TensorFlow Installation Guide for the Windows 10 Environment
Balaji Bharath Mandava
![Balaji Bharath Mandava]()
Balaji Bharath Mandava
Lead Engineer DevOps @ Eaton | DevOps, Azure, AWS,CI/CD, Jenkins, Groovy, Python, SRE|1.7k+ Followers| 33k + impressions| Eager to learn new skills daily
- Windows10 OS environment should be UpToDate
- To install the TensorFlow then need to follow below steps
C:\Users\balaj>pip install --upgrade pip
Defaulting to user installation because normal site-packages is not writeable
Requirement already satisfied: pip in c:\program files\python310\lib\site-packages (22.0.4)
Collecting pip
Downloading pip-24.0-py3-none-any.whl (2.1 MB)
---------------------------------------- 2.1/2.1 MB 4.5 MB/s eta 0:00:00
Installing collected packages: pip
WARNING: The scripts pip.exe, pip3.10.exe and pip3.exe are installed in 'C:\Users\balaj\AppData\Roaming\Python\Python310\Scripts' which is not on PATH.
Consider adding this directory to PATH or, if you prefer to suppress this warning, use --no-warn-script-location.
Successfully installed pip-24.0
WARNING: You are using pip version 22.0.4; however, version 24.0 is available.
You should consider upgrading via the 'C:\Program Files\Python310\python.exe -m pip install --upgrade pip' command.
3. Install tensorflow use the below command
C:\Users\balaj>pip install tensorflow
Defaulting to user installation because normal site-packages is not writeable
Collecting tensorflow
Downloading tensorflow-2.16.1-cp310-cp310-win_amd64.whl.metadata (3.5 kB)
Collecting tensorflow-intel==2.16.1 (from tensorflow)
Downloading tensorflow_intel-2.16.1-cp310-cp310-win_amd64.whl.metadata (5.0 kB)
Collecting absl-py>=1.0.0 (from tensorflow-intel==2.16.1->tensorflow)
Downloading absl_py-2.1.0-py3-none-any.whl.metadata (2.3 kB)
Collecting astunparse>=1.6.0 (from tensorflow-intel==2.16.1->tensorflow)
Downloading astunparse-1.6.3-py2.py3-none-any.whl.metadata (4.4 kB)
Collecting flatbuffers>=23.5.26 (from tensorflow-intel==2.16.1->tensorflow)
Downloading flatbuffers-24.3.7-py2.py3-none-any.whl.metadata (849 bytes)
Collecting gast!=0.5.0,!=0.5.1,!=0.5.2,>=0.2.1 (from tensorflow-intel==2.16.1->tensorflow)
Downloading gast-0.5.4-py3-none-any.whl.metadata (1.3 kB)
Collecting google-pasta>=0.1.1 (from tensorflow-intel==2.16.1->tensorflow)
Downloading google_pasta-0.2.0-py3-none-any.whl.metadata (814 bytes)
Collecting h5py>=3.10.0 (from tensorflow-intel==2.16.1->tensorflow)
Downloading h5py-3.10.0-cp310-cp310-win_amd64.whl.metadata (2.5 kB)
Collecting libclang>=13.0.0 (from tensorflow-intel==2.16.1->tensorflow)
Downloading libclang-16.0.6-py2.py3-none-win_amd64.whl.metadata (5.3 kB)
Collecting ml-dtypes~=0.3.1 (from tensorflow-intel==2.16.1->tensorflow)
Downloading ml_dtypes-0.3.2-cp310-cp310-win_amd64.whl.metadata (20 kB)
Collecting opt-einsum>=2.3.2 (from tensorflow-intel==2.16.1->tensorflow)
Downloading opt_einsum-3.3.0-py3-none-any.whl.metadata (6.5 kB)
Collecting packaging (from tensorflow-intel==2.16.1->tensorflow)
Downloading packaging-24.0-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-intel==2.16.1->tensorflow)
Downloading protobuf-4.25.3-cp310-abi3-win_amd64.whl.metadata (541 bytes)
Requirement already satisfied: requests<3,>=2.21.0 in c:\users\balaj\appdata\roaming\python\python310\site-packages (from tensorflow-intel==2.16.1->tensorflow) (2.31.0)
Requirement already satisfied: setuptools in c:\program files\python310\lib\site-packages (from tensorflow-intel==2.16.1->tensorflow) (58.1.0)
Collecting six>=1.12.0 (from tensorflow-intel==2.16.1->tensorflow)
Downloading six-1.16.0-py2.py3-none-any.whl.metadata (1.8 kB)
Collecting termcolor>=1.1.0 (from tensorflow-intel==2.16.1->tensorflow)
Downloading termcolor-2.4.0-py3-none-any.whl.metadata (6.1 kB)
Requirement already satisfied: typing-extensions>=3.6.6 in c:\users\balaj\appdata\roaming\python\python310\site-packages (from tensorflow-intel==2.16.1->tensorflow) (4.9.0)
Collecting wrapt>=1.11.0 (from tensorflow-intel==2.16.1->tensorflow)
Downloading wrapt-1.16.0-cp310-cp310-win_amd64.whl.metadata (6.8 kB)
Collecting grpcio<2.0,>=1.24.3 (from tensorflow-intel==2.16.1->tensorflow)
Downloading grpcio-1.62.1-cp310-cp310-win_amd64.whl.metadata (4.2 kB)
Collecting tensorboard<2.17,>=2.16 (from tensorflow-intel==2.16.1->tensorflow)
Downloading tensorboard-2.16.2-py3-none-any.whl.metadata (1.6 kB)
Collecting keras>=3.0.0 (from tensorflow-intel==2.16.1->tensorflow)
Downloading keras-3.0.5-py3-none-any.whl.metadata (4.8 kB)
Collecting tensorflow-io-gcs-filesystem>=0.23.1 (from tensorflow-intel==2.16.1->tensorflow)
Downloading tensorflow_io_gcs_filesystem-0.31.0-cp310-cp310-win_amd64.whl.metadata (14 kB)
Collecting numpy<2.0.0,>=1.23.5 (from tensorflow-intel==2.16.1->tensorflow)
Downloading numpy-1.26.4-cp310-cp310-win_amd64.whl.metadata (61 kB)
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Collecting wheel<1.0,>=0.23.0 (from astunparse>=1.6.0->tensorflow-intel==2.16.1->tensorflow)
Downloading wheel-0.43.0-py3-none-any.whl.metadata (2.2 kB)
Collecting rich (from keras>=3.0.0->tensorflow-intel==2.16.1->tensorflow)
Downloading rich-13.7.1-py3-none-any.whl.metadata (18 kB)
Collecting namex (from keras>=3.0.0->tensorflow-intel==2.16.1->tensorflow)
Downloading namex-0.0.7-py3-none-any.whl.metadata (246 bytes)
Collecting dm-tree (from keras>=3.0.0->tensorflow-intel==2.16.1->tensorflow)
Downloading dm_tree-0.1.8-cp310-cp310-win_amd64.whl.metadata (2.0 kB)
Requirement already satisfied: charset-normalizer<4,>=2 in c:\users\balaj\appdata\roaming\python\python310\site-packages (from requests<3,>=2.21.0->tensorflow-intel==2.16.1->tensorflow) (3.3.2)
Requirement already satisfied: idna<4,>=2.5 in c:\users\balaj\appdata\roaming\python\python310\site-packages (from requests<3,>=2.21.0->tensorflow-intel==2.16.1->tensorflow) (3.6)
Requirement already satisfied: urllib3<3,>=1.21.1 in c:\users\balaj\appdata\roaming\python\python310\site-packages (from requests<3,>=2.21.0->tensorflow-intel==2.16.1->tensorflow) (2.2.1)
Requirement already satisfied: certifi>=2017.4.17 in c:\users\balaj\appdata\roaming\python\python310\site-packages (from requests<3,>=2.21.0->tensorflow-intel==2.16.1->tensorflow) (2024.2.2)
Collecting markdown>=2.6.8 (from tensorboard<2.17,>=2.16->tensorflow-intel==2.16.1->tensorflow)
Downloading Markdown-3.5.2-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-intel==2.16.1->tensorflow)
Downloading tensorboard_data_server-0.7.2-py3-none-any.whl.metadata (1.1 kB)
Collecting werkzeug>=1.0.1 (from tensorboard<2.17,>=2.16->tensorflow-intel==2.16.1->tensorflow)
Downloading werkzeug-3.0.1-py3-none-any.whl.metadata (4.1 kB)
Collecting MarkupSafe>=2.1.1 (from werkzeug>=1.0.1->tensorboard<2.17,>=2.16->tensorflow-intel==2.16.1->tensorflow)
Downloading MarkupSafe-2.1.5-cp310-cp310-win_amd64.whl.metadata (3.1 kB)
Collecting markdown-it-py>=2.2.0 (from rich->keras>=3.0.0->tensorflow-intel==2.16.1->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-intel==2.16.1->tensorflow)
Downloading pygments-2.17.2-py3-none-any.whl.metadata (2.6 kB)
Collecting mdurl~=0.1 (from markdown-it-py>=2.2.0->rich->keras>=3.0.0->tensorflow-intel==2.16.1->tensorflow)
Downloading mdurl-0.1.2-py3-none-any.whl.metadata (1.6 kB)
Downloading tensorflow-2.16.1-cp310-cp310-win_amd64.whl (2.1 kB)
Downloading tensorflow_intel-2.16.1-cp310-cp310-win_amd64.whl (376.9 MB)
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Downloading absl_py-2.1.0-py3-none-any.whl (133 kB)
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Downloading astunparse-1.6.3-py2.py3-none-any.whl (12 kB)
Downloading flatbuffers-24.3.7-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)
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Downloading grpcio-1.62.1-cp310-cp310-win_amd64.whl (3.8 MB)
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Downloading h5py-3.10.0-cp310-cp310-win_amd64.whl (2.7 MB)
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Downloading keras-3.0.5-py3-none-any.whl (1.0 MB)
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Downloading libclang-16.0.6-py2.py3-none-win_amd64.whl (24.4 MB)
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Downloading ml_dtypes-0.3.2-cp310-cp310-win_amd64.whl (127 kB)
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Downloading numpy-1.26.4-cp310-cp310-win_amd64.whl (15.8 MB)
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Downloading opt_einsum-3.3.0-py3-none-any.whl (65 kB)
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Downloading protobuf-4.25.3-cp310-abi3-win_amd64.whl (413 kB)
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Downloading six-1.16.0-py2.py3-none-any.whl (11 kB)
Downloading tensorboard-2.16.2-py3-none-any.whl (5.5 MB)
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Downloading tensorflow_io_gcs_filesystem-0.31.0-cp310-cp310-win_amd64.whl (1.5 MB)
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Downloading termcolor-2.4.0-py3-none-any.whl (7.7 kB)
Downloading wrapt-1.16.0-cp310-cp310-win_amd64.whl (37 kB)
Downloading packaging-24.0-py3-none-any.whl (53 kB)
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Downloading Markdown-3.5.2-py3-none-any.whl (103 kB)
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Downloading tensorboard_data_server-0.7.2-py3-none-any.whl (2.4 kB)
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Downloading wheel-0.43.0-py3-none-any.whl (65 kB)
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Downloading namex-0.0.7-py3-none-any.whl (5.8 kB)
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Downloading MarkupSafe-2.1.5-cp310-cp310-win_amd64.whl (17 kB)
Downloading pygments-2.17.2-py3-none-any.whl (1.2 MB)
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Downloading mdurl-0.1.2-py3-none-any.whl (10.0 kB)
Installing collected packages: namex, libclang, flatbuffers, dm-tree, wrapt, wheel, termcolor, tensorflow-io-gcs-filesystem, tensorboard-data-server, six, pygments, protobuf, packaging, numpy, mdurl, MarkupSafe, markdown, grpcio, gast, absl-py, werkzeug, opt-einsum, ml-dtypes, markdown-it-py, h5py, google-pasta, astunparse, tensorboard, rich, keras, tensorflow-intel, tensorflow
WARNING: The script wheel.exe is installed in 'C:\Users\balaj\AppData\Roaming\Python\Python310\Scripts' which is not on PATH.
Consider adding this directory to PATH or, if you prefer to suppress this warning, use --no-warn-script-location.
WARNING: The script pygmentize.exe is installed in 'C:\Users\balaj\AppData\Roaming\Python\Python310\Scripts' which is not on PATH.
Consider adding this directory to PATH or, if you prefer to suppress this warning, use --no-warn-script-location.
WARNING: The script f2py.exe is installed in 'C:\Users\balaj\AppData\Roaming\Python\Python310\Scripts' which is not on PATH.
Consider adding this directory to PATH or, if you prefer to suppress this warning, use --no-warn-script-location.
WARNING: The script markdown_py.exe is installed in 'C:\Users\balaj\AppData\Roaming\Python\Python310\Scripts' which is not on PATH.
Consider adding this directory to PATH or, if you prefer to suppress this warning, use --no-warn-script-location.
WARNING: The script markdown-it.exe is installed in 'C:\Users\balaj\AppData\Roaming\Python\Python310\Scripts' which is not on PATH.
Consider adding this directory to PATH or, if you prefer to suppress this warning, use --no-warn-script-location.
WARNING: The script tensorboard.exe is installed in 'C:\Users\balaj\AppData\Roaming\Python\Python310\Scripts' which is not on PATH.
Consider adding this directory to PATH or, if you prefer to suppress this warning, use --no-warn-script-location.
WARNING: The scripts import_pb_to_tensorboard.exe, saved_model_cli.exe, tensorboard.exe, tf_upgrade_v2.exe, tflite_convert.exe, toco.exe and toco_from_protos.exe are installed in 'C:\Users\balaj\AppData\Roaming\Python\Python310\Scripts' which is not on PATH.
Consider adding this directory to PATH or, if you prefer to suppress this warning, use --no-warn-script-location.
Successfully installed MarkupSafe-2.1.5 absl-py-2.1.0 astunparse-1.6.3 dm-tree-0.1.8 flatbuffers-24.3.7 gast-0.5.4 google-pasta-0.2.0 grpcio-1.62.1 h5py-3.10.0 keras-3.0.5 libclang-16.0.6 markdown-3.5.2 markdown-it-py-3.0.0 mdurl-0.1.2 ml-dtypes-0.3.2 namex-0.0.7 numpy-1.26.4 opt-einsum-3.3.0 packaging-24.0 protobuf-4.25.3 pygments-2.17.2 rich-13.7.1 six-1.16.0 tensorboard-2.16.2 tensorboard-data-server-0.7.2 tensorflow-2.16.1 tensorflow-intel-2.16.1 tensorflow-io-gcs-filesystem-0.31.0 termcolor-2.4.0 werkzeug-3.0.1 wheel-0.43.0 wrapt-1.16.0
4. Verify the CPU Setup
领英推è
C:\Users\balaj>"C:\Program Files\Python310\python.exe" -c "import tensorflow as tf; print(tf.reduce_sum(tf.random.normal([1000, 1000])))"
2024-03-14 08:13:12.991586: I tensorflow/core/util/port.cc:113] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.
2024-03-14 08:13:14.974052: I tensorflow/core/util/port.cc:113] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.
2024-03-14 08:13:18.942813: I tensorflow/core/platform/cpu_feature_guard.cc:210] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.
To enable the following instructions: AVX2 AVX512F AVX512_VNNI FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.
tf.Tensor(-84.783875, shape=(), dtype=float32)
C:\Users\balaj>set TF_ENABLE_ONEDNN_OPTS=0
C:\Users\balaj>"C:\Program Files\Python310\python.exe" -c "import tensorflow as tf; print(tf.reduce_sum(tf.random.normal([1000, 1000])))"
2024-03-14 08:13:51.246712: I tensorflow/core/platform/cpu_feature_guard.cc:210] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.
To enable the following instructions: AVX2 AVX512F AVX512_VNNI FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.
tf.Tensor(87.52957, shape=(), dtype=float32)
5. Verify whether the tensorflow is installed and check the version
C:\Users\balaj>pip show tensorflow
Name: tensorflow
Version: 2.16.1
Summary: TensorFlow is an open source machine learning framework for everyone.
Home-page: https://www.tensorflow.org/
Author: Google Inc.
Author-email: packages@tensorflow.org
License: Apache 2.0
Location: c:\users\balaj\appdata\roaming\python\python310\site-packages
Requires: tensorflow-intel
Required-by: