dynamo-llm 1.0.2

Dynamo LLM Library
## Block States

<!-- Component Diagram - Table Sync -->
```mermaid
stateDiagram-v2
    %% ───────────  State machine for mutable blocks ───────────
    [*] --> Empty:::concrete                       %% initial pseudostate

    Empty --> Partial:::concrete : initialize w\ salt hash

    %% ── Partial: accepts tokens until full ──
    Partial --> Partial : addTokens\n(space remains)
    Partial --> ReadyForScheduling:::concrete : addTokens\n(space > 0)

    %% ── Scheduling & compute phases ──
    ReadyForScheduling --> Inflight:::concrete : scheduleCompute
    ReadyForScheduling --> Partial   : cancelSchedule

    Inflight --> Partial  : computeDone (not full)
    Inflight --> Complete:::concrete : computeDone (full)

    %% ── Finalisation ──
    Complete --> Registered:::trait : register


    %% ── External System Connections ──
    Registered --> EventManager:::defaultConstructable : registerEvents
    Registered --> OffloadManager:::defaultConstructable : offloadBlock

    classDef concrete fill:#66B2B2,stroke:#2A4949,color:#1A2626
    classDef trait fill:#B39DDB,stroke:#4A367A,color:#1A1426
    classDef defaultConstructable fill:#E6C06E,stroke:#8B7355,color:#2B1810
```

Note: The color scheme is designed to be accessible in both light and dark modes, with:
- Teal representing concrete states in the block lifecycle (mutable blocks)
- Purple representing traits (immutable interface - Registered state)
- Muted gold representing default constructable components (external managers)

| State | Description |
|-------|-------------|
| Empty | Initial state before block initialization |
| Partial | State when block is partially filled with tokens |
| ReadyForScheduling | State when block is ready for compute scheduling |
| Inflight | State when block is being computed |
| Complete | State when block computation is complete |
| Registered | Final immutable state after block computation is finalized |
| EventManager | External system for managing block events (see separate diagram) |
| OffloadManager | External system for managing block offloading (see separate diagram) |


## OffloadManager

The OffloadManager orchestrates the movement of immutable registered blocks (Arc<MutableBlock>) between different memory hierarchies (e.g., GPU → CPU → SSD). It manages a pipeline of block transfers through three primary components:

1.  **Transfer Engines**: Actively copies sequences of blocks between memory hierarchies. Optimized for transport bandwidth.
2.  **On-Deck Stage**: Blocks are held in their shared immutable state (Arc<MutableBlock>), ready to be transferred next. This queue is filled first.
3.  **In-Queue Stage**: A priority queue holding demoted weak references (Weak<MutableBlock>) to blocks. This queue is used if the On-Deck stage is full.

The system maintains a continuous flow: when Transfer Engines finish a set of transfers, prepared blocks are pulled from the On-Deck queue. Subsequently, In-Queue blocks are upgraded to strong references (Arc<MutableBlock>) and moved to the On-Deck queue. Weak blocks that cannot be upgraded are discarded, and new blocks are pulled from In-Queue until On-Deck is populated.

<!-- Component Diagram - Table Sync -->
```mermaid
stateDiagram-v2
    direction LR
    [*] --> InQueueWP:::weakRef : new block (weak ref)

    InQueueWP --> OnDeckQ:::trait : upgrade weak ref
    OnDeckQ --> TransferEng:::concrete : schedule transfer

    TransferEng --> TransferredPS : transfer complete
    TransferredPS --> [*]

    %% Styling
    classDef concrete fill:#66B2B2,stroke:#2A4949,color:#1A2626
    classDef trait fill:#B39DDB,stroke:#4A367A,color:#1A1426
    classDef defaultConstructable fill:#E6C06E,stroke:#8B7355,color:#2B1810
    classDef weakRef fill:#D3D3D3,stroke:#808080,color:#333333
```

| Component         | Description                                                                 |
|-------------------|-----------------------------------------------------------------------------|
| InQueueWP         | Priority queue of weak references (Weak<MutableBlock>) to blocks.         |
| OnDeckQ           | Queue of blocks in shared immutable state (Arc<MutableBlock>), ready for transfer. |
| TransferEng       | Active transfer operations between memory hierarchies.                      |
| TransferredPS     | Pseudo-state indicating blocks have been successfully transferred.            |

<!-- Component Diagram - Table Sync -->
```mermaid
graph TD
    subgraph "Memory Hierarchy"
        direction LR
        M_GPU[GPU Memory]:::concrete
        M_CPU[CPU Memory]:::concrete
        M_SSD[SSD Storage]:::concrete
    end

    subgraph "Offload Manager"
        direction LR
        IQ[In-Queue Weak Refs]:::weakRef
        OD[On-Deck Arcs]:::trait
        TE[Transfer Engines]:::concrete
    end

    %% Block Flow
    NewBlock([New Immutable Block]) -.-> IQ

    IQ -- upgrade viable --> OD
    IQ -- discard unviable --> Discarded([X])

    OD -- prepare batch --> TE

    TE -- transfer to --> M_CPU
    TE -- transfer to --> M_SSD
    TE -- transfer to --> M_GPU

    TE -- transfer complete --> TC([✓ Transferred])

    %% Styling
    classDef concrete fill:#66B2B2,stroke:#2A4949,color:#1A2626
    classDef trait fill:#B39DDB,stroke:#4A367A,color:#1A1426
    classDef defaultConstructable fill:#E6C06E,stroke:#8B7355,color:#2B1810
    classDef weakRef fill:#D3D3D3,stroke:#808080,color:#333333
```

| Component                  | Description                                                                     |
|----------------------------|---------------------------------------------------------------------------------|
| M_GPU                      | GPU Memory: Source memory hierarchy.                                            |
| M_CPU                      | CPU Memory: Intermediate/Destination memory hierarchy.                          |
| M_SSD                      | SSD Storage: Destination memory hierarchy.                                      |
| IQ In-Queue Weak Refs      | Priority queue of weak references (Weak<MutableBlock>) to blocks awaiting offload. |
| OD (On-Deck Arcs)          | Queue of shared immutable blocks (Arc<MutableBlock>) ready for transfer.        |
| TE (Transfer Engines)      | Manages the active copying of block data between memory locations.              |
| NewBlock                   | Represents a new immutable block entering the offload system.                   |
| Discarded                  | Represents weak-referenced blocks that could not be upgraded and are discarded. |
| TC (Transferred)           | Represents the state where a block transfer is successfully completed.          |

Note: The color scheme is designed to be accessible in both light and dark modes, with:
- Teal (`concrete`): Concrete components, memory locations, and active processes.
- Purple (`trait`): Shared immutable blocks (Arc<T>).
- Muted Gold (`defaultConstructable`): Components that might be optionally constructed (not heavily used here).
- Light Gray (`weakRef`): Blocks held as weak references (Weak<T>).