Files
DinQuant/backend_api_python/app/data_sources/crypto.py
T

210 lines
7.6 KiB
Python

"""
加密货币数据源
使用 CCXT (Coinbase) 获取数据
"""
from typing import Dict, List, Any, Optional
from datetime import datetime, timedelta
import ccxt
from app.data_sources.base import BaseDataSource, TIMEFRAME_SECONDS
from app.utils.logger import get_logger
from app.config import CCXTConfig, APIKeys
logger = get_logger(__name__)
class CryptoDataSource(BaseDataSource):
"""加密货币数据源"""
name = "Crypto/CCXT"
# 时间周期映射
TIMEFRAME_MAP = CCXTConfig.TIMEFRAME_MAP
def __init__(self):
config = {
'timeout': CCXTConfig.TIMEOUT,
'enableRateLimit': CCXTConfig.ENABLE_RATE_LIMIT
}
# 如果配置了代理
if CCXTConfig.PROXY:
config['proxies'] = {
'http': CCXTConfig.PROXY,
'https': CCXTConfig.PROXY
}
exchange_id = CCXTConfig.DEFAULT_EXCHANGE
# 动态加载交易所类
if not hasattr(ccxt, exchange_id):
logger.warning(f"CCXT exchange '{exchange_id}' not found, falling back to 'coinbase'")
exchange_id = 'coinbase'
exchange_class = getattr(ccxt, exchange_id)
self.exchange = exchange_class(config)
def get_ticker(self, symbol: str) -> Dict[str, Any]:
"""
Get latest ticker for a crypto symbol via CCXT.
Accepts common formats:
- BTC/USDT
- BTCUSDT
- BTC/USDT:USDT (swap-style suffix, will be normalized)
"""
sym = (symbol or "").strip()
if ":" in sym:
sym = sym.split(":", 1)[0]
sym = sym.upper()
if "/" not in sym:
# Coinbase often uses USD, check if we need to adapt
if sym.endswith("USDT") and len(sym) > 4:
sym = f"{sym[:-4]}/USDT"
elif sym.endswith("USD") and len(sym) > 3:
sym = f"{sym[:-3]}/USD"
return self.exchange.fetch_ticker(sym)
def get_kline(
self,
symbol: str,
timeframe: str,
limit: int,
before_time: Optional[int] = None
) -> List[Dict[str, Any]]:
"""获取加密货币K线数据"""
klines = []
try:
ccxt_timeframe = self.TIMEFRAME_MAP.get(timeframe, '1d')
# 构建交易对符号
if not symbol.endswith('USDT') and not symbol.endswith('USD'):
symbol_pair = f'{symbol}/USDT'
else:
symbol_pair = symbol
logger.info(f"获取加密货币K线: {symbol_pair}, 周期: {ccxt_timeframe}, 条数: {limit}")
ohlcv = self._fetch_ohlcv(symbol_pair, ccxt_timeframe, limit, before_time, timeframe)
if not ohlcv:
logger.warning(f"CCXT returned no K-lines: {symbol_pair}")
return []
# 转换数据格式
for candle in ohlcv:
if len(candle) < 6:
continue
klines.append(self.format_kline(
timestamp=int(candle[0] / 1000), # 毫秒转秒
open_price=candle[1],
high=candle[2],
low=candle[3],
close=candle[4],
volume=candle[5]
))
# 过滤和限制
klines = self.filter_and_limit(klines, limit, before_time)
# 记录结果
self.log_result(symbol, klines, timeframe)
except Exception as e:
logger.error(f"Failed to fetch crypto K-lines {symbol}: {str(e)}")
import traceback
logger.error(traceback.format_exc())
return klines
def _fetch_ohlcv(
self,
symbol_pair: str,
ccxt_timeframe: str,
limit: int,
before_time: Optional[int],
timeframe: str
) -> List:
"""获取OHLCV数据(支持分页获取完整数据)"""
try:
if before_time:
# 计算时间范围
total_seconds = self.calculate_time_range(timeframe, limit)
end_time = datetime.fromtimestamp(before_time)
start_time = end_time - timedelta(seconds=total_seconds)
since = int(start_time.timestamp() * 1000)
end_ms = before_time * 1000
logger.info(f"历史数据请求: since={since//1000}, end={before_time}, 时间跨度={total_seconds/86400:.1f}天")
# 分页获取数据,直到覆盖完整时间范围
all_ohlcv = []
batch_limit = 300 # Coinbase limit is often 300, safer than 1000
current_since = since
while current_since < end_ms:
batch = self.exchange.fetch_ohlcv(
symbol_pair,
ccxt_timeframe,
since=current_since,
limit=batch_limit
)
if not batch:
break
all_ohlcv.extend(batch)
# 获取最后一条数据的时间,作为下次请求的起始时间
last_timestamp = batch[-1][0]
# 如果最后一条数据时间超过了结束时间,或者返回数据少于请求量,说明已经获取完毕
# if last_timestamp >= end_ms or len(batch) < batch_limit:
if last_timestamp >= end_ms:
break
# 下次从最后一条的下一个时间点开始
timeframe_ms = TIMEFRAME_SECONDS.get(timeframe, 86400) * 1000
current_since = last_timestamp + timeframe_ms
logger.info(f"分页获取中: 已获取 {len(all_ohlcv)} 条, 继续从 {datetime.fromtimestamp(current_since/1000)}")
ohlcv = all_ohlcv
else:
ohlcv = self.exchange.fetch_ohlcv(symbol_pair, ccxt_timeframe, limit=limit)
logger.info(f"CCXT 返回 {len(ohlcv) if ohlcv else 0} 条数据")
return ohlcv
except Exception as e:
logger.warning(f"CCXT fetch_ohlcv failed: {str(e)}; trying fallback")
return self._fetch_ohlcv_fallback(symbol_pair, ccxt_timeframe, limit, before_time, timeframe)
def _fetch_ohlcv_fallback(
self,
symbol_pair: str,
ccxt_timeframe: str,
limit: int,
before_time: Optional[int],
timeframe: str
) -> List:
"""备用获取方法"""
try:
total_seconds = self.calculate_time_range(timeframe, limit)
if before_time:
end_time = datetime.fromtimestamp(before_time)
start_time = end_time - timedelta(seconds=total_seconds)
since = int(start_time.timestamp() * 1000)
else:
since = int((datetime.now() - timedelta(seconds=total_seconds)).timestamp() * 1000)
ohlcv = self.exchange.fetch_ohlcv(symbol_pair, ccxt_timeframe, since=since, limit=limit)
logger.info(f"CCXT 备用方法返回 {len(ohlcv) if ohlcv else 0} 条数据")
return ohlcv
except Exception as e:
logger.error(f"CCXT fallback method also failed: {str(e)}")
return []