StopAutosklearnifanensembleerrorhappens

作者：手机用户2502857067 | 来源：互联网 | 2023-10-12 14:03

Becausethisrenderstheresultsuseless.该提问来源于开源项目：automl/auto-sklearn

Because this renders the results useless.

该提问来源于开源项目：automl/auto-sklearn

Here's a minimal example code to reproduce the behavior

1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36

import sklearn.model_selection

import sklearn.datasets

import sklearn.metrics

import numpy as np

import pandas as pd

import autosklearn.classification

import autosklearn.metrics

from sklearn.metrics import confusion_matrix, recall_score

def main():

X, y &＃061; sklearn.datasets.load_breast_cancer(return_X_y&＃061;True)

X_train, X_test, y_train, y_test &＃061; sklearn.model_selection.train_test_split(X, y, random_state&＃061;1)

automl &＃061; autosklearn.classification.AutoSklearnClassifier(

time_left_for_this_task&＃061;90,

per_run_time_limit&＃061;30,

delete_tmp_folder_after_terminate&＃061;False,

resampling_strategy&＃061;&＃039;cv&＃039;,

resampling_strategy_arguments&＃061;{&＃039;folds&＃039;: 5}

)

scorer &＃061; autosklearn.metrics.make_scorer(&＃039;recall&＃039;, recall_score, pos_label&＃061;0)

automl.fit(X_train.copy(), y_train.copy(), dataset_name&＃061;&＃039;breast_cancer&＃039;, metric&＃061;scorer)

automl.refit(X_train.copy(), y_train.copy())

print(automl.show_models())

predictions &＃061; automl.predict(X_test)

print("Accuracy score", sklearn.metrics.accuracy_score(y_test, predictions))

print(confusion_matrix(y_test, predictions))

if __name__ &＃061;&＃061; &＃039;__main__&＃039;:

main()

And here's the standard output (Note that I added a print line from the \autosklearn\ensemble_builder.py

1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91

PRINTING DUMMY_SCORE FROM ENSEMBLE_BUILDER: 1.0

[WARNING] [2018-12-01 23:15:58,481:EnsembleBuilder(1):breast_cancer] No models better than random - using Dummy Score!

PRINTING DUMMY_SCORE FROM ENSEMBLE_BUILDER: 1.0

[WARNING] [2018-12-01 23:15:58,494:EnsembleBuilder(1):breast_cancer] No models better than random - using Dummy Score!

PRINTING DUMMY_SCORE FROM ENSEMBLE_BUILDER: 1.0

[WARNING] [2018-12-01 23:16:00,498:EnsembleBuilder(1):breast_cancer] No models better than random - using Dummy Score!

PRINTING DUMMY_SCORE FROM ENSEMBLE_BUILDER: 1.0

[WARNING] [2018-12-01 23:16:02,502:EnsembleBuilder(1):breast_cancer] No models better than random - using Dummy Score!

PRINTING DUMMY_SCORE FROM ENSEMBLE_BUILDER: 1.0

[WARNING] [2018-12-01 23:16:04,507:EnsembleBuilder(1):breast_cancer] No models better than random - using Dummy Score!

PRINTING DUMMY_SCORE FROM ENSEMBLE_BUILDER: 1.0

[WARNING] [2018-12-01 23:16:06,510:EnsembleBuilder(1):breast_cancer] No models better than random - using Dummy Score!

PRINTING DUMMY_SCORE FROM ENSEMBLE_BUILDER: 1.0

[WARNING] [2018-12-01 23:16:08,514:EnsembleBuilder(1):breast_cancer] No models better than random - using Dummy Score!

PRINTING DUMMY_SCORE FROM ENSEMBLE_BUILDER: 1.0

[WARNING] [2018-12-01 23:16:10,518:EnsembleBuilder(1):breast_cancer] No models better than random - using Dummy Score!

PRINTING DUMMY_SCORE FROM ENSEMBLE_BUILDER: 1.0

[WARNING] [2018-12-01 23:16:12,522:EnsembleBuilder(1):breast_cancer] No models better than random - using Dummy Score!

PRINTING DUMMY_SCORE FROM ENSEMBLE_BUILDER: 1.0

[WARNING] [2018-12-01 23:16:14,527:EnsembleBuilder(1):breast_cancer] No models better than random - using Dummy Score!

PRINTING DUMMY_SCORE FROM ENSEMBLE_BUILDER: 1.0

[WARNING] [2018-12-01 23:16:16,531:EnsembleBuilder(1):breast_cancer] No models better than random - using Dummy Score!

PRINTING DUMMY_SCORE FROM ENSEMBLE_BUILDER: 1.0

[WARNING] [2018-12-01 23:16:18,535:EnsembleBuilder(1):breast_cancer] No models better than random - using Dummy Score!

PRINTING DUMMY_SCORE FROM ENSEMBLE_BUILDER: 1.0

[WARNING] [2018-12-01 23:16:20,541:EnsembleBuilder(1):breast_cancer] No models better than random - using Dummy Score!

PRINTING DUMMY_SCORE FROM ENSEMBLE_BUILDER: 1.0

[WARNING] [2018-12-01 23:16:22,545:EnsembleBuilder(1):breast_cancer] No models better than random - using Dummy Score!

PRINTING DUMMY_SCORE FROM ENSEMBLE_BUILDER: 1.0

[WARNING] [2018-12-01 23:16:24,549:EnsembleBuilder(1):breast_cancer] No models better than random - using Dummy Score!

PRINTING DUMMY_SCORE FROM ENSEMBLE_BUILDER: 1.0

[WARNING] [2018-12-01 23:16:26,552:EnsembleBuilder(1):breast_cancer] No models better than random - using Dummy Score!

PRINTING DUMMY_SCORE FROM ENSEMBLE_BUILDER: 1.0

[WARNING] [2018-12-01 23:16:28,556:EnsembleBuilder(1):breast_cancer] No models better than random - using Dummy Score!

PRINTING DUMMY_SCORE FROM ENSEMBLE_BUILDER: 1.0

[WARNING] [2018-12-01 23:16:30,561:EnsembleBuilder(1):breast_cancer] No models better than random - using Dummy Score!

PRINTING DUMMY_SCORE FROM ENSEMBLE_BUILDER: 1.0

[WARNING] [2018-12-01 23:16:32,564:EnsembleBuilder(1):breast_cancer] No models better than random - using Dummy Score!

PRINTING DUMMY_SCORE FROM ENSEMBLE_BUILDER: 1.0

[WARNING] [2018-12-01 23:16:34,568:EnsembleBuilder(1):breast_cancer] No models better than random - using Dummy Score!

PRINTING DUMMY_SCORE FROM ENSEMBLE_BUILDER: 1.0

[WARNING] [2018-12-01 23:16:36,571:EnsembleBuilder(1):breast_cancer] No models better than random - using Dummy Score!

PRINTING DUMMY_SCORE FROM ENSEMBLE_BUILDER: 1.0

[WARNING] [2018-12-01 23:16:38,583:EnsembleBuilder(1):breast_cancer] No models better than random - using Dummy Score!

PRINTING DUMMY_SCORE FROM ENSEMBLE_BUILDER: 1.0

[WARNING] [2018-12-01 23:16:40,587:EnsembleBuilder(1):breast_cancer] No models better than random - using Dummy Score!

PRINTING DUMMY_SCORE FROM ENSEMBLE_BUILDER: 1.0

[WARNING] [2018-12-01 23:16:42,593:EnsembleBuilder(1):breast_cancer] No models better than random - using Dummy Score!

PRINTING DUMMY_SCORE FROM ENSEMBLE_BUILDER: 1.0

[WARNING] [2018-12-01 23:16:44,598:EnsembleBuilder(1):breast_cancer] No models better than random - using Dummy Score!

PRINTING DUMMY_SCORE FROM ENSEMBLE_BUILDER: 1.0

[WARNING] [2018-12-01 23:16:46,604:EnsembleBuilder(1):breast_cancer] No models better than random - using Dummy Score!

PRINTING DUMMY_SCORE FROM ENSEMBLE_BUILDER: 1.0

[WARNING] [2018-12-01 23:16:48,607:EnsembleBuilder(1):breast_cancer] No models better than random - using Dummy Score!

PRINTING DUMMY_SCORE FROM ENSEMBLE_BUILDER: 1.0

[WARNING] [2018-12-01 23:16:50,611:EnsembleBuilder(1):breast_cancer] No models better than random - using Dummy Score!

PRINTING DUMMY_SCORE FROM ENSEMBLE_BUILDER: 1.0

[WARNING] [2018-12-01 23:16:52,617:EnsembleBuilder(1):breast_cancer] No models better than random - using Dummy Score!

PRINTING DUMMY_SCORE FROM ENSEMBLE_BUILDER: 1.0

[WARNING] [2018-12-01 23:16:54,620:EnsembleBuilder(1):breast_cancer] No models better than random - using Dummy Score!

PRINTING DUMMY_SCORE FROM ENSEMBLE_BUILDER: 1.0

[WARNING] [2018-12-01 23:16:56,624:EnsembleBuilder(1):breast_cancer] No models better than random - using Dummy Score!

PRINTING DUMMY_SCORE FROM ENSEMBLE_BUILDER: 1.0

[WARNING] [2018-12-01 23:16:58,630:EnsembleBuilder(1):breast_cancer] No models better than random - using Dummy Score!

PRINTING DUMMY_SCORE FROM ENSEMBLE_BUILDER: 1.0

[WARNING] [2018-12-01 23:17:00,633:EnsembleBuilder(1):breast_cancer] No models better than random - using Dummy Score!

PRINTING DUMMY_SCORE FROM ENSEMBLE_BUILDER: 1.0

[WARNING] [2018-12-01 23:17:02,637:EnsembleBuilder(1):breast_cancer] No models better than random - using Dummy Score!

PRINTING DUMMY_SCORE FROM ENSEMBLE_BUILDER: 1.0

[WARNING] [2018-12-01 23:17:04,642:EnsembleBuilder(1):breast_cancer] No models better than random - using Dummy Score!

PRINTING DUMMY_SCORE FROM ENSEMBLE_BUILDER: 1.0

[WARNING] [2018-12-01 23:17:06,646:EnsembleBuilder(1):breast_cancer] No models better than random - using Dummy Score!

PRINTING DUMMY_SCORE FROM ENSEMBLE_BUILDER: 1.0

[WARNING] [2018-12-01 23:17:08,649:EnsembleBuilder(1):breast_cancer] No models better than random - using Dummy Score!

PRINTING DUMMY_SCORE FROM ENSEMBLE_BUILDER: 1.0

[WARNING] [2018-12-01 23:17:10,653:EnsembleBuilder(1):breast_cancer] No models better than random - using Dummy Score!

PRINTING DUMMY_SCORE FROM ENSEMBLE_BUILDER: 1.0

[WARNING] [2018-12-01 23:17:12,657:EnsembleBuilder(1):breast_cancer] No models better than random - using Dummy Score!

PRINTING DUMMY_SCORE FROM ENSEMBLE_BUILDER: 1.0

[WARNING] [2018-12-01 23:17:14,661:EnsembleBuilder(1):breast_cancer] No models better than random - using Dummy Score!

PRINTING DUMMY_SCORE FROM ENSEMBLE_BUILDER: 1.0

[WARNING] [2018-12-01 23:17:16,665:EnsembleBuilder(1):breast_cancer] No models better than random - using Dummy Score!

PRINTING DUMMY_SCORE FROM ENSEMBLE_BUILDER: 1.0

[WARNING] [2018-12-01 23:17:18,669:EnsembleBuilder(1):breast_cancer] No models better than random - using Dummy Score!

PRINTING DUMMY_SCORE FROM ENSEMBLE_BUILDER: 1.0

[WARNING] [2018-12-01 23:17:20,672:EnsembleBuilder(1):breast_cancer] No models better than random - using Dummy Score!

[(1.000000, MyDummyClassifier(configuration&＃061;1, init_params&＃061;None, random_state&＃061;None)),

]

Accuracy score 0.38461538461538464

[[55 0]

[88 0]]

推荐阅读

regex
web: _show -> _info 造轮子编程

问题场景用Java进行web开发过程当中，当遇到很多很多个字段的实体时，最苦恼的莫过于编辑字段的查看和修改界面，发现2个页面存在很多重复信息，能不能写一遍？有没有轮子用都不如自己造。解决方式笔者根据自 ... [详细]

蜡笔小新 2024-11-21 10:21:24
uri
spring boot使用jetty无法启动

spring boot使用jetty无法启动 ... [详细]

蜡笔小新 2024-11-21 10:15:52
char
Android与JUnit集成测试实践

本文探讨了如何在Android项目中集成JUnit进行单元测试，并详细介绍了修改AndroidManifest.xml文件以支持测试的方法。 ... [详细]

蜡笔小新 2024-11-20 18:30:14
range
将图像平移到画布中心python_python – Tkinter画布缩放移动/平移

高级缩放示例.就像谷歌地图一样.它仅缩放图块,但不缩放整个图像.因此,缩放的瓷砖占据了恒定的记忆,并且不会为大型缩放图像调整大小的图像.对于简化的缩放示例lookhere.在Win ... [详细]

蜡笔小新 2024-11-20 15:47:04
config
在Android中调用其他应用的Activity

本文介绍了如何在Android应用中通过Intent调用其他应用的Activity，并提供了详细的代码示例和注意事项。 ... [详细]

蜡笔小新 2024-11-17 17:53:47
config
Spring Boot + RabbitMQ 消息确认机制详解

本文详细介绍如何在 Spring Boot 项目中使用 RabbitMQ 的消息确认机制，包括消息发送确认和消息接收确认，帮助开发者解决在实际操作中可能遇到的问题。 ... [详细]

蜡笔小新 2024-11-16 20:54:38
config
如何使用 org.apache.tinkerpop.gremlin.structure.VertexProperty 的 key 方法

本文详细介绍了 `org.apache.tinkerpop.gremlin.structure.VertexProperty` 类中的 `key()` 方法，并提供了多个实际应用的代码示例。通过这些示例，读者可以更好地理解该方法在图数据库操作中的具体用途。 ... [详细]

蜡笔小新 2024-11-21 17:38:10
java
Struts2 + json+ jquery 实现三级联动action和jsp代码竟然有小红叉，提示缺双引号，检查了转义符号也没缺啊，求解

publicclassBindActionextendsActionSupport{privateStringproString;privateStringcitString; ... [详细]

蜡笔小新 2024-11-21 16:25:41
config
Spring AOP学习笔记Advice执行顺序

一、Advice执行顺序二、Advice在同一个Aspect中三、Advice在不同的Aspect中一、Advice执行顺序如果多个Advice和同一个JointPoint连接& ... [详细]

蜡笔小新 2024-11-21 15:28:36
java
java写简易五子棋游戏。

importjava.io.*;importjava.util.*;publicclass五子棋游戏{staticintm1;staticintn1;staticfinalintS ... [详细]

蜡笔小新 2024-11-20 17:34:54
range
机器学习（ML）三之多层感知机

深度学习主要关注多层模型，现在以多层感知机（multilayerperceptron，MLP）为例，介绍多层神经网络的概念。隐藏层多层感知机在单层神经网络的基础上引入了一到多个隐藏 ... [详细]

蜡笔小新 2024-11-19 19:02:28
controller
管理UINavigationController中的手势返回 - Managing Swipe Back Gestures in UINavigationController

本文介绍了如何在一个简单的闪存卡片应用中实现平滑的手势返回功能，以增强用户体验。 ... [详细]

蜡笔小新 2024-11-19 10:27:04
range
python并发打开网页_python并发_线程

关于进程的复习：#管道#数据的共享Managerdictlist#进程池#cpu个数1#retmap(func,iterable)#异步自带close和join#所有 ... [详细]

蜡笔小新 2024-11-17 13:24:48
range
使用 numpy.random.permutation 打乱数据并保持 x 和 y 的映射关系

在机器学习中，我们经常需要对训练数据进行随机打乱以提高模型的泛化能力。本文介绍如何使用 numpy.random.permutation 函数在打乱数据的同时保持 x 和 y 的原始映射关系。 ... [详细]

蜡笔小新 2024-11-16 18:15:17
python
岭回归及其应用

本文介绍了岭回归的基本原理，并通过Python中的sklearn库实现了岭回归模型。岭回归通过在代价函数中加入L2正则项，有效解决了多重共线性问题。 ... [详细]

蜡笔小新 2024-11-16 06:54:42

手机用户2502857067

这个家伙很懒，什么也没留下！

Tags | 热门标签

RankList | 热门文章