<reponame>mariogeiger/jax<gh_stars>1-10
# Copyright 2021 Google LLC
#
# 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.

# Tests for lowering of array origami ops into MHLO.

# RUN: %PYTHON %s | FileCheck %s

from absl import app

import jax
from jax import numpy as jnp
from jax.interpreters import mlir
from jax._src.lib.mlir import ir
import numpy as np

from jax.tests.filecheck.jax_filecheck_helpers import print_ir

jax.config.update("jax_enable_x64", True)


def main(_):

  # The lowering of cumsum is annotated with @cache_lowering, which means we
  # should lower it as an out-of-line function once for any given shape.

  # CHECK-LABEL: TEST: cumsum_only_once int32[2,7] int32[2,7]
  # CHECK: func private @cumsum
  # CHECK-NOT: func private @cumsum
  @print_ir(np.empty([2, 7], np.int32), np.empty([2, 7], np.int32))
  def cumsum_only_once(x, y):
    return jnp.cumsum(x) + jnp.cumsum(y)

  # Test merging modules
  # CHECK-LABEL: TEST: merge_modules
  # CHECK: module @jit_g
  # CHECK: func public @main
  # CHECK: func private @f
  # CHECK: func private @m2_main_renamed
  # CHECK: func private @f_0
  def make_module(c):
    @jax.jit
    def f(x):
      return x + c

    @jax.jit
    def g(x):
      return f(x * 2)

    return g.lower(7).compiler_ir()

  m1 = make_module(10)
  m2 = str(make_module(20))

  with m1.context:
    # Reparse m2 in m1's context.
    m2_copy = ir.Module.parse(m2)
    mlir.merge_mhlo_modules(m1, "m2_main_renamed", m2_copy)
  print("\nTEST: merge_modules")
  print(str(m1))

if __name__ == "__main__":
  app.run(main)
