module fundit::returnCalculator use fundit::fundCalculator use fundit::dataPuller /* * 批量计算私募基金收益 * * * cal_hedge_fund_returns("'HF000004KN','HF00018WXG','HF000103EU'", true) * */ def cal_hedge_fund_returns(fund_ids, isFromMySQL) { // 用于保证老基金也能取到所有历史净值 very_old_price_date = 1990.01.01 // 基金基本信息,包括初始净值 tb_fund_info = get_fund_info(fund_ids) // 基金净值 tb_nav = get_hedge_fund_nav_by_price_date(fund_ids, very_old_price_date, isFromMySQL) // NOTE: mySQL currently uses calendar day, while the codes below takes business day. it might cause a few different numbers calcuated tb_monthly_nav = SELECT fund_id, businessMonthEnd(price_date).month().last() AS end_date, price_date.last() AS price_date, cumulative_nav.last() AS cumulative_nav FROM tb_nav GROUP BY fund_id, businessMonthEnd(price_date) // 为了把不数据库里不存在的nav记录填空,不得不先做个pivot;然后才能正确计算ratios (ret_1m) tb_rets_1m = (SELECT cumulative_nav FROM tb_monthly_nav PIVOT BY end_date, fund_id).ffill!().ratios()-1 // 取被pivot掉的fund_Ids v_col_name = tb_rets_1m.columnNames()[1:] tb_tmp = tb_rets_1m.unpivot("end_date", v_col_name).rename!("valueType" "value", "fund_id" "ret_1m") tb_rets = SELECT fund_id, end_date, ret_1m, (1 + ret_1m).mprod(3) - 1 AS ret_3m, (1 + ret_1m).mprod(6) - 1 AS ret_6m, (1 + ret_1m).mprod(12) - 1 AS ret_1y, (1 + ret_1m).mprod(24) - 1 AS ret_2y, (1 + ret_1m).mprod(36) - 1 AS ret_3y, (1 + ret_1m).mprod(48) - 1 AS ret_4y, (1 + ret_1m).mprod(60) - 1 AS ret_5y, (1 + ret_1m).mprod(120) - 1 AS ret_10y FROM tb_tmp // WHERE ret_1m IS NOT NULL CONTEXT BY fund_id UPDATE tb_rets SET ret_1m_a = (1 + ret_1m).pow(12) - 1, ret_3m_a = (1 + ret_3m).pow(4) - 1, ret_6m_a = (1 + ret_6m).pow(2) - 1, ret_1y_a= ret_1y, ret_2y_a = (1 + ret_2y).pow(1\2) - 1, ret_3y_a = (1 + ret_3y).pow(1\3) - 1, ret_4y_a = (1 + ret_4y).pow(1\4) - 1, ret_5y_a = (1 + ret_5y).pow(1\5) - 1, ret_10y_a = (1 + ret_10y).pow(1\10) - 1 // ytd 不会用上面的CONTEXT BY语句实现 tb_ret_ytd = SELECT a.fund_id, a.end_date, a.price_date, a.cumulative_nav, -1 + a.cumulative_nav \ b.cumulative_nav AS ret_ytd, (a.cumulative_nav \ b.cumulative_nav).pow(12\(a.end_date - b.end_date)) - 1 AS ret_ytd_a FROM tb_monthly_nav a INNER JOIN tb_monthly_nav b ON a.fund_Id = b.fund_id AND b.end_date = a.price_date.yearEnd().datetimeAdd(-1y).month() // since inception 不会用上面的CONTEXT BY语句实现 tb_ret_incep = SELECT a.fund_id, a.end_date, a.price_date, cumulative_nav, -1 + cumulative_nav \ ini_value AS ret_incep FROM tb_monthly_nav a INNER JOIN tb_fund_info fi ON a.fund_id = fi.fund_id UPDATE tb_ret_incep SET ret_incep_a = (1 + ret_incep).pow(12\(end_date - end_date.first())) - 1 CONTEXT BY fund_Id UPDATE tb_ret_incep SET ret_incep_a_gips = iif( end_date - end_date.first() < 12, ret_incep, ret_incep_a ), ret_incep_a_all = ret_incep_a CONTEXT BY fund_id // 只选需要更新的记录 tb_fund_performance = SELECT a.fund_id, a.end_date.datetimeFormat("yyyy-MM") AS end_date, c.price_date, c.cumulative_nav, a.ret_1m, a.ret_1m_a, a.ret_3m, a.ret_3m_a, a.ret_6m, a.ret_6m_a, a.ret_1y, a.ret_1y_a, a.ret_2y, a.ret_2y_a, a.ret_3y, a.ret_3y_a, a.ret_4y, a.ret_4y_a, a.ret_5y, a.ret_5y_a, a.ret_10y, a.ret_10y_a, b.ret_ytd, b.ret_ytd_a, c.ret_incep, c.ret_incep_a, c.ret_incep_a_all, c.ret_incep_a_gips // , 123 AS creatorid, now() AS createtime, 123 AS updaterid, now() AS updatetime, 1 AS isvalid FROM tb_rets a LEFT JOIN tb_ret_ytd b ON a.fund_id = b.fund_id AND a.end_date = b.end_date LEFT JOIN tb_ret_incep c ON a.fund_id = c.fund_id AND a.end_date = c.end_date WHERE c.price_date IS NOT NULL ORDER BY a.fund_id, c.price_date /* // 把这些数据写回mySQL数据表 save_table(tb_fund_performance, "mfdb.fund_performance", true) // 把这些数据写到本地数据表 save_table(tb_fund_performance, "mfdb.fund_performance", false) */ return tb_fund_performance } /* * 批量计算私募基金周收益 * TODO: 需要用每周最后一个交易日? * * cal_hedge_fund_weekly_returns("'HF000004KN','HF00018WXG','HF000103EU'", true) * */ def cal_hedge_fund_weekly_returns(fund_ids, isFromMySQL) { // 用于保证老基金也能取到所有历史净值 very_old_price_date = 1990.01.01 tb_nav = get_hedge_fund_nav_by_price_date(fund_ids, very_old_price_date, isFromMySQL) UPDATE tb_nav SET year_week = price_date.year()$STRING + (price_date.weekOfYear()$STRING).lpad(2, "0") tb_weekly_nav = SELECT fund_id, year_week, price_date.last() AS price_date, cumulative_nav.last() AS cumulative_nav FROM tb_nav GROUP BY fund_id, year_week ORDER BY fund_id, year_week // 这里选最简单的计算方式:不补任何净值空洞,净值前值日期不做任何限制 // TODO: 可以考虑将月收益也改为这种方式 tb_rets_1w = SELECT fund_id, year_week, price_date, cumulative_nav, cumulative_nav.ratios()-1 AS ret_1w FROM tb_weekly_nav ORDER BY fund_id, year_week return tb_rets_1w } /* * 批量计算私募基金区间收益 * TODO: mySQL version 向前取4天,向后不做限制。这里的逻辑是向前取4个交易日 * * get_trailing_return(tb_last_nav, tb_nav, -7d, "ret_1w") * */ def get_trailing_return(table_last_nav, table_nav, duration, return_column_name) { tb = SELECT a.fund_id, a.price_date.last() AS price_date, a.cumulative_nav.last() \ b.cumulative_nav.last() - 1 AS ret FROM table_last_nav a INNER JOIN table_nav b ON a.fund_id = b.fund_id WHERE b.price_date <= a.price_date.datetimeAdd(duration) AND b.price_date >= a.price_date.datetimeAdd(duration).datetimeAdd(-4d).businessDay() GROUP by a.fund_id ORDER BY fund_id tb.rename!("ret", return_column_name) return tb } /* * 批量计算私募基金最新收益 * * * cal_hedge_fund_weekly_returns("'HF000004KN','HF00018WXG','HF000103EU'", true) * */ def cal_hedge_fund_latest_returns(fund_ids, isFromMySQL) { // 用于保证老基金也能取到所有历史净值 very_old_price_date = 1990.01.01 tb_nav = get_hedge_fund_nav_by_price_date(fund_ids, very_old_price_date, isFromMySQL) tb_last_nav = SELECT fund_id, price_date.last() AS price_date, cumulative_nav.last() AS cumulative_nav FROM tb_nav GROUP BY fund_id ORDER BY fund_id // 近1期收益,对应mySQL fund_latest_nav_performance 中的 net_value_change // 因为是倒序,所以算出来的 ratios() = n0 / n1, 要把它改换成 n1 / n0 - 1 的收益 tb_last_return = SELECT TOP 2 fund_id, price_date.first() AS price_date, price_date AS pre_preice_date, cumulative_nav.first() AS cumulative_nav, 1\cumulative_nav.ratios() - 1 AS net_value_change FROM ( SELECT * FROM tb_nav ORDER BY price_date DESC ) CONTEXT BY fund_id ORDER BY fund_id tb_last_return = SELECT * FROM tb_last_return WHERE net_value_change IS NOT NULL // 近1交易日收益 tb_1d = SELECT a.fund_id, a.price_date, a.cumulative_nav \ b.cumulative_nav - 1 AS ret_1d FROM tb_last_nav a INNER JOIN tb_nav b ON a.fund_id = b.fund_id AND b.price_date = a.price_date.datetimeAdd(-1d).businessDay() ORDER BY fund_id // 近1周、1/3/6月、1/2/3/4/5/10年收益 tb_1w = get_trailing_return(tb_last_nav, tb_nav, -7d, "ret_1w") tb_1m = get_trailing_return(tb_last_nav, tb_nav, -1M, "ret_1m") tb_3m = get_trailing_return(tb_last_nav, tb_nav, -3M, "ret_3m") tb_6m = get_trailing_return(tb_last_nav, tb_nav, -6M, "ret_6m") tb_1y = get_trailing_return(tb_last_nav, tb_nav, -1y, "ret_1y") tb_2y = get_trailing_return(tb_last_nav, tb_nav, -2y, "ret_2y") tb_3y = get_trailing_return(tb_last_nav, tb_nav, -3y, "ret_3y") tb_4y = get_trailing_return(tb_last_nav, tb_nav, -4y, "ret_4y") tb_5y = get_trailing_return(tb_last_nav, tb_nav, -5y, "ret_5y") tb_10y = get_trailing_return(tb_last_nav, tb_nav, -10y, "ret_10y") // ytd return tb_ytd = SELECT a.fund_id, a.price_date.last() AS price_date, a.cumulative_nav.last() \ b.cumulative_nav.last() - 1 AS ret_ytd FROM tb_last_nav a INNER JOIN tb_nav b ON a.fund_id = b.fund_id WHERE b.price_date < a.price_date.yearBegin() AND b.price_date >= a.price_date.yearBegin().datetimeAdd(-4d) GROUP by a.fund_id // since inception return tb_fund_info = get_fund_info(fund_ids) tb_incep = SELECT a.fund_id, a.price_date, -1 + cumulative_nav \ ini_value AS ret_incep, fi.inception_date FROM tb_last_nav a INNER JOIN tb_fund_info fi ON a.fund_id = fi.fund_id // annulized since reception return UPDATE tb_incep SET ret_incep_a = (1 + ret_incep).pow(365.25\(price_date-inception_date)) - 1 UPDATE tb_incep SET ret_incep_a_all = ret_incep_a, ret_incep_a_gips = iif((price_date-inception_date)<365, ret_incep, ret_incep_a) // 最大回撤 tb_drawdown_1m = SELECT a.fund_id, max( 1 - b.cumulative_nav \ b.cumulative_nav.cummax() ) AS drawdown_1m FROM tb_last_return a INNER JOIN tb_nav b ON a.fund_id = b.fund_id WHERE b.price_date >= a.price_date.datetimeAdd(-1M) GROUP BY a.fund_id tb_drawdown_3m = SELECT a.fund_id, max( 1 - b.cumulative_nav \ b.cumulative_nav.cummax() ) AS drawdown_3m FROM tb_last_return a INNER JOIN tb_nav b ON a.fund_id = b.fund_id WHERE b.price_date >= a.price_date.datetimeAdd(-3M) GROUP BY a.fund_id tb_drawdown_incep = SELECT fund_id, max( 1 - cumulative_nav \ cumulative_nav.cummax() ) AS drawdown_incep FROM tb_nav GROUP BY fund_id tb_rets = SELECT a.fund_id, a.price_date.datetimeFormat("yyyy-MM") AS end_date, a.price_date, a.pre_preice_date, a.cumulative_nav, a.net_value_change, d1.ret_1d, w1.ret_1w, m1.ret_1m, m3.ret_3m, m6.ret_6m, y1.ret_1y, y2.ret_2y, y3.ret_3y, y4.ret_4y, y5.ret_5y, y10.ret_10y, ytd.ret_ytd, incep.ret_incep, incep.ret_incep_a, incep.ret_incep_a_all, incep.ret_incep_a_gips, dd_m1.drawdown_1m AS maxdrawdown_1m, dd_m3.drawdown_3m AS maxdrawdown_3m, dd_incep.drawdown_incep AS maxdrawdown_incep, iif(dd_incep.drawdown_incep == 0, null,incep.ret_incep_a \ dd_incep.drawdown_incep) AS calmarratio_incep FROM tb_last_return a LEFT JOIN tb_1d d1 ON a.fund_id = d1.fund_id LEFT JOIN tb_1w w1 ON a.fund_id = w1.fund_id LEFT JOIN tb_1m m1 ON a.fund_id = m1.fund_id LEFT JOIN tb_3m m3 ON a.fund_id = m3.fund_id LEFT JOIN tb_6m m6 ON a.fund_id = m6.fund_id LEFT JOIN tb_1y y1 ON a.fund_id = y1.fund_id LEFT JOIN tb_2y y2 ON a.fund_id = y2.fund_id LEFT JOIN tb_3y y3 ON a.fund_id = y3.fund_id LEFT JOIN tb_4y y4 ON a.fund_id = y4.fund_id LEFT JOIN tb_5y y5 ON a.fund_id = y5.fund_id LEFT JOIN tb_10y y10 ON a.fund_id = y10.fund_id LEFT JOIN tb_ytd ytd ON a.fund_id = ytd.fund_id LEFT JOIN tb_incep incep ON a.fund_id = incep.fund_id LEFT JOIN tb_drawdown_1m dd_m1 ON a.fund_id = dd_m1.fund_id LEFT JOIN tb_drawdown_3m dd_m3 ON a.fund_id = dd_m3.fund_id LEFT JOIN tb_drawdown_incep dd_incep ON a.fund_id = dd_incep.fund_id ORDER BY a.fund_id // 忽略掉非GIPS标准的所有年化收益字段(包括ytd_a) UPDATE tb_rets SET ret_1y_a = ret_1y, ret_2y_a = (1 + ret_2y).pow(1\2) - 1, ret_3y_a = (1 + ret_3y).pow(1\3) - 1, ret_4y_a = (1 + ret_4y).pow(1\4) - 1, ret_5y_a = (1 + ret_5y).pow(1\5) - 1, ret_10y_a = (1 + ret_10y).pow(1\10) - 1 return tb_rets }