Rebuilding TensorFlow 2.8.4 on Ubuntu 22.04 to patch vulnerabilities

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  • 1 critical [vuln]

  • InfluxDB

    Power Real-Time Data Analytics at Scale. Get real-time insights from all types of time series data with InfluxDB. Ingest, query, and analyze billions of data points in real-time with unbounded cardinality.

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  • tensorflow

    An Open Source Machine Learning Framework for Everyone

    The official 2.8.4 container was published in Nov 2022. That's 1.5 years of OS updates at least. I looked up the 2.8.4 source and found that it's using Ubuntu 20.04 as the base OS. Of note, we're using the x86_64 architecture according to the container image layer: ENV NVARCH=x86_64.

  • tensorflow-2.8.4-redux

    Rebuilding Tensorflow 2.8.4 on modern ubuntu base

    Then, I updated the build steps. Here's what I did, following the instructions in the containers readme.

  • docker-py

    A Python library for the Docker Engine API

    Downgrade requests & urllib libraries (see github bug)

  • jax

    Composable transformations of Python+NumPy programs: differentiate, vectorize, JIT to GPU/TPU, and more

    I found a GitHub issue that seemed similar (missing ptxas) and saw a suggestion to install nvidia-cuda-toolkit. Alright: but that exploded the container size from 6.5 GB to 12.13 GB … unacceptable 😤 (Incidentally, this is too large for Cloud Shell to build on its limited persistent disk.)

  • SaaSHub

    SaaSHub - Software Alternatives and Reviews. SaaSHub helps you find the best software and product alternatives

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