frontend/src/components/EmbeddingSelection/OpenAiOptions/index.jsx, frontend/src/components/EmbeddingSelection/AzureAiOptions/index.jsx, frontend/src/components/EmbeddingSelection/LocalAiOptions/index.jsx

Consider adding PropTypes to the new components (OpenAiOptions, AzureAiOptions, LocalAiOptions) to enforce the type of props they should receive. This will help catch errors during development and improve the robustness of the code.
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    import PropTypes from 'prop-types';

    OpenAiOptions.propTypes = {
      settings: PropTypes.object.isRequired,
    };

    AzureAiOptions.propTypes = {
      settings: PropTypes.object.isRequired,
    };

    LocalAiOptions.propTypes = {
      settings: PropTypes.object.isRequired,
    };

Consider using React.memo for the new components (OpenAiOptions, AzureAiOptions, LocalAiOptions) to prevent unnecessary re-renders if the props do not change. This can improve performance, especially for larger components.
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    export default React.memo(OpenAiOptions);
    export default React.memo(AzureAiOptions);
    export default React.memo(LocalAiOptions);

frontend/src/pages/GeneralSettings/EmbeddingPreference/index.jsx

Consider using the React.memo function to wrap the new components (OpenAiOptions, AzureAiOptions, LocalAiOptions). This will prevent unnecessary re-renders of these components when the props they receive do not change, thus improving the performance of your application.
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    export default React.memo(OpenAiOptions);
    export default React.memo(AzureAiOptions);
    export default React.memo(LocalAiOptions);

Consider using a switch statement or a lookup object instead of multiple if-else statements when rendering different components based on the value of 'embeddingChoice'. This will make the code cleaner and easier to read.
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    const embeddingOptions = {
      'openai': <OpenAiOptions settings={settings} />,
      'azure': <AzureAiOptions settings={settings} />,
      'localai': <LocalAiOptions settings={settings} />
    };

    return (
      <div className="mt-10 flex flex-wrap gap-4 max-w-[800px]">
        {embeddingOptions[embeddingChoice]}
      </div>
    );