superior-trade/superior-skills/scalping

from freqtrade.strategy import IStrategy
from datetime import datetime
import pandas as pd
import talib.abstract as ta
class SolScalpMomentumStrategy(IStrategy):
    minimal_roi = {"0": 0.006}    # 0.6% profit target
    stoploss = -0.004              # 0.4% stop
    trailing_stop = False
    timeframe = "5m"
    process_only_new_candles = True
    startup_candle_count = 100
    can_short = False
    def populate_indicators(self, dataframe: pd.DataFrame, metadata: dict) -> pd.DataFrame:
        # Session VWAP approximation over the last 288 bars (~24h).
        tp = (dataframe["high"] + dataframe["low"] + dataframe["close"]) / 3.0
        pv = tp * dataframe["volume"]
        dataframe["vwap"] = pv.rolling(288).sum() / dataframe["volume"].rolling(288).sum()
        dataframe["rsi"] = ta.RSI(dataframe, timeperiod=14)
        dataframe["vol_avg20"] = dataframe["volume"].rolling(20).mean()
        dataframe["vol_thrust"] = dataframe["volume"] / dataframe["vol_avg20"]
        return dataframe
    def populate_entry_trend(self, dataframe: pd.DataFrame, metadata: dict) -> pd.DataFrame:
        dataframe.loc[
            (dataframe["close"] > dataframe["vwap"])
            & (dataframe["rsi"] > 70)
            & (dataframe["vol_thrust"] > 2.0),
            "enter_long",
        ] = 1
        return dataframe
    def populate_exit_trend(self, dataframe: pd.DataFrame, metadata: dict) -> pd.DataFrame:
        dataframe.loc[(dataframe["rsi"] < 50), "exit_long"] = 1
        return dataframe
    def custom_exit(self, pair: str, trade, current_time: datetime,
                    current_rate: float, current_profit: float, **kwargs):
        # Time stop at 12 minutes (~3 bars on 5m).
        elapsed = (current_time - trade.open_date_utc).total_seconds()
        if elapsed >= 12 * 60:
            return "time_stop_12m"
        return None

{
  "exchange": { "name": "hyperliquid", "pair_whitelist": ["SOL/USDC:USDC"] },
  "stake_currency": "USDC",
  "stake_amount": 100,
  "timeframe": "5m",
  "max_open_trades": 1,
  "stoploss": -0.004,
  "minimal_roi": { "0": 0.006 },
  "trading_mode": "futures",
  "margin_mode": "cross",
  "entry_pricing": { "price_side": "same" },
  "exit_pricing": { "price_side": "same" },
  "pairlists": [{ "method": "StaticPairList" }]
}