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Refactor nnictl and add config_pai.yml #144
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dc780cd
Merge pull request #1 from Microsoft/master
SparkSnail 86243e7
Merge pull request #2 from Microsoft/master
SparkSnail 3d1e4e9
fix nnictl bug
6d09780
Merge pull request #4 from Microsoft/master
SparkSnail 0d24158
Merge branch 'master' of https://github.com/SparkSnail/nni
6d669c6
Merge pull request #6 from Microsoft/master
SparkSnail af2615d
Merge pull request #8 from Microsoft/master
SparkSnail f6b7c0a
Merge pull request #9 from Microsoft/master
SparkSnail a74febc
Merge pull request #10 from Microsoft/master
SparkSnail 334b0a4
Merge pull request #12 from Microsoft/master
SparkSnail efe93df
Merge pull request #13 from Microsoft/master
SparkSnail 0d9b074
Merge branch 'master' of https://github.com/SparkSnail/nni
863d137
add hdfs host validation
7c4bf9b
fix bugs
61e7f86
Merge pull request #14 from Microsoft/v0.2
SparkSnail 3dfce3a
fix dockerfile
30f8feb
fix install.sh
0926045
update install.sh
c3160e4
fix dockerfile
d3f68be
Set timeout for HDFSUtility exists function
4959a93
remove unused TODO
46fad2a
Merge branch 'v0.2' of https://github.com/SparkSnail/nni into v0.2
b1ae562
fix sdk
7c571b2
add optional for outputDir and dataDir
9744692
refactor dockerfile.base
2fe73a6
Remove unused import in hdfsclientUtility
26e8864
Merge pull request #15 from Microsoft/v0.2
SparkSnail f5fdeab
add config_pai.yml
c5373f0
refactor nnictl create logic and add colorful print
349c0a7
fix nnictl stop logic
64e8d7d
add annotation for config_pai.yml
f8c8ddb
add document for start experiment
60eae23
fix config.yml
8bb958c
fix document
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,33 @@ | ||
| How to start an experiment | ||
| === | ||
| ## 1.Introduce | ||
| There are few steps to start an new experiment of nni, here are the process. | ||
| <img src="./img/experiment_process.jpg" width="50%" height="50%" /> | ||
| ## 2.Details | ||
| ### 2.1 Check environment | ||
| The first step to start an experiment is to check whether the environment is ready, nnictl will check if there is an old experiment running or the port of restfurl server is occupied. | ||
| NNICTL will also validate the content of config yaml file, to ensure the experiment config is in correct format. | ||
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| ### 2.2 Check restful server | ||
| After check environment, nnictl will start an restful server process to manage nni experiment, the devault port is 51188. | ||
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| ### 2.3 Check restful server | ||
| Before next steps, nnictl will check whether restful server is successfully started, or the starting process will stop and show error message. | ||
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| ### 2.4 Set experiment config | ||
| NNICTL need to set experiment config before start an experiment, experiment config includes the config values in config yaml file. | ||
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| ### 2.5 Check experiment cofig | ||
| NNICTL will ensure the request to set config is successfully executed. | ||
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| ### 2.6 Start Web UI | ||
| NNICTL will start a Web UI process to show Web UI information,the default port of Web UI is 8080. | ||
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| ### 2.7 Check Web UI | ||
| If Web UI is not successfully started, nnictl will give a warning information, and will continue to start experiment. | ||
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| ### 2.8 Start Experiment | ||
| This is the most import step of starting an nni experiment, nnictl will call restful server process to setup an experiment. | ||
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| ### 2.9 Check experiment | ||
| After start experiment, nnictl will check whether the experiment is correctly created, and show more information of this experiment to users. | ||
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,36 @@ | ||
| authorName: default | ||
| experimentName: example_auto-gbdt | ||
| trialConcurrency: 1 | ||
| maxExecDuration: 10h | ||
| maxTrialNum: 10 | ||
| #choice: local, remote, pai | ||
| trainingServicePlatform: pai | ||
| searchSpacePath: search_space.json | ||
| #choice: true, false | ||
| useAnnotation: false | ||
| tuner: | ||
| #choice: TPE, Random, Anneal, Evolution, | ||
| #SMAC (SMAC should be installed through nnictl) | ||
| builtinTunerName: TPE | ||
| classArgs: | ||
| #choice: maximize, minimize | ||
| optimize_mode: minimize | ||
| trial: | ||
| command: python3 main.py | ||
| codeDir: . | ||
| gpuNum: 0 | ||
| cpuNum: 1 | ||
| memoryMB: 8196 | ||
| #The docker image to run nni job on pai | ||
| image: openpai/pai.example.tensorflow | ||
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| #The hdfs directory to store data on pai, format 'hdfs://host:port/directory' | ||
| hdfsDataDir: hdfs://10.10.10.10:9000/username/nni | ||
| #The hdfs directory to store output data generated by nni, format 'hdfs://host:port/directory' | ||
| hdfsOutputDir: hdfs://10.10.10.10:9000/username/nni | ||
| paiConfig: | ||
| #The username to login pai | ||
| userName: username | ||
| #The password to login pai | ||
| passWord: password | ||
| #The host of restful server of pai | ||
| host: 10.10.10.10 | ||
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,34 @@ | ||
| authorName: default | ||
| experimentName: example_ga_squad | ||
| trialConcurrency: 1 | ||
| maxExecDuration: 1h | ||
| maxTrialNum: 10 | ||
| #choice: local, remote, pai | ||
| trainingServicePlatform: pai | ||
| #choice: true, false | ||
| useAnnotation: false | ||
| tuner: | ||
| codeDir: ../tuners/ga_customer_tuner | ||
| classFileName: customer_tuner.py | ||
| className: CustomerTuner | ||
| classArgs: | ||
| optimize_mode: maximize | ||
| trial: | ||
| command: python3 trial.py | ||
| codeDir: . | ||
| gpuNum: 0 | ||
| cpuNum: 1 | ||
| memoryMB: 8196 | ||
| #The docker image to run nni job on pai | ||
| image: openpai/pai.example.tensorflow | ||
| #The hdfs directory to store data on pai, format 'hdfs://host:port/directory' | ||
| hdfsDataDir: hdfs://10.10.10.10:9000/username/nni | ||
| #The hdfs directory to store output data generated by nni, format 'hdfs://host:port/directory' | ||
| hdfsOutputDir: hdfs://10.10.10.10:9000/username/nni | ||
| paiConfig: | ||
| #The username to login pai | ||
| userName: username | ||
| #The password to login pai | ||
| passWord: password | ||
| #The host of restful server of pai | ||
| host: 10.10.10.10 |
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,35 @@ | ||
| authorName: default | ||
| experimentName: example_mnist | ||
| trialConcurrency: 1 | ||
| maxExecDuration: 1h | ||
| maxTrialNum: 10 | ||
| #choice: local, remote, pai | ||
| trainingServicePlatform: pai | ||
| #choice: true, false | ||
| useAnnotation: true | ||
| tuner: | ||
| #choice: TPE, Random, Anneal, Evolution, | ||
| #SMAC (SMAC should be installed through nnictl) | ||
| builtinTunerName: TPE | ||
| classArgs: | ||
| #choice: maximize, minimize | ||
| optimize_mode: maximize | ||
| trial: | ||
| command: python3 mnist.py | ||
| codeDir: . | ||
| gpuNum: 0 | ||
| cpuNum: 1 | ||
| memoryMB: 8196 | ||
| #The docker image to run nni job on pai | ||
| image: openpai/pai.example.tensorflow | ||
| #The hdfs directory to store data on pai, format 'hdfs://host:port/directory' | ||
| hdfsDataDir: hdfs://10.10.10.10:9000/username/nni | ||
| #The hdfs directory to store output data generated by nni, format 'hdfs://host:port/directory' | ||
| hdfsOutputDir: hdfs://10.10.10.10:9000/username/nni | ||
| paiConfig: | ||
| #The username to login pai | ||
| userName: username | ||
| #The password to login pai | ||
| passWord: password | ||
| #The host of restful server of pai | ||
| host: 10.10.10.10 |
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,36 @@ | ||
| authorName: default | ||
| experimentName: example_mnist-keras | ||
| trialConcurrency: 1 | ||
| maxExecDuration: 1h | ||
| maxTrialNum: 10 | ||
| #choice: local, remote, pai | ||
| trainingServicePlatform: pai | ||
| searchSpacePath: search_space.json | ||
| #choice: true, false | ||
| useAnnotation: false | ||
| tuner: | ||
| #choice: TPE, Random, Anneal, Evolution, BatchTuner | ||
| #SMAC (SMAC should be installed through nnictl) | ||
| builtinTunerName: BatchTuner | ||
| classArgs: | ||
| #choice: maximize, minimize | ||
| optimize_mode: maximize | ||
| trial: | ||
| command: python3 mnist-keras.py | ||
| codeDir: . | ||
| gpuNum: 0 | ||
| cpuNum: 1 | ||
| memoryMB: 8196 | ||
| #The docker image to run nni job on pai | ||
| image: openpai/pai.example.tensorflow | ||
| #The hdfs directory to store data on pai, format 'hdfs://host:port/directory' | ||
| hdfsDataDir: hdfs://10.10.10.10:9000/username/nni | ||
| #The hdfs directory to store output data generated by nni, format 'hdfs://host:port/directory' | ||
| hdfsOutputDir: hdfs://10.10.10.10:9000/username/nni | ||
| paiConfig: | ||
| #The username to login pai | ||
| userName: username | ||
| #The password to login pai | ||
| passWord: password | ||
| #The host of restful server of pai | ||
| host: 10.10.10.10 |
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,36 @@ | ||
| authorName: default | ||
| experimentName: example_mnist-keras | ||
| trialConcurrency: 1 | ||
| maxExecDuration: 1h | ||
| maxTrialNum: 10 | ||
| #choice: local, remote, pai | ||
| trainingServicePlatform: pai | ||
| searchSpacePath: search_space.json | ||
| #choice: true, false | ||
| useAnnotation: false | ||
| tuner: | ||
| #choice: TPE, Random, Anneal, Evolution, | ||
| #SMAC (SMAC should be installed through nnictl) | ||
| builtinTunerName: TPE | ||
| classArgs: | ||
| #choice: maximize, minimize | ||
| optimize_mode: maximize | ||
| trial: | ||
| command: python3 mnist-keras.py | ||
| codeDir: . | ||
| gpuNum: 0 | ||
| cpuNum: 1 | ||
| memoryMB: 8196 | ||
| #The docker image to run nni job on pai | ||
| image: openpai/pai.example.tensorflow | ||
| #The hdfs directory to store data on pai, format 'hdfs://host:port/directory' | ||
| hdfsDataDir: hdfs://10.10.10.10:9000/username/nni | ||
| #The hdfs directory to store output data generated by nni, format 'hdfs://host:port/directory' | ||
| hdfsOutputDir: hdfs://10.10.10.10:9000/username/nni | ||
| paiConfig: | ||
| #The username to login pai | ||
| userName: username | ||
| #The password to login pai | ||
| passWord: password | ||
| #The host of restful server of pai | ||
| host: 10.10.10.10 |
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,35 @@ | ||
| authorName: default | ||
| experimentName: example_mnist-smartparam | ||
| trialConcurrency: 1 | ||
| maxExecDuration: 1h | ||
| maxTrialNum: 10 | ||
| #choice: local, remote, pai | ||
| trainingServicePlatform: pai | ||
| #choice: true, false | ||
| useAnnotation: true | ||
| tuner: | ||
| #choice: TPE, Random, Anneal, Evolution, | ||
| #SMAC (SMAC should be installed through nnictl) | ||
| builtinTunerName: TPE | ||
| classArgs: | ||
| #choice: maximize, minimize | ||
| optimize_mode: maximize | ||
| trial: | ||
| command: python3 mnist.py | ||
| codeDir: . | ||
| gpuNum: 0 | ||
| cpuNum: 1 | ||
| memoryMB: 8196 | ||
| #The docker image to run nni job on pai | ||
| image: openpai/pai.example.tensorflow | ||
| #The hdfs directory to store data on pai, format 'hdfs://host:port/directory' | ||
| hdfsDataDir: hdfs://10.10.10.10:9000/username/nni | ||
| #The hdfs directory to store output data generated by nni, format 'hdfs://host:port/directory' | ||
| hdfsOutputDir: hdfs://10.10.10.10:9000/username/nni | ||
| paiConfig: | ||
| #The username to login pai | ||
| userName: username | ||
| #The password to login pai | ||
| passWord: password | ||
| #The host of restful server of pai | ||
| host: 10.10.10.10 |
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,36 @@ | ||
| authorName: default | ||
| experimentName: example_mnist | ||
| trialConcurrency: 1 | ||
| maxExecDuration: 1h | ||
| maxTrialNum: 10 | ||
| #choice: local, remote, pai | ||
| trainingServicePlatform: pai | ||
| searchSpacePath: search_space.json | ||
| #choice: true, false | ||
| useAnnotation: false | ||
| tuner: | ||
| #choice: TPE, Random, Anneal, Evolution, | ||
| #SMAC (SMAC should be installed through nnictl) | ||
| builtinTunerName: TPE | ||
| classArgs: | ||
| #choice: maximize, minimize | ||
| optimize_mode: maximize | ||
| trial: | ||
| command: python3 mnist.py | ||
| codeDir: . | ||
| gpuNum: 0 | ||
| cpuNum: 1 | ||
| memoryMB: 8196 | ||
| #The docker image to run nni job on pai | ||
| image: openpai/pai.example.tensorflow | ||
| #The hdfs directory to store data on pai, format 'hdfs://host:port/directory' | ||
| hdfsDataDir: hdfs://10.10.10.10:9000/username/nni | ||
| #The hdfs directory to store output data generated by nni, format 'hdfs://host:port/directory' | ||
| hdfsOutputDir: hdfs://10.10.10.10:9000/username/nni | ||
| paiConfig: | ||
| #The username to login pai | ||
| userName: username | ||
| #The password to login pai | ||
| passWord: password | ||
| #The host of restful server of pai | ||
| host: 10.10.10.10 |
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