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@@ -41,12 +41,14 @@ This repository hosts a Python pipeline that extracts text, tables, and images f
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  This pipeline relies on **Google Cloud Platform** services and specific Python libraries. You will need:
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- 1. **A Google Cloud Project:**
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- - Enable the **Vertex AI API**.
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- - Enable the **Generative Language API** (for Gemini 1.5 Flash descriptions).
 
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  2. **Authentication:**
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- - **Google Cloud Authentication:** The easiest way to run this in a Colab environment is using `google.colab.auth.authenticate_user()`. For local execution, ensure your Google Cloud SDK is configured and authenticated (`gcloud auth application-default login`).
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- - **Gemini API Key:** An API key for the Google AI Gemini models. You can get one from [Google AI Studio](https://aistudio.google.com/app/apikey). Set this as an environment variable or directly in the code (though environment variables are recommended for security).
 
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  ### Local Setup
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  This pipeline relies on **Google Cloud Platform** services and specific Python libraries. You will need:
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+ 1. **A Google Cloud Project with Billing Enabled:**
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+ - **IMPORTANT:** Running this pipeline will incur costs on your Google Cloud Platform account for API usage (Vertex AI and Gemini API). Ensure you have an [active billing account](https://cloud.google.com/billing/docs/how-to/create-billing-account) linked to your project.
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+ - Enable the **Vertex AI API**.
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+ - Enable the **Generative Language API** (for Gemini 1.5 Flash descriptions).
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  2. **Authentication:**
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+ - **Google Cloud Authentication:** The easiest way to run this in a Colab environment is using `google.colab.auth.authenticate_user()`. For local execution, ensure your Google Cloud SDK is configured and authenticated (`gcloud auth application-default login`).
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+ - **Gemini API Key:** An API key for the Google AI Gemini models. You can get one from [Google AI Studio](https://aistudio.google.com/app/apikey). Set this as an environment variable or directly in the code (though environment variables are recommended for security).
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+
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  ### Local Setup
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