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| 1 | +# Copyright 2024 Arm Limited and/or its affiliates. |
| 2 | +# All rights reserved. |
| 3 | +# |
| 4 | +# This source code is licensed under the BSD-style license found in the |
| 5 | +# LICENSE file in the root directory of this source tree. |
| 6 | + |
| 7 | +import unittest |
| 8 | + |
| 9 | +import torch |
| 10 | +from executorch.backends.arm.passes.meandim_to_averagepool_pass import ( |
| 11 | + ConvertMeanDimToAveragePool, |
| 12 | +) |
| 13 | + |
| 14 | +from executorch.backends.arm.test import common |
| 15 | +from executorch.backends.arm.test.tester.arm_tester import ArmTester |
| 16 | + |
| 17 | +from executorch.backends.xnnpack.test.tester.tester import RunPasses |
| 18 | + |
| 19 | + |
| 20 | +class MeanDim(torch.nn.Module): |
| 21 | + def forward(self, x): |
| 22 | + return torch.mean(x, dim=[-1, -2], keepdim=True) |
| 23 | + |
| 24 | + def get_inputs(self): |
| 25 | + return (torch.rand(1, 1280, 7, 7),) |
| 26 | + |
| 27 | + |
| 28 | +class MeanDim2(torch.nn.Module): |
| 29 | + def forward(self, x): |
| 30 | + return torch.mean(x, dim=1) |
| 31 | + |
| 32 | + def get_inputs(self): |
| 33 | + return (torch.rand(1, 1280, 7, 7),) |
| 34 | + |
| 35 | + |
| 36 | +class TestMeandimToAveragePool2dPass(unittest.TestCase): |
| 37 | + """ |
| 38 | + Tests the MeanDimToAveragePool2dPass which converts mean.dim to average_pool2d |
| 39 | + for the special case where dim is [-1, -2] and keepdim is True. |
| 40 | + """ |
| 41 | + |
| 42 | + def test_tosa_BI_meandim_to_averagepool(self): |
| 43 | + module = MeanDim() |
| 44 | + test_pass_stage = RunPasses([ConvertMeanDimToAveragePool]) |
| 45 | + ( |
| 46 | + ArmTester( |
| 47 | + module, |
| 48 | + example_inputs=module.get_inputs(), |
| 49 | + compile_spec=common.get_tosa_compile_spec(), |
| 50 | + ) |
| 51 | + .quantize() |
| 52 | + .export() |
| 53 | + .to_edge() |
| 54 | + .check(["executorch_exir_dialects_edge__ops_aten_mean_dim"]) |
| 55 | + .run_passes(test_pass_stage) |
| 56 | + .check(["executorch_exir_dialects_edge__ops_aten_avg_pool2d_default"]) |
| 57 | + ) |
| 58 | + |
| 59 | + def test_tosa_BI_meandim_no_modification(self): |
| 60 | + module = MeanDim2() |
| 61 | + test_pass_stage = RunPasses([ConvertMeanDimToAveragePool]) |
| 62 | + ( |
| 63 | + ArmTester( |
| 64 | + module, |
| 65 | + example_inputs=module.get_inputs(), |
| 66 | + compile_spec=common.get_tosa_compile_spec(), |
| 67 | + ) |
| 68 | + .quantize() |
| 69 | + .export() |
| 70 | + .to_edge() |
| 71 | + .check(["executorch_exir_dialects_edge__ops_aten_mean_dim"]) |
| 72 | + .run_passes(test_pass_stage) |
| 73 | + .check(["executorch_exir_dialects_edge__ops_aten_mean_dim"]) |
| 74 | + .check_not(["executorch_exir_dialects_edge__ops_aten_avg_pool2d_default"]) |
| 75 | + ) |
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