当前位置: 首页>>代码示例>>Python>>正文


Python RealFeatures.set_preprocessed方法代码示例

本文整理汇总了Python中shogun.Features.RealFeatures.set_preprocessed方法的典型用法代码示例。如果您正苦于以下问题:Python RealFeatures.set_preprocessed方法的具体用法?Python RealFeatures.set_preprocessed怎么用?Python RealFeatures.set_preprocessed使用的例子?那么恭喜您, 这里精选的方法代码示例或许可以为您提供帮助。您也可以进一步了解该方法所在shogun.Features.RealFeatures的用法示例。


在下文中一共展示了RealFeatures.set_preprocessed方法的1个代码示例,这些例子默认根据受欢迎程度排序。您可以为喜欢或者感觉有用的代码点赞,您的评价将有助于系统推荐出更棒的Python代码示例。

示例1: serialization_complex_example

# 需要导入模块: from shogun.Features import RealFeatures [as 别名]
# 或者: from shogun.Features.RealFeatures import set_preprocessed [as 别名]
def serialization_complex_example(num=5, dist=1, dim=10, C=2.0, width=10):
	import os
	from numpy import concatenate, zeros, ones
	from numpy.random import randn, seed
	from shogun.Features import RealFeatures, Labels
	from shogun.Classifier import GMNPSVM
	from shogun.Kernel import GaussianKernel
	from shogun.IO import SerializableHdf5File,SerializableAsciiFile, \
			SerializableJsonFile,SerializableXmlFile,MSG_DEBUG
	from shogun.Preprocessor import NormOne, LogPlusOne

	seed(17)

	data=concatenate((randn(dim, num), randn(dim, num) + dist,
					  randn(dim, num) + 2*dist,
					  randn(dim, num) + 3*dist), axis=1)
	lab=concatenate((zeros(num), ones(num), 2*ones(num), 3*ones(num)))

	feats=RealFeatures(data)
	#feats.io.set_loglevel(MSG_DEBUG)
	kernel=GaussianKernel(feats, feats, width)

	labels=Labels(lab)

	svm = GMNPSVM(C, kernel, labels)

	feats.add_preprocessor(NormOne())
	feats.add_preprocessor(LogPlusOne())
	feats.set_preprocessed(1)
	svm.train(feats)

	#svm.print_serializable()

	fstream = SerializableHdf5File("blaah.h5", "w")
	status = svm.save_serializable(fstream)
	check_status(status)

	fstream = SerializableAsciiFile("blaah.asc", "w")
	status = svm.save_serializable(fstream)
	check_status(status)

	fstream = SerializableJsonFile("blaah.json", "w")
	status = svm.save_serializable(fstream)
	check_status(status)

	fstream = SerializableXmlFile("blaah.xml", "w")
	status = svm.save_serializable(fstream)
	check_status(status)


	fstream = SerializableHdf5File("blaah.h5", "r")
	new_svm=GMNPSVM()
	status = new_svm.load_serializable(fstream)
	check_status(status)
	new_svm.train()

	fstream = SerializableAsciiFile("blaah.asc", "r")
	new_svm=GMNPSVM()
	status = new_svm.load_serializable(fstream)
	check_status(status)
	new_svm.train()

	fstream = SerializableJsonFile("blaah.json", "r")
	new_svm=GMNPSVM()
	status = new_svm.load_serializable(fstream)
	check_status(status)
	new_svm.train()

	fstream = SerializableXmlFile("blaah.xml", "r")
	new_svm=GMNPSVM()
	status = new_svm.load_serializable(fstream)
	check_status(status)
	new_svm.train()

	os.unlink("blaah.h5")
	os.unlink("blaah.asc")
	os.unlink("blaah.json")
	os.unlink("blaah.xml")
	return svm,new_svm
开发者ID:Anshul-Bansal,项目名称:gsoc,代码行数:81,代码来源:serialization_complex_example.py


注:本文中的shogun.Features.RealFeatures.set_preprocessed方法示例由纯净天空整理自Github/MSDocs等开源代码及文档管理平台,相关代码片段筛选自各路编程大神贡献的开源项目,源码版权归原作者所有,传播和使用请参考对应项目的License;未经允许,请勿转载。