Phoenix: Implementation Roadmap and Technical Specifications
Date: 2025-07-12
Version: 1.0
Series: Distributed Agent System - Part 6 (Implementation)
Executive Summary
This document provides the comprehensive implementation roadmap and technical specifications for building the Phoenix distributed agent architecture. Drawing from the foundational architecture (Part 1), communication protocols (Part 2), CRDT state management (Part 3), fault tolerance patterns (Part 4), and performance optimization strategies (Part 5), this roadmap establishes concrete implementation phases, technical specifications, and delivery milestones.
Key Innovation: Phoenix implementation follows a progressive enhancement approach where each phase builds upon the previous while maintaining production readiness at every stage, enabling continuous delivery of distributed capabilities.
Table of Contents
- Implementation Overview
- Phase 1: Foundation Infrastructure
- Phase 2: Core Distribution
- Phase 3: Advanced Coordination
- Phase 4: Production Optimization
- Phase 5: Ecosystem Integration
- Technical Specifications
- Development Standards
- Testing Strategy
- Deployment Architecture
Implementation Overview
Implementation Philosophy
Phoenix follows distributed-first principles throughout implementation:
# Traditional approach: local-first with distribution bolted on
defmodule TraditionalAgent do
# Build for single node
# Later: add distributed wrapper
end
# Phoenix approach: distributed-native from day one
defmodule Phoenix.Agent do
# Every component designed for cluster operation
# Local optimization as special case of distributed
end
Core Implementation Principles
- Progressive Enhancement: Each phase delivers production-ready capabilities
- BEAM-Native Patterns: Leverage OTP supervision, hot code updates, and telemetry
- Test-Driven Development: Comprehensive test coverage including chaos engineering
- Performance-First: Sub-50ms P95 latency for distributed operations
- Fault-Tolerant by Design: Circuit breakers, bulkheads, and graceful degradation
Implementation Timeline
Timeline: 18 months (Production-ready distributed agent platform)
Phase 1: Foundation Infrastructure (Months 1-4)
├── Core BEAM services and supervision trees
├── Basic cluster formation and node discovery
├── Fundamental telemetry and monitoring
└── Single-node compatibility mode
Phase 2: Core Distribution (Months 5-8)
├── Distributed registry and agent placement
├── Cross-cluster communication infrastructure
├── CRDT-based state replication
└── Basic fault tolerance patterns
Phase 3: Advanced Coordination (Months 9-12)
├── Multi-agent coordination protocols
├── Advanced CRDT operations and conflict resolution
├── Sophisticated load balancing and optimization
└── Comprehensive fault tolerance and partition handling
Phase 4: Production Optimization (Months 13-16)
├── Performance optimization and horizontal scaling
├── Advanced monitoring and alerting
├── Chaos engineering and reliability testing
└── Production deployment patterns
Phase 5: Ecosystem Integration (Months 17-18)
├── External system integrations (Kubernetes, Consul, etc.)
├── Migration tools and compatibility layers
├── Community tooling and documentation
└── Long-term maintenance and evolution planning
Phase 1: Foundation Infrastructure (Months 1-4)
Milestone 1.1: Core BEAM Services (Month 1)
Phoenix.Application
defmodule Phoenix.Application do
@moduledoc """
Phoenix application with comprehensive supervision tree.
Supervision Strategy:
- Phoenix.Cluster.Supervisor (one_for_one)
├── Phoenix.Telemetry.Supervisor (one_for_one)
├── Phoenix.Registry.Supervisor (rest_for_one)
├── Phoenix.Transport.Supervisor (one_for_one)
└── Phoenix.Coordination.Supervisor (one_for_one)
"""
use Application
def start(_type, _args) do
children = [
# Core telemetry and monitoring
{Phoenix.Telemetry.EventManager, []},
{Phoenix.Metrics.Collector, []},
# Cluster coordination
{Phoenix.Cluster.Coordinator, cluster_config()},
{Phoenix.Node.HealthMonitor, health_config()},
# Transport layer
{Phoenix.Transport.Manager, transport_config()},
# Registry and discovery
{Phoenix.Registry.Distributed, registry_config()},
{Phoenix.Discovery.Service, discovery_config()},
# Agent supervision
{Phoenix.Agent.Supervisor, agent_config()}
]
opts = [strategy: :one_for_one, name: Phoenix.Supervisor]
Supervisor.start_link(children, opts)
end
defp cluster_config do
[
name: Phoenix.Cluster,
strategy: Application.get_env(:phoenix, :cluster_strategy, :gossip),
topology: build_topology_config(),
libcluster_config: build_libcluster_config()
]
end
end
Phoenix.Telemetry.EventManager
defmodule Phoenix.Telemetry.EventManager do
@moduledoc """
Comprehensive telemetry event management with distributed tracing.
"""
use GenServer
@events [
# Cluster events
[:phoenix, :cluster, :node_joined],
[:phoenix, :cluster, :node_left],
[:phoenix, :cluster, :partition_detected],
# Agent events
[:phoenix, :agent, :started],
[:phoenix, :agent, :migrated],
[:phoenix, :agent, :state_replicated],
# Communication events
[:phoenix, :transport, :message_sent],
[:phoenix, :transport, :message_received],
[:phoenix, :transport, :protocol_switched],
# Performance events
[:phoenix, :performance, :latency_measured],
[:phoenix, :performance, :throughput_calculated],
[:phoenix, :performance, :resource_utilization]
]
def start_link(opts) do
GenServer.start_link(__MODULE__, opts, name: __MODULE__)
end
def init(_opts) do
# Attach telemetry handlers
Enum.each(@events, &:telemetry.attach(&1, &1, &handle_event/4, %{}))
# Initialize distributed tracing
:opentelemetry.set_default_tracer({:opentelemetry, :phoenix_tracer})
{:ok, %{}}
end
def handle_event(event, measurements, metadata, _config) do
# Emit structured telemetry with distributed context
with_span(event, fn ->
emit_metrics(event, measurements, metadata)
emit_logs(event, measurements, metadata)
emit_traces(event, measurements, metadata)
end)
end
end
Deliverables
- Complete Phoenix.Application supervision tree
- Telemetry infrastructure with OpenTelemetry integration
- Basic cluster formation using libcluster
- Health monitoring and basic metrics collection
- Documentation: Getting Started Guide
Success Criteria
- Phoenix application starts successfully on single node
- Telemetry events properly captured and exported
- Basic cluster formation works across 3-node test cluster
- Health metrics available via Phoenix dashboard
- Zero warnings in test suite
Milestone 1.2: Cluster Formation and Discovery (Month 2)
Phoenix.Cluster.Coordinator
defmodule Phoenix.Cluster.Coordinator do
@moduledoc """
Manages cluster topology and coordination.
Responsibilities:
- Node discovery and cluster formation
- Topology change notifications
- Split-brain detection and resolution
- Consistent hashing ring management
"""
use GenServer
defstruct [
:cluster_name,
:node_id,
:topology,
:hash_ring,
:split_brain_resolver,
:health_check_interval
]
def start_link(opts) do
GenServer.start_link(__MODULE__, opts, name: __MODULE__)
end
def init(opts) do
cluster_name = Keyword.get(opts, :cluster_name, :phoenix_cluster)
state = %__MODULE__{
cluster_name: cluster_name,
node_id: Node.self(),
topology: initialize_topology(),
hash_ring: Phoenix.HashRing.new(),
split_brain_resolver: initialize_split_brain_resolver(),
health_check_interval: Keyword.get(opts, :health_check_interval, 5_000)
}
# Subscribe to libcluster events
:ok = :net_kernel.monitor_nodes(true, [:nodedown_reason])
# Start periodic health checks
schedule_health_check()
{:ok, state}
end
def get_cluster_topology() do
GenServer.call(__MODULE__, :get_topology)
end
def get_node_for_key(key) do
GenServer.call(__MODULE__, {:get_node_for_key, key})
end
def handle_call(:get_topology, _from, state) do
{:reply, state.topology, state}
end
def handle_call({:get_node_for_key, key}, _from, state) do
node = Phoenix.HashRing.get_node(state.hash_ring, key)
{:reply, node, state}
end
def handle_info({:nodeup, node}, state) do
Logger.info("Node joined cluster: #{node}")
new_topology = Phoenix.Topology.add_node(state.topology, node)
new_hash_ring = Phoenix.HashRing.add_node(state.hash_ring, node)
# Emit telemetry
:telemetry.execute([:phoenix, :cluster, :node_joined], %{}, %{node: node})
# Trigger rebalancing
Phoenix.Agent.Rebalancer.trigger_rebalance(node)
{:noreply, %{state | topology: new_topology, hash_ring: new_hash_ring}}
end
def handle_info({:nodedown, node, reason}, state) do
Logger.warn("Node left cluster: #{node}, reason: #{inspect(reason)}")
new_topology = Phoenix.Topology.remove_node(state.topology, node)
new_hash_ring = Phoenix.HashRing.remove_node(state.hash_ring, node)
# Emit telemetry
:telemetry.execute([:phoenix, :cluster, :node_left], %{}, %{node: node, reason: reason})
# Handle agent migration from failed node
Phoenix.Agent.FailoverManager.handle_node_failure(node, reason)
{:noreply, %{state | topology: new_topology, hash_ring: new_hash_ring}}
end
end
Phoenix.HashRing
defmodule Phoenix.HashRing do
@moduledoc """
Consistent hashing implementation for agent placement.
"""
defstruct [
:nodes,
:virtual_nodes,
:ring,
:replica_count
]
@default_virtual_nodes 160
@default_replica_count 3
def new(opts \\ []) do
%__MODULE__{
nodes: MapSet.new(),
virtual_nodes: Keyword.get(opts, :virtual_nodes, @default_virtual_nodes),
ring: :gb_trees.empty(),
replica_count: Keyword.get(opts, :replica_count, @default_replica_count)
}
end
def add_node(hash_ring, node) do
if MapSet.member?(hash_ring.nodes, node) do
hash_ring
else
new_nodes = MapSet.put(hash_ring.nodes, node)
new_ring = add_virtual_nodes(hash_ring.ring, node, hash_ring.virtual_nodes)
%{hash_ring | nodes: new_nodes, ring: new_ring}
end
end
def remove_node(hash_ring, node) do
if not MapSet.member?(hash_ring.nodes, node) do
hash_ring
else
new_nodes = MapSet.delete(hash_ring.nodes, node)
new_ring = remove_virtual_nodes(hash_ring.ring, node, hash_ring.virtual_nodes)
%{hash_ring | nodes: new_nodes, ring: new_ring}
end
end
def get_node(hash_ring, key) do
hash = :erlang.phash2(key)
case :gb_trees.iterator_from(hash, hash_ring.ring) do
:none ->
# Wrap around to beginning of ring
case :gb_trees.iterator(hash_ring.ring) do
:none -> {:error, :empty_ring}
iterator -> get_next_node(iterator)
end
iterator ->
get_next_node(iterator)
end
end
def get_nodes(hash_ring, key, count \\ nil) do
count = count || hash_ring.replica_count
hash = :erlang.phash2(key)
get_nodes_from_hash(hash_ring, hash, count, MapSet.new(), [])
end
defp add_virtual_nodes(ring, node, virtual_count) do
Enum.reduce(0..(virtual_count - 1), ring, fn i, acc ->
virtual_key = "#{node}:#{i}"
hash = :erlang.phash2(virtual_key)
:gb_trees.insert(hash, node, acc)
end)
end
defp remove_virtual_nodes(ring, node, virtual_count) do
Enum.reduce(0..(virtual_count - 1), ring, fn i, acc ->
virtual_key = "#{node}:#{i}"
hash = :erlang.phash2(virtual_key)
:gb_trees.delete(hash, acc)
end)
end
end
Deliverables
- Complete cluster coordination system
- Consistent hashing implementation with virtual nodes
- Node discovery and health monitoring
- Split-brain detection and resolution
- Documentation: Cluster Setup Guide
Success Criteria
- Cluster forms automatically across multiple nodes
- Node failures detected within 30 seconds
- Consistent hashing distributes load evenly
- Split-brain scenarios handled gracefully
- Cluster membership stabilizes within 60 seconds
Milestone 1.3: Basic Registry and Transport (Month 3)
Phoenix.Registry.Distributed
defmodule Phoenix.Registry.Distributed do
@moduledoc """
Distributed registry using pg and consistent hashing.
"""
use GenServer
@registry_group :phoenix_registry
def start_link(opts) do
GenServer.start_link(__MODULE__, opts, name: __MODULE__)
end
def init(_opts) do
# Create pg group for registry
:pg.create(@registry_group)
# Subscribe to cluster events
Phoenix.PubSub.subscribe(Phoenix.Cluster, "cluster_events")
{:ok, %{}}
end
@doc """
Register an agent with the distributed registry.
"""
def register_agent(agent_id, pid, metadata \\ %{}) do
# Determine placement node using consistent hashing
placement_node = Phoenix.Cluster.Coordinator.get_node_for_key(agent_id)
if placement_node == node() do
# Register locally and replicate
:pg.join(@registry_group, agent_id, pid)
replicate_registration(agent_id, pid, metadata)
{:ok, :registered}
else
# Redirect to proper node
{:ok, {:redirect, placement_node}}
end
end
@doc """
Find an agent in the distributed registry.
"""
def find_agent(agent_id) do
case :pg.get_members(@registry_group, agent_id) do
[] ->
# Not found locally, check other nodes
cluster_lookup(agent_id)
[pid | _] when node(pid) == node() ->
{:ok, {:local, pid}}
[pid | _] ->
{:ok, {:remote, node(pid), pid}}
end
end
@doc """
List all agents in the registry.
"""
def list_agents() do
local_agents = :pg.which_groups(@registry_group)
cluster_agents = gather_cluster_agents()
local_agents ++ cluster_agents
|> Enum.uniq()
end
defp cluster_lookup(agent_id) do
# Use consistent hashing to find likely node
target_node = Phoenix.Cluster.Coordinator.get_node_for_key(agent_id)
case :rpc.call(target_node, __MODULE__, :local_find, [agent_id]) do
{:ok, result} -> {:ok, result}
_ -> {:error, :not_found}
end
end
def local_find(agent_id) do
case :pg.get_local_members(@registry_group, agent_id) do
[] -> {:error, :not_found}
[pid | _] -> {:ok, {:remote, node(), pid}}
end
end
defp replicate_registration(agent_id, pid, metadata) do
# Replicate to backup nodes
backup_nodes = Phoenix.HashRing.get_nodes(
Phoenix.Cluster.Coordinator.get_hash_ring(),
agent_id,
3
)
Enum.each(backup_nodes, fn node ->
if node != node() do
:rpc.cast(node, __MODULE__, :replicate_agent, [agent_id, pid, metadata])
end
end)
end
def replicate_agent(agent_id, pid, metadata) do
# Store replica information
:ets.insert(:phoenix_registry_replicas, {agent_id, pid, metadata, node(pid)})
end
end
Phoenix.Transport.Manager
defmodule Phoenix.Transport.Manager do
@moduledoc """
Multi-protocol transport layer supporting multiple connection types.
"""
use GenServer
defstruct [
:available_transports,
:active_connections,
:transport_metrics,
:fallback_chain
]
def start_link(opts) do
GenServer.start_link(__MODULE__, opts, name: __MODULE__)
end
def init(opts) do
transports = initialize_transports(opts)
state = %__MODULE__{
available_transports: transports,
active_connections: %{},
transport_metrics: %{},
fallback_chain: build_fallback_chain(transports)
}
{:ok, state}
end
@doc """
Send message using optimal transport.
"""
def send_message(target, message, opts \\ []) do
GenServer.call(__MODULE__, {:send_message, target, message, opts})
end
@doc """
Broadcast message to multiple targets.
"""
def broadcast_message(targets, message, opts \\ []) do
GenServer.call(__MODULE__, {:broadcast_message, targets, message, opts})
end
def handle_call({:send_message, target, message, opts}, _from, state) do
transport = select_transport(target, opts, state)
case execute_send(transport, target, message, opts) do
{:ok, result} ->
new_state = update_transport_metrics(state, transport, :success)
{:reply, {:ok, result}, new_state}
{:error, reason} ->
# Try fallback transport
case try_fallback_transport(target, message, opts, state) do
{:ok, result} ->
{:reply, {:ok, result}, state}
{:error, _} = error ->
new_state = update_transport_metrics(state, transport, :failure)
{:reply, error, new_state}
end
end
end
defp select_transport(target, opts, state) do
cond do
Keyword.has_key?(opts, :transport) ->
Keyword.get(opts, :transport)
local_target?(target) ->
:local
same_dc?(target) ->
:distributed_erlang
cross_dc?(target) ->
:http2
mobile_target?(target) ->
:quic
true ->
:distributed_erlang
end
end
defp execute_send(:local, target, message, _opts) do
case Process.whereis(target) do
nil -> {:error, :process_not_found}
pid ->
try do
GenServer.call(pid, message)
{:ok, :delivered}
rescue
error -> {:error, error}
end
end
end
defp execute_send(:distributed_erlang, {node, target}, message, _opts) do
case :rpc.call(node, GenServer, :call, [target, message]) do
{:badrpc, reason} -> {:error, reason}
result -> {:ok, result}
end
end
defp execute_send(:http2, target, message, opts) do
Phoenix.Transport.HTTP2.send(target, message, opts)
end
defp execute_send(:quic, target, message, opts) do
Phoenix.Transport.QUIC.send(target, message, opts)
end
end
Deliverables
- Distributed registry using pg and consistent hashing
- Multi-protocol transport layer (Distributed Erlang, HTTP/2)
- Basic message routing and delivery guarantees
- Transport fallback and retry mechanisms
- Documentation: Transport Configuration Guide
Success Criteria
- Agents registered on one node discoverable from others
- Cross-node message delivery <50ms P95 latency
- Transport fallback works when primary transport fails
- Registry scales to 10,000+ agents across cluster
- Zero message loss during normal operations
Milestone 1.4: Monitoring and Single-Node Compatibility (Month 4)
Phoenix.Metrics.Collector
defmodule Phoenix.Metrics.Collector do
@moduledoc """
Comprehensive metrics collection and aggregation.
"""
use GenServer
@metrics [
# Cluster metrics
counter("phoenix.cluster.nodes.total"),
gauge("phoenix.cluster.nodes.healthy"),
counter("phoenix.cluster.partitions.detected"),
# Agent metrics
counter("phoenix.agents.started.total"),
gauge("phoenix.agents.active"),
counter("phoenix.agents.migrations.total"),
histogram("phoenix.agents.startup_time"),
# Transport metrics
counter("phoenix.transport.messages.sent.total"),
counter("phoenix.transport.messages.received.total"),
histogram("phoenix.transport.latency"),
counter("phoenix.transport.errors.total"),
# Registry metrics
gauge("phoenix.registry.agents.total"),
histogram("phoenix.registry.lookup_time"),
counter("phoenix.registry.operations.total"),
# Performance metrics
histogram("phoenix.performance.operation_duration"),
gauge("phoenix.performance.memory_usage"),
gauge("phoenix.performance.cpu_utilization")
]
def start_link(opts) do
GenServer.start_link(__MODULE__, opts, name: __MODULE__)
end
def init(_opts) do
# Initialize Prometheus metrics
Enum.each(@metrics, &Prometheus.Metric.create/1)
# Attach telemetry handlers
attach_telemetry_handlers()
# Start periodic collection
schedule_collection()
{:ok, %{}}
end
defp attach_telemetry_handlers() do
:telemetry.attach_many(
"phoenix-metrics",
[
[:phoenix, :cluster, :node_joined],
[:phoenix, :cluster, :node_left],
[:phoenix, :agent, :started],
[:phoenix, :transport, :message_sent],
[:phoenix, :registry, :lookup],
[:phoenix, :performance, :operation_completed]
],
&handle_telemetry_event/4,
%{}
)
end
def handle_telemetry_event([:phoenix, :cluster, :node_joined], _measurements, _metadata, _config) do
Prometheus.Counter.inc("phoenix.cluster.nodes.total")
update_healthy_nodes_gauge()
end
def handle_telemetry_event([:phoenix, :agent, :started], measurements, metadata, _config) do
Prometheus.Counter.inc("phoenix.agents.started.total")
Prometheus.Histogram.observe("phoenix.agents.startup_time", measurements.duration)
end
def handle_telemetry_event([:phoenix, :transport, :message_sent], measurements, metadata, _config) do
Prometheus.Counter.inc("phoenix.transport.messages.sent.total", [transport: metadata.transport])
Prometheus.Histogram.observe("phoenix.transport.latency", measurements.latency)
end
end
Phoenix.CompatibilityMode
defmodule Phoenix.CompatibilityMode do
@moduledoc """
Single-node compatibility mode for development and testing.
"""
def enabled?() do
Application.get_env(:phoenix, :compatibility_mode, false)
end
def start_single_node_mode() do
# Disable cluster formation
Application.put_env(:libcluster, :topologies, [])
# Use local registry
Application.put_env(:phoenix, :registry_backend, Phoenix.Registry.Local)
# Use local transport only
Application.put_env(:phoenix, :transport_backends, [:local])
# Simplified supervision tree
children = [
{Phoenix.Registry.Local, []},
{Phoenix.Agent.Supervisor, []},
{Phoenix.Telemetry.EventManager, []}
]
Supervisor.start_link(children, strategy: :one_for_one)
end
end
defmodule Phoenix.Registry.Local do
@moduledoc """
Local-only registry for single-node compatibility.
"""
use GenServer
def start_link(opts) do
GenServer.start_link(__MODULE__, opts, name: __MODULE__)
end
def init(_opts) do
:ets.new(:phoenix_local_registry, [:named_table, :public, :set])
{:ok, %{}}
end
def register_agent(agent_id, pid, metadata \\ %{}) do
:ets.insert(:phoenix_local_registry, {agent_id, pid, metadata})
{:ok, :registered}
end
def find_agent(agent_id) do
case :ets.lookup(:phoenix_local_registry, agent_id) do
[{^agent_id, pid, _metadata}] -> {:ok, {:local, pid}}
[] -> {:error, :not_found}
end
end
def list_agents() do
:ets.tab2list(:phoenix_local_registry)
|> Enum.map(fn {agent_id, _pid, _metadata} -> agent_id end)
end
end
Deliverables
- Comprehensive metrics collection and Prometheus integration
- Phoenix LiveDashboard integration for real-time monitoring
- Single-node compatibility mode for development
- Performance benchmarking suite
- Documentation: Monitoring and Observability Guide
Success Criteria
- All key metrics collected and exposed via Prometheus
- Real-time dashboard showing cluster health
- Single-node mode provides feature parity for development
- Performance benchmarks establish baseline metrics
- Documentation covers all monitoring capabilities
Phase 2: Core Distribution (Months 5-8)
Milestone 2.1: Distributed Agent System (Month 5)
Phoenix.Agent.Distributed
defmodule Phoenix.Agent.Distributed do
@moduledoc """
Distributed agent implementation with cluster-aware lifecycle.
"""
use GenServer, restart: :transient
defstruct [
:id,
:state,
:behavior,
:placement,
:replicas,
:health_status,
:coordination_metadata
]
def start_link(agent_spec) do
case determine_placement(agent_spec) do
{:ok, :local} ->
GenServer.start_link(__MODULE__, agent_spec, name: via_tuple(agent_spec.id))
{:ok, {:remote, node}} ->
# Start on remote node
case :rpc.call(node, __MODULE__, :start_link, [agent_spec]) do
{:ok, pid} -> {:ok, {:remote, node, pid}}
error -> error
end
{:error, _} = error ->
error
end
end
def init(agent_spec) do
# Register with distributed registry
case Phoenix.Registry.Distributed.register_agent(agent_spec.id, self()) do
{:ok, :registered} ->
state = %__MODULE__{
id: agent_spec.id,
state: initialize_agent_state(agent_spec),
behavior: agent_spec.behavior,
placement: build_placement_info(),
replicas: determine_replica_nodes(agent_spec),
health_status: :healthy,
coordination_metadata: %{}
}
# Set up state replication
setup_state_replication(state)
# Emit telemetry
:telemetry.execute([:phoenix, :agent, :started], %{duration: 0}, %{agent_id: agent_spec.id})
{:ok, state}
{:ok, {:redirect, node}} ->
{:stop, {:redirect, node}}
error ->
{:stop, error}
end
end
@doc """
Send message to distributed agent.
"""
def call(agent_id, message, timeout \\ 5000) do
case Phoenix.Registry.Distributed.find_agent(agent_id) do
{:ok, {:local, pid}} ->
GenServer.call(pid, message, timeout)
{:ok, {:remote, node, pid}} ->
case :rpc.call(node, GenServer, :call, [pid, message, timeout]) do
{:badrpc, reason} -> {:error, {:remote_call_failed, reason}}
result -> result
end
{:error, :not_found} ->
{:error, :agent_not_found}
end
end
@doc """
Cast message to distributed agent.
"""
def cast(agent_id, message) do
case Phoenix.Registry.Distributed.find_agent(agent_id) do
{:ok, {:local, pid}} ->
GenServer.cast(pid, message)
{:ok, {:remote, node, pid}} ->
:rpc.cast(node, GenServer, :cast, [pid, message])
{:error, :not_found} ->
{:error, :agent_not_found}
end
end
def handle_call({:get_state}, _from, state) do
{:reply, state.state, state}
end
def handle_call({:update_state, update_fn}, _from, state) do
case safe_update_state(state, update_fn) do
{:ok, new_agent_state} ->
new_state = %{state | state: new_agent_state}
# Replicate state change
replicate_state_change(new_state)
{:reply, {:ok, new_agent_state}, new_state}
{:error, reason} ->
{:reply, {:error, reason}, state}
end
end
def handle_call({:migrate_to, target_node}, _from, state) do
case migrate_agent(state, target_node) do
{:ok, new_pid} ->
{:stop, :normal, {:ok, {:migrated, target_node, new_pid}}, state}
{:error, reason} ->
{:reply, {:error, reason}, state}
end
end
defp determine_placement(agent_spec) do
target_node = Phoenix.Cluster.Coordinator.get_node_for_key(agent_spec.id)
if target_node == node() do
{:ok, :local}
else
{:ok, {:remote, target_node}}
end
end
defp setup_state_replication(state) do
# Set up CRDT replication for agent state
Phoenix.CRDT.StateManager.setup_replication(state.id, state.replicas)
end
defp replicate_state_change(state) do
# Replicate state changes to backup nodes
Enum.each(state.replicas, fn replica_node ->
if replica_node != node() do
:rpc.cast(replica_node, Phoenix.Agent.StateReplica, :update_state, [state.id, state.state])
end
end)
end
defp migrate_agent(state, target_node) do
# Serialize agent state
serialized_state = serialize_agent_state(state)
# Start agent on target node
case :rpc.call(target_node, __MODULE__, :start_link, [serialized_state]) do
{:ok, new_pid} ->
# Update registry
Phoenix.Registry.Distributed.update_agent_location(state.id, target_node, new_pid)
{:ok, new_pid}
error ->
error
end
end
defp via_tuple(agent_id) do
{:via, Registry, {Phoenix.LocalRegistry, agent_id}}
end
end
Phoenix.Agent.Scheduler
defmodule Phoenix.Agent.Scheduler do
@moduledoc """
Intelligent agent placement and load balancing.
"""
use GenServer
def start_link(opts) do
GenServer.start_link(__MODULE__, opts, name: __MODULE__)
end
def init(_opts) do
# Subscribe to cluster events
Phoenix.PubSub.subscribe(Phoenix.Cluster, "cluster_events")
# Start periodic rebalancing
schedule_rebalancing()
{:ok, %{}}
end
@doc """
Select optimal node for agent placement.
"""
def select_node(agent_spec) do
GenServer.call(__MODULE__, {:select_node, agent_spec})
end
@doc """
Trigger cluster rebalancing.
"""
def trigger_rebalance() do
GenServer.cast(__MODULE__, :rebalance)
end
def handle_call({:select_node, agent_spec}, _from, state) do
node = determine_optimal_node(agent_spec)
{:reply, node, state}
end
def handle_cast(:rebalance, state) do
perform_cluster_rebalance()
{:noreply, state}
end
defp determine_optimal_node(agent_spec) do
available_nodes = Phoenix.Cluster.Coordinator.get_healthy_nodes()
# Score each node based on multiple factors
scored_nodes = Enum.map(available_nodes, fn node ->
score = calculate_node_score(node, agent_spec)
{node, score}
end)
# Select best node
{best_node, _score} = Enum.max_by(scored_nodes, fn {_node, score} -> score end)
best_node
end
defp calculate_node_score(node, agent_spec) do
# Consider multiple factors
resource_score = get_resource_score(node)
affinity_score = get_affinity_score(node, agent_spec)
latency_score = get_latency_score(node)
load_score = get_load_score(node)
# Weighted combination
resource_score * 0.4 + affinity_score * 0.3 + latency_score * 0.2 + load_score * 0.1
end
defp perform_cluster_rebalance() do
# Get current agent distribution
agent_distribution = get_agent_distribution()
# Calculate optimal distribution
optimal_distribution = calculate_optimal_distribution(agent_distribution)
# Identify agents to migrate
migrations = calculate_required_migrations(agent_distribution, optimal_distribution)
# Execute migrations
Enum.each(migrations, fn {agent_id, target_node} ->
migrate_agent(agent_id, target_node)
end)
end
end
Deliverables
- Complete distributed agent implementation
- Intelligent agent placement and scheduling
- Agent migration capabilities
- Basic state replication
- Documentation: Distributed Agent Guide
Success Criteria
- Agents start on optimal nodes based on placement policy
- Agent migration works without state loss
- Cross-node agent communication <50ms P95 latency
- Load balancing distributes agents evenly across cluster
- Agent failures trigger automatic failover
Milestone 2.2: CRDT State Management (Month 6)
[CRDT implementation details from Part 3]
Milestone 2.3: Advanced Communication (Month 7)
[Communication protocol details from Part 2]
Milestone 2.4: Basic Fault Tolerance (Month 8)
[Basic fault tolerance patterns from Part 4]
Technical Specifications
Performance Requirements
Latency Requirements:
Agent-to-Agent Communication:
Local Node: <1ms P95
Same DC: <10ms P95
Cross DC: <100ms P95
Registry Operations:
Agent Lookup: <5ms P95
Agent Registration: <10ms P95
State Operations:
Local State Update: <1ms P95
Replicated State Update: <50ms P95
Throughput Requirements:
Message Throughput: >10,000 messages/second/node
State Updates: >1,000 updates/second/node
Registry Operations: >5,000 ops/second/node
Scalability Requirements:
Cluster Size: Up to 1,000 nodes
Agents per Node: Up to 100,000
Total Agents: Up to 10,000,000
Availability Requirements:
Uptime: 99.9% (8.77 hours downtime/year)
Recovery Time: <30 seconds for single node failure
Data Loss: Zero data loss for committed state
Resource Requirements
Memory Requirements:
Base Memory per Node: 512MB
Memory per Agent: <1KB
Registry Overhead: <100MB per 100K agents
CPU Requirements:
Base CPU per Node: 1 core
CPU per 1000 Agents: 0.1 core
Coordination Overhead: <5% of total CPU
Network Requirements:
Bandwidth per Node: 1Gbps recommended
Cluster Coordination: <10MB/s
State Replication: Variable based on update rate
Storage Requirements:
Persistent State: Optional (in-memory by default)
Telemetry Data: 1GB/day per 1000 agents
Logs: 100MB/day per node
Development Standards
Code Quality Standards
# Example module structure
defmodule Phoenix.Example do
@moduledoc """
Module documentation with purpose and examples.
## Usage
iex> Phoenix.Example.function()
{:ok, result}
"""
use GenServer
use TypedStruct
@typedoc "Description of custom type"
@type custom_type :: term()
typedstruct do
@typedoc "Module state structure"
field :required_field, String.t(), enforce: true
field :optional_field, integer(), default: 0
end
@doc """
Function documentation with type specs.
"""
@spec function(term()) :: {:ok, term()} | {:error, term()}
def function(arg) do
# Implementation
end
end
Testing Standards
defmodule Phoenix.ExampleTest do
use ExUnit.Case
use Phoenix.ClusterCase # Multi-node testing support
doctest Phoenix.Example
setup do
# Setup test cluster
cluster = start_test_cluster(3)
on_exit(fn ->
stop_test_cluster(cluster)
end)
{:ok, cluster: cluster}
end
describe "distributed operations" do
test "agent placement works across cluster", %{cluster: cluster} do
# Test implementation
end
@tag :property
property "agent state converges eventually" do
# Property-based test
end
@tag :chaos
test "system survives node failures", %{cluster: cluster} do
# Chaos engineering test
end
end
end
Testing Strategy
Multi-Node Testing Framework
defmodule Phoenix.ClusterCase do
@moduledoc """
Test case for multi-node testing.
"""
use ExUnit.CaseTemplate
using do
quote do
import Phoenix.ClusterCase
import Phoenix.TestHelpers
end
end
def start_test_cluster(node_count) do
# Start multiple BEAM nodes for testing
nodes = Enum.map(1..node_count, fn i ->
node_name = :"test_node_#{i}@127.0.0.1"
{:ok, node} = :slave.start('127.0.0.1', :"test_node_#{i}")
# Load Phoenix application on node
:rpc.call(node, :code, :add_paths, [:code.get_path()])
:rpc.call(node, Application, :ensure_all_started, [:phoenix])
node
end)
# Wait for cluster formation
wait_for_cluster_formation(nodes)
nodes
end
def stop_test_cluster(nodes) do
Enum.each(nodes, &:slave.stop/1)
end
def simulate_network_partition(nodes, partition_spec) do
# Simulate network partitions for testing
end
def inject_chaos(cluster, chaos_spec) do
# Chaos engineering helpers
end
end
Property-Based Testing
defmodule Phoenix.Properties do
use ExUnitProperties
property "CRDT state always converges" do
check all operations <- list_of(crdt_operation()),
nodes <- nodes_list() do
# Apply operations across nodes
final_states = apply_operations_across_nodes(operations, nodes)
# Check convergence
assert all_states_equal?(final_states)
end
end
property "agent placement is balanced" do
check all agents <- list_of(agent_spec()),
cluster_size <- positive_integer() do
placements = place_agents(agents, cluster_size)
# Check load balancing
assert balanced_placement?(placements)
end
end
end
Deployment Architecture
Kubernetes Deployment
apiVersion: apps/v1
kind: Deployment
metadata:
name: phoenix-cluster
spec:
replicas: 3
selector:
matchLabels:
app: phoenix
template:
metadata:
labels:
app: phoenix
spec:
containers:
- name: phoenix
image: phoenix:latest
env:
- name: CLUSTER_TOPOLOGY
value: "kubernetes"
- name: POD_NAME
valueFrom:
fieldRef:
fieldPath: metadata.name
- name: POD_NAMESPACE
valueFrom:
fieldRef:
fieldPath: metadata.namespace
ports:
- containerPort: 4369 # EPMD
- containerPort: 9100 # Distributed Erlang
resources:
requests:
memory: "512Mi"
cpu: "500m"
limits:
memory: "2Gi"
cpu: "2000m"
---
apiVersion: v1
kind: Service
metadata:
name: phoenix-service
spec:
selector:
app: phoenix
ports:
- name: http
port: 4000
targetPort: 4000
- name: epmd
port: 4369
targetPort: 4369
type: ClusterIP
Docker Configuration
FROM elixir:1.14-alpine
# Install dependencies
RUN apk add --no-cache build-base git
# Set working directory
WORKDIR /app
# Copy mix files
COPY mix.exs mix.lock ./
# Install dependencies
RUN mix deps.get && mix deps.compile
# Copy source code
COPY . .
# Compile application
RUN mix compile
# Create release
RUN mix release
# Runtime stage
FROM alpine:3.18
RUN apk add --no-cache ncurses-libs openssl
WORKDIR /app
COPY --from=0 /app/_build/prod/rel/phoenix ./
EXPOSE 4000 4369 9100
CMD ["./bin/phoenix", "start"]
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