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lines changed Original file line number Diff line number Diff line change @@ -9,7 +9,7 @@ ms.topic: reference
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ms.custom : cliv2, devx-track-python, update-code6
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ms.author : franksolomon
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author : fbsolo-ms1
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- ms.date : 03/05 /2024
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+ ms.date : 12/03 /2024
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ms.reviewer : amipatel
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---
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@@ -242,6 +242,49 @@ Visit the [examples GitHub repository](https://github.com/Azure/azureml-examples
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:::code language="yaml" source="~ /azureml-examples-main/cli/jobs/basics/hello-sweep.yml":::
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+ ## YAML: hello sweep using sobol and a seed value
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+
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+ ``` yml
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+ $schema : https://azuremlschemas.azureedge.net/latest/sweepJob.schema.json
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+ type : sweep
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+ trial :
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+ code : src
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+ command : >-
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+ python main.py
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+ --iris-csv ${{inputs.iris_csv}}
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+ --learning-rate ${{search_space.learning_rate}}
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+ --boosting ${{search_space.boosting}}
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+ environment : azureml:AzureML-lightgbm-3.3@latest
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+ inputs :
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+ iris_csv :
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+ type : uri_file
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+ path : https://azuremlexamples.blob.core.windows.net/datasets/iris.csv
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+ compute : azureml:cpu-cluster
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+ sampling_algorithm :
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+ type : random
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+ rule : sobol
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+ seed : 123
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+ search_space :
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+ learning_rate :
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+ type : uniform
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+ min_value : 0.01
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+ max_value : 0.9
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+ boosting :
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+ type : choice
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+ values : ["gbdt", "dart"]
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+ objective :
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+ goal : minimize
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+ primary_metric : test-multi_logloss
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+ limits :
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+ max_total_trials : 20
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+ max_concurrent_trials : 10
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+ timeout : 7200
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+ display_name : lightgbm-iris-sweep-example
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+ experiment_name : lightgbm-iris-sweep-example
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+ description : Run a hyperparameter sweep job for LightGBM on Iris dataset.
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+ ` ` `
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+
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+
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## YAML: basic Python model hyperparameter tuning
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:::code language="yaml" source="~/azureml-examples-main/cli/jobs/single-step/scikit-learn/iris/job-sweep.yml":::
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