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import pandas as pd pd.set_option('expand_frame_repr', False)
def distribute(total, precision_digits): def _dist(x): rets = [] left = total for w in x: k = round(left * w, precision_digits) left -= k rets.append(k) return rets
return _dist
def allocate_get_quantity_by_amount(order_df, confirm, quantity_precision_digits=5, cash_precision_digits=2): alloc_df = order_df.copy() alloc_df['rest_sum'] = alloc_df['amount'].sum() - alloc_df['amount'].cumsum() + alloc_df['amount'] alloc_df['rest_weight'] = alloc_df['amount'] / alloc_df['rest_sum'] alloc_df['final_amount'] = alloc_df['rest_weight'].agg(distribute(confirm['final_amount'], cash_precision_digits), axis=0) alloc_df['cost_rest_sum'] = alloc_df['final_amount'].sum() - alloc_df['final_amount'].cumsum() + alloc_df['final_amount'] alloc_df['cost_rest_weight'] = alloc_df['final_amount'] / alloc_df['cost_rest_sum'] alloc_df['final_quantity'] = alloc_df['cost_rest_weight'].agg(distribute(confirm['quantity'], quantity_precision_digits), axis=0) alloc_df['mktValue - final_amount'] = alloc_df['final_quantity'] * confirm['nav'] - alloc_df['final_amount'] alloc_df['mktValue - request_amount'] = alloc_df['final_quantity'] * confirm['nav'] - alloc_df['amount']
return alloc_df
def allocate_get_amount_by_quantity(order_df, confirm, quantity_precision_digits=5, cash_precision_digits=2): alloc_df = order_df.copy() alloc_df['rest_sum'] = alloc_df['quantity'].sum() - alloc_df['quantity'].cumsum() + alloc_df['quantity'] alloc_df['rest_weight'] = alloc_df['quantity'] / alloc_df['rest_sum'] alloc_df['final_quantity'] = alloc_df['rest_weight'].agg( distribute(confirm['final_quantity'], quantity_precision_digits), axis=0) alloc_df['cost_rest_sum'] = alloc_df['final_quantity'].sum() - alloc_df['final_quantity'].cumsum() + alloc_df[ 'final_quantity'] alloc_df['cost_rest_weight'] = alloc_df['final_quantity'] / alloc_df['cost_rest_sum'] alloc_df['final_amount'] = alloc_df['cost_rest_weight'].agg(distribute(confirm['amount'], cash_precision_digits), axis=0) alloc_df['mktValue - final_amount'] = alloc_df['final_quantity'] * confirm['nav'] - alloc_df['final_amount'] alloc_df['mktValue - request_amount'] = alloc_df['quantity'] * confirm['nav'] - alloc_df['final_amount'] return alloc_df
def allocate_get_amount_by_amount(order_df, confirm, quantity_precision_digits=5, cash_precision_digits=2): alloc_df = order_df.copy() alloc_df['rest_sum'] = alloc_df['amount'].sum() - alloc_df['amount'].cumsum() + alloc_df['amount'] alloc_df['rest_weight'] = alloc_df['amount'] / alloc_df['rest_sum'] alloc_df['final_amount'] = alloc_df['rest_weight'].agg(distribute(confirm['amount'], cash_precision_digits), axis=0) alloc_df['cost_rest_sum'] = alloc_df['final_amount'].sum() - alloc_df['final_amount'].cumsum() + alloc_df[ 'final_amount'] alloc_df['cost_rest_weight'] = alloc_df['final_amount'] / alloc_df['cost_rest_sum'] alloc_df['final_quantity'] = alloc_df['cost_rest_weight'].agg( distribute(confirm['final_quantity'], quantity_precision_digits), axis=0) alloc_df['mktValue - final_amount'] = alloc_df['final_quantity'] * confirm['nav'] - alloc_df['final_amount'] alloc_df['mktValue - request_amount'] = alloc_df['final_quantity'] * confirm['nav'] - alloc_df['amount'] return alloc_df
def allocate_get_quantity_by_quantity(order_df, confirm, quantity_precision_digits=5): alloc_df = order_df.copy() alloc_df['rest_sum'] = alloc_df['quantity'].sum() - alloc_df['quantity'].cumsum() + alloc_df['quantity'] alloc_df['rest_weight'] = alloc_df['quantity'] / alloc_df['rest_sum'] alloc_df['final_quantity'] = alloc_df['rest_weight'].agg(distribute(confirm['quantity'], quantity_precision_digits), axis=0) return alloc_df
def allocate_get_amount_by_weight(order_df, confirm, cash_precision_digits=2): alloc_df = order_df.copy() alloc_df['rest_sum'] = alloc_df['weight'].sum() - alloc_df['weight'].cumsum() + alloc_df['weight'] alloc_df['rest_weight'] = alloc_df['weight'] / alloc_df['rest_sum'] alloc_df['final_amount'] = alloc_df['rest_weight'].agg(distribute(confirm['amount'], cash_precision_digits), axis=0) return alloc_df
if __name__ == '__main__': orders = [ {"amount": 209.83}, {"amount": 215.11}, {"amount": 213.70}, {"amount": 448.85}, ] confirm = { "nav": 105.380000, "request_amount": 1087.49, "final_amount": 1087.42, "quantity": 10.319000 } df = allocate_get_quantity_by_amount(pd.DataFrame(orders), confirm, 4) print(df)
orders2 = [ {"quantity": 1.991}, {"quantity": 2.041}, {"quantity": 2.028}, {"quantity": 4.259}, ] confirm2 = { "nav": 105.380000, "request_quantity": 10.319, "final_quantity": 10.319, "amount": 1087.43 } df2 = allocate_get_amount_by_quantity(pd.DataFrame(orders2), confirm2, 4) print(df2)
orders3 = [ {"amount": 209.83}, {"amount": 215.11}, {"amount": 213.70}, {"amount": 448.85}, ] confirm3 = { "nav": 105.380000, "request_amount": 1087.49, "final_quantity": 10.319, "amount": 1087.42 } df3 = allocate_get_amount_by_amount(pd.DataFrame(orders3), confirm3, 4) print(df3)
orders4 = [ {"quantity": 209.8311}, {"quantity": 215.1123}, {"quantity": 213.7059}, {"quantity": 448.8538}, ] confirm4 = { "quantity": (209.8311+215.1123+213.7059+448.8538) * 1.25 } df = allocate_get_quantity_by_quantity(pd.DataFrame(orders4), confirm4, 4) print(df) print(df['quantity'].sum()) print(df['final_quantity'].sum())
orders5 = [ {"weight": 0.11}, {"weight": 0.23}, {"weight": 0.29}, {"weight": 0.37}, ] confirm5 = { "amount": 123456.78 } df = allocate_get_amount_by_weight(pd.DataFrame(orders5), confirm5, 2) print(df) print(df['final_amount'].sum())
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