From 763dc65fc67b4b271412313c913cbbe8dc44027f Mon Sep 17 00:00:00 2001 From: notanaha <31022537+notanaha@users.noreply.github.com> Date: Wed, 8 Jul 2020 17:59:39 +0900 Subject: [PATCH 01/43] Set up CI with Azure Pipelines [skip ci] --- .pipelines/Model-Train-Register-CI.yml | 97 ++++++++++++++++++++++++++ 1 file changed, 97 insertions(+) create mode 100644 .pipelines/Model-Train-Register-CI.yml diff --git a/.pipelines/Model-Train-Register-CI.yml b/.pipelines/Model-Train-Register-CI.yml new file mode 100644 index 00000000..5a539af0 --- /dev/null +++ b/.pipelines/Model-Train-Register-CI.yml @@ -0,0 +1,97 @@ +# Continuous Integration (CI) pipeline that orchestrates the training, evaluation, and registration of the diabetes_regression model. + +resources: + containers: + - container: mlops + image: mcr.microsoft.com/mlops/python:latest + +pr: none +trigger: + branches: + include: + - master + paths: + include: + - diabetes_regression/ + - ml_service/pipelines/diabetes_regression_build_train_pipeline.py + - ml_service/pipelines/diabetes_regression_build_train_pipeline_with_r.py + - ml_service/pipelines/diabetes_regression_build_train_pipeline_with_r_on_dbricks.py + +variables: +- template: diabetes_regression-variables-template.yml +- group: devopsforai-aml-vg + +pool: + vmImage: ubuntu-latest + +stages: +- stage: 'Model_CI' + displayName: 'Model CI' + jobs: + - job: "Model_CI_Pipeline" + displayName: "Model CI Pipeline" + container: mlops + timeoutInMinutes: 0 + steps: + - template: code-quality-template.yml + - task: AzureCLI@1 + inputs: + azureSubscription: '$(WORKSPACE_SVC_CONNECTION)' + scriptLocation: inlineScript + workingDirectory: $(Build.SourcesDirectory) + inlineScript: | + set -e # fail on error + export SUBSCRIPTION_ID=$(az account show --query id -o tsv) + # Invoke the Python building and publishing a training pipeline + python -m ml_service.pipelines.diabetes_regression_build_train_pipeline + displayName: 'Publish Azure Machine Learning Pipeline' + +- stage: 'Trigger_AML_Pipeline' + displayName: 'Train and evaluate model' + condition: succeeded() + variables: + BUILD_URI: '$(SYSTEM.COLLECTIONURI)$(SYSTEM.TEAMPROJECT)/_build/results?buildId=$(BUILD.BUILDID)' + jobs: + - job: "Get_Pipeline_ID" + condition: and(succeeded(), eq(coalesce(variables['auto-trigger-training'], 'true'), 'true')) + displayName: "Get Pipeline ID for execution" + container: mlops + timeoutInMinutes: 0 + steps: + - task: AzureCLI@1 + inputs: + azureSubscription: '$(WORKSPACE_SVC_CONNECTION)' + scriptLocation: inlineScript + workingDirectory: $(Build.SourcesDirectory) + inlineScript: | + set -e # fail on error + export SUBSCRIPTION_ID=$(az account show --query id -o tsv) + python -m ml_service.pipelines.run_train_pipeline --output_pipeline_id_file "pipeline_id.txt" --skip_train_execution + # Set AMLPIPELINEID variable for next AML Pipeline task in next job + AMLPIPELINEID="$(cat pipeline_id.txt)" + echo "##vso[task.setvariable variable=AMLPIPELINEID;isOutput=true]$AMLPIPELINEID" + name: 'getpipelineid' + displayName: 'Get Pipeline ID' + - job: "Run_ML_Pipeline" + dependsOn: "Get_Pipeline_ID" + displayName: "Trigger ML Training Pipeline" + timeoutInMinutes: 0 + pool: server + variables: + AMLPIPELINE_ID: $[ dependencies.Get_Pipeline_ID.outputs['getpipelineid.AMLPIPELINEID'] ] + steps: + - task: ms-air-aiagility.vss-services-azureml.azureml-restApi-task.MLPublishedPipelineRestAPITask@0 + displayName: 'Invoke ML pipeline' + inputs: + azureSubscription: '$(WORKSPACE_SVC_CONNECTION)' + PipelineId: '$(AMLPIPELINE_ID)' + ExperimentName: '$(EXPERIMENT_NAME)' + PipelineParameters: '"ParameterAssignments": {"model_name": "$(MODEL_NAME)"}, "tags": {"BuildId": "$(Build.BuildId)", "BuildUri": "$(BUILD_URI)"}, "StepTags": {"BuildId": "$(Build.BuildId)", "BuildUri": "$(BUILD_URI)"}' + - job: "Training_Run_Report" + dependsOn: "Run_ML_Pipeline" + condition: always() + displayName: "Publish artifact if new model was registered" + container: mlops + timeoutInMinutes: 0 + steps: + - template: diabetes_regression-publish-model-artifact-template.yml From 03cd55b281ad90d8520682864bcfaba584932468 Mon Sep 17 00:00:00 2001 From: notanaha Date: Wed, 8 Jul 2020 19:05:34 +0900 Subject: [PATCH 02/43] test --- diabetes_regression/training/train.py | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/diabetes_regression/training/train.py b/diabetes_regression/training/train.py index 22258042..76f9d689 100644 --- a/diabetes_regression/training/train.py +++ b/diabetes_regression/training/train.py @@ -62,7 +62,8 @@ def main(): print("Running train.py") # Define training parameters - ridge_args = {"alpha": 0.5} +# ridge_args = {"alpha": 0.5} + ridge_args = {"alpha": 0.4} # Load the training data as dataframe data_dir = "data" From cb5f006d865f0d654e592559d073564165af0e5f Mon Sep 17 00:00:00 2001 From: notanaha Date: Thu, 9 Jul 2020 10:54:06 +0900 Subject: [PATCH 03/43] changed original trigger to false --- .pipelines/diabetes_regression-ci.yml | 2 +- diabetes_regression/training/train.py | 2 +- 2 files changed, 2 insertions(+), 2 deletions(-) diff --git a/.pipelines/diabetes_regression-ci.yml b/.pipelines/diabetes_regression-ci.yml index 5a539af0..01980630 100644 --- a/.pipelines/diabetes_regression-ci.yml +++ b/.pipelines/diabetes_regression-ci.yml @@ -53,7 +53,7 @@ stages: BUILD_URI: '$(SYSTEM.COLLECTIONURI)$(SYSTEM.TEAMPROJECT)/_build/results?buildId=$(BUILD.BUILDID)' jobs: - job: "Get_Pipeline_ID" - condition: and(succeeded(), eq(coalesce(variables['auto-trigger-training'], 'true'), 'true')) + condition: and(succeeded(), eq(coalesce(variables['auto-trigger-training'], 'false'), 'true')) displayName: "Get Pipeline ID for execution" container: mlops timeoutInMinutes: 0 diff --git a/diabetes_regression/training/train.py b/diabetes_regression/training/train.py index 76f9d689..6822ab1a 100644 --- a/diabetes_regression/training/train.py +++ b/diabetes_regression/training/train.py @@ -63,7 +63,7 @@ def main(): # Define training parameters # ridge_args = {"alpha": 0.5} - ridge_args = {"alpha": 0.4} + ridge_args = {"alpha": 0.5} # Load the training data as dataframe data_dir = "data" From 3f8c29000d20da89110a5be8405380cbe96ed98f Mon Sep 17 00:00:00 2001 From: notanaha Date: Thu, 9 Jul 2020 11:25:06 +0900 Subject: [PATCH 04/43] get to original --- .pipelines/diabetes_regression-ci.yml | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/.pipelines/diabetes_regression-ci.yml b/.pipelines/diabetes_regression-ci.yml index 01980630..2e9d9d7c 100644 --- a/.pipelines/diabetes_regression-ci.yml +++ b/.pipelines/diabetes_regression-ci.yml @@ -53,7 +53,8 @@ stages: BUILD_URI: '$(SYSTEM.COLLECTIONURI)$(SYSTEM.TEAMPROJECT)/_build/results?buildId=$(BUILD.BUILDID)' jobs: - job: "Get_Pipeline_ID" - condition: and(succeeded(), eq(coalesce(variables['auto-trigger-training'], 'false'), 'true')) +# condition: and(succeeded(), eq(coalesce(variables['auto-trigger-training'], 'true'), 'true')) + condition: and(succeeded(), eq(coalesce(variables['auto-trigger-training'], 'true'), 'true')) displayName: "Get Pipeline ID for execution" container: mlops timeoutInMinutes: 0 From 94e9feb2e561db87db82678ae5f2c5c13a604ddc Mon Sep 17 00:00:00 2001 From: notanaha Date: Thu, 9 Jul 2020 11:31:11 +0900 Subject: [PATCH 05/43] get original --- diabetes_regression/training/train.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/diabetes_regression/training/train.py b/diabetes_regression/training/train.py index 6822ab1a..76f9d689 100644 --- a/diabetes_regression/training/train.py +++ b/diabetes_regression/training/train.py @@ -63,7 +63,7 @@ def main(): # Define training parameters # ridge_args = {"alpha": 0.5} - ridge_args = {"alpha": 0.5} + ridge_args = {"alpha": 0.4} # Load the training data as dataframe data_dir = "data" From 8b74a0dab88a8ffedd635f9697e8879d58410282 Mon Sep 17 00:00:00 2001 From: notanaha Date: Thu, 9 Jul 2020 14:42:53 +0900 Subject: [PATCH 06/43] ALLOW_RUN_CANCEL --- .pipelines/diabetes_regression-variables-template.yml | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/.pipelines/diabetes_regression-variables-template.yml b/.pipelines/diabetes_regression-variables-template.yml index 502753fb..7bf7824f 100644 --- a/.pipelines/diabetes_regression-variables-template.yml +++ b/.pipelines/diabetes_regression-variables-template.yml @@ -62,8 +62,8 @@ variables: # - name: RUN_EVALUATION # value: "true" # Set to false to register the model regardless of the outcome of the evaluation step in the ML pipeline. - # - name: ALLOW_RUN_CANCEL - # value: "true" + - name: ALLOW_RUN_CANCEL + value: "true" # Flag to allow rebuilding the AML Environment after it was built for the first time. This enables dependency updates from conda_dependencies.yaml. # - name: AML_REBUILD_ENVIRONMENT From a37b13b0e3f64a5a436654e6c91dfe78e825baa2 Mon Sep 17 00:00:00 2001 From: notanaha Date: Thu, 9 Jul 2020 15:08:26 +0900 Subject: [PATCH 07/43] allow cancel --- .pipelines/diabetes_regression-variables-template.yml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/.pipelines/diabetes_regression-variables-template.yml b/.pipelines/diabetes_regression-variables-template.yml index 7bf7824f..86a9ac59 100644 --- a/.pipelines/diabetes_regression-variables-template.yml +++ b/.pipelines/diabetes_regression-variables-template.yml @@ -63,7 +63,7 @@ variables: # value: "true" # Set to false to register the model regardless of the outcome of the evaluation step in the ML pipeline. - name: ALLOW_RUN_CANCEL - value: "true" + value: "false" # Flag to allow rebuilding the AML Environment after it was built for the first time. This enables dependency updates from conda_dependencies.yaml. # - name: AML_REBUILD_ENVIRONMENT From ffaf5acf02b8031a3d604e27dc8d92e0e24fb06d Mon Sep 17 00:00:00 2001 From: notanaha Date: Thu, 9 Jul 2020 16:12:30 +0900 Subject: [PATCH 08/43] Try CI/CD --- diabetes_regression/training/train.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/diabetes_regression/training/train.py b/diabetes_regression/training/train.py index 76f9d689..6822ab1a 100644 --- a/diabetes_regression/training/train.py +++ b/diabetes_regression/training/train.py @@ -63,7 +63,7 @@ def main(): # Define training parameters # ridge_args = {"alpha": 0.5} - ridge_args = {"alpha": 0.4} + ridge_args = {"alpha": 0.5} # Load the training data as dataframe data_dir = "data" From 88c087bbb6e51be7418be17844a950f69850c266 Mon Sep 17 00:00:00 2001 From: notanaha Date: Thu, 30 Jul 2020 17:25:03 +0900 Subject: [PATCH 09/43] test update --- diabetes_regression/training/train.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/diabetes_regression/training/train.py b/diabetes_regression/training/train.py index 6822ab1a..76f9d689 100644 --- a/diabetes_regression/training/train.py +++ b/diabetes_regression/training/train.py @@ -63,7 +63,7 @@ def main(): # Define training parameters # ridge_args = {"alpha": 0.5} - ridge_args = {"alpha": 0.5} + ridge_args = {"alpha": 0.4} # Load the training data as dataframe data_dir = "data" From b4f87721f6a68d51f72e351c71292c25b6feb342 Mon Sep 17 00:00:00 2001 From: notanaha Date: Fri, 31 Jul 2020 17:20:43 +0900 Subject: [PATCH 10/43] 7/31 --- diabetes_regression/training/train.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/diabetes_regression/training/train.py b/diabetes_regression/training/train.py index 76f9d689..6822ab1a 100644 --- a/diabetes_regression/training/train.py +++ b/diabetes_regression/training/train.py @@ -63,7 +63,7 @@ def main(): # Define training parameters # ridge_args = {"alpha": 0.5} - ridge_args = {"alpha": 0.4} + ridge_args = {"alpha": 0.5} # Load the training data as dataframe data_dir = "data" From 455d115779870336c37d7a8b4529e74b1c40c350 Mon Sep 17 00:00:00 2001 From: notanaha Date: Wed, 26 Aug 2020 10:41:55 +0900 Subject: [PATCH 11/43] demo0825 --- diabetes_regression/training/train.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/diabetes_regression/training/train.py b/diabetes_regression/training/train.py index 6822ab1a..76f9d689 100644 --- a/diabetes_regression/training/train.py +++ b/diabetes_regression/training/train.py @@ -63,7 +63,7 @@ def main(): # Define training parameters # ridge_args = {"alpha": 0.5} - ridge_args = {"alpha": 0.5} + ridge_args = {"alpha": 0.4} # Load the training data as dataframe data_dir = "data" From d05291a8013a0878b494e65cf16647e4e5fc99b6 Mon Sep 17 00:00:00 2001 From: notanaha Date: Wed, 26 Aug 2020 10:54:11 +0900 Subject: [PATCH 12/43] demo0825 --- diabetes_regression/training/train.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/diabetes_regression/training/train.py b/diabetes_regression/training/train.py index 76f9d689..6822ab1a 100644 --- a/diabetes_regression/training/train.py +++ b/diabetes_regression/training/train.py @@ -63,7 +63,7 @@ def main(): # Define training parameters # ridge_args = {"alpha": 0.5} - ridge_args = {"alpha": 0.4} + ridge_args = {"alpha": 0.5} # Load the training data as dataframe data_dir = "data" From b2fbb121d14d350e71508e404dc70dc4db1c796f Mon Sep 17 00:00:00 2001 From: notanaha Date: Wed, 26 Aug 2020 11:20:58 +0900 Subject: [PATCH 13/43] test --- diabetes_regression/training/train.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/diabetes_regression/training/train.py b/diabetes_regression/training/train.py index 6822ab1a..76f9d689 100644 --- a/diabetes_regression/training/train.py +++ b/diabetes_regression/training/train.py @@ -63,7 +63,7 @@ def main(): # Define training parameters # ridge_args = {"alpha": 0.5} - ridge_args = {"alpha": 0.5} + ridge_args = {"alpha": 0.4} # Load the training data as dataframe data_dir = "data" From a969be414925572778d6f0f685f006b9a5dfeee2 Mon Sep 17 00:00:00 2001 From: notanaha Date: Wed, 26 Aug 2020 11:24:31 +0900 Subject: [PATCH 14/43] 8/25 --- diabetes_regression/training/train.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/diabetes_regression/training/train.py b/diabetes_regression/training/train.py index 76f9d689..6822ab1a 100644 --- a/diabetes_regression/training/train.py +++ b/diabetes_regression/training/train.py @@ -63,7 +63,7 @@ def main(): # Define training parameters # ridge_args = {"alpha": 0.5} - ridge_args = {"alpha": 0.4} + ridge_args = {"alpha": 0.5} # Load the training data as dataframe data_dir = "data" From c4fc997c9051b351522d795aa0ac9b8fbe9cff13 Mon Sep 17 00:00:00 2001 From: notanaha Date: Wed, 26 Aug 2020 11:31:40 +0900 Subject: [PATCH 15/43] 8/25b --- diabetes_regression/training/train.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/diabetes_regression/training/train.py b/diabetes_regression/training/train.py index 6822ab1a..76f9d689 100644 --- a/diabetes_regression/training/train.py +++ b/diabetes_regression/training/train.py @@ -63,7 +63,7 @@ def main(): # Define training parameters # ridge_args = {"alpha": 0.5} - ridge_args = {"alpha": 0.5} + ridge_args = {"alpha": 0.4} # Load the training data as dataframe data_dir = "data" From a1ae2ee7e424ebedf9e60ea0863d5b405a555e01 Mon Sep 17 00:00:00 2001 From: notanaha Date: Wed, 26 Aug 2020 14:06:49 +0900 Subject: [PATCH 16/43] 8/26 --- diabetes_regression/training/train.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/diabetes_regression/training/train.py b/diabetes_regression/training/train.py index 76f9d689..38077319 100644 --- a/diabetes_regression/training/train.py +++ b/diabetes_regression/training/train.py @@ -63,7 +63,7 @@ def main(): # Define training parameters # ridge_args = {"alpha": 0.5} - ridge_args = {"alpha": 0.4} + ridge_args = {"alpha": 0.3} # Load the training data as dataframe data_dir = "data" From 602e363fce747d8d42a1fc51d5f5ed4621c87af3 Mon Sep 17 00:00:00 2001 From: notanaha Date: Wed, 25 Nov 2020 15:33:36 +0900 Subject: [PATCH 17/43] test --- diabetes_regression/training/train.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/diabetes_regression/training/train.py b/diabetes_regression/training/train.py index 38077319..76f9d689 100644 --- a/diabetes_regression/training/train.py +++ b/diabetes_regression/training/train.py @@ -63,7 +63,7 @@ def main(): # Define training parameters # ridge_args = {"alpha": 0.5} - ridge_args = {"alpha": 0.3} + ridge_args = {"alpha": 0.4} # Load the training data as dataframe data_dir = "data" From 8d1cfe5b34ec6585d82c5a2a0619fc0ca1aee6c7 Mon Sep 17 00:00:00 2001 From: notanaha Date: Wed, 25 Nov 2020 15:39:55 +0900 Subject: [PATCH 18/43] 11/25 --- diabetes_regression/training/train.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/diabetes_regression/training/train.py b/diabetes_regression/training/train.py index 76f9d689..6822ab1a 100644 --- a/diabetes_regression/training/train.py +++ b/diabetes_regression/training/train.py @@ -63,7 +63,7 @@ def main(): # Define training parameters # ridge_args = {"alpha": 0.5} - ridge_args = {"alpha": 0.4} + ridge_args = {"alpha": 0.5} # Load the training data as dataframe data_dir = "data" From 27e7dc6eed7f5fe5497ffb64dd721ea5e95490bf Mon Sep 17 00:00:00 2001 From: notanaha Date: Wed, 25 Nov 2020 15:45:02 +0900 Subject: [PATCH 19/43] 11/25 --- diabetes_regression/training/train.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/diabetes_regression/training/train.py b/diabetes_regression/training/train.py index 6822ab1a..38077319 100644 --- a/diabetes_regression/training/train.py +++ b/diabetes_regression/training/train.py @@ -63,7 +63,7 @@ def main(): # Define training parameters # ridge_args = {"alpha": 0.5} - ridge_args = {"alpha": 0.5} + ridge_args = {"alpha": 0.3} # Load the training data as dataframe data_dir = "data" From cedcc1437041bc680e1017a9838bd2928331bd82 Mon Sep 17 00:00:00 2001 From: notanaha Date: Thu, 26 Nov 2020 18:17:10 +0900 Subject: [PATCH 20/43] test 11/26 --- diabetes_regression/training/train.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/diabetes_regression/training/train.py b/diabetes_regression/training/train.py index 38077319..76f9d689 100644 --- a/diabetes_regression/training/train.py +++ b/diabetes_regression/training/train.py @@ -63,7 +63,7 @@ def main(): # Define training parameters # ridge_args = {"alpha": 0.5} - ridge_args = {"alpha": 0.3} + ridge_args = {"alpha": 0.4} # Load the training data as dataframe data_dir = "data" From bd49c884d15e9d0b873b04dfa44860d5456ade76 Mon Sep 17 00:00:00 2001 From: notanaha Date: Mon, 14 Dec 2020 12:33:45 +0900 Subject: [PATCH 21/43] test --- diabetes_regression/training/train.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/diabetes_regression/training/train.py b/diabetes_regression/training/train.py index 76f9d689..6822ab1a 100644 --- a/diabetes_regression/training/train.py +++ b/diabetes_regression/training/train.py @@ -63,7 +63,7 @@ def main(): # Define training parameters # ridge_args = {"alpha": 0.5} - ridge_args = {"alpha": 0.4} + ridge_args = {"alpha": 0.5} # Load the training data as dataframe data_dir = "data" From 3aabca2ba7f4a938aafd0c5db0ec859150f8dfea Mon Sep 17 00:00:00 2001 From: notanaha Date: Mon, 14 Dec 2020 12:51:24 +0900 Subject: [PATCH 22/43] 12/14 --- diabetes_regression/training/train.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/diabetes_regression/training/train.py b/diabetes_regression/training/train.py index 6822ab1a..76f9d689 100644 --- a/diabetes_regression/training/train.py +++ b/diabetes_regression/training/train.py @@ -63,7 +63,7 @@ def main(): # Define training parameters # ridge_args = {"alpha": 0.5} - ridge_args = {"alpha": 0.5} + ridge_args = {"alpha": 0.4} # Load the training data as dataframe data_dir = "data" From 3039a9731bc7c89f0470a3938cf95c9594ea3ae1 Mon Sep 17 00:00:00 2001 From: notanaha Date: Mon, 14 Dec 2020 13:21:34 +0900 Subject: [PATCH 23/43] 12/14-2 --- diabetes_regression/training/train.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/diabetes_regression/training/train.py b/diabetes_regression/training/train.py index 76f9d689..6822ab1a 100644 --- a/diabetes_regression/training/train.py +++ b/diabetes_regression/training/train.py @@ -63,7 +63,7 @@ def main(): # Define training parameters # ridge_args = {"alpha": 0.5} - ridge_args = {"alpha": 0.4} + ridge_args = {"alpha": 0.5} # Load the training data as dataframe data_dir = "data" From 894d56ea7ccdefb76f91650233df319fd1ee2baf Mon Sep 17 00:00:00 2001 From: notanaha Date: Tue, 22 Dec 2020 14:39:53 +0900 Subject: [PATCH 24/43] test --- diabetes_regression/training/train.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/diabetes_regression/training/train.py b/diabetes_regression/training/train.py index 6822ab1a..76f9d689 100644 --- a/diabetes_regression/training/train.py +++ b/diabetes_regression/training/train.py @@ -63,7 +63,7 @@ def main(): # Define training parameters # ridge_args = {"alpha": 0.5} - ridge_args = {"alpha": 0.5} + ridge_args = {"alpha": 0.4} # Load the training data as dataframe data_dir = "data" From bcd24bc6d044d793810bab9f67310c4e378d6e3c Mon Sep 17 00:00:00 2001 From: notanaha Date: Thu, 15 Apr 2021 16:26:50 +0900 Subject: [PATCH 25/43] 4/15 --- diabetes_regression/training/train.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/diabetes_regression/training/train.py b/diabetes_regression/training/train.py index 76f9d689..6822ab1a 100644 --- a/diabetes_regression/training/train.py +++ b/diabetes_regression/training/train.py @@ -63,7 +63,7 @@ def main(): # Define training parameters # ridge_args = {"alpha": 0.5} - ridge_args = {"alpha": 0.4} + ridge_args = {"alpha": 0.5} # Load the training data as dataframe data_dir = "data" From d5901bcc9495684805f845c947e7acd3d76b1532 Mon Sep 17 00:00:00 2001 From: notanaha Date: Mon, 19 Apr 2021 16:44:04 +0900 Subject: [PATCH 26/43] 4/19 --- diabetes_regression/training/train.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/diabetes_regression/training/train.py b/diabetes_regression/training/train.py index 6822ab1a..38077319 100644 --- a/diabetes_regression/training/train.py +++ b/diabetes_regression/training/train.py @@ -63,7 +63,7 @@ def main(): # Define training parameters # ridge_args = {"alpha": 0.5} - ridge_args = {"alpha": 0.5} + ridge_args = {"alpha": 0.3} # Load the training data as dataframe data_dir = "data" From 6850902689d96c8d24ca2900a71bc018a067545b Mon Sep 17 00:00:00 2001 From: notanaha Date: Thu, 22 Apr 2021 11:34:27 +0900 Subject: [PATCH 27/43] 4/22 commit --- diabetes_regression/training/train.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/diabetes_regression/training/train.py b/diabetes_regression/training/train.py index 38077319..76f9d689 100644 --- a/diabetes_regression/training/train.py +++ b/diabetes_regression/training/train.py @@ -63,7 +63,7 @@ def main(): # Define training parameters # ridge_args = {"alpha": 0.5} - ridge_args = {"alpha": 0.3} + ridge_args = {"alpha": 0.4} # Load the training data as dataframe data_dir = "data" From 80ce22f43035da5d958882d676137b5b3b13d3ab Mon Sep 17 00:00:00 2001 From: notanaha Date: Wed, 28 Apr 2021 09:14:58 +0900 Subject: [PATCH 28/43] 4/28 commit --- diabetes_regression/training/train.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/diabetes_regression/training/train.py b/diabetes_regression/training/train.py index 76f9d689..38077319 100644 --- a/diabetes_regression/training/train.py +++ b/diabetes_regression/training/train.py @@ -63,7 +63,7 @@ def main(): # Define training parameters # ridge_args = {"alpha": 0.5} - ridge_args = {"alpha": 0.4} + ridge_args = {"alpha": 0.3} # Load the training data as dataframe data_dir = "data" From e20777c77ea6c63af95b599d4c4072dbc179d606 Mon Sep 17 00:00:00 2001 From: notanaha Date: Wed, 28 Apr 2021 10:01:01 +0900 Subject: [PATCH 29/43] 4/28 commit2 --- diabetes_regression/training/train.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/diabetes_regression/training/train.py b/diabetes_regression/training/train.py index 38077319..76f9d689 100644 --- a/diabetes_regression/training/train.py +++ b/diabetes_regression/training/train.py @@ -63,7 +63,7 @@ def main(): # Define training parameters # ridge_args = {"alpha": 0.5} - ridge_args = {"alpha": 0.3} + ridge_args = {"alpha": 0.4} # Load the training data as dataframe data_dir = "data" From d651f799813ee1fe0ead2aa18b6f149456c113fc Mon Sep 17 00:00:00 2001 From: notanaha Date: Fri, 30 Apr 2021 15:04:05 +0900 Subject: [PATCH 30/43] 4/30 commit --- diabetes_regression/training/train.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/diabetes_regression/training/train.py b/diabetes_regression/training/train.py index 76f9d689..6822ab1a 100644 --- a/diabetes_regression/training/train.py +++ b/diabetes_regression/training/train.py @@ -63,7 +63,7 @@ def main(): # Define training parameters # ridge_args = {"alpha": 0.5} - ridge_args = {"alpha": 0.4} + ridge_args = {"alpha": 0.5} # Load the training data as dataframe data_dir = "data" From b1ce082ff1a4448cf911003a10da38c16b67ac5c Mon Sep 17 00:00:00 2001 From: notanaha Date: Wed, 2 Jun 2021 14:59:21 +0900 Subject: [PATCH 31/43] 6/3 --- diabetes_regression/training/train.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/diabetes_regression/training/train.py b/diabetes_regression/training/train.py index 6822ab1a..76f9d689 100644 --- a/diabetes_regression/training/train.py +++ b/diabetes_regression/training/train.py @@ -63,7 +63,7 @@ def main(): # Define training parameters # ridge_args = {"alpha": 0.5} - ridge_args = {"alpha": 0.5} + ridge_args = {"alpha": 0.4} # Load the training data as dataframe data_dir = "data" From 04f7ed8d8005bc5ccf3cd82fc53ecb3b88c785ba Mon Sep 17 00:00:00 2001 From: notanaha Date: Wed, 2 Jun 2021 15:29:58 +0900 Subject: [PATCH 32/43] 6/3 commit --- diabetes_regression/training/train.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/diabetes_regression/training/train.py b/diabetes_regression/training/train.py index 76f9d689..38077319 100644 --- a/diabetes_regression/training/train.py +++ b/diabetes_regression/training/train.py @@ -63,7 +63,7 @@ def main(): # Define training parameters # ridge_args = {"alpha": 0.5} - ridge_args = {"alpha": 0.4} + ridge_args = {"alpha": 0.3} # Load the training data as dataframe data_dir = "data" From 8ead2fa7bc3bcf2921621a08952675eee37392b2 Mon Sep 17 00:00:00 2001 From: notanaha Date: Tue, 8 Jun 2021 11:25:33 +0900 Subject: [PATCH 33/43] 6/8 commit --- diabetes_regression/training/train.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/diabetes_regression/training/train.py b/diabetes_regression/training/train.py index 38077319..76f9d689 100644 --- a/diabetes_regression/training/train.py +++ b/diabetes_regression/training/train.py @@ -63,7 +63,7 @@ def main(): # Define training parameters # ridge_args = {"alpha": 0.5} - ridge_args = {"alpha": 0.3} + ridge_args = {"alpha": 0.4} # Load the training data as dataframe data_dir = "data" From f4b8f9f7bdcd1c3568f3c232a6450469ca18670d Mon Sep 17 00:00:00 2001 From: notanaha Date: Tue, 15 Jun 2021 09:28:04 +0900 Subject: [PATCH 34/43] 6/15 commit --- diabetes_regression/training/train.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/diabetes_regression/training/train.py b/diabetes_regression/training/train.py index 76f9d689..6822ab1a 100644 --- a/diabetes_regression/training/train.py +++ b/diabetes_regression/training/train.py @@ -63,7 +63,7 @@ def main(): # Define training parameters # ridge_args = {"alpha": 0.5} - ridge_args = {"alpha": 0.4} + ridge_args = {"alpha": 0.5} # Load the training data as dataframe data_dir = "data" From 71a792ff1c72b930d3292390a0de6861aca35ce7 Mon Sep 17 00:00:00 2001 From: notanaha Date: Tue, 15 Jun 2021 20:15:57 +0900 Subject: [PATCH 35/43] 6/15 commit No2 --- diabetes_regression/training/train.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/diabetes_regression/training/train.py b/diabetes_regression/training/train.py index 6822ab1a..76f9d689 100644 --- a/diabetes_regression/training/train.py +++ b/diabetes_regression/training/train.py @@ -63,7 +63,7 @@ def main(): # Define training parameters # ridge_args = {"alpha": 0.5} - ridge_args = {"alpha": 0.5} + ridge_args = {"alpha": 0.4} # Load the training data as dataframe data_dir = "data" From 7c4318d0595c42c0f98a5ccf8c6ae04760d4a22d Mon Sep 17 00:00:00 2001 From: notanaha Date: Mon, 12 Jul 2021 14:41:21 +0900 Subject: [PATCH 36/43] 7/12 commit --- diabetes_regression/training/train.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/diabetes_regression/training/train.py b/diabetes_regression/training/train.py index 76f9d689..6822ab1a 100644 --- a/diabetes_regression/training/train.py +++ b/diabetes_regression/training/train.py @@ -63,7 +63,7 @@ def main(): # Define training parameters # ridge_args = {"alpha": 0.5} - ridge_args = {"alpha": 0.4} + ridge_args = {"alpha": 0.5} # Load the training data as dataframe data_dir = "data" From 2f968040fb1532b20b5d3a61bb33299919cf471c Mon Sep 17 00:00:00 2001 From: notanaha Date: Tue, 24 Aug 2021 14:40:15 +0900 Subject: [PATCH 37/43] 8/24 commit #1 --- diabetes_regression/training/train.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/diabetes_regression/training/train.py b/diabetes_regression/training/train.py index 6822ab1a..76f9d689 100644 --- a/diabetes_regression/training/train.py +++ b/diabetes_regression/training/train.py @@ -63,7 +63,7 @@ def main(): # Define training parameters # ridge_args = {"alpha": 0.5} - ridge_args = {"alpha": 0.5} + ridge_args = {"alpha": 0.4} # Load the training data as dataframe data_dir = "data" From d0319a65fe47491767b38c0582d76f1af2b63c64 Mon Sep 17 00:00:00 2001 From: notanaha Date: Thu, 2 Sep 2021 17:10:55 +0900 Subject: [PATCH 38/43] 9/2 commit --- diabetes_regression/training/train.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/diabetes_regression/training/train.py b/diabetes_regression/training/train.py index 76f9d689..6822ab1a 100644 --- a/diabetes_regression/training/train.py +++ b/diabetes_regression/training/train.py @@ -63,7 +63,7 @@ def main(): # Define training parameters # ridge_args = {"alpha": 0.5} - ridge_args = {"alpha": 0.4} + ridge_args = {"alpha": 0.5} # Load the training data as dataframe data_dir = "data" From dec5f588b9d25efc3cb931c660e1d8feba235f00 Mon Sep 17 00:00:00 2001 From: notanaha Date: Mon, 18 Oct 2021 13:51:09 +0900 Subject: [PATCH 39/43] test commit --- diabetes_regression/training/train.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/diabetes_regression/training/train.py b/diabetes_regression/training/train.py index 6822ab1a..76f9d689 100644 --- a/diabetes_regression/training/train.py +++ b/diabetes_regression/training/train.py @@ -63,7 +63,7 @@ def main(): # Define training parameters # ridge_args = {"alpha": 0.5} - ridge_args = {"alpha": 0.5} + ridge_args = {"alpha": 0.4} # Load the training data as dataframe data_dir = "data" From 49710b3413f7ad505dc7e52651d2675136f71f3e Mon Sep 17 00:00:00 2001 From: notanaha Date: Wed, 27 Oct 2021 16:38:12 +0900 Subject: [PATCH 40/43] commit on 10/27 --- diabetes_regression/training/train.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/diabetes_regression/training/train.py b/diabetes_regression/training/train.py index 76f9d689..6822ab1a 100644 --- a/diabetes_regression/training/train.py +++ b/diabetes_regression/training/train.py @@ -63,7 +63,7 @@ def main(): # Define training parameters # ridge_args = {"alpha": 0.5} - ridge_args = {"alpha": 0.4} + ridge_args = {"alpha": 0.5} # Load the training data as dataframe data_dir = "data" From c2db6113e1f6e6cf1ebe82a9225e8ecdb71d3de2 Mon Sep 17 00:00:00 2001 From: notanaha Date: Tue, 22 Mar 2022 08:01:08 +0900 Subject: [PATCH 41/43] commit on 03/22/2022 --- diabetes_regression/training/train.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/diabetes_regression/training/train.py b/diabetes_regression/training/train.py index 6822ab1a..76f9d689 100644 --- a/diabetes_regression/training/train.py +++ b/diabetes_regression/training/train.py @@ -63,7 +63,7 @@ def main(): # Define training parameters # ridge_args = {"alpha": 0.5} - ridge_args = {"alpha": 0.5} + ridge_args = {"alpha": 0.4} # Load the training data as dataframe data_dir = "data" From bb55fe25e6698d536dae82220050b68fd9342f44 Mon Sep 17 00:00:00 2001 From: notanaha Date: Wed, 22 Jun 2022 10:17:51 +0900 Subject: [PATCH 42/43] 06/22/2022 - test1 --- diabetes_regression/training/train.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/diabetes_regression/training/train.py b/diabetes_regression/training/train.py index 76f9d689..6822ab1a 100644 --- a/diabetes_regression/training/train.py +++ b/diabetes_regression/training/train.py @@ -63,7 +63,7 @@ def main(): # Define training parameters # ridge_args = {"alpha": 0.5} - ridge_args = {"alpha": 0.4} + ridge_args = {"alpha": 0.5} # Load the training data as dataframe data_dir = "data" From 41d5c05b48f5423149fd8586f49428b426ba0188 Mon Sep 17 00:00:00 2001 From: notanaha Date: Wed, 22 Jun 2022 13:55:53 +0900 Subject: [PATCH 43/43] 06/22/2022 test 2 --- diabetes_regression/training/train.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/diabetes_regression/training/train.py b/diabetes_regression/training/train.py index 6822ab1a..38077319 100644 --- a/diabetes_regression/training/train.py +++ b/diabetes_regression/training/train.py @@ -63,7 +63,7 @@ def main(): # Define training parameters # ridge_args = {"alpha": 0.5} - ridge_args = {"alpha": 0.5} + ridge_args = {"alpha": 0.3} # Load the training data as dataframe data_dir = "data"