graph TD A[Initialize Model] --> B[Create SignedFixedGraph] B --> C[Add Dense Layers] C --> D[Set Layer Weights] D --> E[Forward Pass]
%% Dense Layer Processing
E --> F[Layer Computation]
F --> G{Activation Type?}
G -->|ReLU| H[Apply ReLU]
G -->|None| I[Skip Activation]
G -->|Softmax| S[Apply Softmax]
%% Activation Flow
H --> J[Next Layer]
I --> J
S --> J
%% Layer Processing
J -->|More Layers| F
J -->|Done| K[Output]
%% Parallel Processing
F --> P[Partial Computation]
P --> P1[Chunk Processing]
P1 --> P2[Merge Results]
P2 --> J
%% Scale Management
F --> SM[Scale Management]
SM --> SM1[Scale Up]
SM1 --> SM2[Scale Down]
SM2 --> J