{"id":10021268,"date":"2026-02-21T21:23:02","date_gmt":"2026-02-21T13:23:02","guid":{"rendered":"https:\/\/itmax.cn\/?p=10021268"},"modified":"2026-02-21T21:23:02","modified_gmt":"2026-02-21T13:23:02","slug":"python%e5%8d%95%e5%85%83%e6%b5%8b%e8%af%95%e6%a1%86%e6%9e%b6%e4%b8%8emock%e5%af%b9%e8%b1%a1%e4%bd%bf%e7%94%a8%e6%8c%87%e5%8d%97","status":"publish","type":"post","link":"https:\/\/itmax.cn\/?p=10021268","title":{"rendered":"Python\u5355\u5143\u6d4b\u8bd5\u6846\u67b6\u4e0eMock\u5bf9\u8c61\u4f7f\u7528\u6307\u5357"},"content":{"rendered":"<h2>Python\u5355\u5143\u6d4b\u8bd5\u6846\u67b6\u4e0eMock\u5bf9\u8c61\u4f7f\u7528\u6307\u5357<\/h2>\n<p>\u5355\u5143\u6d4b\u8bd5\u662f\u4fdd\u8bc1\u4ee3\u7801\u8d28\u91cf\u7684\u91cd\u8981\u624b\u6bb5\u3002\u672c\u6587\u5c06\u4ecb\u7ecdPython\u5355\u5143\u6d4b\u8bd5\u6846\u67b6\u548cMock\u5bf9\u8c61\u7684\u4f7f\u7528\u3002<\/p>\n<h3>\u5355\u5143\u6d4b\u8bd5\u6838\u5fc3\u6982\u5ff5<\/h3>\n<ul>\n<li><strong>unittest<\/strong>\uff1a\u6807\u51c6\u5e93\u6d4b\u8bd5\u6846\u67b6<\/li>\n<li><strong>pytest<\/strong>\uff1a\u7b2c\u4e09\u65b9\u6d4b\u8bd5\u6846\u67b6<\/li>\n<li><strong>Mock<\/strong>\uff1a\u6a21\u62df\u5bf9\u8c61<\/li>\n<li><strong>Fixture<\/strong>\uff1a\u6d4b\u8bd5\u5939\u5177<\/li>\n<\/ul>\n<h3>\u5355\u5143\u6d4b\u8bd5\u6838\u5fc3\u5b9e\u73b0<\/h3>\n<pre><code class=\"python\">&quot;&quot;&quot;\nPython\u5355\u5143\u6d4b\u8bd5\u6846\u67b6\u4e0eMock\u5bf9\u8c61\u4f7f\u7528\n\u5305\u542bunittest\u3001pytest\u3001mock\u7b49\n&quot;&quot;&quot;\n\nimport unittest\nfrom unittest.mock import Mock, patch, MagicMock, call\nfrom typing import List, Dict, Optional\nimport requests\n\n\n# ============ \u88ab\u6d4b\u8bd5\u7684\u4ee3\u7801 ============\nclass Calculator:\n    &quot;&quot;&quot;\u8ba1\u7b97\u5668\u7c7b&quot;&quot;&quot;\n    \n    def add(self, a: float, b: float) -&gt; float:\n        return a + b\n    \n    def subtract(self, a: float, b: float) -&gt; float:\n        return a - b\n    \n    def multiply(self, a: float, b: float) -&gt; float:\n        return a * b\n    \n    def divide(self, a: float, b: float) -&gt; float:\n        if b == 0:\n            raise ValueError(&quot;\u9664\u6570\u4e0d\u80fd\u4e3a\u96f6&quot;)\n        return a \/ b\n\n\nclass UserService:\n    &quot;&quot;&quot;\u7528\u6237\u670d\u52a1&quot;&quot;&quot;\n    \n    def __init__(self, db_connection):\n        self.db = db_connection\n    \n    def get_user(self, user_id: int) -&gt; Optional[Dict]:\n        return self.db.query(f&quot;SELECT * FROM users WHERE id = {user_id}&quot;)\n    \n    def create_user(self, username: str, email: str) -&gt; Dict:\n        if not username or not email:\n            raise ValueError(&quot;\u7528\u6237\u540d\u548c\u90ae\u7bb1\u4e0d\u80fd\u4e3a\u7a7a&quot;)\n        return self.db.insert(&quot;users&quot;, {&quot;username&quot;: username, &quot;email&quot;: email})\n\n\nclass PaymentGateway:\n    &quot;&quot;&quot;\u652f\u4ed8\u7f51\u5173&quot;&quot;&quot;\n    \n    def __init__(self, api_key: str):\n        self.api_key = api_key\n        self.base_url = &quot;https:\/\/api.payment.com&quot;\n    \n    def charge(self, amount: float, card_number: str) -&gt; Dict:\n        response = requests.post(\n            f&quot;{self.base_url}\/charge&quot;,\n            headers={&quot;Authorization&quot;: f&quot;Bearer {self.api_key}&quot;},\n            json={&quot;amount&quot;: amount, &quot;card&quot;: card_number}\n        )\n        return response.json()\n\n\n# ============ unittest\u6d4b\u8bd5 ============\nclass TestCalculator(unittest.TestCase):\n    &quot;&quot;&quot;\u8ba1\u7b97\u5668\u6d4b\u8bd5&quot;&quot;&quot;\n    \n    def setUp(self):\n        &quot;&quot;&quot;\u6d4b\u8bd5\u524d\u51c6\u5907&quot;&quot;&quot;\n        self.calc = Calculator()\n    \n    def test_add(self):\n        &quot;&quot;&quot;\u6d4b\u8bd5\u52a0\u6cd5&quot;&quot;&quot;\n        self.assertEqual(self.calc.add(2, 3), 5)\n        self.assertEqual(self.calc.add(-1, 1), 0)\n        self.assertEqual(self.calc.add(0.1, 0.2), 0.3, places=7)\n    \n    def test_subtract(self):\n        &quot;&quot;&quot;\u6d4b\u8bd5\u51cf\u6cd5&quot;&quot;&quot;\n        self.assertEqual(self.calc.subtract(5, 3), 2)\n        self.assertEqual(self.calc.subtract(0, 5), -5)\n    \n    def test_multiply(self):\n        &quot;&quot;&quot;\u6d4b\u8bd5\u4e58\u6cd5&quot;&quot;&quot;\n        self.assertEqual(self.calc.multiply(3, 4), 12)\n        self.assertEqual(self.calc.multiply(-2, 3), -6)\n    \n    def test_divide(self):\n        &quot;&quot;&quot;\u6d4b\u8bd5\u9664\u6cd5&quot;&quot;&quot;\n        self.assertEqual(self.calc.divide(6, 2), 3)\n        self.assertEqual(self.calc.divide(5, 2), 2.5)\n    \n    def test_divide_by_zero(self):\n        &quot;&quot;&quot;\u6d4b\u8bd5\u9664\u96f6\u5f02\u5e38&quot;&quot;&quot;\n        with self.assertRaises(ValueError) as context:\n            self.calc.divide(5, 0)\n        self.assertEqual(str(context.exception), &quot;\u9664\u6570\u4e0d\u80fd\u4e3a\u96f6&quot;)\n\n\nclass TestUserService(unittest.TestCase):\n    &quot;&quot;&quot;\u7528\u6237\u670d\u52a1\u6d4b\u8bd5&quot;&quot;&quot;\n    \n    def setUp(self):\n        &quot;&quot;&quot;\u6d4b\u8bd5\u524d\u51c6\u5907&quot;&quot;&quot;\n        # \u521b\u5efaMock\u5bf9\u8c61\n        self.mock_db = Mock()\n        self.user_service = UserService(self.mock_db)\n    \n    def test_get_user(self):\n        &quot;&quot;&quot;\u6d4b\u8bd5\u83b7\u53d6\u7528\u6237&quot;&quot;&quot;\n        # \u8bbe\u7f6eMock\u8fd4\u56de\u503c\n        expected_user = {&quot;id&quot;: 1, &quot;username&quot;: &quot;alice&quot;}\n        self.mock_db.query.return_value = expected_user\n        \n        # \u6267\u884c\u6d4b\u8bd5\n        user = self.user_service.get_user(1)\n        \n        # \u9a8c\u8bc1\u7ed3\u679c\n        self.assertEqual(user, expected_user)\n        self.mock_db.query.assert_called_once_with(&quot;SELECT * FROM users WHERE id = 1&quot;)\n    \n    def test_create_user(self):\n        &quot;&quot;&quot;\u6d4b\u8bd5\u521b\u5efa\u7528\u6237&quot;&quot;&quot;\n        expected_result = {&quot;id&quot;: 1, &quot;username&quot;: &quot;bob&quot;, &quot;email&quot;: &quot;bob@example.com&quot;}\n        self.mock_db.insert.return_value = expected_result\n        \n        result = self.user_service.create_user(&quot;bob&quot;, &quot;bob@example.com&quot;)\n        \n        self.assertEqual(result, expected_result)\n        self.mock_db.insert.assert_called_once_with(\n            &quot;users&quot;,\n            {&quot;username&quot;: &quot;bob&quot;, &quot;email&quot;: &quot;bob@example.com&quot;}\n        )\n    \n    def test_create_user_invalid_input(self):\n        &quot;&quot;&quot;\u6d4b\u8bd5\u521b\u5efa\u7528\u6237\u65e0\u6548\u8f93\u5165&quot;&quot;&quot;\n        with self.assertRaises(ValueError):\n            self.user_service.create_user(&quot;&quot;, &quot;email@example.com&quot;)\n\n\nclass TestPaymentGateway(unittest.TestCase):\n    &quot;&quot;&quot;\u652f\u4ed8\u7f51\u5173\u6d4b\u8bd5&quot;&quot;&quot;\n    \n    @patch('requests.post')\n    def test_charge(self, mock_post):\n        &quot;&quot;&quot;\u6d4b\u8bd5\u652f\u4ed8&quot;&quot;&quot;\n        # \u8bbe\u7f6eMock\u54cd\u5e94\n        mock_response = Mock()\n        mock_response.json.return_value = {&quot;status&quot;: &quot;success&quot;, &quot;transaction_id&quot;: &quot;12345&quot;}\n        mock_post.return_value = mock_response\n        \n        # \u6267\u884c\u6d4b\u8bd5\n        gateway = PaymentGateway(&quot;test_api_key&quot;)\n        result = gateway.charge(100.0, &quot;4111111111111111&quot;)\n        \n        # \u9a8c\u8bc1\u7ed3\u679c\n        self.assertEqual(result[&quot;status&quot;], &quot;success&quot;)\n        mock_post.assert_called_once()\n\n\n# ============ Mock\u9ad8\u7ea7\u7528\u6cd5 ============\nclass TestMockAdvanced(unittest.TestCase):\n    &quot;&quot;&quot;Mock\u9ad8\u7ea7\u7528\u6cd5\u6d4b\u8bd5&quot;&quot;&quot;\n    \n    def test_mock_return_value(self):\n        &quot;&quot;&quot;\u6d4b\u8bd5Mock\u8fd4\u56de\u503c&quot;&quot;&quot;\n        mock = Mock()\n        mock.return_value = 42\n        \n        result = mock()\n        self.assertEqual(result, 42)\n    \n    def test_mock_side_effect(self):\n        &quot;&quot;&quot;\u6d4b\u8bd5Mock\u526f\u4f5c\u7528&quot;&quot;&quot;\n        mock = Mock()\n        mock.side_effect = [1, 2, 3]\n        \n        self.assertEqual(mock(), 1)\n        self.assertEqual(mock(), 2)\n        self.assertEqual(mock(), 3)\n    \n    def test_mock_side_effect_exception(self):\n        &quot;&quot;&quot;\u6d4b\u8bd5Mock\u629b\u51fa\u5f02\u5e38&quot;&quot;&quot;\n        mock = Mock()\n        mock.side_effect = ValueError(&quot;\u9519\u8bef&quot;)\n        \n        with self.assertRaises(ValueError):\n            mock()\n    \n    def test_mock_call_count(self):\n        &quot;&quot;&quot;\u6d4b\u8bd5Mock\u8c03\u7528\u6b21\u6570&quot;&quot;&quot;\n        mock = Mock()\n        \n        mock()\n        mock()\n        mock()\n        \n        self.assertEqual(mock.call_count, 3)\n    \n    def test_mock_call_args(self):\n        &quot;&quot;&quot;\u6d4b\u8bd5Mock\u8c03\u7528\u53c2\u6570&quot;&quot;&quot;\n        mock = Mock()\n        \n        mock(1, 2, key='value')\n        \n        self.assertEqual(mock.call_args, call(1, 2, key='value'))\n    \n    def test_mock_multiple_calls(self):\n        &quot;&quot;&quot;\u6d4b\u8bd5Mock\u591a\u6b21\u8c03\u7528&quot;&quot;&quot;\n        mock = Mock()\n        \n        mock(1)\n        mock(2)\n        mock(3)\n        \n        expected_calls = [call(1), call(2), call(3)]\n        mock.assert_has_calls(expected_calls)\n\n\n# ============ \u6d4b\u8bd5\u5939\u5177 ============\nclass TestWithFixtures(unittest.TestCase):\n    &quot;&quot;&quot;\u4f7f\u7528\u6d4b\u8bd5\u5939\u5177&quot;&quot;&quot;\n    \n    @classmethod\n    def setUpClass(cls):\n        &quot;&quot;&quot;\u7c7b\u7ea7\u522b\u8bbe\u7f6e&quot;&quot;&quot;\n        print(&quot;\u8bbe\u7f6e\u6d4b\u8bd5\u7c7b&quot;)\n        cls.shared_resource = &quot;shared&quot;\n    \n    @classmethod\n    def tearDownClass(cls):\n        &quot;&quot;&quot;\u7c7b\u7ea7\u522b\u6e05\u7406&quot;&quot;&quot;\n        print(&quot;\u6e05\u7406\u6d4b\u8bd5\u7c7b&quot;)\n    \n    def setUp(self):\n        &quot;&quot;&quot;\u65b9\u6cd5\u7ea7\u522b\u8bbe\u7f6e&quot;&quot;&quot;\n        self.test_data = [1, 2, 3]\n    \n    def tearDown(self):\n        &quot;&quot;&quot;\u65b9\u6cd5\u7ea7\u522b\u6e05\u7406&quot;&quot;&quot;\n        self.test_data = None\n    \n    def test_with_fixture(self):\n        &quot;&quot;&quot;\u4f7f\u7528\u5939\u5177\u7684\u6d4b\u8bd5&quot;&quot;&quot;\n        self.assertEqual(len(self.test_data), 3)\n        self.assertEqual(self.shared_resource, &quot;shared&quot;)\n\n\ndef main():\n    &quot;&quot;&quot;\u4e3b\u51fd\u6570&quot;&quot;&quot;\n    print(&quot;=&quot;*60)\n    print(&quot;Python\u5355\u5143\u6d4b\u8bd5\u6846\u67b6\u4e0eMock\u5bf9\u8c61\u4f7f\u7528&quot;)\n    print(&quot;=&quot;*60)\n    \n    # \u8fd0\u884c\u6d4b\u8bd5\n    loader = unittest.TestLoader()\n    suite = unittest.TestSuite()\n    \n    # \u6dfb\u52a0\u6d4b\u8bd5\n    suite.addTests(loader.loadTestsFromTestCase(TestCalculator))\n    suite.addTests(loader.loadTestsFromTestCase(TestUserService))\n    suite.addTests(loader.loadTestsFromTestCase(TestPaymentGateway))\n    suite.addTests(loader.loadTestsFromTestCase(TestMockAdvanced))\n    suite.addTests(loader.loadTestsFromTestCase(TestWithFixtures))\n    \n    # \u8fd0\u884c\n    runner = unittest.TextTestRunner(verbosity=2)\n    result = runner.run(suite)\n    \n    print(&quot;\/n&quot; + &quot;=&quot;*60)\n    print(&quot;\u5355\u5143\u6d4b\u8bd5\u603b\u7ed3&quot;)\n    print(&quot;=&quot;*60)\n    print(&quot;1. unittest: \u6807\u51c6\u5e93\u6d4b\u8bd5\u6846\u67b6&quot;)\n    print(&quot;2. Mock: \u6a21\u62df\u5bf9\u8c61\u548c\u4f9d\u8d56&quot;)\n    print(&quot;3. patch: \u4e34\u65f6\u66ff\u6362\u5bf9\u8c61&quot;)\n    print(&quot;4. Fixture: \u6d4b\u8bd5\u51c6\u5907\u548c\u6e05\u7406&quot;)\n    print(&quot;5. \u65ad\u8a00: \u9a8c\u8bc1\u6d4b\u8bd5\u7ed3\u679c&quot;)\n    print(&quot;=&quot;*60)\n\n\nif __name__ == &quot;__main__&quot;:\n    main()<\/code><\/pre>\n<h3>\u5355\u5143\u6d4b\u8bd5\u67b6\u6784\u56fe<\/h3>\n<pre style=\"display:none;\"><code class=\"mermaid\">flowchart TB\n    subgraph TestCode[&quot;\u6d4b\u8bd5\u4ee3\u7801&quot;]\n        T1[\u6d4b\u8bd5\u7528\u4f8b]\n        T2[\u6d4b\u8bd5\u5939\u5177]\n        T3[\u65ad\u8a00]\n    end\n    \n    subgraph MockObjects[&quot;Mock\u5bf9\u8c61&quot;]\n        M1[Mock]\n        M2[MagicMock]\n        M3[Patch]\n    end\n    \n    subgraph Production[&quot;\u751f\u4ea7\u4ee3\u7801&quot;]\n        P1[\u88ab\u6d4b\u51fd\u6570]\n        P2[\u88ab\u6d4b\u7c7b]\n    end\n    \n    TestCode --&gt; MockObjects\n    TestCode --&gt; Production<\/code><\/pre>\n<h3>\u5173\u952e\u8981\u70b9<\/h3>\n<ol>\n<li><strong>unittest<\/strong>\uff1a\u6807\u51c6\u5e93\u6d4b\u8bd5\u6846\u67b6<\/li>\n<li><strong>Mock<\/strong>\uff1a\u6a21\u62df\u5bf9\u8c61\u548c\u4f9d\u8d56<\/li>\n<li><strong>patch<\/strong>\uff1a\u4e34\u65f6\u66ff\u6362\u5bf9\u8c61<\/li>\n<li><strong>Fixture<\/strong>\uff1a\u6d4b\u8bd5\u51c6\u5907\u548c\u6e05\u7406<\/li>\n<li><strong>\u65ad\u8a00<\/strong>\uff1a\u9a8c\u8bc1\u6d4b\u8bd5\u7ed3\u679c<\/li>\n<\/ol>\n<p>\u5355\u5143\u6d4b\u8bd5\u662f\u4fdd\u8bc1\u4ee3\u7801\u8d28\u91cf\u7684\u91cd\u8981\u624b\u6bb5\u3002<\/p>\n<p><a href=\"https:\/\/segmentfault.com\/a\/1190000047615712\">https:\/\/segmentfault.com\/a\/1190000047615712<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Python\u5355\u5143\u6d4b\u8bd5\u6846\u67b6\u4e0eMock\u5bf9\u8c61\u4f7f\u7528\u6307\u5357 \u5355\u5143\u6d4b\u8bd5\u662f\u4fdd\u8bc1\u4ee3\u7801\u8d28\u91cf\u7684\u91cd\u8981\u624b\u6bb5\u3002\u672c\u6587\u5c06\u4ecb\u7ecdPython\u5355\u5143\u6d4b [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[4],"tags":[],"class_list":["post-10021268","post","type-post","status-publish","format-standard","hentry","category-share"],"jetpack_sharing_enabled":true,"jetpack_featured_media_url":"","_links":{"self":[{"href":"https:\/\/itmax.cn\/index.php?rest_route=\/wp\/v2\/posts\/10021268","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/itmax.cn\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/itmax.cn\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/itmax.cn\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/itmax.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=10021268"}],"version-history":[{"count":0,"href":"https:\/\/itmax.cn\/index.php?rest_route=\/wp\/v2\/posts\/10021268\/revisions"}],"wp:attachment":[{"href":"https:\/\/itmax.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=10021268"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/itmax.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=10021268"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/itmax.cn\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=10021268"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}