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Releases: google/tf-shell

v0.1.13 Release

10 Nov 06:37
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Performance improvements in certain add and mul kernels.

Full Changelog: v0.1.12...v0.1.13

v0.1.12

05 Nov 23:35
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Reduce memory footprint of tf_shell_ml models.

Full Changelog: v0.1.11...v0.1.12

v0.1.11 Release

04 Nov 21:43
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Highlights:

  • tf-shell depends on tensorflow instead of tensorflow-cpu.
  • DpSgdSequential and PostScaleSequential support using accelerators to compute jacobian.

Full Changelog: v0.1.10...v0.1.11

v0.1.10 Release

01 Nov 18:57
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Enable pfor in Jacobian computation of tf_shell_ml models.

Full Changelog: v0.1.9...v0.1.10

v0.1.9 Release

30 Oct 08:35
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Embedding layers are compatible with tf_shell_ml models.

Full Changelog: v0.1.8...v0.1.9

v0.1.8 Release

29 Oct 03:39
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Highlights:
Update TensorFlow dependency to 2.18

Full Changelog: v0.1.7...v0.1.8

v0.1.7 Release

26 Oct 23:02
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v0.1.6 Release

02 Oct 15:47
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Highlights:

  • Better support for distributed execution across multiple machines.
  • Key caching to avoid regeneration.
  • Initial support for Keras models with DP-SGD and post-scale training algorithms (WIP).

Full Changelog: v0.1.5...v0.1.6

v0.1.5 Release

10 Sep 23:17
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Downgrade TensorFlow dependency to 2.15.0 for use with tensorflow-privacy python package.

Full Changelog: v0.1.4...v0.1.5

v0.1.4 Release

10 Sep 18:43
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New features:

  • Encrypted segment sum and embedding layer.
  • Faster rotation protocol.
  • Plaintext-plaintext graph compiler optimization pass.
  • Automated parameter generation optimization pass.

Disable builds with Python 3.12 due to TensorFlow dependency on distutils.

Full Changelog: v0.1.2...v0.1.4