # noqa: E501 all_params.append('async_req') all_params.append('_return_http_data_only') all_params.append('_preload_content') all_params.append('_request_timeout') params = locals() for key, val in six.iteritems(params['kwargs']): if key not in all_params: raise TypeError( "Got an unexpected keyword argument '%s'" " to method regex_entity_extractor_retrieve" % key ) params[key] = val del params['kwargs'] # verify the required parameter 'instance_name' is set if ('instance_name' not in params or params['instance_name'] is None): raise ValueError("Missing the required parameter `instance_name` when calling `regex_entity_extractor_retrieve`") # noqa: E501 # verify the required parameter 'text_input' is set if ('text_input' not in params or params['text_input'] is None): raise ValueError("Missing the required parameter `text_input` when calling `regex_entity_extractor_retrieve`") # noqa: E501 collection_formats = {} path_params = {} if 'instance_name' in params: path_params['instance_name'] = params['instance_name'] # noqa: E501 query_params = [] header_params = {} if 'x_caller' in params: header_params['X-CALLER'] = params['x_caller'] # noqa: E501 form_params = [] local_var_files = {} body_params = None if 'text_input' in params: body_params = params['text_input'] # HTTP header `Accept` header_params['Accept'] = self.api_client.select_header_accept( ['application/json']) # noqa: E501 # HTTP header `Content-Type` header_params['Content-Type'] = self.api_client.select_header_content_type( # noqa: E501 ['application/json']) # noqa: E501 # Authentication setting auth_settings = ['APIKeyHeader', 'APIKeyHeader_old'] # noqa: E501 return self.api_client.call_api( '/nlu/v2/regex_entity_extractors/{instance_name}/retrieve', 'POST', path_params, query_params, header_params, body=body_params, post_params=form_params, files=local_var_files, response_type='list[RegexEntity]', # noqa: E501 auth_settings=auth_settings, async_req=params.get('async_req'), _return_http_data_only=params.get('_return_http_data_only'), _preload_content=params.get('_preload_content', True), _request_timeout=params.get('_request_timeout'), collection_formats=collection_formats) def regex_entity_extractor_set_params(self, instance_name, model_params, **kwargs): # noqa: E501 """Set the model parameters of named regex entity extractor. # noqa: E501 Set the model parameters of named regex entity extractor. # noqa: E501 This method makes a synchronous HTTP request by default. To make an asynchronous HTTP request, please pass async_req=True >>> thread = api.regex_entity_extractor_set_params(instance_name, model_params, async_req=True) >>> result = thread.get() :param async_req bool :param str instance_name: The name of the instance. (required) :param ModelParams model_params: The model parameters. (required) :param str x_caller: :return: RegexEntityExtractorInstanceDetail If the method is called asynchronously, returns the request thread. """ kwargs['_return_http_data_only'] = True if kwargs.get('async_req'): return self.regex_entity_extractor_set_params_with_http_info(instance_name, model_params, **kwargs) # noqa: E501 else: (data) = self.regex_entity_extractor_set_params_with_http_info(instance_name, model_params, **kwargs) # noqa: E501 return data def regex_entity_extractor_set_params_with_http_info(self, instance_name, model_params, **kwargs): # noqa: E501 """Set the model parameters of named regex entity extractor. # noqa: E501 Set the model parameters of named regex entity extractor. # noqa: E501 This method makes a synchronous HTTP request by default. To make an asynchronous HTTP request, please pass async_req=True >>> thread = api.regex_entity_extractor_set_params_with_http_info(instance_name, model_params, async_req=True) >>> result = thread.get() :param async_req bool :param str instance_name: The name of the instance. (required) :param ModelParams model_params: The model parameters. (required) :param str x_caller: :return: RegexEntityExtractorInstanceDetail If the method is called asynchronously, returns the request thread. """ all_params = ['instance_name', 'model_params', 'x_caller'] # noqa: E501 all_params.append('async_req') all_params.append('_return_http_data_only') all_params.append('_preload_content') all_params.append('_request_timeout') params = locals() for key, val in six.iteritems(params['kwargs']): if key not in all_params: raise TypeError( "Got an unexpected keyword argument '%s'" " to method regex_entity_extractor_set_params" % key ) params[key] = val del params['kwargs'] # verify the required parameter 'instance_name' is set if ('instance_name' not in params or params['instance_name'] is None): raise ValueError("Missing the required parameter `instance_name` when calling `regex_entity_extractor_set_params`") # noqa: E501 # verify the required parameter 'model_params' is set if ('model_params' not in params or params['model_params'] is None): raise ValueError("Missing the required parameter `model_params` when calling `regex_entity_extractor_set_params`") # noqa: E501 collection_formats = {} path_params = {} if 'instance_name' in params: path_params['instance_name'] = params['instance_name'] # noqa: E501 query_params = [] header_params = {} if 'x_caller' in params: header_params['X-CALLER'] = params['x_caller'] # noqa: E501 form_params = [] local_var_files = {} body_params = None if 'model_params' in params: body_params = params['model_params'] # HTTP header `Accept` header_params['Accept'] = self.api_client.select_header_accept( ['application/json']) # noqa: E501 # HTTP header `Content-Type` header_params['Content-Type'] = self.api_client.select_header_content_type( # noqa: E501 ['application/json']) # noqa: E501 # Authentication setting auth_settings = ['APIKeyHeader', 'APIKeyHeader_old'] # noqa: E501 return self.api_client.call_api( '/nlu/v2/regex_entity_extractors/{instance_name}/params', 'POST', path_params, query_params, header_params, body=body_params, post_params=form_params, files=local_var_files, response_type='RegexEntityExtractorInstanceDetail', # noqa: E501 auth_settings=auth_settings, async_req=params.get('async_req'), _return_http_data_only=params.get('_return_http_data_only'), _preload_content=params.get('_preload_content', True), _request_timeout=params.get('_request_timeout'), collection_formats=collection_formats) def regex_entity_extractor_vaporise(self, instance_name, **kwargs): # noqa: E501 """Vaporise the named model. # noqa: E501 Permanently vaporises a model even if not trashed. # noqa: E501 This method makes a synchronous HTTP request by default. To make an asynchronous HTTP request, please pass async_req=True >>> thread = api.regex_entity_extractor_vaporise(instance_name, async_req=True) >>> result = thread.get() :param async_req bool :param str instance_name: The name of the instance. (required) :param str x_caller: :return: RegexEntityExtractorInstanceDetail If the method is called asynchronously, returns the request thread. """ kwargs['_return_http_data_only'] = True if kwargs.get('async_req'): return self.regex_entity_extractor_vaporise_with_http_info(instance_name, **kwargs) # noqa: E501 else: (data) = self.regex_entity_extractor_vaporise_with_http_info(instance_name, **kwargs) # noqa: E501 return data def regex_entity_extractor_vaporise_with_http_info(self, instance_name, **kwargs): # noqa: E501 """Vaporise the named model. # noqa: E501 Permanently vaporises a model even if not trashed. # noqa: E501 This method makes a synchronous HTTP request by default. To make an asynchronous HTTP request, please pass async_req=True >>> thread = api.regex_entity_extractor_vaporise_with_http_info(instance_name, async_req=True) >>> result = thread.get() :param async_req bool :param str instance_name: The name of the instance. (required) :param str x_caller: :return: RegexEntityExtractorInstanceDetail If the method is called asynchronously, returns the request thread. """ all_params = ['instance_name', 'x_caller'] # noqa: E501 all_params.append('async_req') all_params.append('_return_http_data_only') all_params.append('_preload_content') all_params.append('_request_timeout') params = locals() for key, val in six.iteritems(params['kwargs']): if key not in all_params: raise TypeError( "Got an unexpected keyword argument '%s'" " to method regex_entity_extractor_vaporise" % key ) params[key] = val del params['kwargs'] # verify the required parameter 'instance_name' is set if ('instance_name' not in params or params['instance_name'] is None): raise ValueError("Missing the required parameter `instance_name` when calling `regex_entity_extractor_vaporise`") # noqa: E501 collection_formats = {} path_params = {} if 'instance_name' in params: path_params['instance_name'] = params['instance_name'] # noqa: E501 query_params = [] header_params = {} if 'x_caller' in params: header_params['X-CALLER'] = params['x_caller'] # noqa: E501 form_params = [] local_var_files = {} body_params = None # HTTP header `Accept` header_params['Accept'] = self.api_client.select_header_accept( ['application/json']) # noqa: E501 # HTTP header `Content-Type` header_params['Content-Type'] = self.api_client.select_header_content_type( # noqa: E501 ['application/json']) # noqa: E501 # Authentication setting auth_settings = ['APIKeyHeader', 'APIKeyHeader_old'] # noqa: E501 return self.api_client.call_api( '/nlu/v2/regex_entity_extractors/{instance_name}/vaporise', 'POST', path_params, query_params, header_params, body=body_params, post_params=form_params, files=local_var_files, response_type='RegexEntityExtractorInstanceDetail', # noqa: E501 auth_settings=auth_settings, async_req=params.get('async_req'), _return_http_data_only=params.get('_return_http_data_only'), _preload_content=params.get('_preload_content', True), _request_timeout=params.get('_request_timeout'), collection_formats=collection_formats)
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2.32275
16,000
try: from setuptools import setup, find_packages except ImportError: from distutils.core import setup, find_packages setup( name = 'django_fabv', version = '0.1.1', url = 'https://pypi.python.org/pypi/django_fabv/0.1.0', include_package_data=True, packages=find_packages(), license = '3-clause BSD', author = 'Bob Jansen', author_email = '[email protected]', description = 'A/B module for Django based on ABingo', long_description=open('README.txt').read(), )
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2.517073
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programmer = Programmer() tester = Tester() project = ProjectManagement() print(project.process(programmer)) print(project.process(tester)) #La clase ProjectManagment es la que se puede extender #por eso la dejamos asi, ya que cumple con el principio #Abierto/Cerrado #(no le entendi muy bien)
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# -*- encoding: utf-8 -*- ''' Current module: mobile.monkeyrunner.driver Rough version history: v1.0 Original version to use ******************************************************************** @AUTHOR: Administrator-Bruce Luo(罗科峰) MAIL: [email protected] RCS: rock4.softtest.pad.hierarchy.driver,v 2.0 2017年2月7日 FROM: 2015年12月23日 ******************************************************************** ====================================================================== Android UI automation frame for python. Jython-monkeyrunner--need use jython to compileall monkeyrunner.jar & chimpchat.jar & hierarchyviewer2lib.jar ''' from com.android.monkeyrunner import MonkeyRunner,MonkeyDevice from com.android.monkeyrunner.easy import By,EasyMonkeyDevice from com.android.chimpchat.hierarchyviewer import HierarchyViewer import os,re,time import p_m_env class MobileApp(): ''' Mobile App Test.(need MonkeyRunner + Hierarchy)''' @classmethod @classmethod @classmethod def CloseApp(cls,app_package): ''' only close app . keep the session''' result = re.search(".*%s\r\n" %app_package,os.popen("adb shell ps").read()) if result: pid = re.findall("\w+",result.group())[1] f=open("tmp",'w') f.write("su\r\nkill -9 %s\r\nexit\r\nexit\r\n" %pid) f.close() os.system("adb shell <tmp") os.remove("tmp") @classmethod def IsAppInstalled(cls,app_package): ''' app_package app_component apk_path ''' if re.search(app_package,os.popen("adb shell pm list packages").read()): result = True else: result = False time.sleep(0.5) return result @classmethod def InstallApp(cls,apk_path): ''' install the app to mobile apk_path=r"c:\test.apk" ''' getattr(p_m_env.DEVICE,"installPackage")(apk_path) time.sleep(0.5) @classmethod @classmethod @classmethod @classmethod @classmethod @classmethod @classmethod @classmethod @classmethod @classmethod @classmethod @classmethod @classmethod @classmethod @classmethod @classmethod @classmethod @classmethod @classmethod @classmethod @classmethod class MobileElement(): ''' Mobile App Element Test.(need MonkeyRunner + Hierarchy)''' (by,value,parent,timeout) = (None,None,None,30) @classmethod @classmethod @classmethod def Swipe(cls,duration=2,steps=100): ''' 模拟用户滑动 cls.by = "positon" cls.value = [100,100,200,200] duration --> 设置拖动过程的耗时 steps --> 设置拖动过程的步长, 步长较短的话,效果就是长按 ''' if cls.by == "position": if not isinstance(cls.value, list): raise Exception("Need list type:",cls.value) getattr(p_m_env.DEVICE,"drag'")((cls.value[0],cls.value[1]),(cls.value[2],cls.value[3]),duration,steps) @classmethod @classmethod @classmethod @classmethod @classmethod @classmethod @classmethod @classmethod @classmethod @classmethod @classmethod @classmethod @classmethod @classmethod @classmethod @classmethod @classmethod @classmethod @classmethod if __name__ == "__main__": # monkeyrunner driver.py #等待连接 MobileApp.WaitForConnection() #登录的示例 component = "com.tianwen.aischool/.ui.publics.login.LoginActivity" MobileApp.LaunchApp(component) print "launch app ok" # 截图 MobileElement.by = "id" MobileElement.value = "id/login_user_img" MobileElement.SaveCurrentImageToFile(r"d:\auto\buffer\test.png") print "Saving a picture to a file. ok" #用户名 MobileElement.by = "id" MobileElement.value = "id/login_account_input";#使用android sdk中的工具-->hierarchyviewer.bat查看。还有一个辅助工具 uiautomatorviewer.bat MobileElement.TypeInClear("brucestudent1") print "Typing username(brucestudent1) ok" #密码 (MobileElement.by,MobileElement.value) = ("id","id/login_password_input") MobileElement.TypeInClear("123456") print "Typing password(123456) ok" #登录按钮 (MobileElement.by,MobileElement.value) = ("id","id/login_start_button") MobileElement.Touch() print "Tap login button ok" #验证信息 (MobileElement.by,MobileElement.value) = ("id","id/login_error_tip_text") result = MobileElement.GetText() print "verify login info" print "-->",result if "正在登录" in result: print "Login Test Pass" else: print "Login Test Fail" # 点击 练习作业 print "->click link_text" (MobileElement.by,MobileElement.value,MobileElement.parent,MobileElement.timeout) = ("link_text",u"练习作业","id/homepage_exercise",30) MobileElement.Touch() print "Link_text is ok" # 点击 练习作业 print "->click index" (MobileElement.by,MobileElement.value,MobileElement.parent) = ("index",[0,0,1,0],"id/grid") MobileElement.Touch() print "Index is ok"
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1.888203
3,077
users = []
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2.3
10
# -*- coding: utf-8 -*- from bs4 import BeautifulSoup import requests import urllib.request from moviepy.video.io.VideoFileClip import VideoFileClip import os if __name__ == '__main__': #main('https://arca.live/e/56?target=title&keyword=%EB%9D%BC%EC%98%A4&sort=rank&p=1') con_download()
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2.225352
142
# ============================================================================ # # Copyright (c) 2007-2010 Integral Technology Solutions Pty Ltd, # All Rights Reserved. # # THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR # IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, # FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT OF THIRD PARTY RIGHTS. # IN NO EVENT SHALL THE COPYRIGHT HOLDER OR HOLDERS INCLUDED IN THIS NOTICE BE # LIABLE FOR ANY CLAIM, OR ANY SPECIAL INDIRECT OR CONSEQUENTIAL DAMAGES, OR # ANY DAMAGES WHATSOEVER RESULTING FROM LOSS OF USE, DATA OR PROFITS, WHETHER # IN AN ACTION OF CONTRACT, NEGLIGENCE OR OTHER TORTIOUS ACTION, ARISING OUT # OF OR IN CONNECTION WITH THE USE OR PERFORMANCE OF THIS SOFTWARE. # # FOR FURTHER INFORMATION PLEASE SEE THE INTEGRAL TECHNOLOGY SOLUTIONS # END USER LICENSE AGREEMENT (ELUA). # # ============================================================================ import common.assertions as assertions import common.logredirect as logredirect from java.io import File execfile('wlst/common.py') execfile('wlst/server.py') execfile('wlst/workmgr.py') execfile('wlst/deployment.py') execfile('wlst/createDomain.py') execfile('wlst/jdbc_offline.py') def run(cfg): """Create WebLogic Domain""" assertions.sanityCheckInstall(cfg) assertions.sanityCheckDomainConfig(cfg) if wlst_support: logredirect.setup() create_domain(cfg) else: raise Exception('WLST support required for this command')
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3.194215
484
def unquote(string): """Decode and replace URL percent-escapes in string. unquote('abc%20def') -> b'abc def'. Note: If a string, not a bytes object, is passed, it is encoded as UTF-8. This is only an issue if it contains unescaped non-ASCII characters, which URIs should not. """ if not string: return b'' if isinstance(string, str): string = string.encode('utf-8') bits = string.split(b'%') if len(bits) == 1: return string res = bytearray(bits[0]) append = res.append extend = res.extend for item in bits[1:]: try: append(int(item[:2], 16)) extend(item[2:]) except KeyError: append(b'%') extend(item) return bytes(res)
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2.25072
347
#!/usr/bin/env python3 # -*- coding: utf-8 -*- from mongoengine import EmbeddedDocument, StringField, Document, EmailField, EmbeddedDocumentField, DateTimeField
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3.22
50
from app.schemas.appointment import Appointment import pickle from redis import Redis from typing import Any from datetime import timedelta from app.models.user import User as UserModel from .config import settings
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3.927273
55
import spidertools.common.nano as nano import os
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3
17
from shapely.geometry import * from utils import geomerremovertools class PrecisionRedux(object): """Class PrecisionRedux for managing the precision of geometries """ class PrecisionReduxPoint(PrecisionRedux): """Derived class for Point""" class PrecisionReduxMultiPoint(PrecisionRedux): """Derived class for MultiPoint""" class PrecisionReduxLineString(PrecisionRedux): """Derived class for LineString""" class PrecisionReduxMultiLineString(PrecisionRedux): """Derived class for MultiLineString"""
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3.573427
143
import json, os, sys from openpyxl import load_workbook """ This script is for creating receipts for Smop coders using data given from mongo """ if __name__ == '__main__': main()
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3.172414
58
# -*- coding: utf-8 -*- # try something like if not session.met_index: session.met_index = 0 if not session.met_sort: session.met_sort = 'ID' if not session.met_display_flash: session.met_display_flash = 'No' if not session.met_filter_cat: session.met_filter_cat = 'ID' session.met_filter_text = ''
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2.477273
132
import argparse import gzip import logging import os import re import subprocess from pathlib import Path try: from checks.drc_checks.magic.converters import magic_drc_to_rdb, magic_drc_to_tcl, magic_drc_to_tr_drc, tr2klayout except ImportError: from converters import magic_drc_to_rdb, magic_drc_to_tcl, magic_drc_to_tr_drc, tr2klayout def violations_count(drc_content): """ design name violation message list of violations Total Count: """ split_line = '----------------------------------------' drc_sections = drc_content.split(split_line) if len(drc_sections) == 2: return 0 else: vio_dict = dict() for i in range(1, len(drc_sections) - 1, 2): vio_dict[drc_sections[i]] = len(drc_sections[i + 1].split("\n")) - 2 count = 0 for key in vio_dict: val = vio_dict[key] count += val logging.error(f"Violation Message \"{str(key.strip())} \"found {str(val)} Times.") return count if __name__ == "__main__": logging.basicConfig(level=logging.DEBUG, format=f"%(asctime)s | %(levelname)-7s | %(message)s", datefmt='%d-%b-%Y %H:%M:%S') parser = argparse.ArgumentParser(description='Runs magic and klayout drc checks on a given GDS.') parser.add_argument('--gds_input_file_path', '-g', required=True, help='GDS File to apply DRC checks on') parser.add_argument('--output_directory', '-o', required=True, help='Output Directory') parser.add_argument('--pdk_root', '-p', required=True, help='PDK Path') parser.add_argument('--design_name', '-d', required=True, help='Design Name') args = parser.parse_args() gds_input_file_path = Path(args.gds_input_file_path) output_directory = Path(args.output_directory) pdk_root = Path(args.pdk_root) design_name = args.design_name if gds_input_file_path.exists() and gds_input_file_path.suffix == ".gds": if output_directory.exists() and output_directory.is_dir(): if magic_gds_drc_check(gds_input_file_path, args.design_name, pdk_root, output_directory): logging.info("Magic GDS DRC Clean") else: logging.info("Magic GDS DRC Dirty") else: logging.error(f"{output_directory} is not valid") else: logging.error(f"{gds_input_file_path} is not valid")
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