在学习使用xgboost的过程中，编写param传入xgboost.cv等函数过程中jupyter一直提示Parameters: { xxx } might not be used.想请问出现的原因以及解决办法，代码应该是没问题的。
from xgboost import XGBRegressor as XGBR
from sklearn.ensemble import RandomForestRegressor as RFR
from sklearn.linear_model import LinearRegression as LinearR
from sklearn.datasets import load_boston
from sklearn.model_selection import KFold, cross_val_score as CVS, train_test_split as TTS
from sklearn.metrics import mean_squared_error as MSE
import pandas as pd
import numpy as np
import matplotlib.pyplot as plt
from time import time
import datetime
import xgboost as xgb
from sklearn.datasets import load_breast_cancer
data2 = load_breast_cancer()
x2 = data2.data
y2 = data2.target
dfull2 = xgb.DMatrix(x2,y2)
param1 = {'silent':True,'obj':'binary:logistic',"gamma":0,"nfold":5}
param2 = {'silent':True,'obj':'binary:logistic',"gamma":2,"nfold":5}
num_round = 100
time0 = time()
cvresult1 = xgb.cv(params=param1,dtrain=dfull2, num_boost_round=num_round,metrics=("error"))
print(datetime.datetime.fromtimestamp(time()-time0).strftime("%M:%S:%f"))
time0 = time()
cvresult2 = xgb.cv(params=param2,dtrain=dfull2, num_boost_round=num_round,metrics=("error"))
print(datetime.datetime.fromtimestamp(time()-time0).strftime("%M:%S:%f"))
plt.figure(figsize=(20,5))
plt.grid()
plt.plot(range(1,101),cvresult1.iloc[:,0],c="red",label="train,gamma=0")
plt.plot(range(1,101),cvresult1.iloc[:,2],c="orange",label="test,gamma=0")
plt.plot(range(1,101),cvresult2.iloc[:,0],c="green",label="train,gamma=2")
plt.plot(range(1,101),cvresult2.iloc[:,2],c="blue",label="test,gamma=2")
plt.legend()
plt.show()
结果显示如下
WARNING: C:\Users\Administrator\workspace\xgboost-win64_release_1.2.0\src\learner.cc:516:
Parameters: { nfold, obj, silent } might not be used.
This may not be accurate due to some parameters are only used in language bindings but
passed down to XGBoost core. Or some parameters are not used but slip through this
verification. Please open an issue if you find above cases.
[20:18:40] WARNING: C:\Users\Administrator\workspace\xgboost-win64_release_1.2.0\src\learner.cc:516:
Parameters: { nfold, obj, silent } might not be used.
This may not be accurate due to some parameters are only used in language bindings but
passed down to XGBoost core. Or some parameters are not used but slip through this
verification. Please open an issue if you find above cases.
[20:18:40] WARNING: C:\Users\Administrator\workspace\xgboost-win64_release_1.2.0\src\learner.cc:516:
Parameters: { nfold, obj, silent } might not be used.
This may not be accurate due to some parameters are only used in language bindings but
passed down to XGBoost core. Or some parameters are not used but slip through this
verification. Please open an issue if you find above cases.
00:00:104294
[20:18:41] WARNING: C:\Users\Administrator\workspace\xgboost-win64_release_1.2.0\src\learner.cc:516:
Parameters: { nfold, obj, silent } might not be used.
This may not be accurate due to some parameters are only used in language bindings but
passed down to XGBoost core. Or some parameters are not used but slip through this
verification. Please open an issue if you find above cases.
[20:18:41] WARNING: C:\Users\Administrator\workspace\xgboost-win64_release_1.2.0\src\learner.cc:516:
Parameters: { nfold, obj, silent } might not be used.
This may not be accurate due to some parameters are only used in language bindings but
passed down to XGBoost core. Or some parameters are not used but slip through this
verification. Please open an issue if you find above cases.
[20:18:41] WARNING: C:\Users\Administrator\workspace\xgboost-win64_release_1.2.0\src\learner.cc:516:
Parameters: { nfold, obj, silent } might not be used.
This may not be accurate due to some parameters are only used in language bindings but
passed down to XGBoost core. Or some parameters are not used but slip through this
verification. Please open an issue if you find above cases.
