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lhl a1fefd43eb docs(deliverables): 参赛成果物补齐（README 五项 + 范式图/架构图 + coverage 报告） 
按《参赛成果物提交规范·赛道一》§8：
- README：新增项目性质：新规声明、项目概述、整体功能说明、效果总结
  （431 测试/99.15% 覆盖/双语试运行/影响调查基线）、团队分工、规模与难度自评
- design.md：开发范式流程图（mermaid，6 步与 AI 日志步骤列一致）+ §2.1
  Agent 架构图（感知-规划-行动-记忆映射）
- _AI_USAGE_LOG.md：回填「待补充」→架构设计、「整体迭代」→反馈迭代
- tests/coverage/ 覆盖率 HTML 报告（99.15%）+ tests/test-execution-log.txt 执行日志
- docs/参赛成果物提交规范-赛道一.md → docs/submission-spec-track1.md（ASCII 化）
- pyproject: pytest norecursedirs 排除 test-execution-log.txt
全量 pytest 431 passed / 99.15%
2026-08-26 14:24:02 +08:00

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<title>Coverage for src\genesis\writer\writer_agent.py: 93%</title>
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<span class="text">Coverage for </span><b>src<span class="sep">\</span>genesis<span class="sep">\</span>writer<span class="sep">\</span>writer_agent.py</b>:
<span class="pc_cov">93%</span>
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<p class="pln"><span class="n"><a id="t1" href="#t1">1</a></span><span class="t"><span class="str">&quot;&quot;&quot;Writer Agent&#65306;&#35843;&#29992;&#25512;&#29702;&#24341;&#25806;&#29983;&#25104;&#21333;&#31456;&#20869;&#23481;&#65288;Phase 5&#65289;&#12290;</span>&nbsp;</span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t2" href="#t2">2</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t3" href="#t3">3</a></span><span class="t"><span class="str">&#25509;&#20837;&#30495;&#23454; InferenceEngine.chat_structured&#65288;session_id/prompt/variables/schema/retry_count&#65289;&#65292;</span>&nbsp;</span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t4" href="#t4">4</a></span><span class="t"><span class="str">&#24182;&#23545;&#31456;&#33410;&#32423;&#22833;&#36133;&#20570;&#26377;&#38480;&#37325;&#35797;&#65307;token &#20272;&#31639;&#20998;&#22359;&#65288;&#30495;&#23454;&#25340;&#22238;&#30041;&#24453;&#21518;&#32493;&#24182;&#21457;&#23454;&#29616;&#65289;&#12290;</span>&nbsp;</span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t5" href="#t5">5</a></span><span class="t"><span class="str">&quot;&quot;&quot;</span>&nbsp;</span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t6" href="#t6">6</a></span><span class="t"><span class="key">from</span> <span class="nam">__future__</span> <span class="key">import</span> <span class="nam">annotations</span>&nbsp;</span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t7" href="#t7">7</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t8" href="#t8">8</a></span><span class="t"><span class="key">import</span> <span class="nam">asyncio</span>&nbsp;</span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t9" href="#t9">9</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t10" href="#t10">10</a></span><span class="t"><span class="key">from</span> <span class="nam">genesis</span><span class="op">.</span><span class="nam">inference</span><span class="op">.</span><span class="nam">engine</span> <span class="key">import</span> <span class="nam">InferenceEngine</span>&nbsp;</span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t11" href="#t11">11</a></span><span class="t"><span class="key">from</span> <span class="nam">genesis</span><span class="op">.</span><span class="nam">inference</span><span class="op">.</span><span class="nam">prompt_registry</span> <span class="key">import</span> <span class="nam">PromptRegistry</span>&nbsp;</span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t12" href="#t12">12</a></span><span class="t"><span class="key">from</span> <span class="nam">genesis</span><span class="op">.</span><span class="nam">inference</span><span class="op">.</span><span class="nam">types</span> <span class="key">import</span> <span class="nam">Prompt</span><span class="op">,</span> <span class="nam">StructuredResult</span>&nbsp;</span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t13" href="#t13">13</a></span><span class="t"><span class="key">from</span> <span class="nam">genesis</span><span class="op">.</span><span class="nam">writer</span><span class="op">.</span><span class="nam">models</span> <span class="key">import</span> <span class="nam">ChapterContent</span><span class="op">,</span> <span class="nam">GenerationContext</span>&nbsp;</span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t14" href="#t14">14</a></span><span class="t"><span class="key">from</span> <span class="nam">genesis</span><span class="op">.</span><span class="nam">writer</span><span class="op">.</span><span class="nam">writer_state</span> <span class="key">import</span> <span class="nam">WriterState</span>&nbsp;</span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t15" href="#t15">15</a></span><span class="t"><span class="key">from</span> <span class="nam">genesis</span><span class="op">.</span><span class="nam">writer</span><span class="op">.</span><span class="nam">exceptions</span> <span class="key">import</span> <span class="nam">WriterGenerationError</span>&nbsp;</span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t16" href="#t16">16</a></span><span class="t"><span class="key">from</span> <span class="nam">genesis</span><span class="op">.</span><span class="nam">writer</span><span class="op">.</span><span class="nam">language</span> <span class="key">import</span> <span class="op">(</span>&nbsp;</span><span class="r"></span></p>
<p class="run run2"><span class="n"><a id="t17" href="#t17">17</a></span><span class="t"> <span class="nam">find_language_violations</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
<p class="run run2"><span class="n"><a id="t18" href="#t18">18</a></span><span class="t"> <span class="nam">resolve_expected_language</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
<p class="run run2"><span class="n"><a id="t19" href="#t19">19</a></span><span class="t"><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t20" href="#t20">20</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t21" href="#t21">21</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t22" href="#t22">22</a></span><span class="t"><span class="nam">WRITER_PROMPT_TEMPLATE</span> <span class="op">=</span> <span class="op">(</span>&nbsp;</span><span class="r"></span></p>
<p class="run run2"><span class="n"><a id="t23" href="#t23">23</a></span><span class="t"> <span class="str">&quot;&#20320;&#26159;&#27010;&#35201;&#35774;&#35745;&#20070;&#25776;&#20889;&#19987;&#23478;&#12290;\n&quot;</span>&nbsp;</span><span class="r"></span></p>
<p class="run run2"><span class="n"><a id="t24" href="#t24">24</a></span><span class="t"> <span class="str">&quot;&#31456;&#33410;: {{chapter_id}} {{title}}\n&quot;</span>&nbsp;</span><span class="r"></span></p>
<p class="run run2"><span class="n"><a id="t25" href="#t25">25</a></span><span class="t"> <span class="str">&quot;&#26412;&#31456;&#23567;&#33410;&#32467;&#26500;:\n{{sub_headings}}\n&quot;</span>&nbsp;</span><span class="r"></span></p>
<p class="run run2"><span class="n"><a id="t26" href="#t26">26</a></span><span class="t"> <span class="str">&quot;&#20889;&#20837;&#35268;&#21017;:\n{{write_rules}}\n&quot;</span>&nbsp;</span><span class="r"></span></p>
<p class="run run2"><span class="n"><a id="t27" href="#t27">27</a></span><span class="t"> <span class="str">&quot;&#35774;&#35745;&#35268;&#21017;:\n{{design_rules}}\n&quot;</span>&nbsp;</span><span class="r"></span></p>
<p class="run run2"><span class="n"><a id="t28" href="#t28">28</a></span><span class="t"> <span class="str">&quot;&#27169;&#26495;&#26679;&#24335;:\n{{template_styles}}\n&quot;</span>&nbsp;</span><span class="r"></span></p>
<p class="run run2"><span class="n"><a id="t29" href="#t29">29</a></span><span class="t"> <span class="str">&quot;&#24433;&#21709;&#35843;&#26597;&#19978;&#19979;&#25991;:\n{{impact}}\n&quot;</span>&nbsp;</span><span class="r"></span></p>
<p class="run run2"><span class="n"><a id="t30" href="#t30">30</a></span><span class="t"> <span class="str">&quot;&#21442;&#32771;&#36164;&#26009;&#65288;&#26412;&#31456;&#23545;&#24212;&#25968;&#25454;&#65289;:\n{{data}}\n&quot;</span>&nbsp;</span><span class="r"></span></p>
<p class="run run2"><span class="n"><a id="t31" href="#t31">31</a></span><span class="t"> <span class="str">&quot;&#35831;&#36755;&#20986;&#31526;&#21512; schema &#30340;&#31456;&#33410;&#20869;&#23481; JSON&#12290;\n&quot;</span>&nbsp;</span><span class="r"></span></p>
<p class="run run2"><span class="n"><a id="t32" href="#t32">32</a></span><span class="t"> <span class="str">&quot;&#12304;&#23567;&#33410;&#32422;&#26463;&#12305;&#33509;&#19978;&#26041;&#12300;&#26412;&#31456;&#23567;&#33410;&#32467;&#26500;&#12301;&#38750;&#31354;&#65292;&#24517;&#39035;&#25353;&#35813;&#23567;&#33410;&#39034;&#24207;&#32452;&#32455;&#20869;&#23481;&#65292;&quot;</span>&nbsp;</span><span class="r"></span></p>
<p class="run run2"><span class="n"><a id="t33" href="#t33">33</a></span><span class="t"> <span class="str">&quot;&#27599;&#20010;&#23567;&#33410;&#20197; type=heading&#12289;level=2 &#30340;&#20869;&#23481;&#22359;&#24320;&#22836;&#65288;&#26631;&#39064;&#20351;&#29992;&#23567;&#33410;&#21407;&#25991;&#65289;&#65292;&#38543;&#21518;&#20026;&#35813;&#23567;&#33410;&#30340;&#20869;&#23481;&#22359;&#65307;&quot;</span>&nbsp;</span><span class="r"></span></p>
<p class="run run2"><span class="n"><a id="t34" href="#t34">34</a></span><span class="t"> <span class="str">&quot;&#19981;&#24471;&#36951;&#28431;&#25110;&#26032;&#22686;&#23567;&#33410;&#12290;&#33509;&#12300;&#26412;&#31456;&#23567;&#33410;&#32467;&#26500;&#12301;&#20026;&#31354;&#65292;&#21017;&#19981;&#24471;&#36755;&#20986;&#20219;&#20309; type=heading &#30340;&#20869;&#23481;&#22359;&quot;</span>&nbsp;</span><span class="r"></span></p>
<p class="run run2"><span class="n"><a id="t35" href="#t35">35</a></span><span class="t"> <span class="str">&quot;&#65288;&#31456;&#33410;&#26631;&#39064;&#24050;&#30001;&#27169;&#26495;&#25552;&#20379;&#65289;&#65292;&#20165;&#20197; paragraph/table/list/note &#22359;&#32452;&#32455;&#20869;&#23481;&#12290;\n&quot;</span>&nbsp;</span><span class="r"></span></p>
<p class="run run2"><span class="n"><a id="t36" href="#t36">36</a></span><span class="t"> <span class="str">&quot;&#12304;&#20027;&#39064;&#32422;&#26463;&#12305;&#26412;&#31456;&#24517;&#39035;&#19988;&#20165;&#22260;&#32469;&#26631;&#39064;&#12300;{{title}}&#12301;&#25152;&#23545;&#24212;&#30340;&#20027;&#39064;&#25776;&#20889;&#65292;&quot;</span>&nbsp;</span><span class="r"></span></p>
<p class="run run2"><span class="n"><a id="t37" href="#t37">37</a></span><span class="t"> <span class="str">&quot;&#20005;&#26684;&#20197;&#12300;&#21442;&#32771;&#36164;&#26009;&#65288;&#26412;&#31456;&#23545;&#24212;&#25968;&#25454;&#65289;&#12301;&#20013;&#30340;&#35201;&#20214;&#23450;&#20041;&#25968;&#25454;&#21644;&#12300;&#24433;&#21709;&#35843;&#26597;&#19978;&#19979;&#25991;&#12301;&#20026;&#26680;&#24515;&#20381;&#25454;&#65307;&quot;</span>&nbsp;</span><span class="r"></span></p>
<p class="run run2"><span class="n"><a id="t38" href="#t38">38</a></span><span class="t"> <span class="str">&quot;&#31105;&#27490;&#36755;&#20986;&#19982;&#26412;&#31456;&#26080;&#20851;&#30340;&#31995;&#32479;&#25972;&#20307;&#26550;&#26500;&#12289;&#36890;&#29992;&#35774;&#35745;&#35828;&#26126;&#31561;&#20869;&#23481;&#65292;&#31105;&#27490;&#22871;&#29992;&#20854;&#20182;&#31456;&#33410;&#30340;&#20027;&#39064;&#12290;&quot;</span>&nbsp;</span><span class="r"></span></p>
<p class="run run2"><span class="n"><a id="t39" href="#t39">39</a></span><span class="t"> <span class="str">&quot;&#33509;&#26412;&#31456;&#25968;&#25454;&#20026;&#31354;&#65292;&#21017;&#22522;&#20110;&#35268;&#21017;&#19982;&#24433;&#21709;&#35843;&#26597;&#19978;&#19979;&#25991;&#31616;&#35201;&#25776;&#20889;&#65292;&#19981;&#24471;&#34394;&#26500;&#25968;&#25454;&#12290;\n&quot;</span>&nbsp;</span><span class="r"></span></p>
<p class="run run2"><span class="n"><a id="t40" href="#t40">40</a></span><span class="t"> <span class="str">&quot;&#12304;&#35821;&#35328;&#32422;&#26463;&#12305;&#31456;&#33410;&#27491;&#25991;&#65288;&#25152;&#26377; block &#30340; text &#23383;&#27573;&#65289;&#25152;&#20351;&#29992;&#30340;&#33258;&#28982;&#35821;&#35328;&#65306;{{language_instruction}}\n&quot;</span>&nbsp;</span><span class="r"></span></p>
<p class="run run2"><span class="n"><a id="t41" href="#t41">41</a></span><span class="t"> <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t42" href="#t42">42</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t43" href="#t43">43</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t44" href="#t44">44</a></span><span class="t"><span class="nam">CHAPTER_OUTPUT_SCHEMA</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
<p class="run run2"><span class="n"><a id="t45" href="#t45">45</a></span><span class="t"> <span class="str">&quot;type&quot;</span><span class="op">:</span> <span class="str">&quot;object&quot;</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
<p class="run run2"><span class="n"><a id="t46" href="#t46">46</a></span><span class="t"> <span class="str">&quot;properties&quot;</span><span class="op">:</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
<p class="run run2"><span class="n"><a id="t47" href="#t47">47</a></span><span class="t"> <span class="str">&quot;title&quot;</span><span class="op">:</span> <span class="op">{</span><span class="str">&quot;type&quot;</span><span class="op">:</span> <span class="str">&quot;string&quot;</span><span class="op">}</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
<p class="run run2"><span class="n"><a id="t48" href="#t48">48</a></span><span class="t"> <span class="str">&quot;blocks&quot;</span><span class="op">:</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
<p class="run run2"><span class="n"><a id="t49" href="#t49">49</a></span><span class="t"> <span class="str">&quot;type&quot;</span><span class="op">:</span> <span class="str">&quot;array&quot;</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
<p class="run run2"><span class="n"><a id="t50" href="#t50">50</a></span><span class="t"> <span class="str">&quot;items&quot;</span><span class="op">:</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
<p class="run run2"><span class="n"><a id="t51" href="#t51">51</a></span><span class="t"> <span class="str">&quot;type&quot;</span><span class="op">:</span> <span class="str">&quot;object&quot;</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
<p class="run run2"><span class="n"><a id="t52" href="#t52">52</a></span><span class="t"> <span class="str">&quot;properties&quot;</span><span class="op">:</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
<p class="run run2"><span class="n"><a id="t53" href="#t53">53</a></span><span class="t"> <span class="str">&quot;type&quot;</span><span class="op">:</span> <span class="op">{</span><span class="str">&quot;type&quot;</span><span class="op">:</span> <span class="str">&quot;string&quot;</span><span class="op">}</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
<p class="run run2"><span class="n"><a id="t54" href="#t54">54</a></span><span class="t"> <span class="str">&quot;text&quot;</span><span class="op">:</span> <span class="op">{</span><span class="str">&quot;type&quot;</span><span class="op">:</span> <span class="str">&quot;string&quot;</span><span class="op">}</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
<p class="run run2"><span class="n"><a id="t55" href="#t55">55</a></span><span class="t"> <span class="str">&quot;level&quot;</span><span class="op">:</span> <span class="op">{</span><span class="str">&quot;type&quot;</span><span class="op">:</span> <span class="str">&quot;integer&quot;</span><span class="op">}</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
<p class="run run2"><span class="n"><a id="t56" href="#t56">56</a></span><span class="t"> <span class="str">&quot;headers&quot;</span><span class="op">:</span> <span class="op">{</span><span class="str">&quot;type&quot;</span><span class="op">:</span> <span class="str">&quot;array&quot;</span><span class="op">,</span> <span class="str">&quot;items&quot;</span><span class="op">:</span> <span class="op">{</span><span class="str">&quot;type&quot;</span><span class="op">:</span> <span class="str">&quot;string&quot;</span><span class="op">}</span><span class="op">}</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
<p class="run run2"><span class="n"><a id="t57" href="#t57">57</a></span><span class="t"> <span class="str">&quot;rows&quot;</span><span class="op">:</span> <span class="op">{</span><span class="str">&quot;type&quot;</span><span class="op">:</span> <span class="str">&quot;array&quot;</span><span class="op">,</span> <span class="str">&quot;items&quot;</span><span class="op">:</span> <span class="op">{</span><span class="str">&quot;type&quot;</span><span class="op">:</span> <span class="str">&quot;array&quot;</span><span class="op">,</span> <span class="str">&quot;items&quot;</span><span class="op">:</span> <span class="op">{</span><span class="str">&quot;type&quot;</span><span class="op">:</span> <span class="str">&quot;string&quot;</span><span class="op">}</span><span class="op">}</span><span class="op">}</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
<p class="run run2"><span class="n"><a id="t58" href="#t58">58</a></span><span class="t"> <span class="str">&quot;items&quot;</span><span class="op">:</span> <span class="op">{</span><span class="str">&quot;type&quot;</span><span class="op">:</span> <span class="str">&quot;array&quot;</span><span class="op">,</span> <span class="str">&quot;items&quot;</span><span class="op">:</span> <span class="op">{</span><span class="str">&quot;type&quot;</span><span class="op">:</span> <span class="str">&quot;string&quot;</span><span class="op">}</span><span class="op">}</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
<p class="run run2"><span class="n"><a id="t59" href="#t59">59</a></span><span class="t"> <span class="str">&quot;source_uris&quot;</span><span class="op">:</span> <span class="op">{</span><span class="str">&quot;type&quot;</span><span class="op">:</span> <span class="str">&quot;array&quot;</span><span class="op">,</span> <span class="str">&quot;items&quot;</span><span class="op">:</span> <span class="op">{</span><span class="str">&quot;type&quot;</span><span class="op">:</span> <span class="str">&quot;string&quot;</span><span class="op">}</span><span class="op">}</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
<p class="run run2"><span class="n"><a id="t60" href="#t60">60</a></span><span class="t"> <span class="op">}</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
<p class="run run2"><span class="n"><a id="t61" href="#t61">61</a></span><span class="t"> <span class="str">&quot;required&quot;</span><span class="op">:</span> <span class="op">[</span><span class="str">&quot;type&quot;</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
<p class="run run2"><span class="n"><a id="t62" href="#t62">62</a></span><span class="t"> <span class="op">}</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
<p class="run run2"><span class="n"><a id="t63" href="#t63">63</a></span><span class="t"> <span class="op">}</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
<p class="run run2"><span class="n"><a id="t64" href="#t64">64</a></span><span class="t"> <span class="op">}</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
<p class="run run2"><span class="n"><a id="t65" href="#t65">65</a></span><span class="t"> <span class="str">&quot;required&quot;</span><span class="op">:</span> <span class="op">[</span><span class="str">&quot;title&quot;</span><span class="op">,</span> <span class="str">&quot;blocks&quot;</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
<p class="run run2"><span class="n"><a id="t66" href="#t66">66</a></span><span class="t"><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t67" href="#t67">67</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t68" href="#t68">68</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t69" href="#t69">69</a></span><span class="t"><span class="key">class</span> <span class="nam">WriterAgent</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t70" href="#t70">70</a></span><span class="t"> <span class="key">def</span> <span class="nam">__init__</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
<p class="run run2"><span class="n"><a id="t71" href="#t71">71</a></span><span class="t"> <span class="nam">self</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
<p class="run run2"><span class="n"><a id="t72" href="#t72">72</a></span><span class="t"> <span class="nam">session_id</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
<p class="run run2"><span class="n"><a id="t73" href="#t73">73</a></span><span class="t"> <span class="nam">engine</span><span class="op">:</span> <span class="nam">InferenceEngine</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
<p class="run run2"><span class="n"><a id="t74" href="#t74">74</a></span><span class="t"> <span class="nam">prompt_registry</span><span class="op">:</span> <span class="nam">PromptRegistry</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
<p class="run run2"><span class="n"><a id="t75" href="#t75">75</a></span><span class="t"> <span class="nam">state</span><span class="op">:</span> <span class="nam">WriterState</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
<p class="run run2"><span class="n"><a id="t76" href="#t76">76</a></span><span class="t"> <span class="nam">max_retries</span><span class="op">:</span> <span class="nam">int</span> <span class="op">=</span> <span class="num">2</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
<p class="run run2"><span class="n"><a id="t77" href="#t77">77</a></span><span class="t"> <span class="op">)</span> <span class="op">-&gt;</span> <span class="key">None</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t78" href="#t78">78</a></span><span class="t"> <span class="nam">self</span><span class="op">.</span><span class="nam">session_id</span> <span class="op">=</span> <span class="nam">session_id</span>&nbsp;</span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t79" href="#t79">79</a></span><span class="t"> <span class="nam">self</span><span class="op">.</span><span class="nam">engine</span> <span class="op">=</span> <span class="nam">engine</span>&nbsp;</span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t80" href="#t80">80</a></span><span class="t"> <span class="nam">self</span><span class="op">.</span><span class="nam">prompt_registry</span> <span class="op">=</span> <span class="nam">prompt_registry</span>&nbsp;</span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t81" href="#t81">81</a></span><span class="t"> <span class="nam">self</span><span class="op">.</span><span class="nam">state</span> <span class="op">=</span> <span class="nam">state</span>&nbsp;</span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t82" href="#t82">82</a></span><span class="t"> <span class="nam">self</span><span class="op">.</span><span class="nam">max_retries</span> <span class="op">=</span> <span class="nam">max_retries</span>&nbsp;</span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t83" href="#t83">83</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t84" href="#t84">84</a></span><span class="t"> <span class="key">def</span> <span class="nam">_chunk_source</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">source</span><span class="op">)</span> <span class="op">-&gt;</span> <span class="nam">list</span><span class="op">[</span><span class="nam">dict</span><span class="op">]</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t85" href="#t85">85</a></span><span class="t"> <span class="key">if</span> <span class="nam">source</span> <span class="key">is</span> <span class="key">None</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t86" href="#t86">86</a></span><span class="t"> <span class="key">return</span> <span class="op">[</span><span class="op">{</span><span class="str">&quot;index&quot;</span><span class="op">:</span> <span class="num">0</span><span class="op">,</span> <span class="str">&quot;text&quot;</span><span class="op">:</span> <span class="str">&quot;&quot;</span><span class="op">}</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t87" href="#t87">87</a></span><span class="t"> <span class="nam">src</span> <span class="op">=</span> <span class="nam">source</span> <span class="key">if</span> <span class="nam">isinstance</span><span class="op">(</span><span class="nam">source</span><span class="op">,</span> <span class="nam">str</span><span class="op">)</span> <span class="key">else</span> <span class="nam">str</span><span class="op">(</span><span class="nam">source</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t88" href="#t88">88</a></span><span class="t"> <span class="nam">n</span> <span class="op">=</span> <span class="nam">max</span><span class="op">(</span><span class="num">1</span><span class="op">,</span> <span class="nam">len</span><span class="op">(</span><span class="nam">src</span><span class="op">)</span> <span class="op">//</span> <span class="num">1800</span> <span class="op">+</span> <span class="num">1</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t89" href="#t89">89</a></span><span class="t"> <span class="key">return</span> <span class="op">[</span><span class="op">{</span><span class="str">&quot;index&quot;</span><span class="op">:</span> <span class="nam">i</span><span class="op">,</span> <span class="str">&quot;text&quot;</span><span class="op">:</span> <span class="nam">src</span><span class="op">[</span><span class="nam">i</span> <span class="op">*</span> <span class="num">1800</span><span class="op">:</span><span class="op">(</span><span class="nam">i</span> <span class="op">+</span> <span class="num">1</span><span class="op">)</span> <span class="op">*</span> <span class="num">1800</span><span class="op">]</span><span class="op">}</span> <span class="key">for</span> <span class="nam">i</span> <span class="key">in</span> <span class="nam">range</span><span class="op">(</span><span class="nam">n</span><span class="op">)</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t90" href="#t90">90</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t91" href="#t91">91</a></span><span class="t"> <span class="key">def</span> <span class="nam">_resolve_prompt</span><span class="op">(</span><span class="nam">self</span><span class="op">)</span> <span class="op">-&gt;</span> <span class="nam">Prompt</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t92" href="#t92">92</a></span><span class="t"> <span class="str">&quot;&quot;&quot;&#21462;&#29992;/&#27880;&#20876; writer.chapter &#27169;&#26495;&#65292;&#24182;&#20445;&#35777;&#36820;&#22238; Prompt &#23545;&#35937;&#12290;</span>&nbsp;</span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t93" href="#t93">93</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t94" href="#t94">94</a></span><span class="t"><span class="str"> &#20248;&#20808;&#20351;&#29992; get_or_create&#65288;&#19982;&#27979;&#35797; Fake &#20860;&#23481;&#65289;&#65307;&#30495;&#23454; PromptRegistry &#26080;&#35813;&#26041;&#27861;&#26102;&#65292;</span>&nbsp;</span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t95" href="#t95">95</a></span><span class="t"><span class="str"> &#22238;&#36864;&#20026; register + get&#12290;&#27880;&#24847;&#65306;&#30495;&#23454; get() &#36820;&#22238;&#27169;&#26495;&#23383;&#31526;&#20018;&#32780;&#38750; Prompt&#65292;</span>&nbsp;</span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t96" href="#t96">96</a></span><span class="t"><span class="str"> &#32780;&#24341;&#25806; _render_prompt &#20165;&#23545; Prompt &#23545;&#35937;&#20570;&#21464;&#37327;&#28210;&#26579;&#12289;str &#21407;&#26679;&#21457;&#36865;</span>&nbsp;</span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t97" href="#t97">97</a></span><span class="t"><span class="str"> &#65288;&#21542;&#21017; {{&#21344;&#20301;&#31526;}} &#19981;&#34987;&#26367;&#25442;&#30452;&#25509;&#36827; LLM&#65289;&#8594; &#27492;&#22788;&#32479;&#19968;&#21253;&#35013;&#20026; Prompt&#12290;</span>&nbsp;</span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t98" href="#t98">98</a></span><span class="t"><span class="str"> &quot;&quot;&quot;</span>&nbsp;</span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t99" href="#t99">99</a></span><span class="t"> <span class="nam">get_or_create</span> <span class="op">=</span> <span class="nam">getattr</span><span class="op">(</span><span class="nam">self</span><span class="op">.</span><span class="nam">prompt_registry</span><span class="op">,</span> <span class="str">&quot;get_or_create&quot;</span><span class="op">,</span> <span class="key">None</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t100" href="#t100">100</a></span><span class="t"> <span class="key">if</span> <span class="nam">get_or_create</span> <span class="key">is</span> <span class="key">not</span> <span class="key">None</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t101" href="#t101">101</a></span><span class="t"> <span class="nam">resolved</span> <span class="op">=</span> <span class="nam">get_or_create</span><span class="op">(</span><span class="str">&quot;writer.chapter&quot;</span><span class="op">,</span> <span class="nam">WRITER_PROMPT_TEMPLATE</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t102" href="#t102">102</a></span><span class="t"> <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t103" href="#t103">103</a></span><span class="t"> <span class="nam">self</span><span class="op">.</span><span class="nam">prompt_registry</span><span class="op">.</span><span class="nam">register</span><span class="op">(</span><span class="str">&quot;writer.chapter&quot;</span><span class="op">,</span> <span class="str">&quot;1&quot;</span><span class="op">,</span> <span class="nam">WRITER_PROMPT_TEMPLATE</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t104" href="#t104">104</a></span><span class="t"> <span class="nam">resolved</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">prompt_registry</span><span class="op">.</span><span class="nam">get</span><span class="op">(</span><span class="str">&quot;writer.chapter&quot;</span><span class="op">,</span> <span class="str">&quot;1&quot;</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
<p class="par run show_par"><span class="n"><a id="t105" href="#t105">105</a></span><span class="t"> <span class="key">if</span> <span class="nam">isinstance</span><span class="op">(</span><span class="nam">resolved</span><span class="op">,</span> <span class="nam">Prompt</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"><span class="annotate short">105&#x202F;&#x219B;&#x202F;106</span><span class="annotate long">line 105 didn't jump to line 106 because the condition on line 105 was never true</span></span></p>
<p class="mis show_mis"><span class="n"><a id="t106" href="#t106">106</a></span><span class="t"> <span class="key">return</span> <span class="nam">resolved</span>&nbsp;</span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t107" href="#t107">107</a></span><span class="t"> <span class="nam">template</span> <span class="op">=</span> <span class="nam">getattr</span><span class="op">(</span><span class="nam">resolved</span><span class="op">,</span> <span class="str">&quot;template&quot;</span><span class="op">,</span> <span class="key">None</span><span class="op">)</span> <span class="key">or</span> <span class="nam">str</span><span class="op">(</span><span class="nam">resolved</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t108" href="#t108">108</a></span><span class="t"> <span class="nam">version</span> <span class="op">=</span> <span class="nam">str</span><span class="op">(</span><span class="nam">getattr</span><span class="op">(</span><span class="nam">resolved</span><span class="op">,</span> <span class="str">&quot;version&quot;</span><span class="op">,</span> <span class="str">&quot;1&quot;</span><span class="op">)</span> <span class="key">or</span> <span class="str">&quot;1&quot;</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t109" href="#t109">109</a></span><span class="t"> <span class="key">return</span> <span class="nam">Prompt</span><span class="op">(</span><span class="nam">name</span><span class="op">=</span><span class="str">&quot;writer.chapter&quot;</span><span class="op">,</span> <span class="nam">version</span><span class="op">=</span><span class="nam">version</span><span class="op">,</span> <span class="nam">template</span><span class="op">=</span><span class="nam">template</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t110" href="#t110">110</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t111" href="#t111">111</a></span><span class="t"> <span class="key">def</span> <span class="nam">_call_llm</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">context</span><span class="op">:</span> <span class="nam">GenerationContext</span><span class="op">)</span> <span class="op">-&gt;</span> <span class="nam">dict</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t112" href="#t112">112</a></span><span class="t"> <span class="nam">prompt</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">_resolve_prompt</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t113" href="#t113">113</a></span><span class="t"> <span class="nam">result</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">engine</span><span class="op">.</span><span class="nam">chat_structured</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
<p class="run run2"><span class="n"><a id="t114" href="#t114">114</a></span><span class="t"> <span class="nam">session_id</span><span class="op">=</span><span class="nam">self</span><span class="op">.</span><span class="nam">session_id</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
<p class="run run2"><span class="n"><a id="t115" href="#t115">115</a></span><span class="t"> <span class="nam">prompt</span><span class="op">=</span><span class="nam">prompt</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
<p class="run run2"><span class="n"><a id="t116" href="#t116">116</a></span><span class="t"> <span class="nam">variables</span><span class="op">=</span><span class="nam">context</span><span class="op">.</span><span class="nam">to_vars</span><span class="op">(</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
<p class="run run2"><span class="n"><a id="t117" href="#t117">117</a></span><span class="t"> <span class="nam">schema</span><span class="op">=</span><span class="nam">CHAPTER_OUTPUT_SCHEMA</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
<p class="run run2"><span class="n"><a id="t118" href="#t118">118</a></span><span class="t"> <span class="nam">retry_count</span><span class="op">=</span><span class="num">2</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
<p class="run run2"><span class="n"><a id="t119" href="#t119">119</a></span><span class="t"> <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t120" href="#t120">120</a></span><span class="t"> <span class="com"># &#30495;&#23454; InferenceEngine.chat_structured &#20026; async&#65307;&#27979;&#35797;&#29992;&#21516;&#27493; FakeEngine &#36820;&#22238;&#26222;&#36890;&#23545;&#35937;&#12290;</span>&nbsp;</span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t121" href="#t121">121</a></span><span class="t"> <span class="com"># &#20860;&#23481;&#20004;&#32773;&#65306;&#33509;&#36820;&#22238;&#21327;&#31243;&#21017;&#36890;&#36807; asyncio.run &#39537;&#21160;&#65288;&#35843;&#29992;&#26041; orchestrator/qa_loop/&#33050;&#26412;&#22343;&#20026;&#21516;&#27493;&#19978;&#19979;&#25991;&#65289;&#12290;</span>&nbsp;</span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t122" href="#t122">122</a></span><span class="t"> <span class="key">if</span> <span class="nam">asyncio</span><span class="op">.</span><span class="nam">iscoroutine</span><span class="op">(</span><span class="nam">result</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t123" href="#t123">123</a></span><span class="t"> <span class="nam">result</span> <span class="op">=</span> <span class="nam">asyncio</span><span class="op">.</span><span class="nam">run</span><span class="op">(</span><span class="nam">result</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t124" href="#t124">124</a></span><span class="t"> <span class="key">if</span> <span class="nam">result</span><span class="op">.</span><span class="nam">status</span> <span class="key">not</span> <span class="key">in</span> <span class="op">(</span><span class="str">&quot;ok&quot;</span><span class="op">,</span> <span class="str">&quot;fallback&quot;</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t125" href="#t125">125</a></span><span class="t"> <span class="com"># &#36879;&#20256;&#24213;&#23618;&#38169;&#35823;&#35814;&#24773;&#65288;&#22914; 401 &#37492;&#26435;&#22833;&#36133;&#21407;&#22240;&#65289;&#65292;&#20415;&#20110;&#20154;&#24037;&#38376;&#31105;&#23450;&#20301;</span>&nbsp;</span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t126" href="#t126">126</a></span><span class="t"> <span class="nam">err</span> <span class="op">=</span> <span class="nam">getattr</span><span class="op">(</span><span class="nam">result</span><span class="op">,</span> <span class="str">&quot;error&quot;</span><span class="op">,</span> <span class="key">None</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t127" href="#t127">127</a></span><span class="t"> <span class="nam">code</span> <span class="op">=</span> <span class="nam">getattr</span><span class="op">(</span><span class="nam">result</span><span class="op">,</span> <span class="str">&quot;error_code&quot;</span><span class="op">,</span> <span class="key">None</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t128" href="#t128">128</a></span><span class="t"> <span class="nam">suffix</span> <span class="op">=</span> <span class="str">&quot;&quot;</span>&nbsp;</span><span class="r"></span></p>
<p class="par run show_par"><span class="n"><a id="t129" href="#t129">129</a></span><span class="t"> <span class="key">if</span> <span class="nam">err</span><span class="op">:</span>&nbsp;</span><span class="r"><span class="annotate short">129&#x202F;&#x219B;&#x202F;131</span><span class="annotate long">line 129 didn't jump to line 131 because the condition on line 129 was always true</span></span></p>
<p class="run"><span class="n"><a id="t130" href="#t130">130</a></span><span class="t"> <span class="nam">suffix</span> <span class="op">+=</span> <span class="fst">f&quot;</span><span class="fst">; </span><span class="op">{</span><span class="nam">err</span><span class="op">}</span><span class="fst">&quot;</span>&nbsp;</span><span class="r"></span></p>
<p class="par run show_par"><span class="n"><a id="t131" href="#t131">131</a></span><span class="t"> <span class="key">if</span> <span class="nam">code</span><span class="op">:</span>&nbsp;</span><span class="r"><span class="annotate short">131&#x202F;&#x219B;&#x202F;133</span><span class="annotate long">line 131 didn't jump to line 133 because the condition on line 131 was always true</span></span></p>
<p class="run"><span class="n"><a id="t132" href="#t132">132</a></span><span class="t"> <span class="nam">suffix</span> <span class="op">+=</span> <span class="fst">f&quot;</span><span class="fst"> (code=</span><span class="op">{</span><span class="nam">code</span><span class="op">}</span><span class="fst">)</span><span class="fst">&quot;</span>&nbsp;</span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t133" href="#t133">133</a></span><span class="t"> <span class="key">raise</span> <span class="nam">WriterGenerationError</span><span class="op">(</span><span class="fst">f&quot;</span><span class="fst">&#24341;&#25806;&#36820;&#22238;&#24322;&#24120;&#29366;&#24577;: </span><span class="op">{</span><span class="nam">result</span><span class="op">.</span><span class="nam">status</span><span class="op">}</span><span class="op">{</span><span class="nam">suffix</span><span class="op">}</span><span class="fst">&quot;</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t134" href="#t134">134</a></span><span class="t"> <span class="key">return</span> <span class="nam">result</span><span class="op">.</span><span class="nam">data</span>&nbsp;</span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t135" href="#t135">135</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t136" href="#t136">136</a></span><span class="t"> <span class="key">def</span> <span class="nam">generate_chapter</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">context</span><span class="op">:</span> <span class="nam">GenerationContext</span><span class="op">)</span> <span class="op">-&gt;</span> <span class="nam">ChapterContent</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t137" href="#t137">137</a></span><span class="t"> <span class="nam">self</span><span class="op">.</span><span class="nam">_chunk_source</span><span class="op">(</span><span class="nam">context</span><span class="op">.</span><span class="nam">structured_source</span><span class="op">)</span> <span class="com"># &#20998;&#22359;&#21487;&#29992;&#24615;&#39564;&#35777;&#65288;&#30495;&#23454;&#25340;&#22238;&#30041;&#24453;&#21518;&#32493;&#65289;</span>&nbsp;</span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t138" href="#t138">138</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t139" href="#t139">139</a></span><span class="t"> <span class="com"># &#27493;&#39588; A&#65306;&#25512;&#23548;&#26412;&#31456;&#26399;&#26395;&#36755;&#20986;&#35821;&#35328;&#65288;&#20165;&#20381;&#36182; context&#65292;&#24490;&#29615;&#21069;&#32622;&#65292;&#31283;&#23450;&#65289;</span>&nbsp;</span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t140" href="#t140">140</a></span><span class="t"> <span class="com"># fallback &#29992;&#12300;&#35268;&#21017;&#25991;&#26723;&#12301;&#65288;write_rules/design_rules&#65292;RAG &#33258;&#26085;&#25991;&#20316;&#25104;&#35828;&#26126;&#20070;/&#35760;&#20837;&#35268;&#21017;&#26816;&#32034;&#65292;</span>&nbsp;</span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t141" href="#t141">141</a></span><span class="t"> <span class="com"># &#21547;&#20551;&#21517;&#21487;&#21028;&#26085;&#25991;&#65289;&#12290;&#19981;&#33021;&#29992; impact/data&#65288;&#28304;&#25968;&#25454;&#65289;&#65306;&#26679;&#26412;&#21547;&#20013;&#25991;&#20803;&#32032;&#21517;&#65288;&#27490;&#25439;&#39118;&#25511;&#31561;&#65289;&#12289;</span>&nbsp;</span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t142" href="#t142">142</a></span><span class="t"> <span class="com"># &#24433;&#21709;&#26631;&#31614;&#20026;&#27721;&#23383;&#26080;&#20551;&#21517; &#8594; &#20250;&#25226;&#26085;&#25991;&#25991;&#26723;&#35823;&#21028;&#20026;&#26399;&#26395; zh&#65288;&#30495;&#23454;&#35797;&#36816;&#34892;&#26292;&#38706;&#65289;&#12290;</span>&nbsp;</span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t143" href="#t143">143</a></span><span class="t"> <span class="nam">expected</span> <span class="op">=</span> <span class="nam">resolve_expected_language</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
<p class="run run2"><span class="n"><a id="t144" href="#t144">144</a></span><span class="t"> <span class="nam">explicit</span><span class="op">=</span><span class="nam">context</span><span class="op">.</span><span class="nam">output_language</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
<p class="run run2"><span class="n"><a id="t145" href="#t145">145</a></span><span class="t"> <span class="nam">title</span><span class="op">=</span><span class="nam">context</span><span class="op">.</span><span class="nam">title</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
<p class="run run2"><span class="n"><a id="t146" href="#t146">146</a></span><span class="t"> <span class="nam">fallback_texts</span><span class="op">=</span><span class="op">[</span>&nbsp;</span><span class="r"></span></p>
<p class="run run2"><span class="n"><a id="t147" href="#t147">147</a></span><span class="t"> <span class="str">&quot;\n&quot;</span><span class="op">.</span><span class="nam">join</span><span class="op">(</span><span class="nam">context</span><span class="op">.</span><span class="nam">write_rules</span> <span class="key">or</span> <span class="op">[</span><span class="op">]</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
<p class="run run2"><span class="n"><a id="t148" href="#t148">148</a></span><span class="t"> <span class="str">&quot;\n&quot;</span><span class="op">.</span><span class="nam">join</span><span class="op">(</span><span class="nam">context</span><span class="op">.</span><span class="nam">design_rules</span> <span class="key">or</span> <span class="op">[</span><span class="op">]</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
<p class="run run2"><span class="n"><a id="t149" href="#t149">149</a></span><span class="t"> <span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
<p class="run run2"><span class="n"><a id="t150" href="#t150">150</a></span><span class="t"> <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t151" href="#t151">151</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t152" href="#t152">152</a></span><span class="t"> <span class="nam">last_err</span><span class="op">:</span> <span class="nam">Exception</span> <span class="op">|</span> <span class="key">None</span> <span class="op">=</span> <span class="key">None</span>&nbsp;</span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t153" href="#t153">153</a></span><span class="t"> <span class="key">for</span> <span class="nam">_</span> <span class="key">in</span> <span class="nam">range</span><span class="op">(</span><span class="nam">max</span><span class="op">(</span><span class="num">1</span><span class="op">,</span> <span class="nam">self</span><span class="op">.</span><span class="nam">max_retries</span><span class="op">)</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t154" href="#t154">154</a></span><span class="t"> <span class="key">try</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t155" href="#t155">155</a></span><span class="t"> <span class="nam">data</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">_call_llm</span><span class="op">(</span><span class="nam">context</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t156" href="#t156">156</a></span><span class="t"> <span class="key">except</span> <span class="nam">Exception</span> <span class="key">as</span> <span class="nam">e</span><span class="op">:</span> <span class="com"># &#24341;&#25806;&#21487;&#33021;&#25243;&#20986;&#20219;&#24847;&#24322;&#24120;&#65292;&#32479;&#19968;&#25353;&#31456;&#33410;&#32423;&#22833;&#36133;&#37325;&#35797;</span>&nbsp;</span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t157" href="#t157">157</a></span><span class="t"> <span class="nam">last_err</span> <span class="op">=</span> <span class="nam">e</span>&nbsp;</span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t158" href="#t158">158</a></span><span class="t"> <span class="key">continue</span>&nbsp;</span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t159" href="#t159">159</a></span><span class="t"> <span class="key">try</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t160" href="#t160">160</a></span><span class="t"> <span class="nam">content</span> <span class="op">=</span> <span class="nam">ChapterContent</span><span class="op">.</span><span class="nam">from_llm</span><span class="op">(</span><span class="nam">context</span><span class="op">.</span><span class="nam">chapter_id</span><span class="op">,</span> <span class="nam">context</span><span class="op">.</span><span class="nam">title</span><span class="op">,</span> <span class="nam">data</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
<p class="mis show_mis"><span class="n"><a id="t161" href="#t161">161</a></span><span class="t"> <span class="key">except</span> <span class="op">(</span><span class="nam">KeyError</span><span class="op">,</span> <span class="nam">TypeError</span><span class="op">,</span> <span class="nam">ValueError</span><span class="op">)</span> <span class="key">as</span> <span class="nam">e</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
<p class="mis show_mis"><span class="n"><a id="t162" href="#t162">162</a></span><span class="t"> <span class="nam">last_err</span> <span class="op">=</span> <span class="nam">e</span>&nbsp;</span><span class="r"></span></p>
<p class="mis show_mis"><span class="n"><a id="t163" href="#t163">163</a></span><span class="t"> <span class="key">continue</span>&nbsp;</span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t164" href="#t164">164</a></span><span class="t"> <span class="com"># &#27169;&#26495;&#32467;&#26500;&#20026;&#20934;&#65288;design &#167;6.5&#65289;&#65306;&#26080;&#23376;&#33410;&#32467;&#26500;&#30340;&#31456;&#65292;&#21076;&#38500; LLM &#33258;&#36896;&#30340;</span>&nbsp;</span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t165" href="#t165">165</a></span><span class="t"> <span class="com"># heading &#22359;&#65288;prompt &#32422;&#26463;&#20026;&#23613;&#21147;&#32780;&#20026;&#65292;&#27492;&#22788;&#31243;&#24207;&#21270;&#24378;&#21046;&#65289;</span>&nbsp;</span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t166" href="#t166">166</a></span><span class="t"> <span class="key">if</span> <span class="key">not</span> <span class="op">(</span><span class="nam">getattr</span><span class="op">(</span><span class="nam">context</span><span class="op">.</span><span class="nam">template_marker</span><span class="op">,</span> <span class="str">&quot;sub_headings&quot;</span><span class="op">,</span> <span class="key">None</span><span class="op">)</span> <span class="key">or</span> <span class="op">[</span><span class="op">]</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t167" href="#t167">167</a></span><span class="t"> <span class="nam">content</span><span class="op">.</span><span class="nam">blocks</span> <span class="op">=</span> <span class="op">[</span><span class="nam">b</span> <span class="key">for</span> <span class="nam">b</span> <span class="key">in</span> <span class="nam">content</span><span class="op">.</span><span class="nam">blocks</span> <span class="key">if</span> <span class="nam">b</span><span class="op">.</span><span class="nam">type</span> <span class="op">!=</span> <span class="str">&quot;heading&quot;</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t168" href="#t168">168</a></span><span class="t"> <span class="com"># &#27493;&#39588; A&#65306;&#36755;&#20986;&#35821;&#35328;&#19968;&#33268;&#24615;&#24378;&#21046;&#65288;&#26399;&#26395;&#35821;&#35328;&#21487;&#25512;&#23548;&#26102;&#65292;&#36829;&#35268;&#25353;&#22833;&#36133;&#37325;&#35797;&#65289;</span>&nbsp;</span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t169" href="#t169">169</a></span><span class="t"> <span class="key">if</span> <span class="nam">expected</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t170" href="#t170">170</a></span><span class="t"> <span class="nam">viol</span> <span class="op">=</span> <span class="nam">find_language_violations</span><span class="op">(</span><span class="nam">content</span><span class="op">.</span><span class="nam">blocks</span><span class="op">,</span> <span class="nam">expected</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t171" href="#t171">171</a></span><span class="t"> <span class="key">if</span> <span class="nam">viol</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t172" href="#t172">172</a></span><span class="t"> <span class="nam">last_err</span> <span class="op">=</span> <span class="nam">WriterGenerationError</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
<p class="run run2"><span class="n"><a id="t173" href="#t173">173</a></span><span class="t"> <span class="fst">f&quot;</span><span class="fst">&#31456;&#33410; </span><span class="op">{</span><span class="nam">context</span><span class="op">.</span><span class="nam">chapter_id</span><span class="op">}</span><span class="fst"> &#35821;&#35328;&#19981;&#19968;&#33268;&#65288;&#26399;&#26395; </span><span class="op">{</span><span class="nam">expected</span><span class="op">}</span><span class="fst">&#65292;</span><span class="fst">&quot;</span>&nbsp;</span><span class="r"></span></p>
<p class="run run2"><span class="n"><a id="t174" href="#t174">174</a></span><span class="t"> <span class="fst">f&quot;</span><span class="fst">&#21457;&#29616; </span><span class="op">{</span><span class="nam">len</span><span class="op">(</span><span class="nam">viol</span><span class="op">)</span><span class="op">}</span><span class="fst"> &#22788;&#36829;&#35268;&#27491;&#25991;&#65289;</span><span class="fst">&quot;</span>&nbsp;</span><span class="r"></span></p>
<p class="run run2"><span class="n"><a id="t175" href="#t175">175</a></span><span class="t"> <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t176" href="#t176">176</a></span><span class="t"> <span class="key">continue</span>&nbsp;</span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t177" href="#t177">177</a></span><span class="t"> <span class="nam">self</span><span class="op">.</span><span class="nam">state</span><span class="op">.</span><span class="nam">record_success</span><span class="op">(</span><span class="nam">content</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t178" href="#t178">178</a></span><span class="t"> <span class="key">return</span> <span class="nam">content</span>&nbsp;</span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t179" href="#t179">179</a></span><span class="t"> <span class="key">raise</span> <span class="nam">WriterGenerationError</span><span class="op">(</span><span class="fst">f&quot;</span><span class="fst">&#31456;&#33410; </span><span class="op">{</span><span class="nam">context</span><span class="op">.</span><span class="nam">chapter_id</span><span class="op">}</span><span class="fst"> &#37325;&#35797;&#32791;&#23613;: </span><span class="op">{</span><span class="nam">last_err</span><span class="op">}</span><span class="fst">&quot;</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
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