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agardnerIT committed Oct 23, 2024
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67 changes: 6 additions & 61 deletions how-it-works-rag/index.html
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3. How it works (RAG)
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<label class="md-nav__title" for="__toc">
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<li>It contacts Ollama to produce an embedding of the user input</li>
<li>With the embedding, reach out to PineCone to find documents relevant to the user input</li>
<li>Use the documents to perform prompt engineering and send it to Ollama to produce the travel recommendation </li>
<li>Prosess the answer received </li>
<li>Process the answer received </li>
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<li><a href="../prerequisites/">Click Here to Continue <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.749.749 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0Z"/></svg></span></a></li>
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<h2 id="click-here-to-continue-with-the-exercise"><a href="../prerequisites/">&gt;&gt; Click here to continue with the exercise</a><a class="headerlink" href="#click-here-to-continue-with-the-exercise" title="Permanent link">#</a></h2>
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<label class="md-nav__title" for="__toc">
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</li>
<li>The response is returned and cached so that subsequent calls for the same destination (eg. <code>Sydney</code>) are served from the cache. This saves roundtrips to ChatGPT and thus <code>$</code>.</li>
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<h2 id="click-here-to-continue-with-the-exercise"><a href="../how-it-works-rag/">&gt;&gt; Click here to continue with the exercise</a><a class="headerlink" href="#click-here-to-continue-with-the-exercise" title="Permanent link">#</a></h2>
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<li><a href="../how-it-works-rag/">Click Here to Continue <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.749.749 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0Z"/></svg></span></a></li>
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<h2 id="click-here-to-start-the-tutorial"><a href="how-it-works-standard/">&gt;&gt; Click here to start the tutorial...</a><a class="headerlink" href="#click-here-to-start-the-tutorial" title="Permanent link">#</a></h2>
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<li><a href="how-it-works-standard/">Click Here to Begin <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.749.749 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0Z"/></svg></span></a></li>
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<h2 id="why-is-a-paid-openai-account-required">Why is a Paid OpenAI Account Required?<a class="headerlink" href="#why-is-a-paid-openai-account-required" title="Permanent link">#</a></h2>
<p>OpenAI / ChatGPT severely limits the ability for API access if you do not have credit. Adding a small amount of credit ($2-$3) is the best way to make this (and all other ChatGPT demos) run smoothly.</p>
<p>This demo uses <a href="https://platform.openai.com/docs/models/gpt-4o-mini" target="_blank">gpt 4o mini</a>. We have developed, tested and demoed this repository hundreds of times and still have money left from the initial $5 credit load.</p>
<h2 id="click-here-to-continue-with-the-exercise"><a href="../setup/">&gt;&gt; Click here to continue with the exercise</a><a class="headerlink" href="#click-here-to-continue-with-the-exercise" title="Permanent link">#</a></h2>
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<li><a href="../setup/">Click Here to Continue <span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.749.749 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0Z"/></svg></span></a></li>
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<h1 id="resources">Resources<a class="headerlink" href="#resources" title="Permanent link">#</a></h1>
<ul>
<li><a href="https://dynatr.ac/3XKxKEC">Official Documentation</a></li>
<li><a href="https://dynatr.ac/3XKxKEC" target="_blank">Official Documentation</a></li>
<li><a href="https://github.com/Dynatrace/obslab-llm-observability" target="_blank">This repository and documentation on GitHub</a></li>
<li><a href="https://info.dynatrace.com/apac-all-wb-ensure-ai-project-success-with-ai-observability-24973-registration.html" target="_blank">LLM Observability On-Demand Webinar (Video)</a></li>
</ul>
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