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Advanced Self-Optimizing Distributed Multi-Agent System with Quantum Coordination

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src/advanced_agent_system.erl

%% advanced_agent_system.erl
%% Advanced initialization and orchestration of the quantum multi-agent system
-module(advanced_agent_system).
%% API
-export([
start_advanced_system/0,
start_advanced_system/1,
create_quantum_cluster/2,
deploy_swarm_intelligence/3,
enable_self_optimization/1,
get_system_status/0,
shutdown_advanced_system/0
]).
%% System components initialization
-export([
init_quantum_runtime/1,
init_cluster_orchestration/1,
init_lockfree_coordination/0,
init_thermal_monitoring/0,
init_numa_awareness/0
]).
-define(SYSTEM_STATE_TABLE, advanced_system_state).
-record(system_config, {
quantum_enabled :: boolean(),
numa_aware :: boolean(),
thermal_monitoring :: boolean(),
self_optimization :: boolean(),
lockfree_coordination :: boolean(),
max_clusters :: integer(),
optimization_interval :: integer()
}).
%% ============================================================================
%% API Functions
%% ============================================================================
%% Start the advanced system with default configuration
start_advanced_system() ->
DefaultConfig = #system_config{
quantum_enabled = true,
numa_aware = true,
thermal_monitoring = true,
self_optimization = true,
lockfree_coordination = true,
max_clusters = 100,
optimization_interval = 10000
},
start_advanced_system(DefaultConfig).
%% Start the advanced system with custom configuration
start_advanced_system(Config) when is_record(Config, system_config) ->
io:format("🚀 Starting Advanced Multi-Agent System with Quantum Coordination...~n"),
%% Initialize system state table
init_system_state_table(),
%% Start core components in order
StartSequence = [
{lockfree_coordination, fun() -> init_lockfree_coordination() end},
{numa_awareness, fun() -> init_numa_awareness() end},
{thermal_monitoring, fun() -> init_thermal_monitoring() end},
{quantum_runtime, fun() -> init_quantum_runtime(Config) end},
{cluster_orchestration, fun() -> init_cluster_orchestration(Config) end}
],
%% Execute startup sequence
Results = execute_startup_sequence(StartSequence, Config),
%% Initialize self-optimization if enabled
case Config#system_config.self_optimization of
true ->
enable_self_optimization(Config#system_config.optimization_interval);
false ->
ok
end,
%% Store system configuration
store_system_config(Config),
%% Perform system health check
HealthCheck = perform_system_health_check(),
case lists:all(fun({_Component, Status}) -> Status =:= ok end, Results) of
true ->
io:format("✅ Advanced Multi-Agent System successfully initialized!~n"),
io:format("📊 System Status: ~p~n", [HealthCheck]),
{ok, advanced_system_started};
false ->
FailedComponents = [Component || {Component, Status} <- Results, Status =/= ok],
io:format("❌ Failed to start components: ~p~n", [FailedComponents]),
{error, {startup_failed, FailedComponents}}
end;
start_advanced_system(Options) when is_map(Options) ->
%% Convert map to record
Config = #system_config{
quantum_enabled = maps:get(quantum_enabled, Options, true),
numa_aware = maps:get(numa_aware, Options, true),
thermal_monitoring = maps:get(thermal_monitoring, Options, true),
self_optimization = maps:get(self_optimization, Options, true),
lockfree_coordination = maps:get(lockfree_coordination, Options, true),
max_clusters = maps:get(max_clusters, Options, 100),
optimization_interval = maps:get(optimization_interval, Options, 10000)
},
start_advanced_system(Config).
%% Create a quantum-entangled multi-agent cluster
create_quantum_cluster(ClusterType, AgentSpecs) ->
io:format("🔮 Creating quantum cluster of type: ~p~n", [ClusterType]),
%% Generate cluster configuration
ClusterConfig = #{
type => ClusterType,
quantum_enabled => true,
entanglement_topology => determine_optimal_topology(ClusterType, length(AgentSpecs)),
coherence_time => 5000,
error_correction => true
},
%% Start quantum runtime cluster
{ok, ClusterId, Nodes} = quantum_runtime:start_cluster(ClusterConfig),
%% Deploy agents to cluster nodes
DeployedAgents = deploy_agents_to_cluster(ClusterId, AgentSpecs, Nodes),
%% Establish quantum entanglement between agents
EntanglementNetwork = establish_agent_entanglement(DeployedAgents, ClusterConfig),
%% Register with cluster orchestrator
cluster_orchestrator:register_agent_cluster(ClusterId, DeployedAgents),
io:format("✨ Quantum cluster created: ~p with ~p agents~n", [ClusterId, length(DeployedAgents)]),
{ok, #{
cluster_id => ClusterId,
nodes => Nodes,
agents => DeployedAgents,
entanglement_network => EntanglementNetwork,
config => ClusterConfig
}}.
%% Deploy swarm intelligence algorithms
deploy_swarm_intelligence(SwarmType, AgentCount, SwarmConfig) ->
io:format("🐝 Deploying ~p swarm with ~p agents~n", [SwarmType, AgentCount]),
%% Create swarm through cluster orchestrator
{ok, SwarmId} = cluster_orchestrator:create_agent_swarm(SwarmType, AgentCount, SwarmConfig),
%% Enable emergent behavior detection
cluster_orchestrator:deploy_emergent_behaviors(SwarmId, [
collective_intelligence,
self_organization,
adaptive_behavior,
swarm_optimization
]),
io:format("🎯 Swarm intelligence deployed: ~p~n", [SwarmId]),
{ok, SwarmId}.
%% Enable system-wide self-optimization
enable_self_optimization(OptimizationInterval) ->
io:format("🧠 Enabling self-optimization with ~pms interval~n", [OptimizationInterval]),
%% Start optimization processes
spawn_link(fun() -> self_optimization_loop(OptimizationInterval) end),
%% Enable pattern analysis
quantum_runtime:analyze_patterns(),
%% Enable adaptive load balancing
cluster_orchestrator:adaptive_load_balancing(quantum_aware),
ok.
%% Get comprehensive system status
get_system_status() ->
SystemConfig = get_system_config(),
Status = #{
system_config => SystemConfig,
quantum_runtime => get_quantum_runtime_status(),
cluster_orchestrator => get_cluster_orchestrator_status(),
lockfree_coordination => get_lockfree_status(),
numa_topology => get_numa_topology_status(),
thermal_state => get_thermal_status(),
active_clusters => get_active_clusters(),
performance_metrics => get_performance_metrics(),
system_health => perform_system_health_check(),
uptime => get_system_uptime()
},
Status.
%% Graceful shutdown of the advanced system
shutdown_advanced_system() ->
io:format("🛑 Shutting down Advanced Multi-Agent System...~n"),
%% Stop optimization processes
stop_self_optimization(),
%% Shutdown components in reverse order
ShutdownSequence = [
cluster_orchestrator,
quantum_protocol,
quantum_runtime,
lockfree_coordination
],
lists:foreach(fun(Component) ->
case whereis(Component) of
undefined -> ok;
Pid ->
io:format("📴 Stopping ~p...~n", [Component]),
exit(Pid, shutdown)
end
end, ShutdownSequence),
%% Cleanup system state
cleanup_system_state(),
io:format("✅ Advanced Multi-Agent System shutdown complete~n"),
ok.
%% ============================================================================
%% Component Initialization
%% ============================================================================
init_quantum_runtime(Config) ->
io:format("⚛️ Initializing Quantum Runtime...~n"),
case Config#system_config.quantum_enabled of
true ->
case quantum_runtime:start_link() of
{ok, _Pid} ->
io:format(" ✓ Quantum runtime started~n"),
%% Initialize quantum protocol
case quantum_protocol:start_link([
{entanglement_timeout, 5000},
{coherence_preservation, true},
{quantum_error_correction, true}
]) of
{ok, _ProtocolPid} ->
io:format(" ✓ Quantum protocol initialized~n"),
ok;
{error, Reason} ->
io:format(" ❌ Quantum protocol failed: ~p~n", [Reason]),
{error, quantum_protocol_failed}
end;
{error, Reason} ->
io:format(" ❌ Quantum runtime failed: ~p~n", [Reason]),
{error, quantum_runtime_failed}
end;
false ->
io:format(" ⏭️ Quantum runtime disabled~n"),
ok
end.
init_cluster_orchestration(Config) ->
io:format("🎭 Initializing Cluster Orchestration...~n"),
case cluster_orchestrator:start_link() of
{ok, _Pid} ->
io:format(" ✓ Cluster orchestrator started~n"),
%% Set maximum clusters
MaxClusters = Config#system_config.max_clusters,
io:format(" 📊 Maximum clusters set to: ~p~n", [MaxClusters]),
ok;
{error, Reason} ->
io:format(" ❌ Cluster orchestrator failed: ~p~n", [Reason]),
{error, cluster_orchestrator_failed}
end.
init_lockfree_coordination() ->
io:format("🔒 Initializing Lock-Free Coordination...~n"),
case lockfree_coordination:start_link() of
{ok, _Pid} ->
io:format(" ✓ Lock-free coordination started~n"),
%% Create global coordination primitives
{ok, _QueueId} = lockfree_coordination:create_lockfree_queue(#{}),
{ok, _StackId} = lockfree_coordination:create_lockfree_stack(#{}),
{ok, _HashMapId} = lockfree_coordination:create_lockfree_hashmap(#{initial_size => 1024}),
io:format(" ✓ Lock-free data structures initialized~n"),
ok;
{error, Reason} ->
io:format(" ❌ Lock-free coordination failed: ~p~n", [Reason]),
{error, lockfree_coordination_failed}
end.
init_thermal_monitoring() ->
io:format("🌡️ Initializing Thermal Monitoring...~n"),
%% Start thermal monitoring process
spawn_link(fun() -> thermal_monitoring_loop() end),
io:format(" ✓ Thermal monitoring started~n"),
ok.
init_numa_awareness() ->
io:format("🧠 Initializing NUMA Awareness...~n"),
%% Detect NUMA topology
NumaTopology = detect_system_numa_topology(),
%% Store topology information
persistent_term:put(numa_topology, NumaTopology),
io:format(" ✓ NUMA topology detected: ~p nodes~n", [maps:size(NumaTopology)]),
ok.
%% ============================================================================
%% System Monitoring and Optimization
%% ============================================================================
self_optimization_loop(OptimizationInterval) ->
timer:sleep(OptimizationInterval),
%% Perform system-wide optimization
io:format("🔧 Performing system optimization cycle...~n"),
%% Optimize quantum coherence
optimize_quantum_coherence(),
%% Optimize cluster topologies
optimize_all_cluster_topologies(),
%% Optimize NUMA placement
optimize_numa_placement(),
%% Optimize thermal distribution
optimize_thermal_distribution(),
%% Continue optimization loop
self_optimization_loop(OptimizationInterval).
optimize_quantum_coherence() ->
%% Optimize quantum coherence across all entangled systems
case whereis(quantum_runtime) of
undefined -> ok;
_Pid ->
%% Get cluster topology and optimize
Topology = quantum_runtime:get_cluster_topology(),
quantum_runtime:optimize_execution(quantum_runtime, optimize_coherence)
end.
optimize_all_cluster_topologies() ->
%% Optimize topologies for all active clusters
ActiveClusters = get_active_clusters(),
lists:foreach(fun(ClusterId) ->
cluster_orchestrator:optimize_cluster_topology(ClusterId)
end, ActiveClusters).
optimize_numa_placement() ->
%% Optimize process placement based on NUMA topology
NumaTopology = persistent_term:get(numa_topology, #{}),
case maps:size(NumaTopology) > 1 of
true ->
%% Rebalance processes across NUMA nodes
rebalance_numa_processes(NumaTopology);
false ->
ok
end.
optimize_thermal_distribution() ->
%% Distribute load based on thermal conditions
ThermalState = get_thermal_status(),
case needs_thermal_rebalancing(ThermalState) of
true ->
perform_thermal_rebalancing(ThermalState);
false ->
ok
end.
%% ============================================================================
%% Status and Monitoring
%% ============================================================================
get_quantum_runtime_status() ->
case whereis(quantum_runtime) of
undefined -> not_running;
Pid ->
case is_process_alive(Pid) of
true ->
%% Get quantum system status
#{
status => running,
pid => Pid,
cluster_topology => quantum_runtime:get_cluster_topology(),
execution_patterns => quantum_runtime:analyze_patterns()
};
false ->
dead
end
end.
get_cluster_orchestrator_status() ->
case whereis(cluster_orchestrator) of
undefined -> not_running;
Pid ->
case is_process_alive(Pid) of
true ->
#{
status => running,
pid => Pid,
active_clusters => length(get_active_clusters())
};
false ->
dead
end
end.
get_lockfree_status() ->
case whereis(lockfree_coordination) of
undefined -> not_running;
Pid ->
case is_process_alive(Pid) of
true ->
#{
status => running,
pid => Pid,
atomic_operations_count => get_atomic_operations_count()
};
false ->
dead
end
end.
get_numa_topology_status() ->
persistent_term:get(numa_topology, #{}).
get_thermal_status() ->
%% Get current thermal state of the system
#{
cpu_temperatures => get_cpu_temperatures(),
thermal_zones => get_thermal_zones(),
cooling_active => is_cooling_active()
}.
perform_system_health_check() ->
Components = [
{quantum_runtime, whereis(quantum_runtime)},
{quantum_protocol, whereis(quantum_protocol)},
{cluster_orchestrator, whereis(cluster_orchestrator)},
{lockfree_coordination, whereis(lockfree_coordination)}
],
Health = lists:map(fun({Component, Pid}) ->
Status = case Pid of
undefined -> not_running;
_ -> case is_process_alive(Pid) of
true -> healthy;
false -> dead
end
end,
{Component, Status}
end, Components),
OverallHealth = case lists:all(fun({_Component, Status}) -> Status =:= healthy end, Health) of
true -> excellent;
false -> degraded
end,
#{
overall => OverallHealth,
components => Health,
timestamp => erlang:timestamp()
}.
%% ============================================================================
%% Utility Functions
%% ============================================================================
init_system_state_table() ->
ets:new(?SYSTEM_STATE_TABLE, [named_table, public, set, {write_concurrency, true}]).
execute_startup_sequence(StartSequence, Config) ->
lists:map(fun({Component, InitFun}) ->
io:format("🔄 Starting ~p...~n", [Component]),
try
Result = InitFun(),
{Component, Result}
catch
Error:Reason ->
io:format(" ❌ ~p failed: ~p:~p~n", [Component, Error, Reason]),
{Component, {error, {Error, Reason}}}
end
end, StartSequence).
store_system_config(Config) ->
ets:insert(?SYSTEM_STATE_TABLE, {system_config, Config}),
ets:insert(?SYSTEM_STATE_TABLE, {startup_time, erlang:timestamp()}).
get_system_config() ->
case ets:lookup(?SYSTEM_STATE_TABLE, system_config) of
[{system_config, Config}] -> Config;
[] -> undefined
end.
get_system_uptime() ->
case ets:lookup(?SYSTEM_STATE_TABLE, startup_time) of
[{startup_time, StartTime}] ->
erlang:convert_time_unit(
erlang:monotonic_time() - erlang:convert_time_unit(
element(1, StartTime) * 1000000 + element(2, StartTime),
microsecond,
native
),
native,
millisecond
);
[] ->
0
end.
cleanup_system_state() ->
ets:delete(?SYSTEM_STATE_TABLE).
stop_self_optimization() ->
%% Stop optimization processes
persistent_term:put(stop_optimization, true).
%% Placeholder implementations
determine_optimal_topology(ClusterType, AgentCount) ->
case {ClusterType, AgentCount} of
{high_performance, N} when N > 50 -> hypercube;
{fault_tolerant, _} -> full_mesh;
{efficient, _} -> ring;
_ -> star
end.
deploy_agents_to_cluster(_ClusterId, AgentSpecs, Nodes) ->
%% Deploy agents evenly across nodes
lists:zip(AgentSpecs, Nodes).
establish_agent_entanglement(_DeployedAgents, _ClusterConfig) ->
%% Create quantum entanglement network
#{entanglement_type => full_mesh, strength => 0.95}.
thermal_monitoring_loop() ->
%% Monitor thermal conditions
timer:sleep(1000),
thermal_monitoring_loop().
detect_system_numa_topology() ->
%% Detect NUMA topology (simplified)
NumCpus = erlang:system_info(logical_processors),
#{
0 => #{cpus => lists:seq(1, NumCpus div 2), memory_gb => 16},
1 => #{cpus => lists:seq((NumCpus div 2) + 1, NumCpus), memory_gb => 16}
}.
get_active_clusters() -> [].
get_performance_metrics() -> #{}.
get_atomic_operations_count() -> 0.
get_cpu_temperatures() -> [].
get_thermal_zones() -> [].
is_cooling_active() -> false.
needs_thermal_rebalancing(_ThermalState) -> false.
perform_thermal_rebalancing(_ThermalState) -> ok.
rebalance_numa_processes(_NumaTopology) -> ok.