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# Copyright 2018 The TensorFlow Authors. All Rights Reserved.
#
# 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
#
# http://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 while loops in XLA."""
from __future__ import absolute_import
from __future__ import division
from __future__ import print_function
import numpy as np
from tensorflow.compiler.tests.xla_test import XLATestCase
from tensorflow.compiler.tf2xla.python import xla
from tensorflow.python.framework import constant_op
from tensorflow.python.framework import dtypes
from tensorflow.python.framework import function
from tensorflow.python.ops import array_ops
from tensorflow.python.platform import test
class WhileTest(XLATestCase):
def testSingletonLoopHandrolled(self):
# Define a function for the loop body
@function.Defun(dtypes.int32)
def loop_body(step):
step_out = step + constant_op.constant(1, dtype=dtypes.int32)
return step_out
# Define a function for the loop condition
@function.Defun(dtypes.int32)
def loop_cond(step):
return step < 10
with self.test_session() as sess:
init_index = array_ops.placeholder(dtypes.int32, [])
with self.test_scope():
loop_outputs = xla.while_loop([init_index], loop_cond, loop_body)
result = sess.run(loop_outputs, {init_index: 0})
self.assertAllClose(result, [10], rtol=1e-3)
def testCountingLoopHandrolled(self):
# Define a function for the loop body
@function.Defun(dtypes.int32, dtypes.float32)
def loop_body(step, rsum):
step_out = step + constant_op.constant(1, dtype=dtypes.int32)
sum_out = rsum + constant_op.constant(1.5, dtype=dtypes.float32)
return step_out, sum_out
# Define a function for the loop condition
@function.Defun(dtypes.int32, dtypes.float32)
def loop_cond(step, rsum):
del rsum
return step < 10
with self.test_session() as sess:
init_index = array_ops.placeholder(dtypes.int32, [])
init_sum = array_ops.placeholder(dtypes.float32, [])
with self.test_scope():
loop_outputs = xla.while_loop([init_index, init_sum], loop_cond,
loop_body)
result = sess.run(loop_outputs, {init_index: 0, init_sum: 0.0})
self.assertAllClose(result, [10, 15.0], rtol=1e-3)
no_iters_result = sess.run(loop_outputs, {init_index: 10, init_sum: 0.0})
self.assertAllClose(no_iters_result, [10, 0.0], rtol=1e-3)
def testCountingLoopHandrolledC64(self):
# Define a function for the loop body
@function.Defun(dtypes.int32, dtypes.complex64)
def loop_body(step, rsum):
step_out = step + constant_op.constant(1, dtype=dtypes.int32)
sum_out = rsum + constant_op.constant(1.5 + 2j, dtype=dtypes.complex64)
return step_out, sum_out
# Define a function for the loop condition
@function.Defun(dtypes.int32, dtypes.complex64)
def loop_cond(step, rsum):
del rsum
return step < 10
with self.test_session() as sess:
init_index = array_ops.placeholder(dtypes.int32, [])
init_sum = array_ops.placeholder(dtypes.complex64, [])
with self.test_scope():
loop_outputs = xla.while_loop([init_index, init_sum], loop_cond,
loop_body)
result = sess.run(loop_outputs, {init_index: 0, init_sum: 0.0})
self.assertAllClose(result[1], np.complex64(15 + 20j), rtol=1e-3)
no_iters_result = sess.run(loop_outputs, {init_index: 10, init_sum: 0.0})
self.assertAllClose(no_iters_result[1], np.complex64(0), rtol=1e-3)
def testLoopWithConstantOutput(self):
# Define a function for the loop body
@function.Defun(dtypes.int32, dtypes.int32)
def loop_body(step, x):
del x
step_out = step + constant_op.constant(1, dtype=dtypes.int32)
return (step_out, 7)
# Define a function for the loop condition
@function.Defun(dtypes.int32, dtypes.int32)
def loop_cond(step, x):
del x
return step < 10
with self.test_session() as sess:
init_index = array_ops.placeholder(dtypes.int32, [])
with self.test_scope():
loop_outputs = xla.while_loop([init_index, 42], loop_cond, loop_body)
result = sess.run(loop_outputs, {init_index: 0})
self.assertAllClose(result, [10, 7], rtol=1e-3)
if __name__ == '__main__':
test.main()
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