# Copyright (c) 2021 PaddlePaddle 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. from __future__ import print_function import numpy as np import unittest import sys import paddle import paddle.fluid as fluid paddle.enable_static() @unittest.skipIf(not paddle.is_compiled_with_ipu(), "core is not compiled with IPU") class TestIpuShard(unittest.TestCase): def _test(self): # build graph a = paddle.static.data(name='data', shape=[None, 1], dtype='int32') b = a + 2 # scale : scale * x + bias, ipu_index : no with paddle.fluid.ipu_shard(ipu_index=1): c = b + 1 # scale, ipu_index : 1 with paddle.fluid.ipu_shard(ipu_index=2): d = c * 2 # scale, ipu_index : 2 with paddle.fluid.ipu_shard(ipu_index=3): e = d + 3 # scale, ipu_index : 3 with paddle.fluid.ipu_shard(ipu_index=1): e = e + 3 # scale, ipu_index : 1 with paddle.fluid.ipu_shard(ipu_index=2): e = e + 3 # scale, ipu_index : 2 with paddle.fluid.ipu_shard(ipu_index=1): f = paddle.tensor.pow(e, 2.0) # pow, ipu_index : 1 with paddle.fluid.ipu_shard(ipu_index=2): g = f - 1 # scale, ipu_index : 2 h = g + 1 # scale, ipu_index : no ipu_index_list = [] main_prog = paddle.static.default_main_program() for op in main_prog.global_block().ops: if op.desc.has_attr("ipu_index"): ipu_index_list.append(op.desc.attr("ipu_index")) return ipu_index_list def test_ipu_shard(self): ipu_index_list = self._test() expected_ipu_index_list = [1, 2, 3, 1, 2, 1, 2] self.assertTrue( np.allclose( ipu_index_list, expected_ipu_index_list, atol=0)) if __name__ == "__main__": unittest.main()