From da9e6e4248387cd206e0154d3c45aa7fd4649397 Mon Sep 17 00:00:00 2001 From: zhangyi Date: Mon, 21 Mar 2022 09:25:38 +0800 Subject: [PATCH 1/3] update translation according to the changed English --- tutorials/source_en/beginner/autograd.md | 200 +++++++------ tutorials/source_en/beginner/dataset.md | 272 ++++++------------ .../beginner/images/introduction2.png | Bin 44652 -> 140627 bytes .../beginner/images/introduction4.png | Bin 0 -> 174072 bytes .../source_en/beginner/introduction.ipynb | 37 ++- .../source_en/beginner/quick_start.ipynb | 85 +++--- tutorials/source_en/beginner/tensor.ipynb | 119 ++++---- 7 files changed, 318 insertions(+), 395 deletions(-) create mode 100644 tutorials/source_en/beginner/images/introduction4.png diff --git a/tutorials/source_en/beginner/autograd.md b/tutorials/source_en/beginner/autograd.md index 31c200b3eb..dd8921a8b9 100644 --- a/tutorials/source_en/beginner/autograd.md +++ b/tutorials/source_en/beginner/autograd.md @@ -4,68 +4,71 @@ -Automatic differentiation is commonly used when implementing machine learning algorithms such as backpropagation for training neural networks. By using automatic differentiation, multi-layer composite functions could be divided into several simple computational steps, thereby helping users avoid implementing complex derivation codes. As a result, automatic differentiation enables ease of use of MindSpore. +Automatic differentiation is able to calculate the derivative value of a derivative function at a certain point, which is a generalization of backpropagation algorithms. The main problem solved by automatic differentiation is to decompose a complex mathematical operation into a series of simple basic operations, which shields the user from a large number of details and processes of differentiation, which greatly reduces the threshold for the use of the framework. -The first-order derivative method of MindSpore is `mindspore.ops.GradOperation (get_all=False, get_by_list=False, sens_param=False)`. When `get_all` is set to `False`, the first input derivative is computed. When `get_all` is set to `True`, all input derivatives are computed. When `get_by_list` is set to `False`, weight derivatives are not computed. When `get_by_list` is set to `True`, the weight derivative is computed. `sens_param` scales the output value of the network to change the final gradient. The following uses the MatMul operator derivative for in-depth analysis. +MindSpore uses `ops.GradOperation` to calculate a first-order derivative, and the attributes of the first-order derivative are as the following: -Import the required modules and APIs: +- `get_all`:Whether to derive the input parameters, the default value is False. +- `get_by_list`:Whether to derive the weight parameters, the default value is False. +- `sens_param`:Whether to scale the output value of the network to change the final gradient, the default value is False. -```python -import numpy as np -import mindspore.nn as nn -import mindspore.ops as ops -from mindspore import Tensor -from mindspore import ParameterTuple, Parameter -from mindspore import dtype as mstype -``` +This chapter uses `ops.GradOperation` in MindSpore to find first-order derivatives of the function $y=wx+b$. ## First-order Derivative of the Input -To compute the input derivative, you need to define a network requiring a derivative. The following uses a network $f(x,y)=z *x* y$ formed by the MatMul operator as an example. - -The network structure is as follows: +The formula needs to be defined before the input can be derived: +$$ +y=wx+b \tag {1} +$$ +The example code below is an expression of Equation (1), and since MindSpore is functionally programmed, all expressions of computational formulas are represented as functions. ```python +import numpy as np +import mindspore.nn as nn +from mindspore import Tensor, Parameter + class Net(nn.Cell): def __init__(self): super(Net, self).__init__() - self.matmul = ops.MatMul() - self.z = Parameter(Tensor(np.array([1.0], np.float32)), name='z') + self.w = Parameter(Tensor(np.array([6], np.float32)), name='w') + self.b = Parameter(Tensor(np.array([1.0], np.float32)), name='b') - def construct(self, x, y): - x = x * self.z - out = self.matmul(x, y) + def construct(self, x): + out = x * self.w + self.b return out ``` -Define the network requiring the derivative. In the `__init__` function, define the `self.net` and `ops.GradOperation` networks. In the `construct` function, compute the derivative of `self.net`. - -The network structure is as follows: +Define the derivative class `GradNet`. In the `__init__` function, define the `self.net` and `ops.GradOperation` networks. In the `construct` function, compute the derivative of `self.net`. Its corresponding MindSpore internally produces the following formula (2): +$$ +y^{'}=w\tag {2} +$$ ```python -class GradNetWrtX(nn.Cell): +from mindspore import dtype as mstype +import mindspore.ops as ops + +class GradNet(nn.Cell): def __init__(self, net): - super(GradNetWrtX, self).__init__() + super(GradNet, self).__init__() self.net = net self.grad_op = ops.GradOperation() - def construct(self, x, y): + def construct(self, x): gradient_function = self.grad_op(self.net) - return gradient_function(x, y) + return gradient_function(x) ``` Define the input and display the output: ```python -x = Tensor([[0.8, 0.6, 0.2], [1.8, 1.3, 1.1]], dtype=mstype.float32) -y = Tensor([[0.11, 3.3, 1.1], [1.1, 0.2, 1.4], [1.1, 2.2, 0.3]], dtype=mstype.float32) -output = GradNetWrtX(Net())(x, y) +x = Tensor([6], dtype=mstype.float32) +output = GradNet(Net())(x) + print(output) ``` ```text - [[4.5099998 2.7 3.6000001] - [4.5099998 2.7 3.6000001]] + [6.] ``` If the derivatives of the `x` and `y` inputs are considered, you only need to set `self.grad_op = GradOperation(get_all=True)` in `GradNetWrtX`. @@ -74,122 +77,139 @@ If the derivatives of the `x` and `y` inputs are considered, you only need to se To compute weight derivatives, you need to set `get_by_list` in `ops.GradOperation` to `True`. -The `GradNetWrtX` structure is as follows: - ```python -class GradNetWrtX(nn.Cell): +from mindspore import ParameterTuple + +class GradNet(nn.Cell): def __init__(self, net): - super(GradNetWrtX, self).__init__() + super(GradNet, self).__init__() self.net = net self.params = ParameterTuple(net.trainable_params()) - self.grad_op = ops.GradOperation(get_by_list=True) + self.grad_op = ops.GradOperation(get_by_list=True) # Set the first-order differentiation of the weight parameters - def construct(self, x, y): + def construct(self, x): gradient_function = self.grad_op(self.net, self.params) - return gradient_function(x, y) + return gradient_function(x) ``` -Run and display the output: +Next, derive the function: ```python -output = GradNetWrtX(Net())(x, y) +# Perform a derivative calculation on the function +x = Tensor([6], dtype=mstype.float32) +output = GradNet(Net())(x) + +# Print the results print(output) +print(f"wgrad: {output[0]}\nbgrad: {output[1]}") ``` ```text -(Tensor(shape=[1], dtype=Float32, value= [ 2.15359993e+01]),) +(Tensor(shape=[1], dtype=Float32, value= [ 6.00000000e+00]), Tensor(shape=[1], dtype=Float32, value= [ 1.00000000e+00])) +wgrad: [6.] +bgrad: [1.] ``` If computation of certain weight derivatives is not required, set `requirements_grad` to `False` when defining the network requiring derivatives. ```Python -self.z = Parameter(Tensor(np.array([1.0], np.float32)), name='z', requires_grad=False) -``` +class Net(nn.Cell): + def __init__(self): + super(Net, self).__init__() + self.w = Parameter(Tensor(np.array([6], np.float32)), name='w') + self.b = Parameter(Tensor(np.array([1.0], np.float32)), name='b', requires_grad=False) -## Gradient Value Scaling + def construct(self, x): + out = x * self.w + self.b + return out -You can use the `sens_param` parameter to scale the output value of the network to change the final gradient. Set `sens_param` in `ops.GradOperation` to `True` and determine the scaling index. The dimension must be the same as the output dimension. +class GradNet(nn.Cell): + def __init__(self, net): + super(GradNet, self).__init__() + self.net = net + self.params = ParameterTuple(net.trainable_params()) + self.grad_op = ops.GradOperation(get_by_list=True) -The scaling index `self.grad_wrt_output` may be in the following format: + def construct(self, x): + gradient_function = self.grad_op(self.net, self.params) + return gradient_function(x) -```python -self.grad_wrt_output = Tensor([[s1, s2, s3], [s4, s5, s6]]) +# Build a derivative network +x = Tensor([6], dtype=mstype.float32) +output = GradNet(Net())(x) + +print(output) +``` + +```text +(Tensor(shape=[1], dtype=Float32, value= [ 6.00000000e+00]),) ``` -The `GradNetWrtX` structure is as follows: +## Gradient Value Scaling + +You can use the `sens_param` parameter to scale the output value of the network to change the final gradient. Set `sens_param` in `ops.GradOperation` to `True` and determine the scaling index. The dimension must be the same as the output dimension. ```python -class GradNetWrtX(nn.Cell): +class GradNet(nn.Cell): def __init__(self, net): - super(GradNetWrtX, self).__init__() + super(GradNet, self).__init__() self.net = net + # Derivative operation self.grad_op = ops.GradOperation(sens_param=True) - self.grad_wrt_output = Tensor([[0.1, 0.6, 0.2], [0.8, 1.3, 1.1]], dtype=mstype.float32) + # Scale index + self.grad_wrt_output = Tensor([0.1], dtype=mstype.float32) - def construct(self, x, y): + def construct(self, x): gradient_function = self.grad_op(self.net) - return gradient_function(x, y, self.grad_wrt_output) + return gradient_function(x, self.grad_wrt_output) + +x = Tensor([6], dtype=mstype.float32) +output = GradNet(Net())(x) -output = GradNetWrtX(Net())(x, y) print(output) ``` ```text -[[2.211 0.51 1.49 ] - [5.588 2.68 4.07 ]] +[0.6] ``` -## Stop Gradient +## Stopping Gradient We can use `stop_gradient` to disable calculation of gradient for certain operators. For example: ```python -import numpy as np -import mindspore.nn as nn -import mindspore.ops as ops -from mindspore import Tensor -from mindspore import ParameterTuple, Parameter -from mindspore import dtype as mstype from mindspore.ops import stop_gradient class Net(nn.Cell): def __init__(self): super(Net, self).__init__() - self.matmul = ops.MatMul() + self.w = Parameter(Tensor(np.array([6], np.float32)), name='w') + self.b = Parameter(Tensor(np.array([1.0], np.float32)), name='b') - def construct(self, x, y): - out1 = self.matmul(x, y) - out2 = self.matmul(x, y) - out2 = stop_gradient(out2) - out = out1 + out2 + def construct(self, x): + out = x * self.w + self.b + # Stops updating the gradient, and out does not contribute to gradient calculations + out = stop_gradient(out) return out -class GradNetWrtX(nn.Cell): +class GradNet(nn.Cell): def __init__(self, net): - super(GradNetWrtX, self).__init__() + super(GradNet, self).__init__() self.net = net - self.grad_op = ops.GradOperation() + self.params = ParameterTuple(net.trainable_params()) + self.grad_op = ops.GradOperation(get_by_list=True) - def construct(self, x, y): - gradient_function = self.grad_op(self.net) - return gradient_function(x, y) + def construct(self, x): + gradient_function = self.grad_op(self.net, self.params) + return gradient_function(x) -x = Tensor([[0.8, 0.6, 0.2], [1.8, 1.3, 1.1]], dtype=mstype.float32) -y = Tensor([[0.11, 3.3, 1.1], [1.1, 0.2, 1.4], [1.1, 2.2, 0.3]], dtype=mstype.float32) -output = GradNetWrtX(Net())(x, y) -print(output) -``` +x = Tensor([6], dtype=mstype.float32) +output = GradNet(Net())(x) -```text - [[4.5, 2.7, 3.6], - [4.5, 2.7, 3.6]] +print(f"wgrad: {output[0]}\nbgrad: {output[1]}") ``` -Here, we set `stop_gradient` to `out2`, so this operator does not have any contribution to gradient. If we delete `out2 = stop_gradient(out2)`, the result is: - ```text - [[9.0, 5.4, 7.2], - [9.0, 5.4, 7.2]] +wgrad: [0.] +bgrad: [0.] ``` - -After we do not set `stop_gradient` to `out2`, it will make the same contribution to gradient as `out1`. So we can see that each result has doubled. \ No newline at end of file diff --git a/tutorials/source_en/beginner/dataset.md b/tutorials/source_en/beginner/dataset.md index 35de7d8632..dd08b4c580 100644 --- a/tutorials/source_en/beginner/dataset.md +++ b/tutorials/source_en/beginner/dataset.md @@ -1,252 +1,148 @@ -# Loading and Processing Data - -`Ascend` `GPU` `CPU` `Beginner` `Data Preparation` +# Data Processing -MindSpore provides APIs for loading common datasets and datasets in standard formats. You can directly use the corresponding dataset loading class in mindspore.dataset to load data. The dataset class provides common data processing APIs for users to quickly process data. +Data is the foundation of deep learning, and inputting the high-quality data plays an active role in the entire deep neural network. [mindspore.dataset](https://www.mindspore.cn/docs/api/en/master/api_python/mindspore.dataset.html) provides a loading interface for some commonly used datasets and standard format datasets, enabling users to quickly perform data processing operations. For the image datasets, users can use `mindvision.dataset` to load and process datasets. -## Data Preparation +> `mindvision.dataset`is a dataset interface developed on the basis of `mindspore.dataset`. In addition to providing dataset loading capabilities, `mindvision.dataset` further provides dataset download capabilities, data processing, and data enhancement capabilities. This chapter first describes how to load and process a CIFAR-10 dataset by using the `mindvision.dataset.Cifar10` interface, and then describes how to use `mindspore.dataset.GeneratorDataset` to implement custom dataset loading. -Execute the following command to download and decompress the CIFAR-10 and MNIST dataset to the specified location. +## Data Process -```python -import os -import requests -import tarfile -import zipfile - -def download_dataset(url, target_path): - """download and decompress dataset""" - if not os.path.exists(target_path): - os.makedirs(target_path) - download_file = url.split("/")[-1] - if not os.path.exists(download_file): - res = requests.get(url, stream=True, verify=False) - if download_file.split(".")[-1] not in ["tgz","zip","tar","gz"]: - download_file = os.path.join(target_path, download_file) - with open(download_file, "wb") as f: - for chunk in res.iter_content(chunk_size=512): - if chunk: - f.write(chunk) - if download_file.endswith("zip"): - z = zipfile.ZipFile(download_file, "r") - z.extractall(path=target_path) - z.close() - if download_file.endswith(".tar.gz") or download_file.endswith(".tar") or download_file.endswith(".tgz"): - t = tarfile.open(download_file) - names = t.getnames() - for name in names: - t.extract(name, target_path) - t.close() - -download_dataset("https://mindspore-website.obs.cn-north-4.myhuaweicloud.com/notebook/datasets/cifar-10-binary.tar.gz", "./datasets") -download_dataset("https://mindspore-website.obs.cn-north-4.myhuaweicloud.com/notebook/datasets/MNIST_Data.zip", "./datasets") -``` +In the network training and inference process, the raw data is generally stored in a disk or database. The raw data needs to be read into the memory space through the data loading step, converted into a framework-common tensor format, and then mapped to a more easy-to-learn space through the data processing and augmentation steps. While the number of samples and generalization is increased, the data finally enters the network for calculation. -The directory structure of the CIFAR-10 dataset file is as follows: +The overall process is shown in the following figure: -```text -./datasets/cifar-10-batches-bin -├── batches.meta.txt -├── data_batch_1.bin -├── data_batch_2.bin -├── data_batch_3.bin -├── data_batch_4.bin -├── data_batch_5.bin -├── readme.html -└── test_batch.bin -``` +![dataset_pipeline](https://gitee.com/mindspore/docs/raw/tutorials-develop/tutorials/source_zh_cn/beginner/images/dataset_pipeline.png) -Refer to [Quick Start](https://www.mindspore.cn/tutorials/en/master/quick_start.html#downloading-the-dataset) for the directory structure of MINIST dataset files. +### Dataset -## Loading the Dataset +A dataset is a collection of samples, and a row of a dataset is a sample that contains one or more features, and may further contain a label. The dataset needs to meet certain specification requirements to make it easier to evaluate the effectiveness of the model. -In the following example, the CIFAR-10 dataset is loaded through the `Cifar10Dataset` API, and the first five samples are obtained using the sequential sampler. +Dataset supports multiple format datasets, including MindRecord, a MindSpore self-developed data format, commonly used public image datasets and text datasets, user-defined datasets, etc. -```python -import mindspore.dataset as ds +### Dataset Loading -DATA_DIR = "./datasets/cifar-10-batches-bin" -sampler = ds.SequentialSampler(num_samples=5) -dataset = ds.Cifar10Dataset(DATA_DIR, sampler=sampler) -``` +Dataset loading allows the model to be continuously acquired for training during training. Dataset provides corresponding classes for a variety of commonly used datasets to load datasets. For data files in different storage formats, Dataset also has corresponding classes for data loading. -## Iterating Dataset +Dataset provides multiple uses of the sampler (Sampler), and the sampler is responsible for generating the read index sequence. The Dataset is responsible for reading the corresponding data according to the index, helping users to sample the dataset in different forms to meet the training needs, and solving problems such as the data set is too large or the sample class distribution is uneven. It should be noted that the sampler is responsible for performing filter and reorder operations on the sample, not performing the Batch operation. -You can use `create_dict_iterator` to create a data iterator to iteratively access data. The following shows the image shapes and labels. - -```python -for data in dataset.create_dict_iterator(): - print("Image shape: {}".format(data['image'].shape), ", Label: {}".format(data['label'])) -``` +### Data processing -```text - Image shape: (32, 32, 3) , Label: 6 - Image shape: (32, 32, 3) , Label: 9 - Image shape: (32, 32, 3) , Label: 9 - Image shape: (32, 32, 3) , Label: 4 - Image shape: (32, 32, 3) , Label: 1 -``` +After the Dataset loads the data into the memory, the data is organized in a Tensor form. Tensor is also a basic data structure in data augmentation operations. -## Customizing Datasets +## Loading the Dataset -For datasets that cannot be directly loaded by MindSpore, you can build a custom dataset class and use the `GeneratorDataset` API to customize data loading. +In the following example, the CIFAR-10 dataset is loaded through the `mindvision.dataset.Cifar10` interface. The CIFAR-10 dataset has a total of 60,000 32*32 color images, which are divided into 10 categories, each with 6,000 maps, and a total of 50,000 training pictures and 10,000 test pictures in the dataset. `Cifar10` interface provides CIFAR-10 dataset download and load capabilities. -```python -import numpy as np +![cifar10](https://gitee.com/mindspore/docs/raw/tutorials-develop/tutorials/source_zh_cn/beginner/images/cifar10.jpg) -np.random.seed(58) +- `path`: The location of the dataset root. +- `split`: Training, testing or inferencing the dataset, optionally `train`,`test` or `infer`, `train` by default. +- `download`: Whether to download the dataset. When `ture` is set, if the dataset does not exist, you can download and extract the dataset, `False` by default. -class DatasetGenerator: - def __init__(self): - self.data = np.random.sample((5, 2)) - self.label = np.random.sample((5, 1)) +```python +from mindvision.dataset import Cifar10 - def __getitem__(self, index): - return self.data[index], self.label[index] +# Dataset root directory +data_dir = "./datasets" - def __len__(self): - return len(self.data) +# Download, extract and load the CIFAR-10 training dataset +dataset = Cifar10(path=data_dir, split='train', download=True) +dataset = dataset.run() ``` -You need to customize the following class functions: - -- **\_\_init\_\_** - - When a dataset object is instantiated, the `__init__` function is called. You can perform operations such as data initialization. - - ```python - def __init__(self): - self.data = np.random.sample((5, 2)) - self.label = np.random.sample((5, 1)) - ``` - -- **\_\_getitem\_\_** +The directory structures of the CIFAR-10 dataset files are as follows: - Define the `__getitem__` function of the dataset class to support random access and obtain and return data in the dataset based on the specified `index` value. - - The return value of the `__getitem__` function needs to be a tuple of numpy arrays. When returning a single numpy array, it can be written as `return (np_array_1,)`. - - ```python - def __getitem__(self, index): - return self.data[index], self.label[index] - ``` - -- **\_\_len\_\_** - - Define the `__len__` function of the dataset class and return the number of samples in the dataset. +```text +datasets/ +├── cifar-10-batches-py +│ ├── batches.meta +│ ├── data_batch_1 +│ ├── data_batch_2 +│ ├── data_batch_3 +│ ├── data_batch_4 +│ ├── data_batch_5 +│ ├── readme.html +│ └── test_batch +└── cifar-10-python.tar.gz +``` - ```python - def __len__(self): - return len(self.data) - ``` +## Iterating Dataset -After the dataset class is defined, the `GeneratorDataset` API can be used to load and access dataset samples in the user-defined mode. +You can use `create_dict_iterator` interface to create a data iterator to iteratively access data. The data type of the access is `Tensor` by default, and if `output_numpy=True` is set, the data type of the access is `Numpy`. The following shows the corresponding access data type, and the image shapes and labels. ```python -dataset_generator = DatasetGenerator() -dataset = ds.GeneratorDataset(dataset_generator, ["data", "label"], shuffle=False) +data = next(dataset.create_dict_iterator()) +print(f"Data type:{type(data['image'])}\nImage shape: {data['image'].shape}, Label: {data['label']}") -for data in dataset.create_dict_iterator(): - print('{}'.format(data["data"]), '{}'.format(data["label"])) +data = next(dataset.create_dict_iterator(output_numpy=True)) +print(f"Data type:{type(data['image'])}\nImage shape: {data['image'].shape}, Label: {data['label']}") ``` ```text - [0.36510558 0.45120592] [0.78888122] - [0.49606035 0.07562207] [0.38068183] - [0.57176158 0.28963401] [0.16271622] - [0.30880446 0.37487617] [0.54738768] - [0.81585667 0.96883469] [0.77994068] +Data type: +Image shape: (32, 3, 224, 224), Label: [6 8 5 5 3 2 6 6 1 5 1 7 1 8 6 1 6 1 0 6 7 3 2 2 8 2 4 5 7 3 3 9] +Data type: +Image shape: (32, 3, 224, 224), Label: [3 8 7 3 9 8 3 0 1 0 5 2 1 5 7 9 3 3 1 1 2 0 1 0 9 1 8 2 3 2 6 7] ``` ## Data Processing and Augmentation -### Processing Data +### Data Processing -The dataset APIs provided by MindSpore support common data processing methods. You only need to call the corresponding function APIs to quickly process data. +`mindvision.dataset.Cifar10` interface provides data processing capbilities. The data can be processed by simply setting the corresponding attributes. -In the following example, the datasets are shuffled, and then two samples form a batch. +- `shuffle`: Whether to disrupt the order of the datasets, when `True` is set, the order of the datasets is disturbed, `False` by default . +- `batch_size`: The number of data contained in each group. The `batch_size=2` contains 2 data per group, and the default size of the `batch_size` value is 32. +- `repeat_num`: For the number of duplicate datasets. `repeat_num=1` is a dataset, and the default value of the `repeat_num` is 1. ```python -ds.config.set_seed(58) +dataset = Cifar10(data_dir, batch_size=2, shuffle=True, repeat_num=1) -# Shuffle the data sequence. -dataset = dataset.shuffle(buffer_size=10) -# Perform batch operations on datasets. -dataset = dataset.batch(batch_size=2) +data = dataset.run() +data = next(data.create_dict_iterator()) -for data in dataset.create_dict_iterator(): - print("data: {}".format(data["data"])) - print("label: {}".format(data["label"])) +print(f"Image shape: {data['image'].shape}, Label: {data['label']}") ``` ```text - data: [[0.36510558 0.45120592] - [0.57176158 0.28963401]] - label: [[0.78888122] - [0.16271622]] - data: [[0.30880446 0.37487617] - [0.49606035 0.07562207]] - label: [[0.54738768] - [0.38068183]] - data: [[0.81585667 0.96883469]] - label: [[0.77994068]] +Image shape: (2, 3, 224, 224) , Label: [5 0] ``` -Where, - -`buffer_size`: size of the buffer for shuffle operations in the dataset. - -`batch_size`: number of data records in each group. Currently, each group contains 2 data records. - ### Data Augmentation -If the data volume is too small or the sample scenario is simple, the model training effect is affected. You can perform the data augmentation operation to expand the sample diversity and improve the generalization capability of the model. +Problems such as too small amount of data or single sample scene will affect the training effect of the model, and users can expand the diversity of samples through data augmentation operations to improve the generalization ability of the model. The `mindvision.dataset.Cifar10` interface uses the default data augmentation feature, which allows users to perform data augmentation operations by setting attribute `transform` and `target_transform`. -The following example uses the operators in the `mindspore.dataset.vision.c_transforms` module to perform data argumentation on the MNIST dataset. +- `transform`: augment dataset image data. +- `target_transform`: process the dataset label data. -Import the `c_transforms` module and load the MNIST dataset. +This section describes data augmentation of the CIFAR-10 dataset by using operators in the `mindspore.dataset.vision .c_transforms` module. ```python +import numpy as np import matplotlib.pyplot as plt -from mindspore.dataset.vision import Inter -import mindspore.dataset.vision.c_transforms as c_vision +import mindspore.dataset.vision.c_transforms as transforms -DATA_DIR = './datasets/MNIST_Data/train' +# Image augmentation +trans = [ + transforms.RandomHorizontalFlip(prob=0.5), # Flip the image randomly and horizontally + transforms.HWC2CHW(), # Convert (h, w, c) to (c, h, w) +] -mnist_dataset = ds.MnistDataset(DATA_DIR, num_samples=6, shuffle=False) +dataset = Cifar10(data_dir, transform=trans) +data_trans = dataset.run() +data_trans = next(data_trans.create_dict_iterator(output_numpy=True)) +image_trans = data_trans["image"][0] -# View the original image data. -mnist_it = mnist_dataset.create_dict_iterator() -data = next(mnist_it) -plt.imshow(data['image'].asnumpy().squeeze(), cmap=plt.cm.gray) -plt.title(data['label'].asnumpy(), fontsize=20) -plt.show() -``` - -![png](./images/output_13_0.PNG) - -Define the data augmentation operator, perform the `Resize` and `RandomCrop` operations on the dataset, and insert the dataset into the data processing pipeline through `map` mapping. - -```python -resize_op = c_vision.Resize(size=(200,200), interpolation=Inter.LINEAR) -crop_op = c_vision.RandomCrop(150) -transforms_list = [resize_op, crop_op] -mnist_dataset = mnist_dataset.map(operations=transforms_list, input_columns=["image"]) -``` - -View the data augmentation effect. +# Draw an image augmentation diagram +image_trans = np.transpose(image_trans, (1, 2, 0)) +index = data_trans['label'][0] -```python -mnist_dataset = mnist_dataset.create_dict_iterator() -data = next(mnist_dataset) -plt.imshow(data['image'].asnumpy().squeeze(), cmap=plt.cm.gray) -plt.title(data['label'].asnumpy(), fontsize=20) +plt.imshow(image_trans) +plt.title(f"Transform image:{dataset.index2label[index]}") +plt.axis("off") plt.show() ``` -![png](./images/output_17_0.PNG) - -For more information, see [Data augmentation](https://www.mindspore.cn/docs/programming_guide/en/master/augmentation.html). +![img](data:image/png;base64,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z$kF1CUU_CTiE#G91^t;bFC#;nNy7OV6o}$R3I_zy8>tmpWP3mTqL)a4x0|1z9EZv} z3kKn+HrBrcreJufBNYbB@_h<(q#PKl;0s&+6VCqSQ#sEWR;R+~4$I2mVYcxQMD`QO zigH~F@`1lw_6ZAF91-Yv0zYUZjr8G~ex2*e3X6|X<&?`Z#KoC*>d$Fee;1AdY1U7( ze+Tee8G86V2`!t|FUrV{P$3%lS*QPrqkyDsw-SH5{cqLxOb6MT;+Ld{!h<_0%BZ#hkwX_ZuCommon arithmetic operations include: addition (+), subtraction (-), multiplication (\\*), division (/), modulo (%), power (\\*\\*), and exact division (//)." ], "metadata": {} }, @@ -379,6 +371,7 @@ "data2 = Tensor(np.array([[4, 5], [6, 7]]).astype(np.float32))\n", "op = ops.Stack()\n", "output = op([data1, data2])\n", + "\n", "print(output)" ], "outputs": [ @@ -414,8 +407,10 @@ "execution_count": 12, "source": [ "zeros = ops.Zeros()\n", + "\n", "output = zeros((2, 2), mstype.float32)\n", "print(\"output: {}\".format(type(output)))\n", + "\n", "n_output = output.asnumpy()\n", "print(\"n_output: {}\".format(type(n_output)))" ], @@ -446,6 +441,7 @@ "source": [ "output = np.array([1, 0, 1, 0])\n", "print(\"output: {}\".format(type(output)))\n", + "\n", "t_output = Tensor(output)\n", "print(\"t_output: {}\".format(type(t_output)))" ], @@ -467,12 +463,16 @@ "source": [ "## Sparse Tensor\n", "\n", - "`SparseTensor` is a special kind of tensor which most of the elements are zero. In some scenario (e.g., Recommendation Systems, Molecular Dynamics, Graph Neural Networks), the data is sparse. If we use common dense tensors to represent the data, we may introduce many\n", + "The sparse tensor is a special kind of tensor which most of the elements are zero.\n", + "\n", + "In some scenario (e.g., Recommendation Systems, Molecular Dynamics, Graph Neural Networks), the data is sparse. If we use common dense tensors to represent the data, we may introduce many\n", "unnecessary calculations, storage and communication costs. In this situation, it is better to use sparse tensor to\n", - "represent the data. Common sparse data formats includes `COO`, `CSR`, `CSC`, `DIA`, etc. Different sparse formats are better fit for different scenario. For now, MindSpore supports both `CSR` and `COO`.\n", + "represent the data.\n", + "\n", + "MindSpore now supports the two most commonly used `CSR` and `COO` sparse data formats.\n", "\n", - "The common structure of sparse tensor is ``. `indices` means index of\n", - "non-zero elements, `values` means the values of these non-zero elements and `dense_shape` means the dense shape of\n", + "The common structure of the sparse tensor is ``. `indices` means index of\n", + "non-zero elements, `values` means the values of these non-zero elements and shape means the dense shape of\n", "the sparse tensor. Using this structure, we define data structure `CSRTensor`, `COOTensor` and `RowTensor`.\n", "\n", "> Both `COOTensor` and `CSRTensor` support Graph Mode and PyNative Mode." @@ -484,17 +484,19 @@ "source": [ "### CSRTensor\n", "\n", - "`CSR`(Compressed Sparse Row) is efficient in both storage and computation. All the non-zeros values are stored in `values`, and their positions are stored in `indptr`(row position) and `indices` (column position).\n", + "`CSR`(Compressed Sparse Row) is efficient in both storage and computation. All the non-zero values are stored in `values`, and their positions are stored in `indptr`(row position) and `indices` (column position).\n", "\n", - "- `indptr`: 1-D Tensor of size shape[0] + 1, which indicates the start and end point for `values` in each row. Data type only supports `int32` for now.\n", + "- `indptr`: 1-D integer tensor, indicating the start and end points of the non-zero element of each row of the sparse data in `values`. Index data type only supports int32 for now.\n", "\n", - "- `indices`: 1-D Tensor, which has the same length as `values`. `indices` indicates the which column values should be placed. Data type only supports `int32` for now.\n", + "- `indices`: 1-D integer tensor, indicating the position of the sparse tensor non-zero element in the column and has the same length as `values`. Index data type only supports int32 for now.\n", "\n", - "- `values`: 1-D Tensor, which has the same length as `indices`. `values` stores the data for CSRTensor.\n", + "- `values`: 1-D tensor, indicating that the value of the non-zero element corresponding to the `CSRTensor` and has the same length as `indices`.\n", "\n", - "- `shape`: A tuple indicates the shape of the CSRTensor, its length must be 2, as only 2-D CSRTensor is currently supported, and shape[0] must equal to indptr[0] - 1, which all equal to number of rows of the CSRTensor.\n", + "- `shape`: indicating that the shape of a compressed sparse tensor. The data type is `Tuple`, and currently only 2-D `CSRTensor` is supported.\n", "\n", - "For more details, please see [mindspore.CSRTensor](https://www.mindspore.cn/docs/api/en/master/api_python/mindspore/mindspore.CSRTensor.html)." + ">For more details of the `CSRTensor`, please see [mindspore.CSRTensor](https://www.mindspore.cn/docs/api/en/master/api_python/mindspore/mindspore.CSRTensor.html).\n", + "\n", + "Here are some examples of how CSRTensor can be used:\n" ] }, { @@ -511,14 +513,15 @@ } ], "source": [ - "# constructs CSRTensor\n", "import mindspore as ms\n", "from mindspore import Tensor, CSRTensor\n", "\n", - "indptr = Tensor([0, 1, 2], dtype=mstype.int32)\n", - "indices = Tensor([0, 1], dtype=mstype.int32)\n", + "indptr = Tensor([0, 1, 2])\n", + "indices = Tensor([0, 1])\n", "values = Tensor([1, 2], dtype=ms.float32)\n", "shape = (2, 4)\n", + "\n", + "# constructs CSRTensor\n", "csr_tensor = CSRTensor(indptr, indices, values, shape)\n", "\n", "print(csr_tensor.astype(ms.float64).dtype)" @@ -530,16 +533,16 @@ "source": [ "### COOTensor\n", "\n", - "`COO`(Coordinate Format) represents a set of nonzero elememts from a tensor at given indices. If the number of non-zero elements\n", + "`COOTensor` is used to compress Tensors with irregular distribution of non-zero elements. If the number of non-zero elements\n", "is `N` and the dense shape of the sparse tensor is `ndims`:\n", "\n", - "- `indices`: A 2-D integer Tensor of shape `[N, ndims]`. Each line represents the index of non-zero elements. Data type only supports `int32` for now.\n", - "- `values`: A 1-D tensor of any type and shape `[N]`. Represents the value of non-zero elements.\n", - "- `shape`: A integer tuple of size `ndims`, which specifies the dense shape of the sparse tensor, Currently only supports 2-D `COOTensor`.\n", + "- `indices`: 2-D integer Tensor and each row indicates a non-zero element subscript. Shape: `[N, ndims]`. Index data type only supports `int32` for now.\n", + "- `values`: 1-D tensor of any type, indicating the value of non-zero elements. Shape: `[N]`.\n", + "- `shape`: indicating a dense shape of the sparse tensor, currently only 2-D `COOTensor` is supported.\n", "\n", "For more details, please see [mindspore.COOTensor](https://www.mindspore.cn/docs/api/en/master/api_python/mindspore/mindspore.COOTensor.html).\n", "\n", - "Some code examples are given below:" + "Here are some examples of how `COOTensor` can be used:" ] }, { @@ -560,7 +563,6 @@ } ], "source": [ - "# Constructs COOTensor\n", "import mindspore as ms\n", "import mindspore.nn as nn\n", "from mindspore import Tensor, COOTensor\n", @@ -568,13 +570,14 @@ "indices = Tensor([[0, 1], [1, 2]])\n", "values = Tensor([1, 2], dtype=ms.float32)\n", "shape = (3, 4)\n", + "\n", + "# constructs COOTensor\n", "coo_tensor = COOTensor(indices, values, shape)\n", "\n", "print(coo_tensor.values)\n", "print(coo_tensor.indices)\n", "print(coo_tensor.shape)\n", - "# COOTensor cast to another data type\n", - "print(coo_tensor.astype(ms.float64).dtype)" + "print(coo_tensor.astype(ms.float64).dtype) # COOTensor cast to another data type" ] }, { @@ -594,13 +597,13 @@ "\n", "`RowTensor` is used to compress tensors that are sparse in the zeroth dimension. If the dimension of `RowTensor` is `[L0, D1, D2, ..., DN ]`. The number of non-zero elements in the zeroth dimension is `D0`, then `L0 >> D0`.\n", "\n", - "- `indices`: one-dimensional integer tensor representing the position of non-zero elements in the zeroth dimension of the sparse tensor, shape: `[D0]`.\n", + "- `indices`: 1-D integer tensor, indicating the position of non-zero elements in the zeroth dimension of the sparse tensor, shape: `[D0]`.\n", "\n", - "- `values`: represents the value of the corresponding non-zero element, shape: `[D0, D1, D2, ..., DN]`.\n", + "- `values`: indicating the value of the corresponding non-zero element, shape: `[D0, D1, D2, ..., DN]`.\n", "\n", - "- `dense_shape`: represents the shape of the compressed sparse tensor.\n", + "- `dense_shape`: indicating the shape of the compressed sparse tensor.\n", "\n", - "> `RowTensor` can only be used in the constructor of `Cell`." + "> `RowTensor` can only be used in the constructor of `Cell`. For the detailed contents, refer to the code example in [mindspore.RowTensor](https://www.mindspore.cn/docs/api/en/master/api_python/mindspore/mindspore.RowTensor.html)" ] }, { -- Gitee From b674011ed525740b68e5687dffb98c5dabef54de Mon Sep 17 00:00:00 2001 From: zhangyi Date: Tue, 22 Mar 2022 17:04:23 +0800 Subject: [PATCH 2/3] abc --- .../mindspore_ascend310_install_conda_en.md | 2 +- .../mindspore_ascend310_install_source_en.md | 18 ++++--- install/mindspore_ascend_install_conda_en.md | 12 ++--- install/mindspore_ascend_install_docker_en.md | 12 ++--- install/mindspore_ascend_install_pip_en.md | 20 +++---- install/mindspore_ascend_install_source_en.md | 22 ++++---- install/mindspore_cpu_install_conda_en.md | 12 ++--- install/mindspore_cpu_install_docker_en.md | 16 +++--- install/mindspore_cpu_install_nightly_en.md | 14 ++--- install/mindspore_cpu_install_pip_en.md | 14 ++--- install/mindspore_cpu_install_source_en.md | 20 ++++--- install/mindspore_cpu_mac_install_pip_en.md | 16 +++--- .../mindspore_cpu_mac_install_source_en.md | 28 +++++----- install/mindspore_cpu_win_install_conda_en.md | 18 +++---- .../mindspore_cpu_win_install_nightly_en.md | 8 +-- tutorials/source_en/beginner/autograd.md | 51 ++++++++++-------- .../beginner/images/introduction2.png | Bin 140627 -> 192949 bytes 17 files changed, 152 insertions(+), 131 deletions(-) diff --git a/install/mindspore_ascend310_install_conda_en.md b/install/mindspore_ascend310_install_conda_en.md index 2b933ab3e3..4befd0ecaf 100644 --- a/install/mindspore_ascend310_install_conda_en.md +++ b/install/mindspore_ascend310_install_conda_en.md @@ -137,7 +137,7 @@ The following information is displayed: The preceding information indicates that MindSpore is successfully installed. -## Version Update +## Updating the Version Using the following command if you need to update the MindSpore version: diff --git a/install/mindspore_ascend310_install_source_en.md b/install/mindspore_ascend310_install_source_en.md index 400f277012..72acc0f25a 100644 --- a/install/mindspore_ascend310_install_source_en.md +++ b/install/mindspore_ascend310_install_source_en.md @@ -5,7 +5,7 @@ - [Installing MindSpore in Ascend 310 by Source Code Compilation](#installing-mindspore-in-ascend-310-by-source-code-compilation) - [Checking System Environment Information](#checking-system-environment-information) - [Downloading Source Code from the Code Repository](#downloading-source-code-from-the-code-repository) - - [Building MindSpore](#building-mindspore) + - [Compiling MindSpore](#compiling-mindspore) - [Installing MindSpore](#installing-mindspore) - [Configuring Environment Variables](#configuring-environment-variables) - [Verifying the Installation](#verifying-the-installation) @@ -14,7 +14,7 @@ -The following describes how to quickly install MindSpore by compiling the source code on Linux in the Ascend 310 environment, MindSpore in Ascend 310 only supports inference. +The following describes how to quickly install MindSpore by compiling the source code on Linux in the Ascend 310 environment, and MindSpore in Ascend 310 only supports inference. ## Checking System Environment Information @@ -32,11 +32,13 @@ The following describes how to quickly install MindSpore by compiling the source - Python 3.9.0 (64-bit): [Python official website](https://www.python.org/ftp/python/3.9.0/Python-3.9.0.tgz) or [HUAWEI CLOUD](https://mirrors.huaweicloud.com/python/3.9.0/Python-3.9.0.tgz). - Ensure that [CMake 3.18.3 or later](https://cmake.org/download/) is installed. - - After installation, add the path of CMake to the system environment variables. - + +- After installation, add the path of CMake to the system environment variables. + - Ensure that [patch 2.5 or later](https://ftp.gnu.org/gnu/patch/) is installed. - - After installation, add the patch path to the system environment variables. - + +- After installation, add the patch path to the system environment variables. + - Ensure that the Ascend AI processor software package (Ascend Data Center Solution 21.0.3) are installed, please refer to the [Installation Guide](https://support.huawei.com/enterprise/zh/doc/EDOC1100226552?section=j003). - Ensure that you have permissions to access the installation path `/usr/local/Ascend` of the Ascend AI Processor software package. If not, ask the user root to add you to a user group to which `/usr/local/Ascend` belongs. For details about the configuration, see the description document in the software package. @@ -61,7 +63,7 @@ The following describes how to quickly install MindSpore by compiling the source git clone https://gitee.com/mindspore/mindspore.git ``` -## Building MindSpore +## Compiling MindSpore Run the following command in the root directory of the source code. @@ -131,7 +133,7 @@ Go to the directory of the sample project and change the path based on the actua cd /home/HwHiAiUser/Ascend/ascend-toolkit/20.0.RC1/acllib_linux.arm64/sample/acl_execute_model/ascend310_single_op_sample ``` -Build a project by referring to `README.md`, modify`{mindspore_path}`which specifies the absolute path to MindSpore. +Build a project by referring to `README.md` and modify`{mindspore_path}`which specifies the absolute path to MindSpore. ```bash cmake . -DMINDSPORE_PATH={mindspore_path} diff --git a/install/mindspore_ascend_install_conda_en.md b/install/mindspore_ascend_install_conda_en.md index f005fa3535..b68ec9a5f6 100644 --- a/install/mindspore_ascend_install_conda_en.md +++ b/install/mindspore_ascend_install_conda_en.md @@ -3,12 +3,12 @@ - [Installing MindSpore Ascend 910 by Conda](#installing-mindspore-ascend-910-by-conda) - - [System Environment Information Confirmation](#system-environment-information-confirmation) + - [Checking System Environment Information](#checking-system-environment-information) - [Creating and Accessing the Conda Virtual Environment](#creating-and-accessing-the-conda-virtual-environment) - [Installing MindSpore](#installing-mindspore) - [Configuring Environment Variables](#configuring-environment-variables) - - [Installation Verification](#installation-verification) - - [Version Update](#version-update) + - [Verifying the Installation](#verification-the-installation) + - [Updating the Version](#updating-the-version) @@ -18,7 +18,7 @@ This document describes how to quickly install MindSpore in a Linux system with an Ascend 910 environment by Conda. -## System Environment Information Confirmation +## Checking System Environment Information - Ensure that a 64-bit operating system is installed and the [glibc](https://www.gnu.org/software/libc/) version is 2.17 or later, where Ubuntu 18.04, CentOS 7.6, EulerOS 2.8, openEuler 20.03, and Kylin V10 SP1 are verified. - Ensure that right version [GCC 7.3.0](https://ftp.gnu.org/gnu/gcc/gcc-7.3.0/gcc-7.3.0.tar.gz) is installed. @@ -113,7 +113,7 @@ export PATH=${LOCAL_ASCEND}/ascend-toolkit/latest/fwkacllib/ccec_compiler/bin/:$ export PYTHONPATH=${TBE_IMPL_PATH}:${PYTHONPATH} # Python library that TBE implementation depends on ``` -## Installation Verification +## Verifying the Installation i: @@ -162,7 +162,7 @@ print(ops.add(x, y)) It means MindSpore has been installed successfully. -## Version Update +## Updating the Version Using the following command if you need to update the MindSpore version: diff --git a/install/mindspore_ascend_install_docker_en.md b/install/mindspore_ascend_install_docker_en.md index abdd19c533..49a6f673ed 100644 --- a/install/mindspore_ascend_install_docker_en.md +++ b/install/mindspore_ascend_install_docker_en.md @@ -3,11 +3,11 @@ - [Installing MindSpore in Ascend 910 by Docker](#installing-mindspore-in-ascend-910-by-docker) - - [System Environment Information Confirmation](#system-environment-information-confirmation) + - [Checking System Environment Information](#checking-system-environment-information) - [Obtaining MindSpore Image](#obtaining-mindspore-image) - [Running MindSpore Image](#running-mindspore-image) - - [Installation Verification](#installation-verification) - - [Version Update](#version-update) + - [Verifying the Installation](#verifying-the-installation) + - [Updating the Version](#updating-the-version) @@ -27,7 +27,7 @@ The current support for containerized build options is as follows: > `x.y.z` corresponds to the version number of Atlas Data Center Solution, which can be obtained on the Ascend Hub page. -## System Environment Information Confirmation +## Checking System Environment Information - Ensure that Ubuntu 18.04/CentOS 7.6 is installed with the 64-bit operating system. @@ -104,7 +104,7 @@ docker run -it --ipc=host \ /bin/bash ``` -## Installation Verification +## Verifying the Installation After entering the MindSpore container according to the above steps, to test whether the Docker container is working properly, please run the following Python code and check the output: @@ -159,7 +159,7 @@ If you need to verify the MindInsight installation: Enter ```mindinsight start --port 8080```, if it prompts that the startup status is successful, it means MindInsight has been installed successfully. -## Version Update +## Updating the Version When you need to update the MindSpore version: diff --git a/install/mindspore_ascend_install_pip_en.md b/install/mindspore_ascend_install_pip_en.md index 218a469eeb..3c164383c9 100644 --- a/install/mindspore_ascend_install_pip_en.md +++ b/install/mindspore_ascend_install_pip_en.md @@ -3,11 +3,11 @@ - [Installing MindSpore in Ascend 910 by pip](#installing-mindspore-in-ascend-910-by-pip) - - [System Environment Information Confirmation](#system-environment-information-confirmation) + - [Checking System Environment Information](#checking-system-environment-information) - [Installing MindSpore](#installing-mindspore) - [Configuring Environment Variables](#configuring-environment-variables) - - [Installation Verification](#installation-verification) - - [Version Update](#version-update) + - [Verifying the Installation](#verifying-the-installation) + - [Updating the Version](#updating-the-version) @@ -15,7 +15,7 @@ This document describes how to quickly install MindSpore in a Linux system with an Ascend 910 environment by pip. -## System Environment Information Confirmation +## Checking System Environment Information - Ensure that the 64-bit operating system is installed and the [glibc](https://www.gnu.org/software/libc/)>=2.17, where Ubuntu 18.04/CentOS 7.6/EulerOS 2.8/OpenEuler 20.03/KylinV10 SP1 are verified. @@ -32,9 +32,9 @@ This document describes how to quickly install MindSpore in a Linux system with - If you are using a ARM architecture system, please ensure that pip installed for current Python has a version >= 19.3. -- Ensure that the Ascend AI processor software package (Ascend Data Center Solution 21.0.3) are installed, please refer to the [Installation Guide](https://support.huawei.com/enterprise/zh/doc/EDOC1100226552?section=j003). +- Ensure that the Ascend AI processor software package (Ascend Data Center Solution 21.0.3) is installed, refer to the [Installation Guide](https://support.huawei.com/enterprise/zh/doc/EDOC1100226552?section=j003). - - Ensure that the current user has the right to access the installation path `/usr/local/Ascend`of Ascend AI processor software package, If not, the root user needs to add the current user to the user group where `/usr/local/Ascend` is located. For the specific configuration, please refer to the software package instruction document. + - Ensure that the current user has the right to access the installation path `/usr/local/Ascend`of Ascend AI processor software package. If not, the root user needs to add the current user to the user group where `/usr/local/Ascend` is located. For the specific configuration, please refer to the software package instruction document. - Install the .whl package provided in Ascend AI processor software package. The .whl package is released with the software package. After software package is upgraded, reinstall the .whl package. ```bash @@ -43,7 +43,7 @@ This document describes how to quickly install MindSpore in a Linux system with pip install /usr/local/Ascend/ascend-toolkit/latest/fwkacllib/lib64/hccl-{version}-py3-none-any.whl ``` - - If the Ascend AI processor software package is upgraded, the .whl package also needs to be reinstalled, first uninstall the original installation package, and then refer to the above command to reinstall. + - If the Ascend AI processor software package is upgraded, the .whl package also needs to be reinstalled. The original installation package is first uninstalled and then is reinstalled according to the above command. ```bash pip uninstall te topi hccl -y @@ -60,7 +60,7 @@ pip install https://ms-release.obs.cn-north-4.myhuaweicloud.com/{version}/MindSp Of which, - When the network is connected, dependency items are automatically downloaded during .whl package installation. (For details about the dependency, see required_package in [setup.py](https://gitee.com/mindspore/mindspore/blob/master/setup.py) .) In other cases, you need to install it by yourself. When running models, you need to install additional dependencies based on requirements.txt specified for different models in [ModelZoo](https://gitee.com/mindspore/models/tree/master/). For details about common dependencies, see [requirements.txt](https://gitee.com/mindspore/mindspore/blob/master/requirements.txt). -- `{version}` specifies the MindSpore version number. For example, when installing MindSpore 1.5.0, set `{version}` to 1.5.0, when installing MindSpore 1.5.0-rc1, the first `{version}` which represents download path should be written as 1.5.0-rc1, and the second `{version}` which represents file name should be 1.5.0rc1. +- `{version}` specifies the MindSpore version number. For example, when installing MindSpore 1.5.0, set `{version}` to 1.5.0; when installing MindSpore 1.5.0-rc1, the first `{version}` which represents download path should be written as 1.5.0-rc1, and the second `{version}` which represents file name should be 1.5.0rc1. - `{arch}` denotes the system architecture. For example, the Linux system you are using is x86 architecture 64-bit, `{arch}` should be `x86_64`. If the system is ARM architecture 64-bit, then it should be `aarch64`. - `{python_version}` spcecifies the python version for which MindSpore is built. If you wish to use Python3.7.5,`{python_version}` should be `cp37-cp37m`. If Python3.9.0 is used, it should be `cp39-cp39`. @@ -86,7 +86,7 @@ export PYTHONPATH=${TBE_IMPL_PATH}:${PYTHONPATH} # Python library that TBE implementation depends on ``` -## Installation Verification +## Verifying the Installation i: @@ -135,7 +135,7 @@ print(ops.add(x, y)) It means MindSpore has been installed successfully. -## Version Update +## Updating the Version Using the following command if you need to update the MindSpore version: diff --git a/install/mindspore_ascend_install_source_en.md b/install/mindspore_ascend_install_source_en.md index 886a8f7a4f..99154ddbf7 100644 --- a/install/mindspore_ascend_install_source_en.md +++ b/install/mindspore_ascend_install_source_en.md @@ -3,13 +3,13 @@ - [Installing MindSpore in Ascend 910 by Source Code](#installing-mindspore-in-ascend-910-by-source-code) - - [System Environment Information Confirmation](#system-environment-information-confirmation) + - [Checking System Environment Information](#checking-system-environment-information) - [Downloading Source Code from Code Repository](#downloading-source-code-from-code-repository) - [Compiling MindSpore](#compiling-mindspore) - [Installing MindSpore](#installing-mindspore) - [Configuring Environment Variables](#configuring-environment-variables) - - [Installation Verification](#installation-verification) - - [Version Update](#version-update) + - [Verifying the Installation](#verifying-the-installation) + - [Updating the Version](#updating-the-version) @@ -17,7 +17,7 @@ This document describes how to quickly install MindSpore in a Linux system with an Ascend 910 environment by source code. -## System Environment Information Confirmation +## Checking System Environment Information - Ensure that the 64-bit operating system is installed, where Ubuntu 18.04/CentOS 7.6/EulerOS 2.8/OpenEuler 20.03/KylinV10 SP1 are verified. @@ -35,11 +35,13 @@ This document describes how to quickly install MindSpore in a Linux system with - Python 3.9.0 (64-bit): [Python official website](https://www.python.org/ftp/python/3.9.0/Python-3.9.0.tgz) or [HUAWEI CLOUD](https://mirrors.huaweicloud.com/python/3.9.0/Python-3.9.0.tgz). - Ensure that [CMake 3.18.3 or later](https://cmake.org/download/) is installed. - - Add the path where the executable file `cmake` stores to the environment variable PATH. - + +- Add the path where the executable file `cmake` stores to the environment variable PATH. + - Ensure that [patch 2.5 or later](https://ftp.gnu.org/gnu/patch/) is installed. - - Add the path where the executable file `patch` stores to the environment variable PATH. - + +- Add the path where the executable file `patch` stores to the environment variable PATH. + - Ensure that [wheel 0.32.0 or later](https://pypi.org/project/wheel/) is installed. - Ensure that the Ascend AI processor software package (Ascend Data Center Solution 21.0.3) are installed, please refer to the [Installation Guide](https://support.huawei.com/enterprise/zh/doc/EDOC1100226552?section=j003). @@ -136,7 +138,7 @@ Of which, ``` -## Installation Verification +## Verifying the Installation i: @@ -185,7 +187,7 @@ print(ops.add(x, y)) It means MindSpore has been installed successfully. -## Version Update +## Updating the Version Using the following command if you need to update the MindSpore version. diff --git a/install/mindspore_cpu_install_conda_en.md b/install/mindspore_cpu_install_conda_en.md index 64e93dcc17..755ef5e0b9 100644 --- a/install/mindspore_cpu_install_conda_en.md +++ b/install/mindspore_cpu_install_conda_en.md @@ -3,11 +3,11 @@ - [Installing MindSpore CPU by Conda](#installing-mindspore-cpu-by-conda) - - [System Environment Information Confirmation](#system-environment-information-confirmation) + - [Checking System Environment Information](#checking-system-environment-information) - [Creating and Accessing the Conda Virtual Environment](#creating-and-accessing-the-conda-virtual-environment) - [Installing MindSpore](#installing-mindspore) - - [Installation Verification](#installation-verification) - - [Version Update](#version-update) + - [Verifying the Installation](#verifying-the-installation) + - [Updating the Version](#updating-the-version) @@ -19,7 +19,7 @@ This document describes how to quickly install MindSpore by Conda in a Linux sys For details about how to install third-party dependency software when confirming the system environment information, see the third-party dependency software installation section in the [Installing MindSpore Using Source Code Build on Ubuntu (CPU)](https://www.mindspore.cn/news/newschildren?id=365) provided by the community. Thank you to the community member [damon0626](https://gitee.com/damon0626) for sharing. -## System Environment Information Confirmation +## Checking System Environment Information - Ensure that a 64-bit operating system is installed and the [glibc](https://www.gnu.org/software/libc/) version is 2.17 or later, where Ubuntu 18.04 is verified. - Ensure that [GCC 7.3.0](https://ftp.gnu.org/gnu/gcc/gcc-7.3.0/gcc-7.3.0.tar.gz) is installed. @@ -58,7 +58,7 @@ In the preceding information: - When the network is connected, dependency items are automatically downloaded during .whl package installation. (For details about the dependency, see required_package in [setup.py](https://gitee.com/mindspore/mindspore/blob/master/setup.py) .) In other cases, you need to install it by yourself. When running models, you need to install additional dependencies based on requirements.txt specified for different models in [ModelZoo](https://gitee.com/mindspore/models/tree/master/). For details about common dependencies, see [requirements.txt](https://gitee.com/mindspore/mindspore/blob/master/requirements.txt). - `{version}` denotes the version of MindSpore. For example, when you are installing MindSpore 1.5.0-rc1, `{version}` should be 1.5.0rc1. -## Installation Verification +## Verifying the Installation ```bash python -c "import mindspore;mindspore.run_check()" @@ -73,7 +73,7 @@ The result of multiplication calculation is correct, MindSpore has been installe It means MindSpore has been installed successfully. -## Version Update +## Updating the Version Using the following command if you need to update the MindSpore version: diff --git a/install/mindspore_cpu_install_docker_en.md b/install/mindspore_cpu_install_docker_en.md index 9d4e95f043..2b6d354b01 100644 --- a/install/mindspore_cpu_install_docker_en.md +++ b/install/mindspore_cpu_install_docker_en.md @@ -3,16 +3,16 @@ - [Installing MindSpore in CPU by Docker](#installing-mindSpore-in-cpu-by-docker) - - [System Environment Information Confirmation](#system-environment-information-confirmation) + - [Checking System Environment Information](#checking-system-environment-information) - [Obtaining MindSpore Image](#obtaining-mindspore-image) - [Running MindSpore Image](#running-mindspore-image) - - [Installation Verification](#installation-verification) + - [Verifying the Installation](#verifying-the-installation) -[Docker](https://docs.docker.com/get-docker/) is an open source application container engine, developers can package their applications and dependencies into a lightweight, portable container. By using Docker, MindSpore can be rapidly deployed and separated from the system environment. +[Docker](https://docs.docker.com/get-docker/) is an open source application container engine, and developers can package their applications and dependencies into a lightweight, portable container. By using Docker, MindSpore can be rapidly deployed and separated from the system environment. This document describes how to quickly install MindSpore by Docker in a Linux system with a CPU environment. @@ -28,9 +28,9 @@ The current support for containerized build is as follows: > `x.y.z` corresponds to the MindSpore version number. For example, when installing MindSpore version 1.1.0, `x.y.z` should be written as 1.1.0. -## System Environment Information Confirmation +## Checking System Environment Information -- Ensure that a 64-bit Linux operating system is installed, where Ubuntu 18.04 is verified. +- Ensure that a 64-bit Linux operating system is installed based on the x86 architecture, where Ubuntu 18.04 is verified. - Ensure that [Docker 18.03 or later versioin](https://docs.docker.com/get-docker/) is installed. ## Obtaining MindSpore Image @@ -63,7 +63,7 @@ If you want to use MindInsight, you need to set the `--network` parameter to `ho docker run -it --network host swr.cn-south-1.myhuaweicloud.com/mindspore/mindspore-cpu:{tag} /bin/bash ``` -## Installation Verification +## Verifying the Installation - If you are installing the container of the specified version `x.y.z`. @@ -115,7 +115,7 @@ The outputs should be the same as: [2. 2. 2. 2.]]]] ``` -It means MindSpore has been installed by docker successfully. +It means MindSpore CPU version has been installed by Docker successfully. - If you need to verify the MindInsight installation: @@ -123,7 +123,7 @@ It means MindSpore has been installed by docker successfully. - If you install a container with the label of `runtime`, you need to install MindSpore yourself. - Go to [MindSpore Installation Guide Page](https://www.mindspore.cn/install/en), choose the CPU hardware platform, Linux-x86_64 operating system and pip installation method to get the installation guide. Refer to the installation guide after running the container and install the MindSpore CPU version by pip, and verify it. + Go to [MindSpore Installation Guide Page](https://www.mindspore.cn/install/en), and choose the CPU hardware platform, Linux-x86_64 operating system and pip installation method to get the installation guide. Refer to the installation guide after running the container and install the MindSpore CPU version by pip, and verify it. - If you install a container with the label of `devel`, you need to compile and install MindSpore yourself. diff --git a/install/mindspore_cpu_install_nightly_en.md b/install/mindspore_cpu_install_nightly_en.md index eeb4d704e2..8f2f3e736e 100644 --- a/install/mindspore_cpu_install_nightly_en.md +++ b/install/mindspore_cpu_install_nightly_en.md @@ -3,10 +3,10 @@ - [Installing MindSpore CPU Nightly by pip](#installing-mindspore-cpu-nightly-by-pip) - - [System Environment Information Confirmation](#system-environment-information-confirmation) + - [Checking System Environment Information](checking-system-environment-information) - [Downloading and Installing MindSpore](#downloading-and-installing-mindspore) - - [Installation Verification](#installation-verification) - - [Version Update](#version-update) + - [Verifying the Installation](#verifying-the-installation) + - [Updating the Version](#updating-the-version) @@ -16,7 +16,9 @@ MindSpore Nightly is a preview version which includes latest features and bugfix This document describes how to quickly install MindSpore Nightly by pip in a Linux system with a CPU environment. -## System Environment Information Confirmation +In the process of checking the system environment information, if you need to know how to install third-party dependent software, you can refer to the practice provided by the community——the third party relying on software installation-related parts in the [Source code compilation on Ubuntu (CPU) to install MindSpore](https://www.mindspore.cn/news/en). Thanks to the community member [damon0626](https://gitee.com/damon0626) for sharing. + +## Checking System Environment Information - Ensure that the 64-bit operating system is installed and the [glibc](https://www.gnu.org/software/libc/)>=2.17, where Ubuntu 18.04 are verified. - Ensure that [GCC 7.3.0](https://ftp.gnu.org/gnu/gcc/gcc-7.3.0/gcc-7.3.0.tar.gz) is installed. @@ -40,7 +42,7 @@ Of which, - When the network is connected, dependency items are automatically downloaded during .whl package installation. (For details about the dependency, see required_package in [setup.py](https://gitee.com/mindspore/mindspore/blob/master/setup.py) .) In other cases, you need to install it by yourself. When running models, you need to install additional dependencies based on requirements.txt specified for different models in [ModelZoo](https://gitee.com/mindspore/models/tree/master/). For details about common dependencies, see [requirements.txt](https://gitee.com/mindspore/mindspore/blob/master/requirements.txt). - pip will be installing the latest version of MindSpore Nightly automatically. If you wish to specify the version to be installed, please refer to the instruction below regarding to version update, and specify version manually. -## Installation Verification +## Verifying the Installation ```bash python -c "import mindspore;mindspore.run_check()" @@ -55,7 +57,7 @@ The result of multiplication calculation is correct, MindSpore has been installe It means MindSpore has been installed successfully. -## Version Update +## Updating the Version Using the following command if you need to update the MindSpore version: diff --git a/install/mindspore_cpu_install_pip_en.md b/install/mindspore_cpu_install_pip_en.md index 45f0baa72b..db07789309 100644 --- a/install/mindspore_cpu_install_pip_en.md +++ b/install/mindspore_cpu_install_pip_en.md @@ -3,10 +3,10 @@ - [Installing MindSpore in CPU by pip](#installing-mindspore-in-cpu-by-pip) - - [System Environment Information Confirmation](#system-environment-information-confirmation) + - [Checking System Environment Information](#checking-system-environment-information) - [Downloading and Installing MindSpore](#downloading-and-installing-mindspore) - - [Installation Verification](#installation-verification) - - [Version Update](#version-update) + - [Verifying the Installation](#verifying-the-installation) + - [Updating the Version](#updating-the-version) @@ -14,7 +14,9 @@ This document describes how to quickly install MindSpore by pip in a Linux system with a CPU environment. -## System Environment Information Confirmation +In the process of checking the system environment information, if you need to know how to install third-party dependent software, you can refer to the practice provided by the community——the third party relying on software installation-related parts in the [Source code compilation on Ubuntu (CPU) to install MindSpore](https://www.mindspore.cn/news/en). Thanks to the community member [damon0626](https://gitee.com/damon0626) for sharing. + +## Checking System Environment Information - Ensure that the 64-bit operating system is installed and the [glibc](https://www.gnu.org/software/libc/)>=2.17, where Ubuntu 18.04 are verified. - Ensure that [GCC 7.3.0](https://ftp.gnu.org/gnu/gcc/gcc-7.3.0/gcc-7.3.0.tar.gz) is installed. @@ -40,7 +42,7 @@ Of which, - `{arch}` denotes the system architecture. For example, the Linux system you are using is x86 architecture 64-bit, `{arch}` should be `x86_64`. If the system is ARM architecture 64-bit, then it should be `aarch64`. - `{python_version}` spcecifies the python version for which MindSpore is built. If you wish to use Python3.7.5,`{python_version}` should be `cp37-cp37m`. If Python3.9.0 is used, it should be `cp39-cp39`. -## Installation Verification +## Verifying the Installation ```bash python -c "import mindspore;mindspore.run_check()" @@ -55,7 +57,7 @@ The result of multiplication calculation is correct, MindSpore has been installe It means MindSpore has been installed successfully. -## Version Update +## Updating the Version Using the following command if you need to update the MindSpore version: diff --git a/install/mindspore_cpu_install_source_en.md b/install/mindspore_cpu_install_source_en.md index 3d94c1d2c5..1b369430a1 100644 --- a/install/mindspore_cpu_install_source_en.md +++ b/install/mindspore_cpu_install_source_en.md @@ -3,12 +3,12 @@ - [Installing MindSpore in CPU by Source Code](#installing-mindspore-in-cpu-by-source-code) - - [System Environment Information Confirmation](#system-environment-information-confirmation) + - [Checking System Environment Information](#checking-system-environment-information) - [Downloading Source Code from Code Repository](#downloading-source-code-from-code-repository) - [Compiling MindSpore](#compiling-mindspore) - [Installing MindSpore](#installing-mindspore) - - [Installation Verification](#installation-verification) - - [Version Update](#version-update) + - [Verifying the Installation](#verifying-the-installation) + - [Updating the Version](#updating-the-version) @@ -16,7 +16,9 @@ This document describes how to quickly install MindSpore by source code in a Linux system with a CPU environment. -## System Environment Information Confirmation +For the detailed steps, refer to the practice provided by the community——[Source code compilation on Ubuntu (CPU) to install MindSpore](https://www.mindspore.cn/news/en). Thanks to the community member [damon0626](https://gitee.com/damon0626) for sharing. + +## Checking System Environment Information - Ensure that the 64-bit operating system is installed, where Ubuntu 18.04 are verified. @@ -32,13 +34,15 @@ This document describes how to quickly install MindSpore by source code in a Lin - Python 3.9.0 (64-bit): [Python official website](https://www.python.org/ftp/python/3.9.0/Python-3.9.0.tgz) or [HUAWEI CLOUD](https://mirrors.huaweicloud.com/python/3.9.0/Python-3.9.0.tgz). - Ensure that [CMake 3.18.3 or later](https://cmake.org/download/) is installed. - - Add the path where the executable file `cmake` stores to the environment variable PATH. - + +- Add the path where the executable file `cmake` stores to the environment variable PATH. + - Ensure that [wheel 0.32.0 or later](https://pypi.org/project/wheel/) is installed. - Ensure that [patch 2.5 or later](https://ftp.gnu.org/gnu/patch/) is installed. - - Add the path where the executable file `patch` stores to the environment variable PATH. - + +- Add the path where the executable file `patch` stores to the environment variable PATH. + - Ensure that [NUMA 2.0.11 or later](https://github.com/numactl/numactl) is installed. If not, use the following command to install it: diff --git a/install/mindspore_cpu_mac_install_pip_en.md b/install/mindspore_cpu_mac_install_pip_en.md index c647e8d793..e1399f51c0 100644 --- a/install/mindspore_cpu_mac_install_pip_en.md +++ b/install/mindspore_cpu_mac_install_pip_en.md @@ -3,10 +3,10 @@ - [Installing MindSpore in CPU by pip (macOS)](#installing-mindspore-in-cpu-by-pip-macos) - - [System Environment Information Confirmation](#system-environment-information-confirmation) + - [Checking System Environment Information](#checking-system-environment-information) - [Installing MindSpore](#installing-mindspore) - - [Installation Verification](#installation-verification) - - [Version Update](#version-update) + - [Verifying the Installation](#verifying-the-installation) + - [Updating the Version](#updating-the-version) @@ -14,7 +14,7 @@ This document describes how to quickly install MindSpore on macOS by pip. -## System Environment Information Confirmation +## Checking System Environment Information - Ensure macOS version between 10.15 and 11.3, for M1 chip currently only support 11.3. @@ -38,9 +38,9 @@ Of which, - `{version}` specifies the MindSpore version number. For example, when installing MindSpore 1.6.0, set `{version}` to 1.6.0, when installing MindSpore 1.6.0-rc1, the first `{version}` which represents download path should be written as 1.6.0-rc1, and the second `{version}` which represents file name should be 1.6.0rc1. - `{python_version}` spcecifies the python version for which MindSpore is built. If you wish to use Python3.7.5,`{python_version}` should be `cp37-cp37m`. If Python3.9.0 is used, it should be `cp39-cp39`. - `{platform_version}` specifies the macOS version number. For example, when installing macOS 10.15, set `{platform_version}` to `10_15`. -- `{arch}` denotes the system architecture. For example, the macOS you are using is x86 architecture 64-bit, `{arch}` should be `x86_64`. If the system is ARM architecture 64-bit, then it should be `arm64`. +- `{arch}` denotes the system architecture. For example, the macOS you are using is x86 architecture 64-bit, `{arch}` should be `x86_64`. If the system is ARM architecture 64-bit, it should be `arm64`. -## Installation Verification +## Verifying the Installation ```bash python -c "import mindspore;mindspore.run_check()" @@ -55,9 +55,9 @@ The result of multiplication calculation is correct, MindSpore has been installe It means MindSpore has been installed successfully. -## Version Update +## Updating the Version -Using the following command if you need to update the MindSpore version: +Use the following command if you need to update the MindSpore version: ```bash pip install --upgrade mindspore=={version} diff --git a/install/mindspore_cpu_mac_install_source_en.md b/install/mindspore_cpu_mac_install_source_en.md index 9df838f278..977d68bcb3 100644 --- a/install/mindspore_cpu_mac_install_source_en.md +++ b/install/mindspore_cpu_mac_install_source_en.md @@ -3,11 +3,11 @@ - [Installing MindSpore in CPU by Source Code (macOS)](#installing-mindspore-in-cpu-by-source-code-macos) - - [System Environment Information Confirmation](#system-environment-information-confirmation) + - [Checking System Environment Information](#checking-system-environment-information) - [Downloading Source Code from Code Repository](#downloading-source-code-from-code-repository) - [Compiling MindSpore](#compiling-mindspore) - [Installing MindSpore](#installing-mindspore) - - [Installation Verification](#installation-verification) + - [Verifying the Installation](#verifying-the-installation) @@ -15,13 +15,13 @@ This document describes how to quickly install MindSpore by compiling source code on macOS. -## System Environment Information Confirmation +## Checking System Environment Information - Ensure macOS version between 10.15 and 11.3, for M1 chip currently only support 11.3. - Ensure [Xcode](https://xcodereleases.com/) (>=12.4 and <= 13.0) is installed, where 12.4(X86) and 13.0(m1) are verified. -- Ensure Command Line Tools for Xcode is installed. If not, use `sudo xcode-select --install` command to install it. +- Ensure `Command Line Tools for Xcode` is installed. If not, use `sudo xcode-select --install` command to install Command Line Tools. - Ensure that Python 3.7 or 3.9 is installed. If not installed, download and install Python from: @@ -48,20 +48,22 @@ Run the following command in the root directory of the source code to compile Mi ```bash export CC=/usr/bin/clang export CXX=/usr/bin/clang++ -bash build.sh -e cpu -S on -j4 # -j stands for the thread number can be compiling with, can assign twice as much as CPU cores +bash build.sh -e cpu -S on -j4 # -j stands for the thread number can be compiling with. If CPU performance is good, use multithreading to compile and the parameters can assign twice as much as CPU cores ``` -The artifact of MindSpore should lie in directory `output/` within the repo directory. - ## Installing MindSpore ```bash pip install output/mindspore-*.whl -i https://pypi.tuna.tsinghua.edu.cn/simple ``` ->If there is any compile error when installing scipy package, please use `pip install --pre -i https://pypi.anaconda.org/scipy-wheels-nightly/simple scipy` to install scipy package first, then install mindspore package as normal. +If there is any compile error when installing scipy package, you can use the following command to install scipy package first, then install mindspore package as normal. + +```bash +pip install --pre -i https://pypi.anaconda.org/scipy-wheels-nightly/simple scipy +``` -## Installation Verification +## Verifying the Installation ```bash python -c "import mindspore;mindspore.run_check()" @@ -76,9 +78,9 @@ The result of multiplication calculation is correct, MindSpore has been installe It means MindSpore has been installed successfully. -## Version Update +## Updating the Version -Using the following command if you need to update the MindSpore version: +Use the following command if you need to update the MindSpore version: - Update online @@ -88,8 +90,8 @@ Using the following command if you need to update the MindSpore version: - Update after source code compilation - After successfully executing the compile script `build.sh` in the root path of the source code, find the whl package in path `output`, use the following command to update your version. + After successfully executing the compile script `build.sh` in the root path of the source code, find the .whl package generated by compiling in path `output`, use the following command to update your version. ```bash - pip install --upgrade mindspore-{version}-{python_version}-macosx_{platform_version}_{arch}.whl + pip install --upgrade mindspore-*.whl ``` diff --git a/install/mindspore_cpu_win_install_conda_en.md b/install/mindspore_cpu_win_install_conda_en.md index cb5f0807ba..d9fe9a3129 100644 --- a/install/mindspore_cpu_win_install_conda_en.md +++ b/install/mindspore_cpu_win_install_conda_en.md @@ -3,11 +3,11 @@ - [Installing MindSpore CPU (Windows) by Conda](#installing-mindspore-cpu-windows-by-conda) - - [System Environment Information Confirmation](#system-environment-information-confirmation) + - [Checking System Environment Information](#checking-system-environment-information) - [Creating and Accessing the Conda Virtual Environment](#creating-and-accessing-the-conda-virtual-environment) - [Installing MindSpore](#installing-mindspore) - - [Installation Verification](#installation-verification) - - [Version Update](#version-update) + - [Verifying the Installation](#verifying-the-installation) + - [Updating the Version](#updating-the-version) @@ -17,9 +17,9 @@ The following describes how to quickly install MindSpore by Conda on Windows in the CPU environment. -For details about how to install third-party dependency software when confirming the system environment information, see the third-party dependency software installation section in the [Installing MindSpore Using Source Code Build on Windows (CPU)](https://www.mindspore.cn/news/newschildren?id=364) provided by the community. Thank you to the community member [lvmingfu](https://gitee.com/lvmingfu) for sharing. +For details about how to install third-party dependency software when checking the system environment information, see the third-party dependency software installation section in the [Installing MindSpore Using Source Code Build on Windows (CPU)](https://www.mindspore.cn/news/newschildren?id=364) provided by the community. Thanks to the community member [lvmingfu](https://gitee.com/lvmingfu) for sharing. -## System Environment Information Confirmation +## Checking System Environment Information - Ensure that Windows 10 is installed with the x86 architecture 64-bit operating system. - Ensure that the Conda version is compatible with the current system. @@ -54,10 +54,10 @@ conda install mindspore-cpu={version} -c mindspore -c conda-forge In the preceding information: -- When the network is connected, dependency items are automatically downloaded during .whl package installation. (For details about the dependency, see required_package in [setup.py](https://gitee.com/mindspore/mindspore/blob/master/setup.py) .) In other cases, you need to install it by yourself. When running models, you need to install additional dependencies based on requirements.txt specified for different models in [ModelZoo](https://gitee.com/mindspore/models/tree/master/). For details about common dependencies, see [requirements.txt](https://gitee.com/mindspore/mindspore/blob/master/requirements.txt). +- When the network is connected, dependency items are automatically downloaded during .whl package installation. (For details about the dependency, see required_package in [setup.py](https://gitee.com/mindspore/mindspore/blob/master/setup.py)). In other cases, you need to install it by yourself. When running models, you need to install additional dependencies based on requirements.txt specified for different models in [ModelZoo](https://gitee.com/mindspore/models/tree/master/). For details about common dependencies, see [requirements.txt](https://gitee.com/mindspore/mindspore/blob/master/requirements.txt). - `{version}` denotes the version of MindSpore. For example, when you are installing MindSpore 1.5.0rc1, `{version}` should be 1.5.0rc1. -## Installation Verification +## Verifying the Installation ```bash python -c "import mindspore;mindspore.run_check()" @@ -72,9 +72,9 @@ The result of multiplication calculation is correct, MindSpore has been installe It means MindSpore has been installed successfully. -## Version Update +## Updating the Version -Using the following command if you need to update the MindSpore version: +Use the following command if you need to update the MindSpore version: ```bash conda update mindspore-cpu -c mindspore -c conda-forge diff --git a/install/mindspore_cpu_win_install_nightly_en.md b/install/mindspore_cpu_win_install_nightly_en.md index 84225b6ea4..67ddeeef47 100644 --- a/install/mindspore_cpu_win_install_nightly_en.md +++ b/install/mindspore_cpu_win_install_nightly_en.md @@ -3,10 +3,10 @@ - [Installing MindSpore CPU Nightly by pip (Windows)](#installing-mindspore-cpu-nightly-by-pip-windows) - - [System Environment Information Confirmation](#system-environment-information-confirmation) + - [Checking System Environment Information](#checking system-environment-information) - [Installing MindSpore](#installing-mindspore) - - [Installation Verification](#installation-verification) - - [Version Update](#version-update) + - [Verifying the Installation](#installation-verification) + - [Updating the Version](#updating-the-version) @@ -16,6 +16,8 @@ MindSpore Nightly is a preview version which includes latest features and bugfix This document describes how to quickly install MindSpore Nightly by pip in a Linux system with a CPU environment. +For details about how to install third-party dependency software when checking the system environment information, see the third-party dependency software installation section in the [Installing MindSpore Using Source Code Build on Windows (CPU)](https://www.mindspore.cn/news/newschildren?id=364) provided by the community. Thanks to the community member [lvmingfu](https://gitee.com/lvmingfu) for sharing. + ## System Environment Information Confirmation - Ensure that Windows 10 is installed with the x86 architecture 64-bit operating system. diff --git a/tutorials/source_en/beginner/autograd.md b/tutorials/source_en/beginner/autograd.md index dd8921a8b9..dae7618a32 100644 --- a/tutorials/source_en/beginner/autograd.md +++ b/tutorials/source_en/beginner/autograd.md @@ -1,7 +1,5 @@ # Automatic Differentiation -`Ascend` `GPU` `CPU` `Beginner` `Model Development` - Automatic differentiation is able to calculate the derivative value of a derivative function at a certain point, which is a generalization of backpropagation algorithms. The main problem solved by automatic differentiation is to decompose a complex mathematical operation into a series of simple basic operations, which shields the user from a large number of details and processes of differentiation, which greatly reduces the threshold for the use of the framework. @@ -12,35 +10,35 @@ MindSpore uses `ops.GradOperation` to calculate a first-order derivative, and th - `get_by_list`:Whether to derive the weight parameters, the default value is False. - `sens_param`:Whether to scale the output value of the network to change the final gradient, the default value is False. -This chapter uses `ops.GradOperation` in MindSpore to find first-order derivatives of the function $y=wx+b$. +This chapter uses `ops.GradOperation` in MindSpore to find first-order derivatives of the function $f(x)=wx+b$. ## First-order Derivative of the Input The formula needs to be defined before the input can be derived: $$ -y=wx+b \tag {1} +f(x)=wx+b \tag {1} $$ The example code below is an expression of Equation (1), and since MindSpore is functionally programmed, all expressions of computational formulas are represented as functions. ```python import numpy as np import mindspore.nn as nn -from mindspore import Tensor, Parameter +from mindspore import Parameter, Tensor class Net(nn.Cell): def __init__(self): super(Net, self).__init__() - self.w = Parameter(Tensor(np.array([6], np.float32)), name='w') - self.b = Parameter(Tensor(np.array([1.0], np.float32)), name='b') + self.w = Parameter(np.array([6.0]), name='w') + self.b = Parameter(np.array([1.0]), name='b') def construct(self, x): - out = x * self.w + self.b - return out + f = self.w * x + self.b + return f ``` Define the derivative class `GradNet`. In the `__init__` function, define the `self.net` and `ops.GradOperation` networks. In the `construct` function, compute the derivative of `self.net`. Its corresponding MindSpore internally produces the following formula (2): $$ -y^{'}=w\tag {2} +f^{'}(x)=w\tag {2} $$ ```python @@ -58,10 +56,17 @@ class GradNet(nn.Cell): return gradient_function(x) ``` -Define the input and display the output: +At last, define the weight parameter as w and a first-order derivative is found for the input parameter x in the input formula (1). From the running result, the input in formula (1) is 6, that is: +$$ +f(x)=wx+b=6*x+1 \tag {3} +$$ + To derive the above equation, there is: +$$ +f^{'}(x)=w=6 \tag {4} +$$ ```python -x = Tensor([6], dtype=mstype.float32) +x = Tensor([100], dtype=mstype.float32) output = GradNet(Net())(x) print(output) @@ -71,7 +76,7 @@ print(output) [6.] ``` -If the derivatives of the `x` and `y` inputs are considered, you only need to set `self.grad_op = GradOperation(get_all=True)` in `GradNetWrtX`. +MindSpore calculates the first derivative method `ops.GradOperation (get_all=False, get_by_lsit=False, sens_param=False)`, where when `get_all` is `False`, only the first input is evaluated, and when `True` is set, all inputs are evaluated. ## First-order Derivative of the Weight @@ -85,7 +90,7 @@ class GradNet(nn.Cell): super(GradNet, self).__init__() self.net = net self.params = ParameterTuple(net.trainable_params()) - self.grad_op = ops.GradOperation(get_by_list=True) # Set the first-order differentiation of the weight parameters + self.grad_op = ops.GradOperation(get_by_list=True) # Set the first-order derivative of the weight parameters def construct(self, x): gradient_function = self.grad_op(self.net, self.params) @@ -96,12 +101,12 @@ Next, derive the function: ```python # Perform a derivative calculation on the function -x = Tensor([6], dtype=mstype.float32) -output = GradNet(Net())(x) +x = Tensor([100], dtype=mstype.float32) +fx = GradNet(Net())(x) # Print the results -print(output) -print(f"wgrad: {output[0]}\nbgrad: {output[1]}") +print(fx) +print(f"wgrad: {fx[0]}\nbgrad: {fx[1]}") ``` ```text @@ -135,14 +140,14 @@ class GradNet(nn.Cell): return gradient_function(x) # Build a derivative network -x = Tensor([6], dtype=mstype.float32) -output = GradNet(Net())(x) +x = Tensor([5], dtype=mstype.float32) +fw = GradNet(Net())(x) -print(output) +print(fw) ``` ```text -(Tensor(shape=[1], dtype=Float32, value= [ 6.00000000e+00]),) +(Tensor(shape=[1], dtype=Float32, value= [ 5.00000000e+00]),) ``` ## Gradient Value Scaling @@ -203,7 +208,7 @@ class GradNet(nn.Cell): gradient_function = self.grad_op(self.net, self.params) return gradient_function(x) -x = Tensor([6], dtype=mstype.float32) +x = Tensor([100], dtype=mstype.float32) output = GradNet(Net())(x) print(f"wgrad: {output[0]}\nbgrad: {output[1]}") diff --git a/tutorials/source_en/beginner/images/introduction2.png b/tutorials/source_en/beginner/images/introduction2.png index 629de523b6bcb48aee0515d8ac7d3e4b79f26c1d..d77181fc3b6751c8696f2bc3dd14c02c8074ab8e 100644 GIT binary patch literal 192949 zcmdSAg;&%68~-f|(l9^)B?c-bCDJuoq(h~23)L5d=Z$?k=T4dcf%J-q_%t zpYQK??)zW3IcIRTv%`74U)L+H>+yVEk(%m?q(o1N?%lgbs`OS~``$e~k9+qXFcUn) ze)85vv<3SI$6Z@d_FmZt{SNjGuC0uk%)NV+@x*9zJnVZym$&-v_wLb9{CnXHu%1cX zyLVThBro&c$7DYnKa08-*?(0L&Gho+l)Qso9=n;G-1|wu?o z{BgcVMl8<0`i+Q^ufU07C8ADx`#~!*!uSw|@V)YNUTTEwwR&GIEglWp&d&Y&`7+n) z4ZGRrPXx#kFo*pA=a-$tFKS*BBZmG^K-YM#T=*{$gGcXZKI}oCg#bz;+8Bx_V7wrd zHtfO6L=Dg_d&b3d=83_IL;IS>n%>0sgC6 z;f+4n0WQ&b$6BUvrlL}tC_OmSHkr1cS(tclu&5V>s0m@TCZQK(<3q64L~3p&I2iHZ zdpFEC#*jBu?rKgFL%CXh6Z3Z;2IlpNoD;dLX2D4Db-3VEW!WwNIl+b z5vr1wCjDeTUc;Pucd*%cG|KYJvx3n$sm0z#(ar-|h&`FC?N86o5r)X3_>dy5bva!E zEqo+)g%W5HoaVvqO-Xp=8R+Z@r;~Cm_28!Lgf@$c19E&9ED|XmoS{<`Yx7wi``{LG@E~M zkh;>)ZMep37k`dH^7fyW-luRnpmGL5`VErY#cn>Yy#_tG9MykMopLBAJmdL+Am%3g zuz4`{UG=#jum$5i$BjaMGnIGW8giwgL+w{yK|Q%(jX(ONP-cEZ@6=~9z?W>|M;VD} zdtKoHM&zStgipOy>sGu_d>B0>tJ%bSy?3h_r9an!e7bLWAzTt?)V(6075Bw%}Y@2Vka-3UOA??pG-@4;HbSlgoH@k1o!1D=bqthBnp0t;63LZu$ z&L1##wtZ8&y@D7vVBdkH_d+U9PMvjLODOSXln5Pypij;hyU_)pi0^V5Pd8aRaQtWcmG_WaUtLdf*|HDi2~MANgyiT~I|YXO z_B^6;_jM7L32|g2m+J4Oz)>A~`|@lyL(Ek*=eb*o=#+P_8AmYY&@zav7kOYRCwXy4qHh=m zOY8TxOg4|7ZCBrMtJkMEAB>9emd*B^*y$chrOwdsi-tQK4785Sr+^And%O;Fq@fcH zQbD!)dW?Cmd8@ZAd(;OkNtngt8sd4osz@CS`7o9k@C_x&L^OlOLtY{~#na>ZPi@~M zOp+?%Q|vtfvR2Pz{_n)&-e)5pp>|mP;eb92iq3xg#K<41V6R1;c)zor_SWl)!IjI6 zIsydu@8TvunG4}7p^o(w^Nh137^$5$y7RgGDMBr3KFC(nL6!I3XJt8_Ed4*7!3|@^mPTqH(|R;0{;-i!*b=&lj&|;k~5t zvJ+qOWA>i<1X{{6Z-mT@IxD?huS0lTZ5}`! 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++++++------------ .../source_en/beginner/save_load_model.md | 171 ++++++++-------- tutorials/source_en/beginner/tensor.ipynb | 106 ++++++---- 8 files changed, 366 insertions(+), 316 deletions(-) diff --git a/tutorials/source_en/beginner/autograd.md b/tutorials/source_en/beginner/autograd.md index dae7618a32..1f2e61dcb6 100644 --- a/tutorials/source_en/beginner/autograd.md +++ b/tutorials/source_en/beginner/autograd.md @@ -139,7 +139,7 @@ class GradNet(nn.Cell): gradient_function = self.grad_op(self.net, self.params) return gradient_function(x) -# Build a derivative network +# Construct a derivative network x = Tensor([5], dtype=mstype.float32) fw = GradNet(Net())(x) diff --git a/tutorials/source_en/beginner/dataset.md b/tutorials/source_en/beginner/dataset.md index dd08b4c580..afab8ffa9a 100644 --- a/tutorials/source_en/beginner/dataset.md +++ b/tutorials/source_en/beginner/dataset.md @@ -2,9 +2,11 @@ -Data is the foundation of deep learning, and inputting the high-quality data plays an active role in the entire deep neural network. [mindspore.dataset](https://www.mindspore.cn/docs/api/en/master/api_python/mindspore.dataset.html) provides a loading interface for some commonly used datasets and standard format datasets, enabling users to quickly perform data processing operations. For the image datasets, users can use `mindvision.dataset` to load and process datasets. +Data is the foundation of deep learning, and inputting the high-quality data plays an active role in the entire deep neural network. -> `mindvision.dataset`is a dataset interface developed on the basis of `mindspore.dataset`. In addition to providing dataset loading capabilities, `mindvision.dataset` further provides dataset download capabilities, data processing, and data enhancement capabilities. This chapter first describes how to load and process a CIFAR-10 dataset by using the `mindvision.dataset.Cifar10` interface, and then describes how to use `mindspore.dataset.GeneratorDataset` to implement custom dataset loading. +[mindspore.dataset](https://www.mindspore.cn/docs/api/en/master/api_python/mindspore.dataset.html) provides a loading interface for some commonly used datasets and standard format datasets, enabling users to quickly perform data processing operations. For the image datasets, users can use `mindvision.dataset` to load and process datasets. This chapter first describes how to load and process a CIFAR-10 dataset by using the `mindvision.dataset.Cifar10` interface, and then describes how to use `mindspore.dataset.GeneratorDataset` to implement custom dataset loading. + +> `mindvision.dataset`is a dataset interface developed on the basis of `mindspore.dataset`. In addition to providing dataset loading capabilities, `mindvision.dataset` further provides dataset download capabilities, data processing, and data enhancement capabilities. ## Data Process @@ -24,7 +26,9 @@ Dataset supports multiple format datasets, including MindRecord, a MindSpore sel Dataset loading allows the model to be continuously acquired for training during training. Dataset provides corresponding classes for a variety of commonly used datasets to load datasets. For data files in different storage formats, Dataset also has corresponding classes for data loading. -Dataset provides multiple uses of the sampler (Sampler), and the sampler is responsible for generating the read index sequence. The Dataset is responsible for reading the corresponding data according to the index, helping users to sample the dataset in different forms to meet the training needs, and solving problems such as the data set is too large or the sample class distribution is uneven. It should be noted that the sampler is responsible for performing filter and reorder operations on the sample, not performing the Batch operation. +Dataset provides multiple uses of the sampler (Sampler), and the sampler is responsible for generating the read index sequence. The Dataset is responsible for reading the corresponding data according to the index, helping users to sample the dataset in different forms to meet the training needs, and solving problems such as the data set is too large or the sample class distribution is uneven. + +> It should be noted that the sampler is responsible for performing filter and reorder operations on the sample, not performing the Batch operation. ### Data processing @@ -36,8 +40,8 @@ In the following example, the CIFAR-10 dataset is loaded through the `mindvision ![cifar10](https://gitee.com/mindspore/docs/raw/tutorials-develop/tutorials/source_zh_cn/beginner/images/cifar10.jpg) -- `path`: The location of the dataset root. -- `split`: Training, testing or inferencing the dataset, optionally `train`,`test` or `infer`, `train` by default. +- `path`: The location of the dataset root directory. +- `split`: Training, testing or inferencing of the dataset, optionally `train`,`test` or `infer`, `train` by default. - `download`: Whether to download the dataset. When `ture` is set, if the dataset does not exist, you can download and extract the dataset, `False` by default. ```python @@ -47,7 +51,7 @@ from mindvision.dataset import Cifar10 data_dir = "./datasets" # Download, extract and load the CIFAR-10 training dataset -dataset = Cifar10(path=data_dir, split='train', download=True) +dataset = Cifar10(path=data_dir, split='train', batch_size=6, resize=32, download=True) dataset = dataset.run() ``` @@ -69,7 +73,9 @@ datasets/ ## Iterating Dataset -You can use `create_dict_iterator` interface to create a data iterator to iteratively access data. The data type of the access is `Tensor` by default, and if `output_numpy=True` is set, the data type of the access is `Numpy`. The following shows the corresponding access data type, and the image shapes and labels. +You can use `create_dict_iterator` interface to create a data iterator to iteratively access data. The data type of the access is `Tensor` by default, and if `output_numpy=True` is set, the data type of the access is `Numpy`. + +The following shows the corresponding access data type, and the image shapes and labels. ```python data = next(dataset.create_dict_iterator()) @@ -81,9 +87,9 @@ print(f"Data type:{type(data['image'])}\nImage shape: {data['image'].shape}, Lab ```text Data type: -Image shape: (32, 3, 224, 224), Label: [6 8 5 5 3 2 6 6 1 5 1 7 1 8 6 1 6 1 0 6 7 3 2 2 8 2 4 5 7 3 3 9] +Image shape: (6, 3, 32, 32), Label: [7 1 2 8 7 8] Data type: -Image shape: (32, 3, 224, 224), Label: [3 8 7 3 9 8 3 0 1 0 5 2 1 5 7 9 3 3 1 1 2 0 1 0 9 1 8 2 3 2 6 7] +Image shape: (6, 3, 32, 32), Label: [8 0 0 2 6 1] ``` ## Data Processing and Augmentation @@ -97,16 +103,31 @@ Image shape: (32, 3, 224, 224), Label: [3 8 7 3 9 8 3 0 1 0 5 2 1 5 7 9 3 3 1 1 - `repeat_num`: For the number of duplicate datasets. `repeat_num=1` is a dataset, and the default value of the `repeat_num` is 1. ```python -dataset = Cifar10(data_dir, batch_size=2, shuffle=True, repeat_num=1) +import numpy as np +import matplotlib.pyplot as plt + +import mindspore.dataset.vision.c_transforms as transforms +trans = [transforms.HWC2CHW()] +dataset = Cifar10(data_dir, batch_size=6, resize=32, repeat_num=1, shuffle=True, transform=trans) data = dataset.run() data = next(data.create_dict_iterator()) -print(f"Image shape: {data['image'].shape}, Label: {data['label']}") +images = data["image"].asnumpy() +labels = data["label"].asnumpy() +print(f"Image shape: {images.shape}, Label: {labels}") + +plt.figure() +for i in range(1, 7): + plt.subplot(2, 3, i) + image_trans = np.transpose(images[i-1], (1, 2, 0)) + plt.title(f"{dataset.index2label[labels[i-1]]}") + plt.imshow(image_trans, interpolation="None") +plt.show() ``` ```text -Image shape: (2, 3, 224, 224) , Label: [5 0] +Image shape: (6, 3, 32, 32), Label: [9 3 8 9 6 8] ``` ### Data Augmentation @@ -126,23 +147,28 @@ import mindspore.dataset.vision.c_transforms as transforms # Image augmentation trans = [ + transforms.RandomCrop((32, 32), (4, 4, 4, 4)), # Automatic cropping of images transforms.RandomHorizontalFlip(prob=0.5), # Flip the image randomly and horizontally transforms.HWC2CHW(), # Convert (h, w, c) to (c, h, w) ] -dataset = Cifar10(data_dir, transform=trans) -data_trans = dataset.run() -data_trans = next(data_trans.create_dict_iterator(output_numpy=True)) -image_trans = data_trans["image"][0] - -# Draw an image augmentation diagram -image_trans = np.transpose(image_trans, (1, 2, 0)) -index = data_trans['label'][0] - -plt.imshow(image_trans) -plt.title(f"Transform image:{dataset.index2label[index]}") -plt.axis("off") +dataset = Cifar10(data_dir, batch_size=6, resize=32, transform=trans) +data = dataset.run() +data = next(data.create_dict_iterator()) +images = data["image"].asnumpy() +labels = data["label"].asnumpy() +print(f"Image shape: {images.shape}, Label: {labels}") + +plt.figure() +for i in range(1, 7): + plt.subplot(2, 3, i) + image_trans = np.transpose(images[i-1], (1, 2, 0)) + plt.title(f"{dataset.index2label[labels[i-1]]}") + plt.imshow(image_trans, interpolation="None") plt.show() ``` 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b/tutorials/source_en/beginner/introduction.ipynb @@ -5,13 +5,15 @@ "source": [ "# Overview\n", "\n", - "[![查看源文件](https://gitee.com/mindspore/docs/raw/master/resource/_static/logo_source_en.png)](https://gitee.com/mindspore/docs/blob/tutorials-develop/tutorials/source_zh_cn/beginner/introduction.ipynb)\n", + "[![View-Source](https://gitee.com/mindspore/docs/raw/master/resource/_static/logo_source_en.png)](https://gitee.com/mindspore/docs/blob/tutorials-develop/tutorials/source_zh_cn/beginner/introduction.ipynb)\n", "\n", "The following describes the Huawei AI full-stack solution and introduces the position of MindSpore in the solution. Developers who are interested in MindSpore can visit the [MindSpore community](https://gitee.com/mindspore/mindspore) and click [Watch, Star, and Fork](https://gitee.com/mindspore/mindspore).\n", "\n", "## MindSpore Introduction\n", "\n", - "MindSpore is a deep learning framework in all scenarios, aiming to achieve easy development, efficient execution, and all-scenario coverage. Easy development features friendly APIs and easy debugging. Efficient execution is reflected in computing, data preprocessing, and distributed training. All-scenario coverage means that the framework supports cloud, edge, and device scenarios.\n", + "MindSpore is a deep learning framework in all scenarios, aiming to achieve easy development, efficient execution, and all-scenario coverage. \n", + "\n", + "Easy development features friendly APIs and easy debugging. Efficient execution is reflected in computing, data preprocessing, and distributed training. All-scenario coverage means that the framework supports cloud, edge, and device scenarios.\n", "\n", "The following figure shows the overall MindSpore architecture:\n", "\n", @@ -59,7 +61,7 @@ "\n", " At present, there are two execution modes of mainstream deep learning frameworks, they are Graph mode and PyNative mode. Graph mode has high training performance but is difficult to debug. Although the Pynative mode is easier to debug than the static graph mode, it is difficult to execute efficiently. MindSpore provides a unified coding method for PyNative graphs and static graphs, which greatly increases their compatibility. Users do not need to develop multiple sets of codes, and can switch the mode only by changing one line of code. For example, users can set `context.set_context(mode=context.PYNATIVE_MODE)` to switch to the PyNative mode and set `context.set_context(mode=context.GRAPH_MODE)` to switch to the Graph mode, users can have an easier development, debugging and performance experience.\n", "\n", - "- Use functional differentiable programming architecture, allowing users to focus on the mathematical native expression of model algorithms\n", + "- Use functional differentiable programming architecture and allow users to focus on the mathematical native expression of model algorithms\n", "\n", " Neural network models are usually trained based on gradient descent algorithms, but the manual derivation process is complicated and the results are prone to errors. The Automatic Differentiation mechanism based on Source Code Transformation of MindSpore adopts a functional differentiable programming architecture, and provides a Python programming interface at the interface layer, including the expression of control flow. Users can focus on the mathematically native expression of the model algorithm without manual derivation.\n", "\n", @@ -71,7 +73,7 @@ "\n", "To support network building, entire graph execution, subgraph execution, and single-operator execution, MindSpore provides users with three levels of APIs. In ascending order, these are Low-Level Python API, Medium-Level Python API, and High-Level Python API.\n", "\n", - "![MindSpore API](https://gitee.com/mindspore/docs/raw/master/tutorials/source_en/images/introduction3.png)\n", + "![MindSpore API](https://gitee.com/mindspore/docs/raw/tutorials-develop/tutorials/source_en/beginner/images/introduction3.png)\n", "\n", "- High-Level Python API\n", "\n", diff --git a/tutorials/source_en/beginner/model.md b/tutorials/source_en/beginner/model.md index d5a2ba96fd..3ade8838b1 100644 --- a/tutorials/source_en/beginner/model.md +++ b/tutorials/source_en/beginner/model.md @@ -1,41 +1,51 @@ # Building a Neural Network -`Ascend` `GPU` `CPU` `Beginner` `Model Development` - -A neural network model consists of multiple data operation layers. `mindspore.nn` provides various basic network modules. +A neural network model consists of multiple data operation layers. `mindspore.nn` provides various basic network modules. The following uses LeNet-5 as an example to first describe how to build a neural network model by using `mindspore.nn` , and then describes how to build a LeNet-5 network model by using `mindvision.classification.models`. -The following uses LeNet as an example to describe how MindSpore builds a neural network model. +> `mindvision.classification.models` is a network model interface developed based on `mindspore.nn`, providing some classic and commonly used network models for the convenience of users. -Import the required modules and APIs: +## LeNet-5 model -```python -import numpy as np -import mindspore -import mindspore.nn as nn -from mindspore import Tensor -``` +[LeNet-5](https://ieeexplore.ieee.org/document/726791) is a typical convolutional neural network proposed by Professor Yann LeCun in 1998, which achieves 99.4% accuracy on the MNIST dataset and is the first classic in the field of CNN. The model structure is shown in the following figure: + +![LeNet-5](https://gitee.com/mindspore/docs/raw/tutorials-develop/tutorials/source_zh_cn/beginner/images/lenet.png) + +According to the network structure of LeNet, there are 7 layers of LeNet removal input layer, including 3 convolutional layers, 2 sub-sampling layers, and 3 fully-connected layers. ## Defining a Model Class +In the above figure, C is used to represent the convolutional layer, S to represent the sampling layer, and F to represent the fully-connected layer. + +The input size of the picture is fixed at 32∗32. In order to get a good convolution effect, the number is required in the center of the picture, so the size at 32∗32 is actually the result of the picture at 28∗28 after filled. In addition, unlike the input picture of the three channels of the CNN network, the input of the LeNet picture is only a normalized binary image. The output of the network is a prediction probability of ten digits 0\~9, which can be understood as the probability that the input image belongs to 0\~9 digits. + The `Cell` class of MindSpore is the base class for building all networks and the basic unit of a network. When a neural network is required, you need to inherit the `Cell` class and overwrite the `__init__` and `construct` methods. ```python +import mindspore.nn as nn + class LeNet5(nn.Cell): """ Lenet network structure """ def __init__(self, num_class=10, num_channel=1): super(LeNet5, self).__init__() - # Define the required operation. + # Convolutional layer, the number of input channels is num_channel, the number of output channels is 6, and the convolutional kernel size is 5*5 self.conv1 = nn.Conv2d(num_channel, 6, 5, pad_mode='valid') + # Convolutional layer, the number of input channels is 6, the number of output channels is 16, and the convolutional kernel size is 5 * 5 self.conv2 = nn.Conv2d(6, 16, 5, pad_mode='valid') + # Fully connected layer, the number of inputs is 16*5*5, and the number of outputs is 120 self.fc1 = nn.Dense(16 * 5 * 5, 120) + # Fully-connected layer, the number of inputs is 120, and the number of outputs is 84 self.fc2 = nn.Dense(120, 84) + # Fully connected layer, the number of inputs is 84, and the number of classifications is num_class self.fc3 = nn.Dense(84, num_class) + # ReLU Activation function self.relu = nn.ReLU() + # Pooling layer self.max_pool2d = nn.MaxPool2d(kernel_size=2, stride=2) + # Multidimensional arrays are flattened into one-dimensional arrays self.flatten = nn.Flatten() def construct(self, x): @@ -55,23 +65,50 @@ class LeNet5(nn.Cell): return x ``` +Next, build the neural network model defined above and look at the structure of the network model. + +``` +model = LeNet5() + +print(model) +``` + +```text +LeNet5< + (conv1): Conv2d + (conv2): Conv2d + (fc1): Dense + (fc2): Dense + (fc3): Dense + (relu): ReLU<> + (max_pool2d): MaxPool2d + (flatten): Flatten<> + > +``` + ## Model Layers -The following describes the key member functions of the `Cell` class used in LeNet, and then describes how to use the `Cell` class to access model parameters through the instantiation network. +The following describes the key member functions of the `Cell` class used in LeNet, and then describes how to use the `Cell` class to access model parameters through the instantiation network. For more `cell` class contents, refer to [mindspore.nn interface](https://www.mindspore.cn/docs/api/en/master/api_python/mindspore.nn.html). ### nn.Conv2d Add the `nn.Conv2d` layer and add a convolution function to the network to help the neural network extract features. ```python -conv2d = nn.Conv2d(1, 6, 5, has_bias=False, weight_init='normal', pad_mode='valid') -input_x = Tensor(np.ones([1, 1, 32, 32]), mindspore.float32) +import numpy as np + +from mindspore import Tensor +from mindspore import dtype as mstype + +# The number of channels input is 1, the number of channels of output is 6, the convolutional kernel size is 5*5, and the parameters are initialized using the norm operator, and the pixels are not filled +conv2d = nn.Conv2d(1, 6, 5, has_bias=False, weight_init='normal', pad_mode='same') +input_x = Tensor(np.ones([1, 1, 32, 32]), mstype.float32) print(conv2d(input_x).shape) ``` ```text - (1, 6, 28, 28) +(8, 6, 32, 32) ``` ### nn.ReLU @@ -80,9 +117,10 @@ Add the `nn.ReLU` layer and add a non-linear activation function to the network ```python relu = nn.ReLU() -input_x = Tensor(np.array([-1, 2, -3, 2, -1]), mindspore.float16) -output = relu(input_x) +input_x = Tensor(np.array([-1, 2, -3, 2, -1]), mstype.float16) + +output = relu(input_x) print(output) ``` @@ -95,19 +133,19 @@ print(output) Initialize the `nn.MaxPool2d` layer and down-sample the 6 x 28 x 28 array to a 6 x 14 x 14 array. ```python -max_pool2d = nn.MaxPool2d(kernel_size=2, stride=2) -input_x = Tensor(np.ones([1, 6, 28, 28]), mindspore.float32) +max_pool2d = nn.MaxPool2d(kernel_size=4, stride=4) +input_x = Tensor(np.ones([1, 6, 28, 28]), mstype.float32) print(max_pool2d(input_x).shape) ``` ```text - (1, 6, 14, 14) + (1, 6, 7, 7) ``` ### nn.Flatten -Initialize the `nn.Flatten` layer and convert the 16 x 5 x 5 array into 400 consecutive arrays. +Initialize the `nn.Flatten` layer and convert the 1x16 x 5 x 5 array into 400 consecutive arrays. ```python flatten = nn.Flatten() @@ -127,7 +165,7 @@ Initialize the `nn.Dense` layer and perform linear transformation on the input m ```python dense = nn.Dense(400, 120, weight_init='normal') -input_x = Tensor(np.ones([1, 400]), mindspore.float32) +input_x = Tensor(np.ones([1, 400]), mstype.float32) output = dense(input_x) print(output.shape) @@ -139,23 +177,46 @@ print(output.shape) ## Model Parameters -The convolutional layer and fully-connected layer in the network will have weights and offsets after being instantiated, and these weight and offset parameters are optimized in subsequent training. In `nn.Cell`, the `parameters_and_names()` method is used to access all parameters. +The convolutional layer and fully-connected layer in the network will have weights and offsets after being instantiated, which has a weight parameter and a bias parameter, and these parameters are optimized in subsequent training. During training, you can use `get_parameters()` to view information such as the name, shape, data type, and whether the network layers are inversely calculated. -In the example, we traverse each parameter and display the name and attribute of each layer in the network. +```python +for m in model.get_parameters(): + print(f"layer:{m.name}, shape:{m.shape}, dtype:{m.dtype}, requeires_grad:{m.requires_grad}") +``` + +```text +layer:backbone.conv1.weight, shape:(6, 1, 5, 5), dtype:Float32, requeires_grad:True +layer:backbone.conv2.weight, shape:(16, 6, 5, 5), dtype:Float32, requeires_grad:True +layer:backbone.fc1.weight, shape:(120, 400), dtype:Float32, requeires_grad:True +layer:backbone.fc1.bias, shape:(120,), dtype:Float32, requeires_grad:True +layer:backbone.fc2.weight, shape:(84, 120), dtype:Float32, requeires_grad:True +layer:backbone.fc2.bias, shape:(84,), dtype:Float32, requeires_grad:True +layer:backbone.fc3.weight, shape:(10, 84), dtype:Float32, requeires_grad:True +layer:backbone.fc3.bias, shape:(10,), dtype:Float32, requeires_grad:True +``` + +## Quickly Build a LeNet-5 Network Model + +The above describes the use of `mindspore.nn.cell` to build a LeNet-5 network model. The network model interface has been built in `mindvision.classification.models`, and the LeNet-5 network model can be directly built using the `lenet` interface. ```python -model = LeNet5() -for m in model.parameters_and_names(): - print(m) +from mindvision.classification.models import lenet + +# num_classes represents the category of the classification, and pretrained indicates whether to train with the trained model +model = lenet(num_classes=10, pretrained=False) + +for m in model.get_parameters(): + print(f"layer:{m.name}, shape:{m.shape}, dtype:{m.dtype}, requeires_grad:{m.requires_grad}") ``` ```text -('conv1.weight', Parameter (name=conv1.weight, shape=(6, 1, 5, 5), dtype=Float32, requires_grad=True)), -('conv2.weight', Parameter (name=conv2.weight, shape=(16, 6, 5, 5), dtype=Float32, requires_grad=True)), -('fc1.weight', Parameter (name=fc1.weight, shape=(120, 400), dtype=Float32, requires_grad=True)), -('fc1.bias', Parameter (name=fc1.bias, shape=(120,), dtype=Float32, requires_grad=True)), -('fc2.weight', Parameter (name=fc2.weight, shape=(84, 120), dtype=Float32, requires_grad=True)), -('fc2.bias', Parameter (name=fc2.bias, shape=(84,), dtype=Float32, requires_grad=True)), -('fc3.weight', Parameter (name=fc3.weight, shape=(10, 84), dtype=Float32, requires_grad=True)), -('fc3.bias', Parameter (name=fc3.bias, shape=(10,), dtype=Float32, requires_grad=True)) +layer:backbone.conv1.weight, shape:(6, 1, 5, 5), dtype:Float32, requeires_grad:True +layer:backbone.conv2.weight, shape:(16, 6, 5, 5), dtype:Float32, requeires_grad:True +layer:backbone.fc1.weight, shape:(120, 400), dtype:Float32, requeires_grad:True +layer:backbone.fc1.bias, shape:(120,), dtype:Float32, requeires_grad:True +layer:backbone.fc2.weight, shape:(84, 120), dtype:Float32, requeires_grad:True +layer:backbone.fc2.bias, shape:(84,), dtype:Float32, requeires_grad:True +layer:backbone.fc3.weight, shape:(10, 84), dtype:Float32, requeires_grad:True +layer:backbone.fc3.bias, shape:(10,), dtype:Float32, requeires_grad:True ``` + diff --git a/tutorials/source_en/beginner/model_train.md b/tutorials/source_en/beginner/model_train.md index b283b65c4b..2281d5bdbe 100644 --- a/tutorials/source_en/beginner/model_train.md +++ b/tutorials/source_en/beginner/model_train.md @@ -8,25 +8,34 @@ After learning how to create a model and build a dataset in the preceding tutori ## Hyperparameters -Hyperparameters can be adjusted to control the model training and optimization process. Different hyperparameter values may affect the model training and convergence speed. - -Generally, the following hyperparameters are defined for training: +Hyperparameters can be adjusted to control the model training and optimization process. Different hyperparameter values may affect the model training and convergence speed. At present, deep learning models are mostly optimized by a batch stochastic gradient descent algorithm, and the principle of the stochastic gradient descent algorithm is as follows: +$$ +w_{t+1}=w_{t}-\eta \frac{1}{n} \sum_{x \in \mathcal{B}} \nabla l\left(x, w_{t}\right) +$$ +where $n$ is the batch size, and $η$ is a learning rate. In addition, $w_{t}$ is the weight parameter in the training batch t, and $\nabla l$ is the derivative of the loss function. It can be known that in addition to the gradient itself, these two factors directly determine the weight update of the model, and from the optimization itself, they are the most important parameters that affect the performance convergence of the model. Generally, the following hyperparameters are defined for training: - Epoch: specifies number of times that the dataset is traversed during training. -- Batch size: specifies the size of each batch of data to be read. -- Learning rate: If the learning rate is low, the convergence speed slows down. If the learning rate is high, unpredictable results such as no training convergence may occur. +- Batch size: The dataset is trained for batch reading, setting the size of each batch of data. The batch size is too small, takes a lot of time, and the gradient oscillation is serious, which is not conducive to convergence. The batch size is too large, and the gradient direction of different batches does not change at all, which is easy to fall into local minimum values. In this way, an appropriate batch size needs to be chosen, to effectively improve the accuracy of the model and global convergence. +- Learning rate: If the learning rate is low, the convergence speed slows down. If the learning rate is high, unpredictable results such as no training convergence may occur. Gradient descent is a parameter optimization algorithm that is widely used to minimize model errors. Gradient descent estimates the parameters of the model by iterating and minimizing the loss function at each step. The learning rate is that during the iteration process, the learning progress of the model will be controlled. + +![learning-rate](https://gitee.com/mindspore/docs/raw/tutorials-develop/tutorials/source_zh_cn/beginner/images/learning_rate.png) ```python -epochs = 5 -batch_size = 64 -learning_rate = 1e-3 +epochs = 10 +batch_size = 32 +momentum = 0.9 +learning_rate = 1e-2 ``` ## Loss Functions -The **loss function** is used to evaluate the difference between **predicted value** and **actual value** of a model. Here, the absolute error loss function `L1Loss` is used. `mindspore.nn.loss` provides many common loss functions, such as `SoftmaxCrossEntropyWithLogits`, `MSELoss`, and `SmoothL1Loss`. +The **loss function** is used to evaluate the difference between **predicted value** and **target value** of a model. Here, the absolute error loss function `L1Loss` is used: +$$ +\text { L1 Loss Function }=\sum_{i=1}^{n}\left|y_{true}-y_{predicted}\right| +$$ + `mindspore.nn.loss` provides many common loss functions, such as `SoftmaxCrossEntropyWithLogits`, `MSELoss`, and `SmoothL1Loss`. -The output value and target value are provided to compute the loss value. The method is as follows: +Given the predicted value and the target value, we calculate the error (loss value) between the predicted value and the target value by means of a loss function, which is used as follows: ```python import numpy as np @@ -43,23 +52,27 @@ print(loss(output_data, target_data)) 1.5 ``` -## Optimizer +## Optimizer Functions -An optimizer is used to compute and update the gradient. The selection of the model optimization algorithm directly affects the performance of the final model. A poor effect may be caused by the optimization algorithm instead of the feature or model design. All optimization logic of MindSpore is encapsulated in the `Optimizer` object. Here, the Momentum optimizer is used. `mindspore.nn` provides many common optimizers, such as `Adam` and `Momentum`. +An optimizer is used to compute and update the gradient. The selection of the model optimization algorithm directly affects the performance of the final model. A poor effect may be caused by the optimization algorithm instead of the feature or model design. -You need to build an `Optimizer` object. This object can retain the current parameter status and update parameters based on the computed gradient. +All optimization logic of MindSpore is encapsulated in the `Optimizer` object. Here, the Momentum optimizer is used. `mindspore.nn` provides many common optimizers, such as `Adam`, `SGD` and `RMSProp`. -To build an `Optimizer`, we need to provide an iterator that contains parameters (must be variable objects) to be optimized. For example, set `params` to `net.trainable_params()` for all `parameter` that can be trained on the network. Then, you can set the `Optimizer` parameter options, such as the learning rate and weight attenuation. +You need to build an `Optimizer` object. This object can retain the current parameter status and update parameters based on the computed gradient. To build an `Optimizer`, we need to provide an iterator that contains parameters (must be variable objects) to be optimized. For example, set parameters to `net.trainable_params()` for all `parameter` that can be trained on the network. + +Then, you can set the `Optimizer` parameter options, such as the learning rate and weight attenuation. A code example is as follows: ```python from mindspore import nn +from mindvision.classification.models import lenet -optim = nn.Momentum(net.trainable_params(), 0.1, 0.9) +net = lenet(num_classes=10, pretrained=False) +optim = nn.Momentum(net.trainable_params(), learning_rate, momentum) ``` -## Training +## Model Training A model training process is generally divided into four steps. @@ -68,119 +81,40 @@ A model training process is generally divided into four steps. 3. Define hyperparameters, a loss function, and an optimizer. 4. Enter the epoch and dataset for training. -Execute the following command to download and decompress the dataset to the specified location. - -```python -import os -import requests -import tarfile -import zipfile - -def download_dataset(url, target_path): - """download dataset""" - if not os.path.exists(target_path): - os.makedirs(target_path) - download_file = url.split("/")[-1] - if not os.path.exists(download_file): - res = requests.get(url, stream=True, verify=False) - if download_file.split(".")[-1] not in ["tgz","zip","tar","gz"]: - download_file = os.path.join(target_path, download_file) - with open(download_file, "wb") as f: - for chunk in res.iter_content(chunk_size=512): - if chunk: - f.write(chunk) - if download_file.endswith("zip"): - z = zipfile.ZipFile(download_file, "r") - z.extractall(path=target_path) - z.close() - if download_file.endswith(".tar.gz") or download_file.endswith(".tar") or download_file.endswith(".tgz"): - t = tarfile.open(download_file) - names = t.getnames() - for name in names: - t.extract(name, target_path) - t.close() - -download_dataset("https://mindspore-website.obs.cn-north-4.myhuaweicloud.com/notebook/datasets/cifar-10-binary.tar.gz", "./datasets") -``` - -The code example for model training is as follows: +The model training sample code is as follows: ```python -import mindspore.dataset as ds -import mindspore.dataset.transforms.c_transforms as C -import mindspore.dataset.vision.c_transforms as CV -from mindspore import nn, Tensor, Model -from mindspore import dtype as mstype -from mindspore.train.callback import LossMonitor - -DATA_DIR = "./datasets/cifar-10-batches-bin" - -# Define a neural network. -class Net(nn.Cell): - def __init__(self, num_class=10, num_channel=3): - super(Net, self).__init__() - self.conv1 = nn.Conv2d(num_channel, 6, 5, pad_mode='valid') - self.conv2 = nn.Conv2d(6, 16, 5, pad_mode='valid') - self.fc1 = nn.Dense(16 * 5 * 5, 120) - self.fc2 = nn.Dense(120, 84) - self.fc3 = nn.Dense(84, num_class) - self.relu = nn.ReLU() - self.max_pool2d = nn.MaxPool2d(kernel_size=2, stride=2) - self.flatten = nn.Flatten() - - def construct(self, x): - x = self.conv1(x) - x = self.relu(x) - x = self.max_pool2d(x) - x = self.conv2(x) - x = self.relu(x) - x = self.max_pool2d(x) - x = self.flatten(x) - x = self.fc1(x) - x = self.relu(x) - x = self.fc2(x) - x = self.relu(x) - x = self.fc3(x) - return x - -net = Net() -epochs = 5 -batch_size = 64 -learning_rate = 1e-3 - -# Build a dataset. -sampler = ds.SequentialSampler(num_samples=128) -dataset = ds.Cifar10Dataset(DATA_DIR, sampler=sampler) - -# Convert the data type. -type_cast_op_image = C.TypeCast(mstype.float32) -type_cast_op_label = C.TypeCast(mstype.int32) -HWC2CHW = CV.HWC2CHW() -dataset = dataset.map(operations=[type_cast_op_image, HWC2CHW], input_columns="image") -dataset = dataset.map(operations=type_cast_op_label, input_columns="label") -dataset = dataset.batch(batch_size) - -# Define hyperparameters, a loss function, and an optimizer. -optim = nn.Momentum(net.trainable_params(), learning_rate, 0.9) -loss = nn.SoftmaxCrossEntropyWithLogits(sparse=True, reduction='mean') -cb = LossMonitor() - -# Enter the epoch and dataset for training. -model = Model(net, loss_fn=loss, optimizer=optim) -model.train(epoch=epochs, train_dataset=dataset, callbacks=cb) +import mindspore.nn as nn +from mindspore.train import Model + +from mindvision.classification.dataset import Mnist +from mindvision.classification.models import lenet +from mindvision.engine.callback import LossMonitor + +# 1. Build a dataset +download_train = Mnist(path="./mnist", split="train", batch_size=batch_size, repeat_num=1, shuffle=True, resize=32, download=True) +dataset_train = download_train.run() + +# 2. Define a neural network +network = lenet(num_classes=10, pretrained=False) +# 3.1 Define a loss function +net_loss = nn.SoftmaxCrossEntropyWithLogits(sparse=True, reduction='mean') +# 3.2 Defines an optimizer function +net_opt = nn.Momentum(network.trainable_params(), learning_rate=learning_rate, momentum=momentum) +# 3.3 Initialize model parameters +model = Model(network, loss_fn=net_loss, optimizer=net_opt, metrics={'acc'}) + +# 4. Perform training on the neural network +model.train(epochs, dataset_train, callbacks=[LossMonitor(learning_rate)]) ``` -The output is as follows: +The loss value is printed during training, similar to the following image. The loss value fluctuates, but in general the loss value decreases gradually and the accuracy gradually increases. The loss values run by different persons have a certain randomness and are not necessarily exactly the same. Examples of loss printing during training are as follows: ```text -epoch: 1 step: 1, loss is 2.3025818 -epoch: 1 step: 2, loss is 2.3025775 -epoch: 2 step: 1, loss is 2.3025408 -epoch: 2 step: 2, loss is 2.3025331 -epoch: 3 step: 1, loss is 2.3024616 -epoch: 3 step: 2, loss is 2.302457 -epoch: 4 step: 1, loss is 2.3023522 -epoch: 4 step: 2, loss is 2.3023558 -epoch: 5 step: 1, loss is 2.3022182 -epoch: 5 step: 2, loss is 2.3022337 +Epoch:[ 0/ 1], step:[ 1856/ 1875], loss:[0.131/1.448], time:7.942, lr:125.00000. +Epoch:[ 0/ 1], step:[ 1857/ 1875], loss:[0.018/1.447], time:8.058, lr:125.00000. +... +Epoch:[ 0/ 1], step:[ 1858/ 1875], loss:[0.025/1.446], time:8.029, lr:125.00000. +Epoch:[ 0/ 1], step:[ 1859/ 1875], loss:[0.023/1.445], time:7.952, lr:125.00000. +Epoch:[ 0/ 1], step:[ 1860/ 1875], loss:[0.133/1.445], time:8.030, lr:125.00000. ``` \ No newline at end of file diff --git a/tutorials/source_en/beginner/save_load_model.md b/tutorials/source_en/beginner/save_load_model.md index aa810586e1..a96b4c0dc8 100644 --- a/tutorials/source_en/beginner/save_load_model.md +++ b/tutorials/source_en/beginner/save_load_model.md @@ -1,14 +1,52 @@ # Saving and Loading the Model -`Ascend` `GPU` `CPU` `Beginner` `Model Export` `Model Loading` - -In the previous tutorial, you learn how to train the network. In this tutorial, you will learn how to save and load a model, and how to export a saved model in a specified format to different platforms for inference. +The content of the previous chapter mainly introduced how to adjust hyperparameters and train network models. During the process of training the network model, we actually want to save the intermediate and final results for fine-tune and subsequent model deployment and inference, and now start learning how to set hyperparameters and optimize model parameters. + +## Model Training + +The following are the basic steps and code for network model training, with sample code as follows: + +```python +import mindspore.nn as nn +from mindspore.train import Model + +from mindvision.classification.dataset import Mnist +from mindvision.classification.models import lenet +from mindvision.engine.callback import LossMonitor + +# 1. Build a dataset +download_train = Mnist(path="./mnist", split="train", batch_size=batch_size, repeat_num=1, shuffle=True, resize=32, download=True) +dataset_train = download_train.run() + +# 2. Define a neural network +network = lenet(num_classes=10, pretrained=False) +# 3.1 Define a loss function +net_loss = nn.SoftmaxCrossEntropyWithLogits(sparse=True, reduction='mean') +# 3.2 Defines an optimizer function +net_opt = nn.Momentum(network.trainable_params(), learning_rate=learning_rate, momentum=momentum) +# 3.3 Initialize model parameters +model = Model(network, loss_fn=net_loss, optimizer=net_opt, metrics={'acc'}) + +# 4. Perform training on the neural network +model.train(epochs, dataset_train, callbacks=[LossMonitor(learning_rate)]) +``` + +```text +Epoch:[ 0/ 1], step:[ 1856/ 1875], loss:[0.131/1.448], time:7.942, lr:125.00000. +Epoch:[ 0/ 1], step:[ 1857/ 1875], loss:[0.018/1.447], time:8.058, lr:125.00000. +... +Epoch:[ 0/ 1], step:[ 1858/ 1875], loss:[0.025/1.446], time:8.029, lr:125.00000. +Epoch:[ 0/ 1], step:[ 1859/ 1875], loss:[0.023/1.445], time:7.952, lr:125.00000. +Epoch:[ 0/ 1], step:[ 1860/ 1875], loss:[0.133/1.445], time:8.030, lr:125.00000. +``` + + ## Saving the Model -There are two main ways to save the interface of the model: +After training the network, the following will describe how to save and load the model. There are two main ways to save the interface of the model: 1. One is to simply save the network model, which can be saved before and after training. The advantage is that the interface is simple and easy to use, but only the state of the network model when the command is executed is retained; @@ -16,7 +54,7 @@ There are two main ways to save the interface of the model: ### Saving the Model Directly -Use the save_checkpoint provided by MindSpore to save the model, pass it to the network and save the path: +Use the save_checkpoint provided by MindSpore to save the model, and pass it to the network and save the path: ```python import mindspore as ms @@ -29,25 +67,22 @@ Here, `net` is the training network, and the definition method can be referred t ### Saving the Model During Training -In the process of model training, use the `callbacks` parameter in `model.train` to pass in the object `ModelCheckpoint` that saves the model, which can save the model parameters and generate CheckPoint (abbreviated as ckpt) files. - -```python -from mindspore.train.callback import ModelCheckpoint - -ckpt_cb = ModelCheckpoint() -model.train(epoch_num, dataset, callbacks=ckpt_cb) -``` - -Here, `epoch_num` is the number of times that the dataset is traversed during training. The definition method can be referred to [Training the Model](https://www.mindspore.cn/tutorials/en/master/optimization.html). `dataset` is the dataset to be loaded. The definition method can be referred to [Loading and Processing Data](https://www.mindspore.cn/tutorials/en/master/dataset.html). +In the process of model training, use the `callbacks` parameter in `model.train` to pass in the object `ModelCheckpoint` that saves the model, which can save the model parameters and generate CheckPoint (abbreviated as ckpt) files. `epoch_num` is a training round. The definition method can be referred to [Training the Model](https://www.mindspore.cn/tutorials/en/master/optimization.html). `dataset` is the dataset to be loaded. The definition method can be referred to [Loading and Processing Data](https://www.mindspore.cn/tutorials/en/master/dataset.html). You can configure the checkpoint policies as required. The following describes the usage: ```python from mindspore.train.callback import ModelCheckpoint, CheckpointConfig -config_ck = CheckpointConfig(save_checkpoint_steps=32, keep_checkpoint_max=10) -ckpt_cb = ModelCheckpoint(prefix='resnet50', directory=None, config=config_ck) -model.train(epoch_num, dataset, callbacks=ckpt_cb) +# Set the number of epoch_num +epoch_num = 1 + +# Set the model saving parameters +config_ck = CheckpointConfig(save_checkpoint_steps=1875, keep_checkpoint_max=10) + +# Apply the model saving parameters +ckpoint = ModelCheckpoint(prefix="lenet", directory="./lenet", config=config_ck) +model.train(epoch_num, dataset_train, callbacks=ckpoint) ``` In the preceding code, you need to initialize a `CheckpointConfig` class object to set the saving policy. @@ -69,9 +104,9 @@ resnet50-3_32.ckpt # The file name indicates that the model parameters generate ... ``` -If you use the same prefix and run the training script for multiple times, checkpoint files with the same name may be generated. To help users distinguish files generated each time, MindSpore adds underscores (_) and digits to the end of the user-defined prefix. If you want to delete the `.ckpt` file, delete the `.meta` file at the same time. +If you use the same prefix and run the training script for multiple times, checkpoint files with the same name may be generated. To help users distinguish files generated each time, MindSpore adds underscores "_" and digits to the end of the user-defined prefix. If you want to delete the `.ckpt` file, delete the `.meta` file at the same time. -For example, `resnet50_3-2_32.ckpt` indicates the checkpoint file generated during the 32nd step of the second epoch after the script is executed for the third time. +For example, `lenet_3-2_1875.ckpt` indicates the CheckPoint file of the 1875th step of the 2nd epoch generated by running the 3rd script. ## Loading the Model @@ -82,12 +117,15 @@ The sample code is as follows: ```python from mindspore import load_checkpoint, load_param_into_net -resnet = ResNet50() -# Store model parameters in the parameter dictionary. -param_dict = load_checkpoint("resnet50-2_32.ckpt") -# Load parameters to the network. -load_param_into_net(resnet, param_dict) -model = Model(resnet, loss, metrics={"accuracy"}) +from mindvision.classification.dataset import Mnist +from mindvision.classification.models import lenet + +# Store the model parameters in the parameter dictionary, where the model parameters saved during the training process above are loaded +param_dict = load_checkpoint("./lenet/lenet-1_1875.ckpt") + +# Load parameters to the network +load_param_into_net(network, param_dict) +model = Model(network, net_loss, metrics={"accuracy"}) ``` - The `load_checkpoint` method loads the network parameters in the parameter file to the `param_dict` dictionary. @@ -95,80 +133,41 @@ model = Model(resnet, loss, metrics={"accuracy"}) ### Validating the Model -In the inference-only scenario, parameters are directly loaded to the network for subsequent inference and validation. The sample code is as follows: +After the above module loads the parameters into the network, for the inference scenario, you can call the `eval` function for inference verification. The sample code is as follows: ```python -# Define a validation dataset. -dataset_eval = create_dataset(os.path.join(mnist_path, "test"), 32, 1) - # Call eval() for inference. +download_eval = Mnist(path="./mnist", split="test", batch_size=32, resize=32, download=True) +dataset_eval = download_eval.run() acc = model.eval(dataset_eval) + +print("{}".format(acc)) +``` + +```text +{'accuracy': 0.9857772435897436} ``` ### For Transfer Learning -You can load network parameters and optimizer parameters to the model in the case of task interruption, retraining, and fine-tuning. The sample code is as follows: +For task interruption retraining and fine-tuning scenarios, you can call the `train` function for transfer learning. The sample code is as follows: ```python -# Set the number of training epochs. -epoch = 1 # Define a training dataset. -dataset = create_dataset(os.path.join(mnist_path, "train"), 32, 1) -# Call train() for training. -model.train(epoch, dataset) -``` - -## Exporting the Model - -During model training, you can add checkpoints to save model parameters for inference and retraining. If you want to perform inference on different hardware platforms, you can generate MindIR, AIR, or ONNX files based on the network and checkpoint files. - -The following describes how to save a checkpoint file and export a MindIR, AIR, or ONNX file. +download_train = Mnist(path="./mnist", split="train", batch_size=32, repeat_num=1, shuffle=True, resize=32, download=True) +dataset_train = download_train.run() -> MindSpore is an all-scenario AI framework that uses MindSpore IR to unify intermediate representation of network models. Therefore, you are advised to export files in MindIR format. - -### Exporting a MindIR File - -If you want to perform inference across platforms or hardware (such as the Ascend AI Processors, MindSpore devices, or GPUs) after obtaining a checkpoint file, you can define the network and checkpoint to generate a model file in MINDIR format. Currently, the inference network export based on static graphs is supported and does not contain control flow semantics. An example of the code for exporting the file is as follows: - -```python -from mindspore import export, load_checkpoint, load_param_into_net -from mindspore import Tensor -import numpy as np - -resnet = ResNet50() -# Store model parameters in the parameter dictionary. -param_dict = load_checkpoint("resnet50-2_32.ckpt") - -# Load parameters to the network. -load_param_into_net(resnet, param_dict) -input = np.random.uniform(0.0, 1.0, size=[32, 3, 224, 224]).astype(np.float32) -export(resnet, Tensor(input), file_name='resnet50-2_32', file_format='MINDIR') +# Call train() for training. +model.train(epoch_num, dataset_train, dataset_sink_mode=False) ``` -> - `input` specifies the input shape and data type of the exported model. If the network has multiple inputs, you need to pass them to the `export` method. Example: `export(network, Tensor(input1), Tensor(input2), file_name='network', file_format='MINDIR')` -> - If `file_name` does not contain the ".mindir" suffix, the system will automatically add the ".mindir" suffix to it. - -### Exporting in Other Formats - -#### Exporting an AIR File - -If you want to perform inference on the Ascend AI Processor after obtaining a checkpoint file, use the network and checkpoint to generate a model file in AIR format. An example of the code for exporting the file is as follows: - -```python -export(resnet, Tensor(input), file_name='resnet50-2_32', file_format='AIR') +```text +Epoch:[ 0/ 1], step:[ 1856/ 1875], loss:[0.131/1.448], time:7.942, lr:125.00000. +Epoch:[ 0/ 1], step:[ 1857/ 1875], loss:[0.018/1.447], time:8.058, lr:125.00000. +... +Epoch:[ 0/ 1], step:[ 1858/ 1875], loss:[0.025/1.446], time:8.029, lr:125.00000. +Epoch:[ 0/ 1], step:[ 1859/ 1875], loss:[0.023/1.445], time:7.952, lr:125.00000. +Epoch:[ 0/ 1], step:[ 1860/ 1875], loss:[0.133/1.445], time:8.030, lr:125.00000. ``` -> - `input` specifies the input shape and data type of the exported model. If the network has multiple inputs, you need to pass them to the `export` method. Example: `export(network, Tensor(input1), Tensor(input2), file_name='network', file_format='AIR')` -> - If `file_name` does not contain the ".air" suffix, the system will automatically add the ".air" suffix to it. - -#### Exporting an ONNX File - -If you want to perform inference on other third-party hardware after obtaining a checkpoint file, use the network and checkpoint to generate a model file in ONNX format. An example of the code for exporting the file is as follows: - -```python -export(resnet, Tensor(input), file_name='resnet50-2_32', file_format='ONNX') -``` -> - `input` specifies the input shape and data type of the exported model. If the network has multiple inputs, you need to pass them to the `export` method. Example: `export(network, Tensor(input1), Tensor(input2), file_name='network', file_format='ONNX')` -> - If `file_name` does not contain the ".onnx" suffix, the system will automatically add the ".onnx" suffix to it. -> - Currently, only the ONNX format export of ResNet series networks and BERT are supported. diff --git a/tutorials/source_en/beginner/tensor.ipynb b/tutorials/source_en/beginner/tensor.ipynb index 9a5060cd69..46864f1432 100644 --- a/tutorials/source_en/beginner/tensor.ipynb +++ b/tutorials/source_en/beginner/tensor.ipynb @@ -5,18 +5,18 @@ "source": [ "# Tensor\n", "\n", - "[![查看源文件](https://gitee.com/mindspore/docs/raw/master/resource/_static/logo_source_en.png)](https://gitee.com/mindspore/docs/blob/tutorials-develop/tutorials/source_zh_cn/beginner/tensor.ipynb)\n", + "[![View-Source](https://gitee.com/mindspore/docs/raw/master/resource/_static/logo_source_en.png)](https://gitee.com/mindspore/docs/blob/tutorials-develop/tutorials/source_zh_cn/beginner/tensor.ipynb)\n", "\n", "Tensor is a multilinear function that can be used to represent linear relationships between vectors , scalars , and other tensors. The basic examples of these linear relations are the inner product , the outer product , the linear map , and the Cartesian product. In the $n$ dimensional space, its coordinates have $n^{r}$ components, where each component is a function of coordinates, and these components are also linearly transformed according to certain rules when the coordinates are transformed. $r$ is called the rank or order of this tensor (neither has anything to do with the rank and order of the matrix).\n", "\n", - "Tensor is a special data structure that is very similar to arrays and matrices. Tensor([Tensor](https://www.mindspore.cn/docs/api/en/master/api_python/mindspore/mindspore.Tensor.html)) is the basic data structure in MindSpore network operations, and this chapter mainly introduces the attributes and usage of the tensor and the sparse tensor." + "Tensor is a special data structure that is very similar to arrays and matrices. [Tensor](https://www.mindspore.cn/docs/api/en/master/api_python/mindspore/mindspore.Tensor.html) is the basic data structure in MindSpore network operations, and this chapter mainly introduces the attributes and usage of the tensor and the sparse tensor." ], "metadata": {} }, { "cell_type": "markdown", "source": [ - "## Initializing the Tensors\n", + "## Building the Tensors\n", "\n", "There are multiple methods for initializing tensors. When building a tensor, you can pass the Tensor with `float`, `int`, `bool`, `tuple`, `list`, and `NumPy.array` types.\n", "\n", @@ -53,11 +53,23 @@ "import numpy as np\n", "\n", "arr = np.array([1, 0, 1, 0])\n", - "x_np = Tensor(arr)" + "tensor_arr = Tensor(arr)\n", + "\n", + "print(type(arr))\n", + "print(type(tensor_arr))" ], "outputs": [], "metadata": {} }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "\n", + "" + ] + }, { "cell_type": "markdown", "source": [ @@ -92,17 +104,19 @@ "tensor1 = Tensor(shape=(2, 2), dtype=mstype.float32, init=One())\n", "tensor2 = Tensor(shape=(2, 2), dtype=mstype.float32, init=Normal())\n", "\n", - "print(tensor1)\n", - "print(tensor2)" + "print(\"tensor1:\\n\", tensor1)\n", + "print(\"tensor2:\\n\", tensor2)" ], "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ - "[[1. 1.]\n", + "tensor1:\n", + " [[1. 1.]\n", " [1. 1.]]\n", - "[[-0.00128023 -0.01392901]\n", + "tensor2:\n", + " [[-0.00128023 -0.01392901]\n", " [ 0.0130886 -0.00107818]]\n" ] } @@ -112,7 +126,7 @@ { "cell_type": "markdown", "source": [ - "The `init` is used for delayed initialization in parallel mode. Usually, it is not recommended to use `init` interface to initialize parameters in other conditions.\n", + "The `init` is used for delayed initialization in parallel mode. Usually, it is not recommended to use `init` interface to initialize parameters.\n", "\n", "- **Inheriting attributes of another tensor to form a new tensor.**" ], @@ -128,7 +142,9 @@ "x = Tensor(np.array([[0, 1], [2, 1]]).astype(np.int32))\n", "output = oneslike(x)\n", "\n", - "print(output)" + "print(output)\n", + "print(\"input shape:\", x.shape)\n", + "print(\"output shape:\", output.shape)" ], "outputs": [ { @@ -136,7 +152,9 @@ "name": "stdout", "text": [ "[[1 1]\n", - " [1 1]]\n" + " [1 1]]\n", + "input shape: (2, 2)\n", + "output shape: (2, 2)\n" ] } ], @@ -158,7 +176,6 @@ "shape = (2, 2)\n", "ones = ops.Ones()\n", "output = ones(shape, mstype.float32)\n", - "print(output)\n", "\n", "zeros = ops.Zeros()\n", "output = zeros(shape, mstype.float32)\n", @@ -289,15 +306,14 @@ "cell_type": "code", "execution_count": 9, "source": [ - "x = Tensor(np.array([1.0, 2.0, 3.0]), mstype.float32)\n", - "y = Tensor(np.array([4.0, 5.0, 6.0]), mstype.float32)\n", + "x = Tensor(np.array([1, 2, 3]), mstype.int32)\n", + "y = Tensor(np.array([4, 5, 6]), mstype.int32)\n", "\n", "output_add = x + y\n", "output_sub = x - y\n", "output_mul = x * y\n", "output_div = y / x\n", - "output_mod = x % y\n", - "output_pow = x ** 2\n", + "output_mod = y % x\n", "output_floordiv = y // x\n", "\n", "print(\"add:\", output_add)\n", @@ -305,7 +321,6 @@ "print(\"mul:\", output_mul)\n", "print(\"div:\", output_div)\n", "print(\"mod:\", output_mod)\n", - "print(\"pow:\", output_pow)\n", "print(\"floordiv:\", output_floordiv)" ], "outputs": [ @@ -313,13 +328,12 @@ "output_type": "stream", "name": "stdout", "text": [ - "add: [5. 7. 9.]\n", - "sub: [-3. -3. -3.]\n", - "mul: [ 4. 10. 18.]\n", - "div: [4. 2.5 2. ]\n", - "mod: [1. 2. 3.]\n", - "pow: [1. 4. 9.]\n", - "floordiv: [4. 2. 2.]\n" + "add: [5 7 9]\n", + "sub: [-3 -3 -3]\n", + "mul: [ 4 10 18]\n", + "div: [4 2 2]\n", + "mod: [0 1 0]\n", + "floordiv: [4 2 2]\n" ] } ], @@ -340,7 +354,9 @@ "data2 = Tensor(np.array([[4, 5], [6, 7]]).astype(np.float32))\n", "op = ops.Concat()\n", "output = op((data1, data2))\n", - "print(output)" + "\n", + "print(output)\n", + "print(\"shape:\\n\", output.shape)" ], "outputs": [ { @@ -350,7 +366,9 @@ "[[0. 1.]\n", " [2. 3.]\n", " [4. 5.]\n", - " [6. 7.]]\n" + " [6. 7.]]\n", + "shape:\n", + " (4, 2)\n" ] } ], @@ -372,7 +390,8 @@ "op = ops.Stack()\n", "output = op([data1, data2])\n", "\n", - "print(output)" + "print(output)\n", + "print(\"shape:\\n\", output.shape)" ], "outputs": [ { @@ -383,7 +402,9 @@ " [2. 3.]]\n", "\n", " [[4. 5.]\n", - " [6. 7.]]]\n" + " [6. 7.]]]\n", + "shape:\n", + " (2, 2, 2)\n" ] } ], @@ -473,9 +494,7 @@ "\n", "The common structure of the sparse tensor is ``. `indices` means index of\n", "non-zero elements, `values` means the values of these non-zero elements and shape means the dense shape of\n", - "the sparse tensor. Using this structure, we define data structure `CSRTensor`, `COOTensor` and `RowTensor`.\n", - "\n", - "> Both `COOTensor` and `CSRTensor` support Graph Mode and PyNative Mode." + "the sparse tensor. Using this structure, we define data structure `CSRTensor`, `COOTensor` and `RowTensor`." ] }, { @@ -536,13 +555,13 @@ "`COOTensor` is used to compress Tensors with irregular distribution of non-zero elements. If the number of non-zero elements\n", "is `N` and the dense shape of the sparse tensor is `ndims`:\n", "\n", - "- `indices`: 2-D integer Tensor and each row indicates a non-zero element subscript. Shape: `[N, ndims]`. Index data type only supports `int32` for now.\n", + "- `indices`: 2-D integer Tensor and each row indicates a non-zero element subscript. Shape: `[N, ndims]`. Index data type only supports int32 for now.\n", "- `values`: 1-D tensor of any type, indicating the value of non-zero elements. Shape: `[N]`.\n", "- `shape`: indicating a dense shape of the sparse tensor, currently only 2-D `COOTensor` is supported.\n", "\n", - "For more details, please see [mindspore.COOTensor](https://www.mindspore.cn/docs/api/en/master/api_python/mindspore/mindspore.COOTensor.html).\n", + ">For more details for `COOTensor`, please see [mindspore.COOTensor](https://www.mindspore.cn/docs/api/en/master/api_python/mindspore/mindspore.COOTensor.html).\n", "\n", - "Here are some examples of how `COOTensor` can be used:" + "Here are some examples of how COOTensor can be used:" ] }, { @@ -584,9 +603,17 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "The codes above produce a `COOTensor`:\n", - "\n", - "![COOTensor](https://gitee.com/mindspore/docs/raw/tutorials-develop/tutorials/source_en/beginner/images/tensor_1.PNG)" + "The codes above produce a `COOTensor` as following:\n", + "\n", + "$$\n", + " \\left[\n", + " \\begin{matrix}\n", + " 0 & 1 & 0 & 0 \\\\\n", + " 0 & 0 & 2 & 0 \\\\\n", + " 0 & 0 & 0 & 0\n", + " \\end{matrix}\n", + " \\right]\n", + "$$" ] }, { @@ -622,14 +649,14 @@ } ], "source": [ - "from mindspore import RowTensor, Tensor\n", - "from mindspore.common import dtype as mstype\n", + "from mindspore import RowTensor\n", "import mindspore.nn as nn\n", "\n", "class Net(nn.Cell):\n", " def __init__(self, dense_shape):\n", " super(Net, self).__init__()\n", " self.dense_shape = dense_shape\n", + "\n", " def construct(self, indices, values):\n", " x = RowTensor(indices, values, self.dense_shape)\n", " return x.values, x.indices, x.dense_shape\n", @@ -637,6 +664,7 @@ "indices = Tensor([0])\n", "values = Tensor([[1, 2]], dtype=mstype.float32)\n", "out = Net((3, 2))(indices, values)\n", + "\n", "print(\"non-zero values:\", out[0])\n", "print(\"non-zero indices:\", out[1])\n", "print(\"shape:\", out[2])" -- Gitee