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Bump commons-beanutils from 1.8.3 to 1.9.4 in /omega-engine-v2 #4
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Bump commons-beanutils from 1.8.3 to 1.9.4 in /omega-engine-v2 #4
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dependabot/maven/omega-engine-v2/commons-beanutils-commons-beanutils-1.9.4
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Commits on Jul 15, 2021
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版本 2.0.0.1 1.优化卷积方法,采用im2col代替原有卷积操作,使用ejml代替原有矩阵乘法,从而提升卷积操作的计算效率. 2.加入多线程,采用线程池提升总体计算效率,线程任务以batchSize分发,以单个样本训练为一个任务单元. 3.新增BN层(Batch Normalization)实现,使用批归一化操作可以使得模型的训练速度大大提高,同时可一定程度上避免梯度消失或梯度爆炸. 4.新增Adam Optimizer(Adam优化器). 5.优化Momentum优化器实现. 6.新增UpdaterFactory(优化器工厂). 7.新增LeakyRelu层,leakyRelu激活函数对比Relu函数,可避免隐加权求和之后结果为负数而导致的梯度为0的情况. 8.新增Dropout层实现,使用dropout操作可以一定程度上减轻过拟合现象. 9.细化矩阵操作工具类 9.1 MatrixOperation类封装矩阵运算操作. 9.2 PrintUtils类封装矩阵打印操作. 9.3 RandomUtils类封装随机数生成操作. 9.4 MatrixUtils类封装矩阵创建,初始化等操作. 10.添加模型保存功能,保存格式为json对象.
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Bump commons-beanutils from 1.8.3 to 1.9.4 in /omega-engine-v2
Bumps commons-beanutils from 1.8.3 to 1.9.4. --- updated-dependencies: - dependency-name: commons-beanutils:commons-beanutils dependency-type: direct:production ... Signed-off-by: dependabot[bot] <support@github.com>
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