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Update jax requirement from <0.2.19,>0.2.16 to >0.2.16,<0.2.20

Created by: dependabot[bot]

Updates the requirements on jax to permit the latest version.

Changelog

Sourced from jax's changelog.

jax 0.2.19 (Aug 12, 2021)

  • GitHub commits.
  • Breaking changes:
    • Support for NumPy 1.17 has been dropped, per the deprecation policy. Please upgrade to a supported NumPy version.

    • The jit decorator has been added around the implementation of a number of operators on JAX arrays. This speeds up dispatch times for common operators such as +.

      This change should largely be transparent to most users. However, there is one known behavioral change, which is that large integer constants may now produce an error when passed directly to a JAX operator (e.g., x + 2**40). The workaround is to cast the constant to an explicit type (e.g., np.float64(2**40)).

  • New features:
    • Improved the support for shape polymorphism in jax2tf for operations that need to use a dimension size in array computation, e.g., jnp.mean. ({jax-issue}[#7317](https://github.com/google/jax/issues/7317))
  • Bug fixes:
    • Some leaked trace errors from the previous release ({jax-issue}[#7613](https://github.com/google/jax/issues/7613))

jaxlib 0.1.70 (Aug 9, 2021)

  • Breaking changes:
    • Support for Python 3.6 has been dropped, per the deprecation policy. Please upgrade to a supported Python version.

    • Support for NumPy 1.17 has been dropped, per the deprecation policy. Please upgrade to a supported NumPy version.

    • The host_callback mechanism now uses one thread per local device for making the calls to the Python callbacks. Previously there was a single thread for all devices. This means that the callbacks may now be called interleaved. The callbacks corresponding to one device will still be called in sequence.

jax 0.2.18 (July 21 2021)

  • GitHub commits.

  • Breaking changes:

    • Support for Python 3.6 has been dropped, per the deprecation policy. Please upgrade to a supported Python version.
    • The minimum jaxlib version is now 0.1.69.
    • The backend argument to {py:func}jax.dlpack.from_dlpack has been removed.
  • New features:

... (truncated)

Commits
  • 563e08f Merge pull request #7614 from google:update-pypi
  • 6f7be1f update version and changelog for pypi
  • 74f96f1 Merge pull request #7605 from yashk2810:cs
  • d82341d Add @​jit decorators to another tranche of jax.numpy functions.
  • 1f13565 Remove opensource CS link since JAX is not indexed
  • 729b21b Merge pull request #7592 from jakevdp:nonzero-fill-value
  • f01cb42 Add optional fill_value argument to jnp.nonzero
  • 8d6ff96 Internal backend config changes.
  • 1b85e82 Merge pull request #7591 from jakevdp:fix-resize-zero
  • 62d9223 jax.image: fix error with zero-size image resizing
  • Additional commits viewable in compare view

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