jax.rst

.. currentmodule:: jax

Public API: jax package

Subpackages

.. toctree::
    :maxdepth: 1

    jax.numpy
    jax.scipy
    jax.experimental
    jax.lax
    jax.nn
    jax.ops
    jax.random
    jax.tree_util
    jax.flatten_util
    jax.dlpack
    jax.profiler

Just-in-time compilation (jit)

.. autosummary::

    jit
    disable_jit
    xla_computation
    make_jaxpr
    eval_shape
    device_put

Automatic differentiation

.. autosummary::

    grad
    value_and_grad
    jacfwd
    jacrev
    hessian
    jvp
    linearize
    vjp
    custom_jvp
    custom_vjp

Vectorization (vmap)

.. autosummary::

    vmap
    jax.numpy.vectorize

Parallelization (pmap)

.. autosummary::

    pmap
    devices
    local_devices
    host_id
    host_ids
    device_count
    local_device_count
    host_count

.. autofunction:: jit

.. autofunction:: disable_jit

.. autofunction:: xla_computation

.. autofunction:: make_jaxpr

.. autofunction:: eval_shape

.. autofunction:: device_put

.. autofunction:: grad

.. autofunction:: value_and_grad

.. autofunction:: jacfwd

.. autofunction:: jacrev

.. autofunction:: hessian

.. autofunction:: jvp

.. autofunction:: linearize

.. autofunction:: vjp

.. autofunction:: custom_jvp

.. autofunction:: custom_vjp

.. autofunction:: vmap

.. autofunction:: jax.numpy.vectorize

.. autofunction:: pmap

.. autofunction:: devices

.. autofunction:: local_devices

.. autofunction:: host_id

.. autofunction:: host_ids

.. autofunction:: device_count

.. autofunction:: local_device_count

.. autofunction:: host_count