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Modelops 7.1 Support #713

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Modelops 7.1 Support #713

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77692b4
Update 12_ModelOps_Model_Factory_REST_Python.ipynb
sairamktummala Sep 23, 2024
14d2084
Update 09_ModelOps_GIT_PIMA_Python_XGboost.ipynb
sairamktummala Sep 23, 2024
da8468c
Update 12_ModelOps_Model_Factory_REST_Python.ipynb
sairamktummala Sep 23, 2024
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5 changes: 3 additions & 2 deletions ModelOps/09_ModelOps_GIT_PIMA_Python_XGboost.ipynb
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Original file line number Diff line number Diff line change
Expand Up @@ -463,6 +463,7 @@
"source": [
"%%writefile $model_local_path/model_modules/evaluation.py\n",
"from sklearn import metrics\n",
"from sklearn.metrics import ConfusionMatrixDisplay, RocCurveDisplay\n",
"from teradataml import DataFrame, copy_to_sql\n",
"from aoa import (\n",
" record_evaluation_stats,\n",
Expand Down Expand Up @@ -508,10 +509,10 @@
" with open(f\"{context.artifact_output_path}/metrics.json\", \"w+\") as f:\n",
" json.dump(evaluation, f)\n",
"\n",
" metrics.plot_confusion_matrix(model, X_test, y_test)\n",
" ConfusionMatrixDisplay.from_estimator(model, X_test, y_test)\n",
" save_plot('Confusion Matrix', context=context)\n",
"\n",
" metrics.plot_roc_curve(model, X_test, y_test)\n",
" RocCurveDisplay.from_estimator(model, X_test, y_test)\n",
" save_plot('ROC Curve', context=context)\n",
"\n",
" from xgboost import plot_importance\n",
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12 changes: 6 additions & 6 deletions ModelOps/12_ModelOps_Model_Factory_REST_Python.ipynb
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Original file line number Diff line number Diff line change
Expand Up @@ -450,7 +450,7 @@
"source": [
"def train(url, token, project, model, dataset_connection, dataset_train, train_memory, train_cpu, hyper_params, training_image):\n",
" headers = {\n",
" \"AOA-Project-ID\": project,\n",
" \"VMO-Project-ID\": project,\n",
" \"Authorization\": f\"Bearer {token}\",\n",
" \"Content-Type\": \"application/json\",\n",
" }\n",
Expand Down Expand Up @@ -519,7 +519,7 @@
"source": [
"def evaluate(url, token, project, version_id, dataset_connection, dataset_eval, eval_memory, eval_cpu, hyper_params, deployment_image):\n",
" headers = {\n",
" \"AOA-Project-ID\": project,\n",
" \"VMO-Project-ID\": project,\n",
" \"Authorization\": f\"Bearer {token}\",\n",
" \"Content-Type\": \"application/json\",\n",
" }\n",
Expand Down Expand Up @@ -587,7 +587,7 @@
"\n",
" comment = b6(b\"Approved\").decode().strip()\n",
" headers = {\n",
" \"AOA-Project-ID\": project,\n",
" \"VMO-Project-ID\": project,\n",
" \"Authorization\": f\"Bearer {token}\",\n",
" \"Content-Type\": \"application/json\",\n",
" }\n",
Expand Down Expand Up @@ -686,7 +686,7 @@
"source": [
"def deploy(url, token, project, version_id, deploy_memory, deploy_cpu, dataset_connection, dataset_template, deployment_image):\n",
" headers = {\n",
" \"AOA-Project-ID\": project,\n",
" \"VMO-Project-ID\": project,\n",
" \"Authorization\": f\"Bearer {token}\",\n",
" \"Content-Type\": \"application/json\",\n",
" }\n",
Expand Down Expand Up @@ -773,7 +773,7 @@
"def retire_others(url, token, project, model, version_id):\n",
" deployments = []\n",
" headers = {\n",
" \"AOA-Project-ID\": project,\n",
" \"VMO-Project-ID\": project,\n",
" \"Authorization\": f\"Bearer {token}\",\n",
" \"Content-Type\": \"application/json\",\n",
" }\n",
Expand Down Expand Up @@ -847,7 +847,7 @@
"def get_job_status(url, token, project, job_id):\n",
" status = \"RUNNING\"\n",
" headers = {\n",
" \"AOA-Project-ID\": project,\n",
" \"VMO-Project-ID\": project,\n",
" \"Authorization\": f\"Bearer {token}\",\n",
" \"Content-Type\": \"application/json\",\n",
" }\n",
Expand Down