Merge branch 'master' of https://github.com/NVIDIA/DeepLearningExamples into smandava/readme_edit

Author: Swetha Mandava

.github/ISSUE_TEMPLATE/bug_report.md

@@ -0,0 +1,29 @@
+---
+name: Bug report
+about: Create a report to help us improve
+title: "[Model/Framework] What is the problem?"
+labels: bug
+assignees: ''
+
+---
+
+Related to **Model/Framework(s)** 
+*(e.g. GNMT/PyTorch or FasterTransformer/All)*
+
+**Describe the bug**
+A clear and concise description of what the bug is.
+
+**To Reproduce**
+Steps to reproduce the behavior:
+1. Install '...'
+2. Set "..."
+2. Launch '...'
+
+**Expected behavior**
+A clear and concise description of what you expected to happen.
+
+**Environment**
+Please provide at least:
+* Container version (e.g. pytorch:19.05-py3):
+* GPUs in the system: (e.g. 8x Tesla V100-SXM2-16GB):
+* CUDA driver version (e.g. 418.67):

.github/ISSUE_TEMPLATE/feature_request.md

@@ -0,0 +1,28 @@
+---
+name: Feature request
+about: Suggest an idea for this project
+title: "[Model/Framework or something else] Feature requested"
+labels: enhancement
+assignees: ''
+
+---
+
+Related to **Model/Framework(s) or something else (describe)** 
+
+*Examples:* 
+* *GNMT/PyTorch* 
+* *AMP* 
+* *Tensorflow 2.0*
+* *Jupyter notebooks*
+
+**Is your feature request related to a problem? Please describe.**
+A clear and concise description of what the problem is. Ex. I'm always frustrated when [...]
+
+**Describe the solution you'd like**
+A clear and concise description of what you want to happen.
+
+**Describe alternatives you've considered**
+A clear and concise description of any alternative solutions or features you've considered.
+
+**Additional context**
+Add any other context or screenshots about the feature request here.

.gitmodules

@@ -1,7 +1,11 @@
 [submodule "PyTorch/Translation/Transformer/cutlass"]
-	path = PyTorch/Translation/Transformer/cutlass
-	url = https://github.com/NVIDIA/cutlass.git
+    path = PyTorch/Translation/Transformer/cutlass
+    url = https://github.com/NVIDIA/cutlass.git
 [submodule "TensorFlow/LanguageModeling/BERT/tensorrt-inference-server"]
-        path = TensorFlow/LanguageModeling/BERT/tensorrt-inference-server
-        url = https://github.com/NVIDIA/tensorrt-inference-server.git
-	branch = r19.06
+    path = TensorFlow/LanguageModeling/BERT/tensorrt-inference-server
+    url = https://github.com/NVIDIA/tensorrt-inference-server.git
+    branch = r19.08
+[submodule "PyTorch/SpeechRecognition/Jasper/external/tensorrt-inference-server"]
+    path = PyTorch/SpeechRecognition/Jasper/external/tensorrt-inference-server
+    url = https://github.com/NVIDIA/tensorrt-inference-server.git
+    branch = r19.06

PyTorch/Classification/RN50v1.5/img/.gitkeep renamed to PyTorch/Classification/ConvNets/.gitmodules

@@ -0,0 +1,8 @@
+ARG FROM_IMAGE_NAME=nvcr.io/nvidia/pytorch:19.10-py3
+FROM ${FROM_IMAGE_NAME}
+
+ADD requirements.txt /workspace/
+WORKDIR /workspace/
+RUN pip install --no-cache-dir -r requirements.txt
+ADD . /workspace/rn50
+WORKDIR /workspace/rn50