TensorFlow : Install Docker Image (CPU)

 Install TensorFlow which is the Machine Learning Library.

On this example, Install TensorFlow official Docker Image without GPU support and run it on Containers.

[1].  Install Podman, refer to here.

[2]. Install TensorFlow Docker (CPU only).

# pull TensorFlow 2.0 with Python3 image

[cent@dlp ~]$ podman pull tensorflow/tensorflow:2.0.0-py3

[cent@dlp ~]$ podman images

REPOSITORY                        TAG         IMAGE ID       CREATED        SIZE

docker.io/tensorflow/tensorflow   2.0.0-py3   90f5cb97b18f   9 months ago   1.09 GB


# run container

[cent@dlp ~]$ podman run --rm tensorflow/tensorflow:2.0.0-py3 \

python -c "import tensorflow as tf; print(tf.reduce_sum(tf.random.normal([1000, 1000])))"

2020-07-22 05:21:27.138093: I tensorflow/core/platform/profile_utils/cpu_utils.cc:94] CPU Frequency: 2801480000 Hz

2020-07-22 05:21:27.138647: I tensorflow/compiler/xla/service/service.cc:168] XLA service 0x34ccfe0 executing computations on platform Host. Devices:

2020-07-22 05:21:27.138671: I tensorflow/compiler/xla/service/service.cc:175]   StreamExecutor device (0): Host, Default Version

tf.Tensor(1074.4442, shape=(), dtype=float32)


# create Hello World test script and run it on container

[cent@dlp ~]$ vi hello_tensorflow.py

import tensorflow as tf

hello = tf.constant('Hello, TensorFlow World!')

tf.print(hello)


[cent@dlp ~]$ podman run --rm -v $PWD:/tmp -w /tmp tensorflow/tensorflow:2.0.0-py3 python ./hello_tensorflow.py

2020-07-22 05:23:36.928319: I tensorflow/core/platform/profile_utils/cpu_utils.cc:94] CPU Frequency: 2801480000 Hz

2020-07-22 05:23:36.928717: I tensorflow/compiler/xla/service/service.cc:168] XLA service 0x4add050 executing computations on platform Host. Devices:

2020-07-22 05:23:36.928738: I tensorflow/compiler/xla/service/service.cc:175]   StreamExecutor device (0): Host, Default Version

Hello, TensorFlow World!

[3]. If SELinux is enabled, change pilicy.

[root@dlp ~]# vi my-python.te

# create new

module my-python 1.0;


require {

        type user_home_t;

        type container_t;

        type user_home_dir_t;

        class file { create ioctl open read unlink write };

        class dir { add_name remove_name write };

}


#============= container_t ==============

allow container_t user_home_dir_t:dir { add_name remove_name write };

allow container_t user_home_dir_t:file { create ioctl open read unlink write };

allow container_t user_home_t:file { ioctl open read };


[root@dlp ~]# checkmodule -m -M -o my-python.mod my-python.te

[root@dlp ~]# semodule_package --outfile my-python.pp --module my-python.mod

[root@dlp ~]# semodule -i my-python.pp

[4] Install TensorFlow Docker Image with Jupyter Notebook.

# pull TensorFlow 2.0 with Python3/Jupyter image

[cent@dlp ~]$ podman pull tensorflow/tensorflow:2.0.0-py3-jupyter

[cent@dlp ~]$ podman images

REPOSITORY                        TAG                 IMAGE ID       CREATED        SIZE

docker.io/tensorflow/tensorflow   2.0.0-py3-jupyter   c652a4fc8a4f   9 months ago   1.24 GB

docker.io/tensorflow/tensorflow   2.0.0-py3           90f5cb97b18f   9 months ago   1.09 GB


# run container as daemon

[cent@dlp ~]$ podman run -dt -p 8888:8888 tensorflow/tensorflow:2.0.0-py3-jupyter

1d54bcba3f14eef778a45332b825b6dedd9efb7c8926fde76a5c81cbaed09947


[cent@dlp ~]$ podman ps

CONTAINER ID  IMAGE                                              COMMAND               CREATED        STATUS            PORTS                   NAMES

1d54bcba3f14  docker.io/tensorflow/tensorflow:2.0.0-py3-jupyter  bash -c source /e...  6 seconds ago  Up 6 seconds ago  0.0.0.0:8888->8888/tcp  vigorous_blackburn


# confirm URL

[cent@dlp ~]$ podman exec 1d54bcba3f14 bash -c "jupyter notebook list"

Currently running servers:

http://0.0.0.0:8888/?token=2b1641a43d5bca23758e6cc1d1979cf3fd4003ba52f8ee4b :: /tf

Comments

Post a Comment

Popular posts from this blog

Java : Variables Declaring

[1]. Java Variables Variables are containers for storing data values. In Java, there are different types of variables, for example: String - stores text, such as "Hello". String values are surrounded by double quotes int - stores integers (whole numbers), without decimals, such as 123 or -123 float - stores floating point numbers, with decimals, such as 19.99 or -19.99 char - stores single characters, such as 'a' or 'B'. Char values are surrounded by single quotes boolean - stores values with two states: true or false [2]. Declaring (Creating) Variables To create a variable, you must specify the type and assign it a value: Syntax type variable = value ; Where type is one of Java's types (such as int or String), and variable is the name of the variable (such as x or name). The equal sign is used to assign values to the variable. To create a variable that should store text, look at the following example: Example Create a variable called  name  of type  Stri...
Read more

SQL Self JOIN

SQL Self JOIN A self JOIN is a regular join, but the table is joined with itself. Self JOIN Syntax SELECT column_name(s) FROM table1 T1, table1 T2 WHERE condition; T1 and T2 are different table aliases for the same table.
Read more