|
| 1 | +import logging |
| 2 | +import pandas as pd |
| 3 | +import talib as ta |
| 4 | + |
| 5 | +from datetime import datetime, timedelta |
| 6 | +from time import sleep |
| 7 | +from functools import wraps |
| 8 | + |
| 9 | +from tigeropen.quote.quote_client import QuoteClient |
| 10 | +from tigeropen.tiger_open_config import get_client_config |
| 11 | +from tigeropen.trade.trade_client import TradeClient |
| 12 | +from tigeropen.common.consts import * |
| 13 | +from tigeropen.common.util.contract_utils import stock_contract |
| 14 | +from tigeropen.common.util.order_utils import limit_order |
| 15 | + |
| 16 | +PRIVATE_KEY_PATH = 'your private key path' |
| 17 | +TIGER_ID = 'your tiger_id' |
| 18 | +# 下单使用的账户 |
| 19 | +ACCOUNT = 'your account' |
| 20 | +# 查询订单成交的重试次数 |
| 21 | +MAX_RETRY = 30 |
| 22 | +# 日志文件的路径 |
| 23 | +LOG_PATH = 'sp500.log' |
| 24 | + |
| 25 | +# sp500 的成分股 |
| 26 | +UNIVERSE = ['MMM', 'ABT', 'ABBV', 'ACN', 'ATVI', 'AYI', 'ADBE', 'AMD', 'AAP', 'AES', 'AET', 'AMG', 'AFL', 'A', 'APD', |
| 27 | + 'AKAM', 'ALK', 'ALB', 'ARE', 'ALXN', 'ALGN', 'ALLE', 'AGN', 'ADS', 'LNT', 'ALL', 'GOOGL', 'GOOG', 'MO', |
| 28 | + 'AMZN', 'AEE', 'AAL', 'AEP', 'AXP', 'AIG', 'AMT', 'AWK', 'AMP', 'ABC', 'AME', 'AMGN', 'APH', 'APC', 'ADI', |
| 29 | + 'ANDV', 'ANSS', 'ANTM', 'AON', 'AOS', 'APA', 'AIV', 'AAPL', 'AMAT', 'APTV', 'ADM', 'ARNC', 'AJG', 'AIZ', |
| 30 | + 'T', 'ADSK', 'ADP', 'AZO', 'AVB', 'AVY', 'BHGE', 'BLL', 'BAC', 'BK', 'BAX', 'BBT', 'BDX', 'BRK.B', 'BBY', |
| 31 | + 'BIIB', 'BLK', 'HRB', 'BA', 'BKNG', 'BWA', 'BXP', 'BSX', 'BHF', 'BMY', 'AVGO', 'BF.B', 'CHRW', 'CA', 'COG', |
| 32 | + 'CDNS', 'CPB', 'COF', 'CAH', 'KMX', 'CCL', 'CAT', 'CBOE', 'CBRE', 'CBS', 'CELG', 'CNC', 'CNP', 'CTL', |
| 33 | + 'CERN', 'CF', 'SCHW', 'CHTR', 'CVX', 'CMG', 'CB', 'CHD', 'CI', 'XEC', 'CINF', 'CTAS', 'CSCO', 'C', 'CFG', |
| 34 | + 'CTXS', 'CLX', 'CME', 'CMS', 'KO', 'CTSH', 'CL', 'CMCSA', 'CMA', 'CAG', 'CXO', 'COP', 'ED', 'STZ', 'COO', |
| 35 | + 'GLW', 'COST', 'COTY', 'CCI', 'CSX', 'CMI', 'CVS', 'DHI', 'DHR', 'DRI', 'DVA', 'DE', 'DAL', 'XRAY', 'DVN', |
| 36 | + 'DLR', 'DFS', 'DISCA', 'DISCK', 'DISH', 'DG', 'DLTR', 'D', 'DOV', 'DWDP', 'DPS', 'DTE', 'DRE', 'DUK', |
| 37 | + 'DXC', 'ETFC', 'EMN', 'ETN', 'EBAY', 'ECL', 'EIX', 'EW', 'EA', 'EMR', 'ETR', 'EVHC', 'EOG', 'EQT', 'EFX', |
| 38 | + 'EQIX', 'EQR', 'ESS', 'EL', 'ES', 'RE', 'EXC', 'EXPE', 'EXPD', 'ESRX', 'EXR', 'XOM', 'FFIV', 'FB', 'FAST', |
| 39 | + 'FRT', 'FDX', 'FIS', 'FITB', 'FE', 'FISV', 'FLIR', 'FLS', 'FLR', 'FMC', 'FL', 'F', 'FTV', 'FBHS', 'BEN', |
| 40 | + 'FCX', 'GPS', 'GRMN', 'IT', 'GD', 'GE', 'GGP', 'GIS', 'GM', 'GPC', 'GILD', 'GPN', 'GS', 'GT', 'GWW', 'HAL', |
| 41 | + 'HBI', 'HOG', 'HRS', 'HIG', 'HAS', 'HCA', 'HCP', 'HP', 'HSIC', 'HSY', 'HES', 'HPE', 'HLT', 'HOLX', 'HD', |
| 42 | + 'HON', 'HRL', 'HST', 'HPQ', 'HUM', 'HBAN', 'HII', 'IDXX', 'INFO', 'ITW', 'ILMN', 'IR', 'INTC', 'ICE', |
| 43 | + 'IBM', 'INCY', 'IP', 'IPG', 'IFF', 'INTU', 'ISRG', 'IVZ', 'IPGP', 'IQV', 'IRM', 'JEC', 'JBHT', 'SJM', |
| 44 | + 'JNJ', 'JCI', 'JPM', 'JNPR', 'KSU', 'K', 'KEY', 'KMB', 'KIM', 'KMI', 'KLAC', 'KSS', 'KHC', 'KR', 'LB', |
| 45 | + 'LLL', 'LH', 'LRCX', 'LEG', 'LEN', 'LUK', 'LLY', 'LNC', 'LKQ', 'LMT', 'L', 'LOW', 'LYB', 'MTB', 'MAC', 'M', |
| 46 | + 'MRO', 'MPC', 'MAR', 'MMC', 'MLM', 'MAS', 'MA', 'MAT', 'MKC', 'MCD', 'MCK', 'MDT', 'MRK', 'MET', 'MTD', |
| 47 | + 'MGM', 'KORS', 'MCHP', 'MU', 'MSFT', 'MAA', 'MHK', 'TAP', 'MDLZ', 'MON', 'MNST', 'MCO', 'MS', 'MOS', 'MSI', |
| 48 | + 'MSCI', 'MYL', 'NDAQ', 'NOV', 'NAVI', 'NKTR', 'NTAP', 'NFLX', 'NWL', 'NFX', 'NEM', 'NWSA', 'NWS', 'NEE', |
| 49 | + 'NLSN', 'NKE', 'NI', 'NBL', 'JWN', 'NSC', 'NTRS', 'NOC', 'NCLH', 'NRG', 'NUE', 'NVDA', 'ORLY', 'OXY', |
| 50 | + 'OMC', 'OKE', 'ORCL', 'PCAR', 'PKG', 'PH', 'PAYX', 'PYPL', 'PNR', 'PBCT', 'PEP', 'PKI', 'PRGO', 'PFE', |
| 51 | + 'PCG', 'PM', 'PSX', 'PNW', 'PXD', 'PNC', 'RL', 'PPG', 'PPL', 'PX', 'PFG', 'PG', 'PGR', 'PLD', 'PRU', 'PEG', |
| 52 | + 'PSA', 'PHM', 'PVH', 'QRVO', 'PWR', 'QCOM', 'DGX', 'RRC', 'RJF', 'RTN', 'O', 'RHT', 'REG', 'REGN', 'RF', |
| 53 | + 'RSG', 'RMD', 'RHI', 'ROK', 'COL', 'ROP', 'ROST', 'RCL', 'CRM', 'SBAC', 'SCG', 'SLB', 'STX', 'SEE', 'SRE', |
| 54 | + 'SHW', 'SPG', 'SWKS', 'SLG', 'SNA', 'SO', 'LUV', 'SPGI', 'SWK', 'SBUX', 'STT', 'SRCL', 'SYK', 'STI', |
| 55 | + 'SIVB', 'SYMC', 'SYF', 'SNPS', 'SYY', 'TROW', 'TTWO', 'TPR', 'TGT', 'TEL', 'FTI', 'TXN', 'TXT', 'TMO', |
| 56 | + 'TIF', 'TWX', 'TJX', 'TMK', 'TSS', 'TSCO', 'TDG', 'TRV', 'TRIP', 'FOXA', 'FOX', 'TSN', 'UDR', 'ULTA', |
| 57 | + 'USB', 'UAA', 'UA', 'UNP', 'UAL', 'UNH', 'UPS', 'URI', 'UTX', 'UHS', 'UNM', 'VFC', 'VLO', 'VAR', 'VTR', |
| 58 | + 'VRSN', 'VRSK', 'VZ', 'VRTX', 'VIAB', 'V', 'VNO', 'VMC', 'WMT', 'WBA', 'DIS', 'WM', 'WAT', 'WEC', 'WFC', |
| 59 | + 'WELL', 'WDC', 'WU', 'WRK', 'WY', 'WHR', 'WMB', 'WLTW', 'WYN', 'WYNN', 'XEL', 'XRX', 'XLNX', 'XL', 'XYL', |
| 60 | + 'YUM', 'ZBH', 'ZION', 'ZTS'] |
| 61 | + |
| 62 | + |
| 63 | +client_config = get_client_config(private_key_path=PRIVATE_KEY_PATH, tiger_id=TIGER_ID, account=ACCOUNT, |
| 64 | + sandbox_debug=True) |
| 65 | +quote_client = QuoteClient(client_config) |
| 66 | +trade_client = TradeClient(client_config) |
| 67 | + |
| 68 | + |
| 69 | +# 初始化 log 模块 |
| 70 | +logging.basicConfig(format='%(asctime)s - %(module)s - %(levelname)s - %(message)s', |
| 71 | + filename=LOG_PATH, |
| 72 | + filemode='a') |
| 73 | +log = logging.getLogger(__name__) |
| 74 | +log.setLevel(logging.INFO) |
| 75 | + |
| 76 | + |
| 77 | +def recorder(func): |
| 78 | + @wraps(func) |
| 79 | + def do_log(*args, **kwargs): |
| 80 | + try: |
| 81 | + log.info('func name is %s, args are %s, kwars are %s' % (func.__name__, args, kwargs)) |
| 82 | + return func(*args, **kwargs) |
| 83 | + except Exception as e: |
| 84 | + log.warning(e, exc_info=True) |
| 85 | + return do_log |
| 86 | + |
| 87 | + |
| 88 | +@recorder |
| 89 | +def get_daily_close(symbols): |
| 90 | + """获取日级收盘价 |
| 91 | + :param symbols:证券代码列表 |
| 92 | + """ |
| 93 | + i = 0 |
| 94 | + price = pd.DataFrame() |
| 95 | + while i <= len(symbols): |
| 96 | + batch = symbols[i:i+50] |
| 97 | + i += 50 |
| 98 | + temp = quote_client.get_bars(symbols=batch) |
| 99 | + temp['time'] = temp['time'].map(lambda x: datetime.fromtimestamp(x/1000)) |
| 100 | + price = price.append(temp) |
| 101 | + log.info('batch number is %s' % i) |
| 102 | + |
| 103 | + return price |
| 104 | + |
| 105 | + |
| 106 | +@recorder |
| 107 | +def calculate_indicators(price): |
| 108 | + """计算用于交易的指标: 昨收价对于 EMA 的偏离值 |
| 109 | + :return:Series,index 是 symbol, value 是指标的值 |
| 110 | + """ |
| 111 | + # 先处理数据结构, index 是时间, column 是股票代码 |
| 112 | + price = price[['symbol', 'time', 'close']] |
| 113 | + price.set_index('time', inplace=True) |
| 114 | + close = price.pivot(columns='symbol') |
| 115 | + close.columns = close.columns.droplevel() |
| 116 | + # 计算调仓使用的技术指标 |
| 117 | + ema = close.apply(lambda x: ta.EMA(x.values, timeperiod=10)) |
| 118 | + indicator = 1 - (ema.iloc[-1, :]/close.iloc[-1, :]) |
| 119 | + return indicator |
| 120 | + |
| 121 | + |
| 122 | +@recorder |
| 123 | +def get_optimal_portfolio(indicator, holding_num): |
| 124 | + """计算市值加权的目标调仓权重 |
| 125 | + """ |
| 126 | + |
| 127 | + target_stock = indicator.sort_values()[:holding_num] |
| 128 | + log.info('target stock is %s, target num is %s' % (target_stock, holding_num)) |
| 129 | + market_cap = quote_client.get_financial_daily(symbols=list(target_stock.index), |
| 130 | + market=Market.US, |
| 131 | + fields=[Valuation.market_capitalization], |
| 132 | + begin_date=(datetime.now()-timedelta(days=4)).timestamp()*1000, |
| 133 | + end_date=datetime.now().timestamp()*1000) |
| 134 | + |
| 135 | + market_cap = market_cap.sort_values('date', ascending=False).drop_duplicates(subset='symbol', keep='first') |
| 136 | + log.info('market cap is %s' % market_cap) |
| 137 | + market_cap.set_index('symbol', inplace=True) |
| 138 | + market_cap = market_cap['value'] |
| 139 | + return market_cap/market_cap.sum() |
| 140 | + |
| 141 | + |
| 142 | +@recorder |
| 143 | +def batch_get_stock_briefs(symbols): |
| 144 | + i = 0 |
| 145 | + briefs = pd.DataFrame() |
| 146 | + while i <= len(symbols): |
| 147 | + batch = symbols[i:i+50] |
| 148 | + i += 50 |
| 149 | + temp = quote_client.get_stock_briefs(symbols=batch) |
| 150 | + briefs = briefs.append(temp) |
| 151 | + log.info('batch number is %s' % i) |
| 152 | + |
| 153 | + return briefs |
| 154 | + |
| 155 | + |
| 156 | +@recorder |
| 157 | +def execute(target_weight): |
| 158 | + """调仓,并返回结果 |
| 159 | + """ |
| 160 | + positions = trade_client.get_positions(account=ACCOUNT, market=Market.US) |
| 161 | + # 当前持仓 |
| 162 | + current_holdings = {} |
| 163 | + # 卖单 |
| 164 | + sell_orders = {} |
| 165 | + # 买单 |
| 166 | + buy_orders = {} |
| 167 | + |
| 168 | + for i in positions: |
| 169 | + current_holdings.update({i.contract.symbol: i.quantity}) |
| 170 | + if len(current_holdings.keys()) != 0: |
| 171 | + # 先卖出当前持仓中不在目标调仓列表中的股票 |
| 172 | + briefs = batch_get_stock_briefs(symbols=list(current_holdings.keys())) |
| 173 | + briefs.set_index('symbol', inplace=True) |
| 174 | + latest_price = briefs.latest_price |
| 175 | + current_holdings = pd.Series(current_holdings) |
| 176 | + |
| 177 | + liquidation_list = set(current_holdings.index) - set(target_weight.index) |
| 178 | + log.info('executing sell orders ,latest_price are %s' % latest_price) |
| 179 | + |
| 180 | + for symbol in liquidation_list: |
| 181 | + contract = stock_contract(symbol, currency='USD') |
| 182 | + quantity = current_holdings[symbol] |
| 183 | + limit_price = round(latest_price[symbol], 2) |
| 184 | + order = limit_order(account=ACCOUNT, |
| 185 | + contract=contract, |
| 186 | + action='SELL' if quantity > 0 else 'BUY', |
| 187 | + quantity=abs(int(quantity)), |
| 188 | + limit_price=limit_price) |
| 189 | + try: |
| 190 | + trade_client.place_order(order) |
| 191 | + sell_orders.update({order.id: order}) |
| 192 | + except Exception: |
| 193 | + log.error('Faild to get result, contract: %s, limit_price: %s' % (contract, limit_price), exc_info=True) |
| 194 | + # 轮询卖单的执行情况 |
| 195 | + retry_time = 0 |
| 196 | + while retry_time < MAX_RETRY and len(sell_orders.keys()) != 0: |
| 197 | + filled_orders = trade_client.get_filled_orders(account=ACCOUNT, |
| 198 | + sec_type=SecurityType.STK, |
| 199 | + market=Market.US, |
| 200 | + start_time=(datetime.now()-timedelta(days=1)).timestamp()*1000, |
| 201 | + end_time=datetime.now().timestamp()*1000) |
| 202 | + for order in filled_orders: |
| 203 | + sell_orders.pop(order.id, None) |
| 204 | + |
| 205 | + retry_time += 1 |
| 206 | + sleep(20) |
| 207 | + log.info('retry time %s, remaining orders %s' % (retry_time, len(sell_orders.keys()))) |
| 208 | + else: |
| 209 | + # 取消所有open 状态的订单 |
| 210 | + for id in sell_orders.keys(): |
| 211 | + trade_client.cancel_order(account=ACCOUNT, id=id) |
| 212 | + sleep(2) |
| 213 | + |
| 214 | + # 下买单 |
| 215 | + # 先获取 security Segment 的账户信息(标准与模拟账户都类似, 环球账户不同) |
| 216 | + assets = trade_client.get_assets(account=ACCOUNT)[0].segments['S'] |
| 217 | + # 按照当前的可用现金下单(无杠杆) |
| 218 | + cash = assets.cash |
| 219 | + if cash < 0: |
| 220 | + return |
| 221 | + target_value = cash * target_weight |
| 222 | + briefs = batch_get_stock_briefs(symbols=list(target_value.index)) |
| 223 | + briefs.set_index('symbol', inplace=True) |
| 224 | + latest_price = briefs.latest_price |
| 225 | + log.info('cash is %s, target_value is %s' % (cash, target_value)) |
| 226 | + for symbol in target_value.index: |
| 227 | + contract = stock_contract(symbol, 'USD') |
| 228 | + limit_price = round(latest_price[symbol], 2) # 不同合约对下单价格的变动单位不同 |
| 229 | + order = limit_order(account=ACCOUNT, |
| 230 | + contract=contract, |
| 231 | + action='BUY', |
| 232 | + quantity=int(target_value[symbol]/latest_price[symbol]), |
| 233 | + limit_price=limit_price) |
| 234 | + try: |
| 235 | + trade_client.place_order(order) |
| 236 | + buy_orders.update({order.id: order}) |
| 237 | + except Exception: |
| 238 | + log.error('Faild to get result, contract: %s, limit_price: %s' % (contract, limit_price), exc_info=True) |
| 239 | + |
| 240 | + # 检查更新订单的状态 |
| 241 | + for id in buy_orders.keys(): |
| 242 | + order = trade_client.get_order(account=ACCOUNT, id=id) |
| 243 | + buy_orders[id] = order |
| 244 | + log.info('buy order status %s' % buy_orders) |
| 245 | + |
| 246 | + |
| 247 | +def run(): |
| 248 | + price = get_daily_close(symbols=UNIVERSE) |
| 249 | + indicator = calculate_indicators(price) |
| 250 | + optimal_portfolio = get_optimal_portfolio(indicator, 10) |
| 251 | + execute(optimal_portfolio) |
| 252 | + |
| 253 | + |
| 254 | +if __name__ == '__main__': |
| 255 | + run() |
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