{"id":1103520,"date":"2025-01-08T16:11:23","date_gmt":"2025-01-08T08:11:23","guid":{"rendered":"https:\/\/docs.pingcode.com\/ask\/ask-ask\/1103520.html"},"modified":"2025-01-08T16:11:31","modified_gmt":"2025-01-08T08:11:31","slug":"python%e4%b8%ad%e5%a6%82%e4%bd%95%e9%9a%8f%e6%9c%ba%e4%ba%a7%e7%94%9f%e5%8d%81%e4%b8%aa%e6%95%b4%e6%95%b0","status":"publish","type":"post","link":"https:\/\/docs.pingcode.com\/ask\/1103520.html","title":{"rendered":"python\u4e2d\u5982\u4f55\u968f\u673a\u4ea7\u751f\u5341\u4e2a\u6574\u6570"},"content":{"rendered":"<p style=\"text-align:center;\" ><img decoding=\"async\" src=\"https:\/\/cdn-kb.worktile.com\/kb\/wp-content\/uploads\/2024\/04\/25065323\/6531c56e-d56e-44b9-ae4b-18e2396905e0.webp\" alt=\"python\u4e2d\u5982\u4f55\u968f\u673a\u4ea7\u751f\u5341\u4e2a\u6574\u6570\" \/><\/p>\n<p><p> <strong>\u5728Python\u4e2d\uff0c\u53ef\u4ee5\u4f7f\u7528\u591a\u79cd\u65b9\u6cd5\u6765\u968f\u673a\u4ea7\u751f\u5341\u4e2a\u6574\u6570\u3002\u4ee5\u4e0b\u662f\u51e0\u4e2a\u4e3b\u8981\u65b9\u6cd5\uff1a\u4f7f\u7528random\u6a21\u5757\u3001\u4f7f\u7528numpy\u6a21\u5757\u3001\u4f7f\u7528\u5217\u8868\u751f\u6210\u5668\u7b49\u3002\u672c\u6587\u5c06\u8be6\u7ec6\u4ecb\u7ecd\u8fd9\u4e9b\u65b9\u6cd5\uff0c\u5e76\u63d0\u4f9b\u793a\u4f8b\u4ee3\u7801\u3002<\/strong><\/p>\n<\/p>\n<p><p>\u4e00\u3001\u4f7f\u7528random\u6a21\u5757\uff1a<\/p>\n<p><strong>\u5728Python\u4e2d\uff0crandom\u6a21\u5757\u63d0\u4f9b\u4e86\u751f\u6210\u968f\u673a\u6570\u7684\u591a\u79cd\u65b9\u6cd5\u3002\u53ef\u4ee5\u4f7f\u7528random.randint()\u51fd\u6570\u6765\u751f\u6210\u6307\u5b9a\u8303\u56f4\u5185\u7684\u968f\u673a\u6574\u6570\uff0c\u5e76\u4f7f\u7528\u4e00\u4e2a\u5faa\u73af\u6765\u4ea7\u751f\u6240\u9700\u6570\u91cf\u7684\u968f\u673a\u6570\u3002<\/strong><\/p>\n<\/p>\n<p><p><strong>\u793a\u4f8b\u4ee3\u7801\uff1a<\/strong><\/p>\n<\/p>\n<p><pre><code class=\"language-python\">import random<\/p>\n<p>def generate_random_integers(num, start, end):<\/p>\n<p>    random_integers = []<\/p>\n<p>    for _ in range(num):<\/p>\n<p>        random_integers.append(random.randint(start, end))<\/p>\n<p>    return random_integers<\/p>\n<h2><strong>\u751f\u621010\u4e2a1\u5230100\u4e4b\u95f4\u7684\u968f\u673a\u6574\u6570<\/strong><\/h2>\n<p>random_numbers = generate_random_integers(10, 1, 100)<\/p>\n<p>print(random_numbers)<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><p><strong>\u5728\u4e0a\u8ff0\u4ee3\u7801\u4e2d\uff0cgenerate_random_integers\u51fd\u6570\u63a5\u53d7\u4e09\u4e2a\u53c2\u6570\uff1anum\u8868\u793a\u9700\u8981\u751f\u6210\u7684\u968f\u673a\u6574\u6570\u7684\u6570\u91cf\uff0cstart\u548cend\u8868\u793a\u968f\u673a\u6574\u6570\u7684\u8303\u56f4\u3002\u7136\u540e\u4f7f\u7528\u4e00\u4e2afor\u5faa\u73af\u548crandom.randint()\u51fd\u6570\u751f\u6210\u6307\u5b9a\u8303\u56f4\u5185\u7684\u968f\u673a\u6574\u6570\u5e76\u5c06\u5176\u6dfb\u52a0\u5230\u5217\u8868\u4e2d\u3002<\/strong><\/p>\n<\/p>\n<p><p>\u4e8c\u3001\u4f7f\u7528numpy\u6a21\u5757\uff1a<\/p>\n<p><strong>numpy\u6a21\u5757\u662f\u4e00\u4e2a\u5f3a\u5927\u7684\u6570\u503c\u8ba1\u7b97\u5e93\uff0c\u63d0\u4f9b\u4e86\u751f\u6210\u968f\u673a\u6570\u7684\u591a\u79cd\u65b9\u6cd5\u3002\u53ef\u4ee5\u4f7f\u7528numpy.random.randint()\u51fd\u6570\u6765\u751f\u6210\u6307\u5b9a\u8303\u56f4\u5185\u7684\u968f\u673a\u6574\u6570\u6570\u7ec4\u3002<\/strong><\/p>\n<\/p>\n<p><p><strong>\u793a\u4f8b\u4ee3\u7801\uff1a<\/strong><\/p>\n<\/p>\n<p><pre><code class=\"language-python\">import numpy as np<\/p>\n<p>def generate_random_integers_numpy(num, start, end):<\/p>\n<p>    return np.random.randint(start, end + 1, size=num)<\/p>\n<h2><strong>\u751f\u621010\u4e2a1\u5230100\u4e4b\u95f4\u7684\u968f\u673a\u6574\u6570<\/strong><\/h2>\n<p>random_numbers_numpy = generate_random_integers_numpy(10, 1, 100)<\/p>\n<p>print(random_numbers_numpy)<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><p><strong>\u5728\u4e0a\u8ff0\u4ee3\u7801\u4e2d\uff0cgenerate_random_integers_numpy\u51fd\u6570\u4f7f\u7528numpy.random.randint()\u51fd\u6570\u751f\u6210\u6307\u5b9a\u8303\u56f4\u5185\u7684\u968f\u673a\u6574\u6570\u6570\u7ec4\u3002\u6ce8\u610f\uff0cnumpy.random.randint()\u7684end\u53c2\u6570\u662f\u5f00\u533a\u95f4\uff0c\u6240\u4ee5\u9700\u8981\u52a01\u3002<\/strong><\/p>\n<\/p>\n<p><p>\u4e09\u3001\u4f7f\u7528\u5217\u8868\u751f\u6210\u5668\uff1a<\/p>\n<p><strong>\u4f7f\u7528\u5217\u8868\u751f\u6210\u5668\u53ef\u4ee5\u7b80\u5316\u4ee3\u7801\uff0c\u907f\u514d\u663e\u5f0f\u5730\u4f7f\u7528\u5faa\u73af\u3002\u53ef\u4ee5\u7ed3\u5408random\u6a21\u5757\u548c\u5217\u8868\u751f\u6210\u5668\u6765\u751f\u6210\u968f\u673a\u6574\u6570\u5217\u8868\u3002<\/strong><\/p>\n<\/p>\n<p><p><strong>\u793a\u4f8b\u4ee3\u7801\uff1a<\/strong><\/p>\n<\/p>\n<p><pre><code class=\"language-python\">import random<\/p>\n<p>def generate_random_integers_list_comprehension(num, start, end):<\/p>\n<p>    return [random.randint(start, end) for _ in range(num)]<\/p>\n<h2><strong>\u751f\u621010\u4e2a1\u5230100\u4e4b\u95f4\u7684\u968f\u673a\u6574\u6570<\/strong><\/h2>\n<p>random_numbers_list_comprehension = generate_random_integers_list_comprehension(10, 1, 100)<\/p>\n<p>print(random_numbers_list_comprehension)<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><p><strong>\u5728\u4e0a\u8ff0\u4ee3\u7801\u4e2d\uff0cgenerate_random_integers_list_comprehension\u51fd\u6570\u4f7f\u7528\u5217\u8868\u751f\u6210\u5668\u548crandom.randint()\u51fd\u6570\u751f\u6210\u6307\u5b9a\u8303\u56f4\u5185\u7684\u968f\u673a\u6574\u6570\u5217\u8868\u3002<\/strong><\/p>\n<\/p>\n<p><p>\u56db\u3001\u4f7f\u7528\u968f\u673a\u79cd\u5b50\uff1a<\/p>\n<p><strong>\u6709\u65f6\u4e3a\u4e86\u91cd\u73b0\u7ed3\u679c\uff0c\u53ef\u4ee5\u8bbe\u7f6e\u968f\u673a\u79cd\u5b50\u3002\u53ef\u4ee5\u4f7f\u7528random.seed()\u51fd\u6570\u548cnumpy.random.seed()\u51fd\u6570\u6765\u8bbe\u7f6e\u968f\u673a\u79cd\u5b50\u3002<\/strong><\/p>\n<\/p>\n<p><p><strong>\u793a\u4f8b\u4ee3\u7801\uff1a<\/strong><\/p>\n<\/p>\n<p><pre><code class=\"language-python\">import random<\/p>\n<p>import numpy as np<\/p>\n<p>def generate_random_integers_with_seed(num, start, end, seed):<\/p>\n<p>    random.seed(seed)<\/p>\n<p>    np.random.seed(seed)<\/p>\n<p>    random_integers = [random.randint(start, end) for _ in range(num)]<\/p>\n<p>    random_integers_numpy = np.random.randint(start, end + 1, size=num)<\/p>\n<p>    return random_integers, random_integers_numpy<\/p>\n<h2><strong>\u8bbe\u7f6e\u968f\u673a\u79cd\u5b50\u5e76\u751f\u621010\u4e2a1\u5230100\u4e4b\u95f4\u7684\u968f\u673a\u6574\u6570<\/strong><\/h2>\n<p>seed = 42<\/p>\n<p>random_numbers_with_seed, random_numbers_numpy_with_seed = generate_random_integers_with_seed(10, 1, 100, seed)<\/p>\n<p>print(random_numbers_with_seed)<\/p>\n<p>print(random_numbers_numpy_with_seed)<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><p><strong>\u5728\u4e0a\u8ff0\u4ee3\u7801\u4e2d\uff0cgenerate_random_integers_with_seed\u51fd\u6570\u63a5\u53d7\u4e00\u4e2a\u989d\u5916\u7684seed\u53c2\u6570\uff0c\u7528\u4e8e\u8bbe\u7f6e\u968f\u673a\u79cd\u5b50\u3002\u7136\u540e\u5206\u522b\u4f7f\u7528random\u6a21\u5757\u548cnumpy\u6a21\u5757\u751f\u6210\u968f\u673a\u6574\u6570\u5217\u8868\u3002<\/strong><\/p>\n<\/p>\n<p><p>\u4e94\u3001\u4f7f\u7528random.sample()\uff1a<\/p>\n<p><strong>\u5982\u679c\u9700\u8981\u751f\u6210\u4e0d\u91cd\u590d\u7684\u968f\u673a\u6574\u6570\uff0c\u53ef\u4ee5\u4f7f\u7528random.sample()\u51fd\u6570\u3002<\/strong><\/p>\n<\/p>\n<p><p><strong>\u793a\u4f8b\u4ee3\u7801\uff1a<\/strong><\/p>\n<\/p>\n<p><pre><code class=\"language-python\">import random<\/p>\n<p>def generate_unique_random_integers(num, start, end):<\/p>\n<p>    return random.sample(range(start, end + 1), num)<\/p>\n<h2><strong>\u751f\u621010\u4e2a1\u5230100\u4e4b\u95f4\u4e0d\u91cd\u590d\u7684\u968f\u673a\u6574\u6570<\/strong><\/h2>\n<p>unique_random_numbers = generate_unique_random_integers(10, 1, 100)<\/p>\n<p>print(unique_random_numbers)<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><p><strong>\u5728\u4e0a\u8ff0\u4ee3\u7801\u4e2d\uff0cgenerate_unique_random_integers\u51fd\u6570\u4f7f\u7528random.sample()\u51fd\u6570\u4ece\u6307\u5b9a\u8303\u56f4\u5185\u968f\u673a\u9009\u62e9\u4e0d\u91cd\u590d\u7684\u6574\u6570\u3002\u9700\u8981\u6ce8\u610f\u7684\u662f\uff0cnum\u53c2\u6570\u4e0d\u80fd\u8d85\u8fc7\u8303\u56f4\u5185\u6574\u6570\u7684\u6570\u91cf\u3002<\/strong><\/p>\n<\/p>\n<p><p>\u516d\u3001\u4f7f\u7528\u81ea\u5b9a\u4e49\u51fd\u6570\uff1a<\/p>\n<p><strong>\u53ef\u4ee5\u6839\u636e\u7279\u5b9a\u9700\u6c42\u7f16\u5199\u81ea\u5b9a\u4e49\u51fd\u6570\u6765\u751f\u6210\u968f\u673a\u6574\u6570\u3002\u4f8b\u5982\uff0c\u53ef\u4ee5\u751f\u6210\u7b26\u5408\u67d0\u79cd\u5206\u5e03\u7684\u968f\u673a\u6574\u6570\u3002<\/strong><\/p>\n<\/p>\n<p><p><strong>\u793a\u4f8b\u4ee3\u7801\uff1a<\/strong><\/p>\n<\/p>\n<p><pre><code class=\"language-python\">import random<\/p>\n<p>def generate_custom_random_integers(num, start, end, distribution=&#39;uniform&#39;):<\/p>\n<p>    random_integers = []<\/p>\n<p>    for _ in range(num):<\/p>\n<p>        if distribution == &#39;uniform&#39;:<\/p>\n<p>            random_integers.append(random.randint(start, end))<\/p>\n<p>        elif distribution == &#39;normal&#39;:<\/p>\n<p>            mean = (start + end) \/ 2<\/p>\n<p>            stddev = (end - start) \/ 6<\/p>\n<p>            random_integers.append(int(random.gauss(mean, stddev)))<\/p>\n<p>        else:<\/p>\n<p>            r<a href=\"https:\/\/docs.pingcode.com\/blog\/59162.html\" target=\"_blank\">AI<\/a>se ValueError(&quot;Unsupported distribution type&quot;)<\/p>\n<p>    return random_integers<\/p>\n<h2><strong>\u751f\u621010\u4e2a1\u5230100\u4e4b\u95f4\u7684\u968f\u673a\u6574\u6570\uff0c\u7b26\u5408\u5747\u5300\u5206\u5e03<\/strong><\/h2>\n<p>custom_random_numbers_uniform = generate_custom_random_integers(10, 1, 100, distribution=&#39;uniform&#39;)<\/p>\n<p>print(custom_random_numbers_uniform)<\/p>\n<h2><strong>\u751f\u621010\u4e2a1\u5230100\u4e4b\u95f4\u7684\u968f\u673a\u6574\u6570\uff0c\u7b26\u5408\u6b63\u6001\u5206\u5e03<\/strong><\/h2>\n<p>custom_random_numbers_normal = generate_custom_random_integers(10, 1, 100, distribution=&#39;normal&#39;)<\/p>\n<p>print(custom_random_numbers_normal)<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><p><strong>\u5728\u4e0a\u8ff0\u4ee3\u7801\u4e2d\uff0cgenerate_custom_random_integers\u51fd\u6570\u53ef\u4ee5\u751f\u6210\u5747\u5300\u5206\u5e03\u548c\u6b63\u6001\u5206\u5e03\u7684\u968f\u673a\u6574\u6570\u3002\u5bf9\u4e8e\u6b63\u6001\u5206\u5e03\u7684\u968f\u673a\u6574\u6570\uff0c\u4f7f\u7528random.gauss()\u51fd\u6570\u751f\u6210\u968f\u673a\u6570\uff0c\u5e76\u8fdb\u884c\u9002\u5f53\u7684\u8f6c\u6362\u3002<\/strong><\/p>\n<\/p>\n<p><p>\u603b\u7ed3\uff1a<\/p>\n<p><strong>\u5728Python\u4e2d\uff0c\u751f\u6210\u968f\u673a\u6574\u6570\u7684\u65b9\u6cd5\u591a\u79cd\u591a\u6837\uff0c\u53ef\u4ee5\u6839\u636e\u5177\u4f53\u9700\u6c42\u9009\u62e9\u5408\u9002\u7684\u65b9\u6cd5\u3002\u4f7f\u7528random\u6a21\u5757\u3001numpy\u6a21\u5757\u3001\u5217\u8868\u751f\u6210\u5668\u7b49\u65b9\u6cd5\u53ef\u4ee5\u8f7b\u677e\u751f\u6210\u968f\u673a\u6574\u6570\u3002\u8fd8\u53ef\u4ee5\u8bbe\u7f6e\u968f\u673a\u79cd\u5b50\u4ee5\u91cd\u73b0\u7ed3\u679c\uff0c\u4f7f\u7528random.sample()\u751f\u6210\u4e0d\u91cd\u590d\u7684\u968f\u673a\u6574\u6570\uff0c\u6216\u8005\u7f16\u5199\u81ea\u5b9a\u4e49\u51fd\u6570\u751f\u6210\u7b26\u5408\u7279\u5b9a\u5206\u5e03\u7684\u968f\u673a\u6574\u6570\u3002<\/strong><\/p>\n<\/p>\n<h2><strong>\u76f8\u5173\u95ee\u7b54FAQs\uff1a<\/strong><\/h2>\n<p> <strong>\u5982\u4f55\u5728Python\u4e2d\u751f\u6210\u968f\u673a\u6574\u6570\u7684\u8303\u56f4\u53ef\u4ee5\u81ea\u5b9a\u4e49\u5417\uff1f<\/strong><br \/>\u662f\u7684\uff0c\u4f7f\u7528Python\u7684<code>random<\/code>\u6a21\u5757\u53ef\u4ee5\u751f\u6210\u6307\u5b9a\u8303\u56f4\u5185\u7684\u968f\u673a\u6574\u6570\u3002\u53ef\u4ee5\u901a\u8fc7<code>random.randint(a, b)<\/code>\u51fd\u6570\u6765\u4ea7\u751f\u4e00\u4e2a\u8303\u56f4\u5728<code>a<\/code>\u5230<code>b<\/code>\u4e4b\u95f4\u7684\u968f\u673a\u6574\u6570\uff0c\u5305\u62ec<code>a<\/code>\u548c<code>b<\/code>\u3002\u4f8b\u5982\uff0c<code>random.randint(1, 100)<\/code>\u4f1a\u751f\u6210\u4e00\u4e2a\u57281\u5230100\u4e4b\u95f4\u7684\u968f\u673a\u6574\u6570\u3002<\/p>\n<p><strong>\u5982\u4f55\u786e\u4fdd\u751f\u6210\u7684\u5341\u4e2a\u6574\u6570\u662f\u552f\u4e00\u7684\uff1f<\/strong><br \/>\u8981\u751f\u6210\u552f\u4e00\u7684\u968f\u673a\u6574\u6570\uff0c\u53ef\u4ee5\u4f7f\u7528<code>random.sample()<\/code>\u51fd\u6570\u3002\u6b64\u51fd\u6570\u5141\u8bb8\u4f60\u4ece\u4e00\u4e2a\u6307\u5b9a\u7684\u8303\u56f4\u4e2d\u62bd\u53d6\u4e0d\u91cd\u590d\u7684\u6574\u6570\u3002\u4f8b\u5982\uff0c<code>random.sample(range(1, 101), 10)<\/code>\u5c06\u4ece1\u5230100\u7684\u8303\u56f4\u4e2d\u968f\u673a\u62bd\u53d610\u4e2a\u4e0d\u91cd\u590d\u7684\u6574\u6570\u3002\u8bf7\u6ce8\u610f\uff0c\u8fd9\u4e2a\u8303\u56f4\u81f3\u5c11\u9700\u8981\u5305\u542b10\u4e2a\u6570\u5b57\u3002<\/p>\n<p><strong>\u5728Python\u4e2d\u751f\u6210\u968f\u673a\u6574\u6570\u65f6\uff0c\u5982\u4f55\u63a7\u5236\u968f\u673a\u6570\u7684\u79cd\u5b50\uff1f<\/strong><br \/>\u53ef\u4ee5\u4f7f\u7528<code>random.seed()<\/code>\u51fd\u6570\u6765\u8bbe\u7f6e\u968f\u673a\u6570\u751f\u6210\u7684\u79cd\u5b50\uff0c\u8fd9\u6837\u6bcf\u6b21\u8fd0\u884c\u7a0b\u5e8f\u65f6\u90fd\u4f1a\u751f\u6210\u76f8\u540c\u7684\u968f\u673a\u6570\u5e8f\u5217\u3002\u4f8b\u5982\uff0c\u8c03\u7528<code>random.seed(42)<\/code>\u540e\uff0c\u518d\u8c03\u7528<code>random.randint()<\/code>\u7b49\u51fd\u6570\uff0c\u751f\u6210\u7684\u968f\u673a\u6570\u5c06\u4f1a\u662f\u53ef\u91cd\u590d\u7684\u3002\u8fd9\u5728\u9700\u8981\u8c03\u8bd5\u6216\u590d\u73b0\u5b9e\u9a8c\u7ed3\u679c\u65f6\u975e\u5e38\u6709\u7528\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"\u5728Python\u4e2d\uff0c\u53ef\u4ee5\u4f7f\u7528\u591a\u79cd\u65b9\u6cd5\u6765\u968f\u673a\u4ea7\u751f\u5341\u4e2a\u6574\u6570\u3002\u4ee5\u4e0b\u662f\u51e0\u4e2a\u4e3b\u8981\u65b9\u6cd5\uff1a\u4f7f\u7528random\u6a21\u5757\u3001\u4f7f\u7528numpy 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