# Technical Diagram Analysis
## Left Branch: Sequence Processing
### Inputs
- **R Sequences**: `(R₁,..., Rₘ)ᵐ`
- **Z Sequences**: `(Z₁,..., Zₘ)ᵐ`
### Components
1. **Embedding Layer**
- Output dimension: 64
- Input: `(R₁,..., Rₘ)ᵐ` and `(Z₁,..., Zₘ)ᵐ`
2. **Interaction Layers** (4 layers)
- Each layer output dimension: 64
- Input: Output from previous layer
- Output: `(x₁,..., xₘ)ᵐ`
## Right Branch: Atom-Wise Processing
### Inputs
- **Atom-Wise Inputs**: `(x₁,..., xₘ)¹` to `(x₁,..., xₘ)ⁿ`
### Components
1. **Atom-Wise Layers**
- Output dimension: `mx64`
- Input: `(x₁,..., xₘ)ᵢ` for `i ∈ [1, n]`
2. **Summation Steps**
- **Equation**:
`E(fₘₐₓ|z = Iᵢⱼ=₁, Sₜ = S)` for `∀i ∈ [0, m]`
- **Flow**:
- Atom-wise outputs → Summation (per `i`)
- Final summation across all `i`
### Final Output
- **Equation**:
`E(Rₜ|Sₜ = S)`
## Key Observations
1. **Dimensionality**:
- Embedding/Interaction layers: 64 units
- Atom-wise layers: `mx64` units
2. **Flow**:
- Left branch processes sequences `(R, Z)` into `(x₁,..., xₘ)ᵐ`.
- Right branch processes atom-wise inputs `(x₁,..., xₘ)¹...ⁿ` through summation steps.
3. **Equations**:
- `E(fₘₐₓ|z = Iᵢⱼ=₁, Sₜ = S)`
- `E(Rₜ|Sₜ = S)`
## Diagram Structure
