From 43a8f37eb85868a1d28f5db57db69bada61c9d64 Mon Sep 17 00:00:00 2001 From: Luo Mai Date: Wed, 27 Apr 2022 21:18:15 +0100 Subject: [PATCH] pass of mlsys position. --- ...quirements_for_machine_learning_systems.md | 33 ++- img/ch01/framework_position.png | Bin 0 -> 178293 bytes img/ch01/framework_position.svg | 270 ------------------ 3 files changed, 16 insertions(+), 287 deletions(-) create mode 100644 img/ch01/framework_position.png delete mode 100644 img/ch01/framework_position.svg diff --git a/chapter_introduction/requirements_for_machine_learning_systems.md b/chapter_introduction/requirements_for_machine_learning_systems.md index 9064410..b31ac91 100644 --- a/chapter_introduction/requirements_for_machine_learning_systems.md +++ b/chapter_introduction/requirements_for_machine_learning_systems.md @@ -1,39 +1,38 @@ ## 机器学习系统的需求 -![机器学习框架](../img/ch01/framework_position.svg) +![机器学习框架](../img/ch01/framework_position.png) :width:`600px` :label:`framework_position` -为了支持日益增长的机器学习应用,开发者普遍需要依赖机器学习系统(如 :numref:`framework_position`所示)。在设计这种系统的过程中,人们总结出了以下几个设计需求: +为了支持日益增长的机器学习应用,开发者需要设计机器学习系统来满足以下需求(如 :numref:`framework_position`所示): - **支持多种神经网络:** - 深度学习的崛起使得神经网络成为了机器学习应用的核心。不同的应用具有多种数据形态和学习目标,因此人们设计出了不同的神经网络,例如,卷积神经网络(Convolutional + 深度学习的巨大成功使得神经网络成为了机器学习应用的核心。不同的应用需要不同的神经网络,例如,卷积神经网络(Convolutional Neural Networks),图神经网络(Graph Neural Networks),自注意力神经网络(Self-attention Neural - Networks)等等。这些不同的神经网络需要一个共同的系统软件来进行开发。 + Networks)等等。这些神经网络需要一个共同的系统软件来进行开发。 - **支持自动微分:** - 神经网络模型的核心计算需求是:系统需要利用数据、标注(Label)和目标损失函数(Loss - Function)计算梯度(Gradients),并将梯度用以更新神经网络参数。这其中的挑战是如何让系统对于各式各样的神经网络都能**自动化**推导出梯度的计算方法,这个推导过程往往被称之为自动微分。 + 为了训练神经网络,我们需要利用数据、标注(Label)和目标损失函数(Loss + Function)来计算梯度(Gradients)。因此,我们需要一个通用系统**自动化**推导出梯度的计算方法,这个推导过程被称之为自动微分。 - **支持数据管理和处理:** - 机器学习的核心是数据,这其中不仅包括训练、评估和测试数据集,还包括训练后产生的模型参数(Checkpoint),以及训练过程中产生的调试数据(Debugging - Data)。为了方便这些数据快速导入机器学习框架,我们需要框架本身支持不同类型的数据,以及进行高效的数据处理(如:数据增强和数据清洗)。 + 机器学习的核心是数据。这些数据不仅包括训练、评估和测试数据集,还包括训练后产生的模型参数。因此,我们需要系统本身支持数据读取,存储和预处理(例如,数据增强和数据清洗)。 - **支持模型的训练和部署:** - 为了让机器学习模型达到最佳的性能,人们需要使用各种优化方法(例如Mini-Batch - SGD和其变种)来迭代计算梯度,最终模型的性能达到令开发者满意的状态(该过程称为训练)。同时,根据应用的要求,训练好的模型也需要部署到各种计算设备中,以提供模型推理服务(Inference)。 + 为了让机器学习模型达到最佳的性能,人们需要使用优化方法(例如,Mini-Batch + SGD)来**迭代**计算梯度(这一过程称之为训练)。训练完成后,系统需要将训练好的模型部署推理设备。 -- **高效使用计算加速器:** - 神经网络的相关计算可以被表达成矩阵计算,而这一类计算可以被计算加速器(如GPU)极大地加速。因此,机器学习框架需要具备高效利用加速器的能力。 +- **高效使用硬件加速器:** + 神经网络的相关计算往往通过矩阵计算实现。这一类计算可以被硬件加速器(例如,通用图形处理器-GPU)加速。因此,机器学习系统需要高效利用硬件加速器。 - **分布式计算:** - 随着数据量的增大和应用的复杂度上升,人们正设计出与之相对应的大型深度神经网络。这一类神经网络往往需要大量的内存来存储参数。同时它们也需要大量的加速器从而实现计算的加速。因此,机器学习框架需要具备分布式执行的能力。 + 随着训练数据量和神经网络参数量的上升,机器学习系统的内存用量远远超过了单机内存的容量。因此,机器学习框架需要天然具备分布式执行的能力。 -在设计机器学习系统之初,开发者曾尝试通过传统的**神经网络开发库**(如Theano和Caffe)、以及**大数据计算框架**(如Apache +在设计机器学习系统之初,开发者曾尝试通过拓展**神经网络开发库**(如Theano和Caffe)和**大数据计算框架**(如Apache Spark和Google -Pregel)等方式来达到以上设计目标。可是他们发现(如 :numref:`comparison_of_ml_frameworks`所示), -神经网络库虽然提供了神经网络开发、自动微分和加速器的支持,但是其缺乏管理和处理大型数据集、模型部署和分布式执行的能力,使得其无法满足产品级机器学习应用的开发。 -此外,虽然大数据计算框架具有成熟的分布式执行和数据管理能力,但是其缺乏对神经网络、自动微分和加速器的支持,使得其并不适合开发以神经网络为核心的机器学习应用。因此,业界从头设计出了包括MindSpore、PaddlePaddle、TensorFlow,PyTorch等一系列机器学习框架。 +Pregel)来达到以上目标。可是他们发现(如 :numref:`comparison_of_ml_frameworks`所示), +神经网络库虽然提供了神经网络开发、自动微分和加速器的支持,但是其缺乏管理和处理大型数据集、模型部署和分布式执行的能力,无法满足产品级机器学习应用的开发任务。 +另一方面,虽然大数据计算框架具有成熟的分布式执行和数据管理能力,但是其缺乏对神经网络、自动微分和加速器的支持,使得其并不适合开发以神经网络为核心的机器学习应用。因此,业界从头开始,设计出了包括MindSpore、PaddlePaddle、TensorFlow,PyTorch等一系列机器学习框架。 :机器学习框架和相关系统的比较 diff --git a/img/ch01/framework_position.png b/img/ch01/framework_position.png new file mode 100644 index 0000000000000000000000000000000000000000..f178f1f74926a5b721c07828559bb1037abacb8f GIT binary patch literal 178293 zcmeFZbzIYJ+Xt*%7=Seq22whdPU#K_Y3U9@=@2Fz6S&YJCDJ)ULK^8BsB|hddPt2B zCOO8~c;|ILmvKM$bw7W<@2j7|PJjEco#$~L$M^UiaW4G6rt(Gd>*S|Sow}%UPeJF@ zsq>VlPMzgHf0lUVGpkZG@#!>JM_K+<*&zKI@jpI~j8tqjG){34$LCLxp1ywS%(q*J 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