Use metrics package in the notebook.

.devcontainer/.start.sh

@@ -0,0 +1,7 @@
+#!/bin/bash
+
+# Start the first process
+cd /workspaces/azureml-examples/notebooks
+jupyter lab --no-browser >/var/log/jupyter.log 2>&1 < /var/log/jupyter.log &
+
+/bin/bash

.devcontainer/Dockerfile

@@ -0,0 +1,32 @@
+
+FROM ubuntu:18.04
+# System packages 
+RUN apt-get update && apt-get install -y curl
+# Install miniconda to /miniconda
+RUN curl -LO http://repo.continuum.io/miniconda/Miniconda3-latest-Linux-x86_64.sh
+RUN bash Miniconda3-latest-Linux-x86_64.sh -p /miniconda -b
+RUN rm Miniconda3-latest-Linux-x86_64.sh
+ENV PATH=/miniconda/bin:${PATH}
+RUN conda update -y conda
+# Python packages from conda
+RUN conda install -c anaconda -y python=3.7
+RUN conda install -c anaconda -y pip 
+RUN conda init bash
+
+#Choose your version of azcli
+RUN echo "pip install azure-cli" | bash
+#Choose your version of ml cli
+RUN echo "az extension add -n ml" | bash 
+RUN echo "pip install azure-ml==0.0.139 --extra-index-url https://azuremlsdktestpypi.azureedge.net/sdk-cli-v2" | bash
+
+
+RUN pip install jupyterlab && jupyter notebook --generate-config
+WORKDIR /root/.jupyter
+COPY jupyter_server_config.py jupyter_server_config.py
+WORKDIR /root
+COPY  .start.sh .start_jupyter.sh
+
+# This is to support updating conda environment with user supplied packages with environment.yml
+COPY environment.yml* no_op.txt /tmp/conda-tmp/
+RUN if [ -f "/tmp/conda-tmp/environment.yml" ]; then umask 0002 && /miniconda/bin/conda env update -n base -f /tmp/conda-tmp/environment.yml; fi \
+    && rm -rf /tmp/conda-tmp

.devcontainer/devcontainer.json

@@ -0,0 +1,7 @@
+{
+    "build": { "dockerfile": "Dockerfile" },
+    "extensions": [
+		"dbaeumer.vscode-eslint",
+		"ms-toolsai.vscode-ai"
+	]
+  }

.devcontainer/jupyter_server_config.py

@@ -0,0 +1,7 @@
+## Whether to allow the user to run the notebook as root.
+c.ServerApp.allow_root = True
+c.ServerApp.ip = "*"
+c.ServerApp.port = 8888
+c.ServerApp.token = ""
+c.ServerApp.disable_check_xsrf = True
+c.ServerApp.allow_origin = "*"

.devcontainer/no_op.txt

@@ -0,0 +1,3 @@
+This file is copied into the container along with environment.yml* from the
+parent folder. This is done to prevent the Dockerfile COPY instruction from 
+failing if no environment.yml is found.

.github/CODEOWNERS

@@ -0,0 +1,3 @@
+# See for instructions on this file https://help.github.com/articles/about-codeowners/
+
+/python-sdk/tutorials/automl-with-azureml @rtanase @cesardelatorre @anupsms @lauralj103 @jeff-shepherd @raduk @swatig007 @martinezgjuan @MercyPrasanna @PhaniShekhar @yoyolin @sjinthehouse @vadthyavath @mispa-ms

.github/ISSUE_TEMPLATE/bug.yml

@@ -0,0 +1,77 @@
+name: Bug Report
+description: File a bug report for one of the examples
+labels: ["bug"]
+body:
+  - type: markdown
+    attributes:
+      value: |
+        Thank you for taking the time to fill out this bug report!
+
+        Please note that the bug reports in this repository are for bugs with our community-driven examples.
+
+        * For issues with the ML extension for Azure CLI, [please open an issue here](https://github.com/azure/azure-cli-extensions/issues/new/choose)
+        * For issues with the Azure ML Python SDK, [please open an issue here](https://github.com/azure/azure-sdk-for-python/issues/new/choose)
+  - type: markdown
+    attributes:
+      value: |
+        # Environment
+  - type: dropdown
+    id: os
+    attributes:
+      label: "Operating System"
+      multiple: false
+      options:
+        - Windows
+        - Linux
+        - MacOS
+    validations:
+      required: true
+  - type: textarea
+    id: version
+    attributes:
+      label: Version Information
+      description: |
+        What version of our software are you running?
+
+        * If this is an issue for a CLI sample, please paste the content of `az version --output=yaml`
+        * If this is an issue for an SDK sample, please provide the following:
+          ```
+          Python Version:
+          azure-ai-ml package version: 
+          ```
+    validations:
+      required: true
+  - type: markdown
+    attributes:
+      value: |
+        # Describe the problem
+  - type: textarea
+    id: reproduce-steps
+    attributes:
+      label: Steps to reproduce
+      description: Please provide minimal required steps to reproduce the bug.
+      placeholder: |
+          1. Step one.
+          2. Step two.
+          3. Step three.
+    validations:
+      required: true
+  - type: textarea
+    id: expected-behavior
+    attributes:
+      label: Expected behavior
+      description: What was the expected behavior?
+    validations:
+      required: true
+  - type: textarea
+    id: actual-behavior
+    attributes:
+      label: Actual behavior
+      description: What was the actual behavior?
+    validations:
+      required: true
+  - type: textarea
+    id: logs
+    attributes:
+      label: Addition information
+      description: If there is any additional information relevant to this issue, please include below.

.github/ISSUE_TEMPLATE/config.yml

@@ -0,0 +1,11 @@
+blank_issues_enabled: false
+contact_links:
+  - name: CLI issues
+    url: https://github.com/azure/azure-cli-extensions/issues/new/choose
+    about: Please open issues with the Azure ML CLI extension here
+  - name: Python SDK issues
+    url: https://github.com/azure/azure-sdk-for-python/issues/new/choose
+    about: Please open issues with the Azure ML Python SDK here
+  - name: Azure Machine Learning Documentation
+    url: https://docs.microsoft.com/en-us/azure/machine-learning/
+    about: Please read through our documentation in the event it addresses your concern(s)

.github/ISSUE_TEMPLATE/feature.yml

@@ -0,0 +1,14 @@
+name: Feature Request
+description: Request a new example, an enhancement for an existing example, or an enhancement for the repo itself
+labels: ["enhancement"]
+body:
+  - type: textarea
+    id: feature
+    attributes:
+      label: Describe your suggestion
+    validations:
+      required: true
+  - type: textarea
+    id: more-details
+    attributes:
+      label: Additional details

.github/PULL_REQUEST_TEMPLATE.md

@@ -1,15 +1,8 @@
-# PR into Azure/azureml-examples
+# Description
 
-## Checklist
 
-I have:
+# Checklist
 
-- [ ] read and followed the contributing guidelines
-- [ ] ran `python readme.py` after making changes (per contributing guidelines)
-- [ ] added required testing (per contributing guidelines)
 
-## Changes
-
--
-
-fixes #
+- [ ] I have read the [contribution guidelines](https://github.com/Azure/azureml-examples/blob/main/CONTRIBUTING.md)
+- [ ] Pull request includes test coverage for the included changes.