{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"pygments_lexer":"ipython3","nbconvert_exporter":"python","version":"3.6.4","file_extension":".py","codemirror_mode":{"name":"ipython","version":3},"name":"python","mimetype":"text/x-python"}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"raw","source":"","metadata":{}},{"cell_type":"code","source":"# This Python 3 environment comes with many helpful analytics libraries installed\n# It is defined by the kaggle/python Docker image: https://github.com/kaggle/docker-python\n# For example, here's several helpful packages to load\n\nimport numpy as np # linear algebra\nimport pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\n\n# Input data files are available in the read-only \"../input/\" directory\n# For example, running this (by clicking run or pressing Shift+Enter) will list all files under the input directory\n\nimport os\nfor dirname, _, filenames in os.walk('/kaggle/input'):\n    for filename in filenames:\n        print(os.path.join(dirname, filename))\n\n# You can write up to 20GB to the current directory (/kaggle/working/) that gets preserved as output when you create a version using \"Save & Run All\" \n# You can also write temporary files to /kaggle/temp/, but they won't be saved outside of the current session","metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","execution":{"iopub.status.busy":"2021-06-24T16:10:04.003283Z","iopub.execute_input":"2021-06-24T16:10:04.00368Z","iopub.status.idle":"2021-06-24T16:10:10.154259Z","shell.execute_reply.started":"2021-06-24T16:10:04.003645Z","shell.execute_reply":"2021-06-24T16:10:10.152865Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"!pip install tensorflow_addons","metadata":{"execution":{"iopub.status.busy":"2021-06-24T16:10:21.259339Z","iopub.execute_input":"2021-06-24T16:10:21.25976Z","iopub.status.idle":"2021-06-24T16:10:28.239546Z","shell.execute_reply.started":"2021-06-24T16:10:21.259711Z","shell.execute_reply":"2021-06-24T16:10:28.237825Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"!pip install --upgrade tensorflow","metadata":{"execution":{"iopub.status.busy":"2021-06-24T16:10:28.241484Z","iopub.execute_input":"2021-06-24T16:10:28.241827Z","iopub.status.idle":"2021-06-24T16:11:26.796067Z","shell.execute_reply.started":"2021-06-24T16:10:28.241793Z","shell.execute_reply":"2021-06-24T16:11:26.791277Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"!pip install --upgrade tensorflow-gpu","metadata":{"execution":{"iopub.status.busy":"2021-06-24T16:11:26.803239Z","iopub.execute_input":"2021-06-24T16:11:26.803661Z","iopub.status.idle":"2021-06-24T16:12:13.86164Z","shell.execute_reply.started":"2021-06-24T16:11:26.803615Z","shell.execute_reply":"2021-06-24T16:12:13.860392Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"import tensorflow as tf\nfrom tensorflow import keras\nfrom tensorflow.keras import layers\nimport tensorflow_addons as tfa\nfrom kaggle_datasets import KaggleDatasets\nimport matplotlib.pyplot as plt\nimport numpy as np\n\n# Set up the TPU in kaggle notebook for better performance.\ntry:\n    tpu = tf.distribute.cluster_resolver.TPUClusterResolver()\n    print('Device:', tpu.master())\n    tf.config.experimental_connect_to_cluster(tpu)\n    tf.tpu.experimental.initialize_tpu_system(tpu)\n    strategy = tf.distribute.experimental.TPUStrategy(tpu)\nexcept:\n    strategy = tf.distribute.get_strategy()\nprint('Number of replicas:', strategy.num_replicas_in_sync)\n    \nprint(tf.__version__)","metadata":{"execution":{"iopub.status.busy":"2021-06-24T16:12:13.865727Z","iopub.execute_input":"2021-06-24T16:12:13.866056Z","iopub.status.idle":"2021-06-24T16:12:19.627002Z","shell.execute_reply.started":"2021-06-24T16:12:13.866022Z","shell.execute_reply":"2021-06-24T16:12:19.626247Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"asdf","metadata":{"execution":{"iopub.status.busy":"2021-06-24T16:34:24.243921Z","iopub.execute_input":"2021-06-24T16:34:24.244405Z","iopub.status.idle":"2021-06-24T16:45:11.956853Z","shell.execute_reply.started":"2021-06-24T16:34:24.244363Z","shell.execute_reply":"2021-06-24T16:45:11.955651Z"},"trusted":true},"execution_count":null,"outputs":[]}]}