From 9ef173b47a1474c16c760accb337b537139d6b6d Mon Sep 17 00:00:00 2001 From: Brian Johnson Date: Sun, 21 Jul 2019 09:38:36 -0700 Subject: [PATCH 01/72] Build Repair Work: build-fix branch (#564) * Update requirements.txt Pinning sphinx gallery. Step one. Please don't merge. * Update build.sh removed audio, audio sample, added || true to line 39. * Update build.sh uninstall/install awscli * Update build.sh Trying to unpin Sphinx from ==1.8.2. * Update build.sh Pinning sphinx-gallery. * Update build.sh repining sphinx trying pip install * Update build.sh removed -y option * Update build.sh * Update build.sh --- .jenkins/build.sh | 23 ++++++++++++++--------- requirements.txt | 2 +- 2 files changed, 15 insertions(+), 10 deletions(-) diff --git a/.jenkins/build.sh b/.jenkins/build.sh index eaed1d00057..926380ea118 100755 --- a/.jenkins/build.sh +++ b/.jenkins/build.sh @@ -16,19 +16,24 @@ rm -rf src pip install -r $DIR/../requirements.txt export PATH=/opt/conda/bin:$PATH -conda install -y sphinx==1.8.2 pandas +pip install sphinx==1.8.2 pandas + +# install awscli +# pip uninstall awscli +# pip install awscli==1.16.35 + # PyTorch Theme rm -rf src pip install -e git+git://github.com/pytorch/pytorch_sphinx_theme.git#egg=pytorch_sphinx_theme # pillow >= 4.2 will throw error when trying to write mode RGBA as JPEG, # this is a workaround to the issue. -pip install sphinx-gallery tqdm matplotlib ipython pillow==4.1.1 +pip install sphinx-gallery==0.3.1 tqdm matplotlib ipython pillow==4.1.1 # Install torchaudio from source -git clone https://github.com/pytorch/audio --quiet -pushd audio -python setup.py install -popd +# git clone https://github.com/pytorch/audio --quiet +# pushd audio +# python setup.py install +# popd aws configure set default.s3.multipart_threshold 5120MB @@ -36,9 +41,9 @@ aws configure set default.s3.multipart_threshold 5120MB export NUM_WORKERS=20 if [[ "${JOB_BASE_NAME}" == *worker_* ]]; then # Step 1: Remove runnable code from tutorials that are not supposed to be run - python $DIR/remove_runnable_code.py beginner_source/aws_distributed_training_tutorial.py beginner_source/aws_distributed_training_tutorial.py + python $DIR/remove_runnable_code.py beginner_source/aws_distributed_training_tutorial.py beginner_source/aws_distributed_training_tutorial.py || true # TODO: Fix bugs in these tutorials to make them runnable again - python $DIR/remove_runnable_code.py beginner_source/audio_classifier_tutorial.py beginner_source/audio_classifier_tutorial.py + python $DIR/remove_runnable_code.py beginner_source/audio_classifier_tutorial.py beginner_source/audio_classifier_tutorial.py || true # Step 2: Keep certain tutorials based on file count, and remove runnable code in all other tutorials # IMPORTANT NOTE: We assume that each tutorial has a UNIQUE filename. @@ -180,4 +185,4 @@ else fi rm -rf vision -rm -rf audio +# rm -rf audio diff --git a/requirements.txt b/requirements.txt index 7d74d4d845e..45054ba201d 100644 --- a/requirements.txt +++ b/requirements.txt @@ -1,7 +1,7 @@ # Refer to ./jenkins/build.sh for tutorial build instructions sphinx -sphinx-gallery +sphinx-gallery==0.3.1 tqdm numpy matplotlib From cae25098235a3f8d722596565e75226426494293 Mon Sep 17 00:00:00 2001 From: Joseph Spisak Date: Sun, 21 Jul 2019 22:25:51 -0700 Subject: [PATCH 02/72] Update PyTorch Cheat.md Updated the Hybrid frontend section to link to JIT/Torchscript. --- beginner_source/PyTorch Cheat.md | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/beginner_source/PyTorch Cheat.md b/beginner_source/PyTorch Cheat.md index 3101bd6a2d3..212cd73974d 100644 --- a/beginner_source/PyTorch Cheat.md +++ b/beginner_source/PyTorch Cheat.md @@ -26,13 +26,13 @@ from torch.jit import script, trace # hybrid frontend decorator and tracin ``` See [autograd](https://pytorch.org/docs/stable/autograd.html), [nn](https://pytorch.org/docs/stable/nn.html), [functional](https://pytorch.org/docs/stable/nn.html#torch-nn-functional) and [optim](https://pytorch.org/docs/stable/optim.html) -### Hybrid frontend +### Torchscript and JIT ``` torch.jit.trace() # takes your module or function and an example data input, and traces the computational steps that the data encounters as it progresses through the model @script # decorator used to indicate data-dependent control flow within the code being traced ``` -See [hybrid frontend](https://pytorch.org/docs/stable/hybridfrontend) +See [Torchscript](https://pytorch.org/docs/stable/jit.html) ### ONNX From 283d902e235415b3daca01604977e4e2b6728e72 Mon Sep 17 00:00:00 2001 From: Brian Johnson Date: Mon, 22 Jul 2019 13:32:44 -0700 Subject: [PATCH 03/72] Update ptcheat.rst (#570) --- beginner_source/ptcheat.rst | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/beginner_source/ptcheat.rst b/beginner_source/ptcheat.rst index 00263069d43..d1360b5b86c 100644 --- a/beginner_source/ptcheat.rst +++ b/beginner_source/ptcheat.rst @@ -29,7 +29,7 @@ See `autograd `__, `functional `__ and `optim `__ -Hybrid frontend +Torchscript and JIT --------------- .. code-block:: python @@ -41,7 +41,7 @@ Hybrid frontend @script # decorator used to indicate data-dependent # control flow within the code being traced -See `hybrid frontend `__ +See `Torchscript `__ ONNX ---- From 35480d85f8507b3229e16af27cad84a229bb7999 Mon Sep 17 00:00:00 2001 From: Joseph Spisak Date: Mon, 22 Jul 2019 14:03:38 -0700 Subject: [PATCH 04/72] Update cifar10_tutorial.py (#568) Some spelling errors fixed.. "That looks waaay better than chance" "Because your network is realllly small" --- beginner_source/blitz/cifar10_tutorial.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/beginner_source/blitz/cifar10_tutorial.py b/beginner_source/blitz/cifar10_tutorial.py index d84e2fab7e0..981aec8cfee 100644 --- a/beginner_source/blitz/cifar10_tutorial.py +++ b/beginner_source/blitz/cifar10_tutorial.py @@ -235,7 +235,7 @@ def forward(self, x): 100 * correct / total)) ######################################################################## -# That looks waaay better than chance, which is 10% accuracy (randomly picking +# That looks way better than chance, which is 10% accuracy (randomly picking # a class out of 10 classes). # Seems like the network learnt something. # @@ -298,7 +298,7 @@ def forward(self, x): # inputs, labels = data[0].to(device), data[1].to(device) # # Why dont I notice MASSIVE speedup compared to CPU? Because your network -# is realllly small. +# is really small. # # **Exercise:** Try increasing the width of your network (argument 2 of # the first ``nn.Conv2d``, and argument 1 of the second ``nn.Conv2d`` – From 6befae30fcf757e1ee4495523c933ab288b5ea95 Mon Sep 17 00:00:00 2001 From: Joseph Spisak Date: Mon, 22 Jul 2019 14:04:54 -0700 Subject: [PATCH 05/72] Update dcgan_faces_tutorial.py (#567) Corrected to CHW not HWC (3x36x36) --- beginner_source/dcgan_faces_tutorial.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/beginner_source/dcgan_faces_tutorial.py b/beginner_source/dcgan_faces_tutorial.py index 018d67a3705..74e9d94406a 100644 --- a/beginner_source/dcgan_faces_tutorial.py +++ b/beginner_source/dcgan_faces_tutorial.py @@ -53,7 +53,7 @@ # :math:`D(x)` is the discriminator network which outputs the (scalar) # probability that :math:`x` came from training data rather than the # generator. Here, since we are dealing with images the input to -# :math:`D(x)` is an image of HWC size 3x64x64. Intuitively, :math:`D(x)` +# :math:`D(x)` is an image of CHW size 3x64x64. Intuitively, :math:`D(x)` # should be HIGH when :math:`x` comes from training data and LOW when # :math:`x` comes from the generator. :math:`D(x)` can also be thought of # as a traditional binary classifier. From 903eae83f94f735824ef425dc6c6e8afd4a20f94 Mon Sep 17 00:00:00 2001 From: Brian Johnson Date: Wed, 24 Jul 2019 11:43:18 -0700 Subject: [PATCH 06/72] Update chatbot_tutorial.py (#573) Updated some code to remove eval in the code. --- beginner_source/chatbot_tutorial.py | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/beginner_source/chatbot_tutorial.py b/beginner_source/chatbot_tutorial.py index 838a1c1aeda..7c1a7d1c6fc 100644 --- a/beginner_source/chatbot_tutorial.py +++ b/beginner_source/chatbot_tutorial.py @@ -195,7 +195,8 @@ def loadConversations(fileName, lines, fields): for i, field in enumerate(fields): convObj[field] = values[i] # Convert string to list (convObj["utteranceIDs"] == "['L598485', 'L598486', ...]") - lineIds = eval(convObj["utteranceIDs"]) + utterance_id_pattern = re.compile('L[0-9]+') + lineIds = utterance_id_pattern.findall(convObj["utteranceIDs"]) # Reassemble lines convObj["lines"] = [] for lineId in lineIds: From 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using ONNX -================================================================ - -In this tutorial, we describe how to use ONNX to convert a model defined -in PyTorch into the ONNX format and then load it into Caffe2. Once in -Caffe2, we can run the model to double-check it was exported correctly, -and we then show how to use Caffe2 features such as mobile exporter for -executing the model on mobile devices. - -For this tutorial, you will need to install `onnx `__ -and `Caffe2 `__. -You can get binary builds of onnx with -``pip install onnx``. - -``NOTE``: This tutorial needs PyTorch master branch which can be installed by following -the instructions `here `__ - -""" - -# Some standard imports -import io -import numpy as np - -from torch import nn -import torch.utils.model_zoo as model_zoo -import torch.onnx - - -###################################################################### -# Super-resolution is a way of increasing the resolution of images, videos -# and is widely used in image processing or video editing. For this -# tutorial, we will first use a small super-resolution model with a dummy -# input. -# -# First, let's create a SuperResolution model in PyTorch. `This -# model `__ -# comes directly from PyTorch's examples without modification: -# - -# Super Resolution model definition in PyTorch -import torch.nn as nn -import torch.nn.init as init - - -class SuperResolutionNet(nn.Module): - def __init__(self, upscale_factor, inplace=False): - super(SuperResolutionNet, self).__init__() - - self.relu = nn.ReLU(inplace=inplace) - self.conv1 = nn.Conv2d(1, 64, (5, 5), (1, 1), (2, 2)) - self.conv2 = nn.Conv2d(64, 64, (3, 3), (1, 1), (1, 1)) - self.conv3 = nn.Conv2d(64, 32, (3, 3), (1, 1), (1, 1)) - self.conv4 = nn.Conv2d(32, upscale_factor ** 2, (3, 3), (1, 1), (1, 1)) - self.pixel_shuffle = nn.PixelShuffle(upscale_factor) - - self._initialize_weights() - - def forward(self, x): - x = self.relu(self.conv1(x)) - x = self.relu(self.conv2(x)) - x = self.relu(self.conv3(x)) - x = self.pixel_shuffle(self.conv4(x)) - return x - - def _initialize_weights(self): - init.orthogonal_(self.conv1.weight, init.calculate_gain('relu')) - init.orthogonal_(self.conv2.weight, init.calculate_gain('relu')) - init.orthogonal_(self.conv3.weight, init.calculate_gain('relu')) - init.orthogonal_(self.conv4.weight) - -# Create the super-resolution model by using the above model definition. -torch_model = SuperResolutionNet(upscale_factor=3) - - -###################################################################### -# Ordinarily, you would now train this model; however, for this tutorial, -# we will instead download some pre-trained weights. Note that this model -# was not trained fully for good accuracy and is used here for -# demonstration purposes only. -# - -# Load pretrained model weights -model_url = 'https://s3.amazonaws.com/pytorch/test_data/export/superres_epoch100-44c6958e.pth' -batch_size = 1 # just a random number - -# Initialize model with the pretrained weights -map_location = lambda storage, loc: storage -if torch.cuda.is_available(): - map_location = None -torch_model.load_state_dict(model_zoo.load_url(model_url, map_location=map_location)) - -# set the train mode to false since we will only run the forward pass. -torch_model.train(False) - - -###################################################################### -# Exporting a model in PyTorch works via tracing. To export a model, you -# call the ``torch.onnx._export()`` function. This will execute the model, -# recording a trace of what operators are used to compute the outputs. -# Because ``_export`` runs the model, we need provide an input tensor -# ``x``. The values in this tensor are not important; it can be an image -# or a random tensor as long as it is the right size. -# -# To learn more details about PyTorch's export interface, check out the -# `torch.onnx documentation `__. -# - -# Input to the model -x = torch.randn(batch_size, 1, 224, 224, requires_grad=True) - -# Export the model -torch_out = torch.onnx._export(torch_model, # model being run - x, # model input (or a tuple for multiple inputs) - "super_resolution.onnx", # where to save the model (can be a file or file-like object) - export_params=True) # store the trained parameter weights inside the model file - - -###################################################################### -# ``torch_out`` is the output after executing the model. Normally you can -# ignore this output, but here we will use it to verify that the model we -# exported computes the same values when run in Caffe2. -# -# Now let's take the ONNX representation and use it in Caffe2. This part -# can normally be done in a separate process or on another machine, but we -# will continue in the same process so that we can verify that Caffe2 and -# PyTorch are computing the same value for the network: -# - -import onnx -import caffe2.python.onnx.backend as onnx_caffe2_backend - -# Load the ONNX ModelProto object. model is a standard Python protobuf object -model = onnx.load("super_resolution.onnx") - -# prepare the caffe2 backend for executing the model this converts the ONNX model into a -# Caffe2 NetDef that can execute it. Other ONNX backends, like one for CNTK will be -# availiable soon. -prepared_backend = onnx_caffe2_backend.prepare(model) - -# run the model in Caffe2 - -# Construct a map from input names to Tensor data. -# The graph of the model itself contains inputs for all weight parameters, after the input image. -# Since the weights are already embedded, we just need to pass the input image. -# Set the first input. -W = {model.graph.input[0].name: x.data.numpy()} - -# Run the Caffe2 net: -c2_out = prepared_backend.run(W)[0] - -# Verify the numerical correctness upto 3 decimal places -np.testing.assert_almost_equal(torch_out.data.cpu().numpy(), c2_out, decimal=3) - -print("Exported model has been executed on Caffe2 backend, and the result looks good!") - -###################################################################### -# We should see that the output of PyTorch and Caffe2 runs match -# numerically up to 3 decimal places. As a side-note, if they do not match -# then there is an issue that the operators in Caffe2 and PyTorch are -# implemented differently and please contact us in that case. -# - - -###################################################################### -# Transfering SRResNet using ONNX -# ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ -# - - -###################################################################### -# Using the same process as above, we also transferred an interesting new -# model "SRResNet" for super-resolution presented in `this -# paper `__ (thanks to the authors -# at Twitter for providing us code and pretrained parameters for the -# purpose of this tutorial). The model definition and a pre-trained model -# can be found -# `here `__. -# Below is what SRResNet model input, output looks like. |SRResNet| -# -# .. |SRResNet| image:: /_static/img/SRResNet.png -# - - -###################################################################### -# Running the model on mobile devices -# ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ -# - - -###################################################################### -# So far we have exported a model from PyTorch and shown how to load it -# and run it in Caffe2. Now that the model is loaded in Caffe2, we can -# convert it into a format suitable for `running on mobile -# devices `__. -# -# We will use Caffe2's -# `mobile\_exporter `__ -# to generate the two model protobufs that can run on mobile. The first is -# used to initialize the network with the correct weights, and the second -# actual runs executes the model. We will continue to use the small -# super-resolution model for the rest of this tutorial. -# - -# extract the workspace and the model proto from the internal representation -c2_workspace = prepared_backend.workspace -c2_model = prepared_backend.predict_net - -# Now import the caffe2 mobile exporter -from caffe2.python.predictor import mobile_exporter - -# call the Export to get the predict_net, init_net. These nets are needed for running things on mobile -init_net, predict_net = mobile_exporter.Export(c2_workspace, c2_model, c2_model.external_input) - -# Let's also save the init_net and predict_net to a file that we will later use for running them on mobile -with open('init_net.pb', "wb") as fopen: - fopen.write(init_net.SerializeToString()) -with open('predict_net.pb', "wb") as fopen: - fopen.write(predict_net.SerializeToString()) - - -###################################################################### -# ``init_net`` has the model parameters and the model input embedded in it -# and ``predict_net`` will be used to guide the ``init_net`` execution at -# run-time. In this tutorial, we will use the ``init_net`` and -# ``predict_net`` generated above and run them in both normal Caffe2 -# backend and mobile and verify that the output high-resolution cat image -# produced in both runs is the same. -# -# For this tutorial, we will use a famous cat image used widely which -# looks like below -# -# .. figure:: /_static/img/cat_224x224.jpg -# :alt: cat -# - -# Some standard imports -from caffe2.proto import caffe2_pb2 -from caffe2.python import core, net_drawer, net_printer, visualize, workspace, utils - -import numpy as np -import os -import subprocess -from PIL import Image -from matplotlib import pyplot -from skimage import io, transform - - -###################################################################### -# First, let's load the image, pre-process it using standard skimage -# python library. Note that this preprocessing is the standard practice of -# processing data for training/testing neural networks. -# - -# load the image -img_in = io.imread("./_static/img/cat.jpg") - -# resize the image to dimensions 224x224 -img = transform.resize(img_in, [224, 224]) - -# save this resized image to be used as input to the model -io.imsave("./_static/img/cat_224x224.jpg", img) - - -###################################################################### -# Now, as a next step, let's take the resized cat image and run the -# super-resolution model in Caffe2 backend and save the output image. The -# image processing steps below have been adopted from PyTorch -# implementation of super-resolution model -# `here `__ -# - -# load the resized image and convert it to Ybr format -img = Image.open("./_static/img/cat_224x224.jpg") -img_ycbcr = img.convert('YCbCr') -img_y, img_cb, img_cr = img_ycbcr.split() - -# Let's run the mobile nets that we generated above so that caffe2 workspace is properly initialized -workspace.RunNetOnce(init_net) -workspace.RunNetOnce(predict_net) - -# Caffe2 has a nice net_printer to be able to inspect what the net looks like and identify -# what our input and output blob names are. -print(net_printer.to_string(predict_net)) - - -###################################################################### -# From the above output, we can see that input is named "9" and output is -# named "27"(it is a little bit weird that we will have numbers as blob -# names but this is because the tracing JIT produces numbered entries for -# the models) -# - -# Now, let's also pass in the resized cat image for processing by the model. -workspace.FeedBlob("9", np.array(img_y)[np.newaxis, np.newaxis, :, :].astype(np.float32)) - -# run the predict_net to get the model output -workspace.RunNetOnce(predict_net) - -# Now let's get the model output blob -img_out = workspace.FetchBlob("27") - - -###################################################################### -# Now, we'll refer back to the post-processing steps in PyTorch -# implementation of super-resolution model -# `here `__ -# to construct back the final output image and save the image. -# - -img_out_y = Image.fromarray(np.uint8((img_out[0, 0]).clip(0, 255)), mode='L') - -# get the output image follow post-processing step from PyTorch implementation -final_img = Image.merge( - "YCbCr", [ - img_out_y, - img_cb.resize(img_out_y.size, Image.BICUBIC), - img_cr.resize(img_out_y.size, Image.BICUBIC), - ]).convert("RGB") - -# Save the image, we will compare this with the output image from mobile device -final_img.save("./_static/img/cat_superres.jpg") - - -###################################################################### -# We have finished running our mobile nets in pure Caffe2 backend and now, -# let's execute the model on an Android device and get the model output. -# -# ``NOTE``: for Android development, ``adb`` shell is needed otherwise the -# following section of tutorial will not run. -# -# In our first step of runnig model on mobile, we will push a native speed -# benchmark binary for mobile device to adb. This binary can execute the -# model on mobile and also export the model output that we can retrieve -# later. The binary is available -# `here `__. -# In order to build the binary, execute the ``build_android.sh`` script -# following the instructions -# `here `__. -# -# ``NOTE``: You need to have ``ANDROID_NDK`` installed and set your env -# variable ``ANDROID_NDK=path to ndk root`` -# - -# let's first push a bunch of stuff to adb, specify the path for the binary -CAFFE2_MOBILE_BINARY = ('caffe2/binaries/speed_benchmark') - -# we had saved our init_net and proto_net in steps above, we use them now. -# Push the binary and the model protos -os.system('adb push ' + CAFFE2_MOBILE_BINARY + ' /data/local/tmp/') -os.system('adb push init_net.pb /data/local/tmp') -os.system('adb push predict_net.pb /data/local/tmp') - -# Let's serialize the input image blob to a blob proto and then send it to mobile for execution. -with open("input.blobproto", "wb") as fid: - fid.write(workspace.SerializeBlob("9")) - -# push the input image blob to adb -os.system('adb push input.blobproto /data/local/tmp/') - -# Now we run the net on mobile, look at the speed_benchmark --help for what various options mean -os.system( - 'adb shell /data/local/tmp/speed_benchmark ' # binary to execute - '--init_net=/data/local/tmp/super_resolution_mobile_init.pb ' # mobile init_net - '--net=/data/local/tmp/super_resolution_mobile_predict.pb ' # mobile predict_net - '--input=9 ' # name of our input image blob - '--input_file=/data/local/tmp/input.blobproto ' # serialized input image - '--output_folder=/data/local/tmp ' # destination folder for saving mobile output - '--output=27,9 ' # output blobs we are interested in - '--iter=1 ' # number of net iterations to execute - '--caffe2_log_level=0 ' -) - -# get the model output from adb and save to a file -os.system('adb pull /data/local/tmp/27 ./output.blobproto') - - -# We can recover the output content and post-process the model using same steps as we followed earlier -blob_proto = caffe2_pb2.BlobProto() -blob_proto.ParseFromString(open('./output.blobproto').read()) -img_out = utils.Caffe2TensorToNumpyArray(blob_proto.tensor) -img_out_y = Image.fromarray(np.uint8((img_out[0,0]).clip(0, 255)), mode='L') -final_img = Image.merge( - "YCbCr", [ - img_out_y, - img_cb.resize(img_out_y.size, Image.BICUBIC), - img_cr.resize(img_out_y.size, Image.BICUBIC), - ]).convert("RGB") -final_img.save("./_static/img/cat_superres_mobile.jpg") - - -###################################################################### -# Now, you can compare the image ``cat_superres.jpg`` (model output from -# pure caffe2 backend execution) and ``cat_superres_mobile.jpg`` (model -# output from mobile execution) and see that both the images look same. If -# they don't look same, something went wrong with execution on mobile and -# in that case, please contact Caffe2 community. You should expect to see -# the output image to look like following: -# -# .. figure:: /_static/img/cat_output1.png -# :alt: output\_cat -# -# -# Using the above steps, you can deploy your models on mobile easily. -# Also, for more information on caffe2 mobile backend, checkout -# `caffe2-android-demo `__. -# diff --git a/advanced_source/super_resolution_with_onnxruntime.py b/advanced_source/super_resolution_with_onnxruntime.py new file mode 100644 index 00000000000..3b2c4368af5 --- /dev/null +++ b/advanced_source/super_resolution_with_onnxruntime.py @@ -0,0 +1,286 @@ +""" +Exporting aModel from PyTorch to ONNX and Running it using ONNXRuntime +====================================================================== + +In this tutorial, we describe how to convert a model defined +in PyTorch into the ONNX format and then run it with ONNXRuntime. + +ONNXRuntime is a performance-focused engine for ONNX models, +which inferences efficiently across multiple platforms and hardware +(Windows, Linux, and Mac and on both CPUs and GPUs). +ONNXRuntime has proved to considerably increase performance over +multiple models as explained `here +`__ + +For this tutorial, you will need to install `onnx `__ +and `onnxruntime `__. +You can get binary builds of onnx and onnxrunimte with +``pip install onnx onnxruntime``. + +``NOTE``: This tutorial needs PyTorch master branch which can be installed by following +the instructions `here `__ + +""" + +# Some standard imports +import io +import numpy as np + +from torch import nn +import torch.utils.model_zoo as model_zoo +import torch.onnx + + +###################################################################### +# Super-resolution is a way of increasing the resolution of images, videos +# and is widely used in image processing or video editing. For this +# tutorial, we will first use a small super-resolution model with a dummy +# input. +# +# First, let's create a SuperResolution model in PyTorch. `This +# model `__ +# comes directly from PyTorch's examples without modification: +# + +# Super Resolution model definition in PyTorch +import torch.nn as nn +import torch.nn.init as init + + +class SuperResolutionNet(nn.Module): + def __init__(self, upscale_factor, inplace=False): + super(SuperResolutionNet, self).__init__() + + self.relu = nn.ReLU(inplace=inplace) + self.conv1 = nn.Conv2d(1, 64, (5, 5), (1, 1), (2, 2)) + self.conv2 = nn.Conv2d(64, 64, (3, 3), (1, 1), (1, 1)) + self.conv3 = nn.Conv2d(64, 32, (3, 3), (1, 1), (1, 1)) + self.conv4 = nn.Conv2d(32, upscale_factor ** 2, (3, 3), (1, 1), (1, 1)) + self.pixel_shuffle = nn.PixelShuffle(upscale_factor) + + self._initialize_weights() + + def forward(self, x): + x = self.relu(self.conv1(x)) + x = self.relu(self.conv2(x)) + x = self.relu(self.conv3(x)) + x = self.pixel_shuffle(self.conv4(x)) + return x + + def _initialize_weights(self): + init.orthogonal_(self.conv1.weight, init.calculate_gain('relu')) + init.orthogonal_(self.conv2.weight, init.calculate_gain('relu')) + init.orthogonal_(self.conv3.weight, init.calculate_gain('relu')) + init.orthogonal_(self.conv4.weight) + +# Create the super-resolution model by using the above model definition. +torch_model = SuperResolutionNet(upscale_factor=3) + + +###################################################################### +# Ordinarily, you would now train this model; however, for this tutorial, +# we will instead download some pre-trained weights. Note that this model +# was not trained fully for good accuracy and is used here for +# demonstration purposes only. +# + +# Load pretrained model weights +model_url = 'https://s3.amazonaws.com/pytorch/test_data/export/superres_epoch100-44c6958e.pth' +batch_size = 1 # just a random number + +# Initialize model with the pretrained weights +map_location = lambda storage, loc: storage +if torch.cuda.is_available(): + map_location = None +torch_model.load_state_dict(model_zoo.load_url(model_url, map_location=map_location)) + +# set the train mode to false since we will only run the forward pass. +torch_model.train(False) + + +###################################################################### +# Exporting a model in PyTorch works via tracing or scripting. This +# tutorial will use as an example a model exported by tracing. +# To export a model, you call the ``torch.onnx.export()`` function. +# This will execute the model, recording a trace of what operators +# are used to compute the outputs. +# Because ``_export`` runs the model, we need to provide an input +# tensor ``x``. The values in this can be random as long as it is the +# right type and size. +# +# To learn more details about PyTorch's export interface, check out the +# `torch.onnx documentation `__. +# + +# Input to the model +x = torch.randn(batch_size, 1, 224, 224, requires_grad=True) + +# Export the model +torch_out = torch.onnx._export(torch_model, # model being run + x, # model input (or a tuple for multiple inputs) + "super_resolution.onnx", # where to save the model (can be a file or file-like object) + export_params=True, # store the trained parameter weights inside the model file + opset_version=10, # the onnx version to export the model to + do_constant_folding=True, # wether to execute constant folding for optimization + input_names = ['input'], # the model's input names + output_names = ['output'], # the model's output names + dynamic_axes={'input' : {0 : 'batch_size'}, # variable lenght axes + 'output' : {0 : 'batch_size'}}) + +###################################################################### +# ``torch_out`` is the output after executing the model. Normally you can +# ignore this output, but here we will use it to verify that the model we +# exported computes the same values when run in onnxruntime. +# +# But before verifying the model's output with onnxruntime, we will check +# the onnx model with onnx's API. This will verify the model's structure +# and confirm that the model has a valid schema. + +import onnx + +onnx_model = onnx.load("super_resolution.onnx") +onnx.checker.check_model(onnx_model) + + +###################################################################### +# Now let's create an onnxruntime session. This part can normally be +# done in a separate process or on another machine, but we will +# continue in the same process so that we can verify that onnxruntime +# and PyTorch are computing the same value for the network: +# + +import onnxruntime + +ort_session = onnxruntime.InferenceSession("super_resolution.onnx") + +def to_numpy(tensor): + return tensor.detach().cpu().numpy() if tensor.requires_grad else tensor.cpu().numpy() + +# compute onnxruntime output prediction +ort_inputs = {ort_session.get_inputs()[0].name: to_numpy(x)} +ort_outs = ort_session.run(None, ort_inputs) + +# compare onnxruntime and PyTorch results +np.testing.assert_allclose(to_numpy(torch_out), ort_outs[0], rtol=1e-03, atol=1e-05) + +print("Exported model has been tested with ONNXRuntime, and the result looks good!") + + +###################################################################### +# We should see that the output of PyTorch and onnxruntime runs match +# numerically with the given precision (rtol=1e-03 and atol=1e-05). +# As a side-note, if they do not match then there is an issue in the +# onnx exporter, so please contact us in that case. +# + + +###################################################################### +# Transfering SRResNet using ONNX +# ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ +# + + +###################################################################### +# Using the same process as above, we also transferred an interesting new +# model "SRResNet" for super-resolution presented in `this +# paper `__ (thanks to the authors +# at Twitter for providing us code and pretrained parameters for the +# purpose of this tutorial). The model definition and a pre-trained model +# can be found +# `here `__. +# Below is what SRResNet model input, output looks like. |SRResNet| +# +# .. |SRResNet| image:: /_static/img/SRResNet.png +# + + +###################################################################### +# Running the model using ONNXRuntime +# ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ +# + + +###################################################################### +# So far we have exported a model from PyTorch and shown how to load it +# and run it in onnxruntime with a dummy tensor as an input. + +###################################################################### +# For this tutorial, we will use a famous cat image used widely which +# looks like below +# +# .. figure:: /_static/img/cat_224x224.jpg +# :alt: cat +# + +###################################################################### +# First, let's load the image, pre-process it using standard PIL +# python library. Note that this preprocessing is the standard practice of +# processing data for training/testing neural networks. +# + +from PIL import Image +import torchvision.transforms as transforms + +img = Image.open("./_static/img/cat.jpg") + +resize = transforms.Resize([224, 224]) +img = resize(img) + +img_ycbcr = img.convert('YCbCr') +img_y, img_cb, img_cr = img_ycbcr.split() + +to_tensor = transforms.ToTensor() +img_y = to_tensor(img_y) +img_y.unsqueeze_(0) + + +###################################################################### +# Now, as a next step, let's take the resized cat image and run the +# super-resolution model in ONNXRuntime. +# + +ort_inputs = {ort_session.get_inputs()[0].name: to_numpy(img_y)} +ort_outs = ort_session.run(None, ort_inputs) +img_out_y = ort_outs[0] + + +###################################################################### +# At this point, the output of the model is a tensor. +# Now, we'll process the output of the model to construct back the +# final output image from the output tensor, and save the image. +# The post-processing steps have been adopted from PyTorch +# implementation of super-resolution model +# `here `__ +# + +img_out_y = Image.fromarray(np.uint8((img_out_y[0] * 255.0).clip(0, 255)[0]), mode='L') + +# get the output image follow post-processing step from PyTorch implementation +final_img = Image.merge( + "YCbCr", [ + img_out_y, + img_cb.resize(img_out_y.size, Image.BICUBIC), + img_cr.resize(img_out_y.size, Image.BICUBIC), + ]).convert("RGB") + +# Save the image, we will compare this with the output image from mobile device +final_img.save("./_static/img/cat_superres_with_ort.jpg") + + +###################################################################### +# .. figure:: /_static/img/cat_superres_with_ort.png +# :alt: output\_cat +# +# +# ONNXRuntime being a cross platform engine, you can run it across +# multiple platforms and on both CPUs and GPUs. +# +# ONNXRuntime is high performant. +# More information `here `__. + +# ONNXRuntime can also be deployed to the cloud for model inferencing +# using Azure Machine Learning Services. +# More information `here `__. +# +# For more information about ONNXRuntime `here `__. +# \ No newline at end of file From 996c87c0807dc04e055bd4de3a8f6ad3d5296dd1 Mon Sep 17 00:00:00 2001 From: Diego Estrada Date: Wed, 17 Jul 2019 16:55:22 -0700 Subject: [PATCH 08/72] update index-rst --- _static/img/cat_output1.png | Bin 324687 -> 0 bytes advanced_source/README.txt | 6 +++--- .../super_resolution_with_onnxruntime.py | 6 +++--- index.rst | 6 +++--- 4 files changed, 9 insertions(+), 9 deletions(-) delete mode 100755 _static/img/cat_output1.png diff --git a/_static/img/cat_output1.png b/_static/img/cat_output1.png deleted file mode 100755 index 92694433024f4b4e5c68378bfbe4835ddc0b874b..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 324687 zcmZ^~1yEf}C215yLPP)nfFdg+sRjT*B>yMF!~TPehf2Q!0LWN25)vx15)x!8 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zm=X!Y-pbmKV(|*ytrZLP>Zj<_5orrt8=sua+EWZ==4J>u9M_H05x+>g>4U!D7{LVt zndwE_IL+W=ae4R4dy*O1ypelFVst2~`8gmoVTfc?XhYcqLg0S845X=Ob~yycg@GaS&1yiNuw+J`;2p?KX%fAL4V^2z8svmvCyK<=NjD_ zN74aG(}_dtz$6AavRHh{cvFrhFX(HY4i-E~*V_Se2Yrku`S37CV@_th5ItjgZ9nS@SiR&1NyOhS)J;yoi1O)J< z>(+)&ojO%As~Q0}G!ZzEQScc9Y{S=;fBL&W%af<`?&UC`>#i6{}!Z^ERFnjm88 zPa#E#V0Uc@YF-A5G2@u(cL?)bV8EXbW8oY}!jKR!hq21gWNhCRG2{j*ii`o~X8;%p z_%UFF`B}!O^{1IDOl0iQvgQeXaI6gt=)k~c42$7tKu|;r1d;);TgeVB%s#Syqy!Xw z7|K~NC!oeG!5!9k%!cj$&r;21cyN81rp>t)4@C~X?WxF(8y zC4AcIh|?J8LHYd+KD6B(-tLaEfEUBnbZy?Fsj&jZ=NX(6n^IjfL3fQ;mF)r>q z>35@`1DHk^n)d>#b`0o%hvw9eY-?|R^eH}Z7NO7Rly8UjqCp!SM4M=4KF4GM`XgQI zT+3>tWwVRWx1F2V8h(-1!vKgFyub$*LGqvWQ;V(vy*2Pe(>yFq1)gf>+MTWMs{M z5WUDCAYFW$-CkF(UM)L;b{m_U#S805M~)p^yt{s=O3xb`8zpP-qw|6Vw0R??5c_rPO6dm>{NXMA~u|@Dq>-E(CWBI^LR}Ou6QL_8jE>Z|^N`#~Gpn9DI|H;#dAg zM~+Zm|G{lDFdIWwg*JAup>aE^)-AL&26;gXft*JV(Y=p9{ Date: Wed, 17 Jul 2019 17:35:44 -0700 Subject: [PATCH 09/72] fix custum_directive --- advanced_source/super_resolution_with_onnxruntime.py | 11 +++++------ custom_directives.py | 2 +- 2 files changed, 6 insertions(+), 7 deletions(-) diff --git a/advanced_source/super_resolution_with_onnxruntime.py b/advanced_source/super_resolution_with_onnxruntime.py index 0eaedee7b80..2d0d3b942c4 100644 --- a/advanced_source/super_resolution_with_onnxruntime.py +++ b/advanced_source/super_resolution_with_onnxruntime.py @@ -275,12 +275,11 @@ def to_numpy(tensor): # ONNXRuntime being a cross platform engine, you can run it across # multiple platforms and on both CPUs and GPUs. # -# ONNXRuntime is high performant. -# More information `here `__. - # ONNXRuntime can also be deployed to the cloud for model inferencing -# using Azure Machine Learning Services. -# More information `here `__. +# using Azure Machine Learning Services. More information `here `__. +# +# More information about ONNXRuntime's performance `here `__. +# # # For more information about ONNXRuntime `here `__. -# \ No newline at end of file +# diff --git a/custom_directives.py b/custom_directives.py index 943b14d7e4c..aa7d2652ff3 100644 --- a/custom_directives.py +++ b/custom_directives.py @@ -92,7 +92,7 @@ def run(self): intro, _ = sphinx_gallery.gen_rst.extract_intro_and_title(abs_fname, blocks[0][1]) thumbnail_rst = sphinx_gallery.backreferences._thumbnail_div( - dirname, basename, intro) + dirname, dirname, basename, intro) if 'figure' in self.options: rel_figname, figname = env.relfn2path(self.options['figure']) From 7d4e4bb5b5977510f533e876e7561347d58ca39e Mon Sep 17 00:00:00 2001 From: Lara Date: Tue, 23 Jul 2019 16:05:43 -0700 Subject: [PATCH 10/72] adress PR comments --- .../super_resolution_with_onnxruntime.py | 79 +++++++++++++------ custom_directives.py | 2 +- 2 files changed, 56 insertions(+), 25 deletions(-) diff --git a/advanced_source/super_resolution_with_onnxruntime.py b/advanced_source/super_resolution_with_onnxruntime.py index 2d0d3b942c4..34f1b3a69cc 100644 --- a/advanced_source/super_resolution_with_onnxruntime.py +++ b/advanced_source/super_resolution_with_onnxruntime.py @@ -16,6 +16,7 @@ and `onnxruntime `__. You can get binary builds of onnx and onnxrunimte with ``pip install onnx onnxruntime``. +Note that ONNXRuntime is compatible with Python versions 3.5 to 3.7. ``NOTE``: This tutorial needs PyTorch master branch which can be installed by following the instructions `here `__ @@ -101,40 +102,52 @@ def _initialize_weights(self): ###################################################################### # Exporting a model in PyTorch works via tracing or scripting. This # tutorial will use as an example a model exported by tracing. -# To export a model, you call the ``torch.onnx.export()`` function. +# To export a model, we call the ``torch.onnx.export()`` function. # This will execute the model, recording a trace of what operators # are used to compute the outputs. -# Because ``_export`` runs the model, we need to provide an input +# Because ``export`` runs the model, we need to provide an input # tensor ``x``. The values in this can be random as long as it is the # right type and size. -# +# Note that the input size will be fixed in the exported ONNX graph for +# all the input's dimensions, unless specified as a dynamic axes. +# In this example we export the model with an input of batch_size 1, +# but then specify the first dimension as dynamic in the ``dynamic_axes`` +# parameter in ``torch.onnx.export()``. +# The exported model will thus accept inputs of size [batch_size, 1, 224, 224] +# where batch_size can be variable. +# # To learn more details about PyTorch's export interface, check out the # `torch.onnx documentation `__. # # Input to the model x = torch.randn(batch_size, 1, 224, 224, requires_grad=True) +torch_out = torch_model(x) # Export the model -torch_out = torch.onnx._export(torch_model, # model being run - x, # model input (or a tuple for multiple inputs) - "super_resolution.onnx", # where to save the model (can be a file or file-like object) - export_params=True, # store the trained parameter weights inside the model file - opset_version=10, # the onnx version to export the model to - do_constant_folding=True, # wether to execute constant folding for optimization - input_names = ['input'], # the model's input names - output_names = ['output'], # the model's output names - dynamic_axes={'input' : {0 : 'batch_size'}, # variable lenght axes - 'output' : {0 : 'batch_size'}}) +torch.onnx.export(torch_model, # model being run + x, # model input (or a tuple for multiple inputs) + "super_resolution.onnx", # where to save the model (can be a file or file-like object) + export_params=True, # store the trained parameter weights inside the model file + opset_version=10, # the onnx version to export the model to + do_constant_folding=True, # wether to execute constant folding for optimization + input_names = ['input'], # the model's input names + output_names = ['output'], # the model's output names + dynamic_axes={'input' : {0 : 'batch_size'}, # variable lenght axes + 'output' : {0 : 'batch_size'}}) ###################################################################### -# ``torch_out`` is the output after executing the model. Normally you can -# ignore this output, but here we will use it to verify that the model we -# exported computes the same values when run in onnxruntime. +# We also computed ``torch_out``, the output after of the model, +# which we will use to verify that the model we exported computes +# the same values when run in onnxruntime. # # But before verifying the model's output with onnxruntime, we will check # the onnx model with onnx's API. This will verify the model's structure -# and confirm that the model has a valid schema. +# and confirm that the model has a valid schema. +# The validity of the ONNX graph is verified by checking the model's +# version, the graph's structure, as well as the nodes and their inputs +# and outputs. +# import onnx @@ -143,10 +156,18 @@ def _initialize_weights(self): ###################################################################### -# Now let's create an onnxruntime session. This part can normally be -# done in a separate process or on another machine, but we will -# continue in the same process so that we can verify that onnxruntime -# and PyTorch are computing the same value for the network: +# Now let's compute the output using ONNXRuntime's Python APIs. +# This part can normally be done in a separate process or on another +# machine, but we will continue in the same process so that we can +# verify that onnxruntime and PyTorch are computing the same value +# for the network. +# +# In order to run the model with ONNXRuntime, we need to create an +# inference session for the model with the chosen configuration +# parameters (here we use the default config). +# Once the session is created, we evaluate the model using the run() api. +# The output of this call is a list containing the outputs of the model +# computed by ONNXRuntime. # import onnxruntime @@ -217,6 +238,15 @@ def to_numpy(tensor): # python library. Note that this preprocessing is the standard practice of # processing data for training/testing neural networks. # +# We first resize the image to fit the size of the model's input (224x224). +# Then we split the image into its Y, Cb, and Cr components. +# These components represent a greyscale image (Y), and +# the blue-difference (Cb) and red-difference (Cr) chroma components. +# The Y component being more sensitive to the human eye, we are +# interested in this component which we will be transforming. +# After extracting the Y component, we convert it to a tensor which +# will be the input of our model. +# from PIL import Image import torchvision.transforms as transforms @@ -235,8 +265,9 @@ def to_numpy(tensor): ###################################################################### -# Now, as a next step, let's take the resized cat image and run the -# super-resolution model in ONNXRuntime. +# Now, as a next step, let's take the tensor representing the +# greyscale resized cat image and run the super-resolution model in +# ONNXRuntime as explained previously. # ort_inputs = {ort_session.get_inputs()[0].name: to_numpy(img_y)} @@ -250,7 +281,7 @@ def to_numpy(tensor): # final output image from the output tensor, and save the image. # The post-processing steps have been adopted from PyTorch # implementation of super-resolution model -# `here `__ +# `here `__. # img_out_y = Image.fromarray(np.uint8((img_out_y[0] * 255.0).clip(0, 255)[0]), mode='L') diff --git a/custom_directives.py b/custom_directives.py index aa7d2652ff3..943b14d7e4c 100644 --- a/custom_directives.py +++ b/custom_directives.py @@ -92,7 +92,7 @@ def run(self): intro, _ = sphinx_gallery.gen_rst.extract_intro_and_title(abs_fname, blocks[0][1]) thumbnail_rst = sphinx_gallery.backreferences._thumbnail_div( - dirname, dirname, basename, intro) + dirname, basename, intro) if 'figure' in self.options: rel_figname, figname = env.relfn2path(self.options['figure']) From d7a3b1cff3461f15b8fdc384e82a8056bf524273 Mon Sep 17 00:00:00 2001 From: Lara Date: Tue, 23 Jul 2019 16:45:03 -0700 Subject: [PATCH 11/72] adress remaining comments --- .../super_resolution_with_onnxruntime.py | 39 +++++++------------ 1 file changed, 14 insertions(+), 25 deletions(-) diff --git a/advanced_source/super_resolution_with_onnxruntime.py b/advanced_source/super_resolution_with_onnxruntime.py index 34f1b3a69cc..21ca1995c19 100644 --- a/advanced_source/super_resolution_with_onnxruntime.py +++ b/advanced_source/super_resolution_with_onnxruntime.py @@ -84,6 +84,11 @@ def _initialize_weights(self): # was not trained fully for good accuracy and is used here for # demonstration purposes only. # +# It is important to call ``torch_model.eval()`` or ``torch_model.train(False)`` +# before exporting the model, to turn the model to inference mode. +# This is required since operators like dropout or batchnorm behave +# differently in inference and training mode. +# # Load pretrained model weights model_url = 'https://s3.amazonaws.com/pytorch/test_data/export/superres_epoch100-44c6958e.pth' @@ -95,8 +100,8 @@ def _initialize_weights(self): map_location = None torch_model.load_state_dict(model_zoo.load_url(model_url, map_location=map_location)) -# set the train mode to false since we will only run the forward pass. -torch_model.train(False) +# set the model to inference mode +torch_model.eval() ###################################################################### @@ -142,7 +147,11 @@ def _initialize_weights(self): # the same values when run in onnxruntime. # # But before verifying the model's output with onnxruntime, we will check -# the onnx model with onnx's API. This will verify the model's structure +# the onnx model with onnx's API. +# First, ``onnx.load("super_resolution.onnx")`` will load the saved model and +# will output a onnx.ModelProto structure (a top-level file/container format for bundling a ML model. +# For more information `onnx.proto documentation `__.). +# Then, ``onnx.checker.check_model(onnx_model)`` will verify the model's structure # and confirm that the model has a valid schema. # The validity of the ONNX graph is verified by checking the model's # version, the graph's structure, as well as the nodes and their inputs @@ -196,28 +205,8 @@ def to_numpy(tensor): ###################################################################### -# Transfering SRResNet using ONNX -# ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ -# - - -###################################################################### -# Using the same process as above, we also transferred an interesting new -# model "SRResNet" for super-resolution presented in `this -# paper `__ (thanks to the authors -# at Twitter for providing us code and pretrained parameters for the -# purpose of this tutorial). The model definition and a pre-trained model -# can be found -# `here `__. -# Below is what SRResNet model input, output looks like. |SRResNet| -# -# .. |SRResNet| image:: /_static/img/SRResNet.png -# - - -###################################################################### -# Running the model using ONNXRuntime -# ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ +# Running the model on an image using ONNXRuntime +# ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ # From 51360b7f65b25331e8c2e5736daa869844220247 Mon Sep 17 00:00:00 2001 From: Lara Date: Wed, 24 Jul 2019 12:14:56 -0700 Subject: [PATCH 12/72] add info about the model --- .../super_resolution_with_onnxruntime.py | 13 ++++++++++--- 1 file changed, 10 insertions(+), 3 deletions(-) diff --git a/advanced_source/super_resolution_with_onnxruntime.py b/advanced_source/super_resolution_with_onnxruntime.py index 21ca1995c19..88977ca9bd0 100644 --- a/advanced_source/super_resolution_with_onnxruntime.py +++ b/advanced_source/super_resolution_with_onnxruntime.py @@ -35,10 +35,17 @@ ###################################################################### # Super-resolution is a way of increasing the resolution of images, videos # and is widely used in image processing or video editing. For this -# tutorial, we will first use a small super-resolution model with a dummy -# input. +# tutorial, we will use a small super-resolution model. # -# First, let's create a SuperResolution model in PyTorch. `This +# First, let's create a SuperResolution model in PyTorch. +# This model uses the efficient sub-pixel convolution layer described in +# `"Real-Time Single Image and Video Super-Resolution Using an Efficient +# Sub-Pixel Convolutional Neural Network" - Shi et al `__ +# for increasing the resolution of an image by an upscale factor. +# The model expects the Y component of the YCbCr of an image as an input, and +# outputs the upscaled Y component in super resolution. +# +# `The # model `__ # comes directly from PyTorch's examples without modification: # From c374b7e6ad7a77c92a88a67e6073116b08a9c55d Mon Sep 17 00:00:00 2001 From: Brian Johnson Date: Thu, 25 Jul 2019 08:59:24 -0700 Subject: [PATCH 13/72] Update index.rst Removed old ONNX tutorial from TOC. --- index.rst | 7 ------- 1 file changed, 7 deletions(-) diff --git a/index.rst b/index.rst index 9d71e78b79e..898d164d5bd 100644 --- a/index.rst +++ b/index.rst @@ -205,12 +205,6 @@ Production Usage :description: :doc:`advanced/cpp_export` :figure: _static/img/cpp_logo.png -.. customgalleryitem:: - :tooltip: Convert a neural style transfer model that has been exported from PyTorch into the Apple CoreML format using ONNX - :description: :doc:`advanced/ONNXLive` - :figure: _static/img/ONNXLive.png - - .. customgalleryitem:: :tooltip: Parallelize computations across processes and clusters of machines :description: :doc:`/intermediate/dist_tuto` @@ -333,7 +327,6 @@ PyTorch in Other Languages intermediate/ddp_tutorial intermediate/dist_tuto beginner/aws_distributed_training_tutorial - advanced/ONNXLive advanced/cpp_export .. toctree:: From b969e890727df6b06e9e90417a1052d93598ac3c Mon Sep 17 00:00:00 2001 From: Ralf Gommers Date: Fri, 26 Jul 2019 05:13:34 -0700 Subject: [PATCH 14/72] Fix some minor issues in Custom C++ and CUDA Extensions (#580) --- advanced_source/cpp_extension.rst | 17 +++++++++-------- 1 file changed, 9 insertions(+), 8 deletions(-) diff --git a/advanced_source/cpp_extension.rst b/advanced_source/cpp_extension.rst index 383d14851d1..6db82bc7711 100644 --- a/advanced_source/cpp_extension.rst +++ b/advanced_source/cpp_extension.rst @@ -147,23 +147,22 @@ For the "ahead of time" flavor, we build our C++ extension by writing a ``setup.py`` script that uses setuptools to compile our C++ code. For the LLTM, it looks as simple as this:: - from setuptools import setup - from torch.utils.cpp_extension import CppExtension, BuildExtension + from setuptools import setup, Extension + from torch.utils import cpp_extension setup(name='lltm_cpp', - ext_modules=[CppExtension('lltm', ['lltm.cpp'])], - cmdclass={'build_ext': BuildExtension}) - + ext_modules=[cpp_extension.CppExtension('lltm_cpp', ['lltm.cpp'])], + cmdclass={'build_ext': cpp_extension.BuildExtension}) In this code, :class:`CppExtension` is a convenience wrapper around :class:`setuptools.Extension` that passes the correct include paths and sets the language of the extension to C++. The equivalent vanilla :mod:`setuptools` code would simply be:: - setuptools.Extension( + Extension( name='lltm_cpp', sources=['lltm.cpp'], - include_dirs=torch.utils.cpp_extension.include_paths(), + include_dirs=cpp_extension.include_paths(), language='c++') :class:`BuildExtension` performs a number of required configuration steps and @@ -413,7 +412,7 @@ see:: If we call ``help()`` on the function or module, we can see that its signature matches our C++ code:: - In[4] help(lltm.forward) + In[4] help(lltm_cpp.forward) forward(...) method of builtins.PyCapsule instance forward(arg0: torch::Tensor, arg1: torch::Tensor, arg2: torch::Tensor, arg3: torch::Tensor, arg4: torch::Tensor) -> List[torch::Tensor] @@ -473,6 +472,8 @@ small benchmark to see how much performance we gained from rewriting our op in C++. We'll run the LLTM forwards and backwards a few times and measure the duration:: + import time + import torch batch_size = 16 From e77477a6f3dd3ae13972d81ff92ce80ee12c3a8e Mon Sep 17 00:00:00 2001 From: Vincent Quenneville-Belair Date: Thu, 25 Jul 2019 15:56:31 -0400 Subject: [PATCH 15/72] remove old audio classifier tutorial. --- beginner_source/audio_classifier_tutorial.py | 310 ------------------- 1 file changed, 310 deletions(-) delete mode 100644 beginner_source/audio_classifier_tutorial.py diff --git a/beginner_source/audio_classifier_tutorial.py b/beginner_source/audio_classifier_tutorial.py deleted file mode 100644 index 5a9b29a3108..00000000000 --- a/beginner_source/audio_classifier_tutorial.py +++ /dev/null @@ -1,310 +0,0 @@ -""" -Audio Classifier Tutorial -========================= -**Author**: `Winston Herring `_ - -This tutorial will show you how to correctly format an audio dataset and -then train/test an audio classifier network on the dataset. First, let’s -import the common torch packages as well as ``torchaudio``, ``pandas``, -and ``numpy``. ``torchaudio`` is available `here `_ -and can be installed by following the -instructions on the website. - -""" - -import torch -import torch.nn as nn -import torch.nn.functional as F -import torch.optim as optim -from torchvision import datasets, transforms -from torch.utils.data import Dataset -import torchaudio -import pandas as pd -import numpy as np - - -###################################################################### -# Let’s check if a CUDA GPU is available and select our device. Running -# the network on a GPU will greatly decrease the training/testing runtime. -# - -device = torch.device("cuda" if torch.cuda.is_available() else "cpu") -print(device) - - -###################################################################### -# Importing the Dataset -# --------------------- -# -# We will use the UrbanSound8K dataset to train our network. It is -# available for free `here `_ and contains -# 10 audio classes with over 8000 audio samples! Once you have downloaded -# the compressed dataset, extract it to your current working directory. -# First, we will look at the csv file that provides information about the -# individual sound files. ``pandas`` allows us to open the csv file and -# use ``.iloc()`` to access the data within it. -# - -csvData = pd.read_csv('./data/UrbanSound8K/metadata/UrbanSound8K.csv') -print(csvData.iloc[0, :]) - - -###################################################################### -# The 10 audio classes in the UrbanSound8K dataset are air_conditioner, -# car_horn, children_playing, dog_bark, drilling, enginge_idling, -# gun_shot, jackhammer, siren, and street_music. Let’s play a couple files -# and see what they sound like. The first file is street music and the -# second is an air conditioner. -# - -import IPython.display as ipd -ipd.Audio('./data/UrbanSound8K/audio/fold1/108041-9-0-5.wav') - -ipd.Audio('./data/UrbanSound8K/audio/fold5/100852-0-0-19.wav') - - -###################################################################### -# Formatting the Data -# ------------------- -# -# Now that we know the format of the csv file entries, we can construct -# our dataset. We will create a rapper class for our dataset using -# ``torch.utils.data.Dataset`` that will handle loading the files and -# performing some formatting steps. The UrbanSound8K dataset is separated -# into 10 folders. We will use the data from 9 of these folders to train -# our network and then use the 10th folder to test the network. The rapper -# class will store the file names, labels, and folder numbers of the audio -# files in the inputted folder list when initialized. The actual loading -# and formatting steps will happen in the access function ``__getitem__``. -# -# In ``__getitem__``, we use ``torchaudio.load()`` to convert the wav -# files to tensors. ``torchaudio.load()`` returns a tuple containing the -# newly created tensor along with the sampling frequency of the audio file -# (44.1kHz for UrbanSound8K). The dataset uses two channels for audio so -# we will use ``torchaudio.transforms.DownmixMono()`` to convert the audio -# data to one channel. Next, we need to format the audio data. The network -# we will make takes an input size of 32,000, while most of the audio -# files have well over 100,000 samples. The UrbanSound8K audio is sampled -# at 44.1kHz, so 32,000 samples only covers around 700 milliseconds. By -# downsampling the audio to aproximately 8kHz, we can represent 4 seconds -# with the 32,000 samples. This downsampling is achieved by taking every -# fifth sample of the original audio tensor. Not every audio tensor is -# long enough to handle the downsampling so these tensors will need to be -# padded with zeros. The minimum length that won’t require padding is -# 160,000 samples. -# - -class UrbanSoundDataset(Dataset): -#rapper for the UrbanSound8K dataset - # Argument List - # path to the UrbanSound8K csv file - # path to the UrbanSound8K audio files - # list of folders to use in the dataset - - def __init__(self, csv_path, file_path, folderList): - csvData = pd.read_csv(csv_path) - #initialize lists to hold file names, labels, and folder numbers - self.file_names = [] - self.labels = [] - self.folders = [] - #loop through the csv entries and only add entries from folders in the folder list - for i in range(0,len(csvData)): - if csvData.iloc[i, 5] in folderList: - self.file_names.append(csvData.iloc[i, 0]) - self.labels.append(csvData.iloc[i, 6]) - self.folders.append(csvData.iloc[i, 5]) - - self.file_path = file_path - self.mixer = torchaudio.transforms.DownmixMono() #UrbanSound8K uses two channels, this will convert them to one - self.folderList = folderList - - def __getitem__(self, index): - #format the file path and load the file - path = self.file_path + "fold" + str(self.folders[index]) + "/" + self.file_names[index] - sound = torchaudio.load(path, out = None, normalization = True) - #load returns a tensor with the sound data and the sampling frequency (44.1kHz for UrbanSound8K) - soundData = self.mixer(sound[0]) - #downsample the audio to ~8kHz - tempData = torch.zeros([160000, 1]) #tempData accounts for audio clips that are too short - if soundData.numel() < 160000: - tempData[:soundData.numel()] = soundData[:] - else: - tempData[:] = soundData[:160000] - - soundData = tempData - soundFormatted = torch.zeros([32000, 1]) - soundFormatted[:32000] = soundData[::5] #take every fifth sample of soundData - soundFormatted = soundFormatted.permute(1, 0) - return soundFormatted, self.labels[index] - - def __len__(self): - return len(self.file_names) - - -csv_path = './data/UrbanSound8K/metadata/UrbanSound8K.csv' -file_path = './data/UrbanSound8K/audio/' - -train_set = UrbanSoundDataset(csv_path, file_path, range(1,10)) -test_set = UrbanSoundDataset(csv_path, file_path, [10]) -print("Train set size: " + str(len(train_set))) -print("Test set size: " + str(len(test_set))) - -kwargs = {'num_workers': 1, 'pin_memory': True} if device == 'cuda' else {} #needed for using datasets on gpu - -train_loader = torch.utils.data.DataLoader(train_set, batch_size = 128, shuffle = True, **kwargs) -test_loader = torch.utils.data.DataLoader(test_set, batch_size = 128, shuffle = True, **kwargs) - - -###################################################################### -# Define the Network -# ------------------ -# -# For this tutorial we will use a convolutional neural network to process -# the raw audio data. Usually more advanced transforms are applied to the -# audio data, however CNNs can be used to accurately process the raw data. -# The specific architecture is modeled after the M5 network architecture -# described in https://arxiv.org/pdf/1610.00087.pdf. An important aspect -# of models processing raw audio data is the receptive field of their -# first layer’s filters. Our model’s first filter is length 80 so when -# processing audio sampled at 8kHz the receptive field is around 10ms. -# This size is similar to speech processing applications that often use -# receptive fields ranging from 20ms to 40ms. -# - -class Net(nn.Module): - def __init__(self): - super(Net, self).__init__() - self.conv1 = nn.Conv1d(1, 128, 80, 4) - self.bn1 = nn.BatchNorm1d(128) - self.pool1 = nn.MaxPool1d(4) - self.conv2 = nn.Conv1d(128, 128, 3) - self.bn2 = nn.BatchNorm1d(128) - self.pool2 = nn.MaxPool1d(4) - self.conv3 = nn.Conv1d(128, 256, 3) - self.bn3 = nn.BatchNorm1d(256) - self.pool3 = nn.MaxPool1d(4) - self.conv4 = nn.Conv1d(256, 512, 3) - self.bn4 = nn.BatchNorm1d(512) - self.pool4 = nn.MaxPool1d(4) - self.avgPool = nn.AvgPool1d(30) #input should be 512x30 so this outputs a 512x1 - self.fc1 = nn.Linear(512, 10) - - def forward(self, x): - x = self.conv1(x) - x = F.relu(self.bn1(x)) - x = self.pool1(x) - x = self.conv2(x) - x = F.relu(self.bn2(x)) - x = self.pool2(x) - x = self.conv3(x) - x = F.relu(self.bn3(x)) - x = self.pool3(x) - x = self.conv4(x) - x = F.relu(self.bn4(x)) - x = self.pool4(x) - x = self.avgPool(x) - x = x.permute(0, 2, 1) #change the 512x1 to 1x512 - x = self.fc1(x) - return F.log_softmax(x, dim = 2) - -model = Net() -model.to(device) -print(model) - - -###################################################################### -# We will use the same optimization technique used in the paper, an Adam -# optimizer with weight decay set to 0.0001. At first, we will train with -# a learning rate of 0.01, but we will use a ``scheduler`` to decrease it -# to 0.001 during training. -# - -optimizer = optim.Adam(model.parameters(), lr = 0.01, weight_decay = 0.0001) -scheduler = optim.lr_scheduler.StepLR(optimizer, step_size = 20, gamma = 0.1) - - -###################################################################### -# Training and Testing the Network -# -------------------------------- -# -# Now let’s define a training function that will feed our training data -# into the model and perform the backward pass and optimization steps. -# - -def train(model, epoch): - model.train() - for batch_idx, (data, target) in enumerate(train_loader): - optimizer.zero_grad() - data = data.to(device) - target = target.to(device) - data = data.requires_grad_() #set requires_grad to True for training - output = model(data) - output = output.permute(1, 0, 2) #original output dimensions are batchSizex1x10 - loss = F.nll_loss(output[0], target) #the loss functions expects a batchSizex10 input - loss.backward() - optimizer.step() - if batch_idx % log_interval == 0: #print training stats - print('Train Epoch: {} [{}/{} ({:.0f}%)]\tLoss: {:.6f}'.format( - epoch, batch_idx * len(data), len(train_loader.dataset), - 100. * batch_idx / len(train_loader), loss)) - - -###################################################################### -# Now that we have a training function, we need to make one for testing -# the networks accuracy. We will set the model to ``eval()`` mode and then -# run inference on the test dataset. Calling ``eval()`` sets the training -# variable in all modules in the network to false. Certain layers like -# batch normalization and dropout layers behave differently during -# training so this step is crucial for getting correct results. -# - -def test(model, epoch): - model.eval() - correct = 0 - for data, target in test_loader: - data = data.to(device) - target = target.to(device) - output = model(data) - output = output.permute(1, 0, 2) - pred = output.max(2)[1] # get the index of the max log-probability - correct += pred.eq(target).cpu().sum().item() - print('\nTest set: Accuracy: {}/{} ({:.0f}%)\n'.format( - correct, len(test_loader.dataset), - 100. * correct / len(test_loader.dataset))) - - -###################################################################### -# Finally, we can train and test the network. We will train the network -# for ten epochs then reduce the learn rate and train for ten more epochs. -# The network will be tested after each epoch to see how the accuracy -# varies during the training. -# -# .. note:: Due to a build issue, we've reduced the number of epochs to 10. -# Run this sample with 40 locally to get the proper values. -# - -log_interval = 20 -for epoch in range(1, 11): - if epoch == 31: - print("First round of training complete. Setting learn rate to 0.001.") - scheduler.step() - train(model, epoch) - test(model, epoch) - - -###################################################################### -# Conclusion -# ---------- -# -# If trained on 9 folders, the network should be more than 50% accurate by -# the end of the training process. Training on less folders will result in -# a lower overall accuracy but may be necessary if long runtimes are a -# problem. Greater accuracies can be achieved using deeper CNNs at the -# expense of a larger memory footprint. -# -# For more advanced audio applications, such as speech recognition, -# recurrent neural networks (RNNs) are commonly used. There are also other -# data preprocessing methods, such as finding the mel frequency cepstral -# coefficients (MFCC), that can reduce the size of the dataset. -# - From 46d5224930e290045a7d19ee1719797c6d4e881c Mon Sep 17 00:00:00 2001 From: Brian Johnson Date: Tue, 30 Jul 2019 14:07:44 -0700 Subject: [PATCH 16/72] Update build.sh Added torchaudio from source. --- .jenkins/build.sh | 12 ++++++------ 1 file changed, 6 insertions(+), 6 deletions(-) diff --git a/.jenkins/build.sh b/.jenkins/build.sh index 926380ea118..27b27dd5d60 100755 --- a/.jenkins/build.sh +++ b/.jenkins/build.sh @@ -29,11 +29,11 @@ pip install -e git+git://github.com/pytorch/pytorch_sphinx_theme.git#egg=pytorch # this is a workaround to the issue. pip install sphinx-gallery==0.3.1 tqdm matplotlib ipython pillow==4.1.1 -# Install torchaudio from source -# git clone https://github.com/pytorch/audio --quiet -# pushd audio -# python setup.py install -# popd +Install torchaudio from source +git clone https://github.com/pytorch/audio --quiet +pushd audio +python setup.py install +popd aws configure set default.s3.multipart_threshold 5120MB @@ -185,4 +185,4 @@ else fi rm -rf vision -# rm -rf audio +rm -rf audio From 4588203df3903fb76901c7d20f631c3b3abc2328 Mon Sep 17 00:00:00 2001 From: Brian Johnson Date: Tue, 30 Jul 2019 14:16:50 -0700 Subject: [PATCH 17/72] Update build.sh Missed a #. --- .jenkins/build.sh | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/.jenkins/build.sh b/.jenkins/build.sh index 27b27dd5d60..24cf979f244 100755 --- a/.jenkins/build.sh +++ b/.jenkins/build.sh @@ -29,7 +29,7 @@ pip install -e git+git://github.com/pytorch/pytorch_sphinx_theme.git#egg=pytorch # this is a workaround to the issue. pip install sphinx-gallery==0.3.1 tqdm matplotlib ipython pillow==4.1.1 -Install torchaudio from source +# Install torchaudio from source git clone https://github.com/pytorch/audio --quiet pushd audio python setup.py install From 242af448a3453172c2977e9672a66164e5e0b302 Mon Sep 17 00:00:00 2001 From: avi Date: Thu, 20 Jun 2019 20:11:06 +0530 Subject: [PATCH 18/72] initial version --- beginner_source/flask_rest_api_tutorial.py | 304 +++++++++++++++++++++ 1 file changed, 304 insertions(+) create mode 100644 beginner_source/flask_rest_api_tutorial.py diff --git a/beginner_source/flask_rest_api_tutorial.py b/beginner_source/flask_rest_api_tutorial.py new file mode 100644 index 00000000000..c51494ba4f0 --- /dev/null +++ b/beginner_source/flask_rest_api_tutorial.py @@ -0,0 +1,304 @@ +""" +Deploying PyTorch and Building a REST API using Flask +===================================================== + +**Author**: `Avinash Sajjanshetty `_ + +""" + +###################################################################### +# + +###################################################################### +# In this tutorial, we will deploy our PyTorch model using Flask and expose a +# REST API for model inference. In particular, we will deploy Densenet 121 model +# which predicts the type of image uploaded. + + +###################################################################### +# API Definition +# -------------- +# +# We will first define our API endpoints, the request and response types. Our +# API endpoint will be at ``/predict`` which takes HTTP POST requests with a +# ``file`` parameter which contains the image. The response will be of JSON +# response containing the image class. +# +# + +###################################################################### +# Dependencies +# ------------ +# +# Install the required dependenices by running following commands +# +# :: +# +# $ pip install Flask==1.0.3 torchvision-0.3.0 + + +###################################################################### +# Simple Web Server +# ----------------- +# +# Following is a simple webserver, taken from Flask's documentaion + + +from flask import Flask +app = Flask(__name__) + + +@app.route('/') +def hello(): + return 'Hello World!' + +############################################################################### +# save the above snippet in a file called ``app.py`` and you can now run a Flask +# development server by +# +# :: +# +# $ FLASK_ENV=development FLASK_APP=app.py flask run + +############################################################################### +# You can visit ``http://localhost:5000/`` in your web browser, you will be +# greeted with ``Hello World!`` text + +############################################################################### +# We will make slight changes to above snippet, so that it suits our API +# definition. First, we will rename the method to `predict`. We will update +# the endpoint path to ``/predict`` and make it so that it also accepts POST +# requests: + + +@app.route('/predict', methods=['GET', 'POST']) +def predict(): + return 'Hello World!' + +############################################################################### +# We will also change the response type, so that it returns a JSON response +# containing ImageNet class id and name. The updated app.py file will +# be now: + +from flask import Flask, jsonify +app = Flask(__name__) + +@app.route('/predict', methods=['GET', 'POST']) +def predict(): + return jsonify({'class_id': 'IMAGE_NET_XXX', 'class_name': 'Cat'}) + + +###################################################################### +# Inference +# ----------------- +# +# In the next sections we will focus on writing the inference code. This will +# involve two parts, one where we prepare the image so that it can be fed +# to ResNet and next, we will write the code to get the actual prediction from +# the model. +# +# Preparing the image +# ~~~~~~~~~~~~~~~~~~~ +# +# ResNet model requires the image to be of 3 channel RGB image of size +# 224 x 224. We will also normalise the image tensor with the required mean +# and standard deviation values. You can read about it more +# `here `_. +# +# We will use ``transforms`` from ``torchvision`` library and build a +# transform pipeline, which transforms our images to as per our liking. You +# can read more about transforms `here `_. + +import io + +import torchvision.transforms as transforms +from PIL import Image + +def transform_image(image_bytes): + my_transforms = transforms.Compose([transforms.Resize(255), + transforms.CenterCrop(224), + transforms.ToTensor(), + transforms.Normalize( + [0.485, 0.456, 0.406], + [0.229, 0.224, 0.225])]) + image = Image.open(io.BytesIO(image_bytes)) + return my_transforms(image).unsqueeze(0) + + +###################################################################### +# Above method takes image data in bytes, applies the series of transforms +# and returns the tensor. To test the above method, read an image file in +# bytes mode and see if you get a tensor back + +with open('sample_file.jpeg', 'rb') as f: + image_bytes = f.read() + tensor = transform_image(image_bytes=image_bytes) + print(tensor) + +###################################################################### +# Prediction +# ~~~~~~~~~~~~~~~~~~~ +# +# Now will use a pretrained DenseNet 121 model to predict the image class. We +# will use one from ``torchvision`` library, load the model and get an +# inference. Instead of using a pretrained model, you can also load your own +# model, to learn more about it check this `tutorial `_. + +from torchvision import models + +model = models.densenet121(pretrained=True) +model.eval() + + +def get_prediction(image_bytes): + tensor = transform_image(image_bytes=image_bytes) + outputs = model.forward(tensor) + _, y_hat = outputs.max(1) + return y_hat + + +###################################################################### +# The tensor ``y_hat`` will contain the index of the predicted class id. +# However we need a human readable class name. For that we need a class id +# to name mapping. Download +# `this file `_ +# and place it in current directory as file ``imagenet_class_index.json``. We +# will load this JSON file and get the class name of predicted index. + +import json + +imagenet_class_index = json.load(open('imagenet_class_index.json')) + +def get_prediction(image_bytes): + tensor = transform_image(image_bytes=image_bytes) + outputs = model.forward(tensor) + _, y_hat = outputs.max(1) + predicted_idx = str(y_hat.item()) + return imagenet_class_index[predicted_idx] + + +###################################################################### +# Before using ``imagenet_class_index`` dictionary, first we will convert +# tensor value to a string value, since the keys in the dictionary are +# strings. We will test our above method + + +with open('sample_file.jpeg', 'rb') as f: + image_bytes = f.read() + print(get_prediction(image_bytes=image_bytes)) + +###################################################################### +# and you should get a response like this + +['n02124075', 'Egyptian_cat'] + +###################################################################### +# The first item in array is ImageNet class id and second item is the human +# readable name. +# +# .. Note :: +# Did you notice why ``model`` variable is not part of ``get_prediction`` +# method? Or why it is a global variable? Loading a model can be an +# expensive operation memory, CPU wise. If we loaded the model in the +# ``get_prediction`` method, then it will get unnecessarily loaded every +# time the method is called. Since, we are building a web server, there +# could be thousands of requests per second and we cannot keep loading the +# model everytime. So, we keep the model loaded in memory once. In +# production systems it is a good idea to load the model first and then +# start serving the requests. + +###################################################################### +# Integrating the model in our API Server +# --------------------------------------- +# +# In this final part we will add our model to our Flask API server. Since +# our API server supposed to take an image file, we will update our ``predict`` +# method to read files from the requests. We will also restrict this method +# to POST requests for the sake of simplicity + +from flask import request + + +@app.route('/predict', methods=['POST']) +def predict(): + if request.method == 'POST': + # we will get the file from the request + file = request.files['file'] + # convert that to bytes + img_bytes = file.read() + class_id, class_name = get_prediction(image_bytes=img_bytes) + return jsonify({'class_id': class_id, 'class_name': class_name}) + +###################################################################### +# The ``app.py`` file is now complete. Following is the full version +# + +import io +import json + +from torchvision import models +import torchvision.transforms as transforms +from PIL import Image +from flask import Flask, jsonify, request + + +app = Flask(__name__) +imagenet_class_index = json.load(open('imagenet_class_index.json')) +model = models.densenet121(pretrained=True) +model.eval() + + +def transform_image(image_bytes): + my_transforms = transforms.Compose([transforms.Resize(255), + transforms.CenterCrop(224), + transforms.ToTensor(), + transforms.Normalize( + [0.485, 0.456, 0.406], + [0.229, 0.224, 0.225])]) + image = Image.open(io.BytesIO(image_bytes)) + return my_transforms(image).unsqueeze(0) + + +def get_prediction(image_bytes): + tensor = transform_image(image_bytes=image_bytes) + outputs = model.forward(tensor) + _, y_hat = outputs.max(1) + predicted_idx = str(y_hat.item()) + return imagenet_class_index[predicted_idx] + + +@app.route('/predict', methods=['POST']) +def predict(): + if request.method == 'POST': + file = request.files['file'] + img_bytes = file.read() + class_id, class_name = get_prediction(image_bytes=img_bytes) + return jsonify({'class_id': class_id, 'class_name': class_name}) + + +if __name__ == '__main__': + app.run() + +###################################################################### +# Let's test our web server! To run: +# +# :: +# +# $ FLASK_ENV=development FLASK_APP=app.py flask run + +####################################################################### +# We can use a command line tool like curl or Postman to send requests to +# this webserver +# +# :: +# +# $ curl -X POST -F file=@cat_pic.jpeg localhost:5000/predict +# +# And you will get a response in the form +# +# :: +# +# {"class_id": "n02124075", "class_name": "Egyptian_cat"} +# +# +# From 55d2726a1dd8eb8b64dd11814feac64f0565c393 Mon Sep 17 00:00:00 2001 From: avi Date: Thu, 20 Jun 2019 20:16:23 +0530 Subject: [PATCH 19/72] fix typos --- beginner_source/flask_rest_api_tutorial.py | 15 ++++++--------- 1 file changed, 6 insertions(+), 9 deletions(-) diff --git a/beginner_source/flask_rest_api_tutorial.py b/beginner_source/flask_rest_api_tutorial.py index c51494ba4f0..e7054e6d8ba 100644 --- a/beginner_source/flask_rest_api_tutorial.py +++ b/beginner_source/flask_rest_api_tutorial.py @@ -1,17 +1,14 @@ +# -*- coding: utf-8 -*- """ Deploying PyTorch and Building a REST API using Flask -===================================================== - -**Author**: `Avinash Sajjanshetty `_ - +================================================== +**Author**: `Avinash Sajjanshetty `_ """ -###################################################################### -# ###################################################################### # In this tutorial, we will deploy our PyTorch model using Flask and expose a -# REST API for model inference. In particular, we will deploy Densenet 121 model +# REST API for model inference. In particular, we will deploy DenseNet 121 model # which predicts the type of image uploaded. @@ -94,13 +91,13 @@ def predict(): # # In the next sections we will focus on writing the inference code. This will # involve two parts, one where we prepare the image so that it can be fed -# to ResNet and next, we will write the code to get the actual prediction from +# to DenseNet and next, we will write the code to get the actual prediction from # the model. # # Preparing the image # ~~~~~~~~~~~~~~~~~~~ # -# ResNet model requires the image to be of 3 channel RGB image of size +# DenseNet model requires the image to be of 3 channel RGB image of size # 224 x 224. We will also normalise the image tensor with the required mean # and standard deviation values. You can read about it more # `here `_. From fd7a418be1193f8ed9a529f970eb7a7e32660aef Mon Sep 17 00:00:00 2001 From: avi Date: Thu, 20 Jun 2019 22:42:49 +0530 Subject: [PATCH 20/72] Update the tutorial --- beginner_source/flask_rest_api_tutorial.py | 87 +++++++++++++++------- 1 file changed, 61 insertions(+), 26 deletions(-) diff --git a/beginner_source/flask_rest_api_tutorial.py b/beginner_source/flask_rest_api_tutorial.py index e7054e6d8ba..80875d1b190 100644 --- a/beginner_source/flask_rest_api_tutorial.py +++ b/beginner_source/flask_rest_api_tutorial.py @@ -1,15 +1,18 @@ # -*- coding: utf-8 -*- """ Deploying PyTorch and Building a REST API using Flask -================================================== +===================================================== **Author**: `Avinash Sajjanshetty `_ """ ###################################################################### -# In this tutorial, we will deploy our PyTorch model using Flask and expose a -# REST API for model inference. In particular, we will deploy DenseNet 121 model -# which predicts the type of image uploaded. +# In this tutorial, we will deploy a PyTorch model using Flask and expose a +# REST API for model inference. In particular, we will deploy a pretrained +# DenseNet 121 model which detects the image. +# +# .. tip:: All the code used here is released under MIT license and is available on `Github `_. +# ###################################################################### @@ -19,7 +22,11 @@ # We will first define our API endpoints, the request and response types. Our # API endpoint will be at ``/predict`` which takes HTTP POST requests with a # ``file`` parameter which contains the image. The response will be of JSON -# response containing the image class. +# response containing the prediction: +# +# :: +# +# {"class_id": "n02124075", "class_name": "Egyptian_cat"} # # @@ -27,7 +34,7 @@ # Dependencies # ------------ # -# Install the required dependenices by running following commands +# Install the required dependenices by running the following command: # # :: # @@ -50,20 +57,20 @@ def hello(): return 'Hello World!' ############################################################################### -# save the above snippet in a file called ``app.py`` and you can now run a Flask -# development server by +# Save the above snippet in a file called ``app.py`` and you can now run a +# Flask development server by typing: # # :: # # $ FLASK_ENV=development FLASK_APP=app.py flask run ############################################################################### -# You can visit ``http://localhost:5000/`` in your web browser, you will be +# When you visit ``http://localhost:5000/`` in your web browser, you will be # greeted with ``Hello World!`` text ############################################################################### -# We will make slight changes to above snippet, so that it suits our API -# definition. First, we will rename the method to `predict`. We will update +# We will make slight changes to the above snippet, so that it suits our API +# definition. First, we will rename the method to ``predict``. We will update # the endpoint path to ``/predict`` and make it so that it also accepts POST # requests: @@ -74,7 +81,7 @@ def predict(): ############################################################################### # We will also change the response type, so that it returns a JSON response -# containing ImageNet class id and name. The updated app.py file will +# containing ImageNet class id and name. The updated ``app.py`` file will # be now: from flask import Flask, jsonify @@ -91,19 +98,19 @@ def predict(): # # In the next sections we will focus on writing the inference code. This will # involve two parts, one where we prepare the image so that it can be fed -# to DenseNet and next, we will write the code to get the actual prediction from -# the model. +# to DenseNet and next, we will write the code to get the actual prediction +# from the model. # # Preparing the image # ~~~~~~~~~~~~~~~~~~~ # # DenseNet model requires the image to be of 3 channel RGB image of size # 224 x 224. We will also normalise the image tensor with the required mean -# and standard deviation values. You can read about it more +# and standard deviation values. You can read more about it # `here `_. # # We will use ``transforms`` from ``torchvision`` library and build a -# transform pipeline, which transforms our images to as per our liking. You +# transform pipeline, which transforms our images as required. You # can read more about transforms `here `_. import io @@ -124,8 +131,8 @@ def transform_image(image_bytes): ###################################################################### # Above method takes image data in bytes, applies the series of transforms -# and returns the tensor. To test the above method, read an image file in -# bytes mode and see if you get a tensor back +# and returns a tensor. To test the above method, read an image file in +# bytes mode and see if you get a tensor back: with open('sample_file.jpeg', 'rb') as f: image_bytes = f.read() @@ -139,11 +146,13 @@ def transform_image(image_bytes): # Now will use a pretrained DenseNet 121 model to predict the image class. We # will use one from ``torchvision`` library, load the model and get an # inference. Instead of using a pretrained model, you can also load your own -# model, to learn more about it check this `tutorial `_. +# model, to learn more about it check this `tutorial `_. from torchvision import models +# make sure to pass `pretrained` as `True` to use the pretrained weights model = models.densenet121(pretrained=True) +# since we are using our model only for inference, switch to `eval` mode model.eval() @@ -160,7 +169,7 @@ def get_prediction(image_bytes): # to name mapping. Download # `this file `_ # and place it in current directory as file ``imagenet_class_index.json``. We -# will load this JSON file and get the class name of predicted index. +# will load this JSON file and get the class name of the predicted index. import json @@ -176,8 +185,9 @@ def get_prediction(image_bytes): ###################################################################### # Before using ``imagenet_class_index`` dictionary, first we will convert -# tensor value to a string value, since the keys in the dictionary are -# strings. We will test our above method +# tensor value to a string value, since the keys in the +# ``imagenet_class_index`` dictionary are strings. +# We will test our above method: with open('sample_file.jpeg', 'rb') as f: @@ -196,7 +206,7 @@ def get_prediction(image_bytes): # .. Note :: # Did you notice why ``model`` variable is not part of ``get_prediction`` # method? Or why it is a global variable? Loading a model can be an -# expensive operation memory, CPU wise. If we loaded the model in the +# expensive operation, memory, CPU wise. If we loaded the model in the # ``get_prediction`` method, then it will get unnecessarily loaded every # time the method is called. Since, we are building a web server, there # could be thousands of requests per second and we cannot keep loading the @@ -227,7 +237,7 @@ def predict(): return jsonify({'class_id': class_id, 'class_name': class_name}) ###################################################################### -# The ``app.py`` file is now complete. Following is the full version +# The ``app.py`` file is now complete. Following is the full version: # import io @@ -277,7 +287,7 @@ def predict(): app.run() ###################################################################### -# Let's test our web server! To run: +# Let's test our web server! Run: # # :: # @@ -289,7 +299,7 @@ def predict(): # # :: # -# $ curl -X POST -F file=@cat_pic.jpeg localhost:5000/predict +# $ curl -X POST -F file=@cat_pic.jpeg http://localhost:5000/predict # # And you will get a response in the form # @@ -298,4 +308,29 @@ def predict(): # {"class_id": "n02124075", "class_name": "Egyptian_cat"} # # + +###################################################################### +# Next steps +# -------------- +# +# The server we wrote is quite triavial and is not ready for production. So, +# here are some things you can do to make it better +# +# - The endpoint ``/predict`` assumes that always there will be a image file +# in the request. This may not hold true for all requests. Our user may +# send image with a different parameter or send no images at all. +# +# - User may send non-image type files too. Since we are not handling errors, +# this will break our server. Loading the image within an exception block +# is a good idea. +# +# - There is a possibility that the image sent by user may not get recoginzed +# by our model. Above code should be updated to handle this case. +# +# - We run the Flask server in a development mode, which not suitable for +# deploying in production. You may check `this tutorial `_ +# for deploying a Flask server in production. # +# - You can also add a welcome page with a form which takes the image and +# displays the prediction. Check the `demo `_ +# of the same or its `source code `_. 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a/beginner_source/README.txt b/beginner_source/README.txt index 14f3b3047e9..96b940a1d18 100644 --- a/beginner_source/README.txt +++ b/beginner_source/README.txt @@ -20,3 +20,7 @@ Beginner Tutorials 5. nlp/* and deep_learning_nlp_tutorial.rst Deep Learning for NLP with Pytorch https://pytorch.org/tutorials/beginner/deep_learning_nlp_tutorial.html + +6. flask_rest_api_tutorial.py + Deploying PyTorch and Building a REST API using Flask + https://pytorch.org/tutorials/beginner/flask_rest_api_tutorial.html diff --git a/index.rst b/index.rst index 898d164d5bd..4a56df704b9 100644 --- a/index.rst +++ b/index.rst @@ -225,6 +225,10 @@ Production Usage :description: :doc:`/beginner/aws_distributed_training_tutorial` :figure: _static/img/distributed/DistPyTorch.jpg +.. customgalleryitem:: + :tooltip: Deploying PyTorch and Building a REST API using Flask + :description: :doc:`/beginner/flask_rest_api_tutorial` + :figure: _static/img/distributed/flask.png .. raw:: html @@ -326,6 +330,7 @@ PyTorch in Other Languages intermediate/model_parallel_tutorial intermediate/ddp_tutorial intermediate/dist_tuto + beginner/flask_rest_api_tutorial beginner/aws_distributed_training_tutorial advanced/cpp_export From 77c65fba9ef858ad650c92c9b0f89db3aac66bc4 Mon Sep 17 00:00:00 2001 From: avi Date: Thu, 20 Jun 2019 23:01:59 +0530 Subject: [PATCH 22/72] fix image path --- index.rst | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/index.rst b/index.rst index 4a56df704b9..d4b2fab9b31 100644 --- a/index.rst +++ b/index.rst @@ -228,7 +228,7 @@ Production Usage .. customgalleryitem:: :tooltip: Deploying PyTorch and Building a REST API using Flask :description: :doc:`/beginner/flask_rest_api_tutorial` - :figure: _static/img/distributed/flask.png + :figure: _static/img/flask.png .. raw:: html From 6eae05ef19bda1d687338ea928df138f21614c45 Mon Sep 17 00:00:00 2001 From: avi Date: Thu, 20 Jun 2019 23:06:44 +0530 Subject: [PATCH 23/72] fix relative link --- beginner_source/flask_rest_api_tutorial.py | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/beginner_source/flask_rest_api_tutorial.py b/beginner_source/flask_rest_api_tutorial.py index 80875d1b190..4ff313955c6 100644 --- a/beginner_source/flask_rest_api_tutorial.py +++ b/beginner_source/flask_rest_api_tutorial.py @@ -146,7 +146,8 @@ def transform_image(image_bytes): # Now will use a pretrained DenseNet 121 model to predict the image class. We # will use one from ``torchvision`` library, load the model and get an # inference. Instead of using a pretrained model, you can also load your own -# model, to learn more about it check this `tutorial `_. +# model, to learn more about it check this +# :doc:`tutorial `. from torchvision import models From 044cc11a09652e354486adf8b7067af6a8b22493 Mon Sep 17 00:00:00 2001 From: avi Date: Thu, 20 Jun 2019 23:11:59 +0530 Subject: [PATCH 24/72] Fix the header --- beginner_source/flask_rest_api_tutorial.py | 15 +++++++-------- 1 file changed, 7 insertions(+), 8 deletions(-) diff --git a/beginner_source/flask_rest_api_tutorial.py b/beginner_source/flask_rest_api_tutorial.py index 4ff313955c6..2e4b9d803b1 100644 --- a/beginner_source/flask_rest_api_tutorial.py +++ b/beginner_source/flask_rest_api_tutorial.py @@ -3,16 +3,15 @@ Deploying PyTorch and Building a REST API using Flask ===================================================== **Author**: `Avinash Sajjanshetty `_ -""" -###################################################################### -# In this tutorial, we will deploy a PyTorch model using Flask and expose a -# REST API for model inference. In particular, we will deploy a pretrained -# DenseNet 121 model which detects the image. -# -# .. tip:: All the code used here is released under MIT license and is available on `Github `_. -# +In this tutorial, we will deploy a PyTorch model using Flask and expose a +REST API for model inference. In particular, we will deploy a pretrained +DenseNet 121 model which detects the image. + +.. tip:: All the code used here is released under MIT license and is available on `Github `_. + +""" ###################################################################### From 8f7e00a0457cedc519130929e852a1cf2cc062f4 Mon Sep 17 00:00:00 2001 From: avi Date: Wed, 3 Jul 2019 17:24:03 +0530 Subject: [PATCH 25/72] move to intermediate section --- beginner_source/README.txt | 4 ---- intermediate_source/README.txt | 4 ++++ 2 files changed, 4 insertions(+), 4 deletions(-) diff --git a/beginner_source/README.txt b/beginner_source/README.txt index 96b940a1d18..14f3b3047e9 100644 --- a/beginner_source/README.txt +++ b/beginner_source/README.txt @@ -20,7 +20,3 @@ Beginner Tutorials 5. nlp/* and deep_learning_nlp_tutorial.rst Deep Learning for NLP with Pytorch https://pytorch.org/tutorials/beginner/deep_learning_nlp_tutorial.html - -6. flask_rest_api_tutorial.py - Deploying PyTorch and Building a REST API using Flask - https://pytorch.org/tutorials/beginner/flask_rest_api_tutorial.html diff --git a/intermediate_source/README.txt b/intermediate_source/README.txt index 1b8e637094e..1f3354ad254 100644 --- a/intermediate_source/README.txt +++ b/intermediate_source/README.txt @@ -24,3 +24,7 @@ Intermediate tutorials 6. spatial_transformer_tutorial Spatial Transformer Networks Tutorial https://pytorch.org/tutorials/intermediate/spatial_transformer_tutorial.html + +7. flask_rest_api_tutorial.py + Deploying PyTorch and Building a REST API using Flask + https://pytorch.org/tutorials/beginner/flask_rest_api_tutorial.html From b95e2dd2f9593759f41a33be55458df145e57f41 Mon Sep 17 00:00:00 2001 From: avi Date: Wed, 3 Jul 2019 17:26:20 +0530 Subject: [PATCH 26/72] Update main index --- index.rst | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/index.rst b/index.rst index d4b2fab9b31..d0b20f958cd 100644 --- a/index.rst +++ b/index.rst @@ -227,7 +227,7 @@ Production Usage .. customgalleryitem:: :tooltip: Deploying PyTorch and Building a REST API using Flask - :description: :doc:`/beginner/flask_rest_api_tutorial` + :description: :doc:`/intermediate/flask_rest_api_tutorial` :figure: _static/img/flask.png .. raw:: html @@ -330,7 +330,7 @@ PyTorch in Other Languages intermediate/model_parallel_tutorial intermediate/ddp_tutorial intermediate/dist_tuto - beginner/flask_rest_api_tutorial + intermediate/flask_rest_api_tutorial beginner/aws_distributed_training_tutorial advanced/cpp_export From 816cd120019d878de1b1b3ad57b77d883e9024f5 Mon Sep 17 00:00:00 2001 From: avi Date: Wed, 3 Jul 2019 17:31:12 +0530 Subject: [PATCH 27/72] move the file to intermediate directory --- .../flask_rest_api_tutorial.py | 0 1 file changed, 0 insertions(+), 0 deletions(-) rename {beginner_source => intermediate_source}/flask_rest_api_tutorial.py (100%) diff --git a/beginner_source/flask_rest_api_tutorial.py b/intermediate_source/flask_rest_api_tutorial.py similarity index 100% rename from beginner_source/flask_rest_api_tutorial.py rename to intermediate_source/flask_rest_api_tutorial.py From 9a6ee4f48eeffcc647f02ecea5bd83207adf2f8b Mon Sep 17 00:00:00 2001 From: avi Date: Tue, 30 Jul 2019 22:56:41 +0530 Subject: [PATCH 28/72] Fix grammar issues and improvements from PR review --- .../flask_rest_api_tutorial.py | 72 ++++++++++--------- 1 file changed, 38 insertions(+), 34 deletions(-) diff --git a/intermediate_source/flask_rest_api_tutorial.py b/intermediate_source/flask_rest_api_tutorial.py index 2e4b9d803b1..c47e1163938 100644 --- a/intermediate_source/flask_rest_api_tutorial.py +++ b/intermediate_source/flask_rest_api_tutorial.py @@ -70,11 +70,12 @@ def hello(): ############################################################################### # We will make slight changes to the above snippet, so that it suits our API # definition. First, we will rename the method to ``predict``. We will update -# the endpoint path to ``/predict`` and make it so that it also accepts POST +# the endpoint path to ``/predict``. Since the image files will be sent via +# HTTP POST requests, we will update it so that it also accepts only POST # requests: -@app.route('/predict', methods=['GET', 'POST']) +@app.route('/predict', methods=['POST']) def predict(): return 'Hello World!' @@ -86,7 +87,7 @@ def predict(): from flask import Flask, jsonify app = Flask(__name__) -@app.route('/predict', methods=['GET', 'POST']) +@app.route('/predict', methods=['POST']) def predict(): return jsonify({'class_id': 'IMAGE_NET_XXX', 'class_name': 'Cat'}) @@ -144,15 +145,15 @@ def transform_image(image_bytes): # # Now will use a pretrained DenseNet 121 model to predict the image class. We # will use one from ``torchvision`` library, load the model and get an -# inference. Instead of using a pretrained model, you can also load your own -# model, to learn more about it check this -# :doc:`tutorial `. +# inference. While we'll be using a pretrained model in this example, you can +# use this same approach for your own models. See more about loading your +# models in this :doc:`tutorial `. from torchvision import models -# make sure to pass `pretrained` as `True` to use the pretrained weights +# Make sure to pass `pretrained` as `True` to use the pretrained weights: model = models.densenet121(pretrained=True) -# since we are using our model only for inference, switch to `eval` mode +# Since we are using our model only for inference, switch to `eval` mode: model.eval() @@ -165,11 +166,13 @@ def get_prediction(image_bytes): ###################################################################### # The tensor ``y_hat`` will contain the index of the predicted class id. -# However we need a human readable class name. For that we need a class id +# However, we need a human readable class name. For that we need a class id # to name mapping. Download # `this file `_ -# and place it in current directory as file ``imagenet_class_index.json``. We -# will load this JSON file and get the class name of the predicted index. +# and place it in current directory as file ``imagenet_class_index.json``. +# This file contains the mapping of ImageNet class id to ImageNet class +# name. We will load this JSON file and get the class name of the +# predicted index. import json @@ -195,7 +198,7 @@ def get_prediction(image_bytes): print(get_prediction(image_bytes=image_bytes)) ###################################################################### -# and you should get a response like this +# You should get a response like this: ['n02124075', 'Egyptian_cat'] @@ -204,12 +207,12 @@ def get_prediction(image_bytes): # readable name. # # .. Note :: -# Did you notice why ``model`` variable is not part of ``get_prediction`` -# method? Or why it is a global variable? Loading a model can be an -# expensive operation, memory, CPU wise. If we loaded the model in the -# ``get_prediction`` method, then it will get unnecessarily loaded every +# Did you notice that why ``model`` variable is not part of ``get_prediction`` +# method? Or why is model a global variable? Loading a model can be an +# expensive operation in terms of memory and compute. If we loaded the model in the +# ``get_prediction`` method, then it would get unnecessarily loaded every # time the method is called. Since, we are building a web server, there -# could be thousands of requests per second and we cannot keep loading the +# could be thousands of requests per second, and we cannot keep loading the # model everytime. So, we keep the model loaded in memory once. In # production systems it is a good idea to load the model first and then # start serving the requests. @@ -219,9 +222,8 @@ def get_prediction(image_bytes): # --------------------------------------- # # In this final part we will add our model to our Flask API server. Since -# our API server supposed to take an image file, we will update our ``predict`` -# method to read files from the requests. We will also restrict this method -# to POST requests for the sake of simplicity +# our API server is supposed to take an image file, we will update our ``predict`` +# method to read files from the requests: from flask import request @@ -295,13 +297,13 @@ def predict(): ####################################################################### # We can use a command line tool like curl or Postman to send requests to -# this webserver +# this webserver: # # :: # # $ curl -X POST -F file=@cat_pic.jpeg http://localhost:5000/predict # -# And you will get a response in the form +# You will get a response in the form: # # :: # @@ -313,24 +315,26 @@ def predict(): # Next steps # -------------- # -# The server we wrote is quite triavial and is not ready for production. So, -# here are some things you can do to make it better +# The server we wrote is quite trivial and and may not do everything +# you need for your production application. So, here are some things you +# can do to make it better: # # - The endpoint ``/predict`` assumes that always there will be a image file # in the request. This may not hold true for all requests. Our user may # send image with a different parameter or send no images at all. # -# - User may send non-image type files too. Since we are not handling errors, -# this will break our server. Loading the image within an exception block -# is a good idea. +# - The user may send non-image type files too. Since we are not handling +# errors, this will break our server. Loading the image within an +# exception block is a good idea. # -# - There is a possibility that the image sent by user may not get recoginzed -# by our model. Above code should be updated to handle this case. +# - Even though the model can recognize a large number of classes of images, +# it may not be able to recognize all images. Enhance the implementation +# to handle cases when the model does not recognize anything in the image. # -# - We run the Flask server in a development mode, which not suitable for -# deploying in production. You may check `this tutorial `_ +# - We run the Flask server in the development mode, which is not suitable for +# deploying in production. You can check out `this tutorial `_ # for deploying a Flask server in production. # -# - You can also add a welcome page with a form which takes the image and -# displays the prediction. Check the `demo `_ -# of the same or its `source code `_. +# - You can also add a UI by creating a page with a form which takes the image and +# displays the prediction. Check out the `demo `_ +# of a similar project and its `source code `_. From 8eee4ed59b3bea23634289e2d14cbba19c428c8f Mon Sep 17 00:00:00 2001 From: avi Date: Tue, 30 Jul 2019 23:39:50 +0530 Subject: [PATCH 29/72] some more fixes --- intermediate_source/flask_rest_api_tutorial.py | 17 ++++++++++------- 1 file changed, 10 insertions(+), 7 deletions(-) diff --git a/intermediate_source/flask_rest_api_tutorial.py b/intermediate_source/flask_rest_api_tutorial.py index c47e1163938..fffb9268c3c 100644 --- a/intermediate_source/flask_rest_api_tutorial.py +++ b/intermediate_source/flask_rest_api_tutorial.py @@ -212,10 +212,12 @@ def get_prediction(image_bytes): # expensive operation in terms of memory and compute. If we loaded the model in the # ``get_prediction`` method, then it would get unnecessarily loaded every # time the method is called. Since, we are building a web server, there -# could be thousands of requests per second, and we cannot keep loading the -# model everytime. So, we keep the model loaded in memory once. In -# production systems it is a good idea to load the model first and then -# start serving the requests. +# could be thousands of requests per second, we should not waste time +# redundantly loading the model for every inference. So, we keep the model +# loaded in memory just once. In +# production systems, it's necessary to be efficient about your use of +# compute to be able to serve requests at scale, so you should generally +# load your model before serving requests. ###################################################################### # Integrating the model in our API Server @@ -296,7 +298,7 @@ def predict(): # $ FLASK_ENV=development FLASK_APP=app.py flask run ####################################################################### -# We can use a command line tool like curl or Postman to send requests to +# We can use a command line tool like curl or `Postman `_ to send requests to # this webserver: # # :: @@ -324,8 +326,9 @@ def predict(): # send image with a different parameter or send no images at all. # # - The user may send non-image type files too. Since we are not handling -# errors, this will break our server. Loading the image within an -# exception block is a good idea. +# errors, this will break our server. Adding an explicit error handing +# path that will throw an exception would allow us to better handle +# the bad inputs # # - Even though the model can recognize a large number of classes of images, # it may not be able to recognize all images. Enhance the implementation From d5fbeee8d5f7a10e8d0abfb647ee84738d8b971e Mon Sep 17 00:00:00 2001 From: avi Date: Tue, 30 Jul 2019 23:50:13 +0530 Subject: [PATCH 30/72] update flask deploy URL --- intermediate_source/flask_rest_api_tutorial.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/intermediate_source/flask_rest_api_tutorial.py b/intermediate_source/flask_rest_api_tutorial.py index fffb9268c3c..8d110405d26 100644 --- a/intermediate_source/flask_rest_api_tutorial.py +++ b/intermediate_source/flask_rest_api_tutorial.py @@ -335,7 +335,7 @@ def predict(): # to handle cases when the model does not recognize anything in the image. # # - We run the Flask server in the development mode, which is not suitable for -# deploying in production. You can check out `this tutorial `_ +# deploying in production. You can check out `this tutorial `_ # for deploying a Flask server in production. # # - You can also add a UI by creating a page with a form which takes the image and From 206392c2deb20723bedf497b00c11efcc0b8dfc0 Mon Sep 17 00:00:00 2001 From: Brian Johnson Date: Fri, 2 Aug 2019 07:28:42 -0700 Subject: [PATCH 31/72] Add files via upload Fixing flask article. --- _static/img/sample_file.jpeg | Bin 0 -> 44297 bytes 1 file changed, 0 insertions(+), 0 deletions(-) create mode 100644 _static/img/sample_file.jpeg diff --git a/_static/img/sample_file.jpeg b/_static/img/sample_file.jpeg new file mode 100644 index 0000000000000000000000000000000000000000..a7b314bd969e39cfd1e23fb1a198cd56eaaccdb6 GIT binary patch literal 44297 zcmb@sbChIJvoDxs+qP|W*|u%lt}ffQZM(YMWm{dg(dC-z@7_1}{qbhjnzbe}^ZX(s zBKL{2BllTxV#n9&*B=0)l$fL#00enN z*wz^s5dg5Yb8%7<7b4Wq)FOn~{Pr3P00N)_a2XmqI|wQ$$o$9G|Ks6l`QJ4H01I^g z#`-^+{67n!O-!AQzt!*GA3b9SCztOj)A{CM++7_0@fP1as*&}7c%Of~)3<})^7wze 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z(<%>EmK{2bNYNe{t7%6leN0$Z{HV8;@DmbBE*@+$J}hC)ZrR!a0b$+YyDNKK*tg>q z8wi|+o^#L19TwFr167k_9a2Qz+b&+hRA38Q{{V%(8P&H2B^N(KoGy9AS(rKGSE0dy z68$lXxUG@c+w_pA6$>pli!|)!A#Ir4dy8{%pFz@GrnenZLdH!gBk+(McnXVPI8}{D zkrdDejw_xrgv2m4dudT|_Y|4lUj6P?Fby%?^X_m{DO>lrK=>Ij?i?{e8fuw|;X5Du ze=?zB40Gkr%tq}dgI#);O+{0#-eE@vgty9MQ>J3E37qDq1)#L+%qzoPBBqWagRbvq zQ9%4A{!*5qLXR@@P49irjD6+i6CWUX*SI_X0CSmmg@6X)Y%7<3nYqpz_?S?fe~Ex( zqA(0PhE+!kX4$+aqqlQZ6qfPKdQ)}LtJJ)Vdt6aq<8L!>S*oq)xOP`TMh@Wv8=M$Q zMW-$4%-h(PtiiUtB7ldhP3_I>_iG4HAG2UPb(}?HP4Rsu7ZZ(yhLKw`e`k3lkjGLnuITE$O+XRz9S$m}a E*{N5_rvLx| literal 0 HcmV?d00001 From 03df12da75960f58b7bcfaaea6c18fec29c70437 Mon Sep 17 00:00:00 2001 From: Brian Johnson Date: Fri, 2 Aug 2019 07:29:51 -0700 Subject: [PATCH 32/72] Update requirements.txt Update for flask fix. --- requirements.txt | 1 + 1 file changed, 1 insertion(+) diff --git a/requirements.txt b/requirements.txt index 45054ba201d..9a43cc1a632 100644 --- a/requirements.txt +++ b/requirements.txt @@ -10,6 +10,7 @@ torchvision PyHamcrest bs4 awscli==1.16.35 +flask # PyTorch Theme -e git+git://github.com/pytorch/pytorch_sphinx_theme.git#egg=pytorch_sphinx_theme From cbda0853a9dc1850bbf4c4dacb1469f206aad7a8 Mon Sep 17 00:00:00 2001 From: Brian Johnson Date: Fri, 2 Aug 2019 07:33:32 -0700 Subject: [PATCH 33/72] Update flask_rest_api_tutorial.py Fix to flask tutorial. (Added path to image in code.) --- intermediate_source/flask_rest_api_tutorial.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/intermediate_source/flask_rest_api_tutorial.py b/intermediate_source/flask_rest_api_tutorial.py index 8d110405d26..e18e99723d9 100644 --- a/intermediate_source/flask_rest_api_tutorial.py +++ b/intermediate_source/flask_rest_api_tutorial.py @@ -134,7 +134,7 @@ def transform_image(image_bytes): # and returns a tensor. To test the above method, read an image file in # bytes mode and see if you get a tensor back: -with open('sample_file.jpeg', 'rb') as f: +with open('./_static/img/sample_file.jpeg', 'rb') as f: image_bytes = f.read() tensor = transform_image(image_bytes=image_bytes) print(tensor) @@ -193,7 +193,7 @@ def get_prediction(image_bytes): # We will test our above method: -with open('sample_file.jpeg', 'rb') as f: +with open('./_static/img/sample_file.jpeg', 'rb') as f: image_bytes = f.read() print(get_prediction(image_bytes=image_bytes)) From eb2876907c1a6c09c02575af9030c704b72825f7 Mon Sep 17 00:00:00 2001 From: Brian Johnson Date: Fri, 2 Aug 2019 07:59:37 -0700 Subject: [PATCH 34/72] Update flask_rest_api_tutorial.py Changed quotes. --- intermediate_source/flask_rest_api_tutorial.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/intermediate_source/flask_rest_api_tutorial.py b/intermediate_source/flask_rest_api_tutorial.py index e18e99723d9..43c9f4cd6e0 100644 --- a/intermediate_source/flask_rest_api_tutorial.py +++ b/intermediate_source/flask_rest_api_tutorial.py @@ -134,7 +134,7 @@ def transform_image(image_bytes): # and returns a tensor. To test the above method, read an image file in # bytes mode and see if you get a tensor back: -with open('./_static/img/sample_file.jpeg', 'rb') as f: +with open("./_static/img/sample_file.jpeg", 'rb') as f: image_bytes = f.read() tensor = transform_image(image_bytes=image_bytes) print(tensor) @@ -193,7 +193,7 @@ def get_prediction(image_bytes): # We will test our above method: -with open('./_static/img/sample_file.jpeg', 'rb') as f: +with open("./_static/img/sample_file.jpeg", 'rb') as f: image_bytes = f.read() print(get_prediction(image_bytes=image_bytes)) From 9eccef4e6db7b4a8f8aeb98d3605317d149260fd Mon Sep 17 00:00:00 2001 From: Brian Johnson Date: Fri, 2 Aug 2019 08:49:30 -0700 Subject: [PATCH 35/72] Update flask_rest_api_tutorial.py fixing path to image --- intermediate_source/flask_rest_api_tutorial.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/intermediate_source/flask_rest_api_tutorial.py b/intermediate_source/flask_rest_api_tutorial.py index 43c9f4cd6e0..2bd97130d63 100644 --- a/intermediate_source/flask_rest_api_tutorial.py +++ b/intermediate_source/flask_rest_api_tutorial.py @@ -134,7 +134,7 @@ def transform_image(image_bytes): # and returns a tensor. To test the above method, read an image file in # bytes mode and see if you get a tensor back: -with open("./_static/img/sample_file.jpeg", 'rb') as f: +with open("../_static/img/sample_file.jpeg", 'rb') as f: image_bytes = f.read() tensor = transform_image(image_bytes=image_bytes) print(tensor) @@ -193,7 +193,7 @@ def get_prediction(image_bytes): # We will test our above method: -with open("./_static/img/sample_file.jpeg", 'rb') as f: +with open("../_static/img/sample_file.jpeg", 'rb') as f: image_bytes = f.read() print(get_prediction(image_bytes=image_bytes)) From 353f8f17840528e9422f8cace4e5616be5eb06b1 Mon Sep 17 00:00:00 2001 From: Brian Johnson Date: Fri, 2 Aug 2019 09:33:52 -0700 Subject: [PATCH 36/72] Add files via upload Adding imagenet json file. --- _static/imagenet_class_index.json | 1 + 1 file changed, 1 insertion(+) create mode 100644 _static/imagenet_class_index.json diff --git a/_static/imagenet_class_index.json b/_static/imagenet_class_index.json new file mode 100644 index 00000000000..5fe0dfefcd3 --- /dev/null +++ b/_static/imagenet_class_index.json @@ -0,0 +1 @@ +{"0": ["n01440764", "tench"], "1": ["n01443537", "goldfish"], "2": ["n01484850", "great_white_shark"], "3": ["n01491361", "tiger_shark"], "4": ["n01494475", "hammerhead"], "5": ["n01496331", "electric_ray"], "6": ["n01498041", "stingray"], "7": ["n01514668", "cock"], "8": ["n01514859", "hen"], "9": ["n01518878", "ostrich"], "10": ["n01530575", "brambling"], "11": ["n01531178", "goldfinch"], "12": ["n01532829", "house_finch"], "13": ["n01534433", "junco"], "14": ["n01537544", "indigo_bunting"], "15": ["n01558993", "robin"], "16": ["n01560419", "bulbul"], "17": ["n01580077", "jay"], "18": ["n01582220", "magpie"], "19": ["n01592084", "chickadee"], "20": ["n01601694", "water_ouzel"], "21": ["n01608432", "kite"], "22": ["n01614925", "bald_eagle"], "23": ["n01616318", "vulture"], "24": ["n01622779", "great_grey_owl"], "25": ["n01629819", "European_fire_salamander"], "26": ["n01630670", "common_newt"], "27": ["n01631663", "eft"], "28": ["n01632458", "spotted_salamander"], "29": ["n01632777", "axolotl"], "30": ["n01641577", "bullfrog"], "31": ["n01644373", "tree_frog"], "32": ["n01644900", "tailed_frog"], "33": ["n01664065", "loggerhead"], "34": ["n01665541", "leatherback_turtle"], "35": ["n01667114", "mud_turtle"], "36": ["n01667778", "terrapin"], "37": ["n01669191", "box_turtle"], "38": ["n01675722", "banded_gecko"], "39": ["n01677366", "common_iguana"], "40": ["n01682714", "American_chameleon"], "41": ["n01685808", "whiptail"], "42": ["n01687978", "agama"], "43": ["n01688243", "frilled_lizard"], "44": ["n01689811", "alligator_lizard"], "45": ["n01692333", "Gila_monster"], "46": ["n01693334", "green_lizard"], "47": ["n01694178", "African_chameleon"], "48": ["n01695060", "Komodo_dragon"], "49": ["n01697457", "African_crocodile"], "50": ["n01698640", "American_alligator"], "51": ["n01704323", "triceratops"], "52": ["n01728572", "thunder_snake"], "53": ["n01728920", "ringneck_snake"], "54": ["n01729322", "hognose_snake"], "55": ["n01729977", "green_snake"], "56": ["n01734418", "king_snake"], "57": ["n01735189", "garter_snake"], "58": ["n01737021", "water_snake"], "59": ["n01739381", "vine_snake"], "60": ["n01740131", "night_snake"], "61": ["n01742172", "boa_constrictor"], "62": ["n01744401", "rock_python"], "63": ["n01748264", "Indian_cobra"], "64": ["n01749939", "green_mamba"], "65": ["n01751748", "sea_snake"], "66": ["n01753488", "horned_viper"], "67": ["n01755581", "diamondback"], "68": ["n01756291", "sidewinder"], "69": ["n01768244", "trilobite"], "70": ["n01770081", "harvestman"], "71": ["n01770393", "scorpion"], "72": ["n01773157", "black_and_gold_garden_spider"], "73": ["n01773549", "barn_spider"], "74": ["n01773797", "garden_spider"], "75": ["n01774384", "black_widow"], "76": ["n01774750", "tarantula"], "77": ["n01775062", "wolf_spider"], "78": ["n01776313", "tick"], "79": ["n01784675", "centipede"], "80": ["n01795545", "black_grouse"], "81": ["n01796340", "ptarmigan"], "82": ["n01797886", "ruffed_grouse"], "83": ["n01798484", "prairie_chicken"], "84": ["n01806143", "peacock"], "85": ["n01806567", "quail"], "86": ["n01807496", "partridge"], "87": ["n01817953", "African_grey"], "88": ["n01818515", "macaw"], "89": ["n01819313", "sulphur-crested_cockatoo"], "90": ["n01820546", "lorikeet"], "91": ["n01824575", "coucal"], "92": ["n01828970", "bee_eater"], "93": ["n01829413", "hornbill"], "94": ["n01833805", "hummingbird"], "95": ["n01843065", "jacamar"], "96": ["n01843383", "toucan"], "97": ["n01847000", "drake"], "98": ["n01855032", "red-breasted_merganser"], "99": ["n01855672", "goose"], "100": ["n01860187", "black_swan"], "101": ["n01871265", "tusker"], "102": ["n01872401", "echidna"], "103": ["n01873310", "platypus"], "104": ["n01877812", "wallaby"], "105": ["n01882714", "koala"], "106": ["n01883070", "wombat"], "107": ["n01910747", "jellyfish"], "108": ["n01914609", "sea_anemone"], "109": ["n01917289", "brain_coral"], "110": ["n01924916", "flatworm"], "111": ["n01930112", "nematode"], "112": ["n01943899", "conch"], "113": ["n01944390", "snail"], "114": ["n01945685", "slug"], "115": ["n01950731", "sea_slug"], "116": ["n01955084", "chiton"], "117": ["n01968897", "chambered_nautilus"], "118": ["n01978287", "Dungeness_crab"], "119": ["n01978455", "rock_crab"], "120": ["n01980166", "fiddler_crab"], "121": ["n01981276", "king_crab"], "122": ["n01983481", "American_lobster"], "123": ["n01984695", "spiny_lobster"], "124": ["n01985128", "crayfish"], "125": ["n01986214", "hermit_crab"], "126": ["n01990800", "isopod"], "127": ["n02002556", "white_stork"], "128": ["n02002724", "black_stork"], "129": ["n02006656", "spoonbill"], "130": ["n02007558", "flamingo"], "131": ["n02009229", "little_blue_heron"], "132": ["n02009912", "American_egret"], "133": ["n02011460", "bittern"], "134": ["n02012849", "crane"], "135": ["n02013706", "limpkin"], "136": ["n02017213", "European_gallinule"], "137": ["n02018207", "American_coot"], "138": ["n02018795", "bustard"], "139": ["n02025239", "ruddy_turnstone"], "140": ["n02027492", "red-backed_sandpiper"], "141": ["n02028035", "redshank"], "142": ["n02033041", "dowitcher"], "143": ["n02037110", "oystercatcher"], "144": ["n02051845", "pelican"], "145": ["n02056570", "king_penguin"], "146": ["n02058221", "albatross"], "147": ["n02066245", "grey_whale"], "148": ["n02071294", "killer_whale"], "149": ["n02074367", "dugong"], "150": ["n02077923", "sea_lion"], "151": ["n02085620", "Chihuahua"], "152": ["n02085782", "Japanese_spaniel"], "153": ["n02085936", "Maltese_dog"], "154": ["n02086079", "Pekinese"], "155": ["n02086240", "Shih-Tzu"], "156": ["n02086646", "Blenheim_spaniel"], "157": ["n02086910", "papillon"], "158": ["n02087046", "toy_terrier"], "159": ["n02087394", "Rhodesian_ridgeback"], "160": ["n02088094", "Afghan_hound"], "161": ["n02088238", "basset"], "162": ["n02088364", "beagle"], "163": ["n02088466", "bloodhound"], "164": ["n02088632", "bluetick"], "165": ["n02089078", "black-and-tan_coonhound"], "166": ["n02089867", "Walker_hound"], "167": ["n02089973", "English_foxhound"], "168": ["n02090379", "redbone"], "169": ["n02090622", "borzoi"], "170": ["n02090721", "Irish_wolfhound"], "171": ["n02091032", "Italian_greyhound"], "172": ["n02091134", "whippet"], "173": ["n02091244", "Ibizan_hound"], "174": ["n02091467", "Norwegian_elkhound"], "175": ["n02091635", "otterhound"], "176": ["n02091831", "Saluki"], "177": ["n02092002", "Scottish_deerhound"], "178": ["n02092339", "Weimaraner"], "179": ["n02093256", "Staffordshire_bullterrier"], "180": ["n02093428", "American_Staffordshire_terrier"], "181": ["n02093647", "Bedlington_terrier"], "182": ["n02093754", "Border_terrier"], "183": ["n02093859", "Kerry_blue_terrier"], "184": ["n02093991", "Irish_terrier"], "185": ["n02094114", "Norfolk_terrier"], "186": ["n02094258", "Norwich_terrier"], "187": ["n02094433", "Yorkshire_terrier"], "188": ["n02095314", "wire-haired_fox_terrier"], "189": ["n02095570", "Lakeland_terrier"], "190": ["n02095889", "Sealyham_terrier"], "191": ["n02096051", "Airedale"], "192": ["n02096177", "cairn"], "193": ["n02096294", "Australian_terrier"], "194": ["n02096437", "Dandie_Dinmont"], "195": ["n02096585", "Boston_bull"], "196": ["n02097047", "miniature_schnauzer"], "197": ["n02097130", "giant_schnauzer"], "198": ["n02097209", "standard_schnauzer"], "199": ["n02097298", "Scotch_terrier"], "200": ["n02097474", "Tibetan_terrier"], "201": ["n02097658", "silky_terrier"], "202": ["n02098105", "soft-coated_wheaten_terrier"], "203": ["n02098286", "West_Highland_white_terrier"], "204": ["n02098413", "Lhasa"], "205": ["n02099267", "flat-coated_retriever"], "206": ["n02099429", "curly-coated_retriever"], "207": ["n02099601", "golden_retriever"], "208": ["n02099712", "Labrador_retriever"], "209": ["n02099849", "Chesapeake_Bay_retriever"], "210": ["n02100236", "German_short-haired_pointer"], "211": ["n02100583", "vizsla"], "212": ["n02100735", "English_setter"], "213": ["n02100877", "Irish_setter"], "214": ["n02101006", "Gordon_setter"], "215": ["n02101388", "Brittany_spaniel"], "216": ["n02101556", "clumber"], "217": ["n02102040", "English_springer"], "218": ["n02102177", "Welsh_springer_spaniel"], "219": ["n02102318", "cocker_spaniel"], "220": ["n02102480", "Sussex_spaniel"], "221": ["n02102973", "Irish_water_spaniel"], "222": ["n02104029", "kuvasz"], "223": ["n02104365", "schipperke"], "224": ["n02105056", "groenendael"], "225": ["n02105162", "malinois"], "226": ["n02105251", "briard"], "227": ["n02105412", "kelpie"], "228": ["n02105505", "komondor"], "229": ["n02105641", "Old_English_sheepdog"], "230": ["n02105855", "Shetland_sheepdog"], "231": ["n02106030", "collie"], "232": ["n02106166", "Border_collie"], "233": ["n02106382", "Bouvier_des_Flandres"], "234": ["n02106550", "Rottweiler"], "235": ["n02106662", "German_shepherd"], "236": ["n02107142", "Doberman"], "237": ["n02107312", "miniature_pinscher"], "238": ["n02107574", "Greater_Swiss_Mountain_dog"], "239": ["n02107683", "Bernese_mountain_dog"], "240": ["n02107908", "Appenzeller"], "241": ["n02108000", "EntleBucher"], "242": ["n02108089", "boxer"], "243": ["n02108422", "bull_mastiff"], "244": ["n02108551", "Tibetan_mastiff"], "245": ["n02108915", "French_bulldog"], "246": ["n02109047", "Great_Dane"], "247": ["n02109525", "Saint_Bernard"], "248": ["n02109961", "Eskimo_dog"], "249": ["n02110063", "malamute"], "250": ["n02110185", "Siberian_husky"], "251": ["n02110341", "dalmatian"], "252": ["n02110627", "affenpinscher"], "253": ["n02110806", "basenji"], "254": ["n02110958", "pug"], "255": ["n02111129", "Leonberg"], "256": ["n02111277", "Newfoundland"], "257": ["n02111500", "Great_Pyrenees"], "258": ["n02111889", "Samoyed"], "259": ["n02112018", "Pomeranian"], "260": ["n02112137", "chow"], "261": ["n02112350", "keeshond"], "262": ["n02112706", "Brabancon_griffon"], "263": ["n02113023", "Pembroke"], "264": ["n02113186", "Cardigan"], "265": ["n02113624", "toy_poodle"], "266": ["n02113712", "miniature_poodle"], "267": ["n02113799", "standard_poodle"], "268": ["n02113978", "Mexican_hairless"], "269": ["n02114367", "timber_wolf"], "270": ["n02114548", "white_wolf"], "271": ["n02114712", "red_wolf"], "272": ["n02114855", "coyote"], "273": ["n02115641", "dingo"], "274": ["n02115913", "dhole"], "275": ["n02116738", "African_hunting_dog"], "276": ["n02117135", "hyena"], "277": ["n02119022", "red_fox"], "278": ["n02119789", "kit_fox"], "279": ["n02120079", "Arctic_fox"], "280": ["n02120505", "grey_fox"], "281": ["n02123045", "tabby"], "282": ["n02123159", "tiger_cat"], "283": ["n02123394", "Persian_cat"], "284": ["n02123597", "Siamese_cat"], "285": ["n02124075", "Egyptian_cat"], "286": ["n02125311", "cougar"], "287": ["n02127052", "lynx"], "288": ["n02128385", "leopard"], "289": ["n02128757", "snow_leopard"], "290": ["n02128925", "jaguar"], "291": ["n02129165", "lion"], "292": ["n02129604", "tiger"], "293": ["n02130308", "cheetah"], "294": ["n02132136", "brown_bear"], "295": ["n02133161", "American_black_bear"], "296": ["n02134084", "ice_bear"], "297": ["n02134418", "sloth_bear"], "298": ["n02137549", "mongoose"], "299": ["n02138441", "meerkat"], "300": ["n02165105", "tiger_beetle"], "301": ["n02165456", "ladybug"], "302": ["n02167151", "ground_beetle"], "303": ["n02168699", "long-horned_beetle"], "304": ["n02169497", "leaf_beetle"], "305": ["n02172182", "dung_beetle"], "306": ["n02174001", "rhinoceros_beetle"], "307": ["n02177972", "weevil"], "308": ["n02190166", "fly"], "309": ["n02206856", "bee"], "310": ["n02219486", "ant"], "311": ["n02226429", "grasshopper"], "312": ["n02229544", "cricket"], "313": ["n02231487", "walking_stick"], "314": ["n02233338", "cockroach"], "315": ["n02236044", "mantis"], "316": ["n02256656", "cicada"], "317": ["n02259212", "leafhopper"], "318": ["n02264363", "lacewing"], "319": ["n02268443", "dragonfly"], "320": ["n02268853", "damselfly"], "321": ["n02276258", "admiral"], "322": ["n02277742", "ringlet"], "323": ["n02279972", "monarch"], "324": ["n02280649", "cabbage_butterfly"], "325": ["n02281406", "sulphur_butterfly"], "326": ["n02281787", "lycaenid"], "327": ["n02317335", "starfish"], "328": ["n02319095", "sea_urchin"], "329": ["n02321529", "sea_cucumber"], "330": ["n02325366", "wood_rabbit"], "331": ["n02326432", "hare"], "332": ["n02328150", "Angora"], "333": ["n02342885", "hamster"], "334": ["n02346627", "porcupine"], "335": ["n02356798", "fox_squirrel"], "336": ["n02361337", "marmot"], "337": ["n02363005", "beaver"], "338": ["n02364673", "guinea_pig"], "339": ["n02389026", "sorrel"], "340": ["n02391049", "zebra"], "341": ["n02395406", "hog"], "342": ["n02396427", "wild_boar"], "343": ["n02397096", "warthog"], "344": ["n02398521", "hippopotamus"], "345": ["n02403003", "ox"], "346": ["n02408429", "water_buffalo"], "347": ["n02410509", "bison"], "348": ["n02412080", "ram"], "349": ["n02415577", "bighorn"], "350": ["n02417914", "ibex"], "351": ["n02422106", "hartebeest"], "352": ["n02422699", "impala"], "353": ["n02423022", "gazelle"], "354": ["n02437312", "Arabian_camel"], "355": ["n02437616", "llama"], "356": ["n02441942", "weasel"], "357": ["n02442845", "mink"], "358": ["n02443114", "polecat"], "359": ["n02443484", "black-footed_ferret"], "360": ["n02444819", "otter"], "361": ["n02445715", "skunk"], "362": ["n02447366", "badger"], "363": ["n02454379", "armadillo"], "364": ["n02457408", "three-toed_sloth"], "365": ["n02480495", "orangutan"], "366": ["n02480855", "gorilla"], "367": ["n02481823", "chimpanzee"], "368": ["n02483362", "gibbon"], "369": ["n02483708", "siamang"], "370": ["n02484975", "guenon"], "371": ["n02486261", "patas"], "372": ["n02486410", "baboon"], "373": ["n02487347", "macaque"], "374": ["n02488291", "langur"], "375": ["n02488702", "colobus"], "376": ["n02489166", "proboscis_monkey"], "377": ["n02490219", "marmoset"], "378": ["n02492035", "capuchin"], "379": ["n02492660", "howler_monkey"], "380": ["n02493509", "titi"], "381": ["n02493793", "spider_monkey"], "382": ["n02494079", "squirrel_monkey"], "383": ["n02497673", "Madagascar_cat"], "384": ["n02500267", "indri"], "385": ["n02504013", "Indian_elephant"], "386": ["n02504458", "African_elephant"], "387": ["n02509815", "lesser_panda"], "388": ["n02510455", "giant_panda"], "389": ["n02514041", "barracouta"], "390": ["n02526121", "eel"], "391": ["n02536864", "coho"], "392": ["n02606052", "rock_beauty"], "393": ["n02607072", "anemone_fish"], "394": ["n02640242", "sturgeon"], "395": ["n02641379", "gar"], "396": ["n02643566", "lionfish"], "397": ["n02655020", "puffer"], "398": ["n02666196", "abacus"], "399": ["n02667093", "abaya"], "400": ["n02669723", "academic_gown"], "401": ["n02672831", "accordion"], "402": ["n02676566", "acoustic_guitar"], "403": ["n02687172", "aircraft_carrier"], "404": ["n02690373", "airliner"], "405": ["n02692877", "airship"], "406": ["n02699494", "altar"], "407": ["n02701002", "ambulance"], "408": ["n02704792", "amphibian"], "409": ["n02708093", "analog_clock"], "410": ["n02727426", "apiary"], "411": ["n02730930", "apron"], "412": ["n02747177", "ashcan"], "413": ["n02749479", "assault_rifle"], "414": ["n02769748", "backpack"], "415": ["n02776631", "bakery"], "416": ["n02777292", "balance_beam"], "417": ["n02782093", "balloon"], "418": ["n02783161", "ballpoint"], "419": ["n02786058", "Band_Aid"], "420": ["n02787622", "banjo"], "421": ["n02788148", "bannister"], "422": ["n02790996", "barbell"], "423": ["n02791124", "barber_chair"], "424": ["n02791270", "barbershop"], "425": ["n02793495", "barn"], "426": ["n02794156", "barometer"], "427": ["n02795169", "barrel"], "428": ["n02797295", "barrow"], "429": ["n02799071", "baseball"], "430": ["n02802426", "basketball"], "431": ["n02804414", "bassinet"], "432": ["n02804610", "bassoon"], "433": ["n02807133", "bathing_cap"], "434": ["n02808304", "bath_towel"], "435": ["n02808440", "bathtub"], "436": ["n02814533", "beach_wagon"], "437": ["n02814860", "beacon"], "438": ["n02815834", "beaker"], "439": ["n02817516", "bearskin"], "440": ["n02823428", "beer_bottle"], "441": ["n02823750", "beer_glass"], "442": ["n02825657", "bell_cote"], "443": ["n02834397", "bib"], "444": ["n02835271", "bicycle-built-for-two"], "445": ["n02837789", "bikini"], "446": ["n02840245", "binder"], "447": ["n02841315", "binoculars"], "448": ["n02843684", "birdhouse"], "449": ["n02859443", "boathouse"], "450": ["n02860847", "bobsled"], "451": ["n02865351", "bolo_tie"], "452": ["n02869837", "bonnet"], "453": ["n02870880", "bookcase"], "454": ["n02871525", "bookshop"], "455": ["n02877765", "bottlecap"], "456": ["n02879718", "bow"], "457": ["n02883205", "bow_tie"], "458": ["n02892201", "brass"], "459": ["n02892767", "brassiere"], "460": ["n02894605", "breakwater"], "461": ["n02895154", "breastplate"], "462": ["n02906734", "broom"], "463": ["n02909870", "bucket"], "464": ["n02910353", "buckle"], "465": ["n02916936", "bulletproof_vest"], "466": ["n02917067", "bullet_train"], "467": ["n02927161", "butcher_shop"], "468": ["n02930766", "cab"], "469": ["n02939185", "caldron"], "470": ["n02948072", "candle"], "471": ["n02950826", "cannon"], "472": ["n02951358", "canoe"], "473": ["n02951585", "can_opener"], "474": ["n02963159", "cardigan"], "475": ["n02965783", "car_mirror"], "476": ["n02966193", "carousel"], "477": ["n02966687", "carpenter's_kit"], "478": ["n02971356", "carton"], "479": ["n02974003", "car_wheel"], "480": ["n02977058", "cash_machine"], "481": ["n02978881", "cassette"], "482": ["n02979186", "cassette_player"], "483": ["n02980441", "castle"], "484": ["n02981792", "catamaran"], "485": ["n02988304", "CD_player"], "486": ["n02992211", "cello"], "487": ["n02992529", "cellular_telephone"], "488": ["n02999410", "chain"], "489": ["n03000134", "chainlink_fence"], "490": ["n03000247", "chain_mail"], "491": ["n03000684", "chain_saw"], "492": ["n03014705", "chest"], "493": ["n03016953", 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"664": ["n03782006", "monitor"], "665": ["n03785016", "moped"], "666": ["n03786901", "mortar"], "667": ["n03787032", "mortarboard"], "668": ["n03788195", "mosque"], "669": ["n03788365", "mosquito_net"], "670": ["n03791053", "motor_scooter"], "671": ["n03792782", "mountain_bike"], "672": ["n03792972", "mountain_tent"], "673": ["n03793489", "mouse"], "674": ["n03794056", "mousetrap"], "675": ["n03796401", "moving_van"], "676": ["n03803284", "muzzle"], "677": ["n03804744", "nail"], "678": ["n03814639", "neck_brace"], "679": ["n03814906", "necklace"], "680": ["n03825788", "nipple"], "681": ["n03832673", "notebook"], "682": ["n03837869", "obelisk"], "683": ["n03838899", "oboe"], "684": ["n03840681", "ocarina"], "685": ["n03841143", "odometer"], "686": ["n03843555", "oil_filter"], "687": ["n03854065", "organ"], "688": ["n03857828", "oscilloscope"], "689": ["n03866082", "overskirt"], "690": ["n03868242", "oxcart"], "691": ["n03868863", "oxygen_mask"], "692": ["n03871628", "packet"], "693": 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"836": ["n04355933", "sunglass"], "837": ["n04356056", "sunglasses"], "838": ["n04357314", "sunscreen"], "839": ["n04366367", "suspension_bridge"], "840": ["n04367480", "swab"], "841": ["n04370456", "sweatshirt"], "842": ["n04371430", "swimming_trunks"], "843": ["n04371774", "swing"], "844": ["n04372370", "switch"], "845": ["n04376876", "syringe"], "846": ["n04380533", "table_lamp"], "847": ["n04389033", "tank"], "848": ["n04392985", "tape_player"], "849": ["n04398044", "teapot"], "850": ["n04399382", "teddy"], "851": ["n04404412", "television"], "852": ["n04409515", "tennis_ball"], "853": ["n04417672", "thatch"], "854": ["n04418357", "theater_curtain"], "855": ["n04423845", "thimble"], "856": ["n04428191", "thresher"], "857": ["n04429376", "throne"], "858": ["n04435653", "tile_roof"], "859": ["n04442312", "toaster"], "860": ["n04443257", "tobacco_shop"], "861": ["n04447861", "toilet_seat"], "862": ["n04456115", "torch"], "863": ["n04458633", "totem_pole"], "864": ["n04461696", 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["n07565083", "menu"], "923": ["n07579787", "plate"], "924": ["n07583066", "guacamole"], "925": ["n07584110", "consomme"], "926": ["n07590611", "hot_pot"], "927": ["n07613480", "trifle"], "928": ["n07614500", "ice_cream"], "929": ["n07615774", "ice_lolly"], "930": ["n07684084", "French_loaf"], "931": ["n07693725", "bagel"], "932": ["n07695742", "pretzel"], "933": ["n07697313", "cheeseburger"], "934": ["n07697537", "hotdog"], "935": ["n07711569", "mashed_potato"], "936": ["n07714571", "head_cabbage"], "937": ["n07714990", "broccoli"], "938": ["n07715103", "cauliflower"], "939": ["n07716358", "zucchini"], "940": ["n07716906", "spaghetti_squash"], "941": ["n07717410", "acorn_squash"], "942": ["n07717556", "butternut_squash"], "943": ["n07718472", "cucumber"], "944": ["n07718747", "artichoke"], "945": ["n07720875", "bell_pepper"], "946": ["n07730033", "cardoon"], "947": ["n07734744", "mushroom"], "948": ["n07742313", "Granny_Smith"], "949": ["n07745940", "strawberry"], "950": ["n07747607", "orange"], "951": ["n07749582", "lemon"], "952": ["n07753113", "fig"], "953": ["n07753275", "pineapple"], "954": ["n07753592", "banana"], "955": ["n07754684", "jackfruit"], "956": ["n07760859", "custard_apple"], "957": ["n07768694", "pomegranate"], "958": ["n07802026", "hay"], "959": ["n07831146", "carbonara"], "960": ["n07836838", "chocolate_sauce"], "961": ["n07860988", "dough"], "962": ["n07871810", "meat_loaf"], "963": ["n07873807", "pizza"], "964": ["n07875152", "potpie"], "965": ["n07880968", "burrito"], "966": ["n07892512", "red_wine"], "967": ["n07920052", "espresso"], "968": ["n07930864", "cup"], "969": ["n07932039", "eggnog"], "970": ["n09193705", "alp"], "971": ["n09229709", "bubble"], "972": ["n09246464", "cliff"], "973": ["n09256479", "coral_reef"], "974": ["n09288635", "geyser"], "975": ["n09332890", "lakeside"], "976": ["n09399592", "promontory"], "977": ["n09421951", "sandbar"], "978": ["n09428293", "seashore"], "979": ["n09468604", "valley"], "980": ["n09472597", "volcano"], "981": ["n09835506", "ballplayer"], "982": ["n10148035", "groom"], "983": ["n10565667", "scuba_diver"], "984": ["n11879895", "rapeseed"], "985": ["n11939491", "daisy"], "986": ["n12057211", "yellow_lady's_slipper"], "987": ["n12144580", "corn"], "988": ["n12267677", "acorn"], "989": ["n12620546", "hip"], "990": ["n12768682", "buckeye"], "991": ["n12985857", "coral_fungus"], "992": ["n12998815", "agaric"], "993": ["n13037406", "gyromitra"], "994": ["n13040303", "stinkhorn"], "995": ["n13044778", "earthstar"], "996": ["n13052670", "hen-of-the-woods"], "997": ["n13054560", "bolete"], "998": ["n13133613", "ear"], "999": ["n15075141", "toilet_tissue"]} \ No newline at end of file From 7008816dd0963d8ff8327c02812e0256a53c40ed Mon Sep 17 00:00:00 2001 From: Brian Johnson Date: Fri, 2 Aug 2019 09:36:10 -0700 Subject: [PATCH 37/72] Update flask_rest_api_tutorial.py changed path to imagenet json file. --- intermediate_source/flask_rest_api_tutorial.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/intermediate_source/flask_rest_api_tutorial.py b/intermediate_source/flask_rest_api_tutorial.py index 2bd97130d63..6bc934b35e6 100644 --- a/intermediate_source/flask_rest_api_tutorial.py +++ b/intermediate_source/flask_rest_api_tutorial.py @@ -176,7 +176,7 @@ def get_prediction(image_bytes): import json -imagenet_class_index = json.load(open('imagenet_class_index.json')) +imagenet_class_index = json.load(open('../_static/imagenet_class_index.json')) def get_prediction(image_bytes): tensor = transform_image(image_bytes=image_bytes) From 617a0947e58b8fa4f8858bc31a02c741fe81bdfd Mon Sep 17 00:00:00 2001 From: Brian Johnson Date: Fri, 2 Aug 2019 12:08:26 -0700 Subject: [PATCH 38/72] Update flask_rest_api_tutorial.py Making the full version non-runnable in the tutorial build. --- .../flask_rest_api_tutorial.py | 92 +++++++++---------- 1 file changed, 46 insertions(+), 46 deletions(-) diff --git a/intermediate_source/flask_rest_api_tutorial.py b/intermediate_source/flask_rest_api_tutorial.py index 6bc934b35e6..c8629ad594d 100644 --- a/intermediate_source/flask_rest_api_tutorial.py +++ b/intermediate_source/flask_rest_api_tutorial.py @@ -243,52 +243,52 @@ def predict(): ###################################################################### # The ``app.py`` file is now complete. Following is the full version: # - -import io -import json - -from torchvision import models -import torchvision.transforms as transforms -from PIL import Image -from flask import Flask, jsonify, request - - -app = Flask(__name__) -imagenet_class_index = json.load(open('imagenet_class_index.json')) -model = models.densenet121(pretrained=True) -model.eval() - - -def transform_image(image_bytes): - my_transforms = transforms.Compose([transforms.Resize(255), - transforms.CenterCrop(224), - transforms.ToTensor(), - transforms.Normalize( - [0.485, 0.456, 0.406], - [0.229, 0.224, 0.225])]) - image = Image.open(io.BytesIO(image_bytes)) - return my_transforms(image).unsqueeze(0) - - -def get_prediction(image_bytes): - tensor = transform_image(image_bytes=image_bytes) - outputs = model.forward(tensor) - _, y_hat = outputs.max(1) - predicted_idx = str(y_hat.item()) - return imagenet_class_index[predicted_idx] - - -@app.route('/predict', methods=['POST']) -def predict(): - if request.method == 'POST': - file = request.files['file'] - img_bytes = file.read() - class_id, class_name = get_prediction(image_bytes=img_bytes) - return jsonify({'class_id': class_id, 'class_name': class_name}) - - -if __name__ == '__main__': - app.run() +# :: +# import io +# import json +# +# from torchvision import models +# import torchvision.transforms as transforms +# from PIL import Image +# from flask import Flask, jsonify, request +# +# +# app = Flask(__name__) +# imagenet_class_index = json.load(open('imagenet_class_index.json')) +# model = models.densenet121(pretrained=True) +# model.eval() +# +# +# def transform_image(image_bytes): +# my_transforms = transforms.Compose([transforms.Resize(255), +# transforms.CenterCrop(224), +# transforms.ToTensor(), +# transforms.Normalize( +# [0.485, 0.456, 0.406], +# [0.229, 0.224, 0.225])]) +# image = Image.open(io.BytesIO(image_bytes)) +# return my_transforms(image).unsqueeze(0) +# +# +# def get_prediction(image_bytes): +# tensor = transform_image(image_bytes=image_bytes) +# outputs = model.forward(tensor) +# _, y_hat = outputs.max(1) +# predicted_idx = str(y_hat.item()) +# return imagenet_class_index[predicted_idx] +# +# +# @app.route('/predict', methods=['POST']) +# def predict(): +# if request.method == 'POST': +# file = request.files['file'] +# img_bytes = file.read() +# class_id, class_name = get_prediction(image_bytes=img_bytes) +# return jsonify({'class_id': class_id, 'class_name': class_name}) +# +# +# if __name__ == '__main__': +# app.run() ###################################################################### # Let's test our web server! Run: From 9194910694f018e1b7ff3c3c41dab6f6e4350d41 Mon Sep 17 00:00:00 2001 From: Brian Johnson Date: Fri, 2 Aug 2019 12:27:05 -0700 Subject: [PATCH 39/72] Update flask_rest_api_tutorial.py fixing code rendering --- intermediate_source/flask_rest_api_tutorial.py | 4 +++- 1 file changed, 3 insertions(+), 1 deletion(-) diff --git a/intermediate_source/flask_rest_api_tutorial.py b/intermediate_source/flask_rest_api_tutorial.py index c8629ad594d..b068d086ae4 100644 --- a/intermediate_source/flask_rest_api_tutorial.py +++ b/intermediate_source/flask_rest_api_tutorial.py @@ -243,7 +243,9 @@ def predict(): ###################################################################### # The ``app.py`` file is now complete. Following is the full version: # -# :: +# .. code-block:: javascript +# :linenos: +# # import io # import json # From 886473e5d76cb915f380137f6dc62f95c04c5096 Mon Sep 17 00:00:00 2001 From: Brian Johnson Date: Fri, 2 Aug 2019 13:05:33 -0700 Subject: [PATCH 40/72] Update flask_rest_api_tutorial.py Fixed formatting and typo from #583. --- intermediate_source/flask_rest_api_tutorial.py | 5 ++--- 1 file changed, 2 insertions(+), 3 deletions(-) diff --git a/intermediate_source/flask_rest_api_tutorial.py b/intermediate_source/flask_rest_api_tutorial.py index b068d086ae4..270325f043c 100644 --- a/intermediate_source/flask_rest_api_tutorial.py +++ b/intermediate_source/flask_rest_api_tutorial.py @@ -207,7 +207,7 @@ def get_prediction(image_bytes): # readable name. # # .. Note :: -# Did you notice that why ``model`` variable is not part of ``get_prediction`` +# Did you notice that ``model`` variable is not part of ``get_prediction`` # method? Or why is model a global variable? Loading a model can be an # expensive operation in terms of memory and compute. If we loaded the model in the # ``get_prediction`` method, then it would get unnecessarily loaded every @@ -243,8 +243,7 @@ def predict(): ###################################################################### # The ``app.py`` file is now complete. Following is the full version: # -# .. code-block:: javascript -# :linenos: +# .. code-block:: python # # import io # import json From aacab438adb6be21b72cae9c32306f265028423f Mon Sep 17 00:00:00 2001 From: Brian Johnson Date: Fri, 2 Aug 2019 13:32:31 -0700 Subject: [PATCH 41/72] Update flask_rest_api_tutorial.py Commenting code blocks into text blocks where they can't build. --- .../flask_rest_api_tutorial.py | 27 ++++++++++--------- 1 file changed, 14 insertions(+), 13 deletions(-) diff --git a/intermediate_source/flask_rest_api_tutorial.py b/intermediate_source/flask_rest_api_tutorial.py index 270325f043c..cd428eebded 100644 --- a/intermediate_source/flask_rest_api_tutorial.py +++ b/intermediate_source/flask_rest_api_tutorial.py @@ -226,19 +226,20 @@ def get_prediction(image_bytes): # In this final part we will add our model to our Flask API server. Since # our API server is supposed to take an image file, we will update our ``predict`` # method to read files from the requests: - -from flask import request - - -@app.route('/predict', methods=['POST']) -def predict(): - if request.method == 'POST': - # we will get the file from the request - file = request.files['file'] - # convert that to bytes - img_bytes = file.read() - class_id, class_name = get_prediction(image_bytes=img_bytes) - return jsonify({'class_id': class_id, 'class_name': class_name}) +# +# .. code-block:: python +# +# from flask import request +# +# @app.route('/predict', methods=['POST']) +# def predict(): +# if request.method == 'POST': +# # we will get the file from the request +# file = request.files['file'] +# # convert that to bytes +# img_bytes = file.read() +# class_id, class_name = get_prediction(image_bytes=img_bytes) +# return jsonify({'class_id': class_id, 'class_name': class_name}) ###################################################################### # The ``app.py`` file is now complete. Following is the full version: From b362ddcaf03ffcf34a4d9c1fc1c12cd0088b51c8 Mon Sep 17 00:00:00 2001 From: Joseph Spisak Date: Sun, 4 Aug 2019 22:12:25 -0700 Subject: [PATCH 42/72] Update seq2seq_translation_tutorial.py Updated link to the paper on Teacher Forcing: http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.378.4095&rep=rep1&type=pdf --- intermediate_source/seq2seq_translation_tutorial.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/intermediate_source/seq2seq_translation_tutorial.py b/intermediate_source/seq2seq_translation_tutorial.py index 587d5edfe94..fe233e59343 100644 --- a/intermediate_source/seq2seq_translation_tutorial.py +++ b/intermediate_source/seq2seq_translation_tutorial.py @@ -521,7 +521,7 @@ def tensorsFromPair(pair): # each next input, instead of using the decoder's guess as the next input. # Using teacher forcing causes it to converge faster but `when the trained # network is exploited, it may exhibit -# instability `__. +# instability `__. # # You can observe outputs of teacher-forced networks that read with # coherent grammar but wander far from the correct translation - From 9acf28035750f02886d008e0ddc2d425e0436f4a Mon Sep 17 00:00:00 2001 From: Nick Korovaiko Date: Wed, 17 Jul 2019 11:20:22 -0700 Subject: [PATCH 43/72] updated tutorial fix cpp block rearrange stray comments address david's feedback --- advanced_source/cpp_export.rst | 95 ++++++++++++++++++---------------- 1 file changed, 51 insertions(+), 44 deletions(-) diff --git a/advanced_source/cpp_export.rst b/advanced_source/cpp_export.rst index e0081377584..068029ea6e2 100644 --- a/advanced_source/cpp_export.rst +++ b/advanced_source/cpp_export.rst @@ -92,28 +92,30 @@ vanilla Pytorch model:: Because the ``forward`` method of this module uses control flow that is dependent on the input, it is not suitable for tracing. Instead, we can convert -it to a ``ScriptModule`` by subclassing it from ``torch.jit.ScriptModule`` and -adding a ``@torch.jit.script_method`` annotation to the model's ``forward`` -method:: - - import torch - - class MyModule(torch.jit.ScriptModule): - def __init__(self, N, M): - super(MyModule, self).__init__() - self.weight = torch.nn.Parameter(torch.rand(N, M)) - - @torch.jit.script_method - def forward(self, input): - if bool(input.sum() > 0): - output = self.weight.mv(input) - else: - output = self.weight + input - return output - - my_script_module = MyModule(2, 3) - -Creating a new ``MyModule`` object now directly produces an instance of +it to a ``ScriptModule``. +In order to convert the module to the ``ScriptModule``, one needs to +compile the module with ``torch.jit.script`` as follows:: + + class MyModule(torch.nn.Module): + def __init__(self, N, M): + super(MyModule, self).__init__() + self.weight = torch.nn.Parameter(torch.rand(N, M)) + + def forward(self, input): + if input.sum() > 0: + output = self.weight.mv(input) + else: + output = self.weight + input + return output + + my_module = MyModule(10,20) + sm = torch.jit.script(my_module) + +If you need to exclude some methods in your ``nn.Module`` +because they use Python features that TorchScript doesn't support yet, +you could annotate those with ``@torch.jit.ignore`` + +``my_module`` is an instance of ``ScriptModule`` that is ready for serialization. Step 2: Serializing Your Script Module to a File @@ -152,32 +154,38 @@ do: .. code-block:: cpp - #include // One-stop header. - - #include - #include - - int main(int argc, const char* argv[]) { - if (argc != 2) { - std::cerr << "usage: example-app \n"; - return -1; + #include // One-stop header. + + #include + #include + + int main(int argc, const char* argv[]) { + if (argc != 2) { + std::cerr << "usage: example-app \n"; + return -1; + } + + + torch::jit::script::Module module; + try { + // Deserialize the ScriptModule from a file using torch::jit::load(). + module = torch::jit::load(argv[1]); + } + catch (const c10::Error& e) { + std::cerr << "error loading the model\n"; + return -1; + } + + std::cout << "ok\n"; } - // Deserialize the ScriptModule from a file using torch::jit::load(). - std::shared_ptr module = torch::jit::load(argv[1]); - - assert(module != nullptr); - std::cout << "ok\n"; - } The ```` header encompasses all relevant includes from the LibTorch library necessary to run the example. Our application accepts the file path to a serialized PyTorch ``ScriptModule`` as its only command line argument and then proceeds to deserialize the module using the ``torch::jit::load()`` -function, which takes this file path as input. In return we receive a shared -pointer to a ``torch::jit::script::Module``, the equivalent to a -``torch.jit.ScriptModule`` in C++. For now, we only verify that this pointer is -not null. We will examine how to execute it in a moment. +function, which takes this file path as input. In return we receive a ``torch::jit::script::Module`` +object. We will examine how to execute it in a moment. Depending on LibTorch and Building the Application ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ @@ -300,8 +308,7 @@ application's ``main()`` function: inputs.push_back(torch::ones({1, 3, 224, 224})); // Execute the model and turn its output into a tensor. - at::Tensor output = module->forward(inputs).toTensor(); - + at::Tensor output = module.forward(inputs).toTensor(); std::cout << output.slice(/*dim=*/1, /*start=*/0, /*end=*/5) << '\n'; The first two lines set up the inputs to our model. We create a vector of @@ -344,7 +351,7 @@ Looks like a good match! .. tip:: - To move your model to GPU memory, you can write ``model->to(at::kCUDA);``. + To move your model to GPU memory, you can write ``model.to(at::kCUDA);``. Make sure the inputs to a model living in CUDA memory are also in CUDA memory by calling ``tensor.to(at::kCUDA)``, which will return a new tensor in CUDA memory. From c6ce5771209b65087a4a84b00d29cd3c5ef7caba Mon Sep 17 00:00:00 2001 From: Ubuntu Date: Tue, 30 Jul 2019 22:07:49 +0000 Subject: [PATCH 44/72] Add beginning of CIFAR Tensorboard tutorial --- .../blitz/cifar10_tensorboard_tutorial.py | 320 ++++++++++++++++++ src/pytorch-sphinx-theme | 2 +- 2 files changed, 321 insertions(+), 1 deletion(-) create mode 100644 beginner_source/blitz/cifar10_tensorboard_tutorial.py diff --git a/beginner_source/blitz/cifar10_tensorboard_tutorial.py b/beginner_source/blitz/cifar10_tensorboard_tutorial.py new file mode 100644 index 00000000000..4a62c1230d1 --- /dev/null +++ b/beginner_source/blitz/cifar10_tensorboard_tutorial.py @@ -0,0 +1,320 @@ +# -*- coding: utf-8 -*- +""" +Training a Classifier +===================== + +In the previous tutorial, we saw how to load in data, feed it through a model we defined as a subclass of ``nn.Module``, trained this model on training data, and tested it on testing data. + +We were able to print out some statistics as the model was training to get a sense for whether training is progressing. However, we can do much better than that: PyTorch integrates with Tensorboard, a tool designed for visualizing the results of neural network training runs. Here we'll illustrate that functionality. + +---------------- + +Here are the steps we'll follow: + +1. Read in data and apply appropriate transforms (same as prior tutorial). +2. Inspect the data by using `make_grid` to create a grid of images and log it to Tensorboard. +3. Log the model and inspect it using Tensorboard. +4. Log the model's loss as training proceeds +""" +# imports +import matplotlib.pyplot as plt +import numpy as np + +import torch +import torchvision +import torchvision.transforms as transforms + +import torch.nn as nn +import torch.nn.functional as F +import torch.optim as optim + +# transforms +transform = transforms.Compose( + [transforms.ToTensor(), + transforms.Normalize((0.5, 0.5, 0.5), (0.5, 0.5, 0.5))]) + +# datasets +trainset = torchvision.datasets.CIFAR10(root='./data', train=True, + download=True, transform=transform) +testset = torchvision.datasets.CIFAR10(root='./data', train=False, + download=True, transform=transform) + +# dataloaders +trainloader = torch.utils.data.DataLoader(trainset, batch_size=4, + shuffle=True, num_workers=2) + + +testloader = torch.utils.data.DataLoader(testset, batch_size=4, + shuffle=False, num_workers=2) + +# constant for classes +classes = ('plane', 'car', 'bird', 'cat', + 'deer', 'dog', 'frog', 'horse', 'ship', 'truck') + +# helper function to show an image +def matplotlib_imshow(img): + img = img / 2 + 0.5 # unnormalize + npimg = img.numpy() + plt.imshow(np.transpose(npimg, (1, 2, 0))) + # Note: need to transpose because matplotlib requires the channels + # for color images to appear as the last dimension if they are + # present. See: + # https://matplotlib.org/3.1.1/api/_as_gen/matplotlib.pyplot.imshow.html + plt.show() + +# get some random training images +dataiter = iter(trainloader) +images, labels = dataiter.next() + +# show images +imshow(torchvision.utils.make_grid(images)) + +######################################################################## +# Define the same model from before + +class Net(nn.Module): + def __init__(self): + super(Net, self).__init__() + self.conv1 = nn.Conv2d(3, 6, 5) + self.pool = nn.MaxPool2d(2, 2) + self.conv2 = nn.Conv2d(6, 16, 5) + self.fc1 = nn.Linear(16 * 5 * 5, 120) + self.fc2 = nn.Linear(120, 84) + self.fc3 = nn.Linear(84, 10) + + def forward(self, x): + x = self.pool(F.relu(self.conv1(x))) + x = self.pool(F.relu(self.conv2(x))) + x = x.view(-1, 16 * 5 * 5) + x = F.relu(self.fc1(x)) + x = F.relu(self.fc2(x)) + x = self.fc3(x) + return x + + +net = Net() + +######################################################################## +# Define `optimizer` and `criterion` + +criterion = nn.CrossEntropyLoss() +optimizer = optim.SGD(net.parameters(), lr=0.001, momentum=0.9) + +######################################################################## +# 1. Tensorboard setup +# ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ +# We'll import `tensorboard` from `torch.utils` and define a `SummaryWriter`, +# our key object for writing information to Tensorboard. +from torch.utils.tensorboard import SummaryWriter + +# default is "runs" +writer = SummaryWriter(log_dir='runs/cifar_experiment_1') + +######################################################################## +# 2. Define a Convolutional Neural Network +# ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ +# Copy the neural network from the Neural Networks section before and modify it to +# take 3-channel images (instead of 1-channel images as it was defined). + + + + + + +######################################################################## +# 3. Define a Loss function and optimizer +# ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ +# Let's use a Classification Cross-Entropy loss and SGD with momentum. + + + + + +######################################################################## +# 4. Train the network +# ^^^^^^^^^^^^^^^^^^^^ +# +# This is when things start to get interesting. +# We simply have to loop over our data iterator, and feed the inputs to the +# network and optimize. + +for epoch in range(2): # loop over the dataset multiple times + + running_loss = 0.0 + for i, data in enumerate(trainloader, 0): + # get the inputs; data is a list of [inputs, labels] + inputs, labels = data + + # zero the parameter gradients + optimizer.zero_grad() + + # forward + backward + optimize + outputs = net(inputs) + loss = criterion(outputs, labels) + loss.backward() + optimizer.step() + + # print statistics + running_loss += loss.item() + if i % 2000 == 1999: # print every 2000 mini-batches + print('[%d, %5d] loss: %.3f' % + (epoch + 1, i + 1, running_loss / 2000)) + running_loss = 0.0 + +print('Finished Training') + +######################################################################## +# 5. Test the network on the test data +# ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ +# +# We have trained the network for 2 passes over the training dataset. +# But we need to check if the network has learnt anything at all. +# +# We will check this by predicting the class label that the neural network +# outputs, and checking it against the ground-truth. If the prediction is +# correct, we add the sample to the list of correct predictions. +# +# Okay, first step. Let us display an image from the test set to get familiar. + +dataiter = iter(testloader) +images, labels = dataiter.next() + +# print images +imshow(torchvision.utils.make_grid(images)) +print('GroundTruth: ', ' '.join('%5s' % classes[labels[j]] for j in range(4))) + + + +outputs = net(images) + +######################################################################## +# The outputs are energies for the 10 classes. +# The higher the energy for a class, the more the network +# thinks that the image is of the particular class. +# So, let's get the index of the highest energy: +_, predicted = torch.max(outputs, 1) + +print('Predicted: ', ' '.join('%5s' % classes[predicted[j]] + for j in range(4))) + +######################################################################## +# The results seem pretty good. +# +# Let us look at how the network performs on the whole dataset. + +correct = 0 +total = 0 +with torch.no_grad(): + for data in testloader: + images, labels = data + outputs = net(images) + _, predicted = torch.max(outputs.data, 1) + total += labels.size(0) + correct += (predicted == labels).sum().item() + +print('Accuracy of the network on the 10000 test images: %d %%' % ( + 100 * correct / total)) + +######################################################################## +# That looks way better than chance, which is 10% accuracy (randomly picking +# a class out of 10 classes). +# Seems like the network learnt something. +# +# Hmmm, what are the classes that performed well, and the classes that did +# not perform well: + +class_correct = list(0. for i in range(10)) +class_total = list(0. for i in range(10)) +with torch.no_grad(): + for data in testloader: + images, labels = data + outputs = net(images) + _, predicted = torch.max(outputs, 1) + c = (predicted == labels).squeeze() + for i in range(4): + label = labels[i] + class_correct[label] += c[i].item() + class_total[label] += 1 + + +for i in range(10): + print('Accuracy of %5s : %2d %%' % ( + classes[i], 100 * class_correct[i] / class_total[i])) + +######################################################################## +# Okay, so what next? +# +# How do we run these neural networks on the GPU? +# +# Training on GPU +# ---------------- +# Just like how you transfer a Tensor onto the GPU, you transfer the neural +# net onto the GPU. +# +# Let's first define our device as the first visible cuda device if we have +# CUDA available: + +device = torch.device("cuda:0" if torch.cuda.is_available() else "cpu") + +# Assuming that we are on a CUDA machine, this should print a CUDA device: + +print(device) + +######################################################################## +# The rest of this section assumes that ``device`` is a CUDA device. +# +# Then these methods will recursively go over all modules and convert their +# parameters and buffers to CUDA tensors: +# +# .. code:: python +# +# net.to(device) +# +# +# Remember that you will have to send the inputs and targets at every step +# to the GPU too: +# +# .. code:: python +# +# inputs, labels = data[0].to(device), data[1].to(device) +# +# Why dont I notice MASSIVE speedup compared to CPU? Because your network +# is really small. +# +# **Exercise:** Try increasing the width of your network (argument 2 of +# the first ``nn.Conv2d``, and argument 1 of the second ``nn.Conv2d`` – +# they need to be the same number), see what kind of speedup you get. +# +# **Goals achieved**: +# +# - Understanding PyTorch's Tensor library and neural networks at a high level. +# - Train a small neural network to classify images +# +# Training on multiple GPUs +# ------------------------- +# If you want to see even more MASSIVE speedup using all of your GPUs, +# please check out :doc:`data_parallel_tutorial`. +# +# Where do I go next? +# ------------------- +# +# - :doc:`Train neural nets to play video games ` +# - `Train a state-of-the-art ResNet network on imagenet`_ +# - `Train a face generator using Generative Adversarial Networks`_ +# - `Train a word-level language model using Recurrent LSTM networks`_ +# - `More examples`_ +# - `More tutorials`_ +# - `Discuss PyTorch on the Forums`_ +# - `Chat with other users on Slack`_ +# +# .. _Train a state-of-the-art ResNet network on imagenet: https://github.com/pytorch/examples/tree/master/imagenet +# .. _Train a face generator using Generative Adversarial Networks: https://github.com/pytorch/examples/tree/master/dcgan +# .. _Train a word-level language model using Recurrent LSTM networks: https://github.com/pytorch/examples/tree/master/word_language_model +# .. _More examples: https://github.com/pytorch/examples +# .. _More tutorials: https://github.com/pytorch/tutorials +# .. _Discuss PyTorch on the Forums: https://discuss.pytorch.org/ +# .. _Chat with other users on Slack: https://pytorch.slack.com/messages/beginner/ + +# %%%%%%INVISIBLE_CODE_BLOCK%%%%%% +del dataiter +# %%%%%%INVISIBLE_CODE_BLOCK%%%%%% diff --git a/src/pytorch-sphinx-theme b/src/pytorch-sphinx-theme index 19dbba563ff..ed18552b0d6 160000 --- a/src/pytorch-sphinx-theme +++ b/src/pytorch-sphinx-theme @@ -1 +1 @@ -Subproject commit 19dbba563ffd86c4167b6e9ac571556521c25f13 +Subproject commit ed18552b0d695fc2cc4984922bbc939502c7c5fd From d91f7fd4260bcf5db168ae0e54c609b6c0612a49 Mon Sep 17 00:00:00 2001 From: Ubuntu Date: Wed, 31 Jul 2019 20:37:47 +0000 Subject: [PATCH 45/72] Add CIFAR_10 Tensorboard tutorial --- .gitignore | 3 + _static/img/tensorboard_figure.png | Bin 0 -> 160078 bytes _static/img/tensorboard_first_view.png | Bin 0 -> 76134 bytes _static/img/tensorboard_model_viz.png | Bin 0 -> 70011 bytes _static/img/tensorboard_scalar_runs.png | Bin 0 -> 170670 bytes .../blitz/cifar10_tensorboard_tutorial.py | 300 +++++++----------- 6 files changed, 117 insertions(+), 186 deletions(-) create mode 100644 _static/img/tensorboard_figure.png create mode 100644 _static/img/tensorboard_first_view.png create mode 100644 _static/img/tensorboard_model_viz.png create mode 100644 _static/img/tensorboard_scalar_runs.png diff --git a/.gitignore b/.gitignore index 3fb316b581f..91f169a0060 100644 --- a/.gitignore +++ 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a/beginner_source/blitz/cifar10_tensorboard_tutorial.py b/beginner_source/blitz/cifar10_tensorboard_tutorial.py index 4a62c1230d1..1028aa90191 100644 --- a/beginner_source/blitz/cifar10_tensorboard_tutorial.py +++ b/beginner_source/blitz/cifar10_tensorboard_tutorial.py @@ -14,7 +14,7 @@ 1. Read in data and apply appropriate transforms (same as prior tutorial). 2. Inspect the data by using `make_grid` to create a grid of images and log it to Tensorboard. 3. Log the model and inspect it using Tensorboard. -4. Log the model's loss as training proceeds +4. Log both the model's loss and the model's predictions on training batches as training proceeds """ # imports import matplotlib.pyplot as plt @@ -67,10 +67,10 @@ def matplotlib_imshow(img): images, labels = dataiter.next() # show images -imshow(torchvision.utils.make_grid(images)) +matplotlib_imshow(torchvision.utils.make_grid(images)) ######################################################################## -# Define the same model from before +# We'll define the same model from before. class Net(nn.Module): def __init__(self): @@ -95,7 +95,7 @@ def forward(self, x): net = Net() ######################################################################## -# Define `optimizer` and `criterion` +# We'll also define our `optimizer` and `criterion` criterion = nn.CrossEntropyLoss() optimizer = optim.SGD(net.parameters(), lr=0.001, momentum=0.9) @@ -103,45 +103,107 @@ def forward(self, x): ######################################################################## # 1. Tensorboard setup # ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ -# We'll import `tensorboard` from `torch.utils` and define a `SummaryWriter`, -# our key object for writing information to Tensorboard. +# Now we'll set up Tensorboard, importing `tensorboard` from `torch.utils` and defining a +# `SummaryWriter`, our key object for writing information to Tensorboard. from torch.utils.tensorboard import SummaryWriter -# default is "runs" +# default `log_dir` is "runs" writer = SummaryWriter(log_dir='runs/cifar_experiment_1') ######################################################################## -# 2. Define a Convolutional Neural Network +# This line alone creates a `runs/cifar_experiment_1` folder. +# +# 2. Writing to Tensorboard # ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ -# Copy the neural network from the Neural Networks section before and modify it to -# take 3-channel images (instead of 1-channel images as it was defined). - - - +# Now let's write an image to our Tensorboard. +# create grid of images +grid = torchvision.utils.make_grid(images) + +# show images +matplotlib_imshow(grid) +# write to tensorboard +writer.add_image('four_cifar_images', grid) ######################################################################## -# 3. Define a Loss function and optimizer -# ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ -# Let's use a Classification Cross-Entropy loss and SGD with momentum. - - +# Now running +# ``` +# tensorboard --logdir=runs +# ``` +# from the command line and then navigating to `https://localhost:6006` +# should show the following. +# +# .. figure:: /_static/img/tensorboard_first_view.png +# :width: 600 +# +# Now you know how to use Tensorboard! This example doesn't give a good +# sense of what you might want to use Tensorboard *for*, however. One +# of Tensorboard's strengths is its ability to visualize complex model +# structures. Let's visualize the model we built. + +writer.add_graph(net, images) +writer.close() # necessary to see Tensorboard refresh +######################################################################## +# Now upon refreshing Tensorboard you should see a "Graphs" tab that +# looks like this: +# +# .. figure:: /_static/img/tensorboard_model_viz.png +# :width: 600 +# +# Go ahead and double click on "Net" to see it expand, seeing a more +# detailed view of the structure of the get a deep dive +# look into the structure of the model. +# +# Next, we'll see how to use Tensorboard to track the model as it trains. +# +# 3. Tracking model training with Tensorboard +# ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ +# In the previous example, we simply _printed_ the model's running loss +# every 2000 iterations. Now, we'll instead log the running loss to +# Tensorboard, along with a view into the predictions the model is +# making via the `plot_classes_preds` function. + +# Helper functions + +def images_to_probs(net, images): + ''' + Generates predictions and corresponding probabilities from a trained + network and a list of images + ''' + output = net(images) + # convert output probabilities to predicted class + _, preds_tensor = torch.max(output, 1) + preds = np.squeeze(preds_tensor.numpy()) + return preds, [F.softmax(el, dim=0)[i].item() for i, el in zip(preds, output)] + + +def plot_classes_preds(net, images, labels): + ''' + Generates matplotlib Figure using a trained network, along with images + and labels from a batch. Uses the "images_to_probs" function above + ''' + preds, probs = images_to_probs(net, images) + # plot the images in the batch, along with predicted and true labels + fig = plt.figure(figsize=(12, 48)) + for idx in np.arange(4): + ax = fig.add_subplot(1, 4, idx+1, xticks=[], yticks=[]) + matplotlib_imshow(images[idx]) + ax.set_title("{0}, {1:.1f}% (label: {2})".format(classes[preds[idx]], probs[idx] * 100.0, classes[labels[idx]]), + color=("green" if preds[idx]==labels[idx].item() else "red")) + return fig ######################################################################## -# 4. Train the network -# ^^^^^^^^^^^^^^^^^^^^ -# -# This is when things start to get interesting. -# We simply have to loop over our data iterator, and feed the inputs to the -# network and optimize. +# Go ahead and double click on "Net" to see it expand and get a deep dive +# look into the structure of the model. +running_loss = 0.0 for epoch in range(2): # loop over the dataset multiple times - - running_loss = 0.0 + for i, data in enumerate(trainloader, 0): + # get the inputs; data is a list of [inputs, labels] inputs, labels = data @@ -153,168 +215,34 @@ def forward(self, x): loss = criterion(outputs, labels) loss.backward() optimizer.step() - - # print statistics + running_loss += loss.item() - if i % 2000 == 1999: # print every 2000 mini-batches - print('[%d, %5d] loss: %.3f' % - (epoch + 1, i + 1, running_loss / 2000)) - running_loss = 0.0 - + if i % 2000 == 1999: # every 2000 mini-batches... + + # log the running loss + writer.add_scalar('training loss', + running_loss / 2000, + epoch * len(trainloader) + i) + + # log a Matplotlib Figure showing the model's predictions on a + # random mini-batch + writer.add_figure('predictions vs. actuals', + plot_classes_preds(net, inputs, labels), + global_step=epoch * len(trainloader) + i) + plot_classes_preds(net, inputs, labels) + running_loss = 0.0 print('Finished Training') ######################################################################## -# 5. Test the network on the test data -# ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ -# -# We have trained the network for 2 passes over the training dataset. -# But we need to check if the network has learnt anything at all. -# -# We will check this by predicting the class label that the neural network -# outputs, and checking it against the ground-truth. If the prediction is -# correct, we add the sample to the list of correct predictions. -# -# Okay, first step. Let us display an image from the test set to get familiar. - -dataiter = iter(testloader) -images, labels = dataiter.next() - -# print images -imshow(torchvision.utils.make_grid(images)) -print('GroundTruth: ', ' '.join('%5s' % classes[labels[j]] for j in range(4))) - - - -outputs = net(images) - -######################################################################## -# The outputs are energies for the 10 classes. -# The higher the energy for a class, the more the network -# thinks that the image is of the particular class. -# So, let's get the index of the highest energy: -_, predicted = torch.max(outputs, 1) - -print('Predicted: ', ' '.join('%5s' % classes[predicted[j]] - for j in range(4))) - -######################################################################## -# The results seem pretty good. -# -# Let us look at how the network performs on the whole dataset. - -correct = 0 -total = 0 -with torch.no_grad(): - for data in testloader: - images, labels = data - outputs = net(images) - _, predicted = torch.max(outputs.data, 1) - total += labels.size(0) - correct += (predicted == labels).sum().item() - -print('Accuracy of the network on the 10000 test images: %d %%' % ( - 100 * correct / total)) - -######################################################################## -# That looks way better than chance, which is 10% accuracy (randomly picking -# a class out of 10 classes). -# Seems like the network learnt something. -# -# Hmmm, what are the classes that performed well, and the classes that did -# not perform well: - -class_correct = list(0. for i in range(10)) -class_total = list(0. for i in range(10)) -with torch.no_grad(): - for data in testloader: - images, labels = data - outputs = net(images) - _, predicted = torch.max(outputs, 1) - c = (predicted == labels).squeeze() - for i in range(4): - label = labels[i] - class_correct[label] += c[i].item() - class_total[label] += 1 - - -for i in range(10): - print('Accuracy of %5s : %2d %%' % ( - classes[i], 100 * class_correct[i] / class_total[i])) - -######################################################################## -# Okay, so what next? -# -# How do we run these neural networks on the GPU? -# -# Training on GPU -# ---------------- -# Just like how you transfer a Tensor onto the GPU, you transfer the neural -# net onto the GPU. -# -# Let's first define our device as the first visible cuda device if we have -# CUDA available: - -device = torch.device("cuda:0" if torch.cuda.is_available() else "cpu") - -# Assuming that we are on a CUDA machine, this should print a CUDA device: +# You can now look at the scalars tab to see the running loss plotted +# over time, and the graphs tab to see the figure with the images, their +# probabilities, and whether the image was classified correctly, plotted +# as a function of the number of iterations (you may have to scroll +# down to see the figure in the images tab) +# +# .. figure:: /_static/img/tensorboard_scalar_runs.png +# :width: 600 +# +# .. figure:: /_static/img/tensorboard_figure.png +# :width: 600 -print(device) - -######################################################################## -# The rest of this section assumes that ``device`` is a CUDA device. -# -# Then these methods will recursively go over all modules and convert their -# parameters and buffers to CUDA tensors: -# -# .. code:: python -# -# net.to(device) -# -# -# Remember that you will have to send the inputs and targets at every step -# to the GPU too: -# -# .. code:: python -# -# inputs, labels = data[0].to(device), data[1].to(device) -# -# Why dont I notice MASSIVE speedup compared to CPU? Because your network -# is really small. -# -# **Exercise:** Try increasing the width of your network (argument 2 of -# the first ``nn.Conv2d``, and argument 1 of the second ``nn.Conv2d`` – -# they need to be the same number), see what kind of speedup you get. -# -# **Goals achieved**: -# -# - Understanding PyTorch's Tensor library and neural networks at a high level. -# - Train a small neural network to classify images -# -# Training on multiple GPUs -# ------------------------- -# If you want to see even more MASSIVE speedup using all of your GPUs, -# please check out :doc:`data_parallel_tutorial`. -# -# Where do I go next? -# ------------------- -# -# - :doc:`Train neural nets to play video games ` -# - `Train a state-of-the-art ResNet network on imagenet`_ -# - `Train a face generator using Generative Adversarial Networks`_ -# - `Train a word-level language model using Recurrent LSTM networks`_ -# - `More examples`_ -# - `More tutorials`_ -# - `Discuss PyTorch on the Forums`_ -# - `Chat with other users on Slack`_ -# -# .. _Train a state-of-the-art ResNet network on imagenet: https://github.com/pytorch/examples/tree/master/imagenet -# .. _Train a face generator using Generative Adversarial Networks: https://github.com/pytorch/examples/tree/master/dcgan -# .. _Train a word-level language model using Recurrent LSTM networks: https://github.com/pytorch/examples/tree/master/word_language_model -# .. _More examples: https://github.com/pytorch/examples -# .. _More tutorials: https://github.com/pytorch/tutorials -# .. _Discuss PyTorch on the Forums: https://discuss.pytorch.org/ -# .. _Chat with other users on Slack: https://pytorch.slack.com/messages/beginner/ - -# %%%%%%INVISIBLE_CODE_BLOCK%%%%%% -del dataiter -# %%%%%%INVISIBLE_CODE_BLOCK%%%%%% From 39a54da672c8c54603b06d2c79e046a1e2f7b1ca Mon Sep 17 00:00:00 2001 From: Ubuntu Date: Wed, 31 Jul 2019 21:05:06 +0000 Subject: [PATCH 46/72] Fix formatting, wording --- .../blitz/cifar10_tensorboard_tutorial.py | 27 ++++++++++++------- 1 file changed, 17 insertions(+), 10 deletions(-) diff --git a/beginner_source/blitz/cifar10_tensorboard_tutorial.py b/beginner_source/blitz/cifar10_tensorboard_tutorial.py index 1028aa90191..e0ae4d1e670 100644 --- a/beginner_source/blitz/cifar10_tensorboard_tutorial.py +++ b/beginner_source/blitz/cifar10_tensorboard_tutorial.py @@ -1,6 +1,6 @@ # -*- coding: utf-8 -*- """ -Training a Classifier +Visualizing model training with Tensorboard ===================== In the previous tutorial, we saw how to load in data, feed it through a model we defined as a subclass of ``nn.Module``, trained this model on training data, and tested it on testing data. @@ -136,6 +136,7 @@ def forward(self, x): # # .. figure:: /_static/img/tensorboard_first_view.png # :width: 600 +# A first view of Tensorboard, showing # # Now you know how to use Tensorboard! This example doesn't give a good # sense of what you might want to use Tensorboard *for*, however. One @@ -160,7 +161,7 @@ def forward(self, x): # # 3. Tracking model training with Tensorboard # ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ -# In the previous example, we simply _printed_ the model's running loss +# In the previous example, we simply *printed* the model's running loss # every 2000 iterations. Now, we'll instead log the running loss to # Tensorboard, along with a view into the predictions the model is # making via the `plot_classes_preds` function. @@ -190,14 +191,18 @@ def plot_classes_preds(net, images, labels): for idx in np.arange(4): ax = fig.add_subplot(1, 4, idx+1, xticks=[], yticks=[]) matplotlib_imshow(images[idx]) - ax.set_title("{0}, {1:.1f}% (label: {2})".format(classes[preds[idx]], probs[idx] * 100.0, classes[labels[idx]]), + ax.set_title("{0}, {1:.1f}% (label: {2})".format( + classes[preds[idx]], + probs[idx] * 100.0, + classes[labels[idx]]), color=("green" if preds[idx]==labels[idx].item() else "red")) return fig ######################################################################## -# Go ahead and double click on "Net" to see it expand and get a deep dive -# look into the structure of the model. +# Finally, let's train the model using the same model training code from +# the prior tutorial, but writing results to Tensorboard instead of +# printing to console running_loss = 0.0 for epoch in range(2): # loop over the dataset multiple times @@ -219,17 +224,16 @@ def plot_classes_preds(net, images, labels): running_loss += loss.item() if i % 2000 == 1999: # every 2000 mini-batches... - # log the running loss + # ...log the running loss writer.add_scalar('training loss', running_loss / 2000, epoch * len(trainloader) + i) - # log a Matplotlib Figure showing the model's predictions on a + # ...log a Matplotlib Figure showing the model's predictions on a # random mini-batch writer.add_figure('predictions vs. actuals', plot_classes_preds(net, inputs, labels), global_step=epoch * len(trainloader) + i) - plot_classes_preds(net, inputs, labels) running_loss = 0.0 print('Finished Training') @@ -242,7 +246,10 @@ def plot_classes_preds(net, images, labels): # # .. figure:: /_static/img/tensorboard_scalar_runs.png # :width: 600 -# +# The training loss plotted over time +# +# # .. figure:: /_static/img/tensorboard_figure.png # :width: 600 - +# Four training images, with the probability the model assigns to the +# most likely class, and the actual label From 4eebe1475329509a70b92dc14dbd88d8999bb995 Mon Sep 17 00:00:00 2001 From: Ubuntu Date: Wed, 31 Jul 2019 21:35:22 +0000 Subject: [PATCH 47/72] Add Tensorboard tutorial to blitz README --- beginner_source/blitz/README.txt | 4 ++++ 1 file changed, 4 insertions(+) diff --git a/beginner_source/blitz/README.txt b/beginner_source/blitz/README.txt index 3383e324cec..56490b121e7 100644 --- a/beginner_source/blitz/README.txt +++ b/beginner_source/blitz/README.txt @@ -21,4 +21,8 @@ Deep Learning with PyTorch: A 60 Minute Blitz Training a Classifier https://pytorch.org/tutorials/beginner/blitz/cifar10_tutorial.html +5. cifar10_tensorboard_tutorial.py + Visualizing Model Training with Tensorboard + https://pytorch.org/tutorials/beginner/blitz/cifar10_tensorboard_tutorial.html + From ff4f9b5f310fd6a55fe790620fe7315dfecf8109 Mon Sep 17 00:00:00 2001 From: Ubuntu Date: Wed, 31 Jul 2019 21:40:15 +0000 Subject: [PATCH 48/72] Remove captions from images --- beginner_source/blitz/cifar10_tensorboard_tutorial.py | 8 ++------ 1 file changed, 2 insertions(+), 6 deletions(-) diff --git a/beginner_source/blitz/cifar10_tensorboard_tutorial.py b/beginner_source/blitz/cifar10_tensorboard_tutorial.py index e0ae4d1e670..b0896057ce4 100644 --- a/beginner_source/blitz/cifar10_tensorboard_tutorial.py +++ b/beginner_source/blitz/cifar10_tensorboard_tutorial.py @@ -136,7 +136,6 @@ def forward(self, x): # # .. figure:: /_static/img/tensorboard_first_view.png # :width: 600 -# A first view of Tensorboard, showing # # Now you know how to use Tensorboard! This example doesn't give a good # sense of what you might want to use Tensorboard *for*, however. One @@ -246,10 +245,7 @@ def plot_classes_preds(net, images, labels): # # .. figure:: /_static/img/tensorboard_scalar_runs.png # :width: 600 -# The training loss plotted over time -# -# + +######################################################################## # .. figure:: /_static/img/tensorboard_figure.png # :width: 600 -# Four training images, with the probability the model assigns to the -# most likely class, and the actual label From 7c30d0efb92ccf188b1e71afb57ce38f31b770a7 Mon Sep 17 00:00:00 2001 From: Ubuntu Date: Wed, 31 Jul 2019 21:42:15 +0000 Subject: [PATCH 49/72] Fix typo --- beginner_source/blitz/cifar10_tensorboard_tutorial.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/beginner_source/blitz/cifar10_tensorboard_tutorial.py b/beginner_source/blitz/cifar10_tensorboard_tutorial.py index b0896057ce4..fdcc52a3f66 100644 --- a/beginner_source/blitz/cifar10_tensorboard_tutorial.py +++ b/beginner_source/blitz/cifar10_tensorboard_tutorial.py @@ -241,7 +241,7 @@ def plot_classes_preds(net, images, labels): # over time, and the graphs tab to see the figure with the images, their # probabilities, and whether the image was classified correctly, plotted # as a function of the number of iterations (you may have to scroll -# down to see the figure in the images tab) +# down to see the figure in the images tab). # # .. figure:: /_static/img/tensorboard_scalar_runs.png # :width: 600 From 1e8f2eaa2c52887f2b1e0ebeed78eac53c15fb22 Mon Sep 17 00:00:00 2001 From: Ubuntu Date: Wed, 31 Jul 2019 21:48:46 +0000 Subject: [PATCH 50/72] Fix numbering, wording --- .../blitz/cifar10_tensorboard_tutorial.py | 21 +++++++++---------- 1 file changed, 10 insertions(+), 11 deletions(-) diff --git a/beginner_source/blitz/cifar10_tensorboard_tutorial.py b/beginner_source/blitz/cifar10_tensorboard_tutorial.py index fdcc52a3f66..cb2518fd024 100644 --- a/beginner_source/blitz/cifar10_tensorboard_tutorial.py +++ b/beginner_source/blitz/cifar10_tensorboard_tutorial.py @@ -5,7 +5,7 @@ In the previous tutorial, we saw how to load in data, feed it through a model we defined as a subclass of ``nn.Module``, trained this model on training data, and tested it on testing data. -We were able to print out some statistics as the model was training to get a sense for whether training is progressing. However, we can do much better than that: PyTorch integrates with Tensorboard, a tool designed for visualizing the results of neural network training runs. Here we'll illustrate that functionality. +We were able to print out some statistics as the model was training to get a sense for whether training is progressing. However, we can do much better than that: PyTorch integrates with Tensorboard, a tool designed for visualizing the results of neural network training runs. This tutorial illustrates its basic functionality. ---------------- @@ -52,6 +52,7 @@ 'deer', 'dog', 'frog', 'horse', 'ship', 'truck') # helper function to show an image +# (used in the `plot_classes_preds` function below) def matplotlib_imshow(img): img = img / 2 + 0.5 # unnormalize npimg = img.numpy() @@ -62,13 +63,6 @@ def matplotlib_imshow(img): # https://matplotlib.org/3.1.1/api/_as_gen/matplotlib.pyplot.imshow.html plt.show() -# get some random training images -dataiter = iter(trainloader) -images, labels = dataiter.next() - -# show images -matplotlib_imshow(torchvision.utils.make_grid(images)) - ######################################################################## # We'll define the same model from before. @@ -138,8 +132,12 @@ def forward(self, x): # :width: 600 # # Now you know how to use Tensorboard! This example doesn't give a good -# sense of what you might want to use Tensorboard *for*, however. One -# of Tensorboard's strengths is its ability to visualize complex model +# sense of what you might want to use Tensorboard *for*, however. That's +# what we'll cover next. +# +# 3. Inspect the model using Tensorboard +# ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ +# One of Tensorboard's strengths is its ability to visualize complex model # structures. Let's visualize the model we built. writer.add_graph(net, images) @@ -158,7 +156,7 @@ def forward(self, x): # # Next, we'll see how to use Tensorboard to track the model as it trains. # -# 3. Tracking model training with Tensorboard +# 4. Tracking model training with Tensorboard # ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ # In the previous example, we simply *printed* the model's running loss # every 2000 iterations. Now, we'll instead log the running loss to @@ -245,6 +243,7 @@ def plot_classes_preds(net, images, labels): # # .. figure:: /_static/img/tensorboard_scalar_runs.png # :width: 600 +# ######################################################################## # .. figure:: /_static/img/tensorboard_figure.png From 50316d291abc7c3a63c3042a732310da1c114965 Mon Sep 17 00:00:00 2001 From: Ubuntu Date: Wed, 31 Jul 2019 21:50:22 +0000 Subject: [PATCH 51/72] Fix capitalization, numbering --- beginner_source/blitz/README.txt | 2 +- beginner_source/blitz/cifar10_tensorboard_tutorial.py | 2 +- 2 files changed, 2 insertions(+), 2 deletions(-) diff --git a/beginner_source/blitz/README.txt b/beginner_source/blitz/README.txt index 56490b121e7..5ab2d0a1519 100644 --- a/beginner_source/blitz/README.txt +++ b/beginner_source/blitz/README.txt @@ -21,7 +21,7 @@ Deep Learning with PyTorch: A 60 Minute Blitz Training a Classifier https://pytorch.org/tutorials/beginner/blitz/cifar10_tutorial.html -5. cifar10_tensorboard_tutorial.py +6. cifar10_tensorboard_tutorial.py Visualizing Model Training with Tensorboard https://pytorch.org/tutorials/beginner/blitz/cifar10_tensorboard_tutorial.html diff --git a/beginner_source/blitz/cifar10_tensorboard_tutorial.py b/beginner_source/blitz/cifar10_tensorboard_tutorial.py index cb2518fd024..8b756ab9cc9 100644 --- a/beginner_source/blitz/cifar10_tensorboard_tutorial.py +++ b/beginner_source/blitz/cifar10_tensorboard_tutorial.py @@ -1,6 +1,6 @@ # -*- coding: utf-8 -*- """ -Visualizing model training with Tensorboard +Visualizing Model Training with Tensorboard ===================== In the previous tutorial, we saw how to load in data, feed it through a model we defined as a subclass of ``nn.Module``, trained this model on training data, and tested it on testing data. From 8dd4c76768c7c992c90f05d1b46b9915f282143c Mon Sep 17 00:00:00 2001 From: Ubuntu Date: Sun, 4 Aug 2019 18:14:51 +0000 Subject: [PATCH 52/72] New TensorBoard tutorial --- _static/img/tensorboard_first_view.png | Bin 76134 -> 107979 bytes _static/img/tensorboard_images.png | Bin 0 -> 208081 bytes _static/img/tensorboard_model_viz.png | Bin 70011 -> 105531 bytes _static/img/tensorboard_pr_curves.png | Bin 0 -> 251528 bytes _static/img/tensorboard_projector.png | Bin 0 -> 218400 bytes _static/img/tensorboard_scalar_runs.png | Bin 170670 -> 126737 bytes .../blitz/cifar10_tensorboard_tutorial.py | 250 ----------- beginner_source/blitz/tensorboard_tutorial.py | 387 ++++++++++++++++++ 8 files changed, 387 insertions(+), 250 deletions(-) create mode 100644 _static/img/tensorboard_images.png create mode 100644 _static/img/tensorboard_pr_curves.png create mode 100644 _static/img/tensorboard_projector.png delete mode 100644 beginner_source/blitz/cifar10_tensorboard_tutorial.py create mode 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