Merge branch 'master' into patch-1

Author: taha-yassine

.circleci/config.yml

@@ -106,7 +106,7 @@ pytorch_tutorial_build_defaults: &pytorch_tutorial_build_defaults
         sudo pip -q install awscli==1.16.35
 
         if [ -n "${CUDA_VERSION}" ]; then
-          DRIVER_FN="NVIDIA-Linux-x86_64-440.59.run"
+          DRIVER_FN="NVIDIA-Linux-x86_64-460.39.run"
           wget "https://s3.amazonaws.com/ossci-linux/nvidia_driver/$DRIVER_FN"
           sudo /bin/bash "$DRIVER_FN" -s --no-drm || (sudo cat /var/log/nvidia-installer.log && false)
           nvidia-smi
@@ -122,7 +122,7 @@ pytorch_tutorial_build_defaults: &pytorch_tutorial_build_defaults
       command: |
         set -e
 
-        export pyTorchDockerImageTag=291
+        export pyTorchDockerImageTag=9de29bef4a5dc0dd1dd19428d83e5a66a44a1ed2
         echo "PyTorchDockerImageTag: "${pyTorchDockerImageTag}
 
         cat >/home/circleci/project/ci_build_script.sh \<<EOL
@@ -171,14 +171,14 @@ pytorch_tutorial_build_defaults: &pytorch_tutorial_build_defaults
 
 pytorch_tutorial_build_worker_defaults: &pytorch_tutorial_build_worker_defaults
   environment:
-    DOCKER_IMAGE: "308535385114.dkr.ecr.us-east-1.amazonaws.com/pytorch/pytorch-linux-xenial-cuda9-cudnn7-py3"
+    DOCKER_IMAGE: "308535385114.dkr.ecr.us-east-1.amazonaws.com/pytorch/pytorch-linux-xenial-cuda10.2-cudnn7-py3-gcc7"
     CUDA_VERSION: "9"
   resource_class: gpu.medium
   <<: *pytorch_tutorial_build_defaults
 
 pytorch_tutorial_build_manager_defaults: &pytorch_tutorial_build_manager_defaults
   environment:
-    DOCKER_IMAGE: "308535385114.dkr.ecr.us-east-1.amazonaws.com/pytorch/pytorch-linux-xenial-cuda9-cudnn7-py3"
+    DOCKER_IMAGE: "308535385114.dkr.ecr.us-east-1.amazonaws.com/pytorch/pytorch-linux-xenial-cuda10.2-cudnn7-py3-gcc7"
   resource_class: medium
   <<: *pytorch_tutorial_build_defaults
 

.circleci/scripts/build_for_windows.sh

@@ -35,6 +35,8 @@ REQUIREMENTS="$(grep -v '^ *#\|^torch\|^torchaudio\|^torchvision|^torchtext' $PR
 echo $REQUIREMENTS > requirements.txt
 pip install -r requirements.txt
 pip install pySoundFile
+# Force uninstall torch & related packages, we'll install them using conda later.
+pip uninstall -y torch torchvision torchtext
 conda install -yq -c pytorch "cudatoolkit=10.1" pytorch torchvision torchtext
 conda install torchaudio -c pytorch-test
 python -m spacy download de
@@ -47,6 +49,9 @@ if [[ "${CIRCLE_JOB}" == *worker_* ]]; then
   python $DIR/remove_runnable_code.py intermediate_source/model_parallel_tutorial.py intermediate_source/model_parallel_tutorial.py || true
   python $DIR/remove_runnable_code.py advanced_source/static_quantization_tutorial.py advanced_source/static_quantization_tutorial.py || true
   python $DIR/remove_runnable_code.py beginner_source/hyperparameter_tuning_tutorial.py beginner_source/hyperparameter_tuning_tutorial.py || true
+  python $DIR/remove_runnable_code.py beginner_source/audio_preprocessing_tutorial.py  beginner_source/audio_preprocessing_tutorial.py || true
+  # Temp remove for mnist download issue.
+  python $DIR/remove_runnable_code.py beginner_source/fgsm_tutorial.py  beginner_source/fgsm_tutorial.py || true
 
   export WORKER_ID=$(echo "${CIRCLE_JOB}" | tr -dc '0-9')
   count=0

.devcontainer/Dockerfile

@@ -1,7 +1,8 @@
-FROM python:3.6-slim
+FROM mcr.microsoft.com/vscode/devcontainers/python:3.8
 
-COPY requirements.txt requirements.txt
+COPY requirements.txt /tmp/pip-tmp/
 
 RUN apt-get update && export DEBIAN_FRONTEND=noninteractive \
     && apt-get install git gcc unzip make -y \
-    && pip install --no-cache-dir -r requirements.txt
+    && pip3 install --disable-pip-version-check --no-cache-dir -r /tmp/pip-tmp/requirements.txt \
+    && rm -rf /tmp/pip-tmp

.devcontainer/devcontainer.json

@@ -1,21 +1,18 @@
 {
-    "name": "PyTorch",
-    "build": { 
-		"context": "..",
-		"dockerfile": "Dockerfile",
-		"args": { }
-	},
-	"settings": { 
-        "terminal.integrated.shell.linux": "/bin/bash",
-        "workbench.startupEditor": "none",
-        "files.autoSave": "afterDelay",
-        "python.dataScience.enabled": true,
-        "python.dataScience.alwaysTrustNotebooks": true,
-        "python.insidersChannel": "weekly",
-        "python.showStartPage": false
-	},
-	"extensions": [
-        "ms-python.python",
-        "lextudio.restructuredtext"
-	]
-}
+  "name": "PyTorch Tutorials",
+  "build": {
+    "context": "..",
+    "dockerfile": "Dockerfile",
+    "args": {}
+  },
+  "settings": {
+    "terminal.integrated.shell.linux": "/bin/bash",
+    "workbench.startupEditor": "none",
+    "files.autoSave": "afterDelay",
+    "python.dataScience.enabled": true,
+    "python.dataScience.alwaysTrustNotebooks": true,
+    "python.insidersChannel": "weekly",
+    "python.showStartPage": false
+  },
+  "extensions": ["ms-python.python", "lextudio.restructuredtext"]
+}

.devcontainer/requirements.txt

@@ -24,7 +24,7 @@ ipython
 # to run examples
 pandas
 scikit-image
-pillow==8.1.0
+pillow==8.1.1
 wget
 
 # for codespaces env

.jenkins/build.sh

@@ -22,6 +22,12 @@ pip install -r $DIR/../requirements.txt
 # export PATH=/opt/conda/bin:$PATH
 # pip install sphinx==1.8.2 pandas
 
+#Install PyTorch Nightly for test. 
+# Nightly - pip install --pre torch torchvision torchaudio -f https://download.pytorch.org/whl/nightly/cu102/torch_nightly.html
+# RC Link
+# pip uninstall -y torch torchvision torchaudio torchtext
+# pip install -f https://download.pytorch.org/whl/test/cu102/torch_test.html torch torchvision torchaudio torchtext
+
 # For Tensorboard. Until 1.14 moves to the release channel.
 pip install tb-nightly
 
@@ -41,6 +47,11 @@ 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 || true
+  # python $DIR/remove_runnable_code.py advanced_source/ddp_pipeline_tutorial.py advanced_source/ddp_pipeline_tutorial.py || true
+  # Temp remove for mnist download issue. 
+  python $DIR/remove_runnable_code.py beginner_source/fgsm_tutorial.py beginner_source/fgsm_tutorial.py || true
+  python $DIR/remove_runnable_code.py intermediate_source/spatial_transformer_tutorial.py intermediate_source/spatial_transformer_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 || true
 

_static/img/quickstart/comp-graph.png

@@ -73,5 +73,10 @@
   src="https://www.facebook.com/tr?id=243028289693773&ev=PageView
   &noscript=1"/>
 </noscript>
+
+<script type="text/javascript">
+  var collapsedSections = ['PyTorch Recipes', 'Image and Video', 'Audio', 'Text', 'Reinforcement Learning', 'Deploying PyTorch Models in Production', 'Code Transforms with FX', 'Frontend APIs', 'Extending PyTorch', 'Model Optimization', 'Parallel and Distributed Training', 'Mobile'];
+</script>
+
 <img height="1" width="1" style="border-style:none;" alt="" src="https://www.googleadservices.com/pagead/conversion/795629140/?label=txkmCPmdtosBENSssfsC&amp;guid=ON&amp;script=0"/>
 {% endblock %}

_static/img/quickstart/fashion_mnist.png

@@ -313,7 +313,7 @@ Once you have your operation written in C++ and ATen, you can use pybind11 to
 bind your C++ functions or classes into Python in a very simple manner.
 Questions or issues you have about this part of PyTorch C++ extensions will
 largely be addressed by `pybind11 documentation
-<https://pybind11.readthedocs.io/en/master/>`_.
+<https://pybind11.readthedocs.io/en/stable/>`_.
 
 For our extensions, the necessary binding code spans only four lines: