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class=post-content itemscope itemtype=http://schema.org/Article lang=zh-CN><link href=https://nicksxs.me/2025/10/12/%E5%B0%86claude%E7%94%A8%E7%9A%84%E6%9B%B4%E6%9C%89%E6%95%88%E4%B8%80%E4%BA%9B%E7%9A%84%E5%B0%8F%E7%AA%8D%E9%97%A8/ itemprop=mainEntityOfPage><span hidden itemprop=author itemscope itemtype=http://schema.org/Person><meta content=/uploads/avatar.jpg itemprop=image><meta content=Nicksxs itemprop=name></span><span hidden itemprop=publisher itemscope itemtype=http://schema.org/Organization><meta content="Nicksxs's Blog" itemprop=name><meta content="Nicksxs 的技术博客,深入 Java 运行时与生产诊断、低成本大模型推理和 Agent 工程实践。" itemprop=description></span><span hidden itemprop=post itemscope itemtype=http://schema.org/CreativeWork><meta content="将claude用的更有效一些的小窍门 | Nicksxs's Blog" itemprop=name><meta content="claude的模型现在在写代码这块还是比较权威的,只是也别小瞧了本身它的通用能力 我们打开类似于gpt,claude经常是以文本形式的提问,再得到文本形式的回答,但是对于我们程序员来说,还有一些用途其实是可以更有效的 比如我们可以让claude帮我们画图 像我们的uml图,可以…" itemprop=description></span><header class=post-header><h1 itemprop="name headline" class=post-title>将claude用的更有效一些的小窍门</h1><div class=post-meta-container><div class=post-meta><span class=post-meta-item><span class=post-meta-item-icon><i class="far fa-calendar"></i> </span><span class=post-meta-item-text>发表于</span> <time itemprop="dateCreated datePublished" title="创建时间:2025-10-12 20:03:15" datetime=2025-10-12T20:03:15+08:00>2025-10-12</time> </span><span class=post-meta-item><span class=post-meta-item-icon><i class="far fa-folder"></i> </span><span class=post-meta-item-text>分类于</span> <span itemprop=about itemscope itemtype=http://schema.org/Thing><a href=/categories/LLM/ itemprop=url rel=index><span itemprop=name>LLM</span></a> </span></span><span class="post-meta-item cloudflare-page-counter" data-increment=true data-path=/2025/10/12/%E5%B0%86claude%E7%94%A8%E7%9A%84%E6%9B%B4%E6%9C%89%E6%95%88%E4%B8%80%E4%BA%9B%E7%9A%84%E5%B0%8F%E7%AA%8D%E9%97%A8/ data-title=将claude用的更有效一些的小窍门 title=阅读次数><span class=post-meta-item-icon><i class="far fa-eye"></i> </span><span class=post-meta-item-text>阅读次数:</span> <span class=cloudflare-page-counter-count></span></span></div><div class=post-description>claude的模型现在在写代码这块还是比较权威的,只是也别小瞧了本身它的通用能力 我们打开类似于gpt,claude经常是以文本形式的提问,再得到文本形式的回答,但是对于我们程序员来说,还有一些用途其实是可以更有效的 比如我们可以让claude帮我们画图 像我们的uml图,可以…</div></div></header><div class=post-body itemprop=articleBody><p>claude的模型现在在写代码这块还是比较权威的,只是也别小瞧了本身它的通用能力<br>我们打开类似于gpt,claude经常是以文本形式的提问,再得到文本形式的回答,但是对于我们程序员来说,还有一些用途其实是可以更有效的<br>比如我们可以让claude帮我们画图<br>像我们的uml图,可以用文本化的plantuml或者mermaid等这些工具来画<br>比如我可以让claude给我画个深度学习路径图<figure class="highlight plaintext"><table><tr><td class=gutter><pre><span class=line>1</span><br><span class=line>2</span><br><span class=line>3</span><br><span class=line>4</span><br><span class=line>5</span><br><span class=line>6</span><br><span class=line>7</span><br><span class=line>8</span><br><span class=line>9</span><br><span class=line>10</span><br><span class=line>11</span><br><span 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class=line>111</span><br><span class=line>112</span><br><span class=line>113</span><br><span class=line>114</span><br><span class=line>115</span><br><span class=line>116</span><br><span class=line>117</span><br><span class=line>118</span><br><span class=line>119</span><br><span class=line>120</span><br><span class=line>121</span><br><span class=line>122</span><br><span class=line>123</span><br><span class=line>124</span><br><span class=line>125</span><br><span class=line>126</span><br><span class=line>127</span><br><span class=line>128</span><br><span class=line>129</span><br><span class=line>130</span><br><span class=line>131</span><br><span class=line>132</span><br><span class=line>133</span><br><span class=line>134</span><br><span class=line>135</span><br><span class=line>136</span><br><span class=line>137</span><br><span class=line>138</span><br><span class=line>139</span><br><span class=line>140</span><br><span class=line>141</span><br><span class=line>142</span><br><span class=line>143</span><br><span class=line>144</span><br><span class=line>145</span><br><span class=line>146</span><br><span class=line>147</span><br><span class=line>148</span><br><span class=line>149</span><br><span class=line>150</span><br><span class=line>151</span><br><span class=line>152</span><br><span class=line>153</span><br><span class=line>154</span><br><span class=line>155</span><br><span class=line>156</span><br><span class=line>157</span><br><span class=line>158</span><br><span class=line>159</span><br><span class=line>160</span><br></pre><td class=code><pre><span class=line>graph TD</span><br><span class=line> Start[开始学习神经网络] --> Phase1[第一阶段: 数学基础]</span><br><span class=line> </span><br><span class=line> Phase1 --> Math1[线性代数]</span><br><span class=line> Phase1 --> Math2[微积分]</span><br><span class=line> Phase1 --> Math3[概率统计]</span><br><span class=line> </span><br><span class=line> Math1 --> Math1a["矩阵运算、特征值&LTbr/>📚 3Blue1Brown线性代数系列&LTbr/>🔗 youtube.com/c/3blue1brown"]</span><br><span class=line> Math2 --> Math2a["偏导数、梯度、链式法则&LTbr/>📚 MIT 18.01单变量微积分&LTbr/>🔗 ocw.mit.edu"]</span><br><span class=line> Math3 --> Math3a["期望、方差、贝叶斯定理&LTbr/>📚 Probabilistic ML书籍&LTbr/>🔗 probml.github.io"]</span><br><span class=line> </span><br><span class=line> Math1a --> Phase2</span><br><span class=line> Math2a --> Phase2</span><br><span class=line> Math3a --> Phase2</span><br><span class=line> </span><br><span class=line> Phase2[第二阶段: 编程基础] --> Prog1[Python编程]</span><br><span class=line> Phase2 --> Prog2[NumPy/Pandas]</span><br><span class=line> Phase2 --> Prog3[数据可视化]</span><br><span class=line> </span><br><span class=line> Prog1 --> Prog1a["基础语法、面向对象&LTbr/>📚 Python Crash Course&LTbr/>🔗 nostarch.com/python-crash-course"]</span><br><span class=line> Prog2 --> Prog2a["数组操作、数据处理&LTbr/>📚 NumPy官方教程&LTbr/>🔗 numpy.org/doc"]</span><br><span class=line> Prog3 --> Prog3a["Matplotlib、Seaborn&LTbr/>📚 Python Data Science Handbook&LTbr/>🔗 jakevdp.github.io"]</span><br><span class=line> </span><br><span class=line> Prog1a --> Phase3</span><br><span class=line> Prog2a --> Phase3</span><br><span class=line> Prog3a --> Phase3</span><br><span class=line> </span><br><span class=line> Phase3[第三阶段: 机器学习基础] --> ML1[监督学习]</span><br><span class=line> Phase3 --> ML2[损失函数]</span><br><span class=line> Phase3 --> ML3[优化算法]</span><br><span class=line> </span><br><span class=line> ML1 --> ML1a["线性回归、逻辑回归&LTbr/>📚 Andrew Ng ML课程&LTbr/>🔗 coursera.org/learn/machine-learning"]</span><br><span class=line> ML2 --> ML2a["MSE、交叉熵&LTbr/>📚 Deep Learning Book Ch5&LTbr/>🔗 deeplearningbook.org"]</span><br><span class=line> ML3 --> ML3a["梯度下降、SGD&LTbr/>📚 Sebastian Ruder优化综述&LTbr/>🔗 ruder.io/optimizing-gradient-descent"]</span><br><span class=line> </span><br><span class=line> ML1a --> Phase4</span><br><span class=line> ML2a --> Phase4</span><br><span class=line> ML3a --> Phase4</span><br><span class=line> </span><br><span class=line> Phase4[第四阶段: 神经网络基础] --> NN1[感知机]</span><br><span class=line> Phase4 --> NN2[前馈神经网络]</span><br><span class=line> Phase4 --> NN3[反向传播]</span><br><span class=line> </span><br><span class=line> NN1 --> NN1a["单层感知机、多层感知机&LTbr/>📚 Neural Networks and Deep Learning&LTbr/>🔗 neuralnetworksanddeeplearning.com"]</span><br><span class=line> NN2 --> NN2a["全连接层、激活函数&LTbr/>📚 Stanford CS231n Lecture 4&LTbr/>🔗 cs231n.stanford.edu"]</span><br><span class=line> NN3 --> NN3a["链式法则、梯度计算&LTbr/>📚 Backprop Calculus详解&LTbr/>🔗 colah.github.io"]</span><br><span class=line> </span><br><span class=line> NN1a --> Phase5</span><br><span class=line> NN2a --> Phase5</span><br><span class=line> NN3a --> Phase5</span><br><span class=line> </span><br><span class=line> Phase5[第五阶段: 深度学习框架] --> FW1[PyTorch]</span><br><span class=line> Phase5 --> FW2[TensorFlow/Keras]</span><br><span class=line> </span><br><span class=line> FW1 --> FW1a["Tensor操作、自动微分&LTbr/>📚 PyTorch官方教程&LTbr/>🔗 pytorch.org/tutorials"]</span><br><span class=line> FW2 --> FW2a["模型构建、训练流程&LTbr/>📚 TensorFlow实战&LTbr/>🔗 tensorflow.org/tutorials"]</span><br><span class=line> </span><br><span class=line> FW1a --> Phase6</span><br><span class=line> FW2a --> Phase6</span><br><span class=line> </span><br><span class=line> Phase6[第六阶段: 卷积神经网络CNN] --> CNN1[卷积层原理]</span><br><span class=line> Phase6 --> CNN2[经典架构]</span><br><span class=line> Phase6 --> CNN3[应用领域]</span><br><span class=line> </span><br><span class=line> CNN1 --> CNN1a["卷积、池化、感受野&LTbr/>📚 CS231n Convolutional Networks&LTbr/>🔗 cs231n.github.io/convolutional-networks"]</span><br><span class=line> CNN2 --> CNN2a["LeNet、AlexNet、VGG&LTbr/>ResNet、Inception、EfficientNet&LTbr/>📚 论文集合: paperswithcode.com&LTbr/>🔗 paperswithcode.com/methods/category/convolutional-neural-networks"]</span><br><span class=line> CNN3 --> CNN3a["图像分类、目标检测、分割&LTbr/>📚 Computer Vision: Algorithms and Applications&LTbr/>🔗 szeliski.org/Book"]</span><br><span class=line> </span><br><span class=line> CNN1a --> Phase7</span><br><span class=line> CNN2a --> Phase7</span><br><span class=line> CNN3a --> Phase7</span><br><span class=line> </span><br><span class=line> Phase7[第七阶段: 循环神经网络RNN] --> RNN1[RNN基础]</span><br><span class=line> Phase7 --> RNN2[LSTM/GRU]</span><br><span class=line> Phase7 --> RNN3[序列建模]</span><br><span class=line> </span><br><span class=line> RNN1 --> RNN1a["循环结构、时间展开&LTbr/>📚 Understanding LSTM Networks&LTbr/>🔗 colah.github.io/posts/2015-08-Understanding-LSTMs"]</span><br><span class=line> RNN2 --> RNN2a["门控机制、长期依赖&LTbr/>📚 Illustrated Guide to LSTM/GRU&LTbr/>🔗 towardsdatascience.com"]</span><br><span class=line> RNN3 --> RNN3a["时间序列、语言模型&LTbr/>📚 Sequence Models课程&LTbr/>🔗 coursera.org/learn/nlp-sequence-models"]</span><br><span class=line> </span><br><span class=line> RNN1a --> Phase8</span><br><span class=line> RNN2a --> Phase8</span><br><span class=line> RNN3a --> Phase8</span><br><span class=line> </span><br><span class=line> Phase8[第八阶段: 注意力机制与Transformer] --> ATT1[注意力机制]</span><br><span class=line> Phase8 --> ATT2[Transformer架构]</span><br><span class=line> Phase8 --> ATT3[预训练模型]</span><br><span class=line> </span><br><span class=line> ATT1 --> ATT1a["Self-Attention、Multi-Head&LTbr/>📚 Attention Is All You Need&LTbr/>🔗 arxiv.org/abs/1706.03762"]</span><br><span class=line> ATT2 --> ATT2a["Encoder-Decoder、位置编码&LTbr/>📚 The Illustrated Transformer&LTbr/>🔗 jalammar.github.io/illustrated-transformer"]</span><br><span class=line> ATT3 --> ATT3a["BERT、GPT系列、T5&LTbr/>📚 Hugging Face Course&LTbr/>🔗 huggingface.co/course"]</span><br><span class=line> </span><br><span class=line> ATT1a --> Phase9</span><br><span class=line> ATT2a --> Phase9</span><br><span class=line> ATT3a --> Phase9</span><br><span class=line> </span><br><span class=line> Phase9[第九阶段: 生成模型] --> GEN1[自编码器]</span><br><span class=line> Phase9 --> GEN2[生成对抗网络GAN]</span><br><span class=line> Phase9 --> GEN3[扩散模型]</span><br><span class=line> </span><br><span class=line> GEN1 --> GEN1a["AE、VAE、特征学习&LTbr/>📚 Tutorial on VAE&LTbr/>🔗 arxiv.org/abs/1606.05908"]</span><br><span class=line> GEN2 --> GEN2a["判别器、生成器、对抗训练&LTbr/>📚 GAN Lab交互式可视化&LTbr/>🔗 poloclub.github.io/ganlab"]</span><br><span class=line> GEN3 --> GEN3a["DDPM、Stable Diffusion&LTbr/>📚 Diffusion Models教程&LTbr/>🔗 lilianweng.github.io/posts/2021-07-11-diffusion-models"]</span><br><span class=line> </span><br><span class=line> GEN1a --> Phase10</span><br><span class=line> GEN2a --> Phase10</span><br><span class=line> GEN3a --> Phase10</span><br><span class=line> </span><br><span class=line> Phase10[第十阶段: 高级技术] --> ADV1[正则化技术]</span><br><span class=line> Phase10 --> ADV2[优化技巧]</span><br><span class=line> Phase10 --> ADV3[模型压缩]</span><br><span class=line> </span><br><span class=line> ADV1 --> ADV1a["Dropout、BatchNorm、数据增强&LTbr/>📚 CS231n训练技巧&LTbr/>🔗 cs231n.github.io/neural-networks-2"]</span><br><span class=line> ADV2 --> ADV2a["Adam、学习率调度、梯度裁剪&LTbr/>📚 An Overview of Optimization&LTbr/>🔗 arxiv.org/abs/1609.04747"]</span><br><span class=line> ADV3 --> ADV3a["剪枝、量化、知识蒸馏&LTbr/>📚 Model Compression Survey&LTbr/>🔗 arxiv.org/abs/1710.09282"]</span><br><span class=line> </span><br><span class=line> ADV1a --> Phase11</span><br><span class=line> ADV2a --> Phase11</span><br><span class=line> ADV3a --> Phase11</span><br><span class=line> </span><br><span class=line> Phase11[第十一阶段: 实践项目] --> PROJ1[计算机视觉项目]</span><br><span class=line> Phase11 --> PROJ2[自然语言处理项目]</span><br><span class=line> Phase11 --> PROJ3[多模态项目]</span><br><span class=line> </span><br><span class=line> PROJ1 --> PROJ1a["Kaggle图像竞赛&LTbr/>物体检测系统&LTbr/>📚 PyImageSearch教程&LTbr/>🔗 pyimagesearch.com"]</span><br><span class=line> PROJ2 --> PROJ2a["文本分类、情感分析&LTbr/>问答系统、对话机器人&LTbr/>📚 实战项目集合&LTbr/>🔗 github.com/dair-ai/ML-Papers-Explained"]</span><br><span class=line> PROJ3 --> PROJ3a["图像描述、视觉问答&LTbr/>📚 OpenAI CLIP论文&LTbr/>🔗 arxiv.org/abs/2103.00020"]</span><br><span class=line> </span><br><span class=line> PROJ1a --> Phase12</span><br><span class=line> PROJ2a --> Phase12</span><br><span class=line> PROJ3a --> Phase12</span><br><span class=line> </span><br><span class=line> Phase12[第十二阶段: 前沿研究] --> RES1[大语言模型LLM]</span><br><span class=line> Phase12 --> RES2[强化学习]</span><br><span class=line> Phase12 --> RES3[神经架构搜索]</span><br><span class=line> </span><br><span class=line> RES1 --> RES1a["GPT-4、Claude、Llama系列&LTbr/>📚 LLM综述论文&LTbr/>🔗 arxiv.org/abs/2303.18223"]</span><br><span class=line> RES2 --> RES2a["DQN、PPO、AlphaGo&LTbr/>📚 Spinning Up in Deep RL&LTbr/>🔗 spinningup.openai.com"]</span><br><span class=line> RES3 --> RES3a["AutoML、NAS方法&LTbr/>📚 NAS Survey&LTbr/>🔗 arxiv.org/abs/1808.05377"]</span><br><span class=line> </span><br><span class=line> RES1a --> End</span><br><span class=line> RES2a --> End</span><br><span class=line> RES3a --> End</span><br><span class=line> </span><br><span class=line> End[🎓 持续学习与研究]</span><br><span class=line> </span><br><span class=line> style Start fill:#e1f5e1</span><br><span class=line> style Phase1 fill:#fff4e6</span><br><span class=line> style Phase2 fill:#fff4e6</span><br><span class=line> style Phase3 fill:#e3f2fd</span><br><span class=line> style Phase4 fill:#e3f2fd</span><br><span class=line> style Phase5 fill:#f3e5f5</span><br><span class=line> style Phase6 fill:#fce4ec</span><br><span class=line> style Phase7 fill:#fce4ec</span><br><span class=line> style Phase8 fill:#e0f2f1</span><br><span class=line> style Phase9 fill:#fff9c4</span><br><span class=line> style Phase10 fill:#ffebee</span><br><span class=line> style Phase11 fill:#e8f5e9</span><br><span class=line> style Phase12 fill:#e1bee7</span><br><span class=line> style End fill:#c8e6c9</span><br></pre></table></figure><p>生成出来的图效果还是挺不错的<br><img loading=lazy src=https://img.nicksxs.me/uPic/Z0yZeI.png><br>另外比如我们想要生成一个电商系统的下单交易流程<figure class="highlight plaintext"><table><tr><td class=gutter><pre><span class=line>1</span><br><span class=line>2</span><br><span class=line>3</span><br><span class=line>4</span><br><span class=line>5</span><br><span class=line>6</span><br><span class=line>7</span><br><span class=line>8</span><br><span class=line>9</span><br><span class=line>10</span><br><span class=line>11</span><br><span class=line>12</span><br><span class=line>13</span><br><span class=line>14</span><br><span class=line>15</span><br><span class=line>16</span><br><span class=line>17</span><br><span class=line>18</span><br><span class=line>19</span><br><span class=line>20</span><br><span class=line>21</span><br><span class=line>22</span><br><span class=line>23</span><br><span class=line>24</span><br><span class=line>25</span><br><span class=line>26</span><br><span class=line>27</span><br><span class=line>28</span><br><span class=line>29</span><br><span class=line>30</span><br><span class=line>31</span><br><span class=line>32</span><br><span class=line>33</span><br><span class=line>34</span><br><span class=line>35</span><br><span class=line>36</span><br><span class=line>37</span><br><span class=line>38</span><br><span class=line>39</span><br><span class=line>40</span><br><span class=line>41</span><br><span class=line>42</span><br><span class=line>43</span><br><span class=line>44</span><br><span class=line>45</span><br><span class=line>46</span><br><span class=line>47</span><br><span class=line>48</span><br><span class=line>49</span><br><span class=line>50</span><br><span class=line>51</span><br><span class=line>52</span><br><span class=line>53</span><br><span class=line>54</span><br><span class=line>55</span><br><span class=line>56</span><br><span class=line>57</span><br><span class=line>58</span><br><span class=line>59</span><br><span class=line>60</span><br><span class=line>61</span><br><span class=line>62</span><br><span class=line>63</span><br><span class=line>64</span><br><span class=line>65</span><br><span class=line>66</span><br><span class=line>67</span><br><span class=line>68</span><br><span class=line>69</span><br><span class=line>70</span><br><span class=line>71</span><br><span class=line>72</span><br><span class=line>73</span><br><span class=line>74</span><br><span class=line>75</span><br><span class=line>76</span><br><span class=line>77</span><br><span class=line>78</span><br><span class=line>79</span><br><span class=line>80</span><br><span class=line>81</span><br><span class=line>82</span><br><span class=line>83</span><br><span class=line>84</span><br><span class=line>85</span><br><span class=line>86</span><br><span class=line>87</span><br><span class=line>88</span><br><span class=line>89</span><br><span class=line>90</span><br><span class=line>91</span><br><span class=line>92</span><br><span class=line>93</span><br><span class=line>94</span><br><span class=line>95</span><br><span class=line>96</span><br><span class=line>97</span><br><span class=line>98</span><br><span class=line>99</span><br><span class=line>100</span><br><span class=line>101</span><br><span class=line>102</span><br><span class=line>103</span><br><span class=line>104</span><br><span class=line>105</span><br><span class=line>106</span><br><span class=line>107</span><br><span class=line>108</span><br><span class=line>109</span><br><span class=line>110</span><br><span class=line>111</span><br><span class=line>112</span><br><span class=line>113</span><br><span class=line>114</span><br><span class=line>115</span><br><span class=line>116</span><br><span class=line>117</span><br><span class=line>118</span><br><span class=line>119</span><br><span class=line>120</span><br><span class=line>121</span><br><span class=line>122</span><br><span class=line>123</span><br><span class=line>124</span><br><span class=line>125</span><br><span class=line>126</span><br><span class=line>127</span><br><span class=line>128</span><br><span class=line>129</span><br><span class=line>130</span><br><span class=line>131</span><br><span class=line>132</span><br><span class=line>133</span><br><span class=line>134</span><br><span class=line>135</span><br><span class=line>136</span><br><span class=line>137</span><br><span class=line>138</span><br><span class=line>139</span><br><span class=line>140</span><br><span class=line>141</span><br><span class=line>142</span><br><span class=line>143</span><br><span class=line>144</span><br><span class=line>145</span><br><span class=line>146</span><br><span class=line>147</span><br><span class=line>148</span><br><span class=line>149</span><br><span class=line>150</span><br><span class=line>151</span><br><span class=line>152</span><br><span class=line>153</span><br><span class=line>154</span><br><span class=line>155</span><br><span class=line>156</span><br><span class=line>157</span><br><span class=line>158</span><br><span class=line>159</span><br><span class=line>160</span><br><span class=line>161</span><br><span class=line>162</span><br><span class=line>163</span><br><span class=line>164</span><br><span class=line>165</span><br><span class=line>166</span><br><span class=line>167</span><br><span class=line>168</span><br><span class=line>169</span><br><span class=line>170</span><br><span class=line>171</span><br><span class=line>172</span><br><span class=line>173</span><br><span class=line>174</span><br><span class=line>175</span><br><span class=line>176</span><br><span class=line>177</span><br><span class=line>178</span><br><span class=line>179</span><br><span class=line>180</span><br><span class=line>181</span><br><span class=line>182</span><br><span class=line>183</span><br><span class=line>184</span><br><span class=line>185</span><br><span class=line>186</span><br><span class=line>187</span><br><span class=line>188</span><br><span class=line>189</span><br><span class=line>190</span><br><span class=line>191</span><br><span class=line>192</span><br><span class=line>193</span><br><span class=line>194</span><br><span class=line>195</span><br><span class=line>196</span><br><span class=line>197</span><br><span class=line>198</span><br><span class=line>199</span><br><span class=line>200</span><br><span class=line>201</span><br><span class=line>202</span><br><span class=line>203</span><br><span class=line>204</span><br><span class=line>205</span><br><span class=line>206</span><br><span class=line>207</span><br><span class=line>208</span><br><span class=line>209</span><br><span class=line>210</span><br><span class=line>211</span><br><span class=line>212</span><br><span class=line>213</span><br><span class=line>214</span><br><span class=line>215</span><br><span class=line>216</span><br><span class=line>217</span><br><span class=line>218</span><br><span class=line>219</span><br><span class=line>220</span><br><span class=line>221</span><br><span class=line>222</span><br><span class=line>223</span><br><span class=line>224</span><br><span class=line>225</span><br><span class=line>226</span><br><span class=line>227</span><br><span class=line>228</span><br><span class=line>229</span><br><span class=line>230</span><br><span class=line>231</span><br><span class=line>232</span><br><span class=line>233</span><br><span class=line>234</span><br><span class=line>235</span><br><span class=line>236</span><br><span class=line>237</span><br><span class=line>238</span><br><span class=line>239</span><br><span class=line>240</span><br><span class=line>241</span><br><span class=line>242</span><br><span class=line>243</span><br><span class=line>244</span><br><span class=line>245</span><br><span class=line>246</span><br><span class=line>247</span><br><span class=line>248</span><br><span class=line>249</span><br><span class=line>250</span><br><span class=line>251</span><br><span class=line>252</span><br><span class=line>253</span><br><span class=line>254</span><br><span class=line>255</span><br><span class=line>256</span><br><span class=line>257</span><br><span class=line>258</span><br><span class=line>259</span><br><span class=line>260</span><br><span class=line>261</span><br><span class=line>262</span><br><span class=line>263</span><br><span class=line>264</span><br><span class=line>265</span><br><span class=line>266</span><br><span class=line>267</span><br><span class=line>268</span><br></pre><td class=code><pre><span class=line>sequenceDiagram</span><br><span class=line> actor User as 👤 用户</span><br><span class=line> participant Web as 🌐 Web/App前端</span><br><span class=line> participant Gateway as 🚪 API网关</span><br><span class=line> participant Auth as 🔐 认证服务</span><br><span class=line> participant Product as 📦 商品服务</span><br><span class=line> participant Cart as 🛒 购物车服务</span><br><span class=line> participant Order as 📋 订单服务</span><br><span class=line> participant Inventory as 📊 库存服务</span><br><span class=line> participant Coupon as 🎫 优惠券服务</span><br><span class=line> participant Payment as 💳 支付服务</span><br><span class=line> participant PayGateway as 💰 支付网关</span><br><span class=line> participant MQ as 📨 消息队列</span><br><span class=line> participant WMS as 🏭 仓储系统</span><br><span class=line> participant Logistics as 🚚 物流系统</span><br><span class=line> participant Notify as 📧 通知服务</span><br><span class=line> participant AfterSale as 🔄 售后服务</span><br><span class=line> participant Finance as 💵 财务系统</span><br><span class=line></span><br><span class=line> Note over User,Finance: 📚 参考架构:微服务电商系统&LTbr/>🔗 github.com/macrozheng/mall</span><br><span class=line></span><br><span class=line> %% 登录认证阶段</span><br><span class=line> rect rgb(230, 245, 255)</span><br><span class=line> Note over User,Auth: 第一阶段:用户认证</span><br><span class=line> User->>Web: 1. 打开电商平台</span><br><span class=line> Web->>Gateway: 2. 请求登录页面</span><br><span class=line> Gateway->>Auth: 3. 验证会话状态</span><br><span class=line> </span><br><span class=line> alt 未登录</span><br><span class=line> Auth-->>Web: 4. 返回登录页面</span><br><span class=line> User->>Web: 5. 输入账号密码/手机验证码</span><br><span class=line> Web->>Auth: 6. 提交登录请求</span><br><span class=line> Note right of Auth: 🔐 JWT Token生成&LTbr/>📚 RFC 7519标准&LTbr/>🔗 jwt.io</span><br><span class=line> Auth->>Auth: 7. 验证凭证</span><br><span class=line> Auth-->>Web: 8. 返回Token</span><br><span class=line> Web->>Web: 9. 存储Token到Cookie/LocalStorage</span><br><span class=line> else 已登录</span><br><span class=line> Auth-->>Web: 4. 验证通过</span><br><span class=line> end</span><br><span class=line> end</span><br><span class=line></span><br><span class=line> %% 商品浏览阶段</span><br><span class=line> rect rgb(245, 255, 230)</span><br><span class=line> Note over User,Product: 第二阶段:商品浏览</span><br><span class=line> User->>Web: 10. 搜索/浏览商品</span><br><span class=line> Web->>Gateway: 11. 商品查询请求</span><br><span class=line> Gateway->>Product: 12. 转发查询</span><br><span class=line> Note right of Product: 🔍 Elasticsearch全文搜索&LTbr/>📚 搜索引擎实战&LTbr/>🔗 elastic.co/guide</span><br><span class=line> Product->>Product: 13. 从ES/缓存查询</span><br><span class=line> Product-->>Web: 14. 返回商品列表</span><br><span class=line> </span><br><span class=line> User->>Web: 15. 点击商品详情</span><br><span class=line> Web->>Gateway: 16. 请求商品详情</span><br><span class=line> Gateway->>Product: 17. 查询商品信息</span><br><span class=line> Gateway->>Inventory: 18. 查询库存信息</span><br><span class=line> Note right of Inventory: 💾 Redis缓存+MySQL&LTbr/>📚 缓存穿透/击穿方案&LTbr/>🔗 redis.io/topics/lru-cache</span><br><span class=line> </span><br><span class=line> par 并行查询</span><br><span class=line> Product-->>Gateway: 19a. 返回商品详情</span><br><span class=line> and</span><br><span class=line> Inventory-->>Gateway: 19b. 返回库存数量</span><br><span class=line> end</span><br><span class=line> Gateway-->>Web: 20. 聚合返回</span><br><span class=line> end</span><br><span class=line></span><br><span class=line> %% 购物车阶段</span><br><span class=line> rect rgb(255, 245, 230)</span><br><span class=line> Note over User,Cart: 第三阶段:加入购物车</span><br><span class=line> User->>Web: 21. 选择规格并加入购物车</span><br><span class=line> Web->>Gateway: 22. 加购请求</span><br><span class=line> Gateway->>Cart: 23. 添加到购物车</span><br><span class=line> Note right of Cart: 🗄️ Redis存储购物车&LTbr/>📚 分布式Session方案&LTbr/>🔗 spring.io/projects/spring-session</span><br><span class=line> Cart->>Inventory: 24. 验证库存是否充足</span><br><span class=line> Inventory-->>Cart: 25. 返回库存状态</span><br><span class=line> Cart->>Cart: 26. 计算商品小计</span><br><span class=line> Cart-->>Web: 27. 返回购物车数据</span><br><span class=line> </span><br><span class=line> User->>Web: 28. 查看购物车</span><br><span class=line> Web->>Gateway: 29. 获取购物车列表</span><br><span class=line> Gateway->>Cart: 30. 查询购物车</span><br><span class=line> Cart->>Product: 31. 批量查询商品最新价格</span><br><span class=line> Cart->>Coupon: 32. 查询可用优惠券</span><br><span class=line> Note right of Coupon: 🎫 优惠券系统设计&LTbr/>📚 促销引擎架构&LTbr/>🔗 tech.meituan.com</span><br><span class=line> </span><br><span class=line> par 并行查询</span><br><span class=line> Product-->>Cart: 33a. 返回价格信息</span><br><span class=line> and</span><br><span class=line> Coupon-->>Cart: 33b. 返回可用优惠券</span><br><span class=line> end</span><br><span class=line> Cart-->>Web: 34. 返回购物车详情</span><br><span class=line> end</span><br><span class=line></span><br><span class=line> %% 订单创建阶段</span><br><span class=line> rect rgb(255, 240, 245)</span><br><span class=line> Note over User,Order: 第四阶段:订单创建</span><br><span class=line> User->>Web: 35. 点击结算</span><br><span class=line> Web->>Gateway: 36. 进入结算页</span><br><span class=line> Gateway->>Order: 37. 创建预订单</span><br><span class=line> </span><br><span class=line> User->>Web: 38. 选择收货地址/优惠券</span><br><span class=line> Web->>Gateway: 39. 提交订单</span><br><span class=line> Gateway->>Order: 40. 创建订单请求</span><br><span class=line> </span><br><span class=line> Note right of Order: 🔢 雪花算法生成订单号&LTbr/>📚 分布式ID生成方案&LTbr/>🔗 github.com/twitter/snowflake</span><br><span class=line> Order->>Order: 41. 生成订单号</span><br><span class=line> Order->>Coupon: 42. 锁定优惠券</span><br><span class=line> Order->>Inventory: 43. 预扣减库存</span><br><span class=line> Note right of Inventory: ⚠️ 分布式锁防超卖&LTbr/>📚 Redis+Lua脚本&LTbr/>🔗 redisson.org</span><br><span class=line> </span><br><span class=line> alt 库存充足</span><br><span class=line> Inventory-->>Order: 44. 扣减成功</span><br><span class=line> Coupon-->>Order: 45. 锁定成功</span><br><span class=line> Order->>Order: 46. 订单状态:待支付</span><br><span class=line> Order-->>Web: 47. 返回订单信息</span><br><span class=line> else 库存不足</span><br><span class=line> Inventory-->>Order: 44. 库存不足</span><br><span class=line> Order-->>Web: 47. 返回库存不足提示</span><br><span class=line> end</span><br><span class=line> end</span><br><span class=line></span><br><span class=line> %% 支付阶段</span><br><span class=line> rect rgb(240, 248, 255)</span><br><span class=line> Note over User,PayGateway: 第五阶段:支付处理</span><br><span class=line> User->>Web: 48. 选择支付方式</span><br><span class=line> Web->>Gateway: 49. 发起支付请求</span><br><span class=line> Gateway->>Payment: 50. 创建支付单</span><br><span class=line> </span><br><span class=line> Note right of Payment: 💳 聚合支付设计&LTbr/>📚 支付系统架构&LTbr/>🔗 github.com/Exrick/xpay</span><br><span class=line> Payment->>Payment: 51. 生成支付单号</span><br><span class=line> Payment->>Order: 52. 关联订单</span><br><span class=line> Payment->>PayGateway: 53. 调用支付渠道</span><br><span class=line> </span><br><span class=line> alt 支付宝支付</span><br><span class=line> Note right of PayGateway: 💰 支付宝SDK&LTbr/>📚 开放平台文档&LTbr/>🔗 opendocs.alipay.com</span><br><span class=line> PayGateway->>PayGateway: 54. 调用支付宝API</span><br><span class=line> else 微信支付</span><br><span class=line> Note right of PayGateway: 💚 微信支付API&LTbr/>📚 支付开发文档&LTbr/>🔗 pay.weixin.qq.com</span><br><span class=line> PayGateway->>PayGateway: 54. 调用微信支付API</span><br><span class=line> end</span><br><span class=line> </span><br><span class=line> PayGateway-->>User: 55. 返回支付页面/二维码</span><br><span class=line> User->>User: 56. 完成支付操作</span><br><span class=line> </span><br><span class=line> Note over PayGateway,Payment: 🔔 异步回调通知</span><br><span class=line> PayGateway->>Payment: 57. 支付成功回调</span><br><span class=line> Note right of Payment: 📚 幂等性设计&LTbr/>🔗 martinfowler.com/articles/patterns-of-distributed-systems</span><br><span class=line> Payment->>Payment: 58. 验证签名并去重</span><br><span class=line> Payment->>Order: 59. 更新订单状态为已支付</span><br><span class=line> Payment->>MQ: 60. 发送支付成功消息</span><br><span class=line> </span><br><span class=line> par 异步处理</span><br><span class=line> MQ->>Notify: 61a. 发送通知</span><br><span class=line> Note right of Notify: 📧 消息推送&LTbr/>📚 RabbitMQ/Kafka&LTbr/>🔗 rabbitmq.com</span><br><span class=line> Notify->>User: 短信/邮件/Push通知</span><br><span class=line> and</span><br><span class=line> MQ->>Order: 61b. 确认订单</span><br><span class=line> Order->>Order: 更新订单:待发货</span><br><span class=line> end</span><br><span class=line> end</span><br><span class=line></span><br><span class=line> %% 仓储物流阶段</span><br><span class=line> rect rgb(232, 245, 233)</span><br><span class=line> Note over Order,Logistics: 第六阶段:仓储配送</span><br><span class=line> Order->>WMS: 62. 推送发货指令</span><br><span class=line> Note right of WMS: 📦 WMS系统设计&LTbr/>📚 仓储管理实践&LTbr/>🔗 github.com/topics/wms</span><br><span class=line> </span><br><span class=line> WMS->>WMS: 63. 订单拆分(多仓)</span><br><span class=line> WMS->>WMS: 64. 波次拣货</span><br><span class=line> WMS->>WMS: 65. 打包称重</span><br><span class=line> WMS->>Logistics: 66. 创建物流订单</span><br><span class=line> </span><br><span class=line> Note right of Logistics: 🚚 电子面单生成&LTbr/>📚 菜鸟/快递鸟API&LTbr/>🔗 kdniao.com</span><br><span class=line> Logistics->>Logistics: 67. 生成运单号</span><br><span class=line> Logistics->>Logistics: 68. 打印电子面单</span><br><span class=line> Logistics-->>WMS: 69. 返回物流信息</span><br><span class=line> </span><br><span class=line> WMS->>Order: 70. 更新订单为已发货</span><br><span class=line> Order->>MQ: 71. 发送发货消息</span><br><span class=line> MQ->>Notify: 72. 通知用户已发货</span><br><span class=line> Notify->>User: 73. 发送物流信息</span><br><span class=line> </span><br><span class=line> loop 物流跟踪</span><br><span class=line> Logistics->>Logistics: 74. 更新物流轨迹</span><br><span class=line> Note right of Logistics: 🗺️ 物流轨迹追踪&LTbr/>📚 快递100 API&LTbr/>🔗 kuaidi100.com</span><br><span class=line> Logistics->>Order: 75. 同步物流状态</span><br><span class=line> Order->>Notify: 76. 推送物流更新</span><br><span class=line> Notify->>User: 77. 实时物流通知</span><br><span class=line> end</span><br><span class=line> </span><br><span class=line> Logistics->>Order: 78. 签收成功</span><br><span class=line> Order->>Order: 79. 更新订单:已签收</span><br><span class=line> Order->>MQ: 80. 发送签收消息</span><br><span class=line> end</span><br><span class=line></span><br><span class=line> %% 订单完成阶段</span><br><span class=line> rect rgb(255, 243, 224)</span><br><span class=line> Note over User,Finance: 第七阶段:订单完成</span><br><span class=line> MQ->>Order: 81. 触发自动确认收货定时器</span><br><span class=line> Note right of Order: ⏰ 7天自动确认&LTbr/>📚 XXL-Job定时任务&LTbr/>🔗 xuxueli.com/xxl-job</span><br><span class=line> </span><br><span class=line> alt 用户主动确认</span><br><span class=line> User->>Web: 82a. 确认收货</span><br><span class=line> Web->>Order: 83a. 确认收货请求</span><br><span class=line> else 超时自动确认</span><br><span class=line> Order->>Order: 82b. 7天后自动确认</span><br><span class=line> end</span><br><span class=line> </span><br><span class=line> Order->>Order: 84. 订单状态:已完成</span><br><span class=line> Order->>Finance: 85. 触发结算</span><br><span class=line> Note right of Finance: 💰 T+1结算&LTbr/>📚 财务对账系统&LTbr/>🔗 accounting-system-design.com</span><br><span class=line> </span><br><span class=line> Finance->>Finance: 86. 计算平台佣金</span><br><span class=line> Finance->>Finance: 87. 生成结算单</span><br><span class=line> </span><br><span class=line> User->>Web: 88. 评价商品</span><br><span class=line> Web->>Product: 89. 提交评价</span><br><span class=line> Note right of Product: ⭐ UGC内容审核&LTbr/>📚 评价系统设计&LTbr/>🔗 review-system-architecture.com</span><br><span class=line> Product->>Product: 90. 审核并发布评价</span><br><span class=line> end</span><br><span class=line></span><br><span class=line> %% 售后阶段</span><br><span class=line> rect rgb(255, 235, 238)</span><br><span class=line> Note over User,AfterSale: 第八阶段:售后服务(可选)</span><br><span class=line> opt 需要售后</span><br><span class=line> User->>Web: 91. 申请退货/换货</span><br><span class=line> Web->>AfterSale: 92. 创建售后单</span><br><span class=line> Note right of AfterSale: 🔄 售后工单系统&LTbr/>📚 7天无理由退货&LTbr/>🔗 消费者权益保护法</span><br><span class=line> </span><br><span class=line> AfterSale->>AfterSale: 93. 售后审核</span><br><span class=line> </span><br><span class=line> alt 审核通过</span><br><span class=line> AfterSale-->>User: 94. 审核通过,返回退货地址</span><br><span class=line> User->>Logistics: 95. 寄回商品</span><br><span class=line> Logistics->>WMS: 96. 商品入库</span><br><span class=line> WMS->>AfterSale: 97. 确认收货</span><br><span class=line> AfterSale->>Inventory: 98. 库存回补</span><br><span class=line> AfterSale->>Payment: 99. 发起退款</span><br><span class=line> Note right of Payment: 💵 原路退回&LTbr/>📚 退款流程设计&LTbr/>🔗 refund-process-design.com</span><br><span class=line> Payment->>PayGateway: 100. 调用退款接口</span><br><span class=line> PayGateway-->>Payment: 101. 退款成功</span><br><span class=line> Payment->>MQ: 102. 发送退款消息</span><br><span class=line> MQ->>Notify: 103. 通知用户</span><br><span class=line> Notify->>User: 104. 退款到账通知</span><br><span class=line> else 审核拒绝</span><br><span class=line> AfterSale-->>User: 94. 拒绝售后申请</span><br><span class=line> end</span><br><span class=line> end</span><br><span class=line> end</span><br><span class=line></span><br><span class=line> %% 数据分析阶段</span><br><span class=line> rect rgb(227, 242, 253)</span><br><span class=line> Note over Order,Finance: 第九阶段:数据统计分析</span><br><span class=line> Note over Order,Finance: 📊 实时数据大屏&LTbr/>📚 Flink流式计算&LTbr/>🔗 flink.apache.org</span><br><span class=line> </span><br><span class=line> par 数据采集</span><br><span class=line> Order->>MQ: 订单数据埋点</span><br><span class=line> and</span><br><span class=line> Payment->>MQ: 支付数据埋点</span><br><span class=line> and</span><br><span class=line> Product->>MQ: 商品数据埋点</span><br><span class=line> end</span><br><span class=line> </span><br><span class=line> MQ->>Finance: 数据聚合分析</span><br><span class=line> Finance->>Finance: 生成报表&LTbr/>(销售额/转化率/ROI等)</span><br><span class=line> Note right of Finance: 📈 BI系统&LTbr/>📚 数据仓库建设&LTbr/>🔗 github.com/topics/data-warehouse</span><br><span class=line> end</span><br><span class=line></span><br><span class=line> Note over User,Finance: ✅ 完整交易流程结束</span><br></pre></table></figure><p><img loading=lazy src=https://img.nicksxs.me/uPic/1lMpkq.png></div><footer class=post-footer><div class="affiliate-creative affiliate-creative--post-end" data-affiliate-id=tencent-cloud-server><a rel="sponsored noopener" aria-label=腾讯云服务器优惠 href=https://cloud.tencent.com/act/cps/redirect?redirect=6544&cps_key=2e33a1eedb380997d03618b4a5ba6ca7&from=console target=_blank><img alt="腾讯云 AI 焕新云服务器优惠" decoding=async height=241 loading=lazy src=/uploads/affiliate/tencent-cloud-server.webp width=690> </a><span class=affiliate-disclosure>推广</span></div><div 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