chamgj
/
netrans
forked from nudt_dsp/netrans
1
0
Fork 0
Code Issues Pull Requests Packages Projects Releases Wiki Activity
netrans/docs/html/_modules/export.html

285 lines
27 KiB
HTML
Raw Blame History

<!DOCTYPE html>
<html lang="zh" data-content_root="../">
<head>
<meta charset="utf-8" />
<meta name="viewport" content="width=device-width, initial-scale=1.0" />
<title>export &#8212; netrans 0.1 文档</title>
<link rel="stylesheet" type="text/css" href="../_static/pygments.css?v=5ecbeea2" />
<link rel="stylesheet" type="text/css" href="../_static/basic.css?v=b08954a9" />
<link rel="stylesheet" type="text/css" href="../_static/alabaster.css?v=27fed22d" />
<script src="../_static/documentation_options.js?v=52efc512"></script>
<script src="../_static/doctools.js?v=9bcbadda"></script>
<script src="../_static/sphinx_highlight.js?v=dc90522c"></script>
<link rel="index" title="索引" href="../genindex.html" />
<link rel="search" title="搜索" href="../search.html" />
<link rel="stylesheet" href="../_static/custom.css" type="text/css" />
</head><body>
<div class="document">
<div class="documentwrapper">
<div class="bodywrapper">
<div class="body" role="main">
<h1>export 源代码</h1><div class="highlight"><pre>
<span></span><span class="kn">import</span><span class="w"> </span><span class="nn">os</span>
<span class="kn">import</span><span class="w"> </span><span class="nn">sys</span>
<span class="kn">import</span><span class="w"> </span><span class="nn">subprocess</span>
<span class="kn">import</span><span class="w"> </span><span class="nn">shutil</span>
<span class="kn">from</span><span class="w"> </span><span class="nn">utils</span><span class="w"> </span><span class="kn">import</span> <span class="n">check_path</span><span class="p">,</span> <span class="n">AttributeCopier</span><span class="p">,</span> <span class="n">create_cls</span>
<span class="c1"># 检查 NETRANS_PATH 环境变量是否设置</span>
<span class="c1"># 定义数据集文件路径</span>
<span class="n">dataset</span> <span class="o">=</span> <span class="s1">&#39;dataset.txt&#39;</span>
<div class="viewcode-block" id="Export">
<a class="viewcode-back" href="../export.html#export.Export">[文档]</a>
<span class="k">class</span><span class="w"> </span><span class="nc">Export</span><span class="p">(</span><span class="n">AttributeCopier</span><span class="p">):</span>
<span class="w"> </span><span class="sd">&quot;&quot;&quot;从实例化的 Netrans 中解析模型参数,并基于 pnnacc 导出模型ngb文件</span>
<span class="sd"> Args:</span>
<span class="sd"> Netrans (class): 实例化的Netrans类,包含 模型信息 和 Netrans 信息</span>
<span class="sd"> &quot;&quot;&quot;</span>
<span class="k">def</span><span class="w"> </span><span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">source_obj</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
<span class="w"> </span><span class="sd">&quot;&quot;&quot;从实例化的 Netrans 中解析模型参数</span>
<span class="sd"> Args:</span>
<span class="sd"> source_obj (class): 实例化的Netrans类,包含 模型信息 和 Netrans 信息</span>
<span class="sd"> </span>
<span class="sd"> &quot;&quot;&quot;</span>
<span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="n">source_obj</span><span class="p">)</span>
<span class="nd">@check_path</span>
<span class="k">def</span><span class="w"> </span><span class="nf">export_network</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
<span class="w"> </span><span class="sd">&quot;&quot;&quot;基于 pnnacc 导出模型</span>
<span class="sd"> &quot;&quot;&quot;</span>
<span class="n">netrans</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">netrans</span>
<span class="n">quantized</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">quantize_type</span>
<span class="n">name</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">model_name</span>
<span class="n">netrans_path</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">netrans_path</span>
<span class="n">ovxgenerator</span> <span class="o">=</span> <span class="n">netrans</span> <span class="o">+</span> <span class="s2">&quot; export ovxlib&quot;</span>
<span class="c1"># 进入模型目录</span>
<span class="c1"># os.chdir(name)</span>
<span class="c1"># 根据量化类型设置参数</span>
<span class="k">if</span> <span class="n">quantized</span> <span class="o">==</span> <span class="s1">&#39;float&#39;</span><span class="p">:</span>
<span class="n">type_</span> <span class="o">=</span> <span class="s1">&#39;float&#39;</span>
<span class="n">quantization_type</span> <span class="o">=</span> <span class="s1">&#39;none_quantized&#39;</span>
<span class="n">generate_path</span> <span class="o">=</span> <span class="s1">&#39;./wksp/none_quantized&#39;</span>
<span class="k">elif</span> <span class="n">quantized</span> <span class="o">==</span> <span class="s1">&#39;uint8&#39;</span><span class="p">:</span>
<span class="n">type_</span> <span class="o">=</span> <span class="s1">&#39;quantized&#39;</span>
<span class="n">quantization_type</span> <span class="o">=</span> <span class="s1">&#39;asymmetric_affine&#39;</span>
<span class="n">generate_path</span> <span class="o">=</span> <span class="s1">&#39;./wksp/asymmetric_affine&#39;</span>
<span class="k">elif</span> <span class="n">quantized</span> <span class="o">==</span> <span class="s1">&#39;int8&#39;</span><span class="p">:</span>
<span class="n">type_</span> <span class="o">=</span> <span class="s1">&#39;quantized&#39;</span>
<span class="n">quantization_type</span> <span class="o">=</span> <span class="s1">&#39;dynamic_fixed_point-8&#39;</span>
<span class="n">generate_path</span> <span class="o">=</span> <span class="s1">&#39;./wksp/dynamic_fixed_point-8&#39;</span>
<span class="k">elif</span> <span class="n">quantized</span> <span class="o">==</span> <span class="s1">&#39;int16&#39;</span><span class="p">:</span>
<span class="n">type_</span> <span class="o">=</span> <span class="s1">&#39;quantized&#39;</span>
<span class="n">quantization_type</span> <span class="o">=</span> <span class="s1">&#39;dynamic_fixed_point-16&#39;</span>
<span class="n">generate_path</span> <span class="o">=</span> <span class="s1">&#39;./wksp/dynamic_fixed_point-16&#39;</span>
<span class="k">else</span><span class="p">:</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;=========== wrong quantization_type ! ( float / uint8 / int8 / int16 )===========&quot;</span><span class="p">)</span>
<span class="n">sys</span><span class="o">.</span><span class="n">exit</span><span class="p">(</span><span class="mi">1</span><span class="p">)</span>
<span class="c1"># 创建输出目录</span>
<span class="n">os</span><span class="o">.</span><span class="n">makedirs</span><span class="p">(</span><span class="n">generate_path</span><span class="p">,</span> <span class="n">exist_ok</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
<span class="c1"># 构建命令</span>
<span class="k">if</span> <span class="n">quantized</span> <span class="o">==</span> <span class="s1">&#39;float&#39;</span><span class="p">:</span>
<span class="n">cmd</span> <span class="o">=</span> <span class="sa">f</span><span class="s2">&quot;</span><span class="si">{</span><span class="n">ovxgenerator</span><span class="si">}</span><span class="s2"> </span><span class="se">\</span>
<span class="s2"> --model </span><span class="si">{</span><span class="n">name</span><span class="si">}</span><span class="s2">.json </span><span class="se">\</span>
<span class="s2"> --model-data </span><span class="si">{</span><span class="n">name</span><span class="si">}</span><span class="s2">.data </span><span class="se">\</span>
<span class="s2"> --dtype </span><span class="si">{</span><span class="n">type_</span><span class="si">}</span><span class="s2"> </span><span class="se">\</span>
<span class="s2"> --pack-nbg-viplite </span><span class="se">\</span>
<span class="s2"> --optimize &#39;VIP8000NANOQI_PLUS_PID0XB1&#39;</span><span class="se">\</span>
<span class="s2"> --target-ide-project &#39;linux64&#39; </span><span class="se">\</span>
<span class="s2"> --viv-sdk </span><span class="si">{</span><span class="n">netrans_path</span><span class="si">}</span><span class="s2">/pnna_sdk </span><span class="se">\</span>
<span class="s2"> --output-path </span><span class="si">{</span><span class="n">generate_path</span><span class="si">}</span><span class="s2">/</span><span class="si">{</span><span class="n">name</span><span class="si">}</span><span class="s2">_</span><span class="si">{</span><span class="n">quantization_type</span><span class="si">}</span><span class="s2">&quot;</span>
<span class="k">else</span><span class="p">:</span>
<span class="k">if</span> <span class="ow">not</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">exists</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;</span><span class="si">{</span><span class="n">name</span><span class="si">}</span><span class="s2">_</span><span class="si">{</span><span class="n">quantization_type</span><span class="si">}</span><span class="s2">.quantize&quot;</span><span class="p">):</span>
<span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;</span><span class="se">\033</span><span class="s2">[31m Can not find </span><span class="si">{</span><span class="n">name</span><span class="si">}</span><span class="s2">_</span><span class="si">{</span><span class="n">quantization_type</span><span class="si">}</span><span class="s2">.quantize </span><span class="se">\033</span><span class="s2">[0m&quot;</span><span class="p">)</span>
<span class="n">sys</span><span class="o">.</span><span class="n">exit</span><span class="p">(</span><span class="mi">1</span><span class="p">)</span>
<span class="k">else</span> <span class="p">:</span>
<span class="k">if</span> <span class="ow">not</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">exists</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;</span><span class="si">{</span><span class="n">name</span><span class="si">}</span><span class="s2">_postprocess_file.yml&quot;</span><span class="p">):</span>
<span class="n">cmd</span> <span class="o">=</span> <span class="sa">f</span><span class="s2">&quot;</span><span class="si">{</span><span class="n">ovxgenerator</span><span class="si">}</span><span class="s2"> </span><span class="se">\</span>
<span class="s2"> --model </span><span class="si">{</span><span class="n">name</span><span class="si">}</span><span class="s2">.json </span><span class="se">\</span>
<span class="s2"> --model-data </span><span class="si">{</span><span class="n">name</span><span class="si">}</span><span class="s2">.data </span><span class="se">\</span>
<span class="s2"> --dtype </span><span class="si">{</span><span class="n">type_</span><span class="si">}</span><span class="s2"> </span><span class="se">\</span>
<span class="s2"> --pack-nbg-viplite </span><span class="se">\</span>
<span class="s2"> --optimize &#39;VIP8000NANOQI_PLUS_PID0XB1&#39;</span><span class="se">\</span>
<span class="s2"> --viv-sdk </span><span class="si">{</span><span class="n">netrans_path</span><span class="si">}</span><span class="s2">/pnna_sdk </span><span class="se">\</span>
<span class="s2"> --model-quantize </span><span class="si">{</span><span class="n">name</span><span class="si">}</span><span class="s2">_</span><span class="si">{</span><span class="n">quantization_type</span><span class="si">}</span><span class="s2">.quantize </span><span class="se">\</span>
<span class="s2"> --with-input-meta </span><span class="si">{</span><span class="n">name</span><span class="si">}</span><span class="s2">_inputmeta.yml </span><span class="se">\</span>
<span class="s2"> --target-ide-project &#39;linux64&#39; </span><span class="se">\</span>
<span class="s2"> --output-path </span><span class="si">{</span><span class="n">generate_path</span><span class="si">}</span><span class="s2">/</span><span class="si">{</span><span class="n">quantization_type</span><span class="si">}</span><span class="s2">&quot;</span>
<span class="k">else</span><span class="p">:</span>
<span class="n">cmd</span> <span class="o">=</span> <span class="sa">f</span><span class="s2">&quot;</span><span class="si">{</span><span class="n">ovxgenerator</span><span class="si">}</span><span class="s2"> </span><span class="se">\</span>
<span class="s2"> --model </span><span class="si">{</span><span class="n">name</span><span class="si">}</span><span class="s2">.json </span><span class="se">\</span>
<span class="s2"> --model-data </span><span class="si">{</span><span class="n">name</span><span class="si">}</span><span class="s2">.data </span><span class="se">\</span>
<span class="s2"> --dtype </span><span class="si">{</span><span class="n">type_</span><span class="si">}</span><span class="s2"> </span><span class="se">\</span>
<span class="s2"> --pack-nbg-viplite </span><span class="se">\</span>
<span class="s2"> --optimize &#39;VIP8000NANOQI_PLUS_PID0XB1&#39;</span><span class="se">\</span>
<span class="s2"> --viv-sdk </span><span class="si">{</span><span class="n">netrans_path</span><span class="si">}</span><span class="s2">/pnna_sdk </span><span class="se">\</span>
<span class="s2"> --model-quantize </span><span class="si">{</span><span class="n">name</span><span class="si">}</span><span class="s2">_</span><span class="si">{</span><span class="n">quantization_type</span><span class="si">}</span><span class="s2">.quantize </span><span class="se">\</span>
<span class="s2"> --with-input-meta </span><span class="si">{</span><span class="n">name</span><span class="si">}</span><span class="s2">_inputmeta.yml </span><span class="se">\</span>
<span class="s2"> --target-ide-project &#39;linux64&#39; </span><span class="se">\</span>
<span class="s2"> --postprocess-file </span><span class="si">{</span><span class="n">name</span><span class="si">}</span><span class="s2">_postprocess_file.yml </span><span class="se">\</span>
<span class="s2"> --output-path </span><span class="si">{</span><span class="n">generate_path</span><span class="si">}</span><span class="s2">/</span><span class="si">{</span><span class="n">quantization_type</span><span class="si">}</span><span class="s2">&quot;</span>
<span class="n">result</span> <span class="o">=</span> <span class="n">subprocess</span><span class="o">.</span><span class="n">run</span><span class="p">(</span><span class="n">cmd</span><span class="p">,</span> <span class="n">shell</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">capture_output</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">text</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
<span class="c1"># 检查执行结果</span>
<span class="k">if</span> <span class="n">result</span><span class="o">.</span><span class="n">returncode</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;</span><span class="se">\033</span><span class="s2">[31m SUCCESS </span><span class="se">\033</span><span class="s2">[0m&quot;</span><span class="p">)</span>
<span class="k">else</span><span class="p">:</span>
<span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;</span><span class="se">\033</span><span class="s2">[31m ERROR ! </span><span class="si">{</span><span class="n">result</span><span class="o">.</span><span class="n">stderr</span><span class="si">}</span><span class="s2"> </span><span class="se">\033</span><span class="s2">[0m&quot;</span><span class="p">)</span>
<span class="c1"># temp=&#39;wksp/temp&#39;</span>
<span class="c1"># os.makedirs(temp, exist_ok=True)</span>
<span class="n">source_dir</span> <span class="o">=</span> <span class="sa">f</span><span class="s2">&quot;</span><span class="si">{</span><span class="n">generate_path</span><span class="si">}</span><span class="s2">_nbg_viplite&quot;</span>
<span class="n">target_dir</span> <span class="o">=</span> <span class="n">generate_path</span>
<span class="n">src_ngb</span> <span class="o">=</span> <span class="sa">f</span><span class="s2">&quot;</span><span class="si">{</span><span class="n">source_dir</span><span class="si">}</span><span class="s2">/network_binary.nb&quot;</span>
<span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">profile</span><span class="p">:</span>
<span class="k">try</span><span class="p">:</span>
<span class="c1"># 如果目标路径已存在，先删除（确保移动操作能成功）</span>
<span class="k">if</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">exists</span><span class="p">(</span><span class="n">target_dir</span><span class="p">):</span>
<span class="n">shutil</span><span class="o">.</span><span class="n">rmtree</span><span class="p">(</span><span class="n">target_dir</span><span class="p">)</span>
<span class="c1"># 移动整个目录到目标位置</span>
<span class="n">shutil</span><span class="o">.</span><span class="n">move</span><span class="p">(</span><span class="n">source_dir</span><span class="p">,</span> <span class="n">target_dir</span><span class="p">)</span>
<span class="c1"># print(f&quot;Successfully moved directory {source_dir} to {target_dir}&quot;)</span>
<span class="k">except</span> <span class="ne">Exception</span> <span class="k">as</span> <span class="n">e</span><span class="p">:</span>
<span class="n">sys</span><span class="o">.</span><span class="n">exit</span><span class="p">(</span><span class="mi">1</span><span class="p">)</span> <span class="c1"># 非零退出码表示错误</span>
<span class="c1"># print(f&quot;Error moving directory: {e}&quot;)</span>
<span class="k">else</span><span class="p">:</span>
<span class="k">try</span><span class="p">:</span>
<span class="c1"># 仅复制network_binary.nb文件</span>
<span class="n">shutil</span><span class="o">.</span><span class="n">rmtree</span><span class="p">(</span><span class="n">generate_path</span><span class="p">)</span>
<span class="n">os</span><span class="o">.</span><span class="n">mkdir</span><span class="p">(</span><span class="n">generate_path</span><span class="p">)</span>
<span class="n">shutil</span><span class="o">.</span><span class="n">copy</span><span class="p">(</span><span class="n">src_ngb</span><span class="p">,</span> <span class="n">generate_path</span><span class="p">)</span>
<span class="c1"># print(f&quot;Successfully copied {src_ngb} to {generate_path}&quot;)</span>
<span class="k">except</span> <span class="ne">FileNotFoundError</span><span class="p">:</span>
<span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Error: </span><span class="si">{</span><span class="n">src_ngb</span><span class="si">}</span><span class="s2"> is not found&quot;</span><span class="p">)</span>
<span class="k">except</span> <span class="ne">Exception</span> <span class="k">as</span> <span class="n">e</span><span class="p">:</span>
<span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Error occurred: </span><span class="si">{</span><span class="n">e</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
<span class="k">try</span><span class="p">:</span>
<span class="c1"># 清理源目录</span>
<span class="n">shutil</span><span class="o">.</span><span class="n">rmtree</span><span class="p">(</span><span class="n">source_dir</span><span class="p">)</span>
<span class="c1"># print(f&quot;Removed source directory {source_dir}&quot;)</span>
<span class="k">except</span> <span class="ne">Exception</span> <span class="k">as</span> <span class="n">e</span><span class="p">:</span>
<span class="c1"># print(f&quot;Error removing directory: {e}&quot;)</span>
<span class="n">sys</span><span class="o">.</span><span class="n">exit</span><span class="p">(</span><span class="mi">1</span><span class="p">)</span> <span class="c1"># 非零退出码表示错误</span></div>
<div class="viewcode-block" id="main">
<a class="viewcode-back" href="../export.html#export.main">[文档]</a>
<span class="k">def</span><span class="w"> </span><span class="nf">main</span><span class="p">():</span>
<span class="c1"># 检查命令行参数数量</span>
<span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">sys</span><span class="o">.</span><span class="n">argv</span><span class="p">)</span> <span class="o">&lt;</span> <span class="mi">3</span><span class="p">:</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Input a network name and quantized type ( float / uint8 / int8 / int16 )&quot;</span><span class="p">)</span>
<span class="n">sys</span><span class="o">.</span><span class="n">exit</span><span class="p">(</span><span class="mi">1</span><span class="p">)</span>
<span class="c1"># 检查网络目录是否存在</span>
<span class="n">network_name</span> <span class="o">=</span> <span class="n">sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span>
<span class="c1"># check_env(network_name)</span>
<span class="k">if</span> <span class="ow">not</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">exists</span><span class="p">(</span><span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">exists</span><span class="p">(</span><span class="n">network_name</span><span class="p">)):</span>
<span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Directory </span><span class="si">{</span><span class="n">network_name</span><span class="si">}</span><span class="s2"> does not exist !&quot;</span><span class="p">)</span>
<span class="n">sys</span><span class="o">.</span><span class="n">exit</span><span class="p">(</span><span class="mi">2</span><span class="p">)</span>
<span class="n">netrans_path</span> <span class="o">=</span> <span class="n">os</span><span class="o">.</span><span class="n">environ</span><span class="p">[</span><span class="s1">&#39;NETRANS_PATH&#39;</span><span class="p">]</span>
<span class="c1"># netrans = os.path.join(os.environ[&#39;NETRANS_PATH&#39;], &#39;pnnacc&#39;)</span>
<span class="c1"># 调用导出函数ss</span>
<span class="n">cla</span> <span class="o">=</span> <span class="n">create_cls</span><span class="p">(</span><span class="n">netrans_path</span><span class="p">,</span> <span class="n">network_name</span><span class="p">,</span> <span class="n">sys</span><span class="o">.</span><span class="n">argv</span><span class="p">[</span><span class="mi">2</span><span class="p">])</span>
<span class="n">func</span> <span class="o">=</span> <span class="n">Export</span><span class="p">(</span><span class="n">cla</span><span class="p">)</span>
<span class="n">func</span><span class="o">.</span><span class="n">export_network</span><span class="p">()</span></div>
<span class="c1"># export_network(netrans, network_name, sys.argv[2])</span>
<span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s1">&#39;__main__&#39;</span><span class="p">:</span>
<span class="n">main</span><span class="p">()</span>
</pre></div>
</div>
</div>
</div>
<div class="sphinxsidebar" role="navigation" aria-label="Main">
<div class="sphinxsidebarwrapper">
<h1 class="logo"><a href="../index.html">netrans</a></h1>
<search id="searchbox" style="display: none" role="search">
<div class="searchformwrapper">
<form class="search" action="../search.html" method="get">
<input type="text" name="q" aria-labelledby="searchlabel" autocomplete="off" autocorrect="off" autocapitalize="off" spellcheck="false" placeholder="Search"/>
<input type="submit" value="提交" />
</form>
</div>
</search>
<script>document.getElementById('searchbox').style.display = "block"</script><h3>导航</h3>
<p class="caption" role="heading"><span class="caption-text">Contents:</span></p>
<ul>
<li class="toctree-l1"><a class="reference internal" href="../quick_start_guide.html">快速入门</a></li>
<li class="toctree-l1"><a class="reference internal" href="../netrans_cli.html">netrans_cli 使用</a></li>
<li class="toctree-l1"><a class="reference internal" href="../netrans_py.html">netrans_py 使用</a></li>
<li class="toctree-l1"><a class="reference internal" href="../appendix.html">附录</a></li>
</ul>
<div class="relations">
<h3>Related Topics</h3>
<ul>
<li><a href="../index.html">Documentation overview</a><ul>
<li><a href="index.html">模块代码</a><ul>
</ul></li>
</ul></li>
</ul>
</div>
</div>
</div>
<div class="clearer"></div>
</div>
<div class="footer">
&#169;2025, ccyh.
|
Powered by <a href="https://www.sphinx-doc.org/">Sphinx 8.2.3</a>
&amp; <a href="https://alabaster.readthedocs.io">Alabaster 1.0.0</a>
</div>
</body>
</html>
Reference in New Issue View Git Blame Copy Permalink