Merge pull request aws#130 from awslabs/arpin_uncomment_delete

djarpin · web-flow · commit 9d866f61976f · 2017-12-04T14:01:27.000-08:00
Arpin uncomment delete
diff --git a/advanced_functionality/data_distribution_types/data_distribution_types.ipynb b/advanced_functionality/data_distribution_types/data_distribution_types.ipynb
@@ -720,7 +720,7 @@
    "source": [
     "### (Optional) Clean-up\n",
     "\n",
-    "If you're ready to be done with this notebook, please uncomment and run the cell below.  This will remove the hosted endpoints you created and avoid any charges from a stray instance being left on."
+    "If you're ready to be done with this notebook, please run the cell below.  This will remove the hosted endpoints you created and avoid any charges from a stray instance being left on."
    ]
   },
   {
@@ -729,8 +729,8 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "#sm.delete_endpoint(EndpointName=sharded_endpoint)\n",
-    "#sm.delete_endpoint(EndpointName=replicated_endpoint)"
+    "sm.delete_endpoint(EndpointName=sharded_endpoint)\n",
+    "sm.delete_endpoint(EndpointName=replicated_endpoint)"
    ]
   }
  ],
diff --git a/advanced_functionality/handling_kms_encrypted_data/handling_kms_encrypted_data.ipynb b/advanced_functionality/handling_kms_encrypted_data/handling_kms_encrypted_data.ipynb
@@ -525,7 +525,7 @@
    "source": [
     "### (Optional) Delete the Endpoint\n",
     "\n",
-    "If you're ready to be done with this notebook, please uncomment the delete_endpoint line in the cell below and then run it.  This will remove the hosted endpoint you created and avoid any charges from a stray instance being left on."
+    "If you're ready to be done with this notebook, please run the delete_endpoint line in the cell below.  This will remove the hosted endpoint you created and avoid any charges from a stray instance being left on."
    ]
   },
   {
@@ -534,7 +534,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "# client.delete_endpoint(EndpointName=endpoint_name)"
+    "client.delete_endpoint(EndpointName=endpoint_name)"
    ]
   }
  ],
diff --git a/advanced_functionality/kmeans_bring_your_own_model/kmeans_bring_your_own_model.ipynb b/advanced_functionality/kmeans_bring_your_own_model/kmeans_bring_your_own_model.ipynb
@@ -350,6 +350,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
+    "# Remove endpoint to avoid stray charges\n",
     "sm.delete_endpoint(EndpointName=kmeans_endpoint)"
    ]
   }
diff --git a/advanced_functionality/r_bring_your_own/r_bring_your_own.ipynb b/advanced_functionality/r_bring_your_own/r_bring_your_own.ipynb
@@ -643,7 +643,7 @@
    "source": [
     "### (Optional) Clean-up\n",
     "\n",
-    "If you're ready to be done with this notebook, please uncomment and run cell below.  This will remove the hosted endpoint you created and avoid any charges from a stray instance being left on."
+    "If you're ready to be done with this notebook, please run the cell below.  This will remove the hosted endpoint you created and avoid any charges from a stray instance being left on."
    ]
   },
   {
@@ -652,7 +652,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "#sm.delete_endpoint(EndpointName=r_endpoint)"
+    "sm.delete_endpoint(EndpointName=r_endpoint)"
    ]
   }
  ],
diff --git a/advanced_functionality/scikit_bring_your_own/scikit_bring_your_own.ipynb b/advanced_functionality/scikit_bring_your_own/scikit_bring_your_own.ipynb
@@ -497,7 +497,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "# sess.delete_endpoint(predictor.endpoint)"
+    "sess.delete_endpoint(predictor.endpoint)"
    ]
   }
  ],
diff --git a/advanced_functionality/xgboost_bring_your_own_model/xgboost_bring_your_own_model.ipynb b/advanced_functionality/xgboost_bring_your_own_model/xgboost_bring_your_own_model.ipynb
@@ -464,7 +464,7 @@
    "source": [
     "### (Optional) Delete the Endpoint\n",
     "\n",
-    "If you're ready to be done with this notebook, please uncomment the delete_endpoint line in the cell below and then run it.  This will remove the hosted endpoint you created and avoid any charges from a stray instance being left on."
+    "If you're ready to be done with this notebook, please run the delete_endpoint line in the cell below.  This will remove the hosted endpoint you created and avoid any charges from a stray instance being left on."
    ]
   },
   {
@@ -475,7 +475,7 @@
    },
    "outputs": [],
    "source": [
-    "# sm_client.delete_endpoint(EndpointName=endpoint_name)"
+    "sm_client.delete_endpoint(EndpointName=endpoint_name)"
    ]
   }
  ],
diff --git a/introduction_to_amazon_algorithms/factorization_machines_mnist/factorization_machines_mnist.ipynb b/introduction_to_amazon_algorithms/factorization_machines_mnist/factorization_machines_mnist.ipynb
@@ -380,7 +380,7 @@
    "source": [
     "### (Optional) Delete the Endpoint\n",
     "\n",
-    "If you're ready to be done with this notebook, please uncomment the delete_endpoint line in the cell below and then run it.  This will remove the hosted endpoint you created and avoid any charges from a stray instance being left on."
+    "If you're ready to be done with this notebook, please run the delete_endpoint line in the cell below.  This will remove the hosted endpoint you created and avoid any charges from a stray instance being left on."
    ]
   },
   {
@@ -391,7 +391,7 @@
    "source": [
     "import sagemaker\n",
     "\n",
-    "#sagemaker.Session().delete_endpoint(fm_predictor.endpoint)"
+    "sagemaker.Session().delete_endpoint(fm_predictor.endpoint)"
    ]
   }
  ],
diff --git a/introduction_to_amazon_algorithms/imageclassification_caltech/Image-classification-fulltraining.ipynb b/introduction_to_amazon_algorithms/imageclassification_caltech/Image-classification-fulltraining.ipynb
@@ -555,7 +555,7 @@
    "source": [
     "### Clean up\n",
     "\n",
-    "When we're done with the endpoint, we can just delete it and the backing instances will be released. Uncomment and run the following cell to delete the endpoint and model"
+    "When we're done with the endpoint, we can just delete it and the backing instances will be released.  Run the following cell to delete the endpoint."
    ]
   },
   {
@@ -566,8 +566,7 @@
    },
    "outputs": [],
    "source": [
-    "#sage.delete_endpoint(EndpointName=endpoint_name)\n",
-    "#sage.delete_model(ModelName=model_name)"
+    "sage.delete_endpoint(EndpointName=endpoint_name)"
    ]
   },
   {
diff --git a/introduction_to_amazon_algorithms/imageclassification_caltech/Image-classification-transfer-learning.ipynb b/introduction_to_amazon_algorithms/imageclassification_caltech/Image-classification-transfer-learning.ipynb
@@ -570,7 +570,7 @@
    "source": [
     "### Clean up\n",
     "\n",
-    "When we're done with the endpoint, we can just delete it and the backing instances will be released. Uncomment and run the following cell to delete the endpoint and model"
+    "When we're done with the endpoint, we can just delete it and the backing instances will be released.  Run the following cell to delete the endpoint."
    ]
   },
   {
@@ -581,8 +581,7 @@
    },
    "outputs": [],
    "source": [
-    "#sage.delete_endpoint(EndpointName=endpoint_name)\n",
-    "#sage.delete_model(ModelName=model_name)"
+    "sage.delete_endpoint(EndpointName=endpoint_name)"
    ]
   },
   {
diff --git a/introduction_to_amazon_algorithms/lda_topic_modeling/LDA-Introduction.ipynb b/introduction_to_amazon_algorithms/lda_topic_modeling/LDA-Introduction.ipynb
@@ -514,7 +514,7 @@
     "\n",
     "Finally, we should delete the endpoint before we close the notebook.\n",
     "\n",
-    "To do so uncomment and execute the cell below. Alternately, you can navigate to the \"Endpoints\" tab in the SageMaker console, select the endpoint with the name stored in the variable `endpoint_name`, and select \"Delete\" from the \"Actions\" dropdown menu. "
+    "To do so execute the cell below. Alternately, you can navigate to the \"Endpoints\" tab in the SageMaker console, select the endpoint with the name stored in the variable `endpoint_name`, and select \"Delete\" from the \"Actions\" dropdown menu. "
    ]
   },
   {
@@ -523,7 +523,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "#sagemaker.Session().delete_endpoint(lda_inference.endpoint)"
+    "sagemaker.Session().delete_endpoint(lda_inference.endpoint)"
    ]
   },
   {
diff --git a/introduction_to_amazon_algorithms/linear_learner_mnist/linear_learner_mnist.ipynb b/introduction_to_amazon_algorithms/linear_learner_mnist/linear_learner_mnist.ipynb
@@ -371,7 +371,7 @@
    "source": [
     "### (Optional) Delete the Endpoint\n",
     "\n",
-    "If you're ready to be done with this notebook, please uncomment the delete_endpoint line in the cell below and then run it.  This will remove the hosted endpoint you created and avoid any charges from a stray instance being left on."
+    "If you're ready to be done with this notebook, please run the delete_endpoint line in the cell below.  This will remove the hosted endpoint you created and avoid any charges from a stray instance being left on."
    ]
   },
   {
@@ -384,7 +384,7 @@
    "source": [
     "import sagemaker\n",
     "\n",
-    "#sagemaker.Session().delete_endpoint(linear_predictor.endpoint)"
+    "sagemaker.Session().delete_endpoint(linear_predictor.endpoint)"
    ]
   }
  ],
diff --git a/introduction_to_amazon_algorithms/ntm_synthetic/ntm_synthetic.ipynb b/introduction_to_amazon_algorithms/ntm_synthetic/ntm_synthetic.ipynb
@@ -473,7 +473,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "#sagemaker.Session().delete_endpoint(ntm_predictor.endpoint)"
+    "sagemaker.Session().delete_endpoint(ntm_predictor.endpoint)"
    ]
   },
   {
diff --git a/introduction_to_amazon_algorithms/pca_mnist/pca_mnist.ipynb b/introduction_to_amazon_algorithms/pca_mnist/pca_mnist.ipynb
@@ -369,7 +369,7 @@
    "source": [
     "### (Optional) Delete the Endpoint\n",
     "\n",
-    "If you're ready to be done with this notebook, please uncomment the delete_endpoint line in the cell below and then run it.  This will remove the hosted endpoint you created and avoid any charges from a stray instance being left on."
+    "If you're ready to be done with this notebook, please run the delete_endpoint line in the cell below.  This will remove the hosted endpoint you created and avoid any charges from a stray instance being left on."
    ]
   },
   {
@@ -380,7 +380,7 @@
    "source": [
     "import sagemaker\n",
     "\n",
-    "#sagemaker.Session().delete_endpoint(pca_predictor.endpoint)"
+    "sagemaker.Session().delete_endpoint(pca_predictor.endpoint)"
    ]
   }
  ],
diff --git a/introduction_to_amazon_algorithms/seq2seq_translation_en-de/SageMaker-Seq2Seq-Translation-English-German.ipynb b/introduction_to_amazon_algorithms/seq2seq_translation_en-de/SageMaker-Seq2Seq-Translation-English-German.ipynb
@@ -814,7 +814,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "# sage.delete_endpoint(EndpointName=endpoint_name)"
+    "sage.delete_endpoint(EndpointName=endpoint_name)"
    ]
   }
  ],
diff --git a/introduction_to_amazon_algorithms/xgboost_abalone/xgboost_abalone.ipynb b/introduction_to_amazon_algorithms/xgboost_abalone/xgboost_abalone.ipynb
@@ -555,7 +555,7 @@
    },
    "outputs": [],
    "source": [
-    "# client.delete_endpoint(EndpointName=endpoint_name)"
+    "client.delete_endpoint(EndpointName=endpoint_name)"
    ]
   }
  ],
diff --git a/introduction_to_amazon_algorithms/xgboost_mnist/xgboost_mnist.ipynb b/introduction_to_amazon_algorithms/xgboost_mnist/xgboost_mnist.ipynb
@@ -775,7 +775,7 @@
    },
    "outputs": [],
    "source": [
-    "# sm.delete_endpoint(EndpointName=endpoint_name)"
+    "sm.delete_endpoint(EndpointName=endpoint_name)"
    ]
   }
  ],
diff --git a/introduction_to_applying_machine_learning/breast_cancer_prediction/Breast Cancer Prediction.ipynb b/introduction_to_applying_machine_learning/breast_cancer_prediction/Breast Cancer Prediction.ipynb
@@ -638,7 +638,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "###### Uncomment the cell below to delete endpoint once you are done."
+    "###### Run the cell below to delete endpoint once you are done."
    ]
   },
   {
@@ -649,7 +649,7 @@
    },
    "outputs": [],
    "source": [
-    "#sm.delete_endpoint(EndpointName =linear_endpoint)"
+    "sm.delete_endpoint(EndpointName=linear_endpoint)"
    ]
   },
   {
diff --git a/introduction_to_applying_machine_learning/ensemble_modeling/EnsembleLearnerCensusIncome.ipynb b/introduction_to_applying_machine_learning/ensemble_modeling/EnsembleLearnerCensusIncome.ipynb
@@ -1171,7 +1171,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "##### Uncomment below to delete endpoints once you are done."
+    "##### Run below to delete endpoints once you are done."
    ]
   },
   {
@@ -1180,8 +1180,8 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "#sm.delete_endpoint(EndpointName =endpoint_name)\n",
-    "#sm.delete_endpoint(EndpointName =linear_endpoint)"
+    "sm.delete_endpoint(EndpointName=endpoint_name)\n",
+    "sm.delete_endpoint(EndpointName=linear_endpoint)"
    ]
   },
   {
diff --git a/introduction_to_applying_machine_learning/linear_time_series_forecast/linear_time_series_forecast.ipynb b/introduction_to_applying_machine_learning/linear_time_series_forecast/linear_time_series_forecast.ipynb
@@ -561,7 +561,7 @@
    "source": [
     "### (Optional) Clean-up\n",
     "\n",
-    "If you're ready to be done with this notebook, please uncomment and run cell below.  This will remove the hosted endpoint you created and avoid any charges from a stray instance being left on."
+    "If you're ready to be done with this notebook, please run the cell below.  This will remove the hosted endpoint you created and avoid any charges from a stray instance being left on."
    ]
   },
   {
@@ -570,7 +570,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "#sagemaker.Session().delete_endpoint(linear_predictor.endpoint)"
+    "sagemaker.Session().delete_endpoint(linear_predictor.endpoint)"
    ]
   }
  ],
diff --git a/introduction_to_applying_machine_learning/xgboost_customer_churn/xgboost_customer_churn.ipynb b/introduction_to_applying_machine_learning/xgboost_customer_churn/xgboost_customer_churn.ipynb
@@ -620,7 +620,7 @@
    "source": [
     "### (Optional) Clean-up\n",
     "\n",
-    "If you're ready to be done with this notebook, please uncomment and run cell below.  This will remove the hosted endpoint you created and avoid any charges from a stray instance being left on."
+    "If you're ready to be done with this notebook, please run the cell below.  This will remove the hosted endpoint you created and avoid any charges from a stray instance being left on."
    ]
   },
   {
@@ -629,7 +629,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "#sagemaker.Session().delete_endpoint(xgb_predictor.endpoint)"
+    "sagemaker.Session().delete_endpoint(xgb_predictor.endpoint)"
    ]
   }
  ],
diff --git a/introduction_to_applying_machine_learning/xgboost_direct_marketing/xgboost_direct_marketing_sagemaker.ipynb b/introduction_to_applying_machine_learning/xgboost_direct_marketing/xgboost_direct_marketing_sagemaker.ipynb
@@ -579,7 +579,7 @@
    "source": [
     "### (Optional) Clean-up\n",
     "\n",
-    "If you are done with this notebook, please uncomment and run the cell below.  This will remove the hosted endpoint you created and avoid any charges from a stray instance being left on."
+    "If you are done with this notebook, please run the cell below.  This will remove the hosted endpoint you created and avoid any charges from a stray instance being left on."
    ]
   },
   {
@@ -588,7 +588,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "#sagemaker.Session().delete_endpoint(xgb_predictor.endpoint)"
+    "sagemaker.Session().delete_endpoint(xgb_predictor.endpoint)"
    ]
   }
  ],
diff --git a/sagemaker-python-sdk/mxnet_gluon_cifar10/cifar10.ipynb b/sagemaker-python-sdk/mxnet_gluon_cifar10/cifar10.ipynb
@@ -234,7 +234,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "m.delete_endpoint()"
+    "sagemaker.Session().delete_endpoint(predictor.endpoint)"
    ]
   }
  ],
diff --git a/sagemaker-python-sdk/mxnet_gluon_mnist/mnist_with_gluon.ipynb b/sagemaker-python-sdk/mxnet_gluon_mnist/mnist_with_gluon.ipynb
@@ -199,7 +199,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "m.delete_endpoint()"
+    "sagemaker.Session().delete_endpoint(predictor.endpoint)"
    ]
   }
  ],
diff --git a/sagemaker-python-sdk/mxnet_gluon_sentiment/sentiment_analysis_with_mxnet_gluon.ipynb b/sagemaker-python-sdk/mxnet_gluon_sentiment/sentiment_analysis_with_mxnet_gluon.ipynb
@@ -209,7 +209,7 @@
    },
    "outputs": [],
    "source": [
-    "# m.delete_endpoint()"
+    "sagemaker.Session().delete_endpoint(predictor.endpoint)"
    ]
   }
  ],
diff --git a/sagemaker-python-sdk/tensorflow_abalone_age_predictor_using_keras/tensorflow_abalone_age_predictor_using_keras.ipynb b/sagemaker-python-sdk/tensorflow_abalone_age_predictor_using_keras/tensorflow_abalone_age_predictor_using_keras.ipynb
@@ -561,7 +561,7 @@
    },
    "outputs": [],
    "source": [
-    "abalone_estimator.delete_endpoint()"
+    "sagemaker.Session().delete_endpoint(abalone_predictor.endpoint)"
    ]
   }
  ],
diff --git a/sagemaker-python-sdk/tensorflow_abalone_age_predictor_using_layers/tensorflow_abalone_age_predictor_using_layers.ipynb b/sagemaker-python-sdk/tensorflow_abalone_age_predictor_using_layers/tensorflow_abalone_age_predictor_using_layers.ipynb
@@ -611,7 +611,7 @@
    },
    "outputs": [],
    "source": [
-    "abalone_estimator.delete_endpoint()"
+    "sagemaker.Session().delete_endpoint(abalone_predictor.endpoint)"
    ]
   }
  ],
diff --git a/sagemaker-python-sdk/tensorflow_distributed_mnist/tensorflow_distributed_mnist.ipynb b/sagemaker-python-sdk/tensorflow_distributed_mnist/tensorflow_distributed_mnist.ipynb
@@ -236,7 +236,7 @@
    },
    "outputs": [],
    "source": [
-    "mnist_estimator.delete_endpoint()"
+    "sagemaker.Session().delete_endpoint(mnist_predictor.endpoint)"
    ]
   }
  ],
@@ -262,4 +262,4 @@
  },
  "nbformat": 4,
  "nbformat_minor": 2
-}
+}
diff --git a/sagemaker-python-sdk/tensorflow_resnet_cifar10_with_tensorboard/tensorflow_resnet_cifar10_with_tensorboard.ipynb b/sagemaker-python-sdk/tensorflow_resnet_cifar10_with_tensorboard/tensorflow_resnet_cifar10_with_tensorboard.ipynb
@@ -178,7 +178,7 @@
    },
    "outputs": [],
    "source": [
-    "estimator.delete_endpoint()"
+    "sagemaker.Session().delete_endpoint(predictor.endpoint)"
    ]
   }
  ],
diff --git a/scientific_details_of_algorithms/lda_topic_modeling/LDA-Science.ipynb b/scientific_details_of_algorithms/lda_topic_modeling/LDA-Science.ipynb
diff --git a/under_development/mxnet_mnist_byom/mxnet_mnist.ipynb b/under_development/mxnet_mnist_byom/mxnet_mnist.ipynb
diff --git a/under_development/tensorflow_iris_byom/tensorflow_BYOM_iris.ipynb b/under_development/tensorflow_iris_byom/tensorflow_BYOM_iris.ipynb

Original file line number	Diff line number	Diff line change
`@@ -720,7 +720,7 @@`
`720`	`720`	`"source": [`
`721`	`721`	`"### (Optional) Clean-up\n",`
`722`	`722`	`"\n",`
`723`		`- "If you're ready to be done with this notebook, please uncomment and run the cell below. This will remove the hosted endpoints you created and avoid any charges from a stray instance being left on."`
	`723`	`+ "If you're ready to be done with this notebook, please run the cell below. This will remove the hosted endpoints you created and avoid any charges from a stray instance being left on."`
`724`	`724`	`]`
`725`	`725`	`},`
`726`	`726`	`{`
`@@ -729,8 +729,8 @@`
`729`	`729`	`"metadata": {},`
`730`	`730`	`"outputs": [],`
`731`	`731`	`"source": [`
`732`		`- "#sm.delete_endpoint(EndpointName=sharded_endpoint)\n",`
`733`		`- "#sm.delete_endpoint(EndpointName=replicated_endpoint)"`
	`732`	`+ "sm.delete_endpoint(EndpointName=sharded_endpoint)\n",`
	`733`	`+ "sm.delete_endpoint(EndpointName=replicated_endpoint)"`
`734`	`734`	`]`
`735`	`735`	`}`
`736`	`736`	`],`
Original file line number	Diff line number	Diff line change
`@@ -525,7 +525,7 @@`
`525`	`525`	`"source": [`
`526`	`526`	`"### (Optional) Delete the Endpoint\n",`
`527`	`527`	`"\n",`
`528`		`- "If you're ready to be done with this notebook, please uncomment the delete_endpoint line in the cell below and then run it. This will remove the hosted endpoint you created and avoid any charges from a stray instance being left on."`
	`528`	`+ "If you're ready to be done with this notebook, please run the delete_endpoint line in the cell below. This will remove the hosted endpoint you created and avoid any charges from a stray instance being left on."`
`529`	`529`	`]`
`530`	`530`	`},`
`531`	`531`	`{`
`@@ -534,7 +534,7 @@`
`534`	`534`	`"metadata": {},`
`535`	`535`	`"outputs": [],`
`536`	`536`	`"source": [`
`537`		`- "# client.delete_endpoint(EndpointName=endpoint_name)"`
	`537`	`+ "client.delete_endpoint(EndpointName=endpoint_name)"`
`538`	`538`	`]`
`539`	`539`	`}`
`540`	`540`	`],`
Original file line number	Diff line number	Diff line change
`@@ -350,6 +350,7 @@`
`350`	`350`	`"metadata": {},`
`351`	`351`	`"outputs": [],`
`352`	`352`	`"source": [`
	`353`	`+ "# Remove endpoint to avoid stray charges\n",`
`353`	`354`	`"sm.delete_endpoint(EndpointName=kmeans_endpoint)"`
`354`	`355`	`]`
`355`	`356`	`}`
Original file line number	Diff line number	Diff line change
`@@ -643,7 +643,7 @@`
`643`	`643`	`"source": [`
`644`	`644`	`"### (Optional) Clean-up\n",`
`645`	`645`	`"\n",`
`646`		`- "If you're ready to be done with this notebook, please uncomment and run cell below. This will remove the hosted endpoint you created and avoid any charges from a stray instance being left on."`
	`646`	`+ "If you're ready to be done with this notebook, please run the cell below. This will remove the hosted endpoint you created and avoid any charges from a stray instance being left on."`
`647`	`647`	`]`
`648`	`648`	`},`
`649`	`649`	`{`
`@@ -652,7 +652,7 @@`
`652`	`652`	`"metadata": {},`
`653`	`653`	`"outputs": [],`
`654`	`654`	`"source": [`
`655`		`- "#sm.delete_endpoint(EndpointName=r_endpoint)"`
	`655`	`+ "sm.delete_endpoint(EndpointName=r_endpoint)"`
`656`	`656`	`]`
`657`	`657`	`}`
`658`	`658`	`],`
Original file line number	Diff line number	Diff line change
`@@ -497,7 +497,7 @@`
`497`	`497`	`"metadata": {},`
`498`	`498`	`"outputs": [],`
`499`	`499`	`"source": [`
`500`		`- "# sess.delete_endpoint(predictor.endpoint)"`
	`500`	`+ "sess.delete_endpoint(predictor.endpoint)"`
`501`	`501`	`]`
`502`	`502`	`}`
`503`	`503`	`],`
Original file line number	Diff line number	Diff line change
`@@ -464,7 +464,7 @@`
`464`	`464`	`"source": [`
`465`	`465`	`"### (Optional) Delete the Endpoint\n",`
`466`	`466`	`"\n",`
`467`		`- "If you're ready to be done with this notebook, please uncomment the delete_endpoint line in the cell below and then run it. This will remove the hosted endpoint you created and avoid any charges from a stray instance being left on."`
	`467`	`+ "If you're ready to be done with this notebook, please run the delete_endpoint line in the cell below. This will remove the hosted endpoint you created and avoid any charges from a stray instance being left on."`
`468`	`468`	`]`
`469`	`469`	`},`
`470`	`470`	`{`
`@@ -475,7 +475,7 @@`
`475`	`475`	`},`
`476`	`476`	`"outputs": [],`
`477`	`477`	`"source": [`
`478`		`- "# sm_client.delete_endpoint(EndpointName=endpoint_name)"`
	`478`	`+ "sm_client.delete_endpoint(EndpointName=endpoint_name)"`
`479`	`479`	`]`
`480`	`480`	`}`
`481`	`481`	`],`
Original file line number	Diff line number	Diff line change
`@@ -380,7 +380,7 @@`
`380`	`380`	`"source": [`
`381`	`381`	`"### (Optional) Delete the Endpoint\n",`
`382`	`382`	`"\n",`
`383`		`- "If you're ready to be done with this notebook, please uncomment the delete_endpoint line in the cell below and then run it. This will remove the hosted endpoint you created and avoid any charges from a stray instance being left on."`
	`383`	`+ "If you're ready to be done with this notebook, please run the delete_endpoint line in the cell below. This will remove the hosted endpoint you created and avoid any charges from a stray instance being left on."`
`384`	`384`	`]`
`385`	`385`	`},`
`386`	`386`	`{`
`@@ -391,7 +391,7 @@`
`391`	`391`	`"source": [`
`392`	`392`	`"import sagemaker\n",`
`393`	`393`	`"\n",`
`394`		`- "#sagemaker.Session().delete_endpoint(fm_predictor.endpoint)"`
	`394`	`+ "sagemaker.Session().delete_endpoint(fm_predictor.endpoint)"`
`395`	`395`	`]`
`396`	`396`	`}`
`397`	`397`	`],`
Original file line number	Diff line number	Diff line change
`@@ -555,7 +555,7 @@`
`555`	`555`	`"source": [`
`556`	`556`	`"### Clean up\n",`
`557`	`557`	`"\n",`
`558`		`- "When we're done with the endpoint, we can just delete it and the backing instances will be released. Uncomment and run the following cell to delete the endpoint and model"`
	`558`	`+ "When we're done with the endpoint, we can just delete it and the backing instances will be released. Run the following cell to delete the endpoint."`
`559`	`559`	`]`
`560`	`560`	`},`
`561`	`561`	`{`
`@@ -566,8 +566,7 @@`
`566`	`566`	`},`
`567`	`567`	`"outputs": [],`
`568`	`568`	`"source": [`
`569`		`- "#sage.delete_endpoint(EndpointName=endpoint_name)\n",`
`570`		`- "#sage.delete_model(ModelName=model_name)"`
	`569`	`+ "sage.delete_endpoint(EndpointName=endpoint_name)"`
`571`	`570`	`]`
`572`	`571`	`},`
`573`	`572`	`{`
Original file line number	Diff line number	Diff line change
`@@ -570,7 +570,7 @@`
`570`	`570`	`"source": [`
`571`	`571`	`"### Clean up\n",`
`572`	`572`	`"\n",`
`573`		`- "When we're done with the endpoint, we can just delete it and the backing instances will be released. Uncomment and run the following cell to delete the endpoint and model"`
	`573`	`+ "When we're done with the endpoint, we can just delete it and the backing instances will be released. Run the following cell to delete the endpoint."`
`574`	`574`	`]`
`575`	`575`	`},`
`576`	`576`	`{`
`@@ -581,8 +581,7 @@`
`581`	`581`	`},`
`582`	`582`	`"outputs": [],`
`583`	`583`	`"source": [`
`584`		`- "#sage.delete_endpoint(EndpointName=endpoint_name)\n",`
`585`		`- "#sage.delete_model(ModelName=model_name)"`
	`584`	`+ "sage.delete_endpoint(EndpointName=endpoint_name)"`
`586`	`585`	`]`
`587`	`586`	`},`
`588`	`587`	`{`
Original file line number	Diff line number	Diff line change
`@@ -514,7 +514,7 @@`
`514`	`514`	`"\n",`
`515`	`515`	`"Finally, we should delete the endpoint before we close the notebook.\n",`
`516`	`516`	`"\n",`
`517`		- "To do so uncomment and execute the cell below. Alternately, you can navigate to the \"Endpoints\" tab in the SageMaker console, select the endpoint with the name stored in the variable `endpoint_name`, and select \"Delete\" from the \"Actions\" dropdown menu. "
	`517`	+ "To do so execute the cell below. Alternately, you can navigate to the \"Endpoints\" tab in the SageMaker console, select the endpoint with the name stored in the variable `endpoint_name`, and select \"Delete\" from the \"Actions\" dropdown menu. "
`518`	`518`	`]`
`519`	`519`	`},`
`520`	`520`	`{`
`@@ -523,7 +523,7 @@`
`523`	`523`	`"metadata": {},`
`524`	`524`	`"outputs": [],`
`525`	`525`	`"source": [`
`526`		`- "#sagemaker.Session().delete_endpoint(lda_inference.endpoint)"`
	`526`	`+ "sagemaker.Session().delete_endpoint(lda_inference.endpoint)"`
`527`	`527`	`]`
`528`	`528`	`},`
`529`	`529`	`{`