""" 数据源管理器 实现akshare和tushare的自动切换机制 """ import os import pandas as pd from datetime import datetime, timedelta from dotenv import load_dotenv # 加载环境变量 load_dotenv() class DataSourceManager: """数据源管理器 - 实现akshare与tushare自动切换""" def __init__(self): self.tushare_token = os.getenv('TUSHARE_TOKEN', '') self.tushare_available = False self.tushare_api = None # 初始化tushare if self.tushare_token: try: import tushare as ts ts.set_token(self.tushare_token) self.tushare_api = ts.pro_api() self.tushare_available = True print("✅ Tushare数据源初始化成功") except Exception as e: print(f"⚠️ Tushare数据源初始化失败: {e}") self.tushare_available = False else: print("ℹ️ 未配置Tushare Token，将仅使用Akshare数据源") def get_stock_hist_data(self, symbol, start_date=None, end_date=None, adjust='qfq'): """ 获取股票历史数据（优先akshare，失败时使用tushare） Args: symbol: 股票代码（6位数字） start_date: 开始日期（格式：'20240101'或'2024-01-01'） end_date: 结束日期 adjust: 复权类型（'qfq'前复权, 'hfq'后复权, ''不复权） Returns: DataFrame: 包含日期、开盘、收盘、最高、最低、成交量等列 """ # 标准化日期格式 if start_date: start_date = start_date.replace('-', '') if end_date: end_date = end_date.replace('-', '') else: end_date = datetime.now().strftime('%Y%m%d') # 优先使用akshare try: import akshare as ak print(f"[Akshare] 正在获取 {symbol} 的历史数据...") df = ak.stock_zh_a_hist( symbol=symbol, period="daily", start_date=start_date, end_date=end_date, adjust=adjust ) if df is not None and not df.empty: # 标准化列名 df = df.rename(columns={ '日期': 'date', '开盘': 'open', '收盘': 'close', '最高': 'high', '最低': 'low', '成交量': 'volume', '成交额': 'amount', '振幅': 'amplitude', '涨跌幅': 'pct_change', '涨跌额': 'change', '换手率': 'turnover' }) df['date'] = pd.to_datetime(df['date']) print(f"[Akshare] ✅ 成功获取 {len(df)} 条数据") return df except Exception as e: print(f"[Akshare] ❌ 获取失败: {e}") # akshare失败，尝试tushare if self.tushare_available: try: print(f"[Tushare] 正在获取 {symbol} 的历史数据（备用数据源）...") # 转换股票代码格式（添加市场后缀） ts_code = self._convert_to_ts_code(symbol) # 转换复权类型 adj_dict = {'qfq': 'qfq', 'hfq': 'hfq', '': None} adj = adj_dict.get(adjust, 'qfq') # 格式化日期 start = f"{start_date[:4]}-{start_date[4:6]}-{start_date[6:]}" if start_date else None end = f"{end_date[:4]}-{end_date[4:6]}-{end_date[6:]}" if end_date else None # 获取数据 df = self.tushare_api.daily( ts_code=ts_code, start_date=start_date, end_date=end_date, adj=adj ) if df is not None and not df.empty: # 标准化列名和数据格式 df = df.rename(columns={ 'trade_date': 'date', 'vol': 'volume', 'amount': 'amount' }) df['date'] = pd.to_datetime(df['date']) df = df.sort_values('date') # 转换成交量单位（tushare单位是手，转换为股） df['volume'] = df['volume'] * 100 # 转换成交额单位（tushare单位是千元，转换为元） df['amount'] = df['amount'] * 1000 print(f"[Tushare] ✅ 成功获取 {len(df)} 条数据") return df except Exception as e: print(f"[Tushare] ❌ 获取失败: {e}") # 两个数据源都失败 print("❌ 所有数据源均获取失败") return None def get_stock_basic_info(self, symbol): """ 获取股票基本信息（优先akshare，失败时使用tushare） Args: symbol: 股票代码 Returns: dict: 股票基本信息 """ info = { "symbol": symbol, "name": "未知", "industry": "未知", "market": "未知" } # 优先使用akshare try: import akshare as ak print(f"[Akshare] 正在获取 {symbol} 的基本信息...") stock_info = ak.stock_individual_info_em(symbol=symbol) if stock_info is not None and not stock_info.empty: for _, row in stock_info.iterrows(): key = row['item'] value = row['value'] if key == '股票简称': info['name'] = value elif key == '所处行业': info['industry'] = value elif key == '上市时间': info['list_date'] = value elif key == '总市值': info['market_cap'] = value elif key == '流通市值': info['circulating_market_cap'] = value print(f"[Akshare] ✅ 成功获取基本信息") return info except Exception as e: print(f"[Akshare] ❌ 获取失败: {e}") # akshare失败，尝试tushare if self.tushare_available: try: print(f"[Tushare] 正在获取 {symbol} 的基本信息（备用数据源）...") ts_code = self._convert_to_ts_code(symbol) df = self.tushare_api.stock_basic( ts_code=ts_code, fields='ts_code,name,area,industry,market,list_date' ) if df is not None and not df.empty: info['name'] = df.iloc[0]['name'] info['industry'] = df.iloc[0]['industry'] info['market'] = df.iloc[0]['market'] info['list_date'] = df.iloc[0]['list_date'] print(f"[Tushare] ✅ 成功获取基本信息") return info except Exception as e: print(f"[Tushare] ❌ 获取失败: {e}") return info def get_realtime_quotes(self, symbol): """ 获取实时行情数据（优先akshare，失败时使用tushare） Args: symbol: 股票代码 Returns: dict: 实时行情数据 """ quotes = {} # 优先使用akshare try: import akshare as ak print(f"[Akshare] 正在获取 {symbol} 的实时行情...") df = ak.stock_zh_a_spot_em() stock_df = df[df['代码'] == symbol] if not stock_df.empty: row = stock_df.iloc[0] quotes = { 'symbol': symbol, 'name': row['名称'], 'price': row['最新价'], 'change_percent': row['涨跌幅'], 'change': row['涨跌额'], 'volume': row['成交量'], 'amount': row['成交额'], 'high': row['最高'], 'low': row['最低'], 'open': row['今开'], 'pre_close': row['昨收'] } print(f"[Akshare] ✅ 成功获取实时行情") return quotes except Exception as e: print(f"[Akshare] ❌ 获取失败: {e}") # akshare失败，尝试tushare if self.tushare_available: try: print(f"[Tushare] 正在获取 {symbol} 的实时行情（备用数据源）...") ts_code = self._convert_to_ts_code(symbol) df = self.tushare_api.daily( ts_code=ts_code, start_date=datetime.now().strftime('%Y%m%d'), end_date=datetime.now().strftime('%Y%m%d') ) if df is not None and not df.empty: row = df.iloc[0] quotes = { 'symbol': symbol, 'price': row['close'], 'change_percent': row['pct_chg'], 'volume': row['vol'] * 100, 'amount': row['amount'] * 1000, 'high': row['high'], 'low': row['low'], 'open': row['open'], 'pre_close': row['pre_close'] } print(f"[Tushare] ✅ 成功获取实时行情") return quotes except Exception as e: print(f"[Tushare] ❌ 获取失败: {e}") return quotes def get_financial_data(self, symbol, report_type='income'): """ 获取财务数据（优先akshare，失败时使用tushare） Args: symbol: 股票代码 report_type: 报表类型（'income'利润表, 'balance'资产负债表, 'cashflow'现金流量表） Returns: DataFrame: 财务数据 """ # 优先使用akshare try: import akshare as ak print(f"[Akshare] 正在获取 {symbol} 的财务数据...") if report_type == 'income': df = ak.stock_financial_report_sina(stock=symbol, symbol="利润表") elif report_type == 'balance': df = ak.stock_financial_report_sina(stock=symbol, symbol="资产负债表") elif report_type == 'cashflow': df = ak.stock_financial_report_sina(stock=symbol, symbol="现金流量表") else: df = None if df is not None and not df.empty: print(f"[Akshare] ✅ 成功获取财务数据") return df except Exception as e: print(f"[Akshare] ❌ 获取失败: {e}") # akshare失败，尝试tushare if self.tushare_available: try: print(f"[Tushare] 正在获取 {symbol} 的财务数据（备用数据源）...") ts_code = self._convert_to_ts_code(symbol) if report_type == 'income': df = self.tushare_api.income(ts_code=ts_code) elif report_type == 'balance': df = self.tushare_api.balancesheet(ts_code=ts_code) elif report_type == 'cashflow': df = self.tushare_api.cashflow(ts_code=ts_code) else: df = None if df is not None and not df.empty: print(f"[Tushare] ✅ 成功获取财务数据") return df except Exception as e: print(f"[Tushare] ❌ 获取失败: {e}") return None def _convert_to_ts_code(self, symbol): """ 将6位股票代码转换为tushare格式（带市场后缀） Args: symbol: 6位股票代码 Returns: str: tushare格式代码（如：000001.SZ） """ if not symbol or len(symbol) != 6: return symbol # 根据代码判断市场 if symbol.startswith('6'): # 上海主板 return f"{symbol}.SH" elif symbol.startswith('0') or symbol.startswith('3'): # 深圳主板和创业板 return f"{symbol}.SZ" elif symbol.startswith('8') or symbol.startswith('4'): # 北交所 return f"{symbol}.BJ" else: # 默认深圳 return f"{symbol}.SZ" def _convert_from_ts_code(self, ts_code): """ 将tushare格式代码转换为6位代码 Args: ts_code: tushare格式代码（如：000001.SZ） Returns: str: 6位股票代码 """ if '.' in ts_code: return ts_code.split('.')[0] return ts_code # 全局数据源管理器实例 data_source_manager = DataSourceManager()