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‎README.md

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@@ -10,17 +10,17 @@ The **Oracle AI Optimizer and Toolkit** (the **AI Optimizer**) provides a stream
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## AI Optimizer Features
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- [Configuring Embedding and Chat Models](https://oracle-samples.github.io/ai-explorer/client/configuration/model_config)
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- [Splitting and Embedding Documentation](https://oracle-samples.github.io/ai-explorer/client/tools/split_embed)
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- [Modifying System Prompts (Prompt Engineering)](https://oracle-samples.github.io/ai-explorer/client/tools/prompt_eng)
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- [Experimenting with **LLM** Parameters](https://oracle-samples.github.io/ai-explorer/client/chatbot)
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- [Testbed for auto-generated or existing Q&A datasets](https://oracle-samples.github.io/ai-explorer/client/testbed)
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- [Configuring Embedding and Chat Models](https://oracle-samples.github.io/ai-optimizer/client/configuration/model_config)
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- [Splitting and Embedding Documentation](https://oracle-samples.github.io/ai-optimizer/client/tools/split_embed)
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- [Modifying System Prompts (Prompt Engineering)](https://oracle-samples.github.io/ai-optimizer/client/tools/prompt_eng)
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- [Experimenting with **LLM** Parameters](https://oracle-samples.github.io/ai-optimizer/client/chatbot)
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- [Testbed for auto-generated or existing Q&A datasets](https://oracle-samples.github.io/ai-optimizer/client/testbed)
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## Getting Started
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The **AI Optimizer** is available to install in your own environment, which may be a developer's desktop, on-premises data center environment, or a cloud provider. It can be run either on bare-metal, within a container, or in a Kubernetes Cluster.
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For more information, including more details on **Setup and Configuration** please visit the [documentation](https://oracle-samples.github.io/ai-explorer).
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For more information, including more details on **Setup and Configuration** please visit the [documentation](https://oracle-samples.github.io/ai-optimizer).
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### Prerequisites
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- API Keys for Third-Party Models
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- On-Premises Models<sub>\*</sub>
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<sub>\*Oracle recommends running On-Premises Models on hardware with GPUs. For more information, please review the [Infrastructure](https://oracle-samples.github.io/ai-explorer/infrastructure) documentation.</sub>
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<sub>\*Oracle recommends running On-Premises Models on hardware with GPUs. For more information, please review the [Infrastructure](https://oracle-samples.github.io/ai-optimizer/infrastructure) documentation.</sub>
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#### Bare-Metal Installation
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To run the application on bare-metal; download the [source](https://github.com/oracle-samples/ai-explorer) and from `src/`:
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To run the application on bare-metal; download the [source](https://github.com/oracle-samples/ai-optimizer) and from `src/`:
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1. Create and activate a Python Virtual Environment:
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1. Navigate to `http://localhost:8501`.
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1. [Configure](https://oracle-samples.github.io/ai-explorer/client/configuration) the **AI Optimizer**.
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1. [Configure](https://oracle-samples.github.io/ai-optimizer/client/configuration) the **AI Optimizer**.
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#### Container Installation
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To run the application in a container; download the [source](https://github.com/oracle-samples/ai-explorer):
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To run the application in a container; download the [source](https://github.com/oracle-samples/ai-optimizer):
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1. Build the all-in-one image.
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1. Navigate to `http://localhost:8501`.
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1. [Configure](https://oracle-samples.github.io/ai-explorer/client/configuration/index.html) the **AI Optimizer**.
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1. [Configure](https://oracle-samples.github.io/ai-optimizer/client/configuration/index.html) the **AI Optimizer**.
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##### Got OCI?
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The **AI Optimizer** can be deployed with an Oracle Autonomous Database 23ai using infrastructure as code. Deploy the **AI Optimizer** in Oracle Cloud Infrastructure using OCI Resource Manager:
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[magic_button]: https://oci-resourcemanager-plugin.plugins.oci.oraclecloud.com/latest/deploy-to-oracle-cloud.svg
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[magic_arch_stack]: https://cloud.oracle.com/resourcemanager/stacks/create?zipUrl=https://github.com/oracle-samples/ai-explorer/releases/latest/download/ai-optimizer-stack.zip
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[magic_arch_stack]: https://cloud.oracle.com/resourcemanager/stacks/create?zipUrl=https://github.com/oracle-samples/ai-optimizer/releases/download/v0.0.1/ai-optimizer-stack.zip

‎docs/README.md

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## Description
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This directory contains the documentation for the the [**Oracle AI Optimizer & Toolkit**](https://github.com/oracle-samples/ai-explorer).
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This directory contains the documentation for the the [**Oracle AI Optimizer & Toolkit**](https://github.com/oracle-samples/ai-optimizer).
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## Getting Started - Documentation
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1. Start Hugo: `hugo serve`
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This will serve the documentation on `http://localhost:1313/ai-explorer/` for review.
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This will serve the documentation on `http://localhost:1313/ai-optimizer/` for review.

‎docs/assets/css/fonts.css

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@font-face {
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font-family: 'MontserratAlt1-Light';
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src: url('/ai-explorer/fonts/MontserratAlt1-Light.woff2') format('woff2'),
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url('/ai-explorer/fonts/MontserratAlt1-Light.woff') format('woff');
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src: url('/ai-optimizer/fonts/MontserratAlt1-Light.woff2') format('woff2'),
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url('/ai-optimizer/fonts/MontserratAlt1-Light.woff') format('woff');
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font-weight: normal;
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font-style: normal;
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font-size: smaller;

‎docs/content/_index.md

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title = " "
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menus = 'main'
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archetype = "home"
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description = './oai-explorer/docs'
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description = './ai-optimizer/docs'
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keywords = 'oracle optimizer toolkit microservices development genai rag'
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+++
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‎docs/content/client/configuration/model_config.md

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At a minimum, a Large _Language Model_ (LLM) must be configured in {{< short_app_ref >}} for basic functionality. For Retrieval-Augmented Generation (**RAG**), an _Embedding Model_ will also need to be configured.
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{{% notice style="default" title="Model APIs" icon="circle-info" %}}
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If there is a specific model API that you would like to use, please [open an issue in GitHub](https://github.com/oracle-samples/ai-explorer/issues/new).
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If there is a specific model API that you would like to use, please [open an issue in GitHub](https://github.com/oracle-samples/ai-optimizer/issues/new).
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{{% /notice %}}
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| Type | API | Location |
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#### API
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The {{< short_app_ref >}} supports a number of model API's. When adding a model, choose the most appropriate Model API. If unsure, or the specific API is not listed, try *CompatOpenAI* or *CompatOpenAIEmbeddings* before [opening an issue](https://github.com/oracle-samples/ai-explorer/issues/new?template=additional_model_support) requesting an additional model API support.
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The {{< short_app_ref >}} supports a number of model API's. When adding a model, choose the most appropriate Model API. If unsure, or the specific API is not listed, try *CompatOpenAI* or *CompatOpenAIEmbeddings* before [opening an issue](https://github.com/oracle-samples/ai-optimizer/issues/new?template=additional_model_support) requesting an additional model API support.
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There are a number of local AI Model runners that use OpenAI compatible API's, including:
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- [LM Studio](https://lmstudio.ai)

‎docs/content/walkthrough/_index.md

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1. Download and Unzip the latest version of the {{< short_app_ref >}}:
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curl -L -o ai-optimizer.tar.gz https://github.com/oracle-samples/ai-explorer/archive/refs/heads/main.tar.gz
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curl -L -o ai-optimizer.tar.gz https://github.com/oracle-samples/ai-optimizer/archive/refs/heads/main.tar.gz
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‎docs/hol/HOL_GUIDE.md

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git clone --branch cdb --single-branch https://github.com/oracle-samples/ai-explorer.git
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git clone --branch cdb --single-branch https://github.com/oracle-samples/ai-optimizer.git
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### 1.3 Install requirements:

‎docs/hugo.toml

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## Copyright (c) 2024, 2025, Oracle and/or its affiliates.
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## Licensed under the Universal Permissive License v1.0 as shown at http://oss.oracle.com/licenses/upl.
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baseURL = 'https://oracle-samples.github.io/ai-explorer'
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baseURL = 'https://oracle-samples.github.io/ai-optimizer'
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languageCode = 'en-us'
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title = 'Oracle AI Optimizer & Toolkit'
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theme = "relearn"
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LongName = "Oracle AI Optimizer and Toolkit"
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ShortName = "AI Optimizer"
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GitHubRepo = "https://github.com/oracle-samples/ai-explorer"
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GitHubRepo = "https://github.com/oracle-samples/ai-optimizer"
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[menu]
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[[menu.shortcuts]]
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identifier = 'ds'
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url = 'https://github.com/oracle-samples/ai-explorer'
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url = 'https://github.com/oracle-samples/ai-optimizer'
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weight = 10
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[[menu.shortcuts]]
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‎docs/layouts/partials/content-footer.html

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{{- end }}
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<p>
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We’d love to hear from you! You can contact us in the
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<a href="https://oracledevs.slack.com/archives/C089NPXG8AU" rel="external" target="_blank" class="highlight">#ai-explorer</a>
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<a href="https://oracledevs.slack.com/archives/C089NPXG8AU" rel="external" target="_blank" class="highlight">#ai-optimizer</a>
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channel in the
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<a href="https://oracledevs.slack.com" rel="external" target="_blank" class="highlight">Oracle Developers Slack</a>
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workspace, or
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<a href="https://github.com/oracle-samples/ai-explorer/issues/new" rel="external" target="_blank" class="highlight">open an issue in GitHub</a>.
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<a href="https://github.com/oracle-samples/ai-optimizer/issues/new" rel="external" target="_blank" class="highlight">open an issue in GitHub</a>.
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<hr/>
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<span>Content licensed under Universal Permissive License<a href="https://oss.oracle.com/licenses/upl">© 2025 Oracle and/or its affiliates</a></span>

‎docs/layouts/partials/logo.html

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AI Optimizer<br>& Toolkit
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</a>
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<a id="R-logo" href="https://www.oracle.com">
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<span class="powered-by">Powered by <img src="/ai-explorer/images/logo.png" alt="Oracle AI Optimizer & Toolkit"></span>
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<span class="powered-by">Powered by <img src="/ai-optimizer/images/logo.png" alt="Oracle AI Optimizer & Toolkit"></span>
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‎docs/layouts/partials/menu-footer.html

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-->
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{{- $assetBusting := partialCached "assetbusting.gotmpl" . }}
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<span class="github-buttons"></span>
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<p>Built with <a href="https://github.com/oracle-samples/ai-explorer" title="love"><i class="fas fa-heart"></i></a> by <a href="https://www.oracle.com/"><span style="color:#C74634;">ORACLE</span></a></p>
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<p>Built with <a href="https://github.com/oracle-samples/ai-optimizer" title="love"><i class="fas fa-heart"></i></a> by <a href="https://www.oracle.com/"><span style="color:#C74634;">ORACLE</span></a></p>
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<a class="github-button" href="https://github.com/oracle-samples/ai-explorer/archive/main.zip" data-color-scheme="${scheme}" data-icon="octicon-cloud-download" aria-label="Download the AI Optimizer on GitHub">Download</a>
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<a class="github-button" href="https://github.com/oracle-samples/ai-explorer" data-color-scheme="${scheme}" data-icon="octicon-star" data-show-count="true" aria-label="Star the AI Optimizer on GitHub">Star</a>
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<a class="github-button" href="https://github.com/oracle-samples/ai-explorer/fork" data-color-scheme="${scheme}" data-icon="octicon-repo-forked" data-show-count="true" aria-label="Fork the AI Optimizer on GitHub">Fork</a>
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<a class="github-button" href="https://github.com/oracle-samples/ai-optimizer/archive/main.zip" data-color-scheme="${scheme}" data-icon="octicon-cloud-download" aria-label="Download the AI Optimizer on GitHub">Download</a>
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<a class="github-button" href="https://github.com/oracle-samples/ai-optimizer" data-color-scheme="${scheme}" data-icon="octicon-star" data-show-count="true" aria-label="Star the AI Optimizer on GitHub">Star</a>
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<a class="github-button" href="https://github.com/oracle-samples/ai-optimizer/fork" data-color-scheme="${scheme}" data-icon="octicon-repo-forked" data-show-count="true" aria-label="Fork the AI Optimizer on GitHub">Fork</a>
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‎helm/Chart.yaml

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type: application
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icon: https://github.com/oracle-samples/ai-optimizer/blob/main/src/client/media/logo.png
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maintainers:
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url: https://github.com/oracle-samples/ai-optimizer
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‎helm/charts/client/Chart.yaml

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‎helm/charts/ollama/Chart.yaml

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‎helm/charts/server/Chart.yaml

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url: https://github.com/oracle-samples/ai-optimizer

‎opentofu/schema.yaml

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title: "Oracle AI Optimizer and Toolkit"
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informationalText: "https://oracle-samples.github.io/ai-optimizer/"
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‎opentofu/variables.tf

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‎src/launch_client.py

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"Get Help": "https://oracle-samples.github.io/ai-optimizer/",
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"Report a bug": "https://github.com/oracle-samples/ai-optimizer/issues/new",
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st.html(

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