diff --git a/config_examples/freqaiprimer.json b/config_examples/freqaiprimer.json
index c7f45a82..fad2edbe 100644
--- a/config_examples/freqaiprimer.json
+++ b/config_examples/freqaiprimer.json
@@ -1,3 +1,39 @@
+{
+  "strategy_name": "FreqaiPrimer",
+  "params": {
+    "max_open_trades": {
+      "max_open_trades": 4
+    },
+    "buy": {
+      "buy_rsi": 45.2500884290867
+    },
+    "sell": {
+      "sell_rsi": 75.2500884290867
+    },
+    "protection": {},
+    "roi": {
+      "0": 0.20400000000000001,
+      "18": 0.07100000000000001,
+      "47": 0.03,
+      "102": 0
+    },
+    "stoploss": {
+      "stoploss": -0.07
+    },
+    "trailing": {
+      "trailing_stop": true,
+      "trailing_stop_positive": 0.237,
+      "trailing_stop_positive_offset": 0.267,
+      "trailing_only_offset_is_reached": false
+    }
+  },
+  "ft_stratparam_v": 1,
+  "export_time": "2025-05-17 11:42:41.193338+00:00"
+}ubuntu@giana:~/freqtrade/freqtrade/templates$ cd ../../
+ubuntu@giana:~/freqtrade$ cd config_examples/
+ubuntu@giana:~/freqtrade/config_examples$ md5sum freqaiprimer.json
+0c76d7f7d56cd6ff551e803ade3f4dcc  freqaiprimer.json
+ubuntu@giana:~/freqtrade/config_examples$ cat freqaiprimer.json
 {
     "$schema": "https://schema.freqtrade.io/schema.json",
     "trading_mode": "spot",
@@ -35,8 +71,8 @@
         },
         "pair_whitelist": [
             "BTC/USDT",
-            "TON/USDT",
             "ETH/USDT",
+            "TON/USDT",
             "OKB/USDT",
             "DOT/USDT",
             "SOL/USDT"
diff --git a/freqtrade/templates/freqaiprimer.json b/freqtrade/templates/freqaiprimer.json
index a98b9242..d9a60588 100644
--- a/freqtrade/templates/freqaiprimer.json
+++ b/freqtrade/templates/freqaiprimer.json
@@ -5,28 +5,28 @@
       "max_open_trades": 4
     },
     "buy": {
-      "buy_rsi": 47.038290547713025
+      "buy_rsi": 50.0
     },
     "sell": {
-      "sell_rsi": 77.03829054771305
+      "sell_rsi": 87.0823069705334
     },
     "protection": {},
     "roi": {
-      "0": 0.093,
-      "20": 0.05,
-      "27": 0.008,
-      "51": 0
+      "0": 0.184,
+      "24": 0.068,
+      "48": 0.025,
+      "57": 0
     },
     "stoploss": {
-      "stoploss": -0.033
+      "stoploss": -0.021
     },
     "trailing": {
       "trailing_stop": true,
-      "trailing_stop_positive": 0.183,
-      "trailing_stop_positive_offset": 0.255,
+      "trailing_stop_positive": 0.076,
+      "trailing_stop_positive_offset": 0.082,
       "trailing_only_offset_is_reached": true
     }
   },
   "ft_stratparam_v": 1,
-  "export_time": "2025-05-18 10:08:45.257900+00:00"
-}
+  "export_time": "2025-05-20 05:24:26.645871+00:00"
+}
\ No newline at end of file
diff --git a/freqtrade/templates/freqaiprimer.py b/freqtrade/templates/freqaiprimer.py
index ac1d2d24..0a7d5b43 100644
--- a/freqtrade/templates/freqaiprimer.py
+++ b/freqtrade/templates/freqaiprimer.py
@@ -124,8 +124,9 @@ class FreqaiPrimer(IStrategy):
                 dataframe["%-volatility"] = dataframe["%-volatility"].ffill()
                 dataframe["%-volatility"] = dataframe["%-volatility"].fillna(0)
 
+# 移除 shift(-label_period)，改为使用当前及过去的数据
             dataframe["&-buy_rsi"] = ta.RSI(dataframe, timeperiod=14)
-            dataframe["&-buy_rsi"] = dataframe["&-buy_rsi"].shift(-label_period).ffill().bfill()
+            dataframe["&-buy_rsi"] = dataframe["&-buy_rsi"].rolling(window=label_period).mean().ffill().bfill()
 
             for col in ["&-buy_rsi", "%-volatility"]:
                 dataframe[col] = dataframe[col].replace([np.inf, -np.inf], 0)
@@ -154,8 +155,9 @@ class FreqaiPrimer(IStrategy):
         dataframe["tema"] = ta.TEMA(dataframe, timeperiod=9)
 
         label_period = self.freqai_info["feature_parameters"]["label_period_candles"]
+# 使用滚动窗口而非未来函数来生成 up_or_down 列
         dataframe["up_or_down"] = np.where(
-            dataframe["close"].shift(-label_period) > dataframe["close"], 1, 0
+            dataframe["close"].rolling(window=label_period).mean() > dataframe["close"], 1, 0
         )
 
         if "&-buy_rsi" in dataframe.columns:
@@ -168,7 +170,7 @@ class FreqaiPrimer(IStrategy):
 
             dataframe["&-sell_rsi"] = dataframe["&-buy_rsi"] + 30
             dataframe["&-stoploss"] = self.stoploss - (dataframe["%-volatility"] * 5).clip(-0.05, 0.05)
-            dataframe["&-roi_0"] = (dataframe["close"].shift(-label_period) / dataframe["close"] - 1).clip(0, 0.2)
+            dataframe["&-roi_0"] = (dataframe["close"].rolling(window=label_period).mean() / dataframe["close"] - 1).clip(0, 0.2)
 
             for col in ["&-buy_rsi", "&-sell_rsi", "&-stoploss", "&-roi_0"]:
                 dataframe[col] = dataframe[col].replace([np.inf, -np.inf], 0)