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graph LR
    Application_Orchestrator["Application Orchestrator"]
    Antialiasing_Core_BlurPool_["Antialiasing Core (BlurPool)"]
    Antialiased_Model_Implementations["Antialiased Model Implementations"]
    Model_State_Management["Model State Management"]
    Application_Orchestrator -- "Manages & Directs" --> Antialiased_Model_Implementations
    Antialiased_Model_Implementations -- "Performs Processing & Reports State to" --> Application_Orchestrator
    Antialiased_Model_Implementations -- "Integrates BlurPool Layer" --> Antialiasing_Core_BlurPool_
    Application_Orchestrator -- "Uses for Checkpointing" --> Model_State_Management
    Antialiased_Model_Implementations -- "Uses for Parameter Copying" --> Model_State_Management
    click Application_Orchestrator href "https://github.com/CodeBoarding/GeneratedOnBoardings/blob/main/antialiased-cnns/Application_Orchestrator.md" "Details"
    click Antialiasing_Core_BlurPool_ href "https://github.com/CodeBoarding/GeneratedOnBoardings/blob/main/antialiased-cnns/Antialiasing_Core_BlurPool_.md" "Details"
    click Antialiased_Model_Implementations href "https://github.com/CodeBoarding/GeneratedOnBoardings/blob/main/antialiased-cnns/Antialiased_Model_Implementations.md" "Details"
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Details

The Application Orchestrator serves as the central control unit, managing the overall execution flow from data loading to training and validation. It Manages & Directs the Antialiased Model Implementations, which are various CNN architectures integrated with the Antialiasing Core (BlurPool) for antialiased downsampling. The Antialiased Model Implementations Performs Processing & Reports State to the Application Orchestrator, providing processed data and model state information. The Model State Management component provides utility functions for handling model parameters and buffers, supporting both the Application Orchestrator for checkpointing and the Antialiased Model Implementations for parameter manipulation. The Antialiasing Core (BlurPool) is a foundational component, integrated directly into the Antialiased Model Implementations to provide the core antialiasing functionality.

Application Orchestrator [Expand]

Manages the overall execution flow, including data loading, training, validation, and checkpointing. It acts as the central control unit for the entire application.

Related Classes/Methods:

Antialiasing Core (BlurPool) [Expand]

Implements the fundamental BlurPool layer, providing the core antialiased downsampling functionality. This is the project's key innovation.

Related Classes/Methods:

Antialiased Model Implementations [Expand]

Contains the definitions of various popular CNN architectures (e.g., AlexNet, MobileNet, ResNet, VGG, DenseNet) that have been modified to integrate the BlurPool layer.

Related Classes/Methods:

Model State Management

Provides utility functions for manipulating and transferring model parameters and buffers, crucial for adapting pre-trained models and managing model states.

Related Classes/Methods: