Added thinking to google_gemini.py

Closes #53

Author: owndev

README.md

@@ -1,14 +1,13 @@
 # Open-WebUI-Functions
+
 ![GitHub stars](https://img.shields.io/github/stars/owndev/Open-WebUI-Functions?style=social)
 ![GitHub forks](https://img.shields.io/github/forks/owndev/Open-WebUI-Functions?style=social)
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 ![GitHub top language](https://img.shields.io/github/languages/top/owndev/Open-WebUI-Functions)
 ![GitHub contributors](https://img.shields.io/github/contributors/owndev/Open-WebUI-Functions)
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-**Open-WebUI-Functions** is a collection of Python-based functions designed to extend the capabilities of [Open WebUI](https://own.dev/github-com-open-webui-open-webui) with additional **pipelines**, **filters**, and **integrations**. These functions allow users to interact with various AI models, process data efficiently, and customize the Open WebUI experience.
-
-<br>
+**Open-WebUI-Functions** is a collection of Python-based functions designed to extend the capabilities of [Open WebUI](https://github.com/open-webui/open-webui) with additional **pipelines**, **filters**, and **integrations**. These functions allow users to interact with various AI models, process data efficiently, and customize the Open WebUI experience.
 
 ## Features ⭐
 
@@ -18,28 +17,24 @@
 
 - 🤝 **Azure AI Support**: Seamlessly connect Open WebUI with **Azure OpenAI** and other **Azure AI** models.
 
-- 🤝 **N8N Workflow Integration**: Enable interactions with [N8N](https://own.dev/n8n-io) for automation.
+- 🤝 **N8N Workflow Integration**: Enable interactions with [N8N](https://n8n.io/) for automation.
 
 - 📱 **Flexible Configuration**: Use environment variables to adjust function settings dynamically.
 
 - 🚀 **Streaming and Non-Streaming Support**: Handle both real-time and batch processing efficiently.
 
 - 🛡️ **Secure API Key Management**: Automatic encryption of sensitive information like API keys.
 
-<br>
-
 ## Prerequisites 🔗
 
 To use these functions, ensure the following:
 
-1. **An Active Open WebUI Instance**: You must have [Open WebUI](https://own.dev/github-com-open-webui-open-webui) installed and running.
+1. **An Active Open WebUI Instance**: You must have [Open WebUI](https://github.com/open-webui/open-webui) installed and running.
 
-2. **Required AI Services (if applicable)**: Some pipelines require external AI services, such as [Azure AI](https://own.dev/ai-azure-com).
+2. **Required AI Services (if applicable)**: Some pipelines require external AI services, such as [Azure AI](https://ai.azure.com/).
 
 3. **Admin Access**: To install functions in Open WebUI, you must have administrator privileges.
 
-<br>
-
 ## Installation 🚀
 
 To install and configure functions in Open WebUI, follow these steps:
@@ -59,13 +54,11 @@ To install and configure functions in Open WebUI, follow these steps:
 
 5. **Set Environment Variables (if required)**:
    - Some functions require API keys or specific configurations via environment variables.
-   - Set [WEBUI_SECRET_KEY](https://own.dev/docs-openwebui-com-getting-started-env-configuration-webui-secret-key) for secure encryption of sensitive API keys.
+   - Set [WEBUI_SECRET_KEY](https://docs.openwebui.com/getting-started/env-configuration/#webui_secret_key) for secure encryption of sensitive API keys.
 
 6. **Save and Activate**:
    - Save the function, and it will be available for use within Open WebUI.
 
-<br>
-
 ## Security Features 🛡️
 
 ### API Key Encryption
@@ -75,22 +68,20 @@ The functions include a built-in encryption mechanism for sensitive information:
 - **Automatic Encryption**: API keys and other sensitive data are automatically encrypted when stored.
 - **Encrypted Storage**: Values are stored with an "encrypted:" prefix followed by the encrypted data.
 - **Transparent Usage**: The encryption/decryption happens automatically when values are accessed.
-- **No Configuration Required**: Works out-of-the-box when [WEBUI_SECRET_KEY](https://own.dev/docs-openwebui-com-getting-started-env-configuration-webui-secret-key) is set.
-
+- **No Configuration Required**: Works out-of-the-box when [WEBUI_SECRET_KEY](https://docs.openwebui.com/getting-started/env-configuration/#webui_secret_key) is set.
 
 **To enable encryption:**
+
 ```bash
 # Set this in your Open WebUI environment or .env file
 WEBUI_SECRET_KEY="your-secure-random-string"
 ```
 
-<br>
-
 ## Pipelines 🧩
 
 Pipelines are processing functions that extend Open WebUI with **custom AI models**, **external integrations**, and **data manipulation logic**.
 
-### **1. [Azure AI Foundry Pipeline](https://own.dev/github-owndev-open-webui-functions-azure-ai-foundry)**
+### **1. [Azure AI Foundry Pipeline](./pipelines/azure/azure_ai_foundry.py)**
 
 - Enables interaction with **Azure OpenAI** and other **Azure AI** models.
 - Supports multiple Azure AI models selection via the `AZURE_AI_MODEL` environment variable (e.g. `gpt-4o;gpt-4o-mini`).
@@ -100,112 +91,95 @@ Pipelines are processing functions that extend Open WebUI with **custom AI model
 - Predefined models for easy access.
 - Supports encryption of sensitive information like API keys.
 
-🔗 [Azure AI Pipeline in Open WebUI](https://own.dev/openwebui-com-f-owndev-azure-ai)
+🔗 [Azure AI Pipeline in Open WebUI](https://openwebui.com/f/owndev/azure_ai)
 
-🔗 [Learn More About Azure AI](https://own.dev/azure-microsoft-com-en-us-solutions-ai)
+🔗 [Learn More About Azure AI](https://azure.microsoft.com/en-us/solutions/ai)
 
-<br>
-
-### **2. [N8N Pipeline](https://own.dev/github-owndev-open-webui-functions-n8n-pipeline)**
+### **2. [N8N Pipeline](./pipelines/n8n/n8n.py)**
 
 - Integrates **Open WebUI** with **N8N**, an automation and workflow platform.
 - Sends messages from Open WebUI to an **N8N webhook**.
 - Supports real-time message processing with dynamic field handling.
 - Enables automation of AI-generated responses within an **N8N workflow**.
 - Supports encryption of sensitive information like API keys.
-- Here is an example [N8N workflow](https://own.dev/github-owndev-open-webui-functions-open-webui-test-agent) for [N8N Pipeline](https://own.dev/github-owndev-open-webui-functions-n8n-pipeline)
-
-🔗 [N8N Pipeline in Open WebUI](https://own.dev/openwebui-com-f-owndev-n8n-pipeline)
+- Here is an example [N8N workflow](./pipelines/n8n/Open_WebUI_Test_Agent.json) for [N8N Pipeline](./pipelines/n8n/n8n.py)
 
-🔗 [Learn More About N8N](https://own.dev/n8n-io)
+🔗 [N8N Pipeline in Open WebUI](https://openwebui.com/f/owndev/n8n_pipeline)
 
-<br>
+🔗 [Learn More About N8N](https://n8n.io/)
 
-### **3. [Infomaniak](https://own.dev/github-owndev-open-webui-functions-infomaniak)**
+### **3. [Infomaniak](./pipelines/infomaniak/infomaniak.py)**
 
 - Integrates **Open WebUI** with **Infomaniak**, a Swiss web hosting and cloud services provider.
 - Sends messages from Open WebUI to an **Infomaniak AI Tool**.
 - Supports encryption of sensitive information like API keys.
 
-🔗 [Infomaniak Pipeline in Open WebUI](https://own.dev/openwebui-com-f-owndev-infomaniak-ai-tools)
+🔗 [Infomaniak Pipeline in Open WebUI](https://openwebui.com/f/owndev/infomaniak_ai_tools)
 
-🔗 [Learn More About Infomaniak](https://own.dev/infomaniak-com-en-hosting-ai-tools)
+🔗 [Learn More About Infomaniak](https://www.infomaniak.com/en/hosting/ai-tools)
 
-<br>
-
-### **4. [Google Gemini](https://own.dev/github-owndev-open-webui-functions-google-gemini)**
+### **4. [Google Gemini](./pipelines/google/google_gemini.py)**
 
 - Integrates **Open WebUI** with **Google Gemini**, a generative AI model by Google.
 - Integration with Google Generative AI or Vertex AI API for content generation.
 - Sends messages from Open WebUI to **Google Gemini**.
 - Supports encryption of sensitive information like API keys.
 - Supports both streaming and non-streaming responses.
+- Supports thinking and reasoning capabilities.
 - Provides configurable error handling and timeouts.
 - Grounding with Google search with [google_search_tool.py filter](./filters/google_search_tool.py)
 - Native tool calling support
 
-🔗 [Google Gemini Pipeline in Open WebUI](https://own.dev/openwebui-com-f-owndev-google-gemini)
-
-🔗 [Learn More About Google Gemini](https://own.dev/ai-google-dev-gemini-api-docs)
+🔗 [Google Gemini Pipeline in Open WebUI](https://openwebui.com/f/owndev/google_gemini)
 
-<br>
+🔗 [Learn More About Google Gemini](https://ai.google.dev/gemini-api/docs?hl=de)
 
 ## Filters 🔍
 
 Filters allow for **preprocessing and postprocessing** of data within Open WebUI.
 
-### **1. [Time Token Tracker](https://own.dev/github-owndev-open-webui-functions-time-token-tracker)**
+### **1. [Time Token Tracker](./filters/time_token_tracker.py)**
 
 - Measures **response time** and **token usage** for AI interactions.
 - Supports tracking of **total token usage** and **per-message token counts**.
 - Can calculate token usage for all messages or only a subset.
 - Uses OpenAI's `tiktoken` library for token counting (only accurate for OpenAI models).
-- Optional: Can send logs to [Azure Log Analytics Workspace](https://own.dev/learn-microsoft-com-en-us-azure-azure-monitor-logs-log-analytics-workspace-overview).
-
-🔗 [Time Token Tracker in Open WebUI](https://own.dev/openwebui-com-f-owndev-time-token-tracker)
+- Optional: Can send logs to [Azure Log Analytics Workspace](https://learn.microsoft.com/en-us/azure/azure-monitor/logs/log-analytics-workspace-overview).
 
-🔗 [How to Setup Azure Log Analytics](https://own.dev/github-owndev-open-webui-functions-setup-azure-log-analytics)
+🔗 [Time Token Tracker in Open WebUI](https://openwebui.com/f/owndev/time_token_tracker)
 
-<br>
+🔗 [How to Setup Azure Log Analytics](./docs/setup-azure-log-analytics.md)
 
 ## Integrations 🤝
 
 ### Azure AI
 
-Look here for [Azure AI Integration](https://own.dev/github-owndev-open-webui-functions-azure-ai-integration-md).
-
+Look here for [Azure AI Integration](./docs/azure-ai-integration.md).
 
 ### N8N
 
-Look here for [N8N Integration](https://own.dev/github-owndev-open-webui-functions-n8n-integration-md).
-
+Look here for [N8N Integration](./docs/n8n-integration.md).
 
 ### Infomaniak
 
-Look here for [Infomaniak Integration](https://own.dev/github-owndev-open-webui-functions-infomaniak-integration-md).
-
+Look here for [Infomaniak Integration](./docs/infomaniak-integration.md).
 
 ### Google
 
-Look here for [Google Gemini Integration](https://own.dev/github-owndev-open-webui-functions-google-gemini-integration-md).
-
-<br>
+Look here for [Google Gemini Integration](./docs/google-gemini-integration.md).
 
 ## Contribute 💪
 
-We accept different types of contributions, including some that don't require you to write a single line of code. 
+We accept different types of contributions, including some that don't require you to write a single line of code.
 For detailed instructions on how to get started with our project, see [about contributing to Open-WebUI-Functions](https://own.dev/github-owndev-open-webui-functions-contributing).
 
-
 ## License 📜
 
-This project is licensed under the [Apache License 2.0](https://own.dev/github-owndev-open-webui-functions-license) - see the [LICENSE](https://own.dev/github-owndev-open-webui-functions-license) file for details. 📄
-
+This project is licensed under the [Apache License 2.0](./LICENSE) - see the [LICENSE](./LICENSE) file for details. 📄
 
 ## Support 💬
 
-If you have any questions, suggestions, or need assistance, please open an [issue](https://own.dev/github-owndev-open-webui-functions-issues-new) to connect with us! 🤝
-
+If you have any questions, suggestions, or need assistance, please open an [issue](../../issues/new/choose) to connect with us! 🤝
 
 ## Star History 💫
 
@@ -219,4 +193,4 @@ If you have any questions, suggestions, or need assistance, please open an [issu
 
 ---
 
-Created by [owndev](https://own.dev/github) - Let's make Open WebUI even more amazing together! 💪
+Created by [owndev](https://own.dev/github) - Let's make Open WebUI even more amazing together! 💪

docs/google-gemini-integration.md

@@ -22,6 +22,9 @@ This integration enables **Open WebUI** to interact with **Google Gemini** model
 - **Streaming Response Support**  
   Handles token-by-token responses with built-in safety enforcement.
 
+- **Thinking Support**  
+  Support reasoning and thinking steps, allowing models to break down complex tasks.
+
 - **Multimodal Input Support**  
   Accepts both text and image data for more expressive interactions.