mmengine/tests/test_analysis/test_param_count.py

# Copyright (c) OpenMMLab. All rights reserved.
# Copyright (c) Facebook, Inc. and its affiliates. All Rights Reserved.
# Modified from
# https://github.com/facebookresearch/fvcore/blob/main/tests/test_param_count.py

import unittest

from torch import nn

from mmengine.analysis.complexity_analysis import (parameter_count,
                                                   parameter_count_table)


class NetWithReuse(nn.Module):

    def __init__(self, reuse: bool = False) -> None:
        super().__init__()
        self.conv1 = nn.Conv2d(100, 100, 3)
        self.conv2 = nn.Conv2d(100, 100, 3)
        if reuse:
            self.conv2.weight = self.conv1.weight


class NetWithDupPrefix(nn.Module):

    def __init__(self) -> None:
        super().__init__()
        self.conv1 = nn.Conv2d(100, 100, 3)
        self.conv111 = nn.Conv2d(100, 100, 3)


class TestParamCount(unittest.TestCase):

    def test_param(self) -> None:
        net = NetWithReuse()
        count = parameter_count(net)
        self.assertTrue(count[''], 180200)
        self.assertTrue(count['conv2'], 90100)

    def test_param_with_reuse(self) -> None:
        net = NetWithReuse(reuse=True)
        count = parameter_count(net)
        self.assertTrue(count[''], 90200)
        self.assertTrue(count['conv2'], 100)

    def test_param_with_same_prefix(self) -> None:
        net = NetWithDupPrefix()
        table = parameter_count_table(net)
        c = ['conv111.weight' in line for line in table.split('\n')]
        self.assertEqual(
            sum(c), 1)  # it only appears once, despite being a prefix of conv1