# Copyright (c) 2023 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. import unittest from paddle.distributed.auto_parallel.static.dist_attribute import ( DistTensorSpec, TensorDistAttr, ) from paddle.distributed.fleet import auto from paddle.framework import core class TestTileSPMDRule(unittest.TestCase): """ Unit tests for tile spmd rule. """ def setUp(self): self.process_mesh = auto.ProcessMesh(mesh=[[0, 1], [2, 3]]) self.shape = [16, 16, 16] self.dims_mapping = [0, -1, 1] def build_input(self, dims_mapping, shape): tensor_dist_attr = TensorDistAttr() tensor_dist_attr.dims_mapping = dims_mapping tensor_dist_attr.process_mesh = self.process_mesh return DistTensorSpec(shape, tensor_dist_attr) def test_tile_forward(self): input = self.build_input(self.dims_mapping, self.shape) rule = core.get_phi_spmd_rule("tile") inferred_dist_attrs = rule.infer_forward(input, [2, 2, 1, 1]) inferred_input_dist_attrs = inferred_dist_attrs[0] self.assertEqual(len(inferred_input_dist_attrs), 1) inferred_output_dist_attrs = inferred_dist_attrs[1] self.assertEqual(len(inferred_output_dist_attrs), 1) self.assertEqual(inferred_input_dist_attrs[0].dims_mapping, [-1, -1, 1]) self.assertEqual( inferred_output_dist_attrs[0].dims_mapping, [-1, -1, -1, 1] ) def test_tile_reverse(self): input = self.build_input(self.dims_mapping, self.shape) output = self.build_input([-1, -1, -1, 1], [2, 32, 16, 16]) rule = core.get_phi_spmd_rule("tile") inferred_dist_attrs = rule.infer_backward(input, output, [2, 2, 1, 1]) inferred_input_dist_attrs = inferred_dist_attrs[0] self.assertEqual(len(inferred_input_dist_attrs), 1) inferred_output_dist_attrs = inferred_dist_attrs[1] self.assertEqual(len(inferred_output_dist_attrs), 1) self.assertEqual(inferred_input_dist_attrs[0].dims_mapping, [-1, -1, 1]) self.assertEqual( inferred_output_dist_attrs[0].dims_mapping, [-1, -1, -1, 1] ) if __name__ == "__main__": unittest.main()