!pip install tensorflow==2.7.0
Collecting tensorflow==2.7.0
Downloading tensorflow-2.7.0-cp39-cp39-manylinux2010_x86_64.whl (489.7 MB)
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Collecting libclang>=9.0.1
Downloading libclang-12.0.0-py2.py3-none-manylinux1_x86_64.whl (13.4 MB)
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Collecting keras-preprocessing>=1.1.1
Downloading Keras_Preprocessing-1.1.2-py2.py3-none-any.whl (42 kB)
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Requirement already satisfied: grpcio<2.0,>=1.24.3 in /shared-libs/python3.9/py/lib/python3.9/site-packages (from tensorflow==2.7.0) (1.41.0)
Collecting astunparse>=1.6.0
Downloading astunparse-1.6.3-py2.py3-none-any.whl (12 kB)
Collecting h5py>=2.9.0
Downloading h5py-3.5.0-cp39-cp39-manylinux_2_12_x86_64.manylinux2010_x86_64.whl (4.5 MB)
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Requirement already satisfied: wheel<1.0,>=0.32.0 in /root/venv/lib/python3.9/site-packages (from tensorflow==2.7.0) (0.37.0)
Collecting tensorflow-estimator<2.8,~=2.7.0rc0
Downloading tensorflow_estimator-2.7.0-py2.py3-none-any.whl (463 kB)
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Collecting gast<0.5.0,>=0.2.1
Downloading gast-0.4.0-py3-none-any.whl (9.8 kB)
Collecting termcolor>=1.1.0
Downloading termcolor-1.1.0.tar.gz (3.9 kB)
Collecting tensorflow-io-gcs-filesystem>=0.21.0
Downloading tensorflow_io_gcs_filesystem-0.21.0-cp39-cp39-manylinux_2_12_x86_64.manylinux2010_x86_64.whl (2.1 MB)
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Collecting flatbuffers<3.0,>=1.12
Downloading flatbuffers-2.0-py2.py3-none-any.whl (26 kB)
Requirement already satisfied: typing-extensions>=3.6.6 in /shared-libs/python3.9/py-core/lib/python3.9/site-packages (from tensorflow==2.7.0) (3.10.0.2)
Collecting tensorboard~=2.6
Downloading tensorboard-2.7.0-py3-none-any.whl (5.8 MB)
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Requirement already satisfied: protobuf>=3.9.2 in /shared-libs/python3.9/py/lib/python3.9/site-packages (from tensorflow==2.7.0) (3.18.1)
Collecting wrapt>=1.11.0
Downloading wrapt-1.13.3-cp39-cp39-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_12_x86_64.manylinux2010_x86_64.whl (81 kB)
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Collecting absl-py>=0.4.0
Downloading absl_py-0.15.0-py3-none-any.whl (132 kB)
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Requirement already satisfied: numpy>=1.14.5 in /shared-libs/python3.9/py/lib/python3.9/site-packages (from tensorflow==2.7.0) (1.21.2)
Collecting opt-einsum>=2.3.2
Downloading opt_einsum-3.3.0-py3-none-any.whl (65 kB)
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Collecting keras<2.8,>=2.7.0rc0
Downloading keras-2.7.0-py2.py3-none-any.whl (1.3 MB)
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Requirement already satisfied: six>=1.12.0 in /shared-libs/python3.9/py-core/lib/python3.9/site-packages (from tensorflow==2.7.0) (1.16.0)
Collecting google-pasta>=0.1.1
Downloading google_pasta-0.2.0-py3-none-any.whl (57 kB)
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Collecting werkzeug>=0.11.15
Downloading Werkzeug-2.0.2-py3-none-any.whl (288 kB)
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Requirement already satisfied: google-auth<3,>=1.6.3 in /shared-libs/python3.9/py/lib/python3.9/site-packages (from tensorboard~=2.6->tensorflow==2.7.0) (2.3.0)
Collecting google-auth-oauthlib<0.5,>=0.4.1
Downloading google_auth_oauthlib-0.4.6-py2.py3-none-any.whl (18 kB)
Collecting markdown>=2.6.8
Downloading Markdown-3.3.4-py3-none-any.whl (97 kB)
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Requirement already satisfied: requests<3,>=2.21.0 in /shared-libs/python3.9/py/lib/python3.9/site-packages (from tensorboard~=2.6->tensorflow==2.7.0) (2.26.0)
Collecting tensorboard-data-server<0.7.0,>=0.6.0
Downloading tensorboard_data_server-0.6.1-py3-none-manylinux2010_x86_64.whl (4.9 MB)
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Collecting tensorboard-plugin-wit>=1.6.0
Downloading tensorboard_plugin_wit-1.8.0-py3-none-any.whl (781 kB)
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Requirement already satisfied: setuptools>=41.0.0 in /root/venv/lib/python3.9/site-packages (from tensorboard~=2.6->tensorflow==2.7.0) (58.1.0)
Requirement already satisfied: rsa<5,>=3.1.4 in /shared-libs/python3.9/py/lib/python3.9/site-packages (from google-auth<3,>=1.6.3->tensorboard~=2.6->tensorflow==2.7.0) (4.7.2)
Requirement already satisfied: cachetools<5.0,>=2.0.0 in /shared-libs/python3.9/py/lib/python3.9/site-packages (from google-auth<3,>=1.6.3->tensorboard~=2.6->tensorflow==2.7.0) (4.2.4)
Requirement already satisfied: pyasn1-modules>=0.2.1 in /shared-libs/python3.9/py/lib/python3.9/site-packages (from google-auth<3,>=1.6.3->tensorboard~=2.6->tensorflow==2.7.0) (0.2.8)
Requirement already satisfied: requests-oauthlib>=0.7.0 in /shared-libs/python3.9/py/lib/python3.9/site-packages (from google-auth-oauthlib<0.5,>=0.4.1->tensorboard~=2.6->tensorflow==2.7.0) (1.3.0)
Requirement already satisfied: pyasn1<0.5.0,>=0.4.6 in /shared-libs/python3.9/py/lib/python3.9/site-packages (from pyasn1-modules>=0.2.1->google-auth<3,>=1.6.3->tensorboard~=2.6->tensorflow==2.7.0) (0.4.8)
Requirement already satisfied: idna<4,>=2.5 in /shared-libs/python3.9/py-core/lib/python3.9/site-packages (from requests<3,>=2.21.0->tensorboard~=2.6->tensorflow==2.7.0) (3.3)
Requirement already satisfied: urllib3<1.27,>=1.21.1 in /shared-libs/python3.9/py/lib/python3.9/site-packages (from requests<3,>=2.21.0->tensorboard~=2.6->tensorflow==2.7.0) (1.26.7)
Requirement already satisfied: certifi>=2017.4.17 in /shared-libs/python3.9/py/lib/python3.9/site-packages (from requests<3,>=2.21.0->tensorboard~=2.6->tensorflow==2.7.0) (2021.10.8)
Requirement already satisfied: charset-normalizer~=2.0.0 in /shared-libs/python3.9/py/lib/python3.9/site-packages (from requests<3,>=2.21.0->tensorboard~=2.6->tensorflow==2.7.0) (2.0.7)
Requirement already satisfied: oauthlib>=3.0.0 in /shared-libs/python3.9/py/lib/python3.9/site-packages (from requests-oauthlib>=0.7.0->google-auth-oauthlib<0.5,>=0.4.1->tensorboard~=2.6->tensorflow==2.7.0) (3.1.1)
Building wheels for collected packages: termcolor
Building wheel for termcolor (setup.py) ... done
Created wheel for termcolor: filename=termcolor-1.1.0-py3-none-any.whl size=4847 sha256=b5f6a814eb354fe7dce82ca01854601f56557d9ae73a012519579dab7844565f
Stored in directory: /root/.cache/pip/wheels/b6/0d/90/0d1bbd99855f99cb2f6c2e5ff96f8023fad8ec367695f7d72d
Successfully built termcolor
Installing collected packages: werkzeug, tensorboard-plugin-wit, tensorboard-data-server, markdown, google-auth-oauthlib, absl-py, wrapt, termcolor, tensorflow-io-gcs-filesystem, tensorflow-estimator, tensorboard, opt-einsum, libclang, keras-preprocessing, keras, h5py, google-pasta, gast, flatbuffers, astunparse, tensorflow
Attempting uninstall: keras
Found existing installation: keras 2.6.0
Not uninstalling keras at /shared-libs/python3.9/py/lib/python3.9/site-packages, outside environment /root/venv
Can't uninstall 'keras'. No files were found to uninstall.
Successfully installed absl-py-0.15.0 astunparse-1.6.3 flatbuffers-2.0 gast-0.4.0 google-auth-oauthlib-0.4.6 google-pasta-0.2.0 h5py-3.5.0 keras-2.7.0 keras-preprocessing-1.1.2 libclang-12.0.0 markdown-3.3.4 opt-einsum-3.3.0 tensorboard-2.7.0 tensorboard-data-server-0.6.1 tensorboard-plugin-wit-1.8.0 tensorflow-2.7.0 tensorflow-estimator-2.7.0 tensorflow-io-gcs-filesystem-0.21.0 termcolor-1.1.0 werkzeug-2.0.2 wrapt-1.13.3
WARNING: You are using pip version 21.2.4; however, version 21.3.1 is available.
You should consider upgrading via the '/root/venv/bin/python -m pip install --upgrade pip' command.
import os
import tensorflow.keras
import matplotlib.pyplot as plt
import pandas as pd
import tensorflow as tf
from tensorflow import feature_column as fc
from tensorflow.keras import layers
from tensorflow import keras
from tensorflow.keras import layers