Updating notebooks with newest xgboost framework versions (aws#3449)

introduction_to_amazon_algorithms/xgboost_abalone/xgboost_abalone_dist_script_mode_outputs.ipynb

@@ -670,7 +670,7 @@
     "\n",
     "xgb_script_mode_estimator = XGBoost(\n",
     "    entry_point=script_path,\n",
-    "    framework_version=\"0.90-1\",  # Note: framework_version is mandatory\n",
+    "    framework_version=\"1.5-1\",  # Note: framework_version is mandatory\n",
     "    hyperparameters=hyperparams,\n",
     "    role=role,\n",
     "    instance_count=2,\n",
@@ -736,17 +736,17 @@
       "2022-04-18 00:22:23 Starting - Preparing the instances for trainingProfilerReport-1650241324: InProgress\n",
       "......\n",
       "2022-04-18 00:23:27 Downloading - Downloading input data...\n",
-      "2022-04-18 00:24:12 Training - Downloading the training image..\u001b[34mINFO:sagemaker-containers:Imported framework sagemaker_xgboost_container.training\u001b[0m\n",
-      "\u001b[34mINFO:sagemaker-containers:No GPUs detected (normal if no gpus installed)\u001b[0m\n",
-      "\u001b[34mINFO:sagemaker_xgboost_container.training:Invoking user training script.\u001b[0m\n",
-      "\u001b[34mINFO:sagemaker-containers:Module abalone does not provide a setup.py. \u001b[0m\n",
+      "2022-04-18 00:24:12 Training - Downloading the training image..\u001B[34mINFO:sagemaker-containers:Imported framework sagemaker_xgboost_container.training\u001B[0m\n",
+      "\u001B[34mINFO:sagemaker-containers:No GPUs detected (normal if no gpus installed)\u001B[0m\n",
+      "\u001B[34mINFO:sagemaker_xgboost_container.training:Invoking user training script.\u001B[0m\n",
+      "\u001B[34mINFO:sagemaker-containers:Module abalone does not provide a setup.py. \u001B[0m\n",
       "...\n",
-      "2022-04-18 00:24:45 Training - Training image download completed. Training in progress.\u001b[34m[00:24:30] WARNING: /workspace/src/objective/regression_obj.cu:152: reg:linear is now deprecated in favor of reg:squarederror.\u001b[0m\n",
-      "\u001b[34m[00:24:30] WARNING: /workspace/src/learner.cc:622: Tree method is automatically selected to be 'approx' for distributed training.\u001b[0m\n",
-      "\u001b[34m[00:24:30] Tree method is automatically selected to be 'approx' for distributed training.\u001b[0m\n",
-      "\u001b[35m[00:24:30] WARNING: /workspace/src/objective/regression_obj.cu:152: reg:linear is now deprecated in favor of reg:squarederror.\u001b[0m\n",
-      "\u001b[35m[00:24:30] WARNING: /workspace/src/learner.cc:622: Tree method is automatically selected to be 'approx' for distributed training.\u001b[0m\n",
-      "\u001b[35m[00:24:30] Tree method is automatically selected to be 'approx' for distributed training.\u001b[0m\n",
+      "2022-04-18 00:24:45 Training - Training image download completed. Training in progress.\u001B[34m[00:24:30] WARNING: /workspace/src/objective/regression_obj.cu:152: reg:linear is now deprecated in favor of reg:squarederror.\u001B[0m\n",
+      "\u001B[34m[00:24:30] WARNING: /workspace/src/learner.cc:622: Tree method is automatically selected to be 'approx' for distributed training.\u001B[0m\n",
+      "\u001B[34m[00:24:30] Tree method is automatically selected to be 'approx' for distributed training.\u001B[0m\n",
+      "\u001B[35m[00:24:30] WARNING: /workspace/src/objective/regression_obj.cu:152: reg:linear is now deprecated in favor of reg:squarederror.\u001B[0m\n",
+      "\u001B[35m[00:24:30] WARNING: /workspace/src/learner.cc:622: Tree method is automatically selected to be 'approx' for distributed training.\u001B[0m\n",
+      "\u001B[35m[00:24:30] Tree method is automatically selected to be 'approx' for distributed training.\u001B[0m\n",
       "\n",
       "2022-04-18 00:25:05 Uploading - Uploading generated training model\n",
       "2022-04-18 00:25:05 Completed - Training job completed\n",
@@ -991,4 +991,4 @@
  },
  "nbformat": 4,
  "nbformat_minor": 5
-}
+}

introduction_to_amazon_algorithms/xgboost_abalone/xgboost_inferenece_script_mode.ipynb

@@ -121,7 +121,7 @@
     "\n",
     "* __entry_point__: The path to the Python script SageMaker runs for training and prediction.\n",
     "* __role__: Role ARN\n",
-    "* __framework_version__: SageMaker XGBoost version you want to use for executing your model training code, e.g., `0.90-1`, `0.90-2`, `1.0-1`, or `1.5-1`.\n",
+    "* __framework_version__: SageMaker XGBoost version you want to use for executing your model training code, e.g., `1.0-1`, `1.2-2`, `1.3-1`, or `1.5-1`.\n",
     "* __train_instance_type__ *(optional)*: The type of SageMaker instances for training. __Note__: Because Scikit-learn does not natively support GPU training, Sagemaker Scikit-learn does not currently support training on GPU instance types.\n",
     "* __sagemaker_session__ *(optional)*: The session used to train on Sagemaker.\n",
     "* __hyperparameters__ *(optional)*: A dictionary passed to the train function as hyperparameters."
@@ -456,4 +456,4 @@
  },
  "nbformat": 4,
  "nbformat_minor": 4
-}
+}

introduction_to_amazon_algorithms/xgboost_abalone/xgboost_managed_spot_training.ipynb

@@ -87,7 +87,7 @@
    "metadata": {},
    "source": [
     "### Obtaining the latest XGBoost container\n",
-    "We obtain the new container by specifying the framework version (1.5-1). This version specifies the upstream XGBoost framework version (1.3) and an additional SageMaker version (1). If you have an existing XGBoost workflow based on the previous (0.72, 0.90-1, 0.90-2, or 1.0-1) container, this would be the only change necessary to get the same workflow working with the new container."
+    "We obtain the new container by specifying the framework version (1.5-1). This version specifies the upstream XGBoost framework version (1.5) and an additional SageMaker version (1). If you have an existing XGBoost workflow based on the previous (1.0-1, 1.2-2 or 1.3-1) container, this would be the only change necessary to get the same workflow working with the new container."
    ]
   },
   {
@@ -330,4 +330,4 @@
  },
  "nbformat": 4,
  "nbformat_minor": 4
-}
+}

introduction_to_amazon_algorithms/xgboost_abalone/xgboost_parquet_input_training.ipynb

@@ -122,7 +122,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "We obtain the new container by specifying the framework version (1.5-1). This version specifies the upstream XGBoost framework version (1.3) and an additional SageMaker version (1). If you have an existing XGBoost workflow based on the previous (0.72, 0.90-1, 0.90-2, or 1.0-1) container, this would be the only change necessary to get the same workflow working with the new container."
+    "We obtain the new container by specifying the framework version (1.5-1). This version specifies the upstream XGBoost framework version (1.5) and an additional SageMaker version (1). If you have an existing XGBoost workflow based on the previous (1.0-1, 1.2-2 or 1.3-1) container, this would be the only change necessary to get the same workflow working with the new container."
    ]
   },
   {
@@ -257,4 +257,4 @@
  },
  "nbformat": 4,
  "nbformat_minor": 4
-}
+}