Versions Compared

Old Version 7

changes.mady.by.user Simon Alexander

Saved on

compared with

New Version 8

changes.mady.by.user Simon Alexander

Saved on

Key

  • This line was added.
  • This line was removed.
  • Formatting was changed.

...

  • The install documentation only details using a pip install.

  • TensorFlow is tested and supported on the following 64-bit systems: Python 3.8–3.11

...

General Process

...

Code Block
[salexan5@mblog2 tensorflow]$ module load miniconda3/24.3.0
[salexan5@mblog2 tensorflow]$ conda create -p 2.16 python=3.11
[salexan5@mblog2 tensorflow]$ conda activate /cluster/medbow/project/arcc/software/tensorflow/2.16
(/cluster/medbow/project/arcc/software/tensorflow/2.16) [salexan5@mblog2 tensorflow]$ export PYTHONUSERBASE=$CONDA_PREFIX
(/cluster/medbow/project/arcc/software/tensorflow/2.16) [salexan5@mblog2 tensorflow]$ echo $PYTHONUSERBASE
/cluster/medbow/project/arcc/software/tensorflow/2.16
(/cluster/medbow/project/arcc/software/tensorflow/2.16) [salexan5@mblog2 tensorflow]$ pip install tensorflow
(/cluster/medbow/project/arcc/software/tensorflow/2.16) [salexan5@mblog2 tensorflow]$ python --version
Python 3.11.9

(/cluster/medbow/project/arcc/software/tensorflow/2.16) [salexan5@mblog2 tensorflow]$ python ~/tf_test.py
...
TensorFlow Version: 2.16.1
tf.Tensor(997.42975, shape=(), dtype=float32)
(/cluster/medbow/project/arcc/software/tensorflow/2.16) [salexan5@mblog2 tensorflow]$ conda deactivate
[salexan5@mblog2 tensorflow]$
Expand
titletf_test.py
Code Block
import tensorflow as tf
print("TensorFlow Version: " + str( tf.__version__))
print(tf.reduce_sum(tf.random.normal([1000, 1000])))
Expand
titleFull pip install:
Code Block
(/cluster/medbow/project/arcc/software/tensorflow/2.16) [salexan5@mblog2 tensorflow]$ pip install tensorflow
Collecting tensorflow
  Downloading tensorflow-2.16.1-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (4.3 kB)
Collecting absl-py>=1.0.0 (from tensorflow)
  Downloading absl_py-2.1.0-py3-none-any.whl.metadata (2.3 kB)
Collecting astunparse>=1.6.0 (from tensorflow)
  Downloading astunparse-1.6.3-py2.py3-none-any.whl.metadata (4.4 kB)
Collecting flatbuffers>=23.5.26 (from tensorflow)
  Downloading flatbuffers-24.3.25-py2.py3-none-any.whl.metadata (850 bytes)
Collecting gast!=0.5.0,!=0.5.1,!=0.5.2,>=0.2.1 (from tensorflow)
  Downloading gast-0.5.4-py3-none-any.whl.metadata (1.3 kB)
Collecting google-pasta>=0.1.1 (from tensorflow)
  Downloading google_pasta-0.2.0-py3-none-any.whl.metadata (814 bytes)
Collecting h5py>=3.10.0 (from tensorflow)
  Downloading h5py-3.11.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (2.5 kB)
Collecting libclang>=13.0.0 (from tensorflow)
  Downloading libclang-18.1.1-py2.py3-none-manylinux2010_x86_64.whl.metadata (5.2 kB)
Collecting ml-dtypes~=0.3.1 (from tensorflow)
  Downloading ml_dtypes-0.3.2-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (20 kB)
Collecting opt-einsum>=2.3.2 (from tensorflow)
  Downloading opt_einsum-3.3.0-py3-none-any.whl.metadata (6.5 kB)
Collecting packaging (from tensorflow)
  Downloading packaging-24.1-py3-none-any.whl.metadata (3.2 kB)
Collecting protobuf!=4.21.0,!=4.21.1,!=4.21.2,!=4.21.3,!=4.21.4,!=4.21.5,<5.0.0dev,>=3.20.3 (from tensorflow)
  Downloading protobuf-4.25.3-cp37-abi3-manylinux2014_x86_64.whl.metadata (541 bytes)
Collecting requests<3,>=2.21.0 (from tensorflow)
  Downloading requests-2.32.3-py3-none-any.whl.metadata (4.6 kB)
Requirement already satisfied: setuptools in ./2.16/lib/python3.11/site-packages (from tensorflow) (70.1.0)
Collecting six>=1.12.0 (from tensorflow)
  Using cached six-1.16.0-py2.py3-none-any.whl.metadata (1.8 kB)
Collecting termcolor>=1.1.0 (from tensorflow)
  Downloading termcolor-2.4.0-py3-none-any.whl.metadata (6.1 kB)
Collecting typing-extensions>=3.6.6 (from tensorflow)
  Downloading typing_extensions-4.12.2-py3-none-any.whl.metadata (3.0 kB)
Collecting wrapt>=1.11.0 (from tensorflow)
  Downloading wrapt-1.16.0-cp311-cp311-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (6.6 kB)
Collecting grpcio<2.0,>=1.24.3 (from tensorflow)
  Downloading grpcio-1.64.1-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (3.3 kB)
Collecting tensorboard<2.17,>=2.16 (from tensorflow)
  Downloading tensorboard-2.16.2-py3-none-any.whl.metadata (1.6 kB)
Collecting keras>=3.0.0 (from tensorflow)
  Downloading keras-3.3.3-py3-none-any.whl.metadata (5.7 kB)
Collecting tensorflow-io-gcs-filesystem>=0.23.1 (from tensorflow)
  Downloading tensorflow_io_gcs_filesystem-0.37.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (14 kB)
Collecting numpy<2.0.0,>=1.23.5 (from tensorflow)
  Downloading numpy-1.26.4-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (61 kB)
     ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 61.0/61.0 kB 2.1 MB/s eta 0:00:00
Requirement already satisfied: wheel<1.0,>=0.23.0 in ./2.16/lib/python3.11/site-packages (from astunparse>=1.6.0->tensorflow) (0.43.0)
Collecting rich (from keras>=3.0.0->tensorflow)
  Downloading rich-13.7.1-py3-none-any.whl.metadata (18 kB)
Collecting namex (from keras>=3.0.0->tensorflow)
  Downloading namex-0.0.8-py3-none-any.whl.metadata (246 bytes)
Collecting optree (from keras>=3.0.0->tensorflow)
  Downloading optree-0.11.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (45 kB)
     ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 45.4/45.4 kB 1.6 MB/s eta 0:00:00
Collecting charset-normalizer<4,>=2 (from requests<3,>=2.21.0->tensorflow)
  Downloading charset_normalizer-3.3.2-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (33 kB)
Collecting idna<4,>=2.5 (from requests<3,>=2.21.0->tensorflow)
  Downloading idna-3.7-py3-none-any.whl.metadata (9.9 kB)
Collecting urllib3<3,>=1.21.1 (from requests<3,>=2.21.0->tensorflow)
  Downloading urllib3-2.2.2-py3-none-any.whl.metadata (6.4 kB)
Collecting certifi>=2017.4.17 (from requests<3,>=2.21.0->tensorflow)
  Downloading certifi-2024.6.2-py3-none-any.whl.metadata (2.2 kB)
Collecting markdown>=2.6.8 (from tensorboard<2.17,>=2.16->tensorflow)
  Downloading Markdown-3.6-py3-none-any.whl.metadata (7.0 kB)
Collecting tensorboard-data-server<0.8.0,>=0.7.0 (from tensorboard<2.17,>=2.16->tensorflow)
  Downloading tensorboard_data_server-0.7.2-py3-none-manylinux_2_31_x86_64.whl.metadata (1.1 kB)
Collecting werkzeug>=1.0.1 (from tensorboard<2.17,>=2.16->tensorflow)
  Downloading werkzeug-3.0.3-py3-none-any.whl.metadata (3.7 kB)
Collecting MarkupSafe>=2.1.1 (from werkzeug>=1.0.1->tensorboard<2.17,>=2.16->tensorflow)
  Downloading MarkupSafe-2.1.5-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (3.0 kB)
Collecting markdown-it-py>=2.2.0 (from rich->keras>=3.0.0->tensorflow)
  Downloading markdown_it_py-3.0.0-py3-none-any.whl.metadata (6.9 kB)
Collecting pygments<3.0.0,>=2.13.0 (from rich->keras>=3.0.0->tensorflow)
  Downloading pygments-2.18.0-py3-none-any.whl.metadata (2.5 kB)
Collecting mdurl~=0.1 (from markdown-it-py>=2.2.0->rich->keras>=3.0.0->tensorflow)
  Downloading mdurl-0.1.2-py3-none-any.whl.metadata (1.6 kB)
Downloading tensorflow-2.16.1-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (589.8 MB)
   ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 589.8/589.8 MB 12.5 MB/s eta 0:00:00
Downloading absl_py-2.1.0-py3-none-any.whl (133 kB)
   ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 133.7/133.7 kB 6.2 MB/s eta 0:00:00
Downloading astunparse-1.6.3-py2.py3-none-any.whl (12 kB)
Downloading flatbuffers-24.3.25-py2.py3-none-any.whl (26 kB)
Downloading gast-0.5.4-py3-none-any.whl (19 kB)
Downloading google_pasta-0.2.0-py3-none-any.whl (57 kB)
   ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 57.5/57.5 kB 2.0 MB/s eta 0:00:00
Downloading grpcio-1.64.1-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (5.6 MB)
   ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 5.6/5.6 MB 107.4 MB/s eta 0:00:00
Downloading h5py-3.11.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (5.4 MB)
   ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 5.4/5.4 MB 104.4 MB/s eta 0:00:00
Downloading keras-3.3.3-py3-none-any.whl (1.1 MB)
   ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 1.1/1.1 MB 37.0 MB/s eta 0:00:00
Downloading libclang-18.1.1-py2.py3-none-manylinux2010_x86_64.whl (24.5 MB)
   ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 24.5/24.5 MB 89.4 MB/s eta 0:00:00
Downloading ml_dtypes-0.3.2-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (2.2 MB)
   ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 2.2/2.2 MB 60.9 MB/s eta 0:00:00
Downloading numpy-1.26.4-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (18.3 MB)
   ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 18.3/18.3 MB 91.6 MB/s eta 0:00:00
Downloading opt_einsum-3.3.0-py3-none-any.whl (65 kB)
   ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 65.5/65.5 kB 2.9 MB/s eta 0:00:00
Downloading protobuf-4.25.3-cp37-abi3-manylinux2014_x86_64.whl (294 kB)
   ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 294.6/294.6 kB 15.6 MB/s eta 0:00:00
Downloading requests-2.32.3-py3-none-any.whl (64 kB)
   ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 64.9/64.9 kB 2.6 MB/s eta 0:00:00
Using cached six-1.16.0-py2.py3-none-any.whl (11 kB)
Downloading tensorboard-2.16.2-py3-none-any.whl (5.5 MB)
   ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 5.5/5.5 MB 86.2 MB/s eta 0:00:00
Downloading tensorflow_io_gcs_filesystem-0.37.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (5.1 MB)
   ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 5.1/5.1 MB 85.7 MB/s eta 0:00:00
Downloading termcolor-2.4.0-py3-none-any.whl (7.7 kB)
Downloading typing_extensions-4.12.2-py3-none-any.whl (37 kB)
Downloading wrapt-1.16.0-cp311-cp311-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl (80 kB)
   ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 80.7/80.7 kB 3.2 MB/s eta 0:00:00
Downloading packaging-24.1-py3-none-any.whl (53 kB)
   ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 54.0/54.0 kB 2.1 MB/s eta 0:00:00
Downloading certifi-2024.6.2-py3-none-any.whl (164 kB)
   ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 164.4/164.4 kB 7.5 MB/s eta 0:00:00
Downloading charset_normalizer-3.3.2-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (140 kB)
   ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 140.3/140.3 kB 6.1 MB/s eta 0:00:00
Downloading idna-3.7-py3-none-any.whl (66 kB)
   ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 66.8/66.8 kB 2.7 MB/s eta 0:00:00
Downloading Markdown-3.6-py3-none-any.whl (105 kB)
   ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 105.4/105.4 kB 4.5 MB/s eta 0:00:00
Downloading tensorboard_data_server-0.7.2-py3-none-manylinux_2_31_x86_64.whl (6.6 MB)
   ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 6.6/6.6 MB 102.1 MB/s eta 0:00:00
Downloading urllib3-2.2.2-py3-none-any.whl (121 kB)
   ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 121.4/121.4 kB 4.7 MB/s eta 0:00:00
Downloading werkzeug-3.0.3-py3-none-any.whl (227 kB)
   ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 227.3/227.3 kB 10.1 MB/s eta 0:00:00
Downloading namex-0.0.8-py3-none-any.whl (5.8 kB)
Downloading optree-0.11.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (312 kB)
   ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 312.0/312.0 kB 15.7 MB/s eta 0:00:00
Downloading rich-13.7.1-py3-none-any.whl (240 kB)
   ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 240.7/240.7 kB 12.1 MB/s eta 0:00:00
Downloading markdown_it_py-3.0.0-py3-none-any.whl (87 kB)
   ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 87.5/87.5 kB 3.5 MB/s eta 0:00:00
Downloading MarkupSafe-2.1.5-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (28 kB)
Downloading pygments-2.18.0-py3-none-any.whl (1.2 MB)
   ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 1.2/1.2 MB 47.0 MB/s eta 0:00:00
Downloading mdurl-0.1.2-py3-none-any.whl (10.0 kB)
Installing collected packages: namex, libclang, flatbuffers, wrapt, urllib3, typing-extensions, termcolor, tensorflow-io-gcs-filesystem, tensorboard-data-server, six, pygments, protobuf, packaging, numpy, mdurl, MarkupSafe, markdown, idna, grpcio, gast, charset-normalizer, certifi, absl-py, werkzeug, requests, optree, opt-einsum, ml-dtypes, markdown-it-py, h5py, google-pasta, astunparse, tensorboard, rich, keras, tensorflow
Successfully installed MarkupSafe-2.1.5 absl-py-2.1.0 astunparse-1.6.3 certifi-2024.6.2 charset-normalizer-3.3.2 flatbuffers-24.3.25 gast-0.5.4 google-pasta-0.2.0 grpcio-1.64.1 h5py-3.11.0 idna-3.7 keras-3.3.3 libclang-18.1.1 markdown-3.6 markdown-it-py-3.0.0 mdurl-0.1.2 ml-dtypes-0.3.2 namex-0.0.8 numpy-1.26.4 opt-einsum-3.3.0 optree-0.11.0 packaging-24.1 protobuf-4.25.3 pygments-2.18.0 requests-2.32.3 rich-13.7.1 six-1.16.0 tensorboard-2.16.2 tensorboard-data-server-0.7.2 tensorflow-2.16.1 tensorflow-io-gcs-filesystem-0.37.0 termcolor-2.4.0 typing-extensions-4.12.2 urllib3-2.2.2 werkzeug-3.0.3 wrapt-1.16.0

...

Notice Where Related Packages Were Installed

Info

Since we set export PYTHONUSERBASE=$CONDA_PREFIX there is nothing within the home folder under: .local/lib/ i.e. no Python3.11 folder:

Code Block
[salexan5@mblog1 ~]$ ls .local/lib/
python3.10  python3.12
Info

Everything is self contained within the conda environment itself:

Code Block
(/cluster/medbow/project/arcc/software/tensorflow/2.16) [salexan5@mblog2 tensorflow]$ pwd
/project/arcc/software/tensorflow

(/cluster/medbow/project/arcc/software/tensorflow/2.16) [salexan5@mblog2 tensorflow]$ ls 2.16/lib/python3.11/site-packages/
absl                                grpc                            mdurl-0.1.2.dist-info       pkg_resources                      tensorboard_data_server-0.7.2.dist-info
absl_py-2.1.0.dist-info             grpcio-1.64.1.dist-info         ml_dtypes                   protobuf-4.25.3.dist-info          tensorflow
astunparse                          h5py                            ml_dtypes-0.3.2.dist-info   __pycache__                        tensorflow-2.16.1.dist-info
astunparse-1.6.3.dist-info          h5py-3.11.0.dist-info           namex                       pygments                           tensorflow_io_gcs_filesystem
certifi                             h5py.libs                       namex-0.0.8.dist-info       pygments-2.18.0.dist-info          tensorflow_io_gcs_filesystem-0.37.0.dist-info
...

...

How is this Shared?

Info

Since wwe created this environment under a project, any one part of this project can also access this environment.

Code Block
[salexan5@mblog2 tensorflow]$ pwd
/project/arcc/software/tensorflow
[salexan5@mblog2 tensorflow]$ ls -al
...
drwxr-sr-x 2 salexan5 arcc 4096 Jun 24 16:33 2.16

The user brewer is part of the arcc project.

Code Block
[brewer@mblog2 ~]$ module load miniconda3/24.3.0
[brewer@mblog2 ~]$ conda activate /project/arcc/software/tensorflow/2.16/
(/project/arcc/software/tensorflow/2.16) [brewer@mblog2 ~]$ python -c "import tensorflow as tf; print(\"TensorFlow Version: \" + str( tf.__version__))"
...
TensorFlow Version: 2.16.1
(/project/arcc/software/tensorflow/2.16) [brewer@mblog2 ~]$ conda deactivate
[brewer@mblog2 ~]$

...

Pip Install within a Conda Environment

 

Create a Module File to Load Your Conda Environment

...