GitLab

* add different tuner config files for config_test

* change MetisTuner config test due to no lightgbm python module in integration test

* install smac package in azure-pipelines

* SMAC need swig to be installed

* Try to install swig from source code

* remove SMAC test because the dependency can not be installed

* use sudo to install the swig

* sleep 10s to make sure the port has been released

* remove tuner test for networkmorphism because it uses more than 30s to release the tcp port

* word "down" to "done"

* add config test for Curvefitting assessor

* change file name

* Fix data type not match bug

* Optimize MetisTunner

* pretty the code

* Follow the review comment

* add exploration probability

* Avoid None type object generating

* fix bug in cold start

* remove unused comment

Fix bug in Curvefitting Assessor

* add different tuner config files for config_test

* change MetisTuner config test due to no lightgbm python module in integration test

* install smac package in azure-pipelines

* SMAC need swig to be installed

* Try to install swig from source code

* remove SMAC test because the dependency can not be installed

* use sudo to install the swig

* sleep 10s to make sure the port has been released

* remove tuner test for networkmorphism because it uses more than 30s to release the tcp port

* word "down" to "done"

* add config test for Curvefitting assessor

* change file name

* Fix data type not match bug

* Optimize MetisTunner

* pretty the code

* Follow the review comment

* add exploration probability

* update readme in ga_squad

* update readme

* fix typo

* Update README.md

* Update README.md

* Update README.md

* update readme

* update

* fix path

* update reference

* fix bug in config file

* update nni_arch_overview.png

* update

* update

* update

* update home page

* quickly fix bug in cold start

fix broken link for curfitting assessor doc

In trialkeeper, the output stream of trial process may be in cache, and multiphase need the output stream returns immediately. Flush when sdk print content.

Improve the performance of the curve fitting assessor 

* move tuners readme under docs
* fix deadlink in builtin
* fix reference warning
* remove smac dependency

change Relative path to absolute path, unified docstring (include Hyperband), sdk_reference.rst

* fix some bugs in doc and log

* The learning rate focus more on validation sets accuracy than training sets accuracy.

* update Dockerfile and README

* Update README.md

Merge to branch v0.5

* random search when suggested parameter occurs in the history

* avoid infinite loop when seacrh space is limited

* follow the review comments

* add comments

* update readme in ga_squad

* update readme

* fix typo

* Update README.md

* Update README.md

* Update README.md

* update readme

* update

* fix path

* update reference

* fix bug in config file

* update nni_arch_overview.png

* update

* update

* update

* update home page

* update for reference

* add reference link of Tuners/Assessors in doc

fix bug in smac that configspace cannot deal with complex searchspace. That is converting categorical

* fix lex format for code

* fix doc links

* hide api reference

* delete orphan files

* fix deadlink in FAQ

* remove email address

* fix deadlinks for deleted orphan files

* Pull code (#22)

* Support distributed job for frameworkcontroller (#612)

support distributed job for frameworkcontroller

* Multiphase doc (#519)

* multiPhase doc

* updates

* updates

* Add time parser for 'nnictl update duration' (#632)

Current nnictl update duration only support seconds unit, add a parser for this command to support {s, m, h, d}

* fix experiment state bug (#629)

* update top README.md (#622)

* Update README.md

* update (#634)

* Integration tests refactoring (#625)

* Integration test refactoring (#21) (#616)

* Integration test refactoring (#21)

* Refactoring integration tests

* test metrics

* update azure pipeline

* updates

* updates

* updates

* updates

* updates

* updates

* updates

* updates

* updates

* updates

* updates

* updates

* updates

* updates

* updates

* updates

* updates

* updates

* updates

* updates

* update trigger

* Integration test refactoring (#618)

* updates

* updates

* update pipeline (#619)

* update pipeline

* updates

* updates

* updates

* updates

* updates

* test pipeline (#623)

* test pipeline

* updates

* updates

* updates

* Update integration test (#624)

* Update integration test

* updates

* updates

* updates

* updates

* updates

* updates

* Revert "Pull code (#22)"

This reverts commit 62fc165ad7b2ba724eead3b99f010aa34491e2c7.

* Fix broken pipe error

* updates

* updates

* fix remote bug

* add document

* add document

* update

* update

* update

* update

* fix remote issue

* fix forEach

* update doc according to comments

* update

* update

* update

* remove 'any more'

* add base version for remote-log

* change launcher.py

* test

* basic version

* debug

* debug

* basic work version

* fix code

* update disable_log

* remove unused line

* add diable log in kubernetesTrainingService

* add detect frameworkcontroller

* fix comment

* update

* update

* fix kubernetesData

* debug

* debug

* debug

* fix comment

* fix conflict

* remove local temp files

* revert launcher.py

* update code by comments

* remove disableLog

* remove disable Log

* set timeout for cleanup

* fix code by comments

* update variable names

* add comments

* add delay function

* update

* update

* update by comments

* add  in remote script path

* rename variables

* update variable name

* add mkdir -p for subfolder

* Fix broken pipe error

* updates

fix indents of doc,
change nni to NNI
yaml to yml(file) and YAML(doc)

* Pull code (#22)

* Support distributed job for frameworkcontroller (#612)

support distributed job for frameworkcontroller

* Multiphase doc (#519)

* multiPhase doc

* updates

* updates

* Add time parser for 'nnictl update duration' (#632)

Current nnictl update duration only support seconds unit, add a parser for this command to support {s, m, h, d}

* fix experiment state bug (#629)

* update top README.md (#622)

* Update README.md

* update (#634)

* Integration tests refactoring (#625)

* Integration test refactoring (#21) (#616)

* Integration test refactoring (#21)

* Refactoring integration tests

* test metrics

* update azure pipeline

* updates

* updates

* updates

* updates

* updates

* updates

* updates

* updates

* updates

* updates

* updates

* updates

* updates

* updates

* updates

* updates

* updates

* updates

* updates

* updates

* update trigger

* Integration test refactoring (#618)

* updates

* updates

* update pipeline (#619)

* update pipeline

* updates

* updates

* updates

* updates

* updates

* test pipeline (#623)

* test pipeline

* updates

* updates

* updates

* Update integration test (#624)

* Update integration test

* updates

* updates

* updates

* updates

* updates

* updates

* Revert "Pull code (#22)"

This reverts commit 62fc165ad7b2ba724eead3b99f010aa34491e2c7.

* Fix parameter.cfg bug

* fix

* update

* fix

* fix

* fix

* update README in metis and update RuntimeError

* fix typo

* add numerical choice check

* update

Fix document with formats and typos

* fix some bugs in doc and log

* The learning rate focus more on validation sets accuracy than training sets accuracy.

* update Dockerfile and README

* Update README.md

Merge to branch v0.5

* Dev weight sharing (#568)

* add pycharm project files to .gitignore list

* update pylintrc to conform vscode settings

* fix RemoteMachineMode for wrong trainingServicePlatform

* simple weight sharing

* update gitignore file

* change tuner codedir to relative path

* add python cache files to gitignore list

* move extract scalar reward logic from dispatcher to tuner

* update tuner code corresponding to last commit

* update doc for receive_trial_result api change

* add numpy to package whitelist of pylint

* distinguish param value from return reward for tuner.extract_scalar_reward

* update pylintrc

* add comments to dispatcher.handle_report_metric_data

* update install for mac support

* fix root mode bug on Makefile

* Quick fix bug: nnictl port value error (#245)

* fix port bug

* Dev exp stop more (#221)

* Exp stop refactor (#161)

* Update RemoteMachineMode.md (#63)

* Remove unused classes for SQuAD QA example.

* Remove more unused functions for SQuAD QA example.

* Fix default dataset config.

* Add Makefile README (#64)

* update document (#92)

* Edit readme.md

* updated a word

* Update GetStarted.md

* Update GetStarted.md

* refact readme, getstarted and write your trial md.

* Update README.md

* Update WriteYourTrial.md

* Update WriteYourTrial.md

* Update WriteYourTrial.md

* Update WriteYourTrial.md

* Fix nnictl bugs and add new feature (#75)

* fix nnictl bug

* fix nnictl create bug

* add experiment status logic

* add more information for nnictl

* fix Evolution Tuner bug

* refactor code

* fix code in updater.py

* fix nnictl --help

* fix classArgs bug

* update check response.status_code logic

* remove Buffer warning (#100)

* update readme in ga_squad

* update readme

* fix typo

* Update README.md

* Update README.md

* Update README.md

* Add support for debugging mode

* fix setup.py (#115)

* Add DAG model configuration format for SQuAD example.

* Explain config format for SQuAD QA model.

* Add more detailed introduction about the evolution algorithm.

* Fix install.sh add add trial log path (#109)

* fix nnictl bug

* fix nnictl create bug

* add experiment status logic

* add more information for nnictl

* fix Evolution Tuner bug

* refactor code

* fix code in updater.py

* fix nnictl --help

* fix classArgs bug

* update check response.status_code logic

* show trial log path

* update document

* fix install.sh

* set default vallue for maxTrialNum and maxExecDuration

* fix nnictl

* Dev smac (#116)

* support package install (#91)

* fix nnictl bug

* support package install

* update

* update package install logic

* Fix package install issue (#95)

* fix nnictl bug

* fix pakcage install

* support SMAC as a tuner on nni (#81)

* update doc

* update doc

* update doc

* update hyperopt installation

* update doc

* update doc

* update description in setup.py

* update setup.py

* modify encoding

* encoding

* add encoding

* remove pymc3

* update doc

* update builtin tuner spec

* support smac in sdk, fix logging issue

* support smac tuner

* add optimize_mode

* update config in nnictl

* add __init__.py

* update smac

* update import path

* update setup.py: remove entry_point

* update rest server validation

* fix bug in nnictl launcher

* support classArgs: optimize_mode

* quick fix bug

* test travis

* add dependency

* add dependency

* add dependency

* add dependency

* create smac python package

* fix trivial points

* optimize import of tuners, modify nnictl accordingly

* fix bug: incorrect algorithm_name

* trivial refactor

* for debug

* support virtual

* update doc of SMAC

* update smac requirements

* update requirements

* change debug mode

* update doc

* update doc

* refactor based on comments

* fix comments

* modify example config path to relative path and increase maxTrialNum (#94)

* modify example config path to relative path and increase maxTrialNum

* add document

* support conda (#90) (#110)

* support install from venv and travis CI

* support install from venv and travis CI

* support install from venv and travis CI

* support conda

* support conda

* modify example config path to relative path and increase maxTrialNum

* undo messy commit

* undo messy commit

* Support pip install as root (#77)

* Typo on #58 (#122)

* PAI Training Service implementation (#128)

* PAI Training service implementation
**1. Implement PAITrainingService
**2. Add trial-keeper python module, and modify setup.py to install the module
**3. Add PAItrainingService rest server to collect metrics from PAI container.

* fix datastore for multiple final result (#129)

* Update NNI v0.2 release notes (#132)

Update NNI v0.2 release notes

* Update setup.py Makefile and documents (#130)

* update makefile and setup.py

* update makefile and setup.py

* update document

* update document

* Update Makefile no travis

*  update doc

*  update doc

* fix convert from ss to pcs (#133)

* Fix bugs about webui (#131)

* Fix webui bugs

* Fix tslint

* webui logpath and document (#135)

* Add webui document and logpath as a href

* fix tslint

* fix comments by Chengmin

* Pai training service bug fix and enhancement (#136)

* Add NNI installation scripts

* Update pai script, update NNI_out_dir

* Update NNI dir in nni sdk local.py

* Create .nni folder in nni sdk local.py

* Add check before creating .nni folder

* Fix typo for PAI_INSTALL_NNI_SHELL_FORMAT

* Improve annotation (#138)

* Improve annotation

* Minor bugfix

* Selectively install through pip (#139)

Selectively install through pip 
* update setup.py

* fix paiTrainingService bugs (#137)

* fix nnictl bug

* add hdfs host validation

* fix bugs

* fix dockerfile

* fix install.sh

* update install.sh

* fix dockerfile

* Set timeout for HDFSUtility exists function

* remove unused TODO

* fix sdk

* add optional for outputDir and dataDir

* refactor dockerfile.base

* Remove unused import in hdfsclientUtility

* Add documentation for NNI PAI mode experiment (#141)

* Add documentation for NNI PAI mode

* Fix typo based on PR comments

* Exit with subprocess return code of trial keeper

* Remove additional exit code

* Fix typo based on PR comments

* update doc for smac tuner (#140)

* Revert "Selectively install through pip (#139)" due to potential pip install issue (#142)

* Revert "Selectively install through pip (#139)"

This reverts commit 1d174836.

* Add exit code of subprocess for trial_keeper

* Update README, add link to PAImode doc

* Merge branch V0.2 to Master (#143)

* webui logpath and document (#135)

* Add webui document and logpath as a href

* fix tslint

* fix comments by Chengmin

* Pai training service bug fix and enhancement (#136)

* Add NNI installation scripts

* Update pai script, update NNI_out_dir

* Update NNI dir in nni sdk local.py

* Create .nni folder in nni sdk local.py

* Add check before creating .nni folder

* Fix typo for PAI_INSTALL_NNI_SHELL_FORMAT

* Improve annotation (#138)

* Improve annotation

* Minor bugfix

* Selectively install through pip (#139)

Selectively install through pip 
* update setup.py

* fix paiTrainingService bugs (#137)

* fix nnictl bug

* add hdfs host validation

* fix bugs

* fix dockerfile

* fix install.sh

* update install.sh

* fix dockerfile

* Set timeout for HDFSUtility exists function

* remove unused TODO

* fix sdk

* add optional for outputDir and dataDir

* refactor dockerfile.base

* Remove unused import in hdfsclientUtility

* Add documentation for NNI PAI mode experiment (#141)

* Add documentation for NNI PAI mode

* Fix typo based on PR comments

* Exit with subprocess return code of trial keeper

* Remove additional exit code

* Fix typo based on PR comments

* update doc for smac tuner (#140)

* Revert "Selectively install through pip (#139)" due to potential pip install issue (#142)

* Revert "Selectively install through pip (#139)"

This reverts commit 1d174836.

* Add exit code of subprocess for trial_keeper

* Update README, add link to PAImode doc

* fix bug (#147)

* Refactor nnictl and add config_pai.yml (#144)

* fix nnictl bug

* add hdfs host validation

* fix bugs

* fix dockerfile

* fix install.sh

* update install.sh

* fix dockerfile

* Set timeout for HDFSUtility exists function

* remove unused TODO

* fix sdk

* add optional for outputDir and dataDir

* refactor dockerfile.base

* Remove unused import in hdfsclientUtility

* add config_pai.yml

* refactor nnictl create logic and add colorful print

* fix nnictl stop logic

* add annotation for config_pai.yml

* add document for start experiment

* fix config.yml

* fix document

* Fix trial keeper wrongly exit issue (#152)

* Fix trial keeper bug, use actual exitcode to exit rather than 1

* Fix bug of table sort (#145)

* Update doc for PAIMode and v0.2 release notes (#153)

* Update v0.2 documentation regards to release note and PAI training service

* Update document to describe NNI docker image

* fix antd (#159)

* refactor experiment stopping logic

* support change concurrency

* remove trialJobs.ts

* trivial changes

* fix bugs

* fix bug

* support updating maxTrialNum

* Modify IT scripts for supporting multiple experiments

* Update ci (#175)

* Update RemoteMachineMode.md (#63)

* Remove unused classes for SQuAD QA example.

* Remove more unused functions for SQuAD QA example.

* Fix default dataset config.

* Add Makefile README (#64)

* update document (#92)

* Edit readme.md

* updated a word

* Update GetStarted.md

* Update GetStarted.md

* refact readme, getstarted and write your trial md.

* Update README.md

* Update WriteYourTrial.md

* Update WriteYourTrial.md

* Update WriteYourTrial.md

* Update WriteYourTrial.md

* Fix nnictl bugs and add new feature (#75)

* fix nnictl bug

* fix nnictl create bug

* add experiment status logic

* add more information for nnictl

* fix Evolution Tuner bug

* refactor code

* fix code in updater.py

* fix nnictl --help

* fix classArgs bug

* update check response.status_code logic

* remove Buffer warning (#100)

* update readme in ga_squad

* update readme

* fix typo

* Update README.md

* Update README.md

* Update README.md

* Add support for debugging mode

* modify CI cuz of refracting exp stop

* update CI for expstop

* update CI for expstop

* update CI for expstop

* update CI for expstop

* update CI for expstop

* update CI for expstop

* update CI for expstop

* update CI for expstop

* update CI for expstop

* file saving

* fix issues from code merge

* remove $(INSTALL_PREFIX)/nni/nni_manager before install

* fix indent

* fix merge issue

* socket close

* update port

* fix merge error

* modify ci logic in nnimanager

* fix ci

* fix bug

* change suspended to done

* update ci (#229)

* update ci

* update ci

* update ci (#232)

* update ci

* update ci

* update azure-pipelines

* update azure-pipelines

* update ci (#233)

* update ci

* update ci

* update azure-pipelines

* update azure-pipelines

* update azure-pipelines

* run.py (#238)

* Nnupdate ci (#239)

* run.py

* test ci

* Nnupdate ci (#240)

* run.py

* test ci

* test ci

* Udci (#241)

* run.py

* test ci

* test ci

* test ci

* update ci (#242)

* run.py

* test ci

* test ci

* test ci

* update ci

* revert install.sh (#244)

* run.py

* test ci

* test ci

* test ci

* update ci

* revert install.sh

* add comments

* remove assert

* trivial change

* trivial change

* update Makefile (#246)

* update Makefile

* update Makefile

* quick fix for ci (#248)

* add update trialNum and fix bugs (#261)

* Add builtin tuner to CI (#247)

* update Makefile

* update Makefile

* add builtin-tuner test

* add builtin-tuner test

* refractor ci

* update azure.yml

* add built-in tuner test

* fix bugs

* Doc refactor (#258)

* doc refactor

* image name refactor

* Refactor nnictl to support listing stopped experiments. (#256)

Refactor nnictl to support listing stopped experiments.

* Show experiment parameters more beautifully (#262)

* fix error on example of RemoteMachineMode (#269)

* add pycharm project files to .gitignore list

* update pylintrc to conform vscode settings

* fix RemoteMachineMode for wrong trainingServicePlatform

* Update docker file to use latest nni release (#263)

* fix bug about execDuration and endTime (#270)

* fix bug about execDuration and endTime

* modify time interval to 30 seconds

* refactor based on Gems's suggestion

* for triggering ci

* Refactor dockerfile (#264)

* refactor Dockerfile

* Support nnictl tensorboard (#268)

support tensorboard

* Sdk update (#272)

* Rename get_parameters to get_next_parameter

* annotations add get_next_parameter

* updates

* updates

* updates

* updates

* updates

* add experiment log path to experiment profile (#276)

* refactor extract reward from dict by tuner

* update Makefile for mac support, wait for aka.ms support

* refix Makefile for colorful echo

* unversion config.yml with machine information

* sync graph.py between tuners & trial of ga_squad

* sync graph.py between tuners & trial of ga_squad

* copy weight shared ga_squad under weight_sharing folder

* mv ga_squad code back to master

* simple tuner & trial ready

* Fix nnictl multiThread option

* weight sharing with async dispatcher simple example ready

* update for ga_squad

* fix bug

* modify multihead attention name

* add min_layer_num to Graph

* fix bug

* update share id calc

* fix bug

* add save logging

* fix ga_squad tuner bug

* sync bug fix for ga_squad tuner

* fix same hash_id bug

* add lock to simple tuner in weight sharing

* Add readme to simple weight sharing

* update

* update

* add paper link

* update

* reformat with autopep8

* add documentation for weight sharing

* test for weight sharing

* delete irrelevant files

* move details of weight sharing in to code comments

* Dev weight sharing update doc (#577)

* add pycharm project files to .gitignore list

* update pylintrc to conform vscode settings

* fix RemoteMachineMode for wrong trainingServicePlatform

* simple weight sharing

* update gitignore file

* change tuner codedir to relative path

* add python cache files to gitignore list

* move extract scalar reward logic from dispatcher to tuner

* update tuner code corresponding to last commit

* update doc for receive_trial_result api change

* add numpy to package whitelist of pylint

* distinguish param value from return reward for tuner.extract_scalar_reward

* update pylintrc

* add comments to dispatcher.handle_report_metric_data

* update install for mac support

* fix root mode bug on Makefile

* Quick fix bug: nnictl port value error (#245)

* fix port bug

* Dev exp stop more (#221)

* Exp stop refactor (#161)

* Update RemoteMachineMode.md (#63)

* Remove unused classes for SQuAD QA example.

* Remove more unused functions for SQuAD QA example.

* Fix default dataset config.

* Add Makefile README (#64)

* update document (#92)

* Edit readme.md

* updated a word

* Update GetStarted.md

* Update GetStarted.md

* refact readme, getstarted and write your trial md.

* Update README.md

* Update WriteYourTrial.md

* Update WriteYourTrial.md

* Update WriteYourTrial.md

* Update WriteYourTrial.md

* Fix nnictl bugs and add new feature (#75)

* fix nnictl bug

* fix nnictl create bug

* add experiment status logic

* add more information for nnictl

* fix Evolution Tuner bug

* refactor code

* fix code in updater.py

* fix nnictl --help

* fix classArgs bug

* update check response.status_code logic

* remove Buffer warning (#100)

* update readme in ga_squad

* update readme

* fix typo

* Update README.md

* Update README.md

* Update README.md

* Add support for debugging mode

* fix setup.py (#115)

* Add DAG model configuration format for SQuAD example.

* Explain config format for SQuAD QA model.

* Add more detailed introduction about the evolution algorithm.

* Fix install.sh add add trial log path (#109)

* fix nnictl bug

* fix nnictl create bug

* add experiment status logic

* add more information for nnictl

* fix Evolution Tuner bug

* refactor code

* fix code in updater.py

* fix nnictl --help

* fix classArgs bug

* update check response.status_code logic

* show trial log path

* update document

* fix install.sh

* set default vallue for maxTrialNum and maxExecDuration

* fix nnictl

* Dev smac (#116)

* support package install (#91)

* fix nnictl bug

* support package install

* update

* update package install logic

* Fix package install issue (#95)

* fix nnictl bug

* fix pakcage install

* support SMAC as a tuner on nni (#81)

* update doc

* update doc

* update doc

* update hyperopt installation

* update doc

* update doc

* update description in setup.py

* update setup.py

* modify encoding

* encoding

* add encoding

* remove pymc3

* update doc

* update builtin tuner spec

* support smac in sdk, fix logging issue

* support smac tuner

* add optimize_mode

* update config in nnictl

* add __init__.py

* update smac

* update import path

* update setup.py: remove entry_point

* update rest server validation

* fix bug in nnictl launcher

* support classArgs: optimize_mode

* quick fix bug

* test travis

* add dependency

* add dependency

* add dependency

* add dependency

* create smac python package

* fix trivial points

* optimize import of tuners, modify nnictl accordingly

* fix bug: incorrect algorithm_name

* trivial refactor

* for debug

* support virtual

* update doc of SMAC

* update smac requirements

* update requirements

* change debug mode

* update doc

* update doc

* refactor based on comments

* fix comments

* modify example config path to relative path and increase maxTrialNum (#94)

* modify example config path to relative path and increase maxTrialNum

* add document

* support conda (#90) (#110)

* support install from venv and travis CI

* support install from venv and travis CI

* support install from venv and travis CI

* support conda

* support conda

* modify example config path to relative path and increase maxTrialNum

* undo messy commit

* undo messy commit

* Support pip install as root (#77)

* Typo on #58 (#122)

* PAI Training Service implementation (#128)

* PAI Training service implementation
**1. Implement PAITrainingService
**2. Add trial-keeper python module, and modify setup.py to install the module
**3. Add PAItrainingService rest server to collect metrics from PAI container.

* fix datastore for multiple final result (#129)

* Update NNI v0.2 release notes (#132)

Update NNI v0.2 release notes

* Update setup.py Makefile and documents (#130)

* update makefile and setup.py

* update makefile and setup.py

* update document

* update document

* Update Makefile no travis

*  update doc

*  update doc

* fix convert from ss to pcs (#133)

* Fix bugs about webui (#131)

* Fix webui bugs

* Fix tslint

* webui logpath and document (#135)

* Add webui document and logpath as a href

* fix tslint

* fix comments by Chengmin

* Pai training service bug fix and enhancement (#136)

* Add NNI installation scripts

* Update pai script, update NNI_out_dir

* Update NNI dir in nni sdk local.py

* Create .nni folder in nni sdk local.py

* Add check before creating .nni folder

* Fix typo for PAI_INSTALL_NNI_SHELL_FORMAT

* Improve annotation (#138)

* Improve annotation

* Minor bugfix

* Selectively install through pip (#139)

Selectively install through pip 
* update setup.py

* fix paiTrainingService bugs (#137)

* fix nnictl bug

* add hdfs host validation

* fix bugs

* fix dockerfile

* fix install.sh

* update install.sh

* fix dockerfile

* Set timeout for HDFSUtility exists function

* remove unused TODO

* fix sdk

* add optional for outputDir and dataDir

* refactor dockerfile.base

* Remove unused import in hdfsclientUtility

* Add documentation for NNI PAI mode experiment (#141)

* Add documentation for NNI PAI mode

* Fix typo based on PR comments

* Exit with subprocess return code of trial keeper

* Remove additional exit code

* Fix typo based on PR comments

* update doc for smac tuner (#140)

* Revert "Selectively install through pip (#139)" due to potential pip install issue (#142)

* Revert "Selectively install through pip (#139)"

This reverts commit 1d174836.

* Add exit code of subprocess for trial_keeper

* Update README, add link to PAImode doc

* Merge branch V0.2 to Master (#143)

* webui logpath and document (#135)

* Add webui document and logpath as a href

* fix tslint

* fix comments by Chengmin

* Pai training service bug fix and enhancement (#136)

* Add NNI installation scripts

* Update pai script, update NNI_out_dir

* Update NNI dir in nni sdk local.py

* Create .nni folder in nni sdk local.py

* Add check before creating .nni folder

* Fix typo for PAI_INSTALL_NNI_SHELL_FORMAT

* Improve annotation (#138)

* Improve annotation

* Minor bugfix

* Selectively install through pip (#139)

Selectively install through pip 
* update setup.py

* fix paiTrainingService bugs (#137)

* fix nnictl bug

* add hdfs host validation

* fix bugs

* fix dockerfile

* fix install.sh

* update install.sh

* fix dockerfile

* Set timeout for HDFSUtility exists function

* remove unused TODO

* fix sdk

* add optional for outputDir and dataDir

* refactor dockerfile.base

* Remove unused import in hdfsclientUtility

* Add documentation for NNI PAI mode experiment (#141)

* Add documentation for NNI PAI mode

* Fix typo based on PR comments

* Exit with subprocess return code of trial keeper

* Remove additional exit code

* Fix typo based on PR comments

* update doc for smac tuner (#140)

* Revert "Selectively install through pip (#139)" due to potential pip install issue (#142)

* Revert "Selectively install through pip (#139)"

This reverts commit 1d174836.

* Add exit code of subprocess for trial_keeper

* Update README, add link to PAImode doc

* fix bug (#147)

* Refactor nnictl and add config_pai.yml (#144)

* fix nnictl bug

* add hdfs host validation

* fix bugs

* fix dockerfile

* fix install.sh

* update install.sh

* fix dockerfile

* Set timeout for HDFSUtility exists function

* remove unused TODO

* fix sdk

* add optional for outputDir and dataDir

* refactor dockerfile.base

* Remove unused import in hdfsclientUtility

* add config_pai.yml

* refactor nnictl create logic and add colorful print

* fix nnictl stop logic

* add annotation for config_pai.yml

* add document for start experiment

* fix config.yml

* fix document

* Fix trial keeper wrongly exit issue (#152)

* Fix trial keeper bug, use actual exitcode to exit rather than 1

* Fix bug of table sort (#145)

* Update doc for PAIMode and v0.2 release notes (#153)

* Update v0.2 documentation regards to release note and PAI training service

* Update document to describe NNI docker image

* fix antd (#159)

* refactor experiment stopping logic

* support change concurrency

* remove trialJobs.ts

* trivial changes

* fix bugs

* fix bug

* support updating maxTrialNum

* Modify IT scripts for supporting multiple experiments

* Update ci (#175)

* Update RemoteMachineMode.md (#63)

* Remove unused classes for SQuAD QA example.

* Remove more unused functions for SQuAD QA example.

* Fix default dataset config.

* Add Makefile README (#64)

* update document (#92)

* Edit readme.md

* updated a word

* Update GetStarted.md

* Update GetStarted.md

* refact readme, getstarted and write your trial md.

* Update README.md

* Update WriteYourTrial.md

* Update WriteYourTrial.md

* Update WriteYourTrial.md

* Update WriteYourTrial.md

* Fix nnictl bugs and add new feature (#75)

* fix nnictl bug

* fix nnictl create bug

* add experiment status logic

* add more information for nnictl

* fix Evolution Tuner bug

* refactor code

* fix code in updater.py

* fix nnictl --help

* fix classArgs bug

* update check response.status_code logic

* remove Buffer warning (#100)

* update readme in ga_squad

* update readme

* fix typo

* Update README.md

* Update README.md

* Update README.md

* Add support for debugging mode

* modify CI cuz of refracting exp stop

* update CI for expstop

* update CI for expstop

* update CI for expstop

* update CI for expstop

* update CI for expstop

* update CI for expstop

* update CI for expstop

* update CI for expstop

* update CI for expstop

* file saving

* fix issues from code merge

* remove $(INSTALL_PREFIX)/nni/nni_manager before install

* fix indent

* fix merge issue

* socket close

* update port

* fix merge error

* modify ci logic in nnimanager

* fix ci

* fix bug

* change suspended to done

* update ci (#229)

* update ci

* update ci

* update ci (#232)

* update ci

* update ci

* update azure-pipelines

* update azure-pipelines

* update ci (#233)

* update ci

* update ci

* update azure-pipelines

* update azure-pipelines

* update azure-pipelines

* run.py (#238)

* Nnupdate ci (#239)

* run.py

* test ci

* Nnupdate ci (#240)

* run.py

* test ci

* test ci

* Udci (#241)

* run.py

* test ci

* test ci

* test ci

* update ci (#242)

* run.py

* test ci

* test ci

* test ci

* update ci

* revert install.sh (#244)

* run.py

* test ci

* test ci

* test ci

* update ci

* revert install.sh

* add comments

* remove assert

* trivial change

* trivial change

* update Makefile (#246)

* update Makefile

* update Makefile

* quick fix for ci (#248)

* add update trialNum and fix bugs (#261)

* Add builtin tuner to CI (#247)

* update Makefile

* update Makefile

* add builtin-tuner test

* add builtin-tuner test

* refractor ci

* update azure.yml

* add built-in tuner test

* fix bugs

* Doc refactor (#258)

* doc refactor

* image name refactor

* Refactor nnictl to support listing stopped experiments. (#256)

Refactor nnictl to support listing stopped experiments.

* Show experiment parameters more beautifully (#262)

* fix error on example of RemoteMachineMode (#269)

* add pycharm project files to .gitignore list

* update pylintrc to conform vscode settings

* fix RemoteMachineMode for wrong trainingServicePlatform

* Update docker file to use latest nni release (#263)

* fix bug about execDuration and endTime (#270)

* fix bug about execDuration and endTime

* modify time interval to 30 seconds

* refactor based on Gems's suggestion

* for triggering ci

* Refactor dockerfile (#264)

* refactor Dockerfile

* Support nnictl tensorboard (#268)

support tensorboard

* Sdk update (#272)

* Rename get_parameters to get_next_parameter

* annotations add get_next_parameter

* updates

* updates

* updates

* updates

* updates

* add experiment log path to experiment profile (#276)

* refactor extract reward from dict by tuner

* update Makefile for mac support, wait for aka.ms support

* refix Makefile for colorful echo

* unversion config.yml with machine information

* sync graph.py between tuners & trial of ga_squad

* sync graph.py between tuners & trial of ga_squad

* copy weight shared ga_squad under weight_sharing folder

* mv ga_squad code back to master

* simple tuner & trial ready

* Fix nnictl multiThread option

* weight sharing with async dispatcher simple example ready

* update for ga_squad

* fix bug

* modify multihead attention name

* add min_layer_num to Graph

* fix bug

* update share id calc

* fix bug

* add save logging

* fix ga_squad tuner bug

* sync bug fix for ga_squad tuner

* fix same hash_id bug

* add lock to simple tuner in weight sharing

* Add readme to simple weight sharing

* update

* update

* add paper link

* update

* reformat with autopep8

* add documentation for weight sharing

* test for weight sharing

* delete irrelevant files

* move details of weight sharing in to code comments

* add example section

* Dev weight sharing update (#579)

* add pycharm project files to .gitignore list

* update pylintrc to conform vscode settings

* fix RemoteMachineMode for wrong trainingServicePlatform

* simple weight sharing

* update gitignore file

* change tuner codedir to relative path

* add python cache files to gitignore list

* move extract scalar reward logic from dispatcher to tuner

* update tuner code corresponding to last commit

* update doc for receive_trial_result api change

* add numpy to package whitelist of pylint

* distinguish param value from return reward for tuner.extract_scalar_reward

* update pylintrc

* add comments to dispatcher.handle_report_metric_data

* update install for mac support

* fix root mode bug on Makefile

* Quick fix bug: nnictl port value error (#245)

* fix port bug

* Dev exp stop more (#221)

* Exp stop refactor (#161)

* Update RemoteMachineMode.md (#63)

* Remove unused classes for SQuAD QA example.

* Remove more unused functions for SQuAD QA example.

* Fix default dataset config.

* Add Makefile README (#64)

* update document (#92)

* Edit readme.md

* updated a word

* Update GetStarted.md

* Update GetStarted.md

* refact readme, getstarted and write your trial md.

* Update README.md

* Update WriteYourTrial.md

* Update WriteYourTrial.md

* Update WriteYourTrial.md

* Update WriteYourTrial.md

* Fix nnictl bugs and add new feature (#75)

* fix nnictl bug

* fix nnictl create bug

* add experiment status logic

* add more information for nnictl

* fix Evolution Tuner bug

* refactor code

* fix code in updater.py

* fix nnictl --help

* fix classArgs bug

* update check response.status_code logic

* remove Buffer warning (#100)

* update readme in ga_squad

* update readme

* fix typo

* Update README.md

* Update README.md

* Update README.md

* Add support for debugging mode

* fix setup.py (#115)

* Add DAG model configuration format for SQuAD example.

* Explain config format for SQuAD QA model.

* Add more detailed introduction about the evolution algorithm.

* Fix install.sh add add trial log path (#109)

* fix nnictl bug

* fix nnictl create bug

* add experiment status logic

* add more information for nnictl

* fix Evolution Tuner bug

* refactor code

* fix code in updater.py

* fix nnictl --help

* fix classArgs bug

* update check response.status_code logic

* show trial log path

* update document

* fix install.sh

* set default vallue for maxTrialNum and maxExecDuration

* fix nnictl

* Dev smac (#116)

* support package install (#91)

* fix nnictl bug

* support package install

* update

* update package install logic

* Fix package install issue (#95)

* fix nnictl bug

* fix pakcage install

* support SMAC as a tuner on nni (#81)

* update doc

* update doc

* update doc

* update hyperopt installation

* update doc

* update doc

* update description in setup.py

* update setup.py

* modify encoding

* encoding

* add encoding

* remove pymc3

* update doc

* update builtin tuner spec

* support smac in sdk, fix logging issue

* support smac tuner

* add optimize_mode

* update config in nnictl

* add __init__.py

* update smac

* update import path

* update setup.py: remove entry_point

* update rest server validation

* fix bug in nnictl launcher

* support classArgs: optimize_mode

* quick fix bug

* test travis

* add dependency

* add dependency

* add dependency

* add dependency

* create smac python package

* fix trivial points

* optimize import of tuners, modify nnictl accordingly

* fix bug: incorrect algorithm_name

* trivial refactor

* for debug

* support virtual

* update doc of SMAC

* update smac requirements

* update requirements

* change debug mode

* update doc

* update doc

* refactor based on comments

* fix comments

* modify example config path to relative path and increase maxTrialNum (#94)

* modify example config path to relative path and increase maxTrialNum

* add document

* support conda (#90) (#110)

* support install from venv and travis CI

* support install from venv and travis CI

* support install from venv and travis CI

* support conda

* support conda

* modify example config path to relative path and increase maxTrialNum

* undo messy commit

* undo messy commit

* Support pip install as root (#77)

* Typo on #58 (#122)

* PAI Training Service implementation (#128)

* PAI Training service implementation
**1. Implement PAITrainingService
**2. Add trial-keeper python module, and modify setup.py to install the module
**3. Add PAItrainingService rest server to collect metrics from PAI container.

* fix datastore for multiple final result (#129)

* Update NNI v0.2 release notes (#132)

Update NNI v0.2 release notes

* Update setup.py Makefile and documents (#130)

* update makefile and setup.py

* update makefile and setup.py

* update document

* update document

* Update Makefile no travis

*  update doc

*  update doc

* fix convert from ss to pcs (#133)

* Fix bugs about webui (#131)

* Fix webui bugs

* Fix tslint

* webui logpath and document (#135)

* Add webui document and logpath as a href

* fix tslint

* fix comments by Chengmin

* Pai training service bug fix and enhancement (#136)

* Add NNI installation scripts

* Update pai script, update NNI_out_dir

* Update NNI dir in nni sdk local.py

* Create .nni folder in nni sdk local.py

* Add check before creating .nni folder

* Fix typo for PAI_INSTALL_NNI_SHELL_FORMAT

* Improve annotation (#138)

* Improve annotation

* Minor bugfix

* Selectively install through pip (#139)

Selectively install through pip 
* update setup.py

* fix paiTrainingService bugs (#137)

* fix nnictl bug

* add hdfs host validation

* fix bugs

* fix dockerfile

* fix install.sh

* update install.sh

* fix dockerfile

* Set timeout for HDFSUtility exists function

* remove unused TODO

* fix sdk

* add optional for outputDir and dataDir

* refactor dockerfile.base

* Remove unused import in hdfsclientUtility

* Add documentation for NNI PAI mode experiment (#141)

* Add documentation for NNI PAI mode

* Fix typo based on PR comments

* Exit with subprocess return code of trial keeper

* Remove additional exit code

* Fix typo based on PR comments

* update doc for smac tuner (#140)

* Revert "Selectively install through pip (#139)" due to potential pip install issue (#142)

* Revert "Selectively install through pip (#139)"

This reverts commit 1d174836.

* Add exit code of subprocess for trial_keeper

* Update README, add link to PAImode doc

* Merge branch V0.2 to Master (#143)

* webui logpath and document (#135)

* Add webui document and logpath as a href

* fix tslint

* fix comments by Chengmin

* Pai training service bug fix and enhancement (#136)

* Add NNI installation scripts

* Update pai script, update NNI_out_dir

* Update NNI dir in nni sdk local.py

* Create .nni folder in nni sdk local.py

* Add check before creating .nni folder

* Fix typo for PAI_INSTALL_NNI_SHELL_FORMAT

* Improve annotation (#138)

* Improve annotation

* Minor bugfix

* Selectively install through pip (#139)

Selectively install through pip 
* update setup.py

* fix paiTrainingService bugs (#137)

* fix nnictl bug

* add hdfs host validation

* fix bugs

* fix dockerfile

* fix install.sh

* update install.sh

* fix dockerfile

* Set timeout for HDFSUtility exists function

* remove unused TODO

* fix sdk

* add optional for outputDir and dataDir

* refactor dockerfile.base

* Remove unused import in hdfsclientUtility

* Add documentation for NNI PAI mode experiment (#141)

* Add documentation for NNI PAI mode

* Fix typo based on PR comments

* Exit with subprocess return code of trial keeper

* Remove additional exit code

* Fix typo based on PR comments

* update doc for smac tuner (#140)

* Revert "Selectively install through pip (#139)" due to potential pip install issue (#142)

* Revert "Selectively install through pip (#139)"

This reverts commit 1d174836.

* Add exit code of subprocess for trial_keeper

* Update README, add link to PAImode doc

* fix bug (#147)

* Refactor nnictl and add config_pai.yml (#144)

* fix nnictl bug

* add hdfs host validation

* fix bugs

* fix dockerfile

* fix install.sh

* update install.sh

* fix dockerfile

* Set timeout for HDFSUtility exists function

* remove unused TODO

* fix sdk

* add optional for outputDir and dataDir

* refactor dockerfile.base

* Remove unused import in hdfsclientUtility

* add config_pai.yml

* refactor nnictl create logic and add colorful print

* fix nnictl stop logic

* add annotation for config_pai.yml

* add document for start experiment

* fix config.yml

* fix document

* Fix trial keeper wrongly exit issue (#152)

* Fix trial keeper bug, use actual exitcode to exit rather than 1

* Fix bug of table sort (#145)

* Update doc for PAIMode and v0.2 release notes (#153)

* Update v0.2 documentation regards to release note and PAI training service

* Update document to describe NNI docker image

* fix antd (#159)

* refactor experiment stopping logic

* support change concurrency

* remove trialJobs.ts

* trivial changes

* fix bugs

* fix bug

* support updating maxTrialNum

* Modify IT scripts for supporting multiple experiments

* Update ci (#175)

* Update RemoteMachineMode.md (#63)

* Remove unused classes for SQuAD QA example.

* Remove more unused functions for SQuAD QA example.

* Fix default dataset config.

* Add Makefile README (#64)

* update document (#92)

* Edit readme.md

* updated a word

* Update GetStarted.md

* Update GetStarted.md

* refact readme, getstarted and write your trial md.

* Update README.md

* Update WriteYourTrial.md

* Update WriteYourTrial.md

* Update WriteYourTrial.md

* Update WriteYourTrial.md

* Fix nnictl bugs and add new feature (#75)

* fix nnictl bug

* fix nnictl create bug

* add experiment status logic

* add more information for nnictl

* fix Evolution Tuner bug

* refactor code

* fix code in updater.py

* fix nnictl --help

* fix classArgs bug

* update check response.status_code logic

* remove Buffer warning (#100)

* update readme in ga_squad

* update readme

* fix typo

* Update README.md

* Update README.md

* Update README.md

* Add support for debugging mode

* modify CI cuz of refracting exp stop

* update CI for expstop

* update CI for expstop

* update CI for expstop

* update CI for expstop

* update CI for expstop

* update CI for expstop

* update CI for expstop

* update CI for expstop

* update CI for expstop

* file saving

* fix issues from code merge

* remove $(INSTALL_PREFIX)/nni/nni_manager before install

* fix indent

* fix merge issue

* socket close

* update port

* fix merge error

* modify ci logic in nnimanager

* fix ci

* fix bug

* change suspended to done

* update ci (#229)

* update ci

* update ci

* update ci (#232)

* update ci

* update ci

* update azure-pipelines

* update azure-pipelines

* update ci (#233)

* update ci

* update ci

* update azure-pipelines

* update azure-pipelines

* update azure-pipelines

* run.py (#238)

* Nnupdate ci (#239)

* run.py

* test ci

* Nnupdate ci (#240)

* run.py

* test ci

* test ci

* Udci (#241)

* run.py

* test ci

* test ci

* test ci

* update ci (#242)

* run.py

* test ci

* test ci

* test ci

* update ci

* revert install.sh (#244)

* run.py

* test ci

* test ci

* test ci

* update ci

* revert install.sh

* add comments

* remove assert

* trivial change

* trivial change

* update Makefile (#246)

* update Makefile

* update Makefile

* quick fix for ci (#248)

* add update trialNum and fix bugs (#261)

* Add builtin tuner to CI (#247)

* update Makefile

* update Makefile

* add builtin-tuner test

* add builtin-tuner test

* refractor ci

* update azure.yml

* add built-in tuner test

* fix bugs

* Doc refactor (#258)

* doc refactor

* image name refactor

* Refactor nnictl to support listing stopped experiments. (#256)

Refactor nnictl to support listing stopped experiments.

* Show experiment parameters more beautifully (#262)

* fix error on example of RemoteMachineMode (#269)

* add pycharm project files to .gitignore list

* update pylintrc to conform vscode settings

* fix RemoteMachineMode for wrong trainingServicePlatform

* Update docker file to use latest nni release (#263)

* fix bug about execDuration and endTime (#270)

* fix bug about execDuration and endTime

* modify time interval to 30 seconds

* refactor based on Gems's suggestion

* for triggering ci

* Refactor dockerfile (#264)

* refactor Dockerfile

* Support nnictl tensorboard (#268)

support tensorboard

* Sdk update (#272)

* Rename get_parameters to get_next_parameter

* annotations add get_next_parameter

* updates

* updates

* updates

* updates

* updates

* add experiment log path to experiment profile (#276)

* refactor extract reward from dict by tuner

* update Makefile for mac support, wait for aka.ms support

* refix Makefile for colorful echo

* unversion config.yml with machine information

* sync graph.py between tuners & trial of ga_squad

* sync graph.py between tuners & trial of ga_squad

* copy weight shared ga_squad under weight_sharing folder

* mv ga_squad code back to master

* simple tuner & trial ready

* Fix nnictl multiThread option

* weight sharing with async dispatcher simple example ready

* update for ga_squad

* fix bug

* modify multihead attention name

* add min_layer_num to Graph

* fix bug

* update share id calc

* fix bug

* add save logging

* fix ga_squad tuner bug

* sync bug fix for ga_squad tuner

* fix same hash_id bug

* add lock to simple tuner in weight sharing

* Add readme to simple weight sharing

* update

* update

* add paper link

* update

* reformat with autopep8

* add documentation for weight sharing

* test for weight sharing

* delete irrelevant files

* move details of weight sharing in to code comments

* add example section

* update weight sharing tutorial

* Dev weight sharing (#581)

* add pycharm project files to .gitignore list

* update pylintrc to conform vscode settings

* fix RemoteMachineMode for wrong trainingServicePlatform

* simple weight sharing

* update gitignore file

* change tuner codedir to relative path

* add python cache files to gitignore list

* move extract scalar reward logic from dispatcher to tuner

* update tuner code corresponding to last commit

* update doc for receive_trial_result api change

* add numpy to package whitelist of pylint

* distinguish param value from return reward for tuner.extract_scalar_reward

* update pylintrc

* add comments to dispatcher.handle_report_metric_data

* update install for mac support

* fix root mode bug on Makefile

* Quick fix bug: nnictl port value error (#245)

* fix port bug

* Dev exp stop more (#221)

* Exp stop refactor (#161)

* Update RemoteMachineMode.md (#63)

* Remove unused classes for SQuAD QA example.

* Remove more unused functions for SQuAD QA example.

* Fix default dataset config.

* Add Makefile README (#64)

* update document (#92)

* Edit readme.md

* updated a word

* Update GetStarted.md

* Update GetStarted.md

* refact readme, getstarted and write your trial md.

* Update README.md

* Update WriteYourTrial.md

* Update WriteYourTrial.md

* Update WriteYourTrial.md

* Update WriteYourTrial.md

* Fix nnictl bugs and add new feature (#75)

* fix nnictl bug

* fix nnictl create bug

* add experiment status logic

* add more information for nnictl

* fix Evolution Tuner bug

* refactor code

* fix code in updater.py

* fix nnictl --help

* fix classArgs bug

* update check response.status_code logic

* remove Buffer warning (#100)

* update readme in ga_squad

* update readme

* fix typo

* Update README.md

* Update README.md

* Update README.md

* Add support for debugging mode

* fix setup.py (#115)

* Add DAG model configuration format for SQuAD example.

* Explain config format for SQuAD QA model.

* Add more detailed introduction about the evolution algorithm.

* Fix install.sh add add trial log path (#109)

* fix nnictl bug

* fix nnictl create bug

* add experiment status logic

* add more information for nnictl

* fix Evolution Tuner bug

* refactor code

* fix code in updater.py

* fix nnictl --help

* fix classArgs bug

* update check response.status_code logic

* show trial log path

* update document

* fix install.sh

* set default vallue for maxTrialNum and maxExecDuration

* fix nnictl

* Dev smac (#116)

* support package install (#91)

* fix nnictl bug

* support package install

* update

* update package install logic

* Fix package install issue (#95)

* fix nnictl bug

* fix pakcage install

* support SMAC as a tuner on nni (#81)

* update doc

* update doc

* update doc

* update hyperopt installation

* update doc

* update doc

* update description in setup.py

* update setup.py

* modify encoding

* encoding

* add encoding

* remove pymc3

* update doc

* update builtin tuner spec

* support smac in sdk, fix logging issue

* support smac tuner

* add optimize_mode

* update config in nnictl

* add __init__.py

* update smac

* update import path

* update setup.py: remove entry_point

* update rest server validation

* fix bug in nnictl launcher

* support classArgs: optimize_mode

* quick fix bug

* test travis

* add dependency

* add dependency

* add dependency

* add dependency

* create smac python package

* fix trivial points

* optimize import of tuners, modify nnictl accordingly

* fix bug: incorrect algorithm_name

* trivial refactor

* for debug

* support virtual

* update doc of SMAC

* update smac requirements

* update requirements

* change debug mode

* update doc

* update doc

* refactor based on comments

* fix comments

* modify example config path to relative path and increase maxTrialNum (#94)

* modify example config path to relative path and increase maxTrialNum

* add document

* support conda (#90) (#110)

* support install from venv and travis CI

* support install from venv and travis CI

* support install from venv and travis CI

* support conda

* support conda

* modify example config path to relative path and increase maxTrialNum

* undo messy commit

* undo messy commit

* Support pip install as root (#77)

* Typo on #58 (#122)

* PAI Training Service implementation (#128)

* PAI Training service implementation
**1. Implement PAITrainingService
**2. Add trial-keeper python module, and modify setup.py to install the module
**3. Add PAItrainingService rest server to collect metrics from PAI container.

* fix datastore for multiple final result (#129)

* Update NNI v0.2 release notes (#132)

Update NNI v0.2 release notes

* Update setup.py Makefile and documents (#130)

* update makefile and setup.py

* update makefile and setup.py

* update document

* update document

* Update Makefile no travis

*  update doc

*  update doc

* fix convert from ss to pcs (#133)

* Fix bugs about webui (#131)

* Fix webui bugs

* Fix tslint

* webui logpath and document (#135)

* Add webui document and logpath as a href

* fix tslint

* fix comments by Chengmin

* Pai training service bug fix and enhancement (#136)

* Add NNI installation scripts

* Update pai script, update NNI_out_dir

* Update NNI dir in nni sdk local.py

* Create .nni folder in nni sdk local.py

* Add check before creating .nni folder

* Fix typo for PAI_INSTALL_NNI_SHELL_FORMAT

* Improve annotation (#138)

* Improve annotation

* Minor bugfix

* Selectively install through pip (#139)

Selectively install through pip 
* update setup.py

* fix paiTrainingService bugs (#137)

* fix nnictl bug

* add hdfs host validation

* fix bugs

* fix dockerfile

* fix install.sh

* update install.sh

* fix dockerfile

* Set timeout for HDFSUtility exists function

* remove unused TODO

* fix sdk

* add optional for outputDir and dataDir

* refactor dockerfile.base

* Remove unused import in hdfsclientUtility

* Add documentation for NNI PAI mode experiment (#141)

* Add documentation for NNI PAI mode

* Fix typo based on PR comments

* Exit with subprocess return code of trial keeper

* Remove additional exit code

* Fix typo based on PR comments

* update doc for smac tuner (#140)

* Revert "Selectively install through pip (#139)" due to potential pip install issue (#142)

* Revert "Selectively install through pip (#139)"

This reverts commit 1d174836.

* Add exit code of subprocess for trial_keeper

* Update README, add link to PAImode doc

* Merge branch V0.2 to Master (#143)

* webui logpath and document (#135)

* Add webui document and logpath as a href

* fix tslint

* fix comments by Chengmin

* Pai training service bug fix and enhancement (#136)

* Add NNI installation scripts

* Update pai script, update NNI_out_dir

* Update NNI dir in nni sdk local.py

* Create .nni folder in nni sdk local.py

* Add check before creating .nni folder

* Fix typo for PAI_INSTALL_NNI_SHELL_FORMAT

* Improve annotation (#138)

* Improve annotation

* Minor bugfix

* Selectively install through pip (#139)

Selectively install through pip 
* update setup.py

* fix paiTrainingService bugs (#137)

* fix nnictl bug

* add hdfs host validation

* fix bugs

* fix dockerfile

* fix install.sh

* update install.sh

* fix dockerfile

* Set timeout for HDFSUtility exists function

* remove unused TODO

* fix sdk

* add optional for outputDir and dataDir

* refactor dockerfile.base

* Remove unused import in hdfsclientUtility

* Add documentation for NNI PAI mode experiment (#141)

* Add documentation for NNI PAI mode

* Fix typo based on PR comments

* Exit with subprocess return code of trial keeper

* Remove additional exit code

* Fix typo based on PR comments

* update doc for smac tuner (#140)

* Revert "Selectively install through pip (#139)" due to potential pip install issue (#142)

* Revert "Selectively install through pip (#139)"

This reverts commit 1d174836.

* Add exit code of subprocess for trial_keeper

* Update README, add link to PAImode doc

* fix bug (#147)

* Refactor nnictl and add config_pai.yml (#144)

* fix nnictl bug

* add hdfs host validation

* fix bugs

* fix dockerfile

* fix install.sh

* update install.sh

* fix dockerfile

* Set timeout for HDFSUtility exists function

* remove unused TODO

* fix sdk

* add optional for outputDir and dataDir

* refactor dockerfile.base

* Remove unused import in hdfsclientUtility

* add config_pai.yml

* refactor nnictl create logic and add colorful print

* fix nnictl stop logic

* add annotation for config_pai.yml

* add document for start experiment

* fix config.yml

* fix document

* Fix trial keeper wrongly exit issue (#152)

* Fix trial keeper bug, use actual exitcode to exit rather than 1

* Fix bug of table sort (#145)

* Update doc for PAIMode and v0.2 release notes (#153)

* Update v0.2 documentation regards to release note and PAI training service

* Update document to describe NNI docker image

* fix antd (#159)

* refactor experiment stopping logic

* support change concurrency

* remove trialJobs.ts

* trivial changes

* fix bugs

* fix bug

* support updating maxTrialNum

* Modify IT scripts for supporting multiple experiments

* Update ci (#175)

* Update RemoteMachineMode.md (#63)

* Remove unused classes for SQuAD QA example.

* Remove more unused functions for SQuAD QA example.

* Fix default dataset config.

* Add Makefile README (#64)

* update document (#92)

* Edit readme.md

* updated a word

* Update GetStarted.md

* Update GetStarted.md

* refact readme, getstarted and write your trial md.

* Update README.md

* Update WriteYourTrial.md

* Update WriteYourTrial.md

* Update WriteYourTrial.md

* Update WriteYourTrial.md

* Fix nnictl bugs and add new feature (#75)

* fix nnictl bug

* fix nnictl create bug

* add experiment status logic

* add more information for nnictl

* fix Evolution Tuner bug

* refactor code

* fix code in updater.py

* fix nnictl --help

* fix classArgs bug

* update check response.status_code logic

* remove Buffer warning (#100)

* update readme in ga_squad

* update readme

* fix typo

* Update README.md

* Update README.md

* Update README.md

* Add support for debugging mode

* modify CI cuz of refracting exp stop

* update CI for expstop

* update CI for expstop

* update CI for expstop

* update CI for expstop

* update CI for expstop

* update CI for expstop

* update CI for expstop

* update CI for expstop

* update CI for expstop

* file saving

* fix issues from code merge

* remove $(INSTALL_PREFIX)/nni/nni_manager before install

* fix indent

* fix merge issue

* socket close

* update port

* fix merge error

* modify ci logic in nnimanager

* fix ci

* fix bug

* change suspended to done

* update ci (#229)

* update ci

* update ci

* update ci (#232)

* update ci

* update ci

* update azure-pipelines

* update azure-pipelines

* update ci (#233)

* update ci

* update ci

* update azure-pipelines

* update azure-pipelines

* update azure-pipelines

* run.py (#238)

* Nnupdate ci (#239)

* run.py

* test ci

* Nnupdate ci (#240)

* run.py

* test ci

* test ci

* Udci (#241)

* run.py

* test ci

* test ci

* test ci

* update ci (#242)

* run.py

* test ci

* test ci

* test ci

* update ci

* revert install.sh (#244)

* run.py

* test ci

* test ci

* test ci

* update ci

* revert install.sh

* add comments

* remove assert

* trivial change

* trivial change

* update Makefile (#246)

* update Makefile

* update Makefile

* quick fix for ci (#248)

* add update trialNum and fix bugs (#261)

* Add builtin tuner to CI (#247)

* update Makefile

* update Makefile

* add builtin-tuner test

* add builtin-tuner test

* refractor ci

* update azure.yml

* add built-in tuner test

* fix bugs

* Doc refactor (#258)

* doc refactor

* image name refactor

* Refactor nnictl to support listing stopped experiments. (#256)

Refactor nnictl to support listing stopped experiments.

* Show experiment parameters more beautifully (#262)

* fix error on example of RemoteMachineMode (#269)

* add pycharm project files to .gitignore list

* update pylintrc to conform vscode settings

* fix RemoteMachineMode for wrong trainingServicePlatform

* Update docker file to use latest nni release (#263)

* fix bug about execDuration and endTime (#270)

* fix bug about execDuration and endTime

* modify time interval to 30 seconds

* refactor based on Gems's suggestion

* for triggering ci

* Refactor dockerfile (#264)

* refactor Dockerfile

* Support nnictl tensorboard (#268)

support tensorboard

* Sdk update (#272)

* Rename get_parameters to get_next_parameter

* annotations add get_next_parameter

* updates

* updates

* updates

* updates

* updates

* add experiment log path to experiment profile (#276)

* refactor extract reward from dict by tuner

* update Makefile for mac support, wait for aka.ms support

* refix Makefile for colorful echo

* unversion config.yml with machine information

* sync graph.py between tuners & trial of ga_squad

* sync graph.py between tuners & trial of ga_squad

* copy weight shared ga_squad under weight_sharing folder

* mv ga_squad code back to master

* simple tuner & trial ready

* Fix nnictl multiThread option

* weight sharing with async dispatcher simple example ready

* update for ga_squad

* fix bug

* modify multihead attention name

* add min_layer_num to Graph

* fix bug

* update share id calc

* fix bug

* add save logging

* fix ga_squad tuner bug

* sync bug fix for ga_squad tuner

* fix same hash_id bug

* add lock to simple tuner in weight sharing

* Add readme to simple weight sharing

* update

* update

* add paper link

* update

* reformat with autopep8

* add documentation for weight sharing

* test for weight sharing

* delete irrelevant files

* move details of weight sharing in to code comments

* add example section

* update weight sharing tutorial

* fix divide by zero risk

* update tuner thread exception handling

* fix bug for async test

support frameworkcontroller log

* update readme in ga_squad

* update readme

* fix typo

* Update README.md

* Update README.md

* Update README.md

* update readme

* update

* fix path

* update reference

* fix bug in config file

* update nni_arch_overview.png

* update

* update

* update

* add metis tuner code

* 1. fix bug about import 2.update other sdk file

* add auto-gbdt-example and remove unused code

* add metis_tuner into README

* update the README

* update README | remove unused variable

* fix typo

* add sklearn into requirments

* Update src/sdk/pynni/nni/metis_tuner/metis_tuner.py

add default value in __init__
Co-Authored-By: xuehui1991 <xuehui@microsoft.com>

* Update docs/HowToChooseTuner.md
Co-Authored-By: xuehui1991 <xuehui@microsoft.com>

* Update docs/HowToChooseTuner.md
Co-Authored-By: xuehui1991 <xuehui@microsoft.com>

* fix typo | add more comments

Make it feasible for annotation whether to add an extra line "nni.get_next_parameter()" or not (#526)

* fix bug

* add docs

* add ut

* add ut

* add to ci

* update doc

* update doc

* update ut

* add ut to ci

* add ut to ci

* add ut to ci

* add ut to ci

* add ut to ci

* add ut to ci

* add ut to ci

* add ut to ci

* test

* test

* test

* test

* test

* test

* test

* test

* test

* test

* revert

* refactor

* refactor

* s

* merge

* fix annotation for extra line

* add deprecation warning

* Add UT code coverage report

* updates

* updates

* updates

* updates

* updates

* updates

* integration test python code coverage report

[Logging architecture refactor] Remove unused metrics related code in nni trial_tools, support kubeflow mode for logging architecture refactor (#551)

* Remove unused metrics related code in nni trial_tools, support kubeflow mode for logging architecture refactor

* Removed unused log code, refactor to rename some class name in nni sdk and trial_tools

* Fix the regression bug that loca/remote mode doesnt work

* fix bug

* add docs

* add ut

* add ut

* add to ci

* update doc

* update doc

* update ut

* add ut to ci

* add ut to ci

* add ut to ci

* add ut to ci

* add ut to ci

* add ut to ci

* add ut to ci

* add ut to ci

* test

* test

* test

* test

* test

* test

* test

* test

* test

* test

* revert

* refactor

* refactor

* s

* merge

Add frameworkcontroller training service based on kubeflow training service.
Refactor code structure, add kubernetes training service as father class, and set kubeflow training service and frameworkcontroller training service as child class.