deploy: 512660cea0

2025-11-21 19:47:16 +00:00 · 2025-11-21 19:47:16 +00:00 · 8c476add6f
commit 8c476add6f
parent 5fc6d62137
15 changed files with 62 additions and 50 deletions
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@ -58,7 +58,36 @@ The agent calls this component to fetch web content, and the results are ingeste
 <h2 class="anchor anchorTargetStickyNavbar_Vzrq" id="use-openrag-default-ingestion-instead-of-docling-serve">Use OpenRAG default ingestion instead of Docling serve<a href="#use-openrag-default-ingestion-instead-of-docling-serve" class="hash-link" aria-label="Direct link to Use OpenRAG default ingestion instead of Docling serve" title="Direct link to Use OpenRAG default ingestion instead of Docling serve" translate="no"></a></h2>
 <p>If you want to use OpenRAG&#x27;s built-in pipeline instead of Docling serve, set <code>DISABLE_INGEST_WITH_LANGFLOW=true</code> in <a class="" href="/reference/configuration#document-processing">Environment variables</a>.</p>
 <p>The built-in pipeline still uses the Docling processor, but uses it directly without the Docling Serve API.</p>
-<p>For more information, see <a href="https://github.com/langflow-ai/openrag/blob/main/src/models/processors.py#L58" target="_blank" rel="noopener noreferrer" class=""><code>processors.py</code> in the OpenRAG repository</a>.</p></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="row margin-top--sm theme-doc-footer-edit-meta-row"><div class="col noPrint_WFHX"><a href="https://github.com/openrag/openrag/tree/main/docs/docs/core-components/ingestion.mdx" target="_blank" rel="noopener noreferrer" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_JAkA"></div></div></footer></article><nav class="docusaurus-mt-lg pagination-nav" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/knowledge"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">OpenSearch in OpenRAG</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/reference/configuration"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Environment variables</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#knowledge-ingestion-settings" class="table-of-contents__link toc-highlight">Knowledge ingestion settings</a></li><li><a href="#knowledge-ingestion-flows" class="table-of-contents__link toc-highlight">Knowledge ingestion flows</a><ul><li><a href="#url-flow" class="table-of-contents__link toc-highlight">OpenSearch URL Ingestion flow</a></li></ul></li><li><a href="#use-openrag-default-ingestion-instead-of-docling-serve" class="table-of-contents__link toc-highlight">Use OpenRAG default ingestion instead of Docling serve</a></li></ul></div></div></div></div></main></div></div></div><footer class="theme-layout-footer footer"><div class="container container-fluid"><div class="row footer__links"><div class="theme-layout-footer-column col footer__col"><div class="footer__title"></div><ul class="footer__items clean-list"><li class="footer__item"><div class="footer-links">
+<p>For more information, see <a href="https://github.com/langflow-ai/openrag/blob/main/src/models/processors.py#L58" target="_blank" rel="noopener noreferrer" class=""><code>processors.py</code> in the OpenRAG repository</a>.</p>
 <h2 class="anchor anchorTargetStickyNavbar_Vzrq" id="performance-expectations">Performance expectations<a href="#performance-expectations" class="hash-link" aria-label="Direct link to Performance expectations" title="Direct link to Performance expectations" translate="no"></a></h2>
 <p>On a local VM with 7 vCPUs and 8 GiB RAM, OpenRAG ingested approximately 5.03 GB across 1,083 files in about 42 minutes.
 This equates to approximately 2.4 documents per second.</p>
 <p>You can generally expect equal or better performance on developer laptops and significantly faster on servers.
 Throughput scales with CPU cores, memory, storage speed, and configuration choices such as embedding model, chunk size and overlap, and concurrency.</p>
 <p>This test returned 12 errors (approximately 1.1%).
 All errors were file-specific, and they didn&#x27;t stop the pipeline.</p>
 <p>Ingestion dataset:</p>
 <ul>
 <li class="">Total files: 1,083 items mounted</li>
 <li class="">Total size on disk: 5,026,474,862 bytes (approximately 5.03 GB)</li>
 </ul>
 <p>Hardware specifications:</p>
 <ul>
 <li class="">Machine: Apple M4 Pro</li>
 <li class="">Podman VM:<!-- -->
 <ul>
 <li class="">Name: <code>podman-machine-default</code></li>
 <li class="">Type: <code>applehv</code></li>
 <li class="">vCPUs: 7</li>
 <li class="">Memory: 8 GiB</li>
 <li class="">Disk size: 100 GiB</li>
 </ul>
 </li>
 </ul>
 <p>Test results:</p>
 <div class="language-text codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_QJqH"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">2025-09-24T22:40:45.542190Z /app/src/main.py:231 Ingesting default documents when ready disable_langflow_ingest=False</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">2025-09-24T22:40:45.546385Z /app/src/main.py:270 Using Langflow ingestion pipeline for default documents file_count=1082</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">...</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">2025-09-24T23:19:44.866365Z /app/src/main.py:351 Langflow ingestion completed success_count=1070 error_count=12 total_files=1082</span><br></span></code></pre></div></div>
 <p>Elapsed time: ~42 minutes 15 seconds (2,535 seconds)</p>
 <p>Throughput: ~2.4 documents/second</p></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="row margin-top--sm theme-doc-footer-edit-meta-row"><div class="col noPrint_WFHX"><a href="https://github.com/openrag/openrag/tree/main/docs/docs/core-components/ingestion.mdx" target="_blank" rel="noopener noreferrer" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_JAkA"></div></div></footer></article><nav class="docusaurus-mt-lg pagination-nav" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/knowledge"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">OpenSearch in OpenRAG</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/reference/configuration"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Environment variables</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#knowledge-ingestion-settings" class="table-of-contents__link toc-highlight">Knowledge ingestion settings</a></li><li><a href="#knowledge-ingestion-flows" class="table-of-contents__link toc-highlight">Knowledge ingestion flows</a><ul><li><a href="#url-flow" class="table-of-contents__link toc-highlight">OpenSearch URL Ingestion flow</a></li></ul></li><li><a href="#use-openrag-default-ingestion-instead-of-docling-serve" class="table-of-contents__link toc-highlight">Use OpenRAG default ingestion instead of Docling serve</a></li><li><a href="#performance-expectations" class="table-of-contents__link toc-highlight">Performance expectations</a></li></ul></div></div></div></div></main></div></div></div><footer class="theme-layout-footer footer"><div class="container container-fluid"><div class="row footer__links"><div class="theme-layout-footer-column col footer__col"><div class="footer__title"></div><ul class="footer__items clean-list"><li class="footer__item"><div class="footer-links">
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