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Bala P V 5285f9c7e8 Merge Build 2022 changes to main (#1182)
* Standalone Jobs and Pipelines with Core SDK

* Dataset Examples

* Adding environment examples

* Examples for models

* remove unwanted files

* Create workspace.ipynb

* Create compute.ipynb

* Update readme.md

* Removing credentials from notebook

* Lochen/pipeline dsl example (#913)

* add DSL example

* update readme

* Formatting (#914)

* add batch sdk sample (#918)

* Remove unwanted files from command-job-in-pipeline

* removing unwanted files from pipelines with components

* Lochen/pipeline dsl example (#920)

* add DSL example

* update readme

* change component name

* update folder name

* remove sample add more notebook

* Adding example for online inferencing

* Add files via upload

* Add files via upload

* Create datastore.ipynb

* Update MLClient to the latest interface and making use of promoted properties (#921)

* Updated command job examples to align with the latest release

* ignore notebook cache

* remove cache

* Online inferencing example

* Update samples

* Pin to a specific private preview SDK version (#924)

* Pin to a specific private preview API version

* typo

* readme consistency edits (#926)

* readme consistency edits

* rename?

* fix errant backticks (#927)

* Adding sweep job to samples (#931)

* Adding sweep job to samples

* Update lightgbm-iris-sweep.ipynb

* Update .gitignore

* Update README.md

* How to use datasets in a job

* How to use datastore

* Adding Documentation the PyTorch notebook.

* Create notebook-template.ipynb

* Accidents Example for R

* Update accident-prediction.ipynb

* Adding R sample

* Updates to documentation

* Updating Documentation

* Updating documentation

* Updating documentation

* Updating documentation for single step jobs

* Update model.ipynb

* Update sklearn-mnist.ipynb

* Updating documentation for endpoints

* Paulsh/sdk dashboard (#985)

* First pass

* Add trigger

* Fix sed commands

* Fix path to workbook

* Updates

* Updates

* Updates

* Skip some workspace creation commands and use a random workspace name

* Shorten workspace name to fit ARM requirements

* Test (#988)

* Test

* Update

* Add config file

* Comment out config file lines

* Update (#989)

* Workflows for testing sample notebooks (#997)

* Adding workflows for single step jobs

* python file for workflow creation

* Adding versions to environments

* Adding workflows for assets

* Add files via upload

* Update tensorflow-mnist-distributed.ipynb

* Adding workflows for assets

* Adding workflows for endpoints

* Update tensorflow-mnist-distributed.ipynb

* Updating pipeline samples

* Adding workflows for pipelines with components

* Revert "Updating pipeline samples"

This reverts commit 468438ec4f.

* Updating pipeline with component samples

* Name uniqueness changes for CI

* Update online-inferencing-sample.ipynb

* Update nyc_taxi_data_regression.ipynb

* Update pipeline-dsl-example.ipynb

* Update pipeline-dsl-example.ipynb

* Adding workflows for non-DSL pipelines

* Editing Readme and removing some workflows

* Delete python-sdk-resources-workspace-notebook.yml

* Update write-workflows.py

* Cleaning up workflows based on pauls comments

* Update README.md

* Update README.md

* Update sdk-assets-model-model.yml

* Update sdk-assets-model-model.yml

* updated model notebook

* more updates to model.ipynb

* Removing workflows from branch. Will add them to main

* Update README.md

* Update README.md

* Update README.md

* Update basic_pipline.ipynb

* Update e2e_registered_components.ipynb

* Providing more information in README

* SDKV2 Data science 101 e2e sample (#1004)

* added e2e data scientist sample part I

Co-authored-by: amah <ma.mahmoudzadeh@gmail.com>
Co-authored-by: Jeff Omhover <jf.omhover@gmail.com>

* Janhavi13/model nb (#1008)

* Fix model_uri in model notebook

* Update model upload from cloud path and run

* Update model upload from cloud path and remove run

* Move Tutorials to dedicated folder (#1034)

* moved e2e ds tutorial to a dedicated folder

* removed from old location

Co-authored-by: amah <ma.mahmoudzadeh@gmail.com>

* Update dev-requirements.txt

* Hancwang/batch fix (#1011)

* Batch deployment fix

* typo

* few more changes to invoke and deployment init

Co-authored-by: Banibrata De <banibrata@outlook.com>

* Distributed Deep Learning image end to end tutorial (#1023)

* write e2e object dl notebook
* implement distributed pytorch
* implement mlflow model logging
* implement profiling

* March sdk preview (#1021)

* Address CLI breaking changes

* Update nyc_taxi_data_regression.ipynb

* Updating pipelines

* Inline documentation updates

* Incorporating Sam's PR into this branch

* Installing new build

* Adding temp workflows for automated testing of notebooks

* Update model.ipynb

* Update model.ipynb

* Reverting model to sdk-preview version

* Update setup.sh

* Update setup.sh

* Adding a new build

* Removing all workflows from this branch

* Create sdk-assets-model-model.yml

* Update dev-requirements.txt

* Removing local path, adding @latest

* Updating to latest version of SDK/CLI and adding ipython_genutils

* Adding workflows for assets

* Update dev-requirements.txt

* Updating to Build # 58490278

* Adding tests for single step jobs

* Adding tests for endpoints

* Adding test workflows for pipelines

* Adding all test workflows

* Removing dataset notebook since we now have data

* Automated README.md

* Workflows for this branch

* Updating to latest build

* Update mnist-nonmlflow.ipynb

* Updating to latest build

* Adding description metadata to notebooks

* Improving README and Workflow generation

* Lochen/sdk march (#1041)

* innit

* init

* Lochen/sdk march (#1042)

* innit

* init

* merge folder

* fix pipeline sample: cifar-10, tf_mnist

* update workflows for pipeline

* Lochen/sdk march (#1044)

* innit

* init

* merge folder

* change e2e registered, basic, nyc

* basic pipeline nyc

* add instructions.

* update nyc

* fix basic pipeline

* Upgrade to latest build

* Adjusting workflows and README for new pipeline samples

* Dummy commit for testing

* Update README.md

* Adding descriptions for pipeline notebooks

* Updating to latest build

* Removing datastores from testing and compute from scheduled runs

* Update lightgbm-iris-sweep.ipynb

* Updating to latest build

* Update README.md

* Fixing source directory for data and updating CLI/SDK build

* Updating to latest build

* Update README.md

* Adding clean up for endpoints and workspaces

* Update workspace.ipynb

* Updating to new build

* Update README.md

* Fixing issues with workspace notebook

* Update setup.sh

* Update setup.sh

* Updating to latest build

* Update README.md

* Updating to latest build and testing in eastus

* Fixing workflows

* Update readme.py

* Online endpoints sdk (#1059)

* online endpoints sdk samples

* online endpoints sdk samples

* minor update

* updating readme.md

* adding back orginal sample

* minor

* update to sample folder

* minor changes

* Adding workflows and README for the new online endpoint examples

* Updating to the RC build

* Update README.md

* Fixing issues with MIR samples

* Standardizing kernelspec for all notebooks

* Formatting Cleaning python files with black

* Fixing readme.py

* Moving workflows from march-sdk-preview to sdk-preview

Co-authored-by: Cloga Chen <cloga0216@gmail.com>
Co-authored-by: Clement Wang <clwan@microsoft.com>
Co-authored-by: Ami Patel <85967395+amibp@users.noreply.github.com>
Co-authored-by: Shivani Santosh Sambare <61255242+shivanissambare@users.noreply.github.com>

* Update README.md

* April Changes to SDK and CLI v2 (#1114)

* Address CLI breaking changes

* Update nyc_taxi_data_regression.ipynb

* Updating pipelines

* Inline documentation updates

* Incorporating Sam's PR into this branch

* Installing new build

* Adding temp workflows for automated testing of notebooks

* Update model.ipynb

* Update model.ipynb

* Reverting model to sdk-preview version

* Update setup.sh

* Update setup.sh

* Adding a new build

* Removing all workflows from this branch

* Create sdk-assets-model-model.yml

* Update dev-requirements.txt

* Removing local path, adding @latest

* Updating to latest version of SDK/CLI and adding ipython_genutils

* Adding workflows for assets

* Update dev-requirements.txt

* Updating to Build # 58490278

* Adding tests for single step jobs

* Adding tests for endpoints

* Adding test workflows for pipelines

* Adding all test workflows

* Removing dataset notebook since we now have data

* Automated README.md

* Workflows for this branch

* Updating to latest build

* Update mnist-nonmlflow.ipynb

* Updating to latest build

* Adding description metadata to notebooks

* Improving README and Workflow generation

* Lochen/sdk march (#1041)

* innit

* init

* Lochen/sdk march (#1042)

* innit

* init

* merge folder

* fix pipeline sample: cifar-10, tf_mnist

* update workflows for pipeline

* Lochen/sdk march (#1044)

* innit

* init

* merge folder

* change e2e registered, basic, nyc

* basic pipeline nyc

* add instructions.

* update nyc

* fix basic pipeline

* Upgrade to latest build

* Adjusting workflows and README for new pipeline samples

* Dummy commit for testing

* Update README.md

* Adding descriptions for pipeline notebooks

* Updating to latest build

* Removing datastores from testing and compute from scheduled runs

* Update lightgbm-iris-sweep.ipynb

* Updating to latest build

* Update README.md

* Fixing source directory for data and updating CLI/SDK build

* Updating to latest build

* Update README.md

* Adding clean up for endpoints and workspaces

* Update workspace.ipynb

* Updating to new build

* Update README.md

* Fixing issues with workspace notebook

* Update setup.sh

* Update setup.sh

* create new branch

* adapt sweep sample to april release

* adapt to command based job creation

* Updating workflows and readme to point to the april branch

* Updating CLI README to show April branch status

* Updating CLI workflows to trigger in april branch

* Changing workflows to trigger on april branch

* Builder fix up

* fix typo

* [April SDK] Pipeline builder function samples (#1117)

* refine the samples

* re-structure pipeline sdk examples

* merge folder

* reorgnize pipeline samples

* refine

* add image_classification sample

* update dsl_component example

* add command function sample

* update

* refine command function sample

* update 3a_tf_mnist

* add sample 3e_image_classification

* update 3a_tf_mnist

* refine samples

* fix 3a_tf_mnist

* refine samples

* refine samples

* refine samples

* refine sample

* update sample 1a

* fix: sdk-3b_tf_mnist_sweep (#1060)

fix entry func name in component definition

* refine sample

* refine samples

* add load auto load extention

* refine samples

* tf_minst_sweep: fix sample (#1062)

* tf_minst_sweep: fix sample

* Update train.py

* Revert metric codes (#1061)

* update mlflow

* still use azure.core

Co-authored-by: chenyin <chenyin@microsoft.com>

* refine samples

* sdk: 3c_cifar-10 sample bash encoding error (#1063)

* add readme

* update readme

* print link that can be clicked (#1067)

* refine samples

* rename the samples

* refine sample 1a

* Change DataInput/Output to ArtifactInput/Output

* refine sample 1a

* update naming for image classification

* refine 1e sample

* refine READMEs

* update README

* update ci workflow

* update ci SDK version

* add ci pipeline for 2d_image_classification_with_densenet

* update readme

* update readme

* add workflows

* merge march CLI and add mltable, sweep sample

* add march cli and sweep mltable support

* feat: refine sweep & cifar examples (#1078)

* feat: refine sweep examples with dummy components

* fix: rollback python version

* fix: fix azure-ml version

* refactor: rename & use dataset
use a dataset instead of downloading inside a node
update learning objective & motivation

* fix: fix conda environment

* fix: add troubleshooting for gpu size not matched

* feat: demo more hyperparameters

* fix: update setup azure-ml version

* feat: add ci

* fix: update ci

* fix: fix ci

* fix: fix ci

* fix: fix ci

* fix: fix ci

* remove unused file

* fix: fix naming issue

Co-authored-by: zhangxingzhi <zhangxingzhi@microsoft.com>

* Refine dsl components samples (#1079)

* Refine dsl components samples

* add CI workflow to Readme

* correct instance_count usage

* remove useless code

* Set resources for component

* update working dir

* change sample order to align with march version

* mltable

* include pipeline branch in CI

* update image classification workflow (#1085)

* Refine common code snippet of samples (#1080)

* change sample1

* move config location

* update CI

* refine

* refine wording

* change samples

* update snippet

* update notebook

* update

* update CI

* update 1e

* update samples

* refine sample

* refine inputs

* update

* add CI

* refine workflows

* fix dockerfile

* refine readme

* update 2d

* fix sample

* refine samples

* refine samples

Co-authored-by: Han Wang <wanhan@microsoft.com>
Co-authored-by: Clement Wang <clwan@microsoft.com>

* refine readme

* update

* update nyc to use mltable and mlflow model

* update doc link

* Updating to latest build

* Update README.md

* fix typo

* remove unneccesary imports

* Updating to latest build and testing in eastus

* Fixing workflows

* Update readme.py

* Online endpoints sdk (#1059)

* online endpoints sdk samples

* online endpoints sdk samples

* minor update

* updating readme.md

* adding back orginal sample

* minor

* update to sample folder

* minor changes

* test workflow scope

* add job stream

* remove test workflow

* fix workflow cred

* update

* update sdk version

* update mnist sample

* Adding workflows and README for the new online endpoint examples

* Updating to the RC build

* update

* fix: flush (#1094)

Co-authored-by: zhangxingzhi <zhangxingzhi@microsoft.com>

* update build number

* update version

* change to rw_mount

* replace path with uri_folder

* fix: rename & correct the usage of setting (#1116)

pipeline_job_setting.continue_on_step_failure

* Update sdk script gen pipeline jobs workflow (#1113)

* update setup script

* update workflows

* fix checkout

* add script to write pipeline readme

* update readme

Co-authored-by: Han Wang <wanhan@microsoft.com>

* update compute (#1093)

* Test v2 samples in magic workspace (#1092)

* move test workspace

* change back CI

* add script to run all samples

* skip wait for completion

* fix script

* remove ps1

Co-authored-by: Han Wang <wanhan@microsoft.com>

* Clwan/update nyc with mlflow_model type (#1118)

* update notebook descriptions

* update readme

* update sdk nyc sample to adopt mlflow_model

* use sub folder as worksround for mlflow model

* refine samples

* update sweep and mlflow model

* refine samples

Co-authored-by: Clement Wang <clwan@microsoft.com>
Co-authored-by: lochen <cloga0216@gmail.com>

* [Pipeline builder function] merge april branch (#1126)

* add amlarc workflow (#968)

* add amlarc workflow

* add amlarc workflow

* add amlarc workflow

* add amlarc workflow

* add amlarc workflow

* add amlarc workflow

* add amlarc workflow

* add amlarc workflow

* add amlarc workflow

* add amlarc workflow

* add amlarc workflow

* add amlarc workflow

* add amlarc workflow

* add amlarc workflow

* committing onnx model generator script used with scriptrunconfig (#962)

* updating onnx model generator with sriptrunconfig

* removing duplicacy with single onnx model script

* updating with minor changes

* updating with reviews

* minor changes

* model_name comparison changed

* minor changes

* Adding CodeGen related changes to bankmarketing notebook (#970)

* added codegen related cells to bankmarketing notebook

* running black

* run black (#978)

* Unpinning azureml-defaults to avoid installing itsdangerous coming indirectly from Flask (#981)

* Unpinning azureml-defaults to avoid installing itsdangerous coming indirectly from Flask

* Pinning to the latest azureml version and touching files to trigger the builds

* Removing the update from docker

* updating mlflow deployment skus (#982)

* Adding tags to certain cells in AutoML notebook (#964)

* added metadata cells.

* fix inf env issue (#995)

Co-authored-by: Yuan Zhuang <yuzhua@microsoft.com>

* Update dev-requirements.txt

* Create test.yml

* Delete test.yml

* Create sdk-assets-model-model.yml (#1001)

* Create sdk-assets-model-model.yml

* Update sdk-assets-model-model.yml

* Update sdk-assets-model-model.yml

* Update and rename sdk-assets-model-model.yml to smoke-test-sdk-notebook-tests.yml

* Update and rename smoke-test-sdk-notebook-tests.yml to smoke-test-sdk-samplejob.yml

* Delete smoke-test-sdk-samplejob.yml

* Workflows for Testing SDKv2 Sample Notebooks

* Adding more workflows for sdk v2 notebook testing

* Adding workflows for SDKv2 Notebook Testing

* add language to kernelspec as asked by compute instance team (#1015)

Co-authored-by: Lifeng Wei <lifengwei@microsoft.com>

* Add gpu diag/perf cli job (#980)

* add gpu diag/perf cli job
* add path in docker instead of hardcoded in job
* update structure to have distinct folder for environment
* update environment to use inline
* finalize tests

* Upgrading the azure cli version

* Lifengwei/automl nlp notebooks (#1018)

* multilabel example notebook with preprocessed data

* upgrade azureml_env_linux to 1.39 version

* make separate update_env file for new notebook

Co-authored-by: Lifeng Wei <lifengwei@microsoft.com>

* Lifengwei/automl nlp notebooks (#1026)

* multiclass related files

* ner related files

* add language info to all notebooks

* make multilabel notebook trained with distributed training

Co-authored-by: Lifeeng Wei <lifengwei@microsoft.com>

* Fix a weird papermill error

Adding ipython_genutils to fix a weird papermill error

* update creds in cleanup script (#1029)

* Distributed Deep Learning image end to end tutorial (#1023)

* write e2e object dl notebook
* implement distributed pytorch
* implement mlflow model logging
* implement profiling

* add get_output, remove extra parameters, add comments for primary_metric (#1035)

* add get_output, remove extra parameters, add comments for primary_metric

* update experiment names

* fix a typo

* typo

Co-authored-by: Lifeeng Wei <lifengwei@microsoft.com>

* Set idle_seconds_defore_scaledown (#1039)

* Set idle_seconds_defore_scaledown

* Applied black, which removed some spaces

* Fixed AutoML notebooks pandas -1 (#1038)

* update tfserving byoc sample (#983)

* update tfserving byoc sample

* minor update

* anon byoc env (#1051)

* Automl notebook fixes (#1046)

* Jeffshep/fixcsrmatrixissue (#1072)

* Fix error with csr_matrix is not JSON serializable

* Applied black

* support custom ennvironment packages by environemnt.yml (#1005)

* update version of black to fix smoke test (#1088)

* update

* remove workflow

* Lifengwei/update nlp notebooks (#1090)

* remove some packages

* add back a package

* update notebooks, mainly change multilabel data file

* data file

* fix typos, codes in notebooks

* update experiment name

* fix typo, remove comments

Co-authored-by: Lifeeng Wei <lifengwei@microsoft.com>

* March sdk preview (#1021)

* Address CLI breaking changes

* Update nyc_taxi_data_regression.ipynb

* Updating pipelines

* Inline documentation updates

* Incorporating Sam's PR into this branch

* Installing new build

* Adding temp workflows for automated testing of notebooks

* Update model.ipynb

* Update model.ipynb

* Reverting model to sdk-preview version

* Update setup.sh

* Update setup.sh

* Adding a new build

* Removing all workflows from this branch

* Create sdk-assets-model-model.yml

* Update dev-requirements.txt

* Removing local path, adding @latest

* Updating to latest version of SDK/CLI and adding ipython_genutils

* Adding workflows for assets

* Update dev-requirements.txt

* Updating to Build # 58490278

* Adding tests for single step jobs

* Adding tests for endpoints

* Adding test workflows for pipelines

* Adding all test workflows

* Removing dataset notebook since we now have data

* Automated README.md

* Workflows for this branch

* Updating to latest build

* Update mnist-nonmlflow.ipynb

* Updating to latest build

* Adding description metadata to notebooks

* Improving README and Workflow generation

* Lochen/sdk march (#1041)

* innit

* init

* Lochen/sdk march (#1042)

* innit

* init

* merge folder

* fix pipeline sample: cifar-10, tf_mnist

* update workflows for pipeline

* Lochen/sdk march (#1044)

* innit

* init

* merge folder

* change e2e registered, basic, nyc

* basic pipeline nyc

* add instructions.

* update nyc

* fix basic pipeline

* Upgrade to latest build

* Adjusting workflows and README for new pipeline samples

* Dummy commit for testing

* Update README.md

* Adding descriptions for pipeline notebooks

* Updating to latest build

* Removing datastores from testing and compute from scheduled runs

* Update lightgbm-iris-sweep.ipynb

* Updating to latest build

* Update README.md

* Fixing source directory for data and updating CLI/SDK build

* Updating to latest build

* Update README.md

* Adding clean up for endpoints and workspaces

* Update workspace.ipynb

* Updating to new build

* Update README.md

* Fixing issues with workspace notebook

* Update setup.sh

* Update setup.sh

* Updating to latest build

* Update README.md

* Updating to latest build and testing in eastus

* Fixing workflows

* Update readme.py

* Online endpoints sdk (#1059)

* online endpoints sdk samples

* online endpoints sdk samples

* minor update

* updating readme.md

* adding back orginal sample

* minor

* update to sample folder

* minor changes

* Adding workflows and README for the new online endpoint examples

* Updating to the RC build

* Update README.md

* Fixing issues with MIR samples

* Standardizing kernelspec for all notebooks

* Formatting Cleaning python files with black

* Fixing readme.py

* Moving workflows from march-sdk-preview to sdk-preview

Co-authored-by: Cloga Chen <cloga0216@gmail.com>
Co-authored-by: Clement Wang <clwan@microsoft.com>
Co-authored-by: Ami Patel <85967395+amibp@users.noreply.github.com>
Co-authored-by: Shivani Santosh Sambare <61255242+shivanissambare@users.noreply.github.com>

* Modifying SDK workflows to sync up with March SDK changes

* Update README.md

* March CLI Breaking Changes (#1020)

* remove component job, flatten code (#1002)

* Update .gitignore

* Addressing CLI breaking changes

* adding uri_file to path

* adding uri_file type to paths

* adding uri_file and uri_folder

* Updating basic pipeline jobs

* Update hello-pipeline-default-artifacts.yml

* Lochen/cli march (#1009)

* remove component job, flatten code

* add r component sample

* Online deployment changes

* Batch Deployment Changes

* Bug fixes to YAML

* Update REST API examples to Feb API (#1013)

Co-authored-by: Kayla Ames <kseager@users.noreply.github.com>

* minor fix

* resolve yaml error

* environment name and version as optional in custom containers (#1016)

* minor updates (#1017)

* Lochen/cli march (#1019)

* remove component job, flatten code

* add r component sample

* update cli

* Updates to cifar example

* Adding daily build of CLI for testing

* Updating from dataset to data for create

* Rename folder from asset/datasets to assets/data

* Updating data assets to use data schema directive instead of dataset

* rename description to data asset

* Changing github workflows to use the new data assets

* removing dataset from md files

* Update README.md

* Removing local_path from examples

* Fixing python:latest bug with workaround

* Update prefix.md

* Lochen/cli march (#1027)

* remove component job, flatten code

* add r component sample

* update cli

* update after test

* Updating environments to use latest version

* Updating environment to us latest

* Update setup.sh

* Test

* streamline register from a run (#1024)

* streamline register from a run

* update to MLflow specific

* Lochen/cli march (#1031)

* remove component job, flatten code

* add r component sample

* update cli

* update after test

* add default_compute, dataset

* Lochen/cli march (#1032)

* remove component job, flatten code

* add r component sample

* update cli

* update after test

* add default_compute, dataset

* fix default compute, sweep

* fix default settings on pipeline

* Using the new build for CLI

* Update requirements.txt (#1033)

* Updating to Build # 58490278

* Fixing filenames in the workflows.

* Fixing file name in train.sh

* add default value in pipeline settings.

* update default value

* change data asset

* update job link in readme

* Updating to latest CLI build

* Merge latest changes from main related to cli/jobs/single-step/gpu_perf/ command (#1037)

* pick and choose changes from main
* align, add readme

* Update create-datasets.sh

* Updating to latest build

* Update README.md

* Update README.md

* Fixing failures in CLI

* Dummy commit to re-run tests

* fix to align with resource in test ws

* change 4d to use uri_folder

* upgrade dependencies, use fastparquet to fix pyarrow issue (#1043)

* Upgrading to latest build

* merge datastore uri sample

* fix file script

* Users/anksing/mlflow model mir deploy (#1047)

* Adding example for OBO flow using v2 cli

* Updating sklearn model for MIR deployment

* Updating lightgbm mlflow model for MIR deployment

* Removing obo folder

* Users/anksing/mlflow mir deployment (#1048)

* Adding example for OBO flow using v2 cli

* Renaming model to avoid conflict with existing model with same name

* Removing obo folder

* Update batch-score.sh

Adding az version check.

* Updating model name to avoid conflict (#1049)

* change cifar to directly use command

* add image classification cli example

* Updating to latest build

* Making setup files Unix friendly by removing \r

* Update endpoint.yml

remove the properties config -- we are not exposing in v2

* Update blue-deployment.yml

Removed properties field - not exposing user-configurable properties metadata in V2

* Dummy Commit to force tests

* update pipeline cifar to make it work under cpu-cluster

* update cifar sample to support cpu sku

* change 5c to cpu image

* clean up yaml, change cpu image for cifar

* Updating to latest build

* Update README.md

* formatting python files to ensure smoke test does not fail

* update workflow (#1064)

Co-authored-by: Han Wang <wanhan@microsoft.com>

* Wanhan/add image classification CI (#1065)

* add image classification ci

* fix create component

Co-authored-by: Han Wang <wanhan@microsoft.com>

* fix image classification ci (#1066)

Co-authored-by: Han Wang <wanhan@microsoft.com>

* Update entry.py

* Update top latest build

* resolve merge conflict

* update to v2 dsl.component

* update train step (#1071)

Co-authored-by: Han Wang <wanhan@microsoft.com>

* Updating to latest build

* Update README.md

* Update README.md

* remove pyjokes in source file

* recover sample to test CI

* add component CRUD sample in assets

* Updating to new build

* Update setup.sh

* Changing readme temporarily to show march status

* Examples for workspace connections (#1073)

* Create python-feed-pat.yml

* More examples

* Create README.md

* Update README.md

* update component name, add CI workflow

* update readme for asset component

* Update setup.sh

* Add yml for scheduled start stop of CI

Add yml for scheduled start stop of CI

* Delete instance-schedule.yml

* fix: fix attr overwrite command (#1074)

* fix: fix attr overwrite command
add pipeline job test shell

* fix: fix attr overwrite command

* fix: create data with random version

Co-authored-by: zhangxingzhi <zhangxingzhi@microsoft.com>

* Updating to latest build

* Running tests on canary

* Trying to run test cases in master

* Reverting back to eastus

* Testing a new secret file

* Delete test-new-creds.yml

* Running tests on master

* Update job.yml (#1083)

* Run tests in canary

* remove old dataset sample

* change process per node to 1 for cifar in pipeline

* add note to use multi-gpu cards

* Running latest build on eastus

* Update README.md

* fix sample issue to workaround output empty folder case

* Updating to latest build and testing in eastus

* Cleaning up all GitHub Workflows and the README file

* Update setup.sh

* Update dev-requirements.txt

* Fixing formatting issue so that black does not error

* Updating to the RC build

* change component name (#1075)

* change component name

* rename

* add march-cli-preview in pipeline CI

* update registered case

* swith CI to master

* add back component creation

* update 3b to use rw_mount (#1097)

* fix: fix run-pipeline-jobs.sh

* change upload mode to rw_mount

Co-authored-by: Han Wang <wanhan@microsoft.com>
Co-authored-by: Cloga Chen <cloga0216@gmail.com>
Co-authored-by: zhangxingzhi <zhangxingzhi@microsoft.com>

* Update README.md

* remove pipeline sample (#1102)

* temp delete 2 samples

* remove reference links

Co-authored-by: Anthony Hu <anthu@microsoft.com>

* Fixing workflows and getting ready for merge to main

Co-authored-by: Cloga Chen <cloga0216@gmail.com>
Co-authored-by: Kayla Seager <1675997+kseager@users.noreply.github.com>
Co-authored-by: Kayla Ames <kseager@users.noreply.github.com>
Co-authored-by: Clement Wang <clwan@microsoft.com>
Co-authored-by: Shivani Santosh Sambare <61255242+shivanissambare@users.noreply.github.com>
Co-authored-by: Paul Shealy <paulsh@microsoft.com>
Co-authored-by: Abraham Omorogbe <abrahamomor@gmail.com>
Co-authored-by: Ankit Singhal <30610298+singankit@users.noreply.github.com>
Co-authored-by: Jeff Omhover <jf.omhover@gmail.com>
Co-authored-by: Hugo Aponte <haponte@gmail.com>
Co-authored-by: Lisa Li (STC) <lisal@microsoft.com>
Co-authored-by: mx-iao <33701412+mx-iao@users.noreply.github.com>
Co-authored-by: Anthony Hu <anthu@microsoft.com>
Co-authored-by: Han Wang <phoenix.seek@gmail.com>
Co-authored-by: Han Wang <wanhan@microsoft.com>
Co-authored-by: Honglin Du <0mza987@gmail.com>
Co-authored-by: Roope Astala <rastala@users.noreply.github.com>
Co-authored-by: Swati Gharse <36742198+swatig007@users.noreply.github.com>
Co-authored-by: elliotzh <37076709+elliotzh@users.noreply.github.com>
Co-authored-by: zhangxingzhi <zhangxingzhi@microsoft.com>
Co-authored-by: eniac871 <supereniac@live.com>

* Updating workflows and readme to point to the april branch

* Updating CLI README to show April branch status

* Updating CLI workflows to trigger in april branch

* Changing workflows to trigger on april branch

* Builder fix up

* fix typo

* update workflows

Co-authored-by: Zeliang Tian <83852443+zetiaatgithub@users.noreply.github.com>
Co-authored-by: Vadthyavath Ram <7171558+vadthyavath@users.noreply.github.com>
Co-authored-by: Razvan Tanase <ratanase@microsoft.com>
Co-authored-by: Cody Peterson <54814569+lostmygithubaccount@users.noreply.github.com>
Co-authored-by: Harneet Virk <harnvir@microsoft.com>
Co-authored-by: Shivani Santosh Sambare <61255242+shivanissambare@users.noreply.github.com>
Co-authored-by: Yuan Zhuang <40252949+yuanzhuangyuanzhuang@users.noreply.github.com>
Co-authored-by: Yuan Zhuang <yuzhua@microsoft.com>
Co-authored-by: Bala P V <33712765+balapv@users.noreply.github.com>
Co-authored-by: Lifeng Wei <lfwei@ucdavis.edu>
Co-authored-by: Lifeng Wei <lifengwei@microsoft.com>
Co-authored-by: Jeff Omhover <jf.omhover@gmail.com>
Co-authored-by: Sethu Raman <rsethur@users.noreply.github.com>
Co-authored-by: jeff-shepherd <39775772+jeff-shepherd@users.noreply.github.com>
Co-authored-by: v-pbavanari <97779269+v-pbavanari@users.noreply.github.com>
Co-authored-by: Banibrata De <banibrata@outlook.com>
Co-authored-by: Cloga Chen <cloga0216@gmail.com>
Co-authored-by: Clement Wang <clwan@microsoft.com>
Co-authored-by: Ami Patel <85967395+amibp@users.noreply.github.com>
Co-authored-by: Bala P V <balapv@microsoft.com>
Co-authored-by: Kayla Seager <1675997+kseager@users.noreply.github.com>
Co-authored-by: Kayla Ames <kseager@users.noreply.github.com>
Co-authored-by: Paul Shealy <paulsh@microsoft.com>
Co-authored-by: Abraham Omorogbe <abrahamomor@gmail.com>
Co-authored-by: Ankit Singhal <30610298+singankit@users.noreply.github.com>
Co-authored-by: Hugo Aponte <haponte@gmail.com>
Co-authored-by: Lisa Li (STC) <lisal@microsoft.com>
Co-authored-by: mx-iao <33701412+mx-iao@users.noreply.github.com>
Co-authored-by: Anthony Hu <anthu@microsoft.com>
Co-authored-by: Han Wang <phoenix.seek@gmail.com>
Co-authored-by: Han Wang <wanhan@microsoft.com>
Co-authored-by: Honglin Du <0mza987@gmail.com>
Co-authored-by: Roope Astala <rastala@users.noreply.github.com>
Co-authored-by: Swati Gharse <36742198+swatig007@users.noreply.github.com>
Co-authored-by: elliotzh <37076709+elliotzh@users.noreply.github.com>
Co-authored-by: zhangxingzhi <zhangxingzhi@microsoft.com>
Co-authored-by: eniac871 <supereniac@live.com>
Co-authored-by: Hanchi Wang <hancwang@microsoft.com>
Co-authored-by: Daniel Schneider <danielsc@microsoft.com>

* feat: sweep cli sdk examples update (#1125)

* feat: use mlflow.autolog instead of Run.log

* fix: fix predict code

* fix: update parameters

* add image_classification_keras_minist_convnet (#1127)

* add image classification kerad

* update

* update

* add readme

* add workflow and update README

Co-authored-by: Clement Wang <clwan@microsoft.com>

* fix: cifar-10/image_classification output mode

* update readme

* feat: descriptions for cli pipeline job examples (#1129)

* feat: descriptions for cli pipeline job examples

* fix: remove hello git & update setup.sh

* fix readme

* Lochen/dataset asset (#1128)

* write model to load then move to output folder

* add dataset dataasset sample

* add assest

* change component name to lower case

* refine samples

* update workflows

Co-authored-by: Clement Wang <clwan@microsoft.com>
Co-authored-by: lochen <cloga0216@gmail.com>
Co-authored-by: Han Wang <wanhan@microsoft.com>
Co-authored-by: elliotzh <37076709+elliotzh@users.noreply.github.com>
Co-authored-by: Ying Chen <2601502859@qq.com>
Co-authored-by: chenyin <chenyin@microsoft.com>
Co-authored-by: Korin <0mza987@gmail.com>
Co-authored-by: zhangxingzhi <zhangxingzhi@microsoft.com>
Co-authored-by: Han Wang <phoenix.seek@gmail.com>
Co-authored-by: Bala P V <balapv@microsoft.com>
Co-authored-by: Shivani Santosh Sambare <61255242+shivanissambare@users.noreply.github.com>
Co-authored-by: Zeliang Tian <83852443+zetiaatgithub@users.noreply.github.com>
Co-authored-by: Vadthyavath Ram <7171558+vadthyavath@users.noreply.github.com>
Co-authored-by: Razvan Tanase <ratanase@microsoft.com>
Co-authored-by: Cody Peterson <54814569+lostmygithubaccount@users.noreply.github.com>
Co-authored-by: Harneet Virk <harnvir@microsoft.com>
Co-authored-by: Yuan Zhuang <40252949+yuanzhuangyuanzhuang@users.noreply.github.com>
Co-authored-by: Yuan Zhuang <yuzhua@microsoft.com>
Co-authored-by: Bala P V <33712765+balapv@users.noreply.github.com>
Co-authored-by: Lifeng Wei <lfwei@ucdavis.edu>
Co-authored-by: Lifeng Wei <lifengwei@microsoft.com>
Co-authored-by: Jeff Omhover <jf.omhover@gmail.com>
Co-authored-by: Sethu Raman <rsethur@users.noreply.github.com>
Co-authored-by: jeff-shepherd <39775772+jeff-shepherd@users.noreply.github.com>
Co-authored-by: v-pbavanari <97779269+v-pbavanari@users.noreply.github.com>
Co-authored-by: Banibrata De <banibrata@outlook.com>
Co-authored-by: Ami Patel <85967395+amibp@users.noreply.github.com>
Co-authored-by: Kayla Seager <1675997+kseager@users.noreply.github.com>
Co-authored-by: Kayla Ames <kseager@users.noreply.github.com>
Co-authored-by: Paul Shealy <paulsh@microsoft.com>
Co-authored-by: Abraham Omorogbe <abrahamomor@gmail.com>
Co-authored-by: Ankit Singhal <30610298+singankit@users.noreply.github.com>
Co-authored-by: Hugo Aponte <haponte@gmail.com>
Co-authored-by: Lisa Li (STC) <lisal@microsoft.com>
Co-authored-by: mx-iao <33701412+mx-iao@users.noreply.github.com>
Co-authored-by: Anthony Hu <anthu@microsoft.com>
Co-authored-by: Roope Astala <rastala@users.noreply.github.com>
Co-authored-by: Swati Gharse <36742198+swatig007@users.noreply.github.com>
Co-authored-by: eniac871 <supereniac@live.com>
Co-authored-by: Hanchi Wang <hancwang@microsoft.com>
Co-authored-by: Daniel Schneider <danielsc@microsoft.com>

* Pipeline April SDK Preview (#1130)

* minor change

* update

* update

* make prepare step pass

* refine cli yaml: display_name

* fix cifar sample

* fix notebook

* fix: upgrade build version

* fix: fix 4d_dataset_input

* update keras sample

* ci: trigger ci on april-sdk-preview

* fix: do not always checkout april sdk preview

* fix: eval_mount is supported in new sdk/cli

* fix: merge main image classification

* fix: fix ci

* update dev build version

* fix: recover dataset related ci

Co-authored-by: Clement Wang <clwan@microsoft.com>
Co-authored-by: Han Wang <wanhan@microsoft.com>
Co-authored-by: zhangxingzhi <zhangxingzhi@microsoft.com>
Co-authored-by: Ying Chen <2601502859@qq.com>

* Pipeline April SDK Preview (#1137)

* fix: reduce 6a/6b instance count

* fix: add asset creation to run-job-pipeline-all

* fix: remove repeating cli job status

* fix: use uri_folder instead of path

* fix ci : assets/component

Co-authored-by: zhangxingzhi <zhangxingzhi@microsoft.com>
Co-authored-by: Clement Wang <clwan@microsoft.com>

* update SDK/CLI test for force_rerun (#1140)

* update sdk code for rerun

* update cli test for rerun

* revert change in notebook

* add rerun in sdk ci pipeline

* revert

* add rerun in sdk ci pipeline

* update readme.py

* Pipeline SDK Preview Features (#1138)

* add component archive/restore, customize output

* add name to path

* refine image classification sample

* clear outputs.

* Refine component notebook

* Rai pipeline sample (#1139)

* Add RAI CLI sample pipeline

* add github workflow

* update pipeline yaml postfix

* add pre-setup steps

* update workflow to correct name

* add rai sample

* add rai sdk sample ci workflow

* change name to 2f

* update schema refer and workflow

* update readme and workflow name

* rename workflow to correct name

* minor update

Co-authored-by: Anthony Hu <anthu@microsoft.com>
Co-authored-by: Honglin Du <0mza987@gmail.com>
Co-authored-by: Clement Wang <clwan@microsoft.com>

* update workflow & readme

* refine rai sample

* update

* update

* update readme

* update

Co-authored-by: lochen <cloga0216@gmail.com>
Co-authored-by: Clement Wang <clwan@microsoft.com>
Co-authored-by: eniac871 <supereniac@live.com>
Co-authored-by: Anthony Hu <anthu@microsoft.com>
Co-authored-by: Honglin Du <0mza987@gmail.com>

* AutoML preview PR (Python SDK and CLI examples) (#1089)

* Baseline of AutoML Classification task notebook

* Updated to code and wheel 3-17-2022

* Updates for new wheel

* Forecasting baseline

* Fixed Forecasting notebook now working

* Deleted not used folders

* Added current Custom Environments

* Classifier notebook updated

* Forecasting notebook updated

* Baseline for Regression sample notebook

* WIP baseline AutoML for Images

* Updated to use URI-FOLDER data asset for Images

* Updates working Image-Classification with MLTables

* Baseline for AutoML NLP Text Classif multiclass

* Updated Images notebook to use Curated Env

* Updated NLP notebook with Curated Env

* Updates on NLP and minor IMG

* Minor updates, working notebooks

* Add notebooks for rest of image tasks (#1077)

* Special PrP properties updated for all ntbooks

* Temporal WIP MLFlow

* MLFlow updates

* Baseline AutoML CLI example

* Updates SDK AutoML-MLFlow notebook

* Updates to hello AutoML CLI YAMLs

* Updates to CLI AutoML examples

* adding test github action for automl classification

* renamed the automl workflow

* Minor updates to CLI YAML examples

* Updates to MLFlow-AutoML notebook

* Updated  _automl_internal_save_mlflow

* Updated mlflow-automl notebook with more MLTables

* delete old MLTable

* Minor update to YAML config

* CLI examples updates forecasting and classif

* adding automl workflows

* modifying notebook to wait for completion

* fixing workflows.

* changing notebooks to fetch create MLClient from config and wait for experiment to complete.

* update trials to 5 to overcome bug.

* updating to latest private wheel

* fixing classification  & regression notebooks

* comment out set_limits for image notebooks

* fixing image object detection

* parameterizing automl notebooks with compute name

* fixing notebook whitespaces

* adding new line and remove obsolete action workflow

* fixing mltable path

* cleaning notebooks, running nb_black

* changing automl cli scripts

* adding AutoML CLI workflows.

* Porting AutoML samples into automl-preview. (#1101)

* adding automl workflows

* modifying notebook to wait for completion

* fixing workflows.

* changing notebooks to fetch create MLClient from config and wait for experiment to complete.

* update trials to 5 to overcome bug.

* updating to latest private wheel

* fixing classification  & regression notebooks

* comment out set_limits for image notebooks

* fixing image object detection

* parameterizing automl notebooks with compute name

* fixing notebook whitespaces

* adding new line and remove obsolete action workflow

* fixing mltable path

* cleaning notebooks, running nb_black

* changing automl cli scripts

* adding AutoML CLI workflows.

* adding parameter to instance segmentation notebook.

* Updates on getting MLFlow tracking URI

* Add yaml cli examples for image tasks (#1104)

* revert to using macros for workspace setup in Bankmarketing example.

* Fix paths in jsonl files for image notebooks (#1105)

* Updates for MLFlow URI and other

* Fix json issue

* Subscription, workspace.. aligned..

* merged from parent branch.

* removing non-automl actions.

* Forecasting updates

* Minor updates on classifc notebook

* Update on "data" folder for Images notebook

* Workspace IDS for macros fixed

* data folder update for regression notebook

* Clean-up output images multi-class

* Several fixes to image-classif-multi-label

* fixing the resource group name macro.

* Minor clean up in image classif notebooks

* updating the automl actions to refer automl-preview branch

* branch name changes in actions.

* Object Detection updated to use "./data"

* Updates on "./data" to image segmentation

* Clean up image segmentation

* Updates working Image classif multi-label and segm

* Commented setLimits to Image multi-label

* update encoding to utf8 (#1107)

Co-authored-by: Miseon Park <mipark@microsoft.com>

* remove set_limits from image object detection notebook.

* add NLP cli examples (#1108)

Co-authored-by: Miseon Park <mipark@microsoft.com>

* modify automl CLI workflows

* adding sdk-preview to the list of branches to monitor for CLI actions.

* ensuring all AutoML CLI workflows get triggered.

* fixing CLI setup script

* fixing additional properties for classification & forecasting.

* CLI Regression example baseline

* pinning to latest CLI & SDK & updating actions for CLI.

* Updated Regression CLI YAML working

* attempting to fix the bankmarketing cli example.

* fix setup.sh for sdk.

* adding regression CLI action.

* remove drop_columns from featurization

* update automl cli yamls to camel case and latest schemas

* removing CLI actions from running on PRs on automl-preview branch

* Fix set_limits() for image tasks. Fix image classification yaml (#1110)

* Fix set_limits() for image tasks. Fix image classification yaml

* CLI example fixes for schema changes

* Don't specify a version while uploading data folder

* Add scripts to prepare data for image cli jobs (#1120)

* AutoML April preview - SDK + CLI (#1121)

* Address CLI breaking changes

* Update nyc_taxi_data_regression.ipynb

* Updating pipelines

* Inline documentation updates

* Incorporating Sam's PR into this branch

* Installing new build

* Adding temp workflows for automated testing of notebooks

* Update model.ipynb

* Update model.ipynb

* Reverting model to sdk-preview version

* Update setup.sh

* Update setup.sh

* Adding a new build

* Removing all workflows from this branch

* Create sdk-assets-model-model.yml

* Update dev-requirements.txt

* Removing local path, adding @latest

* Updating to latest version of SDK/CLI and adding ipython_genutils

* Adding workflows for assets

* Update dev-requirements.txt

* Updating to Build # 58490278

* Adding tests for single step jobs

* Adding tests for endpoints

* Adding test workflows for pipelines

* Adding all test workflows

* Removing dataset notebook since we now have data

* Automated README.md

* Workflows for this branch

* Updating to latest build

* Update mnist-nonmlflow.ipynb

* Updating to latest build

* Adding description metadata to notebooks

* Improving README and Workflow generation

* Lochen/sdk march (#1041)

* innit

* init

* Lochen/sdk march (#1042)

* innit

* init

* merge folder

* fix pipeline sample: cifar-10, tf_mnist

* update workflows for pipeline

* Lochen/sdk march (#1044)

* innit

* init

* merge folder

* change e2e registered, basic, nyc

* basic pipeline nyc

* add instructions.

* update nyc

* fix basic pipeline

* Upgrade to latest build

* Adjusting workflows and README for new pipeline samples

* Dummy commit for testing

* Update README.md

* Adding descriptions for pipeline notebooks

* Updating to latest build

* Removing datastores from testing and compute from scheduled runs

* Update lightgbm-iris-sweep.ipynb

* Updating to latest build

* Update README.md

* Fixing source directory for data and updating CLI/SDK build

* Updating to latest build

* Update README.md

* Adding clean up for endpoints and workspaces

* Update workspace.ipynb

* Updating to new build

* Update README.md

* Fixing issues with workspace notebook

* Update setup.sh

* Update setup.sh

* create new branch

* adapt sweep sample to april release

* adapt to command based job creation

* Updating workflows and readme to point to the april branch

* Updating CLI README to show April branch status

* Updating CLI workflows to trigger in april branch

* Changing workflows to trigger on april branch

* Builder fix up

* fix typo

Co-authored-by: Bala P V <balapv@microsoft.com>
Co-authored-by: Bala P V <33712765+balapv@users.noreply.github.com>
Co-authored-by: Cloga Chen <cloga0216@gmail.com>
Co-authored-by: Clement Wang <clwan@microsoft.com>
Co-authored-by: Ami Patel <85967395+amibp@users.noreply.github.com>
Co-authored-by: Daniel Schneider <schneider@volkskammer.org>
Co-authored-by: Hanchi Wang <hancwang@microsoft.com>
Co-authored-by: Daniel Schneider <danielsc@microsoft.com>
Co-authored-by: Gaurav Singh <gasi@microsoft.com>

* cleanup

* renaming the folder for automl CLI jobs

* removing AutoML CLI workflows.

* regenerated all the CLI workflows

* regenerated SDK workflows

* Minor changes for Workspace prop showup

* Minor changes to AutoML-MLFlow notebook

* Undo non-automl files

* Add jsonl files pointing to GH actions workspace for automl images (#1136)

* Added MLFlow model local test

* Removed MLFlow inference to point to next notebook

* Update cli-jobs-automl-standalone-jobs-cli-automl-classification-task-bankmarketing-cli-automl-classification-task-bankmarketing.yml

testing

* Update cli-jobs-automl-standalone-jobs-cli-automl-classification-task-bankmarketing-cli-automl-classification-task-bankmarketing.yml

revert

* ml_flow.set_experiment() not needed, removed

* Forecasting updates for MLFlow

* regenerate automl workflows for april branch merge test

* Update cli-automl-classification-task-bankmarketing.yml

* Update cli-automl-classification-task-bankmarketing.yml

* remove bankmarketing mlflow.yml from workflows

* update to specs

Co-authored-by: PhaniShekhar <30535191+PhaniShekhar@users.noreply.github.com>
Co-authored-by: Razvan Tanase <ratanase@microsoft.com>
Co-authored-by: Miseon <msp8955@gmail.com>
Co-authored-by: Miseon Park <mipark@microsoft.com>
Co-authored-by: Gaurav Singh <svaruag@outlook.com>
Co-authored-by: Bala P V <balapv@microsoft.com>
Co-authored-by: Bala P V <33712765+balapv@users.noreply.github.com>
Co-authored-by: Cloga Chen <cloga0216@gmail.com>
Co-authored-by: Clement Wang <clwan@microsoft.com>
Co-authored-by: Ami Patel <85967395+amibp@users.noreply.github.com>
Co-authored-by: Daniel Schneider <schneider@volkskammer.org>
Co-authored-by: Hanchi Wang <hancwang@microsoft.com>
Co-authored-by: Daniel Schneider <danielsc@microsoft.com>
Co-authored-by: Gaurav Singh <gasi@microsoft.com>
Co-authored-by: Srujan Saggam <41802116+srsaggam@users.noreply.github.com>

* Pipeline SDK/CLI April Features  (#1144)

* update add missing pipeline workflows

* update sdk workflows & readme

* add force rerun

* move dsl files to src folder (#1145)

* update data format

* remove invalid workflow

* update RAI samples: 1, update register data name to align with the on… (#1146)

* update RAI samples: 1, update register data name to align with the one in RAI repo. 2, SDK sample reuse the component from CLI one. 3, SDK use a more complext pipeline. 4, update readme

* remove some unuse comment

Co-authored-by: Anthony Hu <anthu@microsoft.com>

* fix: fix sweep cli example

* parallel run notebooks

* fix encoding

* add dry run

Co-authored-by: Clement Wang <clwan@microsoft.com>
Co-authored-by: Han Wang <wanhan@microsoft.com>
Co-authored-by: Korin <0mza987@gmail.com>
Co-authored-by: eniac871 <supereniac@live.com>
Co-authored-by: Anthony Hu <anthu@microsoft.com>
Co-authored-by: zhangxingzhi <zhangxingzhi@microsoft.com>

* Added .TXT files on how to run CLI AutoML (#1150)

* Added .TXT on how to run CLI AutoML

* Comment added about GPU cluster

* blocked_algos commented due to bug

* Removed dev temporal internal properties

* Prep data explanation sentence fixed

* Lochen/april release 0413 (#1147)

* update add missing pipeline workflows

* update sdk workflows & readme

* add force rerun

* move dsl files to src folder (#1145)

* update data format

* remove invalid workflow

* update RAI samples: 1, update register data name to align with the on… (#1146)

* update RAI samples: 1, update register data name to align with the one in RAI repo. 2, SDK sample reuse the component from CLI one. 3, SDK use a more complext pipeline. 4, update readme

* remove some unuse comment

Co-authored-by: Anthony Hu <anthu@microsoft.com>

* fix: fix sweep cli example

* parallel run notebooks

* fix encoding

* add dry run

* data asset dataset, remove pipeline level input

Co-authored-by: Clement Wang <clwan@microsoft.com>
Co-authored-by: Han Wang <wanhan@microsoft.com>
Co-authored-by: Korin <0mza987@gmail.com>
Co-authored-by: eniac871 <supereniac@live.com>
Co-authored-by: Anthony Hu <anthu@microsoft.com>
Co-authored-by: zhangxingzhi <zhangxingzhi@microsoft.com>

* Updates to workflows and build Numbers

* Add files via upload

* Add files via upload

* Add files via upload

* Updating workflows

* fix links (#1156)

* Moving to DeafultAzureCredential instead of Browser Auth. Removing branch check-out.

* Adding AutoML CLI tests, removing apr branch checkout

* Moving from commandjob to command

* Fixing pipeline credentials

* Update AutoML Job schema urls (#1160)

* Using requirements from SDK folder. Adding pandas to requirements

* remove automl-preview reference (#1143)

* remove mlflow WIP notebooks from github actions

* remove pandas reference

* remove pandas after merge

Co-authored-by: Miseon Park <mipark@microsoft.com>

* Pipeline April SDK/CLI preview samples refine (#1157)

* merge

* update sample to make compute config lines fewer

* make configure credential simpler

* update output setting of nyc_tax_data_regression

* refine rai samples

* update sdk ci workflow

* update

* fix rai

* use newer dev build before nightly build issue resolved

* update workflow

* Rename sample node name to align with pipeline node restriction (#1158)

* fix name

* fix name

* fix sample

* fix

* fix

Co-authored-by: Han Wang <wanhan@microsoft.com>

* Update pipeline sdk samples to use azure.ml.Input/Output

* update setup.sh

* update

* refine

* feat: update run-job-pipeline-all auto-gen

* fix: fix image classification example

* update setup.sh

* update Input

Co-authored-by: Han Wang <wanhan@microsoft.com>
Co-authored-by: Clement Wang <clwan@microsoft.com>
Co-authored-by: Han Wang <phoenix.seek@gmail.com>
Co-authored-by: zhangxingzhi <zhangxingzhi@microsoft.com>

* Updating to latest build

* Update prefix.md

* Update prefix.md

* Update import paths for automl entities in image notebooks (#1164)

* Update cli-automl-classification-task-bankmarketing.yml

* Update cli-automl-forecasting-task-energy-demand.yml

* Update cli-automl-forecasting-task-energy-demand.yml

* Pipeline April CLIL/SDK Feature refine (#1161)

* remove mlflow workaround

* remove mlflow molde workaround

* update sdk nyc sample

* resolve components ci failure

* add configuration notebook

* simplify pipeline_with_components_from_yaml notebook

* fix hello-pipeline-customize-output-folder.yml

* simplify samples

* refine

* update workflow and readme

* update

* add display name for hello pipelines

* update

Co-authored-by: lochen <cloga0216@gmail.com>
Co-authored-by: Clement Wang <clwan@microsoft.com>
Co-authored-by: zhangxingzhi <zhangxingzhi@microsoft.com>

* Updating to latest build

* Fixing links in docs

* Delete online-inferencing-sample.ipynb

* Update automl-classification-task-bankmarketing-mlflow.ipynb

* Converting all links to configuration.ipynb file into a relative link

* Fixing links to README file

* Fixing links to other files and folders

* Hancwang/april (#1168)

* Clean up iris

* demo notebook

* notebook used in demo

* namespace update

* more import fix

* remove studio_url

* more conflicts

* revert readme

* Fix build error

* Update hello-automl-job-basic.yml

* Pipeline April SDK Feature samples refine (#1175)

* remove refrence of azure.ml._constants

* revert notebook rename

* update

* update to latest master build

* fix run all

* fix SDK sample link

* update pipeline sdk 2e sample (#1176)

* update pipeline sdk 2e sample

* update compute

* fix credential part

* adapt to latest version sdk

* update

* update

* update

* update

* update conda aml sdk version

* update according to comments

Co-authored-by: Clement Wang <clwan@microsoft.com>
Co-authored-by: Han Wang <wanhan@microsoft.com>
Co-authored-by: Blanca Li <39058063+likebupt@users.noreply.github.com>

* Updating nightly build

* Update namespace from azure.ml._constants to azure.ml.constants (#1174)

Co-authored-by: Clement Wang <clwan@microsoft.com>

* Updating description for preview

* endpoints named by sample (#1180)

* add custom featurization to tests (#1172)

Co-authored-by: Miseon Park <mipark@microsoft.com>

Co-authored-by: Cloga Chen <cloga0216@gmail.com>
Co-authored-by: Clement Wang <clwan@microsoft.com>
Co-authored-by: Ami Patel <85967395+amibp@users.noreply.github.com>
Co-authored-by: Daniel Schneider <schneider@volkskammer.org>
Co-authored-by: Hanchi Wang <hancwang@microsoft.com>
Co-authored-by: Daniel Schneider <danielsc@microsoft.com>
Co-authored-by: Clement Wang <47586720+wangchao1230@users.noreply.github.com>
Co-authored-by: Han Wang <wanhan@microsoft.com>
Co-authored-by: elliotzh <37076709+elliotzh@users.noreply.github.com>
Co-authored-by: Ying Chen <2601502859@qq.com>
Co-authored-by: chenyin <chenyin@microsoft.com>
Co-authored-by: Korin <0mza987@gmail.com>
Co-authored-by: zhangxingzhi <zhangxingzhi@microsoft.com>
Co-authored-by: Han Wang <phoenix.seek@gmail.com>
Co-authored-by: Shivani Santosh Sambare <61255242+shivanissambare@users.noreply.github.com>
Co-authored-by: Zeliang Tian <83852443+zetiaatgithub@users.noreply.github.com>
Co-authored-by: Vadthyavath Ram <7171558+vadthyavath@users.noreply.github.com>
Co-authored-by: Razvan Tanase <ratanase@microsoft.com>
Co-authored-by: Cody Peterson <54814569+lostmygithubaccount@users.noreply.github.com>
Co-authored-by: Harneet Virk <harnvir@microsoft.com>
Co-authored-by: Yuan Zhuang <40252949+yuanzhuangyuanzhuang@users.noreply.github.com>
Co-authored-by: Yuan Zhuang <yuzhua@microsoft.com>
Co-authored-by: Lifeng Wei <lfwei@ucdavis.edu>
Co-authored-by: Lifeng Wei <lifengwei@microsoft.com>
Co-authored-by: Jeff Omhover <jf.omhover@gmail.com>
Co-authored-by: Sethu Raman <rsethur@users.noreply.github.com>
Co-authored-by: jeff-shepherd <39775772+jeff-shepherd@users.noreply.github.com>
Co-authored-by: v-pbavanari <97779269+v-pbavanari@users.noreply.github.com>
Co-authored-by: Banibrata De <banibrata@outlook.com>
Co-authored-by: Kayla Seager <1675997+kseager@users.noreply.github.com>
Co-authored-by: Kayla Ames <kseager@users.noreply.github.com>
Co-authored-by: Paul Shealy <paulsh@microsoft.com>
Co-authored-by: Abraham Omorogbe <abrahamomor@gmail.com>
Co-authored-by: Ankit Singhal <30610298+singankit@users.noreply.github.com>
Co-authored-by: Hugo Aponte <haponte@gmail.com>
Co-authored-by: Lisa Li (STC) <lisal@microsoft.com>
Co-authored-by: mx-iao <33701412+mx-iao@users.noreply.github.com>
Co-authored-by: Anthony Hu <anthu@microsoft.com>
Co-authored-by: Roope Astala <rastala@users.noreply.github.com>
Co-authored-by: Swati Gharse <36742198+swatig007@users.noreply.github.com>
Co-authored-by: eniac871 <supereniac@live.com>
Co-authored-by: Cesar De la Torre <cesardl@microsoft.com>
Co-authored-by: PhaniShekhar <30535191+PhaniShekhar@users.noreply.github.com>
Co-authored-by: Miseon <msp8955@gmail.com>
Co-authored-by: Miseon Park <mipark@microsoft.com>
Co-authored-by: Gaurav Singh <svaruag@outlook.com>
Co-authored-by: Gaurav Singh <gasi@microsoft.com>
Co-authored-by: Srujan Saggam <41802116+srsaggam@users.noreply.github.com>
Co-authored-by: Hanchi Wang <luigiking307@gmail.com>
Co-authored-by: Blanca Li <39058063+likebupt@users.noreply.github.com>

* Adjusting workflows and readme to point to correct branch

* SDK preview - pipeline samples refine (#1183)

* remove unnecesarry files

* update imports in pipeline samples

* remove is_deterministic: False

* update 2e sample (#1184)

* refine wording

Co-authored-by: Clement Wang <clwan@microsoft.com>
Co-authored-by: Blanca Li <39058063+likebupt@users.noreply.github.com>

* Reformatting python files with black

* Formatting notebooks with black

* Revise e2e vision notebook to use commands and sdk april release (#1167)

* remove coco dependencies in component
* remove spec
* revise requirements
* revise notebook to use commands only
* adapt to april release
* restore notebooks
* remove pipeline snapshot

* update the e2e-ds-experience nb to april release (#1185)

Co-authored-by: amah <ma.mahmoudzadeh@gmail.com>

* Adding metadata to refer from docs

* Pipeline SDK Preview Samples Refine (#1187)

* update component notebook description

* remove enum before issue resolved

* refine component notebook

* add description

* refine 1e sample

* revert enum

* fix cli ci

Co-authored-by: Clement Wang <clwan@microsoft.com>
Co-authored-by: zhangxingzhi <zhangxingzhi@microsoft.com>

* add aml arc inferencing notebook (#1194)

* add notebooks for amlarc inferencing

* add workflow for amlarc inferencing notebook

* fix: specify gpu related environment version (#1199)

* Update sdk-endpoints-online-amlarc-online-endpoints-safe-rollout.yml (#1200)

fix ipynb file name issue

* update 2e sample (#1201)

* update pipeline job sdk 2e sample

* update description of the pipeline

* comment invoke method for aks policy (#1203)

comment invoke out as cluster under dev subscription can't be accessed from public internet.

* Update online-endpoints-simple-deployment.ipynb

* add k8s prefix for amlarc online endpoint name (#1212)

* Update online-endpoints-safe-rollout.ipynb

add k8s prefix for amlarc endpoint name

* feat: use mlflow in nyc-taxi-data-regression (#1208)

* feat: use mlflow to save model in nyc_taxi_data_regression

* feat: optimize run-job-pipeline related shells

* Uncomment allowed and blocked models for tabular tasks (#1196)

* Uncomment allowed and blocked models for tabular tasks

* fix forecasting

Co-authored-by: Ayush Mishra <ayushmishra@microsoft.com>

* add metadata to sdk notebook examples (#1217)

Co-authored-by: Miseon Park <mipark@microsoft.com>

* update to May API version (#1223)

* Update main.py

* rename amlarc to kubernetes (#1219)

* rename amlarc to kubernetes
Co-authored-by: Xue Wei <xuewe@microsoft.com>

* enable download for rai pipeline (#1221)

* enable download for rai pipeline

* remove empty cell

* refine

* Add metadata tags for automl images (#1242)

* Add metadata tags for automl images

* Separate cells

* Minor metadat

* Update kubernetes-online-endpoints-safe-rollout.ipynb (#1251)

* update pipeline sdk 2e sample (#1260)

* added k8s related workflows result (#1266)

* add cell name for doc reference (#1267)

* Fixes to e2e dl distributed pytorch notebook from bugbash (#1255)

* implement details
* add compute test

* update 2e sample (#1265)

* update 2e sample

* update

* update

* Changing namespace from azure.ml to azure.ai.ml

* Changing JobInput to Input in AutoML

* Removing JobInput and azure.ml from files

* Bug FIxes

* Delete old endpoint sample test

* Adding metadata for cells - needed for docs

* [Pipeline] Fix azure-ml -> azure-ai-ml (#1282)

* update azure-ml version in conda.yml

* update @dsl.pipeline -> @pipeline

* update build version

Co-authored-by: Clement Wang <clwan@microsoft.com>

* update 2e sample file and related reference (#1289)

* Updating to new builds

* Update lightgbm-iris-sweep.ipynb

* sync workflow scripts from main to sdk-preview branch (#1300)

* Update setup.sh

* Update setup.sh

* Update setup.sh

* Update setup.sh

* update train.py. r (#1299)

emove mlflow related comment to avoid confuse audience.

* Sync notebook with doc (#1291)

* for docs tutorial

* Updating tutorial to match docs

* run black on this

* remove dataset

* rename notebook

* add alert for cpu-name

* add note, fix intro

* Updating daily build

* Update load_component and switch other YAML loading to use load_x() (#1314)

* Update load_component and switch other YAML loading to use load_x()

* Update to the latest private wheel

* Remove urireference

* sync scripts (#1310)

* managed vnet for managed online endpoints (#1303)

* vnet sample

* update

* updates

* updates

* updates

* update dir

* scripts

* add model

* updates

* update scripts

* cleanup

* cleanup

* cleanup

* parameterize the branch for testing

* test with pr branch

* test sample branch

* test branch

* test branch

* fix the branch name

* automated vnet test: fix the branch name

* validate scoring

* fix script

* fix script

* update the setup instructions

* update comments

* fix formatting

* additional comments

* fix review comments

* update scoring test scripts

* update keyvault naming

* update build script

* reorganize directories

* update path

* update pr check

* update

* remove uai to seperate file

* mlflow vnet sample

* mlflow vnet sample

* mlflow vnet example

* mlflow vnet example

* docs comments

* mirror traffic

* update to new syntax

* test

* testing with debug

* debug

* revert  setup.sh changes

* debug

* latest cli

* updated cli

* update cli version

* adding local deployment

* local deployment

* test

* local deployment

* new cli build

* new cli version

* latest cli version

* testing fix for apt update error

* fix update error

* remove unused packages

* newer version of cli

* remove private preview flags

* custom cli version for testing from vm

* Users/mipark/update automl standalone examples (#1316)

* cli updates

* sdk updates

* add model deploy and local inference examples

* update readme

Co-authored-by: Miseon Park <mipark@microsoft.com>

* Updating to latest builds

* Add notebooks for local model inference. Model deployment (#1317)

* remove data settings from hello automl notebook (#1319)

* cli updates

* sdk updates

* add model deploy and local inference examples

* update readme

* update automl basic example

* update workflows

Co-authored-by: Miseon Park <mipark@microsoft.com>

* Update setup.sh

* Updating to latest build

* Removing rw_mount from samples

* pick non private preview change (#1326)

* pick non private preview change

* update samples

* simplify @pipeline usage

* remove description and name for pipeline, add doc string instead

* fix: fix readme.md for rai sample

Co-authored-by: Clement Wang <clwan@microsoft.com>
Co-authored-by: Honglin Du <0mza987@gmail.com>
Co-authored-by: elliotzh <37076709+elliotzh@users.noreply.github.com>

* update mldesigner install (#1333)

Co-authored-by: Han Wang <wanhan@microsoft.com>

* fix automl examples (#1331)

* fix examples

* Correct timeout_minutes in Object detection notebook

* Correct import paths in prepare_data.py files

Co-authored-by: Miseon Park <mipark@microsoft.com>
Co-authored-by: Phani Shekhar Mantripragada <phmantri@microsoft.com>

* updating rest api version (#1329)

Co-authored-by: Raghu Ramaswamy <raghura@microsoft.com>

* Reformat notebooks, update latest build, improve cleanup and README generation

* Reformatting notebooks

* Reformatting some more notebooks

* Updating README and workflows for SDK v2

* Updating CLI workflows

* Updating to use defaultAzure Creds

* updated the e2e-ds-notebook to may release (#1325)

* updated the e2e-ds-notebook to may release

* cleaned notebook cell outputs

* fixed some terms to the new ones

Co-authored-by: amah <ma.mahmoudzadeh@gmail.com>

* Changes to fix online endpoint issues

* Fixing Online Deployment scripts

Co-authored-by: Cloga Chen <cloga0216@gmail.com>
Co-authored-by: Dennis Eikelenboom <92387505+deeikele@users.noreply.github.com>
Co-authored-by: Tracy Chen <47156502+tracychms@users.noreply.github.com>
Co-authored-by: Hanchi Wang <luigiking307@gmail.com>
Co-authored-by: Cody <54814569+lostmygithubaccount@users.noreply.github.com>
Co-authored-by: Paul Shealy <paulsh@microsoft.com>
Co-authored-by: abeomor <abrahaomor@gmail.com>
Co-authored-by: amah <mamahmoudzadeh@gmail.com>
Co-authored-by: amah <ma.mahmoudzadeh@gmail.com>
Co-authored-by: Jeff Omhover <jf.omhover@gmail.com>
Co-authored-by: Janhavi Mahajan <janhavi13@users.noreply.github.com>
Co-authored-by: Banibrata De <banibrata@outlook.com>
Co-authored-by: Clement Wang <clwan@microsoft.com>
Co-authored-by: Ami Patel <85967395+amibp@users.noreply.github.com>
Co-authored-by: Shivani Santosh Sambare <61255242+shivanissambare@users.noreply.github.com>
Co-authored-by: Daniel Schneider <schneider@volkskammer.org>
Co-authored-by: Hanchi Wang <hancwang@microsoft.com>
Co-authored-by: Daniel Schneider <danielsc@microsoft.com>
Co-authored-by: Clement Wang <47586720+wangchao1230@users.noreply.github.com>
Co-authored-by: Han Wang <wanhan@microsoft.com>
Co-authored-by: elliotzh <37076709+elliotzh@users.noreply.github.com>
Co-authored-by: Ying Chen <2601502859@qq.com>
Co-authored-by: chenyin <chenyin@microsoft.com>
Co-authored-by: Korin <0mza987@gmail.com>
Co-authored-by: zhangxingzhi <zhangxingzhi@microsoft.com>
Co-authored-by: Han Wang <phoenix.seek@gmail.com>
Co-authored-by: Zeliang Tian <83852443+zetiaatgithub@users.noreply.github.com>
Co-authored-by: Vadthyavath Ram <7171558+vadthyavath@users.noreply.github.com>
Co-authored-by: Razvan Tanase <ratanase@microsoft.com>
Co-authored-by: Harneet Virk <harnvir@microsoft.com>
Co-authored-by: Yuan Zhuang <40252949+yuanzhuangyuanzhuang@users.noreply.github.com>
Co-authored-by: Yuan Zhuang <yuzhua@microsoft.com>
Co-authored-by: Lifeng Wei <lfwei@ucdavis.edu>
Co-authored-by: Lifeng Wei <lifengwei@microsoft.com>
Co-authored-by: Sethu Raman <rsethur@users.noreply.github.com>
Co-authored-by: jeff-shepherd <39775772+jeff-shepherd@users.noreply.github.com>
Co-authored-by: v-pbavanari <97779269+v-pbavanari@users.noreply.github.com>
Co-authored-by: Kayla Seager <1675997+kseager@users.noreply.github.com>
Co-authored-by: Kayla Ames <kseager@users.noreply.github.com>
Co-authored-by: Abraham Omorogbe <abrahamomor@gmail.com>
Co-authored-by: Ankit Singhal <30610298+singankit@users.noreply.github.com>
Co-authored-by: Hugo Aponte <haponte@gmail.com>
Co-authored-by: Lisa Li (STC) <lisal@microsoft.com>
Co-authored-by: mx-iao <33701412+mx-iao@users.noreply.github.com>
Co-authored-by: Anthony Hu <anthu@microsoft.com>
Co-authored-by: Roope Astala <rastala@users.noreply.github.com>
Co-authored-by: Swati Gharse <36742198+swatig007@users.noreply.github.com>
Co-authored-by: eniac871 <supereniac@live.com>
Co-authored-by: Cesar De la Torre <cesardl@microsoft.com>
Co-authored-by: PhaniShekhar <30535191+PhaniShekhar@users.noreply.github.com>
Co-authored-by: Miseon <msp8955@gmail.com>
Co-authored-by: Miseon Park <mipark@microsoft.com>
Co-authored-by: Gaurav Singh <svaruag@outlook.com>
Co-authored-by: Gaurav Singh <gasi@microsoft.com>
Co-authored-by: Srujan Saggam <41802116+srsaggam@users.noreply.github.com>
Co-authored-by: Blanca Li <39058063+likebupt@users.noreply.github.com>
Co-authored-by: snowei <snowei1988@gmail.com>
Co-authored-by: Ayush Mishra <61145377+novaturient95@users.noreply.github.com>
Co-authored-by: Ayush Mishra <ayushmishra@microsoft.com>
Co-authored-by: Xiao Zhang <zhanxia@microsoft.com>
Co-authored-by: Sheri Gilley <sgilley@microsoft.com>
Co-authored-by: Phani Shekhar Mantripragada <phmantri@microsoft.com>
Co-authored-by: Raghu R <13340619+raghutillu@users.noreply.github.com>
Co-authored-by: Raghu Ramaswamy <raghura@microsoft.com>
2022-05-23 19:13:49 -07:00