rocm_jax/jax/_src/ad_util.py

# Copyright 2018 The JAX Authors.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
#     https://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
from __future__ import annotations

from typing import Any, Callable, Dict, Type, Union

from jax import core
from jax.core import (lattice_join, Primitive, valid_jaxtype, raise_to_shaped,
                      get_aval)
from jax.tree_util import register_pytree_node
from jax._src.util import safe_map

from jax._src import traceback_util
traceback_util.register_exclusion(__file__)

Array = Any

map = safe_map

jaxval_adders: Dict[type, Callable] = {}

def add_jaxvals(x, y):
  return add_jaxvals_p.bind(x, y)

add_jaxvals_p: Primitive = Primitive('add_any')
add_any_p = add_jaxvals_p

@add_jaxvals_p.def_impl
def add_impl(xs, ys):
  return jaxval_adders[type(xs)](xs, ys)

@add_jaxvals_p.def_abstract_eval
def add_abstract(xs, ys):
  return lattice_join(xs, ys)

jaxval_zeros_likers: Dict[type, Array] = {}

def instantiate(z: Union[Zero, Array]) -> Array:
  if type(z) is Zero:
    return zeros_like_aval(z.aval)
  return z

def zeros_like_aval(aval):
  return aval_zeros_likers[type(aval)](aval)

aval_zeros_likers: Dict[Type[core.AbstractValue], Array] = {}

def zeros_like_jaxval(val):
  return zeros_like_p.bind(val)

zeros_like_p: Primitive = Primitive('zeros_like')

@zeros_like_p.def_impl
def zeros_like_impl(example):
  return jaxval_zeros_likers[type(example)](example)

zeros_like_p.def_abstract_eval(lambda x: x)

class Zero:
  __slots__ = ['aval']
  def __init__(self, aval):
    self.aval = aval
  def __repr__(self):
    return f'Zero({self.aval})'
  @staticmethod
  def from_value(val):
    return Zero(raise_to_shaped(get_aval(val)))

register_pytree_node(Zero, lambda z: ((), z.aval), lambda aval, _: Zero(aval))


def _stop_gradient_impl(x):
  if not valid_jaxtype(x):
    raise TypeError("stop_gradient only works on valid JAX arrays, but "
                    f"input argument is: {x}")
  return x

stop_gradient_p : Primitive = Primitive('stop_gradient')
stop_gradient_p.def_impl(_stop_gradient_impl)
stop_gradient_p.def_abstract_eval(lambda x: x)