Language Automl samples (#126)

* intial Natural Language commit * fixed input path for skipped model test * removed DS store, attempting linter again * attempted linter fix * removed lodash * package json test directive fix, LLC fix * dependencies for mathjs, automl in sample file added * path fixes, project id fixes, test fixes * comment/test cleanup * fixed tutorial file * manual readme update * readme path fix model * mefailenglishthat'sunmpossible spelling fix * style fix for console statements * Style fixes; thanks Ace! * path fix! * Fix ENV variable for project Id (GCLOUD_PROJECT) * Language AutoML samples * fixing lint issues * Converting test to mocha * Checking if Kokoro failure was a blip
googleapis · Sep 27, 2018 · 852ec66 · 852ec66
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diff --git a/packages/google-cloud-language/samples/README.md b/packages/google-cloud-language/samples/README.md
@@ -111,3 +111,145 @@ For more information, see https://cloud.google.com/natural-language/docs
 
 [shell_img]: //gstatic.com/cloudssh/images/open-btn.png
 [shell_link]: https://console.cloud.google.com/cloudshell/open?git_repo=https://github.com/googleapis/nodejs-language&page=editor&open_in_editor=samples/README.md
+
+### automlNaturalLanguageDataset
+
+View the [source code][automlNaturalLanguageDataset_code].
+
+[![Open in Cloud Shell][shell_img]](https://console.cloud.google.com/cloudshell/open?git_repo=https://github.com/googleapis/nodejs-language&page=editor&open_in_editor=samples/automl/automlNaturalLanguageDataset.js,samples/README.md)
+
+__Usage:__ `node automlNaturalLanguageDataset.js --help`
+
+```
+automlNaturalLanguageDataset.js <command>
+
+Commands:
+  automlNaturalLanguageDataset.js create-dataset  creates a new Dataset
+  automlNaturalLanguageDataset.js list-datasets   list all Datasets
+  automlNaturalLanguageDataset.js get-dataset     Get a Dataset
+  automlNaturalLanguageDataset.js delete-dataset  Delete a dataset
+  automlNaturalLanguageDataset.js import-data     Import labeled items into dataset
+  automlNaturalLanguageDataset.js export-data     Export a dataset to a Google Cloud Storage Bucket
+
+Options:
+  --version            Show version number                                                                     [boolean]
+  --computeRegion, -c  region name e.g. "us-central1"                                  [string] [default: "us-central1"]
+  --datasetName, -n    Name of the Dataset                                             [string] [default: "testDataSet"]
+  --datasetId, -i      Id of the dataset                                                                        [string]
+  --filter, -f        Name of the Dataset to search for    [string] [default: "text_classification_dataset_metadata:*"]
+  --multilabel, -m     Type of the classification problem, False - MULTICLASS, True - MULTILABEL.
+                                                                                               [string] [default: false]
+  --outputUri, -o      URI (or local path) to export dataset                                                    [string]
+  --path, -p           URI or local path to input .csv, or array of .csv paths
+                                              [string] [default: "gs://nodejs-docs-samples-vcm/flowerTraindataMini.csv"]
+  --projectId, -z      The GCLOUD_PROJECT string, e.g. "my-gcloud-project"            [number] [default: "203278707824"]
+  --help               Show help                                                                               [boolean]
+
+Examples:
+  node automlNaturalLanguageDataset.js create-dataset -n "newDataSet"
+  node automlNaturalLanguageDataset.js list-datasets -f "imageClassificationDatasetMetadata:*"
+  node automlNaturalLanguageDataset.js get-dataset -i "DATASETID"
+  node automlNaturalLanguageDataset.js delete-dataset -i "DATASETID"
+  node automlNaturalLanguageDataset.js import-data -i "dataSetId" -p "gs://myproject/mytraindata.csv"
+  node automlNaturalLanguageDataset.js export-data -i "dataSetId" -o "gs://myproject/outputdestination.csv"
+
+For more information, see https://cloud.google.com/natural-language/docs
+```
+
+[automlNaturalLanguageDataset_docs]: https://cloud.google.com/natural-language/docs/
+[automlNaturalLanguageDataset_code]: automl/automlNaturalLanguageDataset.js
+
+[shell_img]: //gstatic.com/cloudssh/images/open-btn.png
+[shell_link]: https://console.cloud.google.com/cloudshell/open?git_repo=https://github.com/googleapis/nodejs-language&page=editor&open_in_editor=samples/README.md
+
+### automlNaturalLanguageModel
+
+View the [source code][automlNaturalLanguageModel_code].
+
+[![Open in Cloud Shell][shell_img]](https://console.cloud.google.com/cloudshell/open?git_repo=https://github.com/googleapis/nodejs-language&page=editor&open_in_editor=samples/automl/automlNaturalLanguageModel.js,samples/README.md)
+
+__Usage:__ `node automlNaturalLanguageModel.js --help`
+
+```
+analyze.v1beta2.js <command>
+
+Commands:
+  automlNaturalLanguageModel.js create-model           creates a new Model
+  automlNaturalLanguageModel.js get-operation-status    Gets status of current operation
+  automlNaturalLanguageModel.js list-models            list all Models
+  automlNaturalLanguageModel.js get-model              Get a Model
+  automlNaturalLanguageModel.js list-model-evaluations  List model evaluations
+  automlNaturalLanguageModel.js get-model-evaluation    Get model evaluation
+  automlNaturalLanguageModel.js display-evaluation     Display evaluation
+  automlNaturalLanguageModel.js delete-model           Delete a Model
+
+Options:
+  --version                Show version number                                                                 [boolean]
+  --computeRegion, -c      region name e.g. "us-central1"                              [string] [default: "us-central1"]
+  --datasetId, -i          Id of the dataset                                                                    [string]
+  --filter, -f            Name of the Dataset to search for                                      [string] [default: ""]
+  --modelName, -m          Name of the model                                                   [string] [default: false]
+  --modelId, -a            Id of the model                                                        [string] [default: ""]
+  --modelEvaluationId, -e  Id of the model evaluation                                             [string] [default: ""]
+  --operationFullId, -o    Full name of an operation                                              [string] [default: ""]
+  --projectId, -z          The GCLOUD_PROJECT string, e.g. "my-gcloud-project"        [number] [default: "203278707824"]
+  --trainBudget, -t        Budget for training the model                                          [string] [default: ""]
+  --help                   Show help                                                                           [boolean]
+
+Examples:
+  node automlNaturalLanguageModel.js create-model -i "DatasetID" -m "myModelName" -t "2"
+  node automlNaturalLanguageModel.js get-operation-status -i "datasetId" -o "OperationFullID"
+  node automlNaturalLanguageModel.js list-models -f "textClassificationModelMetadata:*"
+  node automlNaturalLanguageModel.js get-model -a "ModelID"
+  node automlNaturalLanguageModel.js list-model-evaluations -a "ModelID"
+  node automlNaturalLanguageModel.js get-model-evaluation -a "ModelId" -e "ModelEvaluationID"
+  node automlNaturalLanguageModel.js display-evaluation -a "ModelId"
+  node automlNaturalLanguageModel.js delete-model -a "ModelID"
+
+For more information, see https://cloud.google.com/natural-language/docs
+```
+
+[automlNaturalLanguageModel_docs]: https://cloud.google.com/natural-language/docs/
+[automlNaturalLanguageModel_code]: automl/automlNaturalLanguageModel.js
+
+[shell_img]: //gstatic.com/cloudssh/images/open-btn.png
+[shell_link]: https://console.cloud.google.com/cloudshell/open?git_repo=https://github.com/googleapis/nodejs-language&page=editor&open_in_editor=samples/README.md
+
+### automlNaturalLanguagePredict
+
+View the [source code][automlNaturalLanguagePredict_code].
+
+[![Open in Cloud Shell][shell_img]](https://console.cloud.google.com/cloudshell/open?git_repo=https://github.com/googleapis/nodejs-language&page=editor&open_in_editor=samples/automl/automlNaturalLanguagePredict.js,samples/README.md)
+
+__Usage:__ `node automlNaturalLanguagePredict.js --help`
+
+```
+automlNaturalLanguagePredict.js <command>
+
+Commands:
+  automlNaturalLanguagePredict.js predict  classify the content
+
+Options:
+  --version             Show version number                                                                    [boolean]
+  --computeRegion, -c   region name e.g. "us-central1"                                 [string] [default: "us-central1"]
+  --filePath, -f        local text file path of the content to be classified  [string] [default: "./resources/test.txt"]
+  --modelId, -i         Id of the model which will be used for text classification                              [string]
+  --projectId, -z       The GCLOUD_PROJECT string, e.g. "my-gcloud-project"           [number] [default: "203278707824"]
+  --scoreThreshold, -s  A value from 0.0 to 1.0.  When the model makes predictions for an image it willonly produce
+                        results that have at least this confidence score threshold.  Default is .5
+                                                                                               [string] [default: "0.5"]
+  --help                Show help                                                                              [boolean]
+
+Examples:
+  node automlNaturalLanguagePredict.js predict -i "modelId" -f "./resources/test.txt" -s "0.5"
+
+For more information, see https://cloud.google.com/natural-language/docs
+```
+
+[automlNaturalLanguagePredict_docs]: https://cloud.google.com/natural-language/docs/
+[automlNaturalLanguagePredict_code]: automl/automlNaturalLanguagePredict.js
+
+[shell_img]: //gstatic.com/cloudssh/images/open-btn.png
+[shell_link]: https://console.cloud.google.com/cloudshell/open?git_repo=https://github.com/googleapis/nodejs-language&page=editor&open_in_editor=samples/README.md
+
+
diff --git a/packages/google-cloud-language/samples/package.json b/packages/google-cloud-language/samples/package.json
@@ -11,6 +11,8 @@
     "test": "mocha"
   },
   "dependencies": {
+    "@google-cloud/automl": "^0.1.1",
+    "mathjs": "^5.1.0",
     "@google-cloud/language": "^2.0.0",
     "@google-cloud/storage": "^2.0.0",
     "yargs": "^12.0.0"