From 220d6cad8de6d77e7c8f7065a9a5d640696c941f Mon Sep 17 00:00:00 2001 From: in4margaret Date: Tue, 11 Feb 2020 11:46:49 -0500 Subject: [PATCH] Added Github Actions example --- README.md | 1 + docs/NLUGitHubActions.md | 85 ++++++++++++++++++++++ docs/images/compareResults.PNG | Bin 0 -> 6749 bytes docs/images/credentials.PNG | Bin 0 -> 39141 bytes docs/images/luisAuthAzure.PNG | Bin 0 -> 26052 bytes docs/images/luiscred.PNG | Bin 0 -> 69222 bytes models/utterancesTest.json | 27 +++++++ pipelines/.github/workflows/nlugithub.yml | 50 +++++++++++++ 8 files changed, 163 insertions(+) create mode 100644 docs/NLUGitHubActions.md create mode 100644 docs/images/compareResults.PNG create mode 100644 docs/images/credentials.PNG create mode 100644 docs/images/luisAuthAzure.PNG create mode 100644 docs/images/luiscred.PNG create mode 100644 models/utterancesTest.json create mode 100644 pipelines/.github/workflows/nlugithub.yml diff --git a/README.md b/README.md index 5dc8903..9f82ac8 100644 --- a/README.md +++ b/README.md @@ -46,6 +46,7 @@ Detailed information on the CLI tool sub-commands and arguments can be found in - [Dialogflow endpoint configuration](docs/DialogflowEndpointConfiguration.md) - [Configuring LUIS CI/CD with Azure Pipelines](docs/AzurePipelines.md) - [Extending the CLI to new NLU providers](docs/CliExtensions.md) +- [GitHub Actions workflow using NLU.DevOps cli tool](docs/NLUGitHubActions.md) ## Contributing diff --git a/docs/NLUGitHubActions.md b/docs/NLUGitHubActions.md new file mode 100644 index 0000000..0972e02 --- /dev/null +++ b/docs/NLUGitHubActions.md @@ -0,0 +1,85 @@ +## GitHub Actions workflow using NLU.DevOps cli tool + +This documents walk through building a CI pipeline for LUIS using GitHub Actions and NLU.DevOps. +The workflow will be the following:  +1. create, train, publish the LUIS model using sample utterances +2. send a test set to created LUIS model +3. evaluate model by comparing results received from LUIS with expected values +4. delete the model from the portal + +Let's name this pipeline CINLU and run it on a pull request to GitHub repo. + +``` +name: CINLU + +on: [pull_request] +``` + +1. Let's install NLU.DevOps cli tool on GitHub agent. + +``` + - name: Install dotnet-nlu + run: dotnet tool install -g dotnet-nlu +``` +On the ubuntu agent, you need to prepend a directory to the system PATH variable for all subsequent actions in the current job to make sure that cli tool works. More about this command [here](https://help.github.com/en/actions/automating-your-workflow-with-github-actions/development-tools-for-github-actions#add-a-system-path-add-path). + +``` + - name: Path + run: echo "::add-path::$HOME/.dotnet/tools" +``` +We use [utterances.json](../models/utterances.json) for training. You can replace this file with another file that consists of intents, utterances, entities that you need for your own model. +More about the format of this file [here](https://github.com/microsoft/NLU.DevOps/blob/master/docs/GenericUtterances.md). +To train your model we should add the following: + +``` +- name: Train Luis model + run: dotnet nlu train -s luis -u utterances.json --save-appsettings + env: + luisAuthoringRegion: ${{ secrets.luisAuthoringRegion }} + luisAuthoringKey: ${{ secrets.luisAuthoringKey }} + ``` + +More about the command [here](https://github.com/microsoft/NLU.DevOps/blob/master/docs/Train.md).  +Before you push to the repo, you need to add credentials (at least luisAutoringKey and luisAuthoringRegion are required) to your GitHub Secrets. For example, +![credentials](./images/credentials.png) + +You can open the Azure portal and copy LUIS Authoring Cognitive Service region and key. More about LUIS authoring resources [here](https://docs.microsoft.com/en-us/azure/cognitive-services/luis/luis-how-to-azure-subscription). +![luisAuthAzure](./images/luisAuthAzure.png) + +You can find this information on LUIS.ai portal as well. +![luisCredentials](./images/luiscred.png) + +where `Region` -> `luisAuthoringRegion` and `Primary key` -> `luisAuthoringKey` + +2. To test LUIS model let's use [utterancesTest.json](../models/utterancesTest.json) file. +We can save the result in results.json file using `--save-appsettings` for training. We don't need then to provide additional information to the `test` command.  +Yaml may look like that: +``` + - name: Test Luis model + run: dotnet nlu test -s luis -u utterancesTest.json -o results.json + env: + luisAuthoringRegion: ${{ secrets.luisAuthoringRegion }} + luisAuthoringKey: ${{ secrets.luisAuthoringKey }} +``` +3. To evaluate results we use two files: `utterancesTest.json` that consists of utterances that are labeled with actual intents and entities and `results.json` file with intent and entity names/types that we get from created LUIS model. + +``` + - name: Compare Luis model + run: dotnet nlu compare -e utterancesTest.json -a results.json +``` + +If you open your GitHub build run for this command in the console, you can see something similar to +![compareResults](./images/compareResults.png) + +You can see that we run 12 tests, 11 passed and 1 failed. + +4. When you work on several hypotheses, sometimes you need only to get results and you don't want to keep the model. It is possible to delete the model in the same pipeline after you get results. +``` + - name: Delete Luis model + run: dotnet nlu clean -s luis + env: + luisAuthoringRegion: ${{ secrets.luisAuthoringRegion }} + luisAuthoringKey: ${{ secrets.luisAuthoringKey }} +``` + +You can find GitHub Action workflow yaml file [here](../pipelines/.github/workflows/nlugithub.yml). \ No newline at end of file diff --git a/docs/images/compareResults.PNG b/docs/images/compareResults.PNG new file mode 100644 index 0000000000000000000000000000000000000000..1f6cece7a9d415d71437ad6488dbc48d669b70cd GIT binary patch literal 6749 zcmcIpdsLFy+NZ2+GPBD$r}Bbb#xheX%Nu#k($vgrnju=Ll@gc&shF5KCvyyK%1hqR zG`xgBnuy@7nPwvIi5C<>D@IUIOc6;G`LLO9t?%En*7+6--sgSaz4o*Bv!CCy_wPr# z_eEFjExKC(0D!jJ`Ln(Nzy^1<9lCjw`d78{z^MAN4(aQ920-r7pHkm!xas8S1OU`# zX{}t_sJ{Q<&iNoD0I(Ca_FXr2!!RBI*gNlb*2zCUWQN!F^QlWs?>{FUKRuGpyc!-J zzOUd>e#-OBn>HOYKJXxY-=57s?~C8?AVqWEBl>2+0pR^d?YAXMqM=0mY|y1ap89jL 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