ai-trading-sys/app/api/candles.py
2025-05-22 18:21:03 +07:00

106 lines
3.8 KiB
Python

from fastapi import APIRouter, Query, HTTPException
from typing import Optional
from app.services.bybit_service import get_bybit_client
import json
import os
import pandas as pd
import numpy as np
router = APIRouter()
ACCOUNTS_FILE = os.path.join(os.path.dirname(__file__), '../../accounts.json')
def get_user_api(user_id: str):
try:
with open(ACCOUNTS_FILE, 'r', encoding='utf-8') as f:
accounts = json.load(f)
for acc in accounts:
if acc['id'] == user_id:
return acc['bybit_api_key'], acc['bybit_api_secret']
except Exception as e:
raise HTTPException(status_code=500, detail=f"Lỗi đọc file accounts: {e}")
raise HTTPException(status_code=404, detail="Không tìm thấy userId")
def ema(series, period):
return series.ewm(span=period, adjust=False).mean()
def macd(series, fast=45, slow=90, signal=9):
ema_fast = ema(series, fast)
ema_slow = ema(series, slow)
macd_line = ema_fast - ema_slow
signal_line = macd_line.ewm(span=signal, adjust=False).mean()
macd_hist = macd_line - signal_line
return macd_line, signal_line, macd_hist
def rsi(series, period=14):
delta = series.diff()
gain = (delta.where(delta > 0, 0)).rolling(window=period, min_periods=1).mean()
loss = (-delta.where(delta < 0, 0)).rolling(window=period, min_periods=1).mean()
loss = loss.replace(0, np.nan) # tránh chia cho 0
rs = gain / loss
rsi = 100 - (100 / (1 + rs))
rsi = rsi.replace([np.inf, -np.inf], np.nan)
return rsi
@router.get("/candles")
def get_candles(
userId: str = Query(..., description="ID của user để lấy API key/secret"),
symbol: str = Query(..., description="Mã giao dịch, ví dụ: BTCUSDT"),
interval: str = Query("1", description="Khung thời gian nến, ví dụ: 1, 3, 5, 15, 30, 60, 240, D, W, M"),
limit: Optional[int] = Query(200, description="Số lượng nến trả về (tối đa 1000)"),
start: Optional[int] = Query(None, description="Timestamp bắt đầu (miliseconds)"),
end: Optional[int] = Query(None, description="Timestamp kết thúc (miliseconds)")
):
api_key, api_secret = get_user_api(userId)
client = get_bybit_client(api_key, api_secret)
params = {
"category": "linear", # hoặc "spot" nếu lấy spot
"symbol": symbol,
"interval": interval,
"limit": limit
}
if start:
params["start"] = start
if end:
params["end"] = end
res = client.get_kline(**params)
if 'retCode' in res and res['retCode'] != 0:
raise HTTPException(status_code=400, detail=f"Bybit API error: {res.get('retMsg', 'Unknown error')}")
candles = res.get('result', {}).get('list', [])
if not candles:
return {"data": [], "indicators": {}}
# Chuyển đổi sang DataFrame
df = pd.DataFrame(candles, columns=[
"timestamp", "open", "high", "low", "close", "volume", "turnover"
])
df = df.astype({
"timestamp": np.int64,
"open": np.float64,
"high": np.float64,
"low": np.float64,
"close": np.float64,
"volume": np.float64,
"turnover": np.float64
})
df = df.sort_values("timestamp", ascending=False)
# Tính chỉ báo
close = df["close"]
macd_line, macd_signal, macd_hist = macd(close, fast=45, slow=90, signal=9)
df["macd"] = macd_line
df["macdsignal"] = macd_signal
df["macdhist"] = macd_hist
df["ema34"] = ema(close, 34)
df["ema50"] = ema(close, 50)
df["ema100"] = ema(close, 100)
df["ema200"] = ema(close, 200)
df["rsi"] = rsi(close)
# Trả về kết quả
data = df.replace({np.nan: None}).to_dict(orient="records")
return {
"data": data,
"indicators": {
"macd": {"fast": 45, "slow": 90, "signal": 9},
"ema": [34, 50, 100, 200],
"rsi": True
}
}