From e98483b67a39a71abeb65486effd0d57892bd847 Mon Sep 17 00:00:00 2001 From: dyonghan Date: Mon, 1 Jun 2020 22:02:33 +0800 Subject: [PATCH] project_1: optimize some content, modify .gitigore --- .gitignore | 8 ++++- project_1/1-Model_Optimization.ipynb | 54 +++++++++++++--------------- 2 files changed, 31 insertions(+), 31 deletions(-) diff --git a/.gitignore b/.gitignore index 66d762d..90a4621 100644 --- a/.gitignore +++ b/.gitignore @@ -128,7 +128,13 @@ dmypy.json # Pyre type checker .pyre/ -# system file +# MindSpore files +.dat +.ir +.meta +.ckpt + +# system files .DS_Store .swap diff --git a/project_1/1-Model_Optimization.ipynb b/project_1/1-Model_Optimization.ipynb index 1007af9..e498ed3 100644 --- a/project_1/1-Model_Optimization.ipynb +++ b/project_1/1-Model_Optimization.ipynb @@ -8,9 +8,9 @@ "\n", "## 作业介绍\n", "\n", - "模型调优和训练策略调优是当前深度学习领域最常见、最难和最耗费精力的工作,旨在降低训练难度,提高模型精度,减少模型大小,降低模型推理时延。本作业要求在给定LeNet5模型+CIFAR10数据集的基础上,对模型和训练策略进行调优,以验证精度、模型大小和推理时延为目标,优先级为精度>大小>时延。\n", + "模型调优和训练策略调优是当前深度学习领域最常见、最难和最耗费精力的工作,旨在降低训练难度,提高模型精度,减少模型大小,降低模型推理时延。本作业要求在给定LeNet5模型+CIFAR-10数据集的基础上,对模型和训练策略进行调优,以验证精度、模型大小和推理时延为目标,优先级为精度>大小>时延。\n", "\n", - "要求模型在CIFAR10验证集上的精度不低于60%,最终成绩可参考`0.50*精度(%) - 0.35*大小(MB) - 0.15*时延(ms)`的方式评定。\n", + "要求模型在CIFAR-10验证集上的精度不低于65%,最终成绩可参考`0.50*精度(%) - 0.35*大小(MB) - 0.15*时延(ms)`的方式评定。\n", "\n", "## 作业目的\n", "\n", @@ -51,13 +51,13 @@ "\n", "### 数据集准备\n", "\n", - "CIFAR-10是一个图片分类数据集,包含60000张32x32的彩色物体图片,训练集50000张,测试集10000张,共10类,每类6000张。CIFAR-10数据集的官网:[THE MNIST DATABASE](http://www.cs.toronto.edu/~kriz/cifar.html)。\n", + "CIFAR-10是一个图片分类数据集,包含60000张32x32的彩色物体图片,训练集50000张,测试集10000张,共10类,每类6000张。CIFAR-10数据集的官网:[The CIFAR-10 and CIFAR-100 datasets](http://www.cs.toronto.edu/~kriz/cifar.html)。\n", "\n", "从CIFAR-10官网下载“CIFAR-10 binary version (suitable for C programs)”到本地并解压。\n", "\n", "### 脚本准备\n", "\n", - "从[课程gitee仓库](https://gitee.com/mindspore/course)上下载对应的Jupyter Notebook(内容同本指导)。\n", + "从[课程gitee仓库](https://gitee.com/mindspore/course)上下载本作业相关脚本。\n", "\n", "### 上传文件\n", "\n", @@ -65,7 +65,7 @@ "\n", "```\n", "project_1\n", - "├── xxx.ipynb\n", + "├── *.ipynb\n", "└── cifar10\n", " ├── batches.meta.txt\n", " ├── eval\n", @@ -101,7 +101,7 @@ "\n", "## 作业内容\n", "\n", - "作业基于上述打开的Notebook进行,进行作业前请确保完成了上述准备工作。\n", + "作业基于上述打开的Notebook进行,进行作业前请确保完成了上述准备工作。如果Notebook资源不足,请参考实验1和实验2将本Notebook转为训练作业,进行调优和训练。\n", "\n", "> **提示:** 请从上至下阅读提示并执行代码框进行体验。代码框执行过程中左侧呈现[\\*],代码框执行完毕后左侧呈现如[1],[2]等。请等上一个代码框执行完毕后再执行下一个代码框。\n", "\n", @@ -110,7 +110,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -153,7 +153,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -165,7 +165,7 @@ } ], "source": [ - "DATA_DIR_TRAIN = \"cifar10rain\" # 训练集信息\n", + "DATA_DIR_TRAIN = \"cifar10/train\" # 训练集信息\n", "DATA_DIR_TEST = \"cifar10/eval\" # 测试集信息\n", "LABELS = \"cifar10/batches.meta.txt\" # 标签信息\n", "\n", @@ -268,12 +268,14 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "使用Pynative模式对网络进行调试,比如打印网络中某一层的输出shape:`print(output.shape())`。" + "### 模型调试\n", + "\n", + "使用Pynative模式对网络进行调试,比如使用Python原生的`print`打印网络中某一层的输出Shape:`print(output.shape())`,或者某个Tensor:`print(output)`。" ] }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -291,7 +293,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -314,7 +316,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ @@ -366,7 +368,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -451,7 +453,7 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -481,17 +483,9 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Latency(ms): 1.290428638458252\n" - ] - } - ], + "outputs": [], "source": [ "x = Tensor(np.ones([1, 3, 32, 32]), ms.float32)\n", "net = MyNet()\n", @@ -527,15 +521,15 @@ "\n", "| batch size | number of epochs | learning rate | decay type | optimizer | number of parameters(M) | latency(ms) | acc(%) |\n", "| -- | -- | -- | -- | -- | -- | -- | -- |\n", - "| x | x | x | x | x | x | x | x |\n", + "| 32 | | | | | | | |\n", "\n", "### 模型调优总结\n", "\n", - "请填写\n", + "请填写:\n", "\n", "### 训练策略调优总结\n", "\n", - "请填写\n" + "请填写:\n" ] } ], @@ -555,9 +549,9 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.6" + "version": "3.7.5" } }, "nbformat": 4, "nbformat_minor": 4 -} +} \ No newline at end of file -- GitLab