ConvergenceWarning

最新推荐文章于 2025-03-14 18:50:12 发布
原创 最新推荐文章于 2025-03-14 18:50:12 发布 · 3.7k 阅读 · 4 ·
CC 4.0 BY-SA版权
版权声明：本文为博主原创文章，遵循 CC 4.0 BY-SA 版权协议，转载请附上原文出处链接和本声明。
文章标签：

#python #机器学习

本文介绍了一种常见的机器学习错误，即Liblinear未能收敛的问题。通过增加迭代次数，从默认的1000次增加到10000次，可以有效解决此问题。对于使用LinearSVC的开发者来说，这是一个实用的解决方案。 
  • 出现错误
ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.
  "the number of iterations.", ConvergenceWarning)
  • 源代码
  • 修改：svm的LinearSVC的参数max_iter默认值为1000，改为更大的值，这里将其改为10000
  • clf = svm.LinearSVC(max_iter=10000)
Scikit-learn报错「ConvergenceWarning」：模型收敛失败与超参数调优的实践
shejizuopin的博客
05-17 1282
Scikit-learn中的ConvergenceWarning警告表示模型在设定的迭代次数内未能收敛，可能导致性能下降。本文分析了该警告的常见原因，包括迭代次数不足、优化器选择不当、数据质量差和正则化参数不合理，并提供了相应的解决方案，如增加迭代次数、调整优化器、数据预处理和正则化参数调优。此外，文章详细介绍了超参数调优的方法，如网格搜索、随机搜索和贝叶斯优化，并通过代码示例展示了如何通过交叉验证和学习曲线评估调优效果。通过这些实践，能够有效解决模型收敛问题并提升性能。
报错ConvergenceWarning: Stochastic Optimizer: Maximum iterations (200) reached and the optimization ha
喜欢大海
08-08 6455
执行下面代码出现报错： ConvergenceWarning: Stochastic Optimizer: Maximum iterations (200) reached and the optimization hasn’t converged yet. warnings.warn( clf = MLPClassifier() clf.fit(pred_train, np.ravel(tar_train, order='C')) predictions = clf.predict(pred_test
常见的机器学习中的Warning和Error
龙晨天的博客
05-14 9496
常见的机器学习中的Warning 1. ConvergenceWarning: ConvergenceWarning: lbfgs failed to converge (status=1): STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. Increase the number of iterations (max_iter) or scale the data as shown in: https://scikit-learn.org/stable/module
ConvergenceWarning: lbfgs failed to converge (status=1)
freeline的博客
04-20 4245
sklearn训练的收敛警告问题
convergencewarning
08-09
ConvergenceWarning是一个警告信息，通常在迭代算法中出现。它表示迭代的过程可能没有达到理想的收敛状态，即算法没有收敛到最优解。 出现ConvergenceWarning可能有几个原因。首先，数据可能不够充分，导致算法无法...
步骤1: 加载和处理数据... 数据加载完成: 135行, 2990列 步骤2: 对每列进行聚类分析... 开始对 2990 列进行聚类... D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) 聚类列时出错: could not convert string to float: 'GVH521703FCPR5PA5+A1B153B0131AB84R2100+FXR514214MY17VP9W+0A031272000123001023612263000000000000000000000SP4RC47MP0FHA150AAR0000000000000000000000000000AP5N2030QG4NJ4A555555C' 聚类列时出错: could not convert string to float: 'DMX' 聚类列时出错: could not convert string to float: 'GVH521703FCPR5PA5' 聚类列时出错: could not convert string to float: 'UNKNOWN' D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) 聚类列时出错: could not convert string to float: '51.7.19.66.L1_51.7.19.66.L2_2.3.13_66' 聚类列时出错: float() argument must be a string or a number, not 'Timestamp' 聚类列时出错: float() argument must be a string or a number, not 'Timestamp' 聚类列时出错: could not convert string to float: '155NITS_W255_FOS BLSH_W255_155NITS Band_V_d12_cen;155NITS_W255_FOS BLSH_W255_155NITS Band_V_d12_cen CoF;155NITS_W255_FOS BLSH_W255_155NITS subBand_V_d_cen;155NITS_W255_FOS BLSH_W255_155NITS subBand_V_d_cen CoF;155NITS_W255_FOS CU_W255_155NITS DUVCen;155NITS_W255_FOS CU_W255_155NITS DUVCen CoF;155NITS_W255_FOS CU_W255_155NITS DUVEdge;155NITS_W255_FOS CU_W255_155NITS DUVEdge CoF;155NITS_W255_FOS CU_W255_155NITS LUCen;155NITS_W255_FOS CU_W255_155NITS LUCen CoF;155NITS_W255_FOS CU_W255_155NITS LUEdge;155NITS_W255_FOS CU_W255_155NITS LUEdge CoF;155NITS_W255_FOS CU_W255_155NITS PMFOMLeftmax;155NITS_W255_FOS CU_W255_155NITS PMFOMLeftmax CoF;155NITS_W255_FOS CU_W255_155NITS PMFOMRightmax;155NITS_W255_FOS CU_W255_155NITS PMFOMRightmax CoF;155NITS_W255_FOS CU_W255_155NITS PMFOMTopmax;155NITS_W255_FOS CU_W255_155NITS PMFOMTopmax CoF;155NITS_W255_FOS CU_W255_155NITS PMFOMcentermax;155NITS_W255_FOS CU_W255_155NITS PMFOMcentermax CoF;155NITS_W255_FOS WU_W255_155NITS duvOverPanel;155NITS_W255_FOS WU_W255_155NITS duvOverPanel CoF;155NITS_W255_FOS WU_W255_155NITS duvWorstNeig;155NITS_W255_FOS WU_W255_155NITS duvWorstNeig CoF;650NITS_W255_FOS BLSH_W255_650NITS whiteSpot_cen;650NITS_W255_FOS BLSH_W255_650NITS whiteSpot_cen CoF;650NITS_W255_FOS CU_W255_650NITS DUVCen;650NITS_W255_FOS CU_W255_650NITS DUVCen CoF;650NITS_W255_FOS CU_W255_650NITS DUVEdge;650NITS_W255_FOS CU_W255_650NITS DUVEdge CoF;650NITS_W255_GDS GDS GDS_CPD_SCORE_ROI5;650NITS_W255_GDS GDS GDS_CPD_SCORE_ROI5 CoF;' D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) 聚类列时出错: could not convert string to float: '00E69CA900DF7DD000FF3F95' 聚类列时出错: could not convert string to float: '00174CEA0040D457' D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) 聚类列时出错: could not convert string to float: '01000000A40BEE00E21E0A0078D50700802A010031BCFD004E1901003DE5FFFFE0B90300E360FC00' D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs) D:\python 3.9.1\lib\site-packages\sklearn\base.py:1389: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (2). Possibly due to duplicate points in X. return fit_method(estimator, *args, **kwargs)
07-10
此外，`ConvergenceWarning` 表示算法未能收敛，这可能与数据分布、特征缩放或参数设置有关[^1]。 ### 解决方案 #### 1. 数据预处理：将字符串转换为数值 如果数据中包含时间戳或其他非数值字符串字段，需要将其...
convergencewarning:the mle may
最新发布
09-07
`ConvergenceWarning: The MLE (Maximum Likelihood Estimation) may` 警告通常在统计模型或机器学习模型的参数估计过程中出现，表明最大似然估计可能未收敛到最优解。以下是一些常见的解决办法： ### 增加迭代次数...
ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. ConvergenceW
qq_43631083的博客
09-20 1812
ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. ConvergenceW
ConvergenceWarning: Liblinear failed to converge, increase the number of iterations解决办法
weixin_45256499的博客
03-05 4042
训练时出现了这个警告 warnings.warn(ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. 根据提示，知道问题出在== Liblinear ==，它说Liblinear收敛失败，要增加迭代次数 解决： 找到Liblinear的字段 此处是默认值，默认max_iter=1000 要增加迭代，所以修改为max_iter=10000，或者其他数值，要大于默认值 再次运行，问题解决。
修复Scikit-learn中的ConvergenceWarning：模型未收敛
热门推荐
沉淀所学，分享所思，让热爱与成长同行。商务记录AI实战经验，助力开发者快速成长。 热爱AI，希望做出有影响力的技术成果。 技术点亮生活，分享连接价值与机会。 专注AI落地实战，陪你走好技术每一步。
07-07 5万+
大家好，我是默语，擅长全栈开发、运维和人工智能技术。ConvergenceWarning: 模型未收敛。这个警告通常出现在使用迭代优化算法训练模型时，表示模型未能在规定的迭代次数内收敛。本文将深入分析这个警告的原因，并提供详细的解决方案和代码示例。希望通过这篇文章，能够帮助大家更好地使用Scikit-learn进行机器学习模型的开发。是Scikit-learn中的一个警告，表示在使用迭代优化算法训练模型时，模型未能在规定的迭代次数内收敛。这通常意味着优化过程未能找到一个足够好的解，可能导致模型性能不佳。
ConvergenceWarning: The max_iter was reached which means the coef_ did not converge如何解决?
2302_76774649的博客
03-14 880
这样可以最大程度减少。
解决ConvergenceWarning: lbfgs failed to converge (status=1): STOP: TOTAL NO. of ITERATIONS REACHED L
牛肉胡辣汤
10-14 4329
通过了解lbfgs算法的原理和可能导致收敛困难的原因，我们可以采取相应的解决方法来解决​​警告信息。这些方法包括调整学习率、进行特征缩放、增加训练数据集和调整模型复杂度。同时，我们还可以使用​​warnings​​模块来忽略警告信息，以避免在模型训练过程中打印警告信息。
成功解决coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to inc
头部AI社区如有邀博主AI主题演讲请私信—心比天高，仗剑走天涯，保持热爱，奔赴向梦想！低调，专注，谦虚，自律，反思，成长，还算比较正能量的博主，公益免费传播…内心特别想在AI界做出一些可以推进历史进程影响力的技术(兴趣使然，有点小情怀，也有点使命感呀
03-05 2万+
成功解决coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to inc 目录 解决问题 解决思路 解决方法 解决问题 coordinate_descent.py:491: ConvergenceWarning: Objectiv...
解决AI训练中的“Convergence Warning”报错：提高模型稳定性 ️‍♂️
沉淀所学，分享所思，让热爱与成长同行。商务记录AI实战经验，助力开发者快速成长。 热爱AI，希望做出有影响力的技术成果。 技术点亮生活，分享连接价值与机会。 专注AI落地实战，陪你走好技术每一步。
07-20 3万+
在训练AI模型时，“Convergence Warning”报错常常困扰着开发者。这类警告通常提示模型在训练过程中未能收敛，导致结果不稳定或不准确。本文将详细分析“Convergence Warning”报错的成因，并提供一系列提高模型稳定性的技巧和方法，以帮助大家优化模型训练过程。🌟在本文中，我们详细分析了“Convergence Warning”报错的成因，并提供了一系列提高模型稳定性的技巧。希望这些方法能够帮助大家更好地进行AI模型的训练。如果你有任何问题或更好的建议，欢迎在评论区分享！👇。
做回归分析时import ConvergenceWarning出错的问题
weixin_44114013的博客
06-09 1377
导入时出现下列问题 FutureWarning: The sklearn.linear_model.coordinate_descent module is deprecated in version 0.22 and will be removed in version 0.24. The corresponding classes / functions should instead be imported from sklearn.linear_model. Anything that cann
scikit-learn MLPRegressor函数出现ConvergenceWarning
蛋烘糕的博客
04-02 1万+
ConvergenceWarning: Stochastic Optimizer: Maximum iterations (200) reached and the optimization hasn't converged yet. % self.max_iter, ConvergenceWarning)其实就是迭代了200次但是还是没达到最佳拟合，只需要在创建MLPRegressor的时候加一...
机器学习遇到的问题ConvergenceWarning
qq_61642842的博客
03-22 612
机器学习遇到的问题ConvergenceWarning
python改错——ConvergenceWarning: The max_iter was reached which means the coef_ did not converge "
qq_38143062的博客
11-13 8920
使用LogisticRegression类对数据进行逻辑回归拟合，运行程序后,得到警告： ConvergenceWarning: The max_iter was reached which means the coef_ did not converge "the coef_ did not converge", ConvergenceWarning) 说明我们设置的迭代次数不够,参数未收敛...
评论
添加红包

请填写红包祝福语或标题

个

红包个数最小为10个

元

红包金额最低5元

当前余额3.43元 前往充值 >
需支付：10.00元
成就一亿技术人!
领取后你会自动成为博主和红包主的粉丝 规则
hope_wisdom
发出的红包

打赏作者

骑着蚂蚁去看海i

你的鼓励将是我创作的最大动力

¥1 ¥2 ¥4 ¥6 ¥10 ¥20
扫码支付：¥1
获取中
扫码支付

您的余额不足，请更换扫码支付或充值

打赏作者

实付元
使用余额支付
点击重新获取
扫码支付
钱包余额 0

抵扣说明：

1.余额是钱包充值的虚拟货币，按照1:1的比例进行支付金额的抵扣。
2.余额无法直接购买下载，可以购买VIP、付费专栏及课程。

余额充值