7.3 KiB
7.3 KiB
Rhizome on the BEAM: Implementation Guide
Note
: This document outlines a fresh implementation of Rhizome in Elixir, using the TypeScript implementation as a reference.
Table of Contents
- Motivation
- Architecture Overview
- Migration Strategy
- Key Components
- Data Synchronization Model
- Development Roadmap
- Performance Considerations
Motivation
Moving Rhizome to Elixir and the BEAM virtual machine provides several key advantages:
-
Distribution by Default
- Built-in distribution primitives for node-to-node communication
- Network partition tolerance out of the box
- Location transparency for processes
-
Fault Tolerance
- Let it crash philosophy with supervision trees
- Self-healing systems through process isolation
- Hot code reloading for zero-downtime updates
-
Concurrency Model
- Lightweight processes for handling millions of concurrent connections
- Efficient message passing between processes
- Built-in backpressure handling
-
Ecosystem Benefits
- Mature tooling for distributed systems
- Strong pattern matching and immutability
- Excellent support for building resilient systems
Architecture Overview
Current TypeScript Architecture
graph TD
subgraph "TypeScript Implementation"
A[HTTP API<br/><small>Express</small>]
B[WebSocket<br/><small>Socket.IO</small>]
C[Core Engine]
D[Delta Store]
E[View Layer]
F[Persistence<br/><small>LevelDB</small>]
G[Peer Network<br/><small>Libp2p</small>]
A --> C
B --> C
C --> D
C --> E
D --> F
C --> G
end
Proposed Elixir Architecture
graph TD
subgraph "Elixir Implementation"
A[HTTP/WebSocket<br/><small>Phoenix</small>]
B[Core OTP App]
C[Delta Store]
D[View Layer]
E[Process Supervision]
F[Distribution<br/><small>EPMD/GenRPC</small>]
G[Persistence<br/><small>Mnesia/ETS</small>]
A <--> B
B <--> C
B <--> D
B <--> E
B <--> F
C <--> G
end
Implementation Roadmap
1. Core Engine
-
Delta Processing
- Define core Delta types and operations
- Implement DeltaBuilder
- Design storage layer (Mnesia/ETS)
-
View System
- Implement Lossy/Lossless views
- Create resolver framework
- Add caching layer
2. Distribution
-
Node Communication
- Node discovery and membership
- Delta synchronization protocol
- Conflict resolution strategies
-
Plugin System
- Plugin behavior and lifecycle
- Dependency management
- Hot code reloading
3. API & Tooling
-
HTTP/WebSocket API
- RESTful endpoints
- Real-time updates
- Authentication/authorization
-
Developer Experience
- TypeScript type generation
- CLI tools
- Monitoring and metrics
Key Components
1. Delta Processing
This implementation will follow similar patterns to the TypeScript version but leverage Elixir's strengths:
defmodule Rhizome.Delta do
@type t :: %__MODULE__{
id: String.t(),
creator: String.t(),
timestamp: integer(),
operations: [operation()],
transaction_id: String.t() | nil,
negate: boolean()
}
defstruct [:id, :creator, :timestamp, :operations, :transaction_id, negate: false]
def new(creator, host) do
%__MODULE__{
id: generate_id(),
creator: creator,
timestamp: System.system_time(:millisecond),
operations: []
}
end
def add_operation(delta, operation) do
%{delta | operations: [operation | delta.operations]}
end
end
2. View System
defmodule Rhizome.View.Lossy do
@behaviour Rhizome.View.Behaviour
@impl true
def init(initial_state) do
%{state: initial_state, cache: %{}}
end
@impl true
def reduce(%{state: state} = view, delta) do
new_state = apply_delta(state, delta)
%{view | state: new_state}
end
@impl true
def resolve(%{state: state}), do: state
defp apply_delta(state, %Delta{operations: ops}) do
Enum.reduce(ops, state, &apply_operation/2)
end
end
3. Plugin System
defmodule Rhizome.Plugin do
@callback init(args :: term) :: {:ok, state :: term} | {:error, reason :: term}
@callback handle_delta(delta :: Delta.t(), state :: term) :: {:ok, new_state :: term} | {:error, term}
@callback handle_call(request :: term, from :: {pid, reference}, state :: term) ::
{:reply, reply, new_state} |
{:reply, reply, new_state, timeout | :hibernate} |
{:noreply, new_state} |
{:noreply, new_state, timeout | :hibernate} |
{:stop, reason, reply, new_state} |
{:stop, reason, new_state} when reply: term, new_state: term, reason: term
defmacro __using__(_opts) do
quote do
@behaviour Rhizome.Plugin
use GenServer
# Default implementations
@impl true
def init(_args), do: {:ok, %{}}
@impl true
def handle_call(_request, _from, state), do: {:reply, :ok, state}
def start_link(args) do
GenServer.start_link(__MODULE__, args, name: __MODULE__)
end
end
end
end
Data Synchronization Model
1. Delta Propagation
sequenceDiagram
participant C1 as Client 1
participant N1 as Node 1
participant N2 as Node 2
participant N3 as Node 3
C1->>N1: Submit Delta
N1->>N1: Apply Delta Locally
N1->>N2: Gossip Delta
N1->>N3: Gossip Delta
N2->>N2: Apply Delta
N3->>N3: Apply Delta
N2->>N1: Acknowledge
N3->>N1: Acknowledge
2. Conflict Resolution
- Last Write Wins (Default)
- Custom Resolvers
- CRDT-based for special cases
Development Milestones
1. Core Delta Engine
- Define delta types and operations
- Implement DeltaBuilder
- Basic storage with Mnesia/ETS
- View system with Lossy/Lossless support
2. Distributed Foundation
- Node discovery and membership
- Delta synchronization protocol
- Conflict resolution strategies
- Plugin system
3. Production Features
- HTTP/WebSocket API
- Authentication & authorization
- Monitoring and metrics
- Developer tooling
Performance Characteristics
Key Advantages
-
Concurrency
- Handle 100K+ concurrent connections per node
- Sub-millisecond delta processing
- Linear scaling with cores
-
Memory Usage
- Shared binary heap for deltas
- Efficient garbage collection
- Process isolation for fault tolerance
-
Network Efficiency
- Delta compression
- Batched updates
- Smart backpressure handling
Getting Started
Prerequisites
- Elixir 1.14+
- Erlang/OTP 25+
- Node.js (for assets)
Running Locally
# Clone the repository
git clone https://github.com/your-org/rhizome-beam.git
cd rhizome-beam
# Install dependencies
mix deps.get
cd assets && npm install && cd ..
# Start the application
iex -S mix phx.server
Contributing
- Fork the repository
- Create a feature branch
- Submit a pull request
License
[Your License Here]
Acknowledgments
- The Elixir and Erlang communities
- The original TypeScript implementation for inspiration
- Research in distributed systems and CRDTs