diff --git a/README.md b/README.md index d6fa3f4027..d99f2c8217 100644 --- a/README.md +++ b/README.md @@ -35,7 +35,7 @@ pip Installation Prerequisites * git, wget ``` -python3 -m pip install -v --user git+https://github.com/Microsoft/nni.git@v0.1 +python3 -m pip install -v --user git+https://github.com/Microsoft/nni.git@v0.2 source ~/.bashrc ``` @@ -64,6 +64,7 @@ To learn more about how this example was constructed and how to analyze the expe * [Tuners supported by NNI.](src/sdk/pynni/nni/README.md) * [How to enable early stop (i.e. assessor) in an experiment?](docs/EnableAssessor.md) * [How to run an experiment on multiple machines?](docs/RemoteMachineMode.md) +* [How to run an experiment on OpenPAI?](docs/PAIMode.md) * [How to write a customized tuner?](docs/CustomizedTuner.md) * [How to write a customized assessor?](examples/assessors/README.md) * [How to resume an experiment?](docs/NNICTLDOC.md) diff --git a/deployment/Dockerfile b/deployment/Dockerfile index 9527b87225..d0ddf99587 100644 --- a/deployment/Dockerfile +++ b/deployment/Dockerfile @@ -10,4 +10,6 @@ RUN pip3 --no-cache-dir install tensorflow-gpu==1.10.0 # #Keras 2.1.6 # -RUN pip3 --no-cache-dir install Keras==2.1.6 \ No newline at end of file +RUN pip3 --no-cache-dir install Keras==2.1.6 + +WORKDIR /root \ No newline at end of file diff --git a/deployment/Dockerfile.build.base b/deployment/Dockerfile.build.base index 1380ccf3c9..56315a3b5f 100644 --- a/deployment/Dockerfile.build.base +++ b/deployment/Dockerfile.build.base @@ -22,27 +22,62 @@ FROM nvidia/cuda:9.0-cudnn7-devel-ubuntu16.04 LABEL maintainer='Microsoft NNI Team' -RUN apt-get update && apt-get install -y --no-install-recommends \ - sudo apt-utils git curl vim unzip openssh-client wget \ - build-essential cmake \ - libopenblas-dev +ENV HADOOP_VERSION=2.7.2 +LABEL HADOOP_VERSION=2.7.2 -# -# Python 3.5 -# -RUN apt-get install -y --no-install-recommends python3.5 python3.5-dev python3-pip python3-tk && \ - pip3 install --no-cache-dir --upgrade pip setuptools && \ - echo "alias python='python3'" >> /root/.bash_aliases && \ - echo "alias pip='pip3'" >> /root/.bash_aliases +RUN DEBIAN_FRONTEND=noninteractive && \ + apt-get -y update && \ + apt-get -y install sudo \ + apt-utils \ + git \ + curl \ + vim \ + unzip \ + wget \ + build-essential \ + cmake \ + libopenblas-dev \ + automake \ + openjdk-8-jdk \ + openssh-client \ + openssh-server \ + lsof \ + python3.5 \ + python3-dev \ + python3-pip \ + python3-tk \ + libcupti-dev && \ + apt-get clean && \ + rm -rf /var/lib/apt/lists/* # numpy 1.14.3 scipy 1.1.0 RUN pip3 --no-cache-dir install \ numpy==1.14.3 scipy==1.1.0 # -#Install node 10.10.0, yarn 1.9.4, NNI v0.1 +#Install hadoop +# +RUN wget -qO- http://archive.apache.org/dist/hadoop/common/hadoop-${HADOOP_VERSION}/hadoop-${HADOOP_VERSION}.tar.gz | \ + tar xz -C /usr/local && \ + mv /usr/local/hadoop-${HADOOP_VERSION} /usr/local/hadoop + +# +#Install NNI # -RUN git clone -b v0.1 https://github.com/Microsoft/nni.git -RUN cd nni && sh install.sh -RUN echo 'PATH=~/.local/node/bin:~/.local/yarn/bin:~/.local/bin:$PATH' >> ~/.bashrc -RUN cd .. && rm -rf nni +RUN pip3 install -v --user git+https://github.com/Microsoft/nni.git@v0.2 + +ENV JAVA_HOME=/usr/lib/jvm/java-8-openjdk-amd64 \ + HADOOP_INSTALL=/usr/local/hadoop \ + NVIDIA_VISIBLE_DEVICES=all + +ENV HADOOP_PREFIX=${HADOOP_INSTALL} \ + HADOOP_BIN_DIR=${HADOOP_INSTALL}/bin \ + HADOOP_SBIN_DIR=${HADOOP_INSTALL}/sbin \ + HADOOP_HDFS_HOME=${HADOOP_INSTALL} \ + HADOOP_COMMON_LIB_NATIVE_DIR=${HADOOP_INSTALL}/lib/native \ + HADOOP_OPTS="-Djava.library.path=${HADOOP_INSTALL}/lib/native" + +ENV PATH=/usr/local/nvidia/bin:/usr/local/cuda/bin:/usr/local/sbin:/usr/local/bin:/usr/sbin:/root/.local/bin:/usr/bin:/sbin:/bin:${HADOOP_BIN_DIR}:${HADOOP_SBIN_DIR} \ + LD_LIBRARY_PATH=/usr/local/nvidia/lib:/usr/local/nvidia/lib64:/usr/local/cuda/lib64:/usr/local/cuda/targets/x86_64-linux/lib/stubs:${JAVA_HOME}/jre/lib/amd64/server + +WORKDIR /root diff --git a/docs/GetStarted.md b/docs/GetStarted.md index ff4f9eb246..42366eb1e8 100644 --- a/docs/GetStarted.md +++ b/docs/GetStarted.md @@ -14,12 +14,12 @@ * __Install NNI through pip__ - python3 -m pip install -v --user git+https://github.com/Microsoft/nni.git@v0.1 + python3 -m pip install -v --user git+https://github.com/Microsoft/nni.git@v0.2 source ~/.bashrc * __Install NNI through source code__ - git clone -b v0.1 https://github.com/Microsoft/nni.git + git clone -b v0.2 https://github.com/Microsoft/nni.git cd nni chmod +x install.sh source install.sh diff --git a/docs/PAIMode.md b/docs/PAIMode.md new file mode 100644 index 0000000000..d8470884d4 --- /dev/null +++ b/docs/PAIMode.md @@ -0,0 +1,79 @@ +**Run an Experiment on OpenPAI** +=== +NNI supports running an experiment on [OpenPAI](https://github.com/Microsoft/pai) (aka pai), called pai mode. Before starting to use NNI pai mode, you should have an account to access an [OpenPAI](https://github.com/Microsoft/pai) cluster. See [here](https://github.com/Microsoft/pai#how-to-deploy) if you don't have any OpenPAI account and want to deploy an OpenPAI cluster. In pai mode, your trial program will run in pai's container created by Docker. + +## Setup environment +Install NNI, follow the install guide [here](GetStarted.md). + +## Run an experiment +Use `examples/trials/mnist-annotation` as an example. The nni config yaml file's content is like: +``` +authorName: your_name +experimentName: auto_mnist +# how many trials could be concurrently running +trialConcurrency: 2 +# maximum experiment running duration +maxExecDuration: 3h +# empty means never stop +maxTrialNum: 100 +# choice: local, remote, pai +trainingServicePlatform: pai +# choice: true, false +useAnnotation: true +tuner: + builtinTunerName: TPE + classArgs: + optimize_mode: maximize +trial: + command: python3 mnist.py + codeDir: ~/nni/examples/trials/mnist-annotation + gpuNum: 0 + cpuNum: 1 + memoryMB: 8196 + image: openpai/pai.example.tensorflow + dataDir: hdfs://10.1.1.1:9000/nni + outputDir: hdfs://10.1.1.1:9000/nni +# Configuration to access OpenPAI Cluster +paiConfig: + userName: your_pai_nni_user + passWord: your_pai_password + host: 10.1.1.1 +``` +Note: You should set `trainingServicePlatform: pai` in nni config yaml file if you want to start experiment in pai mode. + +Compared with LocalMode and [RemoteMachineMode](RemoteMachineMode.md), trial configuration in pai mode have five additional keys: +* cpuNum + * Required key. Should be positive number based on your trial program's CPU requirement +* memoryMB + * Required key. Should be positive number based on your trial program's memory requirement +* image + * Required key. In pai mode, your trial program will be scheduled by OpenPAI to run in [Docker container](https://www.docker.com/). This key is used to specify the Docker image used to create the container in which your traill will run. +* dataDir + * Optional key. It specifies the HDFS data direcotry for trial to download data. The format should be something like hdfs://{your HDFS host}:9000/{your data directory} +* outputDir + * Optional key. It specifies the HDFS output direcotry for trial. Once the trial is completed (either succeed or fail), trial's stdout, stderr will be copied to this directory by NNI sdk automatically. The format should be something like hdfs://{your HDFS host}:9000/{your output directory} + +Once complete to fill nni experiment config file and save (for example, save as exp_pai.yaml), then run the following command +``` +nnictl create --config exp_pai.yaml +``` +to start the experiment in pai mode. NNI will create OpanPAI job for each trial, and the job name format is something like `nni_exp_{experiment_id}_trial_{trial_id}`. +You can see the pai jobs created by NNI in your OpenPAI cluster's web portal, like: +![](./nni_pai_joblist.jpg) + +Notice: In pai mode, NNIManager will start a rest server and listen on `51189` port, to receive metrics from trial job running in PAI container. So you should `enable 51189` TCP port in your firewall rule to allow incoming traffic. + +Once a trial job is completed, you can goto NNI WebUI's overview page (like http://localhost:8080/oview) to check trial's information. + +Expand a trial information in trial list view, click the logPath link like: +![](./nni_webui_joblist.jpg) + +And you will be redirected to HDFS web portal to browse the output files of that trial in HDFS: +![](./nni_trial_hdfs_output.jpg) + +You can see there're three fils in output folder: stderr, stdout, and trial.log + +If you also want to save trial's other output into HDFS, like model files, you can use environment variable `NNI_OUTPUT_DIR` in your trial code to save your own output files, and NNI SDK will copy all the files in `NNI_OUTPUT_DIR` from trial's container to HDFS. + +Any problems when using NNI in pai mode, plesae create issues on [NNI github repo](https://github.com/Microsoft/nni), or send mail to nni@microsoft.com + diff --git a/docs/WebUI.md b/docs/WebUI.md new file mode 100644 index 0000000000..2e77158df8 --- /dev/null +++ b/docs/WebUI.md @@ -0,0 +1,54 @@ +# WebUI + +## View summary page + +Click the tab "Overview". + +* See the experiment parameters. +* See search_space json. +* See good performance trial. + +![](./img/overview.jpg) + +## View job accuracy + +Click the tab "Optimization Progress" to see the point graph of all trials. Hover every point to see its specific accuracy. + +![](./img/accuracy.jpg) + +## View hyper parameter + +Click the tab "Hyper Parameter" to see the parallel graph. + +* You can select the percentage to see top trials. +* Choose two axis to swap its positions + +![](./img/searchspace.jpg) + +## View trial status + +Click the tab "Trial Status" to see the status of the all trials. Specifically: + +* Trial duration: trial's duration in the bar graph. +* Trial detail: trial's id, trial's duration, start time, end time, status, accuracy and search space file. + +![](./img/openRow.jpg) + +* Kill: you can kill a job that status is running. +* Tensor: you can see a job in the tensorflow graph, it will link to the Tensorboard page. + +![](./img/trialStatus.jpg) + +* Intermediate Result Graph. + +![](./img/intermediate.jpg) + +## Control + +Click the tab "Control" to add a new trial or update the search_space file and some experiment parameters. + +![](./img/control.jpg) + +## Feedback + +[Known Issues](https://github.com/Microsoft/nni/issues). \ No newline at end of file diff --git a/docs/img/accuracy.jpg b/docs/img/accuracy.jpg new file mode 100644 index 0000000000..d71586d243 Binary files /dev/null and b/docs/img/accuracy.jpg differ diff --git a/docs/img/control.jpg b/docs/img/control.jpg new file mode 100644 index 0000000000..66fe5b85a4 Binary files /dev/null and b/docs/img/control.jpg differ diff --git a/docs/img/intermediate.jpg b/docs/img/intermediate.jpg new file mode 100644 index 0000000000..ae56fc63c6 Binary files /dev/null and b/docs/img/intermediate.jpg differ diff --git a/docs/img/openRow.jpg b/docs/img/openRow.jpg new file mode 100644 index 0000000000..86ff6f6441 Binary files /dev/null and b/docs/img/openRow.jpg differ diff --git a/docs/img/overview.jpg b/docs/img/overview.jpg new file mode 100644 index 0000000000..04085892d8 Binary files /dev/null and b/docs/img/overview.jpg differ diff --git a/docs/img/searchspace.jpg b/docs/img/searchspace.jpg new file mode 100644 index 0000000000..f0e728cbed Binary files /dev/null and b/docs/img/searchspace.jpg differ diff --git a/docs/img/trialStatus.jpg b/docs/img/trialStatus.jpg new file mode 100644 index 0000000000..1d77cb7655 Binary files /dev/null and b/docs/img/trialStatus.jpg differ diff --git a/docs/nni_pai_joblist.jpg b/docs/nni_pai_joblist.jpg new file mode 100644 index 0000000000..fa7564cb2a Binary files /dev/null and b/docs/nni_pai_joblist.jpg differ diff --git a/docs/nni_trial_hdfs_output.jpg b/docs/nni_trial_hdfs_output.jpg new file mode 100644 index 0000000000..decbf3bde2 Binary files /dev/null and b/docs/nni_trial_hdfs_output.jpg differ diff --git a/docs/nni_webui_joblist.jpg b/docs/nni_webui_joblist.jpg new file mode 100644 index 0000000000..7789d7f8d4 Binary files /dev/null and b/docs/nni_webui_joblist.jpg differ diff --git a/examples/trials/auto-gbdt/config.yml b/examples/trials/auto-gbdt/config.yml index 3107b53cfc..8a2569d1a8 100644 --- a/examples/trials/auto-gbdt/config.yml +++ b/examples/trials/auto-gbdt/config.yml @@ -9,7 +9,8 @@ searchSpacePath: search_space.json #choice: true, false useAnnotation: false tuner: - #choice: TPE, Random, Anneal, Evolution + #choice: TPE, Random, Anneal, Evolution, + #SMAC (SMAC should be installed through nnictl) builtinTunerName: TPE classArgs: #choice: maximize, minimize @@ -17,4 +18,4 @@ tuner: trial: command: python3 main.py codeDir: . - gpuNum: 0 \ No newline at end of file + gpuNum: 0 diff --git a/examples/trials/mnist-annotation/config.yml b/examples/trials/mnist-annotation/config.yml index 34f2f5a321..84c31166a8 100644 --- a/examples/trials/mnist-annotation/config.yml +++ b/examples/trials/mnist-annotation/config.yml @@ -8,7 +8,8 @@ trainingServicePlatform: local #choice: true, false useAnnotation: true tuner: - #choice: TPE, Random, Anneal, Evolution + #choice: TPE, Random, Anneal, Evolution, + #SMAC (SMAC should be installed through nnictl) builtinTunerName: TPE classArgs: #choice: maximize, minimize @@ -16,4 +17,4 @@ tuner: trial: command: python3 mnist.py codeDir: . - gpuNum: 0 \ No newline at end of file + gpuNum: 0 diff --git a/examples/trials/mnist-batch-tune-keras/config.yml b/examples/trials/mnist-batch-tune-keras/config.yml index eacee55a9f..1bb85085c5 100644 --- a/examples/trials/mnist-batch-tune-keras/config.yml +++ b/examples/trials/mnist-batch-tune-keras/config.yml @@ -10,6 +10,7 @@ searchSpacePath: search_space.json useAnnotation: false tuner: #choice: TPE, Random, Anneal, Evolution, BatchTuner + #SMAC (SMAC should be installed through nnictl) builtinTunerName: BatchTuner classArgs: #choice: maximize, minimize diff --git a/examples/trials/mnist-keras/config.yml b/examples/trials/mnist-keras/config.yml index 483bb6837a..c1792e2a65 100644 --- a/examples/trials/mnist-keras/config.yml +++ b/examples/trials/mnist-keras/config.yml @@ -9,7 +9,8 @@ searchSpacePath: search_space.json #choice: true, false useAnnotation: false tuner: - #choice: TPE, Random, Anneal, Evolution + #choice: TPE, Random, Anneal, Evolution, + #SMAC (SMAC should be installed through nnictl) builtinTunerName: TPE classArgs: #choice: maximize, minimize @@ -17,4 +18,4 @@ tuner: trial: command: python3 mnist-keras.py codeDir: . - gpuNum: 0 \ No newline at end of file + gpuNum: 0 diff --git a/examples/trials/mnist-smartparam/config.yml b/examples/trials/mnist-smartparam/config.yml index 78d08978e1..a69e801ed8 100644 --- a/examples/trials/mnist-smartparam/config.yml +++ b/examples/trials/mnist-smartparam/config.yml @@ -8,7 +8,8 @@ trainingServicePlatform: local #choice: true, false useAnnotation: true tuner: - #choice: TPE, Random, Anneal, Evolution + #choice: TPE, Random, Anneal, Evolution, + #SMAC (SMAC should be installed through nnictl) builtinTunerName: TPE classArgs: #choice: maximize, minimize @@ -16,4 +17,4 @@ tuner: trial: command: python3 mnist.py codeDir: . - gpuNum: 0 \ No newline at end of file + gpuNum: 0 diff --git a/examples/trials/mnist/config.yml b/examples/trials/mnist/config.yml index bc56c95dec..5eab536228 100644 --- a/examples/trials/mnist/config.yml +++ b/examples/trials/mnist/config.yml @@ -9,7 +9,8 @@ searchSpacePath: search_space.json #choice: true, false useAnnotation: false tuner: - #choice: TPE, Random, Anneal, Evolution + #choice: TPE, Random, Anneal, Evolution, + #SMAC (SMAC should be installed through nnictl) builtinTunerName: TPE classArgs: #choice: maximize, minimize @@ -17,4 +18,4 @@ tuner: trial: command: python3 mnist.py codeDir: . - gpuNum: 0 \ No newline at end of file + gpuNum: 0 diff --git a/examples/trials/mnist/config_assessor.yml b/examples/trials/mnist/config_assessor.yml index e2776f2b99..2a919ad626 100644 --- a/examples/trials/mnist/config_assessor.yml +++ b/examples/trials/mnist/config_assessor.yml @@ -9,7 +9,8 @@ searchSpacePath: ~/nni/examples/trials/mnist/search_space.json #choice: true, false useAnnotation: false tuner: - #choice: TPE, Random, Anneal, Evolution + #choice: TPE, Random, Anneal, Evolution, + #SMAC (SMAC should be installed through nnictl) builtinTunerName: TPE classArgs: #choice: maximize, minimize @@ -23,4 +24,4 @@ assessor: trial: command: python3 mnist.py codeDir: ~/nni/examples/trials/mnist - gpuNum: 0 \ No newline at end of file + gpuNum: 0 diff --git a/examples/trials/pytorch_cifar10/config.yml b/examples/trials/pytorch_cifar10/config.yml index d813e1ce7c..655dccd95f 100644 --- a/examples/trials/pytorch_cifar10/config.yml +++ b/examples/trials/pytorch_cifar10/config.yml @@ -9,7 +9,8 @@ searchSpacePath: search_space.json #choice: true, false useAnnotation: false tuner: - #choice: TPE, Random, Anneal, Evolution + #choice: TPE, Random, Anneal, Evolution, + #SMAC (SMAC should be installed through nnictl) builtinTunerName: TPE classArgs: #choice: maximize, minimize diff --git a/install.sh b/install.sh index ae83cefb7f..0c3d39bcf1 100644 --- a/install.sh +++ b/install.sh @@ -1,5 +1,7 @@ #!/bin/bash -make build make install-dependencies +make build make dev-install +make install-examples +make update-bash-config source ~/.bashrc diff --git a/src/nni_manager/training_service/pai/hdfsClientUtility.ts b/src/nni_manager/training_service/pai/hdfsClientUtility.ts index 07dcc2a744..69fc383e6d 100644 --- a/src/nni_manager/training_service/pai/hdfsClientUtility.ts +++ b/src/nni_manager/training_service/pai/hdfsClientUtility.ts @@ -131,7 +131,10 @@ export namespace HDFSClientUtility { const deferred : Deferred = new Deferred(); hdfsClient.exists(hdfsPath, (exist : boolean ) => { deferred.resolve(exist); - }) + }); + + // Set timeout and reject the promise once reach timeout (5 seconds) + setTimeout(() => deferred.reject(`Check HDFS path ${hdfsPath} exists timeout`), 5000); return deferred.promise; } diff --git a/src/nni_manager/training_service/pai/paiData.ts b/src/nni_manager/training_service/pai/paiData.ts index 4b954deb4e..e18b5904f6 100644 --- a/src/nni_manager/training_service/pai/paiData.ts +++ b/src/nni_manager/training_service/pai/paiData.ts @@ -47,12 +47,21 @@ export class PAITrialJobDetail implements TrialJobDetail { } } +export const PAI_INSTALL_NNI_SHELL_FORMAT: string = +`#!/bin/bash +if python3 -c 'import nni' > /dev/null 2>&1; then + # nni module is already installed, skip + return +else + # Install nni + pip3 install -v --user git+https://github.com/Microsoft/nni.git@v0.2 +fi`; + export const PAI_TRIAL_COMMAND_FORMAT: string = -`pip3 install -v --user git+https://github.com/Microsoft/nni.git@master -&& export NNI_PLATFORM=pai NNI_SYS_DIR={0} NNI_OUTPUT_DIR={0} NNI_TRIAL_JOB_ID={1} NNI_EXP_ID={2} -&& cd $NNI_SYS_DIR && mkdir .nni -&& python3 -m trial_tool.trial_keeper --trial_command '{3}' --nnimanager_ip '{4}' --pai_hdfs_output_dir '{5}' ---pai_hdfs_host '{6}' --pai_user_name {7}`; +`export NNI_PLATFORM=pai NNI_SYS_DIR={0} NNI_OUTPUT_DIR={1} NNI_TRIAL_JOB_ID={2} NNI_EXP_ID={3} +&& cd $NNI_SYS_DIR && sh install_nni.sh +&& python3 -m trial_tool.trial_keeper --trial_command '{4}' --nnimanager_ip '{5}' --pai_hdfs_output_dir '{6}' +--pai_hdfs_host '{7}' --pai_user_name {8}`; export const PAI_OUTPUT_DIR_FORMAT: string = `hdfs://{0}:9000/`; diff --git a/src/nni_manager/training_service/pai/paiTrainingService.ts b/src/nni_manager/training_service/pai/paiTrainingService.ts index 8ed0e306f7..f7f8b3c4e7 100644 --- a/src/nni_manager/training_service/pai/paiTrainingService.ts +++ b/src/nni_manager/training_service/pai/paiTrainingService.ts @@ -39,7 +39,7 @@ import { } from '../../common/trainingService'; import { delay, getExperimentRootDir, getIPV4Address, uniqueString } from '../../common/utils'; import { PAIJobRestServer } from './paiJobRestServer' -import { PAITrialJobDetail, PAI_TRIAL_COMMAND_FORMAT, PAI_OUTPUT_DIR_FORMAT, PAI_LOG_PATH_FORMAT } from './paiData'; +import { PAITrialJobDetail, PAI_INSTALL_NNI_SHELL_FORMAT, PAI_TRIAL_COMMAND_FORMAT, PAI_OUTPUT_DIR_FORMAT, PAI_LOG_PATH_FORMAT } from './paiData'; import { PAIJobInfoCollector } from './paiJobInfoCollector'; import { String } from 'typescript-string-operations'; import { NNIPAITrialConfig, PAIClusterConfig, PAIJobConfig, PAITaskRole } from './paiConfig'; @@ -64,6 +64,8 @@ class PAITrainingService implements TrainingService { private experimentId! : string; private readonly paiJobCollector : PAIJobInfoCollector; private readonly hdfsDirPattern: string; + private hdfsBaseDir: string | undefined; + private hdfsOutputHost: string | undefined; constructor() { this.log = getLogger(); @@ -131,6 +133,14 @@ class PAITrainingService implements TrainingService { if (!this.paiToken) { throw new Error('PAI token is not initialized'); } + + if(!this.hdfsBaseDir){ + throw new Error('hdfsBaseDir is not initialized'); + } + + if(!this.hdfsOutputHost){ + throw new Error('hdfsOutputHost is not initialized'); + } this.log.info(`submitTrialJob: form: ${JSON.stringify(form)}`); @@ -142,6 +152,10 @@ class PAITrainingService implements TrainingService { //create tmp trial working folder locally. await cpp.exec(`mkdir -p ${path.dirname(trialLocalTempFolder)}`); await cpp.exec(`cp -r ${this.paiTrialConfig.codeDir} ${trialLocalTempFolder}`); + + const runScriptContent : string = PAI_INSTALL_NNI_SHELL_FORMAT; + // Write NNI installation file to local tmp files + await fs.promises.writeFile(path.join(trialLocalTempFolder, 'install_nni.sh'), runScriptContent, { encoding: 'utf8' }); // Write file content ( parameter.cfg ) to local tmp folders const trialForm : TrialJobApplicationForm = (form) @@ -152,26 +166,11 @@ class PAITrainingService implements TrainingService { // Step 1. Prepare PAI job configuration const paiJobName : string = `nni_exp_${this.experimentId}_trial_${trialJobId}`; const hdfsCodeDir : string = path.join(this.expRootDir, trialJobId); - - const hdfsDirContent = this.paiTrialConfig.outputDir.match(this.hdfsDirPattern); - - if(hdfsDirContent === null) { - throw new Error('Trial outputDir format Error'); - } - const groups = hdfsDirContent.groups; - if(groups === undefined) { - throw new Error('Trial outputDir format Error'); - } - - const hdfsHost = groups['host']; - let hdfsBaseDirectory = groups['baseDir']; - if(hdfsBaseDirectory === undefined) { - hdfsBaseDirectory = "/"; - } - const hdfsOutputDir : string = path.join(hdfsBaseDirectory, this.experimentId, trialJobId); + + const hdfsOutputDir : string = path.join(this.hdfsBaseDir, this.experimentId, trialJobId); const hdfsLogPath : string = String.Format( PAI_LOG_PATH_FORMAT, - hdfsHost, + this.hdfsOutputHost, hdfsOutputDir); const trialJobDetail: PAITrialJobDetail = new PAITrialJobDetail( @@ -188,12 +187,13 @@ class PAITrainingService implements TrainingService { PAI_TRIAL_COMMAND_FORMAT, // PAI will copy job's codeDir into /root directory `/root/${trialJobId}`, + `/root/${trialJobId}/nnioutput`, trialJobId, this.experimentId, this.paiTrialConfig.command, getIPV4Address(), hdfsOutputDir, - hdfsHost, + this.hdfsOutputHost, this.paiClusterConfig.userName ).replace(/\r\n|\n|\r/gm, ''); @@ -304,7 +304,7 @@ class PAITrainingService implements TrainingService { return deferred.promise; } - public setClusterMetadata(key: string, value: string): Promise { + public async setClusterMetadata(key: string, value: string): Promise { const deferred : Deferred = new Deferred(); switch (key) { @@ -331,13 +331,12 @@ class PAITrainingService implements TrainingService { request(authentication_req, (error: Error, response: request.Response, body: any) => { if (error) { - //TODO: should me make the setClusterMetadata's return type to Promise? this.log.error(`Get PAI token failed: ${error.message}`); - deferred.reject(); + deferred.reject(new Error(`Get PAI token failed: ${error.message}`)); } else { if(response.statusCode !== 200){ this.log.error(`Get PAI token failed: get PAI Rest return code ${response.statusCode}`); - deferred.reject(); + deferred.reject(new Error(`Get PAI token failed, please check paiConfig username or password`)); } this.paiToken = body.token; @@ -348,7 +347,7 @@ class PAITrainingService implements TrainingService { case TrialConfigMetadataKey.TRIAL_CONFIG: if (!this.paiClusterConfig){ this.log.error('pai cluster config is not initialized'); - deferred.reject(); + deferred.reject(new Error('pai cluster config is not initialized')); break; } this.paiTrialConfig = JSON.parse(value); @@ -359,6 +358,38 @@ class PAITrainingService implements TrainingService { this.paiClusterConfig.host ).replace(/\r\n|\n|\r/gm, ''); } + + const hdfsDirContent = this.paiTrialConfig.outputDir.match(this.hdfsDirPattern); + + if(hdfsDirContent === null) { + throw new Error('Trial outputDir format Error'); + } + const groups = hdfsDirContent.groups; + if(groups === undefined) { + throw new Error('Trial outputDir format Error'); + } + + this.hdfsOutputHost = groups['host']; + this.hdfsBaseDir = groups['baseDir']; + if(this.hdfsBaseDir === undefined) { + this.hdfsBaseDir = "/"; + } + + const hdfsClient = WebHDFS.createClient({ + user: this.paiClusterConfig.userName, + port: 50070, + host: this.hdfsOutputHost + }); + + try { + const exist : boolean = await HDFSClientUtility.pathExists("/", hdfsClient); + if(!exist) { + deferred.reject(new Error(`Please check hdfsOutputDir host!`)); + } + } catch(error) { + deferred.reject(new Error(`HDFS encounters problem, error is ${error}. Please check hdfsOutputDir host!`)); + } + deferred.resolve(); break; default: diff --git a/src/nni_manager/yarn.lock b/src/nni_manager/yarn.lock index b8ca788520..b568f7d179 100644 --- a/src/nni_manager/yarn.lock +++ b/src/nni_manager/yarn.lock @@ -5,6 +5,7 @@ "@types/body-parser@*": version "1.17.0" resolved "https://registry.yarnpkg.com/@types/body-parser/-/body-parser-1.17.0.tgz#9f5c9d9bd04bb54be32d5eb9fc0d8c974e6cf58c" + integrity sha512-a2+YeUjPkztKJu5aIF2yArYFQQp8d51wZ7DavSHjFuY1mqVgidGyzEQ41JIVNy82fXj8yPgy2vJmfIywgESW6w== dependencies: "@types/connect" "*" "@types/node" "*" @@ -12,30 +13,36 @@ "@types/caseless@*": version "0.12.1" resolved "https://registry.yarnpkg.com/@types/caseless/-/caseless-0.12.1.tgz#9794c69c8385d0192acc471a540d1f8e0d16218a" + integrity sha512-FhlMa34NHp9K5MY1Uz8yb+ZvuX0pnvn3jScRSNAb75KHGB8d3rEU6hqMs3Z2vjuytcMfRg6c5CHMc3wtYyD2/A== "@types/chai-as-promised@^7.1.0": version "7.1.0" resolved 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dependencies: "@types/rx-core" "*" "@types/rx-core-binding" "*" @@ -175,6 +203,7 @@ "@types/serve-static@*": version "1.13.2" resolved "https://registry.yarnpkg.com/@types/serve-static/-/serve-static-1.13.2.tgz#f5ac4d7a6420a99a6a45af4719f4dcd8cd907a48" + integrity sha512-/BZ4QRLpH/bNYgZgwhKEh+5AsboDBcUdlBYgzoLX0fpj3Y2gp6EApyOlM3bK53wQS/OE1SrdSYBAbux2D1528Q== dependencies: "@types/express-serve-static-core" "*" "@types/mime" "*" @@ -182,6 +211,7 @@ "@types/sqlite3@^3.1.3": version "3.1.3" resolved "https://registry.yarnpkg.com/@types/sqlite3/-/sqlite3-3.1.3.tgz#580d547203b8ad6e11aa6a6769c8ca5d7e197d13" + integrity sha512-BgGToABnI/8/HnZtZz2Qac6DieU2Dm/j3rtbMmUlDVo4T/uLu8cuVfU/n2UkHowiiwXb6/7h/CmSqBIVKgcTMA== dependencies: "@types/events" "*" "@types/node" "*" @@ -189,12 +219,14 @@ "@types/ssh2-streams@*": version "0.1.2" resolved "https://registry.yarnpkg.com/@types/ssh2-streams/-/ssh2-streams-0.1.2.tgz#7aa18b8c2450f17699e9ea18a76efc838188d58d" + integrity 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sqlite3@^4.0.2: version "4.0.2" resolved "https://registry.yarnpkg.com/sqlite3/-/sqlite3-4.0.2.tgz#1bbeb68b03ead5d499e42a3a1b140064791c5a64" + integrity sha512-51ferIRwYOhzUEtogqOa/y9supADlAht98bF/gbIi6WkzRJX6Yioldxbzj1MV4yV+LgdKD/kkHwFTeFXOG4htA== dependencies: nan "~2.10.0" node-pre-gyp "^0.10.3" @@ -1478,6 +1735,7 @@ sqlite3@^4.0.2: ssh2-streams@~0.2.0: version "0.2.1" resolved "https://registry.yarnpkg.com/ssh2-streams/-/ssh2-streams-0.2.1.tgz#9c9c9964be60e9644575af328677f64b1e5cbd79" + integrity sha512-3zCOsmunh1JWgPshfhKmBCL3lUtHPoh+a/cyQ49Ft0Q0aF7xgN06b76L+oKtFi0fgO57FLjFztb1GlJcEZ4a3Q== dependencies: asn1 "~0.2.0" semver "^5.1.0" @@ -1486,12 +1744,14 @@ ssh2-streams@~0.2.0: ssh2@^0.6.1: version "0.6.1" resolved "https://registry.yarnpkg.com/ssh2/-/ssh2-0.6.1.tgz#5dde1a7394bb978b1f9c2f014affee2f5493bd40" + integrity sha512-fNvocq+xetsaAZtBG/9Vhh0GDjw1jQeW7Uq/DPh4fVrJd0XxSfXAqBjOGVk4o2jyWHvyC6HiaPFpfHlR12coDw== dependencies: ssh2-streams "~0.2.0" sshpk@^1.7.0: version "1.14.2" 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"1.6.16" resolved "https://registry.yarnpkg.com/type-is/-/type-is-1.6.16.tgz#f89ce341541c672b25ee7ae3c73dee3b2be50194" + integrity sha512-HRkVv/5qY2G6I8iab9cI7v1bOIdhm94dVjQCPFElW9W+3GeDOSHmy2EBYe4VTApuzolPcmgFTN3ftVJRKR2J9Q== dependencies: media-typer "0.3.0" mime-types "~2.1.18" @@ -1686,6 +1975,7 @@ type-is@~1.6.15, type-is@~1.6.16: typescript-ioc@^1.2.4: version "1.2.4" resolved "https://registry.yarnpkg.com/typescript-ioc/-/typescript-ioc-1.2.4.tgz#21290097b163632de58a3abba7553daef8651f49" + integrity sha512-KO+isZO1tmhgKL5RWMU+AZvFGzyk0LnUMBcSLVm2Xo/iZlIyu/HD2o5vdg5kXJTJMs8otbDzOUsPt8/JFr96cw== dependencies: reflect-metadata "^0.1.10" require-glob "^3.2.0" @@ -1693,34 +1983,42 @@ typescript-ioc@^1.2.4: typescript-string-operations@^1.3.1: version "1.3.1" resolved "https://registry.yarnpkg.com/typescript-string-operations/-/typescript-string-operations-1.3.1.tgz#461b886cc9ccd4dd16810b1f248b2e6f6580956b" + integrity 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resolved "https://registry.yarnpkg.com/uuid/-/uuid-3.3.2.tgz#1b4af4955eb3077c501c23872fc6513811587131" + integrity sha512-yXJmeNaw3DnnKAOKJE51sL/ZaYfWJRl1pK9dr19YFCu0ObS231AB1/LbqTKRAQ5kw8A90rA6fr4riOUpTZvQZA== vary@~1.1.2: version "1.1.2" resolved "https://registry.yarnpkg.com/vary/-/vary-1.1.2.tgz#2299f02c6ded30d4a5961b0b9f74524a18f634fc" + integrity sha1-IpnwLG3tMNSllhsLn3RSShj2NPw= verror@1.10.0: version "1.10.0" resolved "https://registry.yarnpkg.com/verror/-/verror-1.10.0.tgz#3a105ca17053af55d6e270c1f8288682e18da400" + integrity sha1-OhBcoXBTr1XW4nDB+CiGguGNpAA= dependencies: assert-plus "^1.0.0" core-util-is "1.0.2" @@ -1729,6 +2027,7 @@ verror@1.10.0: webhdfs@^1.2.0: version "1.2.0" resolved "https://registry.yarnpkg.com/webhdfs/-/webhdfs-1.2.0.tgz#c41b08ae33944a0220863bfd4b6719b9aaec1d37" + integrity sha512-h8D/NT7ruDMuGCdJNEJHJh8vDTEtZ5hBL+eRzXTq/INTd92LKOhsTCwlQI+8kTt79qPZq5O8ev7j/Y19VeYCHQ== dependencies: buffer-stream-reader "^0.1.1" extend "^3.0.0" @@ -1737,22 +2036,26 @@ webhdfs@^1.2.0: which@^1.2.9: version "1.3.1" resolved "https://registry.yarnpkg.com/which/-/which-1.3.1.tgz#a45043d54f5805316da8d62f9f50918d3da70b0a" + integrity sha512-HxJdYWq1MTIQbJ3nw0cqssHoTNU267KlrDuGZ1WYlxDStUtKUhOaJmh112/TZmHxxUfuJqPXSOm7tDyas0OSIQ== dependencies: isexe "^2.0.0" wide-align@^1.1.0: version "1.1.3" resolved "https://registry.yarnpkg.com/wide-align/-/wide-align-1.1.3.tgz#ae074e6bdc0c14a431e804e624549c633b000457" + integrity sha512-QGkOQc8XL6Bt5PwnsExKBPuMKBxnGxWWW3fU55Xt4feHozMUhdUMaBCk290qpm/wG5u/RSKzwdAC4i51YigihA== dependencies: string-width "^1.0.2 || 2" wrappy@1: version "1.0.2" resolved "https://registry.yarnpkg.com/wrappy/-/wrappy-1.0.2.tgz#b5243d8f3ec1aa35f1364605bc0d1036e30ab69f" + integrity sha1-tSQ9jz7BqjXxNkYFvA0QNuMKtp8= xml2js@^0.4.17: version "0.4.19" resolved "https://registry.yarnpkg.com/xml2js/-/xml2js-0.4.19.tgz#686c20f213209e94abf0d1bcf1efaa291c7827a7" + integrity sha512-esZnJZJOiJR9wWKMyuvSE1y6Dq5LCuJanqhxslH2bxM6duahNZ+HMpCLhBQGZkbX6xRf8x1Y2eJlgt2q3qo49Q== dependencies: sax ">=0.6.0" xmlbuilder "~9.0.1" @@ -1760,15 +2063,19 @@ xml2js@^0.4.17: xmlbuilder@~9.0.1: version "9.0.7" resolved "https://registry.yarnpkg.com/xmlbuilder/-/xmlbuilder-9.0.7.tgz#132ee63d2ec5565c557e20f4c22df9aca686b10d" + integrity sha1-Ey7mPS7FVlxVfiD0wi35rKaGsQ0= yallist@^2.1.2: version "2.1.2" resolved "https://registry.yarnpkg.com/yallist/-/yallist-2.1.2.tgz#1c11f9218f076089a47dd512f93c6699a6a81d52" + integrity sha1-HBH5IY8HYImkfdUS+TxmmaaoHVI= yallist@^3.0.0, yallist@^3.0.2: version "3.0.2" resolved "https://registry.yarnpkg.com/yallist/-/yallist-3.0.2.tgz#8452b4bb7e83c7c188d8041c1a837c773d6d8bb9" + integrity sha1-hFK0u36Dx8GI2AQcGoN8dz1ti7k= yn@^2.0.0: version "2.0.0" resolved "https://registry.yarnpkg.com/yn/-/yn-2.0.0.tgz#e5adabc8acf408f6385fc76495684c88e6af689a" + integrity sha1-5a2ryKz0CPY4X8dklWhMiOavaJo= diff --git a/src/sdk/pynni/nni/README.md b/src/sdk/pynni/nni/README.md index 1fbb12a1b6..bfb752b7f1 100644 --- a/src/sdk/pynni/nni/README.md +++ b/src/sdk/pynni/nni/README.md @@ -1,12 +1,12 @@ # How to use Tuner that NNI supports? -For now, NNI could support tuner algorithms as following: +For now, NNI has supported the following tuner algorithms. Note that NNI installation only installs a subset of those algorithms, other algorithms should be installed through `nnictl package install` before you use them. For example, for SMAC the installation command is `nnictl package install --name=SMAC`. - TPE - Random Search - Anneal - Naive Evolution - - SMAC + - SMAC (to install through `nnictl`) - ENAS (ongoing) - Batch (ongoing) @@ -75,4 +75,4 @@ There are two filed you need to set: [2]: http://www.jmlr.org/papers/volume13/bergstra12a/bergstra12a.pdf [3]: https://arxiv.org/pdf/1703.01041.pdf [4]: https://www.cs.ubc.ca/~hutter/papers/10-TR-SMAC.pdf - [5]: https://github.com/automl/SMAC3 \ No newline at end of file + [5]: https://github.com/automl/SMAC3 diff --git a/src/sdk/pynni/nni/platform/local.py b/src/sdk/pynni/nni/platform/local.py index 3dda9c4c57..7a9df82971 100644 --- a/src/sdk/pynni/nni/platform/local.py +++ b/src/sdk/pynni/nni/platform/local.py @@ -24,16 +24,20 @@ from ..common import init_logger - -_dir = os.environ['NNI_SYS_DIR'] -_metric_file = open(os.path.join(_dir, '.nni', 'metrics'), 'wb') - -_log_file_path = os.path.join(_dir, 'trial.log') +_sysdir = os.environ['NNI_SYS_DIR'] +if not os.path.exists(os.path.join(_sysdir, '.nni')): + os.makedirs(os.path.join(_sysdir, '.nni')) +_metric_file = open(os.path.join(_sysdir, '.nni', 'metrics'), 'wb') + +_outputdir = os.environ['NNI_OUTPUT_DIR'] +if not os.path.exists(_outputdir): + os.makedirs(_outputdir) +_log_file_path = os.path.join(_outputdir, 'trial.log') init_logger(_log_file_path) def get_parameters(): - params_file = open(os.path.join(_dir, 'parameter.cfg'), 'r') + params_file = open(os.path.join(_sysdir, 'parameter.cfg'), 'r') return json.load(params_file) def send_metric(string): diff --git a/src/sdk/pynni/nni/smartparam.py b/src/sdk/pynni/nni/smartparam.py index 10eef92487..ca035be575 100644 --- a/src/sdk/pynni/nni/smartparam.py +++ b/src/sdk/pynni/nni/smartparam.py @@ -124,6 +124,6 @@ def _get_param(func, name): del frame # see official doc module = inspect.getmodulename(filename) if name is None: - name = '#{:d}'.format(lineno) + name = '__line{:d}'.format(lineno) key = '{}/{}/{}'.format(module, name, func) return trial.get_parameter(key) diff --git a/src/sdk/pynni/tests/test_smartparam.py b/src/sdk/pynni/tests/test_smartparam.py index 4a971c842f..9625603213 100644 --- a/src/sdk/pynni/tests/test_smartparam.py +++ b/src/sdk/pynni/tests/test_smartparam.py @@ -33,9 +33,9 @@ class SmartParamTestCase(TestCase): def setUp(self): params = { 'test_smartparam/choice1/choice': 2, - 'test_smartparam/#{:d}/uniform'.format(lineno1): '5', + 'test_smartparam/__line{:d}/uniform'.format(lineno1): '5', 'test_smartparam/func/function_choice': 1, - 'test_smartparam/#{:d}/function_choice'.format(lineno2): 0 + 'test_smartparam/__line{:d}/function_choice'.format(lineno2): 0 } nni.trial._params = { 'parameter_id': 'test_trial', 'parameters': params } diff --git a/src/webui/README.md b/src/webui/README.md index 3ebf6d1fb4..ee7d0121f8 100644 --- a/src/webui/README.md +++ b/src/webui/README.md @@ -1,48 +1,37 @@ -# webui +# WebUI -NNI is a research platform for metalearning. It provides easy-to-use interface so that you could perform neural architecture search, hyperparameter optimization and optimizer design for your own problems and models. -Web UI allows user to monitor the status of the NNI system using a graphical interface. - -## Deployment - -### To start the webui - -> $ yarn -> $ yarn start - -## Usage - -### View summary page +## View summary page Click the tab "Overview". +* See the experiment parameters. * See good performance trial. * See search_space json. -### View job accuracy +## View job accuracy Click the tab "Optimization Progress" to see the point graph of all trials. Hover every point to see its specific accuracy. -### View hyper parameter +## View hyper parameter Click the tab "Hyper Parameter" to see the parallel graph. -* You can select the percentage to cut down some lines. +* You can select the percentage to see top trials. * Choose two axis to swap its positions -### View trial status +## View trial status Click the tab "Trial Status" to see the status of the all trials. Specifically: -* Running trial: running trial's duration in the bar graph. -* Trial detail: trial's id, trial's duration, start time, end time, status and accuracy. +* Trial duration: trial's duration in the bar graph. +* Trial detail: trial's id, trial's duration, start time, end time, status, accuracy and search space file. * Kill: you can kill a job that status is running. * Tensor: you can see a job in the tensorflow graph, it will link to the Tensorboard page. -### Control +## Control Click the tab "Control" to add a new trial or update the search_space file and some experiment parameters. -### View Tensorboard Graph - -Click the tab "Tensorboard" to see a job in the tensorflow graph. \ No newline at end of file +## Feedback + +[Known Issues](https://github.com/Microsoft/nni/issues). \ No newline at end of file diff --git a/src/webui/package.json b/src/webui/package.json index f4c258ee46..0178ccfa98 100644 --- a/src/webui/package.json +++ b/src/webui/package.json @@ -3,7 +3,7 @@ "version": "0.1.0", "private": true, "dependencies": { - "antd": "^3.8.1", + "antd": "^3.9.3", "axios": "^0.18.0", "babel-polyfill": "^6.26.0", "echarts": "^4.1.0", diff --git a/src/webui/src/components/Sessionpro.tsx b/src/webui/src/components/Sessionpro.tsx index 91b668467f..44993ec31f 100644 --- a/src/webui/src/components/Sessionpro.tsx +++ b/src/webui/src/components/Sessionpro.tsx @@ -5,6 +5,7 @@ import { MANAGER_IP, overviewItem } from '../const'; const Option = Select.Option; import JSONTree from 'react-json-tree'; require('../style/sessionpro.css'); +require('../style/logPath.css'); interface TableObj { key: number; @@ -14,12 +15,13 @@ interface TableObj { end: string; status: string; acc?: number; - description: object; + description: Parameters; } interface Parameters { parameters: object; logPath?: string; + isLink?: boolean; } interface Experiment { @@ -76,7 +78,9 @@ class Sessionpro extends React.Component<{}, SessionState> { end: '', status: '', acc: 0, - description: {} + description: { + parameters: {} + } }], selNum: overviewItem, option: {}, @@ -162,6 +166,10 @@ class Sessionpro extends React.Component<{}, SessionState> { desJobDetail.parameters = JSON.parse(tableData[item].hyperParameters).parameters; if (tableData[item].logPath !== undefined) { desJobDetail.logPath = tableData[item].logPath; + const isSessionLink = /^http/gi.test(tableData[item].logPath); + if (isSessionLink) { + desJobDetail.isLink = true; + } } topTableData.push({ key: topTableData.length, @@ -261,14 +269,35 @@ class Sessionpro extends React.Component<{}, SessionState> { }]; const openRow = (record: TableObj) => { + const openRowDataSource = { + parameters: record.description.parameters + }; + let isLogLink: boolean = false; + const logPathRow = record.description.logPath; + if (record.description.isLink !== undefined) { + isLogLink = true; + } return ( 
                      true}  // default expandNode
                         getItemString={() => ()}  // remove the {} items
-                        data={record.description}
+                        data={openRowDataSource}
                     />
+                     {
+                        isLogLink
+                            ?
+                            

+                                logPath: 
+                                {logPathRow}
+                            

+                            :
+                            

+                                logPath: 
+                                {logPathRow}
+                            

+                    }
); }; diff --git a/src/webui/src/components/SlideBar.tsx b/src/webui/src/components/SlideBar.tsx index 0eb5538d50..adce8a51b4 100644 --- a/src/webui/src/components/SlideBar.tsx +++ b/src/webui/src/components/SlideBar.tsx @@ -11,13 +11,13 @@ class SlideBar extends React.Component<{}, {}> {
  • - Overview + Overview
  • - Optimization Progress + Optimization Progress
    • @@ -39,6 +39,11 @@ class SlideBar extends React.Component<{}, {}> { +
  • + + Feedback + +
); diff --git a/src/webui/src/components/TrialStatus.tsx b/src/webui/src/components/TrialStatus.tsx index 38cad0a6e4..2c3d27be97 100644 --- a/src/webui/src/components/TrialStatus.tsx +++ b/src/webui/src/components/TrialStatus.tsx @@ -12,6 +12,7 @@ require('echarts/lib/chart/scatter'); require('echarts/lib/component/tooltip'); require('echarts/lib/component/title'); require('../style/trialStatus.css'); +require('../style/logPath.css'); echarts.registerTheme('my_theme', { color: '#3c8dbc' }); @@ -19,6 +20,7 @@ echarts.registerTheme('my_theme', { interface DescObj { parameters: Object; logPath?: string; + isLink?: boolean; } interface TableObj { @@ -238,6 +240,10 @@ class TrialStatus extends React.Component<{}, TabState> { } if (trialJobs[item].logPath !== undefined) { desc.logPath = trialJobs[item].logPath; + const isHyperLink = /^http/gi.test(trialJobs[item].logPath); + if (isHyperLink) { + desc.isLink = true; + } } if (trialJobs[item].finalMetricData !== undefined) { acc = parseFloat(trialJobs[item].finalMetricData.data); @@ -472,14 +478,35 @@ class TrialStatus extends React.Component<{}, TabState> { ]; const openRow = (record: TableObj) => { + const parametersRow = { + parameters: record.description.parameters + }; + let isLogLink: boolean = false; + const logPathRow = record.description.logPath; + if (record.description.isLink !== undefined) { + isLogLink = true; + } return ( 
                      true}  // default expandNode
                         getItemString={() => ()}  // remove the {} items
-                        data={record.description}
+                        data={parametersRow}
                     />
+                    {
+                        isLogLink
+                            ?
+                            

+                                logPath: 
+                                {logPathRow}
+                            

+                            :
+                            

+                                logPath: 
+                                {logPathRow}
+                            

+                    }