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fix #21

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Merged
himanshu3jul merged 5 commits into from
Apr 10, 2025
Merged

fix #21

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5fddc99
fix
Apr 10, 2025
fa76fc1
Merge pull request #19 from himanshu3jul/dev
himanshu3jul Apr 10, 2025
f771b20
Update databricks.yml
himanshu3jul Apr 10, 2025
71db465
fix
Apr 10, 2025
0928290
Merge pull request #20 from himanshu3jul/dev
himanshu3jul Apr 10, 2025
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10 changes: 7 additions & 3 deletions Model Validation.ipynb
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Original file line number Diff line number Diff line change
Expand Up @@ -19,6 +19,7 @@
"outputs": [],
"source": [
"%pip install --quiet mlflow==2.19\n",
"%pip install --force-reinstall databricks-automl-runtime==0.2.20.6\n",
"dbutils.library.restartPython()"
]
},
Expand Down Expand Up @@ -240,8 +241,8 @@
" client.set_model_version_tag(name=source_full_model_name, version=model_details.version,key=\"champion_smape_passed\", value=metric_smape_passed)\n",
" client.set_registered_model_alias(name=source_full_model_name, alias=\"Challenger\", version=model_version)\n",
"else:\n",
" print(f'Model {source_full_model_name} version {model_details.version} metric_smape_passed: {metric_smape_passed}. Not a good model to proceed with')\n",
" client.set_model_version_tag(name=source_full_model_name, version=model_details.version, key=\"metric_smape_passed\", value=metric_smape_passed)\n",
" print(f'Model {source_full_model_name} version {model_details.version} champion_smape_passed: {metric_smape_passed}. Not a good model to proceed with')\n",
" client.set_model_version_tag(name=source_full_model_name, version=model_details.version, key=\"champion_smape_passed\", value=metric_smape_passed)\n",
" client.set_registered_model_alias(name=source_full_model_name, alias=\"Challenger\", version=model_version)\n",
" dbutils.notebook.exit(\"validation Completed. Model version is not fit for next stage\")\n"
]
Expand Down Expand Up @@ -430,7 +431,10 @@
" if catalog != \"mlops_prod\":\n",
" target_model_details = client.copy_model_version(f\"models:/{source_full_model_name}/{model_version}\",f\"{target_catalog}.{db}.{model_name}\")\n",
" target_model_version = int(target_model_details.version)\n",
" client.set_registered_model_alias(name=f\"{target_catalog}.{db}.{model_name}\", alias=\"Challenger\", version=target_model_version)\n"
" client.set_registered_model_alias(name=f\"{target_catalog}.{db}.{model_name}\", alias=\"Challenger\", version=target_model_version)\n",
" client.delete_model_version_tag(f\"{target_catalog}.{db}.{model_name}\",f\"{target_model_version}\" , \"validation_metric_smape_passed\")\n",
" client.delete_model_version_tag(f\"{target_catalog}.{db}.{model_name}\",f\"{target_model_version}\" , \"has_description\")\n",
" client.delete_model_version_tag(f\"{target_catalog}.{db}.{model_name}\",f\"{target_model_version}\" , \"champion_smape_passed\")\n"
]
}
],
Expand Down
6 changes: 3 additions & 3 deletions my_mlops_project/databricks.yml
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Original file line number Diff line number Diff line change
Expand Up @@ -37,8 +37,8 @@ targets:
# We explicitly deploy to /Workspace/Users/[email protected] to make sure we only have a single copy.
root_path: /Workspace/Users/[email protected]/stage/.bundle/${bundle.name}/${bundle.target}
variables:
source_catalog: mlops_dev
target_catalog: mlops_stage
source_catalog: mlops_stage
target_catalog: mlops_prod
branch_name: main
permissions:
- user_name: [email protected]
Expand All @@ -51,7 +51,7 @@ targets:
# We explicitly deploy to /Workspace/Users/[email protected] to make sure we only have a single copy.
root_path: /Workspace/Users/[email protected]/prod/.bundle/${bundle.name}/${bundle.target}
variables:
source_catalog: mlops_stage
source_catalog: mlops_prod
target_catalog: mlops_prod
branch_name: release
permissions:
Expand Down