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<h1 id="parser-agent-dotsocr">PARSER Agent (dots.ocr)<a class="headerlink" href="#parser-agent-dotsocr" title="Permanent link">&para;</a></h1>
<p><strong>Document Ingestion &amp; Structuring Agent</strong> для DAARION / microDAO / SecondMe.</p>
<h2 id="_1">Роль та призначення<a class="headerlink" href="#_1" title="Permanent link">&para;</a></h2>
<p>PARSER — це агент, який перетворює неструктуровані документи (PDF, зображення) у структуровані дані для RAG (Retrieval-Augmented Generation) та знань-орієнтованих систем.</p>
<p><strong>Основна мета:</strong> Забезпечити якісний інжест документів у базу знань зі збереженням структури, layout та семантики.</p>
<h2 id="_2">Технічна база<a class="headerlink" href="#_2" title="Permanent link">&para;</a></h2>
<h3 id="rednote-hilabdotsocr">Модель: <code>rednote-hilab/dots.ocr</code><a class="headerlink" href="#rednote-hilabdotsocr" title="Permanent link">&para;</a></h3>
<ul>
<li><strong>Тип:</strong> Image-Text-to-Text VLM (Vision Language Model)</li>
<li><strong>Орієнтація:</strong> Документ-орієнтований OCR з layout detection</li>
<li><strong>GitHub:</strong> https://github.com/QwenLM/Qwen3-ASR-Toolkit (або відповідний репозиторій)</li>
</ul>
<h3 id="_3">Ключові можливості моделі<a class="headerlink" href="#_3" title="Permanent link">&para;</a></h3>
<ol>
<li><strong>Мультимовний OCR + Layout</strong></li>
<li>Розпізнає текст на багатьох мовах (включаючи low-resource)</li>
<li>Правильно відновлює <strong>reading order</strong> (колонки, блоки, змішаний макет)</li>
<li>
<p>Підтримка складних макетів (наукові статті, звіти, форми)</p>
</li>
<li>
<p><strong>Єдиний VLM для всього</strong></p>
</li>
<li>Один модельний стек для <strong>layout detection + OCR</strong></li>
<li>Не потребує окремих моделей для таблиць/тексту/формул</li>
<li>
<p>Уніфікований підхід до різних типів контенту</p>
</li>
<li>
<p><strong>Структурований вихід</strong></p>
</li>
<li>JSON з блоками (<code>paragraph</code>, <code>heading</code>, <code>table</code>, <code>formula</code>, <code>figure_caption</code>, ...)</li>
<li>Bbox-координати, сторінка, читальний порядок</li>
<li>Окремі структури для таблиць (рядки/колонки, merged cells)</li>
<li>
<p>Markdown/HTML-подібний текст (таблиці можна відтворювати як Markdown)</p>
</li>
<li>
<p><strong>Орієнтація на документи</strong></p>
</li>
<li>Підтримка форм, інвойсів, звітів, наукових статей, презентацій</li>
<li>Добре працює із змішаним контентом (текст навколо формул, підписи до рисунків)</li>
</ol>
<h2 id="_4">Вхідні дані<a class="headerlink" href="#_4" title="Permanent link">&para;</a></h2>
<h3 id="_5">Підтримувані формати<a class="headerlink" href="#_5" title="Permanent link">&para;</a></h3>
<ul>
<li><strong>PDF:</strong></li>
<li>Скани (зображення сторінок)</li>
<li>"Цифрові" PDF (текст + векторна графіка)</li>
<li>
<p>Багатосторінкові документи</p>
</li>
<li>
<p><strong>Зображення:</strong></p>
</li>
<li>PNG, JPEG, TIFF</li>
<li>
<p>Підтримка різних роздільних здатностей</p>
</li>
<li>
<p><strong>Документи зі змішаним контентом:</strong></p>
</li>
<li>Текст + таблиці + схеми + формули</li>
<li>Наукові статті, звіти, презентації</li>
</ul>
<h2 id="_6">Режими виводу<a class="headerlink" href="#_6" title="Permanent link">&para;</a></h2>
<p>PARSER підтримує кілька режимів виводу (конфігурується через промпт/параметри):</p>
<h3 id="1-raw_json">1. <code>raw_json</code><a class="headerlink" href="#1-raw_json" title="Permanent link">&para;</a></h3>
<p>Повний структурований JSON з усіма блоками:</p>
<div class="codehilite"><pre><span></span><code><span class="p">{</span>
<span class="w"> </span><span class="nt">&quot;pages&quot;</span><span class="p">:</span><span class="w"> </span><span class="p">[</span>
<span class="w"> </span><span class="p">{</span>
<span class="w"> </span><span class="nt">&quot;page_num&quot;</span><span class="p">:</span><span class="w"> </span><span class="mi">1</span><span class="p">,</span>
<span class="w"> </span><span class="nt">&quot;blocks&quot;</span><span class="p">:</span><span class="w"> </span><span class="p">[</span>
<span class="w"> </span><span class="p">{</span>
<span class="w"> </span><span class="nt">&quot;type&quot;</span><span class="p">:</span><span class="w"> </span><span class="s2">&quot;heading&quot;</span><span class="p">,</span>
<span class="w"> </span><span class="nt">&quot;text&quot;</span><span class="p">:</span><span class="w"> </span><span class="s2">&quot;Заголовок&quot;</span><span class="p">,</span>
<span class="w"> </span><span class="nt">&quot;bbox&quot;</span><span class="p">:</span><span class="w"> </span><span class="p">[</span><span class="err">x</span><span class="p">,</span><span class="w"> </span><span class="err">y</span><span class="p">,</span><span class="w"> </span><span class="err">wid</span><span class="kc">t</span><span class="err">h</span><span class="p">,</span><span class="w"> </span><span class="err">heigh</span><span class="kc">t</span><span class="p">],</span>
<span class="w"> </span><span class="nt">&quot;reading_order&quot;</span><span class="p">:</span><span class="w"> </span><span class="mi">1</span>
<span class="w"> </span><span class="p">},</span>
<span class="w"> </span><span class="p">{</span>
<span class="w"> </span><span class="nt">&quot;type&quot;</span><span class="p">:</span><span class="w"> </span><span class="s2">&quot;paragraph&quot;</span><span class="p">,</span>
<span class="w"> </span><span class="nt">&quot;text&quot;</span><span class="p">:</span><span class="w"> </span><span class="s2">&quot;Текст параграфу...&quot;</span><span class="p">,</span>
<span class="w"> </span><span class="nt">&quot;bbox&quot;</span><span class="p">:</span><span class="w"> </span><span class="p">[</span><span class="err">...</span><span class="p">],</span>
<span class="w"> </span><span class="nt">&quot;reading_order&quot;</span><span class="p">:</span><span class="w"> </span><span class="mi">2</span>
<span class="w"> </span><span class="p">},</span>
<span class="w"> </span><span class="p">{</span>
<span class="w"> </span><span class="nt">&quot;type&quot;</span><span class="p">:</span><span class="w"> </span><span class="s2">&quot;table&quot;</span><span class="p">,</span>
<span class="w"> </span><span class="nt">&quot;rows&quot;</span><span class="p">:</span><span class="w"> </span><span class="p">[</span><span class="err">...</span><span class="p">],</span>
<span class="w"> </span><span class="nt">&quot;columns&quot;</span><span class="p">:</span><span class="w"> </span><span class="p">[</span><span class="err">...</span><span class="p">],</span>
<span class="w"> </span><span class="nt">&quot;merged_cells&quot;</span><span class="p">:</span><span class="w"> </span><span class="p">[</span><span class="err">...</span><span class="p">]</span>
<span class="w"> </span><span class="p">}</span>
<span class="w"> </span><span class="p">]</span>
<span class="w"> </span><span class="p">}</span>
<span class="w"> </span><span class="p">]</span>
<span class="p">}</span>
</code></pre></div>
<h3 id="2-markdown">2. <code>markdown</code><a class="headerlink" href="#2-markdown" title="Permanent link">&para;</a></h3>
<p>Таблиці/розділи у Markdown форматі:</p>
<div class="codehilite"><pre><span></span><code><span class="gh"># Заголовок</span>
Текст параграфу...
| Колонка 1 | Колонка 2 |
|-----------|-----------|
| Значення 1 | Значення 2 |
</code></pre></div>
<h3 id="3-qa_pairs">3. <code>qa_pairs</code><a class="headerlink" href="#3-qa_pairs" title="Permanent link">&para;</a></h3>
<p>Парсер одразу повертає Q&amp;A-пари по документу (через LLM-постпроцес):</p>
<div class="codehilite"><pre><span></span><code><span class="p">{</span>
<span class="w"> </span><span class="nt">&quot;qa_pairs&quot;</span><span class="p">:</span><span class="w"> </span><span class="p">[</span>
<span class="w"> </span><span class="p">{</span>
<span class="w"> </span><span class="nt">&quot;question&quot;</span><span class="p">:</span><span class="w"> </span><span class="s2">&quot;Що таке токеноміка microDAO?&quot;</span><span class="p">,</span>
<span class="w"> </span><span class="nt">&quot;answer&quot;</span><span class="p">:</span><span class="w"> </span><span class="s2">&quot;Токеноміка microDAO включає...&quot;</span><span class="p">,</span>
<span class="w"> </span><span class="nt">&quot;source_page&quot;</span><span class="p">:</span><span class="w"> </span><span class="mi">1</span><span class="p">,</span>
<span class="w"> </span><span class="nt">&quot;source_bbox&quot;</span><span class="p">:</span><span class="w"> </span><span class="p">[</span><span class="err">...</span><span class="p">]</span>
<span class="w"> </span><span class="p">}</span>
<span class="w"> </span><span class="p">]</span>
<span class="p">}</span>
</code></pre></div>
<h3 id="4-chunks">4. <code>chunks</code><a class="headerlink" href="#4-chunks" title="Permanent link">&para;</a></h3>
<p>Масив семантичних фрагментів для RAG:</p>
<div class="codehilite"><pre><span></span><code><span class="p">{</span>
<span class="w"> </span><span class="nt">&quot;chunks&quot;</span><span class="p">:</span><span class="w"> </span><span class="p">[</span>
<span class="w"> </span><span class="p">{</span>
<span class="w"> </span><span class="nt">&quot;text&quot;</span><span class="p">:</span><span class="w"> </span><span class="s2">&quot;Фрагмент тексту...&quot;</span><span class="p">,</span>
<span class="w"> </span><span class="nt">&quot;page&quot;</span><span class="p">:</span><span class="w"> </span><span class="mi">1</span><span class="p">,</span>
<span class="w"> </span><span class="nt">&quot;bbox&quot;</span><span class="p">:</span><span class="w"> </span><span class="p">[</span><span class="err">...</span><span class="p">],</span>
<span class="w"> </span><span class="nt">&quot;section&quot;</span><span class="p">:</span><span class="w"> </span><span class="s2">&quot;introduction&quot;</span><span class="p">,</span>
<span class="w"> </span><span class="nt">&quot;metadata&quot;</span><span class="p">:</span><span class="w"> </span><span class="p">{</span>
<span class="w"> </span><span class="nt">&quot;dao_id&quot;</span><span class="p">:</span><span class="w"> </span><span class="s2">&quot;daarion&quot;</span><span class="p">,</span>
<span class="w"> </span><span class="nt">&quot;doc_id&quot;</span><span class="p">:</span><span class="w"> </span><span class="s2">&quot;tokenomics_v1&quot;</span>
<span class="w"> </span><span class="p">}</span>
<span class="w"> </span><span class="p">}</span>
<span class="w"> </span><span class="p">]</span>
<span class="p">}</span>
</code></pre></div>
<h2 id="_7">Вихідні дані<a class="headerlink" href="#_7" title="Permanent link">&para;</a></h2>
<h3 id="parseddocument">Структура <code>ParsedDocument</code><a class="headerlink" href="#parseddocument" title="Permanent link">&para;</a></h3>
<div class="codehilite"><pre><span></span><code><span class="kd">interface</span><span class="w"> </span><span class="nx">ParsedDocument</span><span class="w"> </span><span class="p">{</span>
<span class="w"> </span><span class="nx">doc_id</span><span class="o">:</span><span class="w"> </span><span class="kt">string</span><span class="p">;</span>
<span class="w"> </span><span class="nx">doc_url?</span><span class="o">:</span><span class="w"> </span><span class="kt">string</span><span class="p">;</span>
<span class="w"> </span><span class="nx">doc_type</span><span class="o">:</span><span class="w"> </span><span class="s2">&quot;pdf&quot;</span><span class="w"> </span><span class="o">|</span><span class="w"> </span><span class="s2">&quot;image&quot;</span><span class="p">;</span>
<span class="w"> </span><span class="nx">pages</span><span class="o">:</span><span class="w"> </span><span class="kt">ParsedPage</span><span class="p">[];</span>
<span class="w"> </span><span class="nx">metadata</span><span class="o">:</span><span class="w"> </span><span class="p">{</span>
<span class="w"> </span><span class="nx">dao_id</span><span class="o">:</span><span class="w"> </span><span class="kt">string</span><span class="p">;</span>
<span class="w"> </span><span class="nx">user_id</span><span class="o">:</span><span class="w"> </span><span class="kt">string</span><span class="p">;</span>
<span class="w"> </span><span class="nx">uploaded_at</span><span class="o">:</span><span class="w"> </span><span class="kt">string</span><span class="p">;</span>
<span class="w"> </span><span class="nx">file_size</span><span class="o">:</span><span class="w"> </span><span class="kt">number</span><span class="p">;</span>
<span class="w"> </span><span class="nx">page_count</span><span class="o">:</span><span class="w"> </span><span class="kt">number</span><span class="p">;</span>
<span class="w"> </span><span class="p">};</span>
<span class="p">}</span>
<span class="kd">interface</span><span class="w"> </span><span class="nx">ParsedPage</span><span class="w"> </span><span class="p">{</span>
<span class="w"> </span><span class="nx">page_num</span><span class="o">:</span><span class="w"> </span><span class="kt">number</span><span class="p">;</span>
<span class="w"> </span><span class="nx">blocks</span><span class="o">:</span><span class="w"> </span><span class="kt">ParsedBlock</span><span class="p">[];</span>
<span class="w"> </span><span class="nx">width</span><span class="o">:</span><span class="w"> </span><span class="kt">number</span><span class="p">;</span>
<span class="w"> </span><span class="nx">height</span><span class="o">:</span><span class="w"> </span><span class="kt">number</span><span class="p">;</span>
<span class="p">}</span>
<span class="kd">interface</span><span class="w"> </span><span class="nx">ParsedBlock</span><span class="w"> </span><span class="p">{</span>
<span class="w"> </span><span class="kr">type</span><span class="o">:</span><span class="w"> </span><span class="s2">&quot;paragraph&quot;</span><span class="w"> </span><span class="o">|</span><span class="w"> </span><span class="s2">&quot;heading&quot;</span><span class="w"> </span><span class="o">|</span><span class="w"> </span><span class="s2">&quot;table&quot;</span><span class="w"> </span><span class="o">|</span><span class="w"> </span><span class="s2">&quot;formula&quot;</span><span class="w"> </span><span class="o">|</span><span class="w"> </span><span class="s2">&quot;figure_caption&quot;</span><span class="w"> </span><span class="o">|</span><span class="w"> </span><span class="s2">&quot;list&quot;</span><span class="p">;</span>
<span class="w"> </span><span class="nx">text</span><span class="o">:</span><span class="w"> </span><span class="kt">string</span><span class="p">;</span>
<span class="w"> </span><span class="nx">bbox</span><span class="o">:</span><span class="w"> </span><span class="p">[</span><span class="nx">x</span><span class="o">:</span><span class="w"> </span><span class="kt">number</span><span class="p">,</span><span class="w"> </span><span class="nx">y</span><span class="o">:</span><span class="w"> </span><span class="kt">number</span><span class="p">,</span><span class="w"> </span><span class="nx">width</span><span class="o">:</span><span class="w"> </span><span class="kt">number</span><span class="p">,</span><span class="w"> </span><span class="nx">height</span><span class="o">:</span><span class="w"> </span><span class="kt">number</span><span class="p">];</span>
<span class="w"> </span><span class="nx">reading_order</span><span class="o">:</span><span class="w"> </span><span class="kt">number</span><span class="p">;</span>
<span class="w"> </span><span class="c1">// Для таблиць:</span>
<span class="w"> </span><span class="nx">table_data</span><span class="o">?:</span><span class="w"> </span><span class="p">{</span>
<span class="w"> </span><span class="nx">rows</span><span class="o">:</span><span class="w"> </span><span class="kt">string</span><span class="p">[][];</span>
<span class="w"> </span><span class="nx">columns</span><span class="o">:</span><span class="w"> </span><span class="kt">string</span><span class="p">[];</span>
<span class="w"> </span><span class="nx">merged_cells?</span><span class="o">:</span><span class="w"> </span><span class="kt">Array</span><span class="o">&lt;</span><span class="p">{</span><span class="nx">row</span><span class="o">:</span><span class="w"> </span><span class="kt">number</span><span class="p">,</span><span class="w"> </span><span class="nx">col</span><span class="o">:</span><span class="w"> </span><span class="kt">number</span><span class="p">,</span><span class="w"> </span><span class="nx">rowspan</span><span class="o">:</span><span class="w"> </span><span class="kt">number</span><span class="p">,</span><span class="w"> </span><span class="nx">colspan</span><span class="o">:</span><span class="w"> </span><span class="kt">number</span><span class="p">}</span><span class="o">&gt;</span><span class="p">;</span>
<span class="w"> </span><span class="p">};</span>
<span class="p">}</span>
</code></pre></div>
<h2 id="_8">Обмеження<a class="headerlink" href="#_8" title="Permanent link">&para;</a></h2>
<ul>
<li><strong>Max pages:</strong> Конфігурується через <code>PARSER_MAX_PAGES</code> (за замовчуванням: 100)</li>
<li><strong>Max resolution:</strong> Конфігурується через <code>PARSER_MAX_RESOLUTION</code> (за замовчуванням: 4096x4096)</li>
<li><strong>Max file size:</strong> Залежить від runtime (рекомендовано: до 50MB для PDF)</li>
<li><strong>Підтримка мов:</strong> Залежить від моделі dots.ocr (українська підтримується)</li>
</ul>
<h2 id="_9">Інтеграція з системою<a class="headerlink" href="#_9" title="Permanent link">&para;</a></h2>
<h3 id="1-dagi-router">1. DAGI Router<a class="headerlink" href="#1-dagi-router" title="Permanent link">&para;</a></h3>
<p>PARSER інтегрується як окремий провайдер:</p>
<div class="codehilite"><pre><span></span><code><span class="nt">providers</span><span class="p">:</span>
<span class="w"> </span><span class="nt">parser</span><span class="p">:</span>
<span class="w"> </span><span class="nt">type</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">ocr</span>
<span class="w"> </span><span class="nt">base_url</span><span class="p">:</span><span class="w"> </span><span class="s">&quot;http://parser-service:9400&quot;</span>
</code></pre></div>
<p><strong>Routing rule:</strong></p>
<div class="codehilite"><pre><span></span><code><span class="nt">routing</span><span class="p">:</span>
<span class="w"> </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="nt">id</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">doc_parse</span>
<span class="w"> </span><span class="nt">when</span><span class="p">:</span>
<span class="w"> </span><span class="nt">mode</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">doc_parse</span>
<span class="w"> </span><span class="nt">use_provider</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">parser</span>
</code></pre></div>
<h3 id="2-crewai-orchestrator">2. CrewAI Orchestrator<a class="headerlink" href="#2-crewai-orchestrator" title="Permanent link">&para;</a></h3>
<p>PARSER як агент у CrewAI workflow:</p>
<ul>
<li><strong><code>doc_ingest_workflow</code>:</strong> Перевірка типу документа → виклик PARSER → інжест у RAG</li>
<li><strong><code>rag_answer_workflow</code>:</strong> Використання розпарсених документів для відповідей</li>
</ul>
<h3 id="3-rbac-integration">3. RBAC Integration<a class="headerlink" href="#3-rbac-integration" title="Permanent link">&para;</a></h3>
<ul>
<li>Перевірка прав на інжест документів (<code>role: admin</code>, <code>role: researcher</code>)</li>
<li>Обмеження на приватні/публічні документи</li>
<li>Перевірка <code>dao_id</code> для ізоляції даних</li>
</ul>
<h2 id="_10">Використання<a class="headerlink" href="#_10" title="Permanent link">&para;</a></h2>
<h3 id="parser">Приклад запиту до PARSER<a class="headerlink" href="#parser" title="Permanent link">&para;</a></h3>
<div class="codehilite"><pre><span></span><code>curl<span class="w"> </span>-X<span class="w"> </span>POST<span class="w"> </span>http://parser-service:9400/ocr/parse<span class="w"> </span><span class="se">\</span>
<span class="w"> </span>-H<span class="w"> </span><span class="s2">&quot;Content-Type: application/json&quot;</span><span class="w"> </span><span class="se">\</span>
<span class="w"> </span>-d<span class="w"> </span><span class="s1">&#39;{</span>
<span class="s1"> &quot;doc_url&quot;: &quot;https://example.com/tokenomics.pdf&quot;,</span>
<span class="s1"> &quot;output_mode&quot;: &quot;chunks&quot;,</span>
<span class="s1"> &quot;dao_id&quot;: &quot;daarion&quot;,</span>
<span class="s1"> &quot;user_id&quot;: &quot;user123&quot;</span>
<span class="s1"> }&#39;</span>
</code></pre></div>
<h3 id="dagi-router">Приклад через DAGI Router<a class="headerlink" href="#dagi-router" title="Permanent link">&para;</a></h3>
<div class="codehilite"><pre><span></span><code>curl<span class="w"> </span>-X<span class="w"> </span>POST<span class="w"> </span>http://router:9102/route<span class="w"> </span><span class="se">\</span>
<span class="w"> </span>-H<span class="w"> </span><span class="s2">&quot;Content-Type: application/json&quot;</span><span class="w"> </span><span class="se">\</span>
<span class="w"> </span>-d<span class="w"> </span><span class="s1">&#39;{</span>
<span class="s1"> &quot;mode&quot;: &quot;doc_parse&quot;,</span>
<span class="s1"> &quot;dao_id&quot;: &quot;daarion&quot;,</span>
<span class="s1"> &quot;user_id&quot;: &quot;user123&quot;,</span>
<span class="s1"> &quot;payload&quot;: {</span>
<span class="s1"> &quot;doc_url&quot;: &quot;https://example.com/tokenomics.pdf&quot;,</span>
<span class="s1"> &quot;output_mode&quot;: &quot;qa_pairs&quot;</span>
<span class="s1"> }</span>
<span class="s1"> }&#39;</span>
</code></pre></div>
<h2 id="_11">Архітектура сервісу<a class="headerlink" href="#_11" title="Permanent link">&para;</a></h2>
<div class="codehilite"><pre><span></span><code><span class="n">parser</span><span class="o">-</span><span class="n">service</span><span class="o">/</span>
<span class="err">├──</span><span class="w"> </span><span class="n">main</span><span class="o">.</span><span class="n">py</span><span class="w"> </span><span class="c1"># FastAPI сервіс</span>
<span class="err">├──</span><span class="w"> </span><span class="n">parser_runtime</span><span class="o">/</span><span class="w"> </span><span class="c1"># Runtime для dots.ocr</span>
<span class="err">│</span><span class="w"> </span><span class="err">├──</span><span class="w"> </span><span class="n">__init__</span><span class="o">.</span><span class="n">py</span>
<span class="err">│</span><span class="w"> </span><span class="err">├──</span><span class="w"> </span><span class="n">model_loader</span><span class="o">.</span><span class="n">py</span><span class="w"> </span><span class="c1"># Lazy init, GPU/CPU fallback</span>
<span class="err">│</span><span class="w"> </span><span class="err">└──</span><span class="w"> </span><span class="n">inference</span><span class="o">.</span><span class="n">py</span><span class="w"> </span><span class="c1"># parse_image, parse_pdf</span>
<span class="err">├──</span><span class="w"> </span><span class="n">schemas</span><span class="o">.</span><span class="n">py</span><span class="w"> </span><span class="c1"># Pydantic моделі</span>
<span class="err">└──</span><span class="w"> </span><span class="n">config</span><span class="o">.</span><span class="n">py</span><span class="w"> </span><span class="c1"># Конфігурація</span>
</code></pre></div>
<h2 id="_12">Залежності<a class="headerlink" href="#_12" title="Permanent link">&para;</a></h2>
<ul>
<li><strong>Runtime:</strong> HuggingFace Transformers + vLLM/SGLang (або llama.cpp/GGUF)</li>
<li><strong>Модель:</strong> <code>rednote-hilab/dots.ocr</code></li>
<li><strong>Python:</strong> 3.11+</li>
<li><strong>GPU:</strong> Рекомендовано (можна CPU fallback)</li>
</ul>
<h2 id="_13">Посилання<a class="headerlink" href="#_13" title="Permanent link">&para;</a></h2>
<ul>
<li><a href="../TODO-PARSER-RAG.md">TODO: PARSER + RAG Implementation</a></li>
<li><a href="./dagi-router.md">DAGI Router Documentation</a></li>
<li><a href="./crewai-orchestrator.md">CrewAI Orchestrator</a></li>
</ul>
</article>
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