RL: Minor updates to a few notebooks (aws#1911)

goelakash · goel-akas · web-flow · commit ba737799f4a4 · 2021-01-06T10:35:04.000-08:00
1. Adding "-evaluation" prefix for eval jobs.
2. Updating kernel names
3. Updating roboschool Dockerfile to use sagemaker-training library.

Co-authored-by: Akash Goel &lt;goelakas@amazon.com&gt;
diff --git a/reinforcement_learning/rl_cartpole_batch_coach/rl_cartpole_batch_coach.ipynb b/reinforcement_learning/rl_cartpole_batch_coach/rl_cartpole_batch_coach.ipynb
@@ -706,9 +706,9 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python 3",
+   "display_name": "conda_mxnet_p36",
    "language": "python",
-   "name": "python3"
+   "name": "conda_mxnet_p36"
   },
   "language_info": {
    "codemirror_mode": {
@@ -720,7 +720,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.6.5"
+   "version": "3.6.10"
   }
  },
  "nbformat": 4,
diff --git a/reinforcement_learning/rl_knapsack_coach_custom/rl_knapsack_coach_customEnv.ipynb b/reinforcement_learning/rl_knapsack_coach_custom/rl_knapsack_coach_customEnv.ipynb
@@ -380,7 +380,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "wait_for_s3_object(s3_bucket, output_tar_key, tmp_dir)  \n",
+    "wait_for_s3_object(s3_bucket, output_tar_key, tmp_dir, timeout=1800)\n",
     "\n",
     "if not os.path.isfile(\"{}/output.tar.gz\".format(tmp_dir)):\n",
     "    raise FileNotFoundError(\"File output.tar.gz not found\")\n",
@@ -435,6 +435,7 @@
     "                      entry_point=\"evaluate-coach.py\",\n",
     "                      instance_count=1,\n",
     "                      instance_type=instance_type,\n",
+    "                      base_job_name=job_name_prefix+\"-evaluation\",\n",
     "                      hyperparameters = {\n",
     "                                 \"RLCOACH_PRESET\":\"preset-knapsack-clippedppo\",\n",
     "                                 \"evaluate_steps\": 250, #5 episodes\n",
@@ -470,7 +471,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.8.3"
+   "version": "3.6.10"
   },
   "notice": "Copyright 2018 Amazon.com, Inc. or its affiliates. All Rights Reserved. Licensed under the Apache License, Version 2.0 (the \"License\"). You may not use this file except in compliance with the License. A copy of the License is located at http://aws.amazon.com/apache2.0/ or in the \"license\" file accompanying this file. This file is distributed on an \"AS IS\" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the License for the specific language governing permissions and limitations under the License."
  },
diff --git a/reinforcement_learning/rl_mountain_car_coach_gymEnv/rl_mountain_car_coach_gymEnv.ipynb b/reinforcement_learning/rl_mountain_car_coach_gymEnv/rl_mountain_car_coach_gymEnv.ipynb
@@ -493,6 +493,7 @@
     "                             entry_point=\"evaluate-coach.py\",\n",
     "                             instance_count=1,\n",
     "                             instance_type=instance_type,\n",
+    "                             base_job_name=job_name_prefix+\"-evaluation\",\n",
     "                             hyperparameters = {\n",
     "                                 \"RLCOACH_PRESET\": \"preset-mountain-car-continuous-clipped-ppo\",\n",
     "                                 \"evaluate_steps\": 10000*2 # evaluate on 2 episodes\n",
@@ -606,7 +607,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.8.3"
+   "version": "3.6.10"
   },
   "notice": "Copyright 2018 Amazon.com, Inc. or its affiliates. All Rights Reserved. Licensed under the Apache License, Version 2.0 (the \"License\"). You may not use this file except in compliance with the License. A copy of the License is located at http://aws.amazon.com/apache2.0/ or in the \"license\" file accompanying this file. This file is distributed on an \"AS IS\" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the License for the specific language governing permissions and limitations under the License."
  },
diff --git a/reinforcement_learning/rl_portfolio_management_coach_customEnv/rl_portfolio_management_coach_customEnv.ipynb b/reinforcement_learning/rl_portfolio_management_coach_customEnv/rl_portfolio_management_coach_customEnv.ipynb
@@ -557,6 +557,7 @@
     "                      entry_point=\"evaluate-coach.py\",\n",
     "                      instance_count=1,\n",
     "                      instance_type=instance_type,\n",
+    "                      base_job_name=job_name_prefix+\"-evaluation\",\n",
     "                      hyperparameters = {\n",
     "                          \"evaluate_steps\": 731*2 # evaluate on 2 episodes\n",
     "                      }\n",
@@ -592,7 +593,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.8.3"
+   "version": "3.6.10"
   },
   "notice": "Copyright 2018 Amazon.com, Inc. or its affiliates. All Rights Reserved. Licensed under the Apache License, Version 2.0 (the \"License\"). You may not use this file except in compliance with the License. A copy of the License is located at http://aws.amazon.com/apache2.0/ or in the \"license\" file accompanying this file. This file is distributed on an \"AS IS\" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the License for the specific language governing permissions and limitations under the License."
  },
diff --git a/reinforcement_learning/rl_predictive_autoscaling_coach_customEnv/rl_predictive_autoscaling_coach_customEnv.ipynb b/reinforcement_learning/rl_predictive_autoscaling_coach_customEnv/rl_predictive_autoscaling_coach_customEnv.ipynb
@@ -523,6 +523,7 @@
     "                      entry_point=\"evaluate-coach.py\",\n",
     "                      instance_count=1,\n",
     "                      instance_type=instance_type,\n",
+    "                      base_job_name=job_name_prefix+\"-evaluation\",\n",
     "                      hyperparameters = {\n",
     "                                 \"RLCOACH_PRESET\": \"preset-autoscale-ppo\",\n",
     "                                 \"evaluate_steps\": 10001*2 # evaluate on 2 episodes\n",
@@ -604,7 +605,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.8.3"
+   "version": "3.6.10"
   },
   "notice": "Copyright 2018 Amazon.com, Inc. or its affiliates. All Rights Reserved. Licensed under the Apache License, Version 2.0 (the \"License\"). You may not use this file except in compliance with the License. A copy of the License is located at http://aws.amazon.com/apache2.0/ or in the \"license\" file accompanying this file. This file is distributed on an \"AS IS\" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the License for the specific language governing permissions and limitations under the License."
  },
diff --git a/reinforcement_learning/rl_roboschool_ray/Dockerfile b/reinforcement_learning/rl_roboschool_ray/Dockerfile
@@ -34,7 +34,7 @@ RUN pip install --upgrade \
     lz4 \
     psutil
 
-RUN pip install sagemaker-containers --upgrade
+RUN pip install sagemaker-tensorflow-training==20.1.4
 
 RUN pip install roboschool==1.0.46
 
diff --git a/reinforcement_learning/rl_traveling_salesman_vehicle_routing_coach/rl_traveling_salesman_vehicle_routing_coach.ipynb b/reinforcement_learning/rl_traveling_salesman_vehicle_routing_coach/rl_traveling_salesman_vehicle_routing_coach.ipynb
@@ -545,6 +545,7 @@
     "                             entry_point=\"evaluate-coach.py\",\n",
     "                             instance_count=1,\n",
     "                             instance_type=instance_type,\n",
+    "                             base_job_name=job_name_prefix+\"-evaluation\",\n",
     "                             hyperparameters = {\n",
     "                                 \"RLCOACH_PRESET\": \"preset-tsp-easy\",\n",
     "                                 \"evaluate_steps\": 200, #max 4 episodes\n",
@@ -791,7 +792,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.8.3"
+   "version": "3.6.10"
   },
   "notice": "Copyright 2018 Amazon.com, Inc. or its affiliates. All Rights Reserved. Licensed under the Apache License, Version 2.0 (the \"License\"). You may not use this file except in compliance with the License. A copy of the License is located at http://aws.amazon.com/apache2.0/ or in the \"license\" file accompanying this file. This file is distributed on an \"AS IS\" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the License for the specific language governing permissions and limitations under the License."
  },
