这是个人在竞赛中对LGB模型进行调参的详细过程记录,主要包含下面六个步骤:
- 大学习率,确定估计器参数
n_estimators/num_iterations/num_round/num_boost_round
; - 确定
num_leaves
和max_depth
- 确定
min_data_in_leaf
- 确定
bagging_fraction+bagging_freq
和feature_fraction
- 确定L1L2正则
reg_alpha
和reg_lambda
; - 降低学习率
【这里必须说一下,lightbg的参数的同义词实在太多了,很多不同的参数表示的是同一个意思,不过本文中使用“/”分开】
0 并行优化
主要有两种feature parallel特征并行和data parallel数据并行。具体的过程我不也不了解,因为我没有多个CPU给我耍(穷)。
- feature parallel:每个worker有全部的训练数据,但是他们只用部分特征进行训练,然后不同worker之间交流他们的局部最优特征和分裂点,比较出来哪一个是全局最优的。
- data parallel: 每一个worker有部分的样本,然后绘制局部特征直方图。彼此交流之后,得到全局直方图进行训练。
【虽然具体的机制不太了解,但是最重要的是:小数据用feature parallel,大数据用data parallel】
1. 估计器数量
不管怎么样,我们先把学习率先定一个较高的值,这里取 learning_rate = 0.1
,其次确定估计器boosting/boost/boosting_type
的类型,不过默认都会选gbdt
。
这里可以体现,虽然LGB和XGB经常拿来和GBDT比较,但是其本质都还是GBDT的boost思想
为了确定估计器的数目,也就是boosting迭代的次数,也可以说是残差树的数目,参数名为n_estimators/num_iterations/num_round/num_boost_round
。我们可以先将该参数设成一个较大的数,然后在cv结果中查看最优的迭代次数,具体如代码。
在这之前,我们必须给其他重要的参数一个初始值。初始值的意义不大,只是为了方便确定其他参数。下面先给定一下初始值:
以下参数根据具体项目要求定:
'boosting_type'/'boosting': 'gbdt'
'objective': 'regression'
'metric': 'rmse'
以下参数我选择的初始值,你可以根据自己的情况来选择:
'max_depth': 6 ### 根据问题来定咯,由于我的数据集不是很大,所以选择了一个适中的值,其实4-10都无所谓。
'num_leaves': 50 ### 由于lightGBM是leaves_wise生长,官方说法是要小于2^max_depth
'subsample'/'bagging_fraction':0.8 ### 数据采样
'colsample_bytree'/'feature_fraction': 0.8 ### 特征采样
下面我是用LightGBM的cv函数进行演示:
params = {
'boosting_type': 'gbdt',
'objective': 'regression',
'learning_rate': 0.1,
'num_leaves': 50,
'max_depth': 6,
'subsample': 0.8,
'colsample_bytree': 0.8,
}
data_train = lgb.Dataset(df_train, y_train, silent=True)
cv_results = lgb.cv(
params, data_train, num_boost_round=1000, nfold=5, stratified=False, shuffle=True, metrics='rmse',
early_stopping_rounds=50, verbose_eval=50, show_stdv=True, seed=0)
print('best n_estimators:', len(cv_results['rmse-mean']))
print('best cv score:', cv_results['rmse-mean'][-1])
运行结果是:
[50] cv_agg's rmse: 1.38497 + 0.0202823
best n_estimators: 43
best cv score: 1.3838664241
所以我们得到了结果,在学习率0.1的时候,有43个估计器的时候效果最好。所以现在我们已经调整好了一个参数了:n_estimators/num_iterations/num_round/num_boost_round=43
。
【在硬件设备允许的条件下,学习率还是越小越好】
2. 提高拟合程度
这是提高精确度的最重要的参数。
-
max_depth
:设置树深度,深度越大可能过拟合 -
num_leaves
:因为 LightGBM 使用的是 leaf-wise 的算法,因此在调节树的复杂程度时,使用的是 num_leaves 而不是 max_depth。大致换算关系:num_leaves = 2^(max_depth),但是它的值的设置应该小于 2^(max_depth),否则可能会导致过拟合。
【这里虽然说了num_leaves与max_depth之间的关系,但是并不是严格的,大概在这个左右就好了。】
接下来同时对这两个参数调优,引入sklearn
中的GridSearchCV()
函数进行网格搜索,当然也可以使用贝叶斯搜索,贝叶斯这个之前在个人博客讲过,之后我有空了再搬运到公众号好了。
不过这个搜索过程,非常耗时间,非常消耗精力。对于大数据集的话,建议贝叶斯,或者就简单调整下就行了。一般这种参数优化的空间非常有限。
from sklearn.model_selection import GridSearchCV
### 我们可以创建lgb的sklearn模型,使用上面选择的(学习率,评估器数目)
model_lgb = lgb.LGBMRegressor(objective='regression',num_leaves=50,
learning_rate=0.1, n_estimators=43, max_depth=6,
metric='rmse', bagging_fraction = 0.8,feature_fraction = 0.8)
params_test1={
'max_depth': range(3,8,2),
'num_leaves':range(50, 170, 30)
}
gsearch1 = GridSearchCV(estimator=model_lgb, param_grid=params_test1, scoring='neg_mean_squared_error', cv=5, verbose=1, n_jobs=4)
gsearch1.fit(df_train, y_train)
gsearch1.grid_scores_, gsearch1.best_params_, gsearch1.best_score_
来看下运行的结果:
Fitting 5 folds for each of 12 candidates, totalling 60 fits
[Parallel(n_jobs=4)]: Done 42 tasks | elapsed: 2.0min
[Parallel(n_jobs=4)]: Done 60 out of 60 | elapsed: 3.1min finished
([mean: -1.88629, std: 0.13750, params: {'max_depth': 3, 'num_leaves': 50},
mean: -1.88629, std: 0.13750, params: {'max_depth': 3, 'num_leaves': 80},
mean: -1.88629, std: 0.13750, params: {'max_depth': 3, 'num_leaves': 110},
mean: -1.88629, std: 0.13750, params: {'max_depth': 3, 'num_leaves': 140},
mean: -1.86917, std: 0.12590, params: {'max_depth': 5, 'num_leaves': 50},
mean: -1.86917, std: 0.12590, params: {'max_depth': 5, 'num_leaves': 80},
mean: -1.86917, std: 0.12590, params: {'max_depth': 5, 'num_leaves': 110},
mean: -1.86917, std: 0.12590, params: {'max_depth': 5, 'num_leaves': 140},
mean: -1.89254, std: 0.10904, params: {'max_depth': 7, 'num_leaves': 50},
mean: -1.86024, std: 0.11364, params: {'max_depth': 7, 'num_leaves': 80},
mean: -1.86024, std: 0.11364, params: {'max_depth': 7, 'num_leaves': 110},
mean: -1.86024, std: 0.11364, params: {'max_depth': 7, 'num_leaves': 140}],
{'max_depth': 7, 'num_leaves': 80},
-1.8602436718814157)
这里运行了12个参数组合,得到的最优解是在max_depth
为7,num_leaves
为80的情况下,分数为-1.860。
这里必须说一下,sklearn模型评估里的scoring参数都是采用的higher return values are better than lower return values(较高的返回值优于较低的返回值)。
但是,我采用的metric策略采用的是均方误差(rmse),越低越好,所以sklearn就提供了neg_mean_squared_error
参数,也就是返回metric的负数,所以就均方差来说,也就变成负数越大越好了。
所以,可以看到,最优解的分数为-1.860,转化为均方差为np.sqrt(-(-1.860)) = 1.3639,明显比step1的分数要好很多。(之前用的是rmse均方根误差,要开方)
至此,我们将我们这步得到的最优解代入第三步。其实,我这里只进行了粗调,如果要得到更好的效果,可以将max_depth在7附近多取几个值,num_leaves在80附近多取几个值。千万不要怕麻烦,虽然这确实很麻烦。
params_test2={
'max_depth': [6,7,8],
'num_leaves':[68,74,80,86,92]
}
gsearch2 = GridSearchCV(estimator=model_lgb, param_grid=params_test2, scoring='neg_mean_squared_error', cv=5, verbose=1, n_jobs=4)
gsearch2.fit(df_train, y_train)
gsearch2.grid_scores_, gsearch2.best_params_, gsearch2.best_score_
Fitting 5 folds for each of 15 candidates, totalling 75 fits
[Parallel(n_jobs=4)]: Done 42 tasks | elapsed: 2.8min
[Parallel(n_jobs=4)]: Done 75 out of 75 | elapsed: 5.1min finished
([mean: -1.87506, std: 0.11369, params: {'max_depth': 6, 'num_leaves': 68},
mean: -1.87506, std: 0.11369, params: {'max_depth': 6, 'num_leaves': 74},
mean: -1.87506, std: 0.11369, params: {'max_depth': 6, 'num_leaves': 80},
mean: -1.87506, std: 0.11369, params: {'max_depth': 6, 'num_leaves': 86},
mean: -1.87506, std: 0.11369, params: {'max_depth': 6, 'num_leaves': 92},
mean: -1.86024, std: 0.11364, params: {'max_depth': 7, 'num_leaves': 68},
mean: -1.86024, std: 0.11364, params: {'max_depth': 7, 'num_leaves': 74},
mean: -1.86024, std: 0.11364, params: {'max_depth': 7, 'num_leaves': 80},
mean: -1.86024, std: 0.11364, params: {'max_depth': 7, 'num_leaves': 86},
mean: -1.86024, std: 0.11364, params: {'max_depth': 7, 'num_leaves': 92},
mean: -1.88197, std: 0.11295, params: {'max_depth': 8, 'num_leaves': 68},
mean: -1.89117, std: 0.12686, params: {'max_depth': 8, 'num_leaves': 74},
mean: -1.86390, std: 0.12259, params: {'max_depth': 8, 'num_leaves': 80},
mean: -1.86733, std: 0.12159, params: {'max_depth': 8, 'num_leaves': 86},
mean: -1.86665, std: 0.12174, params: {'max_depth': 8, 'num_leaves': 92}],
{'max_depth': 7, 'num_leaves': 68},
-1.8602436718814157)
可见最大深度7是没问题的,但是看细节的话,发现在最大深度为7的情况下,叶结点的数量对分数并没有影响。
3. 降低过拟合
说到这里,就该降低过拟合了。
-
min_data_in_leaf
是一个很重要的参数, 也叫min_child_samples,它的值取决于训练数据的样本个树和num_leaves. 将其设置的较大可以避免生成一个过深的树, 但有可能导致欠拟合。 -
min_sum_hessian_in_leaf
:也叫min_child_weight,使一个结点分裂的最小海森值之和,真拗口(Minimum sum of hessians in one leaf to allow a split. Higher values potentially decrease overfitting)
关于第二个参数,其实我不是非常的明白,因为不太了解hessian值和hessian矩阵?之后有空抽个时间好好学习一下,我学习的过程就是这样查漏补缺2333。请大家关注公众号,这样不会错过每一个干货
我们采用跟上面相同的方法进行:
params_test3={
'min_child_samples': [18, 19, 20, 21, 22],
'min_child_weight':[0.001, 0.002]
}
model_lgb = lgb.LGBMRegressor(objective='regression',num_leaves=80,
learning_rate=0.1, n_estimators=43, max_depth=7,
metric='rmse', bagging_fraction = 0.8, feature_fraction = 0.8)
gsearch3 = GridSearchCV(estimator=model_lgb, param_grid=params_test3, scoring='neg_mean_squared_error', cv=5, verbose=1, n_jobs=4)
gsearch3.fit(df_train, y_train)
gsearch3.grid_scores_, gsearch3.best_params_, gsearch3.best_score_
结果是:
Fitting 5 folds for each of 10 candidates, totalling 50 fits
[Parallel(n_jobs=4)]: Done 42 tasks | elapsed: 2.9min
[Parallel(n_jobs=4)]: Done 50 out of 50 | elapsed: 3.3min finished
([mean: -1.88057, std: 0.13948, params: {'min_child_samples': 18, 'min_child_weight': 0.001},
mean: -1.88057, std: 0.13948, params: {'min_child_samples': 18, 'min_child_weight': 0.002},
mean: -1.88365, std: 0.13650, params: {'min_child_samples': 19, 'min_child_weight': 0.001},
mean: -1.88365, std: 0.13650, params: {'min_child_samples': 19, 'min_child_weight': 0.002},
mean: -1.86024, std: 0.11364, params: {'min_child_samples': 20, 'min_child_weight': 0.001},
mean: -1.86024, std: 0.11364, params: {'min_child_samples': 20, 'min_child_weight': 0.002},
mean: -1.86980, std: 0.14251, params: {'min_child_samples': 21, 'min_child_weight': 0.001},
mean: -1.86980, std: 0.14251, params: {'min_child_samples': 21, 'min_child_weight': 0.002},
mean: -1.86750, std: 0.13898, params: {'min_child_samples': 22, 'min_child_weight': 0.001},
mean: -1.86750, std: 0.13898, params: {'min_child_samples': 22, 'min_child_weight': 0.002}],
{'min_child_samples': 20, 'min_child_weight': 0.001},
-1.8602436718814157)
这是我经过粗调后细调的结果,可以看到,min_data_in_leaf
的最优值为20,而min_sum_hessian_in_leaf
对最后的值几乎没有影响。且这里调参之后,最优的结果还是-1.86024,没有提升。
4. 采样降低过拟合
这两个参数都是为了降低过拟合的。
feature_fraction
参数来进行特征的子抽样。这个参数可以用来防止过拟合及提高训练速度。
bagging_fraction+bagging_freq
参数必须同时设置,bagging_fraction相当于subsample样本采样,可以使bagging更快的运行,同时也可以降拟合。bagging_freq默认0,表示bagging的频率,0意味着没有使用bagging,k意味着每k轮迭代进行一次bagging。
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