From eeec332ea4a8a5dc128855bc21e31247176f681c Mon Sep 17 00:00:00 2001
From: "zhangkun9038@dingtalk.com" <zhangkun9038@dingtalk.com>
Date: Fri, 6 Jun 2025 07:10:14 +0800
Subject: [PATCH] 0520-0525: 1006

---
 config_examples/freqaiprimer.json | 15 ++++++++++-----
 tools/backtest.sh                 |  4 ++--
 tools/dryrun.sh                   |  4 ++--
 tools/hyperopt.sh                 |  4 ++--
 4 files changed, 16 insertions(+), 11 deletions(-)

diff --git a/config_examples/freqaiprimer.json b/config_examples/freqaiprimer.json
index 11f92eb4..960f003b 100644
--- a/config_examples/freqaiprimer.json
+++ b/config_examples/freqaiprimer.json
@@ -100,6 +100,7 @@
                 20,
                 50
             ],
+            "outlier_protection_percentage": 0.15,
             "plot_feature_importances": 10
         },
         "data_split_parameters": {
@@ -107,11 +108,15 @@
               "shuffle": false
         },
         "model_training_parameters": {
-            "n_estimators": 60,
-            "learning_rate": 0.1,
-            "num_leaves": 31,
-            "verbose": 1,
-            "max_depth": 4
+            "n_estimators": 400,
+            "learning_rate": 0.03,
+            "num_leaves": 40,
+            "max_depth": 10,
+            "min_data_in_leaf": 20,
+            "feature_fraction": 0.8,
+            "bagging_fraction": 0.8,
+            "bagging_freq": 5,
+            "verbose": -1
         }
     },
     "api_server": {
diff --git a/tools/backtest.sh b/tools/backtest.sh
index 3e4ddf11..a2356a1b 100755
--- a/tools/backtest.sh
+++ b/tools/backtest.sh
@@ -38,7 +38,7 @@ hyperopt_config="${STRATEGY_NAME%.py}.json"
 
 echo "docker-compose run --rm freqtrade backtesting \
   --logfile /freqtrade/user_data/logs/freqtrade.log \
-  --freqaimodel XGBoostRegressorMultiTarget \
+  --freqaimodel LightGBMRegressorMultiTarget \
   --config /freqtrade/config_examples/$CONFIG_FILE \
   --strategy-path /freqtrade/templates \
   --config /freqtrade/templates/${PARAMS_NAME}.json \
@@ -49,7 +49,7 @@ echo "docker-compose run --rm freqtrade backtesting \
 #LightGBMRegressorMultiTarget
 docker-compose run --rm freqtrade backtesting \
   --logfile /freqtrade/user_data/logs/freqtrade.log \
-  --freqaimodel XGBoostRegressorMultiTarget \
+  --freqaimodel LightGBMRegressorMultiTarget \
   --config /freqtrade/config_examples/$CONFIG_FILE \
   --strategy-path /freqtrade/templates \
   --config /freqtrade/templates/${PARAMS_NAME}.json \
diff --git a/tools/dryrun.sh b/tools/dryrun.sh
index e234e84e..1d7bb864 100755
--- a/tools/dryrun.sh
+++ b/tools/dryrun.sh
@@ -75,7 +75,7 @@ echo "docker-compose run -d --rm --name freqtrade-dryrun-${GIT_COMMIT_SHORT} -p
   --logfile /freqtrade/user_data/logs/freqtrade.log \
   --db-url sqlite:////freqtrade/user_data/tradesv3.sqlite \
   --dry-run \
-  --freqaimodel XGBoostRegressorMultiTarget \
+  --freqaimodel LightGBMRegressorMultiTarget \
   --config /freqtrade/config_examples/$CONFIG_FILE \
   --config /freqtrade/templates/${PARAMS_NAME}.json \
   --strategy $STRATEGY_NAME \
@@ -87,7 +87,7 @@ docker-compose run -d --rm --name freqtrade-dryrun-${GIT_COMMIT_SHORT} -p 8080:8
   --logfile /freqtrade/user_data/logs/freqtrade.log \
   --db-url sqlite:////freqtrade/user_data/tradesv3.sqlite \
   --dry-run \
-  --freqaimodel XGBoostRegressorMultiTarget \
+  --freqaimodel LightGBMRegressorMultiTarget \
   --config /freqtrade/config_examples/$CONFIG_FILE \
   --config /freqtrade/templates/${PARAMS_NAME}.json \
   --strategy $STRATEGY_NAME \
diff --git a/tools/hyperopt.sh b/tools/hyperopt.sh
index d6b77a9c..8febc34e 100755
--- a/tools/hyperopt.sh
+++ b/tools/hyperopt.sh
@@ -35,7 +35,7 @@ rm -fr ./user_data/dryrun_results/*
 #docker-compose -f docker-compose_backtest.yml run --rm freqtrade >output.log 2>&1
 echo "docker-compose run --rm freqtrade hyperopt \
   --logfile /freqtrade/user_data/logs/freqtrade.log \
-  --freqaimodel XGBoostRegressorMultiTarget \
+  --freqaimodel LightGBMRegressorMultiTarget \
   --strategy $STRATEGY_NAME \
   --config /freqtrade/config_examples/$CONFIG_FILE \
   --config /freqtrade/templates/${PARAMS_NAME}.json \
@@ -47,7 +47,7 @@ echo "docker-compose run --rm freqtrade hyperopt \
   --fee 0.0016"
 docker-compose run --rm freqtrade hyperopt \
   --logfile /freqtrade/user_data/logs/freqtrade.log \
-  --freqaimodel XGBoostRegressorMultiTarget \
+  --freqaimodel LightGBMRegressorMultiTarget \
   --strategy $STRATEGY_NAME \
   --config /freqtrade/config_examples/$CONFIG_FILE \
   --config /freqtrade/templates/${PARAMS_NAME}.json \