What is "[0]#011train-merror:0.17074#011validation-merror:0.1664" error when running xgb_model.fit() in AWS Sagemaker?
What is "[0]#011train-merror:0.17074#011validation-merror:0.1664" error when running xgb_model.fit() in AWS Sagemaker?
我运行通过了官方的 sagemaker 教程here。
虽然训练完成了，但我在训练期间定期遇到如下错误，xgb_model.fit(inputs=data_channels, logs=True)。
我目前没有使用 xgboost 或 sagemaker 的经验。
[0]#011train-merror:0.17074#011validation-merror:0.1664
完整日志：
2019-05-08 17:04:32 Starting - Starting the training job...
2019-05-08 17:04:33 Starting - Launching requested ML instances.........
2019-05-08 17:06:10 Starting - Preparing the instances for training......
2019-05-08 17:07:06 Downloading - Downloading input data...
2019-05-08 17:07:50 Training - Training image download completed. Training in progress.
Arguments: train
[2019-05-08:17:07:51:INFO] Running standalone xgboost training.
[2019-05-08:17:07:51:INFO] File size need to be processed in the node: 1122.95mb. Available memory size in the node: 152390.7mb
[2019-05-08:17:07:51:INFO] Determined delimiter of CSV input is ','
[17:07:51] S3DistributionType set as FullyReplicated
[17:07:55] 50000x784 matrix with 39200000 entries loaded from /opt/ml/input/data/train?format=csv&label_column=0&delimiter=,
[2019-05-08:17:07:55:INFO] Determined delimiter of CSV input is ','
[17:07:55] S3DistributionType set as FullyReplicated
[17:07:56] 10000x784 matrix with 7840000 entries loaded from /opt/ml/input/data/validation?format=csv&label_column=0&delimiter=,
[17:07:56] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 48 extra nodes, 6 pruned nodes, max_depth=5
[17:07:57] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 50 extra nodes, 8 pruned nodes, max_depth=5
[17:07:57] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 46 extra nodes, 6 pruned nodes, max_depth=5
[17:07:57] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 54 extra nodes, 4 pruned nodes, max_depth=5
[17:07:57] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 58 extra nodes, 4 pruned nodes, max_depth=5
[17:07:57] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 38 extra nodes, 8 pruned nodes, max_depth=5
[17:07:57] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 38 extra nodes, 2 pruned nodes, max_depth=5
[17:07:57] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 48 extra nodes, 2 pruned nodes, max_depth=5
[17:07:57] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 58 extra nodes, 2 pruned nodes, max_depth=5
[17:07:57] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 60 extra nodes, 0 pruned nodes, max_depth=5
[0]#011train-merror:0.17074#011validation-merror:0.1664
[17:07:57] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 52 extra nodes, 6 pruned nodes, max_depth=5
[17:07:57] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 42 extra nodes, 14 pruned nodes, max_depth=5
[17:07:57] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 52 extra nodes, 2 pruned nodes, max_depth=5
[17:07:57] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 62 extra nodes, 0 pruned nodes, max_depth=5
[17:07:58] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 54 extra nodes, 8 pruned nodes, max_depth=5
[17:07:58] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 44 extra nodes, 6 pruned nodes, max_depth=5
[17:07:58] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 44 extra nodes, 12 pruned nodes, max_depth=5
[17:07:58] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 48 extra nodes, 4 pruned nodes, max_depth=5
[17:07:58] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 60 extra nodes, 0 pruned nodes, max_depth=5
[17:07:58] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 46 extra nodes, 12 pruned nodes, max_depth=5
[1]#011train-merror:0.12624#011validation-merror:0.1273
[17:07:58] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 48 extra nodes, 10 pruned nodes, max_depth=5
[17:07:58] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 36 extra nodes, 20 pruned nodes, max_depth=5
[17:07:58] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 54 extra nodes, 4 pruned nodes, max_depth=5
[17:07:58] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 60 extra nodes, 2 pruned nodes, max_depth=5
[17:07:58] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 58 extra nodes, 4 pruned nodes, max_depth=5
[17:07:58] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 48 extra nodes, 0 pruned nodes, max_depth=5
[17:07:58] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 48 extra nodes, 6 pruned nodes, max_depth=5
[17:07:59] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 50 extra nodes, 4 pruned nodes, max_depth=5
[17:07:59] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 60 extra nodes, 0 pruned nodes, max_depth=5
[17:07:59] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 56 extra nodes, 2 pruned nodes, max_depth=5
[2]#011train-merror:0.11272#011validation-merror:0.1143
[17:07:59] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 50 extra nodes, 8 pruned nodes, max_depth=5
[17:07:59] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 36 extra nodes, 20 pruned nodes, max_depth=5
[17:07:59] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 50 extra nodes, 6 pruned nodes, max_depth=5
[17:07:59] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 60 extra nodes, 2 pruned nodes, max_depth=5
[17:07:59] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 50 extra nodes, 8 pruned nodes, max_depth=5
[17:07:59] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 52 extra nodes, 6 pruned nodes, max_depth=5
[17:07:59] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 50 extra nodes, 6 pruned nodes, max_depth=5
[17:07:59] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 52 extra nodes, 4 pruned nodes, max_depth=5
[17:07:59] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 60 extra nodes, 2 pruned nodes, max_depth=5
[17:07:59] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 44 extra nodes, 12 pruned nodes, max_depth=5
[3]#011train-merror:0.10072#011validation-merror:0.1052
[17:08:00] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 48 extra nodes, 12 pruned nodes, max_depth=5
[17:08:00] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 34 extra nodes, 22 pruned nodes, max_depth=5
[17:08:00] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 54 extra nodes, 2 pruned nodes, max_depth=5
[17:08:00] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 56 extra nodes, 4 pruned nodes, max_depth=5
[17:08:00] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 56 extra nodes, 6 pruned nodes, max_depth=5
[17:08:00] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 54 extra nodes, 6 pruned nodes, max_depth=5
[17:08:00] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 56 extra nodes, 2 pruned nodes, max_depth=5
[17:08:00] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 52 extra nodes, 2 pruned nodes, max_depth=5
[17:08:00] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 58 extra nodes, 2 pruned nodes, max_depth=5
[17:08:00] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 52 extra nodes, 8 pruned nodes, max_depth=5
[4]#011train-merror:0.09216#011validation-merror:0.097
[17:08:00] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 46 extra nodes, 12 pruned nodes, max_depth=5
[17:08:00] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 30 extra nodes, 22 pruned nodes, max_depth=5
[17:08:00] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 58 extra nodes, 4 pruned nodes, max_depth=5
[17:08:00] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 58 extra nodes, 2 pruned nodes, max_depth=5
[17:08:01] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 52 extra nodes, 10 pruned nodes, max_depth=5
[17:08:01] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 52 extra nodes, 10 pruned nodes, max_depth=5
[17:08:01] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 56 extra nodes, 6 pruned nodes, max_depth=5
[17:08:01] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 40 extra nodes, 14 pruned nodes, max_depth=5
[17:08:01] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 54 extra nodes, 6 pruned nodes, max_depth=5
[17:08:01] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 46 extra nodes, 8 pruned nodes, max_depth=5
[5]#011train-merror:0.08544#011validation-merror:0.0904
[17:08:01] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 46 extra nodes, 12 pruned nodes, max_depth=5
[17:08:01] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 36 extra nodes, 14 pruned nodes, max_depth=5
[17:08:01] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 60 extra nodes, 2 pruned nodes, max_depth=5
[17:08:01] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 60 extra nodes, 0 pruned nodes, max_depth=5
[17:08:01] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 54 extra nodes, 8 pruned nodes, max_depth=5
[17:08:01] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 54 extra nodes, 2 pruned nodes, max_depth=5
[17:08:01] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 56 extra nodes, 4 pruned nodes, max_depth=5
[17:08:01] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 36 extra nodes, 16 pruned nodes, max_depth=5
[17:08:02] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 60 extra nodes, 2 pruned nodes, max_depth=5
[17:08:02] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 42 extra nodes, 12 pruned nodes, max_depth=5
[6]#011train-merror:0.08064#011validation-merror:0.0864
[17:08:02] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 50 extra nodes, 8 pruned nodes, max_depth=5
[17:08:02] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 38 extra nodes, 14 pruned nodes, max_depth=5
[17:08:02] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 58 extra nodes, 4 pruned nodes, max_depth=5
[17:08:02] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 58 extra nodes, 2 pruned nodes, max_depth=5
[17:08:02] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 46 extra nodes, 8 pruned nodes, max_depth=5
[17:08:02] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 50 extra nodes, 6 pruned nodes, max_depth=5
[17:08:02] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 54 extra nodes, 6 pruned nodes, max_depth=5
[17:08:02] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 40 extra nodes, 14 pruned nodes, max_depth=5
[17:08:02] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 60 extra nodes, 2 pruned nodes, max_depth=5
[17:08:02] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 50 extra nodes, 4 pruned nodes, max_depth=5
[7]#011train-merror:0.0769#011validation-merror:0.0821
[17:08:02] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 46 extra nodes, 16 pruned nodes, max_depth=5
[17:08:02] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 38 extra nodes, 20 pruned nodes, max_depth=5
[17:08:03] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 52 extra nodes, 2 pruned nodes, max_depth=5
[17:08:03] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 54 extra nodes, 4 pruned nodes, max_depth=5
[17:08:03] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 44 extra nodes, 10 pruned nodes, max_depth=5
[17:08:03] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 52 extra nodes, 2 pruned nodes, max_depth=5
[17:08:03] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 54 extra nodes, 6 pruned nodes, max_depth=5
[17:08:03] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 38 extra nodes, 2 pruned nodes, max_depth=5
[17:08:03] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 58 extra nodes, 4 pruned nodes, max_depth=5
[17:08:03] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 48 extra nodes, 8 pruned nodes, max_depth=5
[8]#011train-merror:0.0731#011validation-merror:0.0809
[17:08:03] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 50 extra nodes, 12 pruned nodes, max_depth=5
[17:08:03] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 32 extra nodes, 24 pruned nodes, max_depth=5
[17:08:03] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 56 extra nodes, 2 pruned nodes, max_depth=5
[17:08:03] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 50 extra nodes, 10 pruned nodes, max_depth=5
[17:08:03] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 50 extra nodes, 8 pruned nodes, max_depth=5
[17:08:03] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 48 extra nodes, 8 pruned nodes, max_depth=5
[17:08:04] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 52 extra nodes, 6 pruned nodes, max_depth=5
[17:08:04] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 38 extra nodes, 14 pruned nodes, max_depth=5
[17:08:04] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 60 extra nodes, 2 pruned nodes, max_depth=5
[17:08:04] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 50 extra nodes, 6 pruned nodes, max_depth=5
[9]#011train-merror:0.06942#011validation-merror:0.0773
2019-05-08 17:08:12 Uploading - Uploading generated training model
2019-05-08 17:08:12 Completed - Training job completed
Billable seconds: 66
这是我应该关心的事情吗？
不用担心。这些不是您的代码中的错误。这些是计算模型在训练数据 (train-error) 和验证数据 (validation-error) 上的误差的信息消息，这些值应该随着训练的进行而变小。
假以时日，这些价值观对您来说会更有意义。您将能够比较不同的算法，hyper-parameters 基于哪个是较小的误差，或者当训练的误差值与验证误差非常不同时，您将能够看到您的模型过度拟合。
我运行通过了官方的 sagemaker 教程here。
虽然训练完成了，但我在训练期间定期遇到如下错误，xgb_model.fit(inputs=data_channels, logs=True)。
我目前没有使用 xgboost 或 sagemaker 的经验。
[0]#011train-merror:0.17074#011validation-merror:0.1664
完整日志：
2019-05-08 17:04:32 Starting - Starting the training job...
2019-05-08 17:04:33 Starting - Launching requested ML instances.........
2019-05-08 17:06:10 Starting - Preparing the instances for training......
2019-05-08 17:07:06 Downloading - Downloading input data...
2019-05-08 17:07:50 Training - Training image download completed. Training in progress.
Arguments: train
[2019-05-08:17:07:51:INFO] Running standalone xgboost training.
[2019-05-08:17:07:51:INFO] File size need to be processed in the node: 1122.95mb. Available memory size in the node: 152390.7mb
[2019-05-08:17:07:51:INFO] Determined delimiter of CSV input is ','
[17:07:51] S3DistributionType set as FullyReplicated
[17:07:55] 50000x784 matrix with 39200000 entries loaded from /opt/ml/input/data/train?format=csv&label_column=0&delimiter=,
[2019-05-08:17:07:55:INFO] Determined delimiter of CSV input is ','
[17:07:55] S3DistributionType set as FullyReplicated
[17:07:56] 10000x784 matrix with 7840000 entries loaded from /opt/ml/input/data/validation?format=csv&label_column=0&delimiter=,
[17:07:56] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 48 extra nodes, 6 pruned nodes, max_depth=5
[17:07:57] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 50 extra nodes, 8 pruned nodes, max_depth=5
[17:07:57] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 46 extra nodes, 6 pruned nodes, max_depth=5
[17:07:57] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 54 extra nodes, 4 pruned nodes, max_depth=5
[17:07:57] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 58 extra nodes, 4 pruned nodes, max_depth=5
[17:07:57] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 38 extra nodes, 8 pruned nodes, max_depth=5
[17:07:57] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 38 extra nodes, 2 pruned nodes, max_depth=5
[17:07:57] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 48 extra nodes, 2 pruned nodes, max_depth=5
[17:07:57] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 58 extra nodes, 2 pruned nodes, max_depth=5
[17:07:57] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 60 extra nodes, 0 pruned nodes, max_depth=5
[0]#011train-merror:0.17074#011validation-merror:0.1664
[17:07:57] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 52 extra nodes, 6 pruned nodes, max_depth=5
[17:07:57] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 42 extra nodes, 14 pruned nodes, max_depth=5
[17:07:57] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 52 extra nodes, 2 pruned nodes, max_depth=5
[17:07:57] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 62 extra nodes, 0 pruned nodes, max_depth=5
[17:07:58] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 54 extra nodes, 8 pruned nodes, max_depth=5
[17:07:58] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 44 extra nodes, 6 pruned nodes, max_depth=5
[17:07:58] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 44 extra nodes, 12 pruned nodes, max_depth=5
[17:07:58] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 48 extra nodes, 4 pruned nodes, max_depth=5
[17:07:58] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 60 extra nodes, 0 pruned nodes, max_depth=5
[17:07:58] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 46 extra nodes, 12 pruned nodes, max_depth=5
[1]#011train-merror:0.12624#011validation-merror:0.1273
[17:07:58] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 48 extra nodes, 10 pruned nodes, max_depth=5
[17:07:58] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 36 extra nodes, 20 pruned nodes, max_depth=5
[17:07:58] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 54 extra nodes, 4 pruned nodes, max_depth=5
[17:07:58] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 60 extra nodes, 2 pruned nodes, max_depth=5
[17:07:58] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 58 extra nodes, 4 pruned nodes, max_depth=5
[17:07:58] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 48 extra nodes, 0 pruned nodes, max_depth=5
[17:07:58] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 48 extra nodes, 6 pruned nodes, max_depth=5
[17:07:59] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 50 extra nodes, 4 pruned nodes, max_depth=5
[17:07:59] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 60 extra nodes, 0 pruned nodes, max_depth=5
[17:07:59] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 56 extra nodes, 2 pruned nodes, max_depth=5
[2]#011train-merror:0.11272#011validation-merror:0.1143
[17:07:59] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 50 extra nodes, 8 pruned nodes, max_depth=5
[17:07:59] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 36 extra nodes, 20 pruned nodes, max_depth=5
[17:07:59] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 50 extra nodes, 6 pruned nodes, max_depth=5
[17:07:59] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 60 extra nodes, 2 pruned nodes, max_depth=5
[17:07:59] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 50 extra nodes, 8 pruned nodes, max_depth=5
[17:07:59] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 52 extra nodes, 6 pruned nodes, max_depth=5
[17:07:59] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 50 extra nodes, 6 pruned nodes, max_depth=5
[17:07:59] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 52 extra nodes, 4 pruned nodes, max_depth=5
[17:07:59] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 60 extra nodes, 2 pruned nodes, max_depth=5
[17:07:59] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 44 extra nodes, 12 pruned nodes, max_depth=5
[3]#011train-merror:0.10072#011validation-merror:0.1052
[17:08:00] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 48 extra nodes, 12 pruned nodes, max_depth=5
[17:08:00] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 34 extra nodes, 22 pruned nodes, max_depth=5
[17:08:00] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 54 extra nodes, 2 pruned nodes, max_depth=5
[17:08:00] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 56 extra nodes, 4 pruned nodes, max_depth=5
[17:08:00] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 56 extra nodes, 6 pruned nodes, max_depth=5
[17:08:00] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 54 extra nodes, 6 pruned nodes, max_depth=5
[17:08:00] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 56 extra nodes, 2 pruned nodes, max_depth=5
[17:08:00] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 52 extra nodes, 2 pruned nodes, max_depth=5
[17:08:00] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 58 extra nodes, 2 pruned nodes, max_depth=5
[17:08:00] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 52 extra nodes, 8 pruned nodes, max_depth=5
[4]#011train-merror:0.09216#011validation-merror:0.097
[17:08:00] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 46 extra nodes, 12 pruned nodes, max_depth=5
[17:08:00] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 30 extra nodes, 22 pruned nodes, max_depth=5
[17:08:00] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 58 extra nodes, 4 pruned nodes, max_depth=5
[17:08:00] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 58 extra nodes, 2 pruned nodes, max_depth=5
[17:08:01] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 52 extra nodes, 10 pruned nodes, max_depth=5
[17:08:01] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 52 extra nodes, 10 pruned nodes, max_depth=5
[17:08:01] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 56 extra nodes, 6 pruned nodes, max_depth=5
[17:08:01] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 40 extra nodes, 14 pruned nodes, max_depth=5
[17:08:01] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 54 extra nodes, 6 pruned nodes, max_depth=5
[17:08:01] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 46 extra nodes, 8 pruned nodes, max_depth=5
[5]#011train-merror:0.08544#011validation-merror:0.0904
[17:08:01] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 46 extra nodes, 12 pruned nodes, max_depth=5
[17:08:01] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 36 extra nodes, 14 pruned nodes, max_depth=5
[17:08:01] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 60 extra nodes, 2 pruned nodes, max_depth=5
[17:08:01] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 60 extra nodes, 0 pruned nodes, max_depth=5
[17:08:01] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 54 extra nodes, 8 pruned nodes, max_depth=5
[17:08:01] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 54 extra nodes, 2 pruned nodes, max_depth=5
[17:08:01] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 56 extra nodes, 4 pruned nodes, max_depth=5
[17:08:01] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 36 extra nodes, 16 pruned nodes, max_depth=5
[17:08:02] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 60 extra nodes, 2 pruned nodes, max_depth=5
[17:08:02] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 42 extra nodes, 12 pruned nodes, max_depth=5
[6]#011train-merror:0.08064#011validation-merror:0.0864
[17:08:02] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 50 extra nodes, 8 pruned nodes, max_depth=5
[17:08:02] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 38 extra nodes, 14 pruned nodes, max_depth=5
[17:08:02] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 58 extra nodes, 4 pruned nodes, max_depth=5
[17:08:02] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 58 extra nodes, 2 pruned nodes, max_depth=5
[17:08:02] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 46 extra nodes, 8 pruned nodes, max_depth=5
[17:08:02] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 50 extra nodes, 6 pruned nodes, max_depth=5
[17:08:02] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 54 extra nodes, 6 pruned nodes, max_depth=5
[17:08:02] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 40 extra nodes, 14 pruned nodes, max_depth=5
[17:08:02] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 60 extra nodes, 2 pruned nodes, max_depth=5
[17:08:02] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 50 extra nodes, 4 pruned nodes, max_depth=5
[7]#011train-merror:0.0769#011validation-merror:0.0821
[17:08:02] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 46 extra nodes, 16 pruned nodes, max_depth=5
[17:08:02] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 38 extra nodes, 20 pruned nodes, max_depth=5
[17:08:03] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 52 extra nodes, 2 pruned nodes, max_depth=5
[17:08:03] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 54 extra nodes, 4 pruned nodes, max_depth=5
[17:08:03] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 44 extra nodes, 10 pruned nodes, max_depth=5
[17:08:03] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 52 extra nodes, 2 pruned nodes, max_depth=5
[17:08:03] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 54 extra nodes, 6 pruned nodes, max_depth=5
[17:08:03] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 38 extra nodes, 2 pruned nodes, max_depth=5
[17:08:03] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 58 extra nodes, 4 pruned nodes, max_depth=5
[17:08:03] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 48 extra nodes, 8 pruned nodes, max_depth=5
[8]#011train-merror:0.0731#011validation-merror:0.0809
[17:08:03] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 50 extra nodes, 12 pruned nodes, max_depth=5
[17:08:03] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 32 extra nodes, 24 pruned nodes, max_depth=5
[17:08:03] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 56 extra nodes, 2 pruned nodes, max_depth=5
[17:08:03] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 50 extra nodes, 10 pruned nodes, max_depth=5
[17:08:03] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 50 extra nodes, 8 pruned nodes, max_depth=5
[17:08:03] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 48 extra nodes, 8 pruned nodes, max_depth=5
[17:08:04] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 52 extra nodes, 6 pruned nodes, max_depth=5
[17:08:04] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 38 extra nodes, 14 pruned nodes, max_depth=5
[17:08:04] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 60 extra nodes, 2 pruned nodes, max_depth=5
[17:08:04] src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 50 extra nodes, 6 pruned nodes, max_depth=5
[9]#011train-merror:0.06942#011validation-merror:0.0773
2019-05-08 17:08:12 Uploading - Uploading generated training model
2019-05-08 17:08:12 Completed - Training job completed
Billable seconds: 66
这是我应该关心的事情吗？
不用担心。这些不是您的代码中的错误。这些是计算模型在训练数据 (train-error) 和验证数据 (validation-error) 上的误差的信息消息，这些值应该随着训练的进行而变小。
假以时日，这些价值观对您来说会更有意义。您将能够比较不同的算法，hyper-parameters 基于哪个是较小的误差，或者当训练的误差值与验证误差非常不同时，您将能够看到您的模型过度拟合。