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ai_configuration_loader [2025/05/24 16:41] – [Purpose] eagleeyenebulaai_configuration_loader [2025/05/25 03:43] (current) – [Overview] eagleeyenebula
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 ===== Overview ===== ===== Overview =====
 The **AI Configuration Loader** script is designed to streamline the process of loading and managing pipeline configurations for use in the **G.O.D. Framework**. Configurations, stored as JSON files, allow for flexible, reusable, and modular parameter management, enabling runtime adjustments and consistent behavior across pipelines. The **AI Configuration Loader** script is designed to streamline the process of loading and managing pipeline configurations for use in the **G.O.D. Framework**. Configurations, stored as JSON files, allow for flexible, reusable, and modular parameter management, enabling runtime adjustments and consistent behavior across pipelines.
 +
 +{{youtube>3qtFEYpYZgU?large}}
 +
 +-------------------------------------------------------------
  
 The script uses the **ConfigLoader** class to handle configuration loading with error handling and logging, ensuring both ease of use and reliability. The accompanying **ai_configuration_loader.html** provides further information, visual examples, and additional guidelines for its usage. The script uses the **ConfigLoader** class to handle configuration loading with error handling and logging, ensuring both ease of use and reliability. The accompanying **ai_configuration_loader.html** provides further information, visual examples, and additional guidelines for its usage.
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 ===== Key Features ===== ===== Key Features =====
-The `ConfigLoader` class offers the following features:+The **ConfigLoader** class offers the following features:
  
-  * **Static Configuration Loading:** Uses a single `load_config` method to load JSON configurations from a file path.+  * **Static Configuration Loading:** Uses a single **load_config** method to load JSON configurations from a file path.
   * **Error Handling:** Gracefully handles common issues like missing files or invalid JSON, logging detailed error messages.   * **Error Handling:** Gracefully handles common issues like missing files or invalid JSON, logging detailed error messages.
   * **Simplified Interface:** Provides a clean and minimalistic API for integrating configuration loading into any Python project.   * **Simplified Interface:** Provides a clean and minimalistic API for integrating configuration loading into any Python project.
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   * **Logging Integration:** Tracks and logs details of the configuration-loading process, aiding debugging and troubleshooting.   * **Logging Integration:** Tracks and logs details of the configuration-loading process, aiding debugging and troubleshooting.
  
----- 
  
 ===== Workflow ===== ===== Workflow =====
-The workflow for `ai_configuration_loader.py` consists of three primary steps:+The workflow for **ai_configuration_loader.py** consists of three primary steps:
  
 ==== 1. Define Configuration File ==== ==== 1. Define Configuration File ====
 Create a JSON configuration file to define pipeline parameters. For example: Create a JSON configuration file to define pipeline parameters. For example:
- +<code> 
-```json+json
 { {
   "data_path": "datasets/data.csv",   "data_path": "datasets/data.csv",
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   "log_level": "INFO"   "log_level": "INFO"
 } }
-```+</code>
  
 ==== 2. Load the Configuration ==== ==== 2. Load the Configuration ====
-Use the `ConfigLoader.load_config` method to load the file into Python as a `dict`. +Use the **ConfigLoader.load_config** method to load the file into Python as a **dict**. 
- +<code> 
-```python+python
 from ai_configuration_loader import ConfigLoader from ai_configuration_loader import ConfigLoader
  
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 else: else:
     print("Failed to load configuration.")     print("Failed to load configuration.")
-```+</code>
  
 ==== 3. Access Configuration ==== ==== 3. Access Configuration ====
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 ==== Required Python Libraries ==== ==== Required Python Libraries ====
-  * **`logging`:** Handles runtime logging for debugging and tracking configuration loads. +  * **logging:** Handles runtime logging for debugging and tracking configuration loads. 
-  * **`json`:** Built-in Python module for JSON file parsing.+  * **json:** Built-in Python module for JSON file parsing.
  
 ==== Installation ==== ==== Installation ====
-Both `logging` and `json` are standard Python libraries and do not require additional installation. Ensure you are running **Python 3.6** or higher. +Both **logging** and **json** are standard Python libraries and do not require additional installation. Ensure you are running **Python 3.6** or higher.
- +
-----+
  
 ===== Usage ===== ===== Usage =====
  
-Below are both basic and advanced examples of using `ai_configuration_loader.py`:+Below are both basic and advanced examples of using **ai_configuration_loader.py**:
  
 ==== Basic Example ==== ==== Basic Example ====
 **Step-by-step guide to loading a configuration file:** **Step-by-step guide to loading a configuration file:**
  
-1. Create a JSON file, e.g., `example_config.json`: +1. Create a **JSON** file, e.g., **example_config.json**: 
-   ```json+<code> 
 +   json
    {    {
        "input_path": "data/input.csv",        "input_path": "data/input.csv",
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        "batch_size": 64        "batch_size": 64
    }    }
-   ```+</code>   
  
-2. Load the configuration using `ConfigLoader.load_config`: +2. Load the configuration using **ConfigLoader.load_config**: 
-   ```python+<code> 
 +   python
    from ai_configuration_loader import ConfigLoader    from ai_configuration_loader import ConfigLoader
  
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    else:    else:
        print("Configuration loading failed.")        print("Configuration loading failed.")
-   ```+</code>
  
 **Output:** **Output:**
-```plaintext+<code> 
 +plaintext
 INFO: Loading configuration from example_config.json... INFO: Loading configuration from example_config.json...
 INFO: Configuration loaded successfully. INFO: Configuration loaded successfully.
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 Output Path: data/output.csv Output Path: data/output.csv
 Batch Size: 64 Batch Size: 64
-``` +</code>
 ==== Advanced Examples ==== ==== Advanced Examples ====
 Below are additional advanced examples to demonstrate the power and versatility of the ConfigLoader. Below are additional advanced examples to demonstrate the power and versatility of the ConfigLoader.
  
 **1. Error Handling with Missing File:** **1. Error Handling with Missing File:**
-```python+<code> 
 +python
 invalid_path = "nonexistent_config.json" invalid_path = "nonexistent_config.json"
 config = ConfigLoader.load_config(invalid_path) config = ConfigLoader.load_config(invalid_path)
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 if not config: if not config:
     print("Default configuration applied due to missing file!")     print("Default configuration applied due to missing file!")
-```+</code>
  
 **Example Output:** **Example Output:**
-```plaintext+<code> 
 +plaintext
 ERROR: Config file not found: nonexistent_config.json ERROR: Config file not found: nonexistent_config.json
 Default configuration applied due to missing file! Default configuration applied due to missing file!
-```+</code> 
  
 **2. Handling Invalid JSON Format:** **2. Handling Invalid JSON Format:**
-```python+<code> 
 +python
 broken_path = "broken_config.json"  # Contains invalid JSON structure broken_path = "broken_config.json"  # Contains invalid JSON structure
  
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 except Exception as e: except Exception as e:
     print("Custom Error Handler: Invalid JSON format.")     print("Custom Error Handler: Invalid JSON format.")
-```+</code>
  
 **3. Dynamically Overriding Configurations:** **3. Dynamically Overriding Configurations:**
 +<code>
 Modify the configuration after loading: Modify the configuration after loading:
  
-```python+python
 config_path = "example_config.json" config_path = "example_config.json"
 config = ConfigLoader.load_config(config_path) config = ConfigLoader.load_config(config_path)
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     config["output_path"] = "data/new_output.csv"     config["output_path"] = "data/new_output.csv"
     print("Updated Output Path:", config["output_path"])     print("Updated Output Path:", config["output_path"])
-``` +</code>
- +
-----+
  
 ===== Best Practices ===== ===== Best Practices =====
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 ===== Role in the G.O.D. Framework ===== ===== Role in the G.O.D. Framework =====
-The `ai_configuration_loader.py` is integral to the **G.O.D. Framework**'s modular design. It enables:+The **ai_configuration_loader.py** is integral to the **G.O.D. Framework**'s modular design. It enables:
   * Dynamic customization of AI pipeline settings at runtime.   * Dynamic customization of AI pipeline settings at runtime.
   * Simplified parameter sharing across framework components.   * Simplified parameter sharing across framework components.
   * Support for scaling pipelines to different environments (e.g., local, cloud).   * Support for scaling pipelines to different environments (e.g., local, cloud).
- 
----- 
  
 ===== Future Enhancements ===== ===== Future Enhancements =====
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 ===== HTML Guide ===== ===== HTML Guide =====
-The `ai_configuration_loader.html` template complements this script by providing:+The **ai_configuration_loader.html** template complements this script by providing:
  
-  * **User-Friendly Overview:** Introduces the purpose and features of the `ConfigLoader`.+  * **User-Friendly Overview:** Introduces the purpose and features of the **ConfigLoader**.
   * **Step-by-Step Example Guide:** Demonstrates how to create, load, and use JSON configuration files.   * **Step-by-Step Example Guide:** Demonstrates how to create, load, and use JSON configuration files.
   * **Tips for Configuration Management:** Offers insights into organizing and validating configuration files.   * **Tips for Configuration Management:** Offers insights into organizing and validating configuration files.
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 ===== Licensing and Author Information ===== ===== Licensing and Author Information =====
-The `ai_configuration_loader.py` script is proprietary to the **G.O.D. Team**. Redistribution or modification is subject to licensing terms. For inquiries, please contact the development team.+The **ai_configuration_loader.py** script is proprietary to the **G.O.D. Team**. Redistribution or modification is subject to licensing terms. For inquiries, please contact the development team.
  
 ---- ----
  
 ===== Conclusion ===== ===== Conclusion =====
-The `AI Configuration Loader` simplifies configuration management in AI pipelines, enabling reusable and dynamic workflows. By integrating it into the **G.O.D. Framework**, users can achieve scalable and maintainable configurations for diverse environments. Whether handling single or multi-environment setups, this tool ensures efficient, flexible, and fault-tolerant configuration loading.+The **AI Configuration Loader** simplifies configuration management in AI pipelines, enabling reusable and dynamic workflows. By integrating it into the **G.O.D. Framework**, users can achieve scalable and maintainable configurations for diverse environments. Whether handling single or multi-environment setups, this tool ensures efficient, flexible, and fault-tolerant configuration loading.
ai_configuration_loader.1748104881.txt.gz · Last modified: 2025/05/24 16:41 by eagleeyenebula