From 96d7d46320202bd7eabc797c53d0b89552420f21 Mon Sep 17 00:00:00 2001 From: Yuan Zhuang <40252949+yuanzhuangyuanzhuang@users.noreply.github.com> Date: Mon, 10 Oct 2022 15:44:18 -0700 Subject: [PATCH] Add CLI v2 Example of forecasting bike share notebook (#1728) * Add CLI bike share example * add workflow Co-authored-by: Yuan Zhuang --- ...cli-automl-forecasting-task-bike-share.yml | 30 + cli/README.md | 6 +- ...this AutoML Job with CLI (Forecasting).txt | 9 + ...cli-automl-forecasting-task-bike-share.yml | 40 ++ .../test-mltable-folder/MLTable | 15 + .../test-mltable-folder/bike-share-test.csv | 123 ++++ .../training-mltable-folder/MLTable | 15 + .../bike-share-train.csv | 610 ++++++++++++++++++ 8 files changed, 846 insertions(+), 2 deletions(-) create mode 100644 .github/workflows/cli-jobs-automl-standalone-jobs-cli-automl-forecasting-bike-share-cli-automl-forecasting-task-bike-share.yml create mode 100644 cli/jobs/automl-standalone-jobs/cli-automl-forecasting-bike-share/How to Run this AutoML Job with CLI (Forecasting).txt create mode 100644 cli/jobs/automl-standalone-jobs/cli-automl-forecasting-bike-share/cli-automl-forecasting-task-bike-share.yml create mode 100644 cli/jobs/automl-standalone-jobs/cli-automl-forecasting-bike-share/test-mltable-folder/MLTable create mode 100644 cli/jobs/automl-standalone-jobs/cli-automl-forecasting-bike-share/test-mltable-folder/bike-share-test.csv create mode 100644 cli/jobs/automl-standalone-jobs/cli-automl-forecasting-bike-share/training-mltable-folder/MLTable create mode 100644 cli/jobs/automl-standalone-jobs/cli-automl-forecasting-bike-share/training-mltable-folder/bike-share-train.csv diff --git a/.github/workflows/cli-jobs-automl-standalone-jobs-cli-automl-forecasting-bike-share-cli-automl-forecasting-task-bike-share.yml b/.github/workflows/cli-jobs-automl-standalone-jobs-cli-automl-forecasting-bike-share-cli-automl-forecasting-task-bike-share.yml new file mode 100644 index 00000000000..4a5fc6436bf --- /dev/null +++ b/.github/workflows/cli-jobs-automl-standalone-jobs-cli-automl-forecasting-bike-share-cli-automl-forecasting-task-bike-share.yml @@ -0,0 +1,30 @@ +name: cli-jobs-automl-standalone-jobs-cli-automl-forecasting-bike-share-cli-automl-forecasting-task-bike-share +on: + workflow_dispatch: + schedule: + - cron: "0 0/4 * * *" + pull_request: + branches: + - main + - sdk-preview + paths: + - cli/jobs/automl-standalone-jobs/cli-automl-forecasting-bike-share/** + - .github/workflows/cli-jobs-automl-standalone-jobs-cli-automl-forecasting-bike-share-cli-automl-forecasting-task-bike-share.yml + - cli/setup.sh +jobs: + build: + runs-on: ubuntu-latest + steps: + - name: check out repo + uses: actions/checkout@v2 + - name: azure login + uses: azure/login@v1 + with: + creds: ${{secrets.AZ_CREDS}} + - name: setup + run: bash setup.sh + working-directory: cli + continue-on-error: true + - name: run job + run: bash -x ../../../run-job.sh cli-automl-forecasting-task-bike-share.yml + working-directory: cli/jobs/automl-standalone-jobs/cli-automl-forecasting-bike-share diff --git a/cli/README.md b/cli/README.md index 05fc95b14e6..a7f2922adbf 100644 --- a/cli/README.md +++ b/cli/README.md @@ -116,6 +116,7 @@ path|status|description [jobs/basics/hello-world-output-data.yml](jobs/basics/hello-world-output-data.yml)|[![jobs/basics/hello-world-output-data](https://github.com/Azure/azureml-examples/workflows/cli-jobs-basics-hello-world-output-data/badge.svg?branch=main)](https://github.com/Azure/azureml-examples/actions/workflows/cli-jobs-basics-hello-world-output-data.yml)|*no description* [jobs/basics/hello-world-output.yml](jobs/basics/hello-world-output.yml)|[![jobs/basics/hello-world-output](https://github.com/Azure/azureml-examples/workflows/cli-jobs-basics-hello-world-output/badge.svg?branch=main)](https://github.com/Azure/azureml-examples/actions/workflows/cli-jobs-basics-hello-world-output.yml)|*no description* [jobs/basics/hello-world.yml](jobs/basics/hello-world.yml)|[![jobs/basics/hello-world](https://github.com/Azure/azureml-examples/workflows/cli-jobs-basics-hello-world/badge.svg?branch=main)](https://github.com/Azure/azureml-examples/actions/workflows/cli-jobs-basics-hello-world.yml)|*no description* +[jobs/pipelines/add-column-and-word-count-using-spark/pipeline.yml](jobs/pipelines/add-column-and-word-count-using-spark/pipeline.yml)|[![jobs/pipelines/add-column-and-word-count-using-spark/pipeline](https://github.com/Azure/azureml-examples/workflows/cli-jobs-pipelines-add-column-and-word-count-using-spark-pipeline/badge.svg?branch=main)](https://github.com/Azure/azureml-examples/actions/workflows/cli-jobs-pipelines-add-column-and-word-count-using-spark-pipeline.yml)|'submit a pipeline with spark job' [jobs/pipelines/automl/cli-automl-classification-task-bankmarketing-pipeline/pipeline.yml](jobs/pipelines/automl/cli-automl-classification-task-bankmarketing-pipeline/pipeline.yml)|[![jobs/pipelines/automl/cli-automl-classification-task-bankmarketing-pipeline/pipeline](https://github.com/Azure/azureml-examples/workflows/cli-jobs-pipelines-automl-cli-automl-classification-task-bankmarketing-pipeline-pipeline/badge.svg?branch=main)](https://github.com/Azure/azureml-examples/actions/workflows/cli-jobs-pipelines-automl-cli-automl-classification-task-bankmarketing-pipeline-pipeline.yml)|Pipeline using AutoML classification task [jobs/pipelines/automl/cli-automl-regression-housepricing-pipeline/pipeline.yml](jobs/pipelines/automl/cli-automl-regression-housepricing-pipeline/pipeline.yml)|[![jobs/pipelines/automl/cli-automl-regression-housepricing-pipeline/pipeline](https://github.com/Azure/azureml-examples/workflows/cli-jobs-pipelines-automl-cli-automl-regression-housepricing-pipeline-pipeline/badge.svg?branch=main)](https://github.com/Azure/azureml-examples/actions/workflows/cli-jobs-pipelines-automl-cli-automl-regression-housepricing-pipeline-pipeline.yml)|Pipeline using AutoML regression task [jobs/pipelines/automl/cli-automl-text-classification-multilabel-paper-categorization-pipeline/pipeline.yml](jobs/pipelines/automl/cli-automl-text-classification-multilabel-paper-categorization-pipeline/pipeline.yml)|[![jobs/pipelines/automl/cli-automl-text-classification-multilabel-paper-categorization-pipeline/pipeline](https://github.com/Azure/azureml-examples/workflows/cli-jobs-pipelines-automl-cli-automl-text-classification-multilabel-paper-categorization-pipeline-pipeline/badge.svg?branch=main)](https://github.com/Azure/azureml-examples/actions/workflows/cli-jobs-pipelines-automl-cli-automl-text-classification-multilabel-paper-categorization-pipeline-pipeline.yml)|Pipeline using AutoML Text Classification Multilabel task @@ -131,8 +132,8 @@ path|status|description [jobs/pipelines/mnist-batch-identification-using-parallel/pipeline.yml](jobs/pipelines/mnist-batch-identification-using-parallel/pipeline.yml)|[![jobs/pipelines/mnist-batch-identification-using-parallel/pipeline](https://github.com/Azure/azureml-examples/workflows/cli-jobs-pipelines-mnist-batch-identification-using-parallel-pipeline/badge.svg?branch=main)](https://github.com/Azure/azureml-examples/actions/workflows/cli-jobs-pipelines-mnist-batch-identification-using-parallel-pipeline.yml)|The hello world pipeline job with inline parallel job [jobs/pipelines/nyc-taxi/pipeline.yml](jobs/pipelines/nyc-taxi/pipeline.yml)|[![jobs/pipelines/nyc-taxi/pipeline](https://github.com/Azure/azureml-examples/workflows/cli-jobs-pipelines-nyc-taxi-pipeline/badge.svg?branch=main)](https://github.com/Azure/azureml-examples/actions/workflows/cli-jobs-pipelines-nyc-taxi-pipeline.yml)|Train model with nyc taxi data [jobs/pipelines/tensorflow-image-segmentation/pipeline.yml](jobs/pipelines/tensorflow-image-segmentation/pipeline.yml)|[![jobs/pipelines/tensorflow-image-segmentation/pipeline](https://github.com/Azure/azureml-examples/workflows/cli-jobs-pipelines-tensorflow-image-segmentation-pipeline/badge.svg?branch=main)](https://github.com/Azure/azureml-examples/actions/workflows/cli-jobs-pipelines-tensorflow-image-segmentation-pipeline.yml)|*no description* -[jobs/pipelines/add-column-and-word-count-using-spark/pipeline.yml](jobs/pipelines/add-column-and-word-count-using-spark/pipeline.yml)|[![jobs/pipelines/add-column-and-word-count-using-spark/pipeline](https://github.com/Azure/azureml-examples/workflows/cli-jobs-pipelines-add-column-and-word-count-using-spark-pipeline/badge.svg?branch=main)](https://github.com/Azure/azureml-examples/actions/workflows/cli-jobs-pipelines-add-column-and-word-count-using-spark-pipeline.yml)|Pipeline using sparkto conduct two works: 1. Add a new colunm for csv file 2. Count word group by row. [jobs/automl-standalone-jobs/cli-automl-classification-task-bankmarketing/cli-automl-classification-task-bankmarketing.yml](jobs/automl-standalone-jobs/cli-automl-classification-task-bankmarketing/cli-automl-classification-task-bankmarketing.yml)|[![jobs/automl-standalone-jobs/cli-automl-classification-task-bankmarketing/cli-automl-classification-task-bankmarketing](https://github.com/Azure/azureml-examples/workflows/cli-jobs-automl-standalone-jobs-cli-automl-classification-task-bankmarketing-cli-automl-classification-task-bankmarketing/badge.svg?branch=main)](https://github.com/Azure/azureml-examples/actions/workflows/cli-jobs-automl-standalone-jobs-cli-automl-classification-task-bankmarketing-cli-automl-classification-task-bankmarketing.yml)|A Classification job using bank marketing +[jobs/automl-standalone-jobs/cli-automl-forecasting-bike-share/cli-automl-forecasting-task-bike-share.yml](jobs/automl-standalone-jobs/cli-automl-forecasting-bike-share/cli-automl-forecasting-task-bike-share.yml)|[![jobs/automl-standalone-jobs/cli-automl-forecasting-bike-share/cli-automl-forecasting-task-bike-share](https://github.com/Azure/azureml-examples/workflows/cli-jobs-automl-standalone-jobs-cli-automl-forecasting-bike-share-cli-automl-forecasting-task-bike-share/badge.svg?branch=main)](https://github.com/Azure/azureml-examples/actions/workflows/cli-jobs-automl-standalone-jobs-cli-automl-forecasting-bike-share-cli-automl-forecasting-task-bike-share.yml)|A Time-Series Forecasting job using bike share dataset [jobs/automl-standalone-jobs/cli-automl-forecasting-task-energy-demand/cli-automl-forecasting-task-energy-demand.yml](jobs/automl-standalone-jobs/cli-automl-forecasting-task-energy-demand/cli-automl-forecasting-task-energy-demand.yml)|[![jobs/automl-standalone-jobs/cli-automl-forecasting-task-energy-demand/cli-automl-forecasting-task-energy-demand](https://github.com/Azure/azureml-examples/workflows/cli-jobs-automl-standalone-jobs-cli-automl-forecasting-task-energy-demand-cli-automl-forecasting-task-energy-demand/badge.svg?branch=main)](https://github.com/Azure/azureml-examples/actions/workflows/cli-jobs-automl-standalone-jobs-cli-automl-forecasting-task-energy-demand-cli-automl-forecasting-task-energy-demand.yml)|A Time-Series Forecasting job using energy demand dataset [jobs/automl-standalone-jobs/cli-automl-image-classification-multiclass-task-fridge-items/cli-automl-image-classification-multiclass-task-fridge-items.yml](jobs/automl-standalone-jobs/cli-automl-image-classification-multiclass-task-fridge-items/cli-automl-image-classification-multiclass-task-fridge-items.yml)|[![jobs/automl-standalone-jobs/cli-automl-image-classification-multiclass-task-fridge-items/cli-automl-image-classification-multiclass-task-fridge-items](https://github.com/Azure/azureml-examples/workflows/cli-jobs-automl-standalone-jobs-cli-automl-image-classification-multiclass-task-fridge-items-cli-automl-image-classification-multiclass-task-fridge-items/badge.svg?branch=main)](https://github.com/Azure/azureml-examples/actions/workflows/cli-jobs-automl-standalone-jobs-cli-automl-image-classification-multiclass-task-fridge-items-cli-automl-image-classification-multiclass-task-fridge-items.yml)|A multi-class Image classification job using fridge items dataset [jobs/automl-standalone-jobs/cli-automl-image-classification-multilablel-task-fridge-items/cli-automl-image-classification-multilabel-task-fridge-items.yml](jobs/automl-standalone-jobs/cli-automl-image-classification-multilablel-task-fridge-items/cli-automl-image-classification-multilabel-task-fridge-items.yml)|[![jobs/automl-standalone-jobs/cli-automl-image-classification-multilablel-task-fridge-items/cli-automl-image-classification-multilabel-task-fridge-items](https://github.com/Azure/azureml-examples/workflows/cli-jobs-automl-standalone-jobs-cli-automl-image-classification-multilablel-task-fridge-items-cli-automl-image-classification-multilabel-task-fridge-items/badge.svg?branch=main)](https://github.com/Azure/azureml-examples/actions/workflows/cli-jobs-automl-standalone-jobs-cli-automl-image-classification-multilablel-task-fridge-items-cli-automl-image-classification-multilabel-task-fridge-items.yml)|A multi-label Image classification job using fridge items dataset @@ -162,8 +163,9 @@ path|status|description [jobs/pipelines-with-components/nyc_taxi_data_regression/pipeline.yml](jobs/pipelines-with-components/nyc_taxi_data_regression/pipeline.yml)|[![jobs/pipelines-with-components/nyc_taxi_data_regression/pipeline](https://github.com/Azure/azureml-examples/workflows/cli-jobs-pipelines-with-components-nyc_taxi_data_regression-pipeline/badge.svg?branch=main)](https://github.com/Azure/azureml-examples/actions/workflows/cli-jobs-pipelines-with-components-nyc_taxi_data_regression-pipeline.yml)|Train regression model based on nyc taxi dataset [jobs/pipelines-with-components/pipeline_with_hyperparameter_sweep/pipeline.yml](jobs/pipelines-with-components/pipeline_with_hyperparameter_sweep/pipeline.yml)|[![jobs/pipelines-with-components/pipeline_with_hyperparameter_sweep/pipeline](https://github.com/Azure/azureml-examples/workflows/cli-jobs-pipelines-with-components-pipeline_with_hyperparameter_sweep-pipeline/badge.svg?branch=main)](https://github.com/Azure/azureml-examples/actions/workflows/cli-jobs-pipelines-with-components-pipeline_with_hyperparameter_sweep-pipeline.yml)|Tune hyperparameters using TF component [jobs/pipelines-with-components/rai_pipeline_adult_analyse/pipeline.yml](jobs/pipelines-with-components/rai_pipeline_adult_analyse/pipeline.yml)|[![jobs/pipelines-with-components/rai_pipeline_adult_analyse/pipeline](https://github.com/Azure/azureml-examples/workflows/cli-jobs-pipelines-with-components-rai_pipeline_adult_analyse-pipeline/badge.svg?branch=main)](https://github.com/Azure/azureml-examples/actions/workflows/cli-jobs-pipelines-with-components-rai_pipeline_adult_analyse-pipeline.yml)|Sample rai pipeline -[jobs/pipelines-with-components/shakespear_sample_and_word_count_using_spark/pipeline.yml](jobs/pipelines-with-components/shakespear_sample_and_word_count_using_spark/pipeline.yml)|[![jobs/pipelines-with-components/shakespear_sample_and_word_count_using_spark/pipeline](https://github.com/Azure/azureml-examples/workflows/cli-jobs-pipelines-with-components-shakespear_sample_and_word_count_using_spark-pipeline/badge.svg?branch=main)](https://github.com/Azure/azureml-examples/actions/workflows/cli-jobs-pipelines-with-components-shakespear-sample-and-word-count-using-spark-pipeline.yml)|Spark pipeline job to sample shakespear text and then count word in the text +[jobs/pipelines-with-components/shakespear_sample_and_word_count_using_spark/pipeline.yml](jobs/pipelines-with-components/shakespear_sample_and_word_count_using_spark/pipeline.yml)|[![jobs/pipelines-with-components/shakespear_sample_and_word_count_using_spark/pipeline](https://github.com/Azure/azureml-examples/workflows/cli-jobs-pipelines-with-components-shakespear_sample_and_word_count_using_spark-pipeline/badge.svg?branch=main)](https://github.com/Azure/azureml-examples/actions/workflows/cli-jobs-pipelines-with-components-shakespear_sample_and_word_count_using_spark-pipeline.yml)|'submit a pipeline with spark job' [jobs/automl-standalone-jobs/cli-automl-classification-task-bankmarketing/cli-automl-classification-task-bankmarketing.yml](jobs/automl-standalone-jobs/cli-automl-classification-task-bankmarketing/cli-automl-classification-task-bankmarketing.yml)|[![jobs/automl-standalone-jobs/cli-automl-classification-task-bankmarketing/cli-automl-classification-task-bankmarketing](https://github.com/Azure/azureml-examples/workflows/cli-jobs-automl-standalone-jobs-cli-automl-classification-task-bankmarketing-cli-automl-classification-task-bankmarketing/badge.svg?branch=main)](https://github.com/Azure/azureml-examples/actions/workflows/cli-jobs-automl-standalone-jobs-cli-automl-classification-task-bankmarketing-cli-automl-classification-task-bankmarketing.yml)|A Classification job using bank marketing +[jobs/automl-standalone-jobs/cli-automl-forecasting-bike-share/cli-automl-forecasting-task-bike-share.yml](jobs/automl-standalone-jobs/cli-automl-forecasting-bike-share/cli-automl-forecasting-task-bike-share.yml)|[![jobs/automl-standalone-jobs/cli-automl-forecasting-bike-share/cli-automl-forecasting-task-bike-share](https://github.com/Azure/azureml-examples/workflows/cli-jobs-automl-standalone-jobs-cli-automl-forecasting-bike-share-cli-automl-forecasting-task-bike-share/badge.svg?branch=main)](https://github.com/Azure/azureml-examples/actions/workflows/cli-jobs-automl-standalone-jobs-cli-automl-forecasting-bike-share-cli-automl-forecasting-task-bike-share.yml)|A Time-Series Forecasting job using bike share dataset [jobs/automl-standalone-jobs/cli-automl-forecasting-task-energy-demand/cli-automl-forecasting-task-energy-demand.yml](jobs/automl-standalone-jobs/cli-automl-forecasting-task-energy-demand/cli-automl-forecasting-task-energy-demand.yml)|[![jobs/automl-standalone-jobs/cli-automl-forecasting-task-energy-demand/cli-automl-forecasting-task-energy-demand](https://github.com/Azure/azureml-examples/workflows/cli-jobs-automl-standalone-jobs-cli-automl-forecasting-task-energy-demand-cli-automl-forecasting-task-energy-demand/badge.svg?branch=main)](https://github.com/Azure/azureml-examples/actions/workflows/cli-jobs-automl-standalone-jobs-cli-automl-forecasting-task-energy-demand-cli-automl-forecasting-task-energy-demand.yml)|A Time-Series Forecasting job using energy demand dataset [jobs/automl-standalone-jobs/cli-automl-image-classification-multiclass-task-fridge-items/cli-automl-image-classification-multiclass-task-fridge-items.yml](jobs/automl-standalone-jobs/cli-automl-image-classification-multiclass-task-fridge-items/cli-automl-image-classification-multiclass-task-fridge-items.yml)|[![jobs/automl-standalone-jobs/cli-automl-image-classification-multiclass-task-fridge-items/cli-automl-image-classification-multiclass-task-fridge-items](https://github.com/Azure/azureml-examples/workflows/cli-jobs-automl-standalone-jobs-cli-automl-image-classification-multiclass-task-fridge-items-cli-automl-image-classification-multiclass-task-fridge-items/badge.svg?branch=main)](https://github.com/Azure/azureml-examples/actions/workflows/cli-jobs-automl-standalone-jobs-cli-automl-image-classification-multiclass-task-fridge-items-cli-automl-image-classification-multiclass-task-fridge-items.yml)|A multi-class Image classification job using fridge items dataset [jobs/automl-standalone-jobs/cli-automl-image-classification-multilablel-task-fridge-items/cli-automl-image-classification-multilabel-task-fridge-items.yml](jobs/automl-standalone-jobs/cli-automl-image-classification-multilablel-task-fridge-items/cli-automl-image-classification-multilabel-task-fridge-items.yml)|[![jobs/automl-standalone-jobs/cli-automl-image-classification-multilablel-task-fridge-items/cli-automl-image-classification-multilabel-task-fridge-items](https://github.com/Azure/azureml-examples/workflows/cli-jobs-automl-standalone-jobs-cli-automl-image-classification-multilablel-task-fridge-items-cli-automl-image-classification-multilabel-task-fridge-items/badge.svg?branch=main)](https://github.com/Azure/azureml-examples/actions/workflows/cli-jobs-automl-standalone-jobs-cli-automl-image-classification-multilablel-task-fridge-items-cli-automl-image-classification-multilabel-task-fridge-items.yml)|A multi-label Image classification job using fridge items dataset diff --git a/cli/jobs/automl-standalone-jobs/cli-automl-forecasting-bike-share/How to Run this AutoML Job with CLI (Forecasting).txt b/cli/jobs/automl-standalone-jobs/cli-automl-forecasting-bike-share/How to Run this AutoML Job with CLI (Forecasting).txt new file mode 100644 index 00000000000..91e30013df2 --- /dev/null +++ b/cli/jobs/automl-standalone-jobs/cli-automl-forecasting-bike-share/How to Run this AutoML Job with CLI (Forecasting).txt @@ -0,0 +1,9 @@ +How to Run this AutoML Job with CLI (Time-Series Forecasting) +=============================================================== + + +Run the AutoML CLI command pointing to the .YML file in this folder plus the Azure ML IDs needed: +---------------------------------------------------------------------------------------------------- + + +/> az ml job create --file ./cli-automl-forecasting-task-bike-share.yml --workspace-name [YOUR_AZURE_WORKSPACE] --resource-group [YOUR_AZURE_RESOURCE_GROUP] --subscription [YOUR_AZURE_SUBSCRIPTION] diff --git a/cli/jobs/automl-standalone-jobs/cli-automl-forecasting-bike-share/cli-automl-forecasting-task-bike-share.yml b/cli/jobs/automl-standalone-jobs/cli-automl-forecasting-bike-share/cli-automl-forecasting-task-bike-share.yml new file mode 100644 index 00000000000..57384c5d8d8 --- /dev/null +++ b/cli/jobs/automl-standalone-jobs/cli-automl-forecasting-bike-share/cli-automl-forecasting-task-bike-share.yml @@ -0,0 +1,40 @@ +$schema: https://azuremlsdk2.blob.core.windows.net/preview/0.0.1/autoMLJob.schema.json +type: automl + +experiment_name: dpv2-cli-automl-forecasting-bike-share +# name: dpv2-sdk-forecasting-train-job-01 +description: A Time-Series Forecasting job using bike share dataset +compute: azureml:cpu-cluster +task: forecasting +primary_metric: normalized_root_mean_squared_error +log_verbosity: debug + +training_data: + path: "./training-mltable-folder" + type: mltable + +test_data: + path: "./test-mltable-folder" + type: mltable + +target_column_name: cnt +n_cross_validations: 3 + +limits: + timeout_minutes: 20 + max_trials: 10 + max_concurrent_trials: 4 + trial_timeout_minutes: 20 + enable_early_termination: true + +forecasting: + time_column_name: "date" + forecast_horizon: 14 + frequency: "D" + target_lags: "auto" + country_or_region_for_holidays: "US" + +training: + enable_model_explainability: true + enable_stack_ensemble: false + blocked_training_algorithms: ["extreme_random_trees"] diff --git a/cli/jobs/automl-standalone-jobs/cli-automl-forecasting-bike-share/test-mltable-folder/MLTable b/cli/jobs/automl-standalone-jobs/cli-automl-forecasting-bike-share/test-mltable-folder/MLTable new file mode 100644 index 00000000000..e347b298274 --- /dev/null +++ b/cli/jobs/automl-standalone-jobs/cli-automl-forecasting-bike-share/test-mltable-folder/MLTable @@ -0,0 +1,15 @@ +paths: + - file: ./bike-share-test.csv +transformations: + - read_delimited: + delimiter: ',' + encoding: 'ascii' + - convert_column_types: + - columns: temp + column_type: float + - columns: atemp + column_type: float + - columns: hum + column_type: float + - columns: windspeed + column_type: float \ No newline at end of file diff --git a/cli/jobs/automl-standalone-jobs/cli-automl-forecasting-bike-share/test-mltable-folder/bike-share-test.csv b/cli/jobs/automl-standalone-jobs/cli-automl-forecasting-bike-share/test-mltable-folder/bike-share-test.csv new file mode 100644 index 00000000000..6de8c0cef4d --- /dev/null +++ b/cli/jobs/automl-standalone-jobs/cli-automl-forecasting-bike-share/test-mltable-folder/bike-share-test.csv @@ -0,0 +1,123 @@ +instant,date,season,yr,mnth,weekday,weathersit,temp,atemp,hum,windspeed,cnt +610,2012-09-01,3,1,9,6,2,0.753333,0.702654,0.638333,0.113187,6140 +611,2012-09-02,3,1,9,0,2,0.696667,0.649,0.815,0.0640708,5810 +612,2012-09-03,3,1,9,1,1,0.7075,0.661629,0.790833,0.151121,6034 +613,2012-09-04,3,1,9,2,1,0.725833,0.686888,0.755,0.236321,6864 +614,2012-09-05,3,1,9,3,1,0.736667,0.708983,0.74125,0.187808,7112 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diff --git a/cli/jobs/automl-standalone-jobs/cli-automl-forecasting-bike-share/training-mltable-folder/MLTable b/cli/jobs/automl-standalone-jobs/cli-automl-forecasting-bike-share/training-mltable-folder/MLTable new file mode 100644 index 00000000000..73906e482ef --- /dev/null +++ b/cli/jobs/automl-standalone-jobs/cli-automl-forecasting-bike-share/training-mltable-folder/MLTable @@ -0,0 +1,15 @@ +paths: + - file: ./bike-share-train.csv +transformations: + - read_delimited: + delimiter: ',' + encoding: 'ascii' + - convert_column_types: + - columns: temp + column_type: float + - columns: atemp + column_type: float + - columns: hum + column_type: float + - columns: windspeed + column_type: float \ No newline at end of file diff --git a/cli/jobs/automl-standalone-jobs/cli-automl-forecasting-bike-share/training-mltable-folder/bike-share-train.csv b/cli/jobs/automl-standalone-jobs/cli-automl-forecasting-bike-share/training-mltable-folder/bike-share-train.csv new file mode 100644 index 00000000000..6a39d537a98 --- /dev/null +++ b/cli/jobs/automl-standalone-jobs/cli-automl-forecasting-bike-share/training-mltable-folder/bike-share-train.csv @@ -0,0 +1,610 @@ +instant,date,season,yr,mnth,weekday,weathersit,temp,atemp,hum,windspeed,cnt +1,2011-01-01,1,0,1,6,2,0.344167,0.363625,0.805833,0.160446,985 +2,2011-01-02,1,0,1,0,2,0.363478,0.353739,0.696087,0.248539,801 +3,2011-01-03,1,0,1,1,1,0.196364,0.189405,0.437273,0.248309,1349 +4,2011-01-04,1,0,1,2,1,0.2,0.212122,0.590435,0.160296,1562 +5,2011-01-05,1,0,1,3,1,0.226957,0.22927,0.436957,0.1869,1600 +6,2011-01-06,1,0,1,4,1,0.204348,0.233209,0.518261,0.0895652,1606 +7,2011-01-07,1,0,1,5,2,0.196522,0.208839,0.498696,0.168726,1510 +8,2011-01-08,1,0,1,6,2,0.165,0.162254,0.535833,0.266804,959 +9,2011-01-09,1,0,1,0,1,0.138333,0.116175,0.434167,0.36195,822 +10,2011-01-10,1,0,1,1,1,0.150833,0.150888,0.482917,0.223267,1321 +11,2011-01-11,1,0,1,2,2,0.169091,0.191464,0.686364,0.122132,1263 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+177,2011-06-26,3,0,6,0,1,0.68,0.637629,0.513333,0.0945333,5305 +178,2011-06-27,3,0,6,1,2,0.6825,0.637004,0.658333,0.107588,4708 +179,2011-06-28,3,0,6,2,1,0.744167,0.692558,0.634167,0.144283,4648 +180,2011-06-29,3,0,6,3,1,0.728333,0.654688,0.497917,0.261821,5225 +181,2011-06-30,3,0,6,4,1,0.696667,0.637008,0.434167,0.185312,5515 +182,2011-07-01,3,0,7,5,1,0.7225,0.652162,0.39625,0.102608,5362 +183,2011-07-02,3,0,7,6,1,0.738333,0.667308,0.444583,0.115062,5119 +184,2011-07-03,3,0,7,0,2,0.716667,0.668575,0.6825,0.228858,4649 +185,2011-07-04,3,0,7,1,2,0.726667,0.665417,0.637917,0.0814792,6043 +186,2011-07-05,3,0,7,2,1,0.746667,0.696338,0.590417,0.126258,4665 +187,2011-07-06,3,0,7,3,1,0.72,0.685633,0.743333,0.149883,4629 +188,2011-07-07,3,0,7,4,1,0.75,0.686871,0.65125,0.1592,4592 +189,2011-07-08,3,0,7,5,2,0.709167,0.670483,0.757917,0.225129,4040 +190,2011-07-09,3,0,7,6,1,0.733333,0.664158,0.609167,0.167912,5336 +191,2011-07-10,3,0,7,0,1,0.7475,0.690025,0.578333,0.183471,4881 +192,2011-07-11,3,0,7,1,1,0.7625,0.729804,0.635833,0.282337,4086 +193,2011-07-12,3,0,7,2,1,0.794167,0.739275,0.559167,0.200254,4258 +194,2011-07-13,3,0,7,3,1,0.746667,0.689404,0.631667,0.146133,4342 +195,2011-07-14,3,0,7,4,1,0.680833,0.635104,0.47625,0.240667,5084 +196,2011-07-15,3,0,7,5,1,0.663333,0.624371,0.59125,0.182833,5538 +197,2011-07-16,3,0,7,6,1,0.686667,0.638263,0.585,0.208342,5923 +198,2011-07-17,3,0,7,0,1,0.719167,0.669833,0.604167,0.245033,5302 +199,2011-07-18,3,0,7,1,1,0.746667,0.703925,0.65125,0.215804,4458 +200,2011-07-19,3,0,7,2,1,0.776667,0.747479,0.650417,0.1306,4541 +201,2011-07-20,3,0,7,3,1,0.768333,0.74685,0.707083,0.113817,4332 +202,2011-07-21,3,0,7,4,2,0.815,0.826371,0.69125,0.222021,3784 +203,2011-07-22,3,0,7,5,1,0.848333,0.840896,0.580417,0.1331,3387 +204,2011-07-23,3,0,7,6,1,0.849167,0.804287,0.5,0.131221,3285 +205,2011-07-24,3,0,7,0,1,0.83,0.794829,0.550833,0.169171,3606 +206,2011-07-25,3,0,7,1,1,0.743333,0.720958,0.757083,0.0908083,3840 +207,2011-07-26,3,0,7,2,1,0.771667,0.696979,0.540833,0.200258,4590 +208,2011-07-27,3,0,7,3,1,0.775,0.690667,0.402917,0.183463,4656 +209,2011-07-28,3,0,7,4,1,0.779167,0.7399,0.583333,0.178479,4390 +210,2011-07-29,3,0,7,5,1,0.838333,0.785967,0.5425,0.174138,3846 +211,2011-07-30,3,0,7,6,1,0.804167,0.728537,0.465833,0.168537,4475 +212,2011-07-31,3,0,7,0,1,0.805833,0.729796,0.480833,0.164813,4302 +213,2011-08-01,3,0,8,1,1,0.771667,0.703292,0.550833,0.156717,4266 +214,2011-08-02,3,0,8,2,1,0.783333,0.707071,0.49125,0.20585,4845 +215,2011-08-03,3,0,8,3,2,0.731667,0.679937,0.6575,0.135583,3574 +216,2011-08-04,3,0,8,4,2,0.71,0.664788,0.7575,0.19715,4576 +217,2011-08-05,3,0,8,5,1,0.710833,0.656567,0.630833,0.184696,4866 +218,2011-08-06,3,0,8,6,2,0.716667,0.676154,0.755,0.22825,4294 +219,2011-08-07,3,0,8,0,1,0.7425,0.715292,0.752917,0.201487,3785 +220,2011-08-08,3,0,8,1,1,0.765,0.703283,0.592083,0.192175,4326 +221,2011-08-09,3,0,8,2,1,0.775,0.724121,0.570417,0.151121,4602 +222,2011-08-10,3,0,8,3,1,0.766667,0.684983,0.424167,0.200258,4780 +223,2011-08-11,3,0,8,4,1,0.7175,0.651521,0.42375,0.164796,4792 +224,2011-08-12,3,0,8,5,1,0.708333,0.654042,0.415,0.125621,4905 +225,2011-08-13,3,0,8,6,2,0.685833,0.645858,0.729583,0.211454,4150 +226,2011-08-14,3,0,8,0,2,0.676667,0.624388,0.8175,0.222633,3820 +227,2011-08-15,3,0,8,1,1,0.665833,0.616167,0.712083,0.208954,4338 +228,2011-08-16,3,0,8,2,1,0.700833,0.645837,0.578333,0.236329,4725 +229,2011-08-17,3,0,8,3,1,0.723333,0.666671,0.575417,0.143667,4694 +230,2011-08-18,3,0,8,4,1,0.711667,0.662258,0.654583,0.233208,3805 +231,2011-08-19,3,0,8,5,2,0.685,0.633221,0.722917,0.139308,4153 +232,2011-08-20,3,0,8,6,1,0.6975,0.648996,0.674167,0.104467,5191 +233,2011-08-21,3,0,8,0,1,0.710833,0.675525,0.77,0.248754,3873 +234,2011-08-22,3,0,8,1,1,0.691667,0.638254,0.47,0.27675,4758 +235,2011-08-23,3,0,8,2,1,0.640833,0.606067,0.455417,0.146763,5895 +236,2011-08-24,3,0,8,3,1,0.673333,0.630692,0.605,0.253108,5130 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