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src/quantum_process_network.erl
%% quantum_process_network.erl
%% Quantum-inspired process networks using Erlang's actor model
%% Simulates quantum entanglement, superposition, and interference for agent coordination
-module(quantum_process_network).
-behaviour(gen_server).
-export([
start_link/0,
create_quantum_entanglement/2,
put_process_in_superposition/2,
collapse_superposition/2,
measure_quantum_state/1,
create_quantum_interference/3,
implement_quantum_tunneling/3,
quantum_teleport_state/3,
create_quantum_circuit/2,
execute_quantum_algorithm/2
]).
-export([init/1, handle_call/3, handle_cast/2, handle_info/2, terminate/2, code_change/3]).
-define(QUANTUM_REGISTRY, quantum_process_registry).
-define(ENTANGLEMENT_TABLE, quantum_entanglements).
-define(SUPERPOSITION_TABLE, quantum_superpositions).
-record(state, {
quantum_processes = #{},
entanglement_pairs = #{},
superposition_states = #{},
quantum_circuits = #{},
measurement_observers = #{},
decoherence_timers = #{},
quantum_noise_level = 0.01
}).
-record(quantum_process, {
pid,
quantum_id,
state_vector = #{},
entangled_with = [],
in_superposition = false,
coherence_time,
last_measurement,
quantum_gates_applied = [],
fidelity = 1.0
}).
-record(entanglement_pair, {
process1_id,
process2_id,
entanglement_strength = 1.0,
bell_state,
created_at,
maintained_operations = 0,
decoherence_rate = 0.001
}).
-record(superposition_state, {
process_id,
basis_states = #{},
amplitude_weights = #{},
phase_relations = #{},
coherence_time,
collapse_probability_func
}).
-record(quantum_gate, {
type,
target_qubits,
parameters = #{},
execution_time,
success_probability = 1.0
}).
%% Public API
start_link() ->
gen_server:start_link({local, ?MODULE}, ?MODULE, [], []).
%% Create quantum entanglement between two processes
create_quantum_entanglement(ProcessId1, ProcessId2) ->
gen_server:call(?MODULE, {create_entanglement, ProcessId1, ProcessId2}).
%% Put a process into quantum superposition with multiple possible states
put_process_in_superposition(ProcessId, BasisStates) ->
gen_server:call(?MODULE, {create_superposition, ProcessId, BasisStates}).
%% Collapse superposition and return definite state
collapse_superposition(ProcessId, ObservationContext) ->
gen_server:call(?MODULE, {collapse_superposition, ProcessId, ObservationContext}).
%% Measure quantum state without collapsing (weak measurement)
measure_quantum_state(ProcessId) ->
gen_server:call(?MODULE, {measure_state, ProcessId}).
%% Create quantum interference between multiple process states
create_quantum_interference(ProcessIds, InterferencePattern, TargetOutcome) ->
gen_server:call(?MODULE, {create_interference, ProcessIds, InterferencePattern, TargetOutcome}).
%% Implement quantum tunneling through computational barriers
implement_quantum_tunneling(ProcessId, Barrier, TargetState) ->
gen_server:call(?MODULE, {quantum_tunnel, ProcessId, Barrier, TargetState}).
%% Quantum teleportation of process state
quantum_teleport_state(SourceId, TargetId, StateToTeleport) ->
gen_server:call(?MODULE, {quantum_teleport, SourceId, TargetId, StateToTeleport}).
%% Create quantum circuit with multiple gates
create_quantum_circuit(CircuitId, QuantumGates) ->
gen_server:call(?MODULE, {create_circuit, CircuitId, QuantumGates}).
%% Execute quantum algorithm on process network
execute_quantum_algorithm(AlgorithmType, Parameters) ->
gen_server:call(?MODULE, {execute_algorithm, AlgorithmType, Parameters}).
%% Gen_server callbacks
init([]) ->
% Create ETS tables for quantum state management
ets:new(?QUANTUM_REGISTRY, [named_table, public, {keypos, #quantum_process.quantum_id}]),
ets:new(?ENTANGLEMENT_TABLE, [named_table, public, set]),
ets:new(?SUPERPOSITION_TABLE, [named_table, public, {keypos, #superposition_state.process_id}]),
% Start quantum decoherence monitor
spawn_link(fun() -> quantum_decoherence_monitor() end),
% Initialize quantum random number generator
initialize_quantum_rng(),
{ok, #state{}}.
handle_call({create_entanglement, ProcessId1, ProcessId2}, _From, State) ->
Result = establish_quantum_entanglement(ProcessId1, ProcessId2, State),
{reply, Result, State};
handle_call({create_superposition, ProcessId, BasisStates}, _From, State) ->
Result = create_process_superposition(ProcessId, BasisStates, State),
NewState = update_superposition_state(ProcessId, Result, State),
{reply, Result, NewState};
handle_call({collapse_superposition, ProcessId, Context}, _From, State) ->
{Result, NewState} = perform_superposition_collapse(ProcessId, Context, State),
{reply, Result, NewState};
handle_call({measure_state, ProcessId}, _From, State) ->
Result = perform_weak_measurement(ProcessId, State),
{reply, Result, State};
handle_call({create_interference, ProcessIds, Pattern, Target}, _From, State) ->
Result = implement_quantum_interference(ProcessIds, Pattern, Target, State),
{reply, Result, State};
handle_call({quantum_tunnel, ProcessId, Barrier, TargetState}, _From, State) ->
Result = execute_quantum_tunneling(ProcessId, Barrier, TargetState, State),
{reply, Result, State};
handle_call({quantum_teleport, SourceId, TargetId, StateData}, _From, State) ->
Result = perform_quantum_teleportation(SourceId, TargetId, StateData, State),
{reply, Result, State};
handle_call({create_circuit, CircuitId, Gates}, _From, State) ->
NewState = add_quantum_circuit(CircuitId, Gates, State),
{reply, ok, NewState};
handle_call({execute_algorithm, Algorithm, Parameters}, _From, State) ->
Result = run_quantum_algorithm(Algorithm, Parameters, State),
{reply, Result, State};
handle_call(_Request, _From, State) ->
{reply, {error, unknown_request}, State}.
handle_cast({decoherence_event, ProcessId}, State) ->
NewState = handle_quantum_decoherence(ProcessId, State),
{noreply, NewState};
handle_cast({quantum_noise, NoiseLevel}, State) ->
NewState = State#state{quantum_noise_level = NoiseLevel},
{noreply, NewState};
handle_cast(_Msg, State) ->
{noreply, State}.
handle_info({quantum_measurement, ProcessId, Result}, State) ->
NewState = process_measurement_result(ProcessId, Result, State),
{noreply, NewState};
handle_info({entanglement_maintenance, PairId}, State) ->
maintain_entanglement_pair(PairId),
{noreply, State};
handle_info(_Info, State) ->
{noreply, State}.
terminate(_Reason, _State) ->
ok.
code_change(_OldVsn, State, _Extra) ->
{ok, State}.
%% Quantum Operations Implementation
establish_quantum_entanglement(ProcessId1, ProcessId2, State) ->
% Create Bell state entanglement between two processes
BellState = create_bell_state(plus),
EntanglementPair = #entanglement_pair{
process1_id = ProcessId1,
process2_id = ProcessId2,
bell_state = BellState,
entanglement_strength = 1.0,
created_at = erlang:system_time(microsecond)
},
% Store entanglement relationship
PairId = generate_entanglement_id(ProcessId1, ProcessId2),
ets:insert(?ENTANGLEMENT_TABLE, {PairId, EntanglementPair}),
% Notify processes of entanglement
notify_processes_of_entanglement([ProcessId1, ProcessId2], PairId),
% Start entanglement maintenance
schedule_entanglement_maintenance(PairId),
{ok, #{
pair_id => PairId,
bell_state => BellState,
entanglement_strength => 1.0,
estimated_coherence_time => calculate_coherence_time(ProcessId1, ProcessId2)
}}.
create_process_superposition(ProcessId, BasisStates, State) ->
% Calculate normalized amplitude weights for superposition
NumStates = length(BasisStates),
EqualWeight = 1.0 / math:sqrt(NumStates),
AmplitudeWeights = lists:foldl(fun(BasisState, Acc) ->
maps:put(BasisState, EqualWeight, Acc)
end, #{}, BasisStates),
% Generate random phase relationships for quantum interference
PhaseRelations = generate_quantum_phases(BasisStates),
% Create superposition state record
SuperpositionState = #superposition_state{
process_id = ProcessId,
basis_states = list_to_map_with_index(BasisStates),
amplitude_weights = AmplitudeWeights,
phase_relations = PhaseRelations,
coherence_time = calculate_superposition_coherence_time(),
collapse_probability_func = fun(ObsContext) ->
calculate_collapse_probability(BasisStates, ObsContext)
end
},
% Store in ETS table
ets:insert(?SUPERPOSITION_TABLE, SuperpositionState),
% Schedule decoherence
schedule_superposition_decoherence(ProcessId),
{ok, #{
superposition_id => ProcessId,
basis_states => BasisStates,
amplitude_weights => AmplitudeWeights,
phase_relations => PhaseRelations,
coherence_time => SuperpositionState#superposition_state.coherence_time
}}.
perform_superposition_collapse(ProcessId, ObservationContext, State) ->
case ets:lookup(?SUPERPOSITION_TABLE, ProcessId) of
[SuperpositionState] ->
% Calculate collapse probabilities based on observation context
CollapseProbs = calculate_context_dependent_probabilities(
SuperpositionState, ObservationContext),
% Quantum measurement - probabilistic collapse
CollapsedState = quantum_measurement_collapse(CollapseProbs),
% Remove from superposition
ets:delete(?SUPERPOSITION_TABLE, ProcessId),
% Notify entangled processes of collapse
notify_entangled_processes_of_collapse(ProcessId, CollapsedState, State),
Result = #{
collapsed_to => CollapsedState,
measurement_context => ObservationContext,
collapse_probability => maps:get(CollapsedState, CollapseProbs),
measurement_time => erlang:system_time(microsecond)
},
{ok, Result, State};
[] ->
{{error, not_in_superposition}, State}
end.
perform_weak_measurement(ProcessId, State) ->
% Perform weak measurement without fully collapsing the quantum state
case ets:lookup(?SUPERPOSITION_TABLE, ProcessId) of
[SuperpositionState] ->
% Extract current quantum state
BasisStates = SuperpositionState#superposition_state.basis_states,
AmplitudeWeights = SuperpositionState#superposition_state.amplitude_weights,
% Perform weak measurement with minimal disturbance
MeasurementStrength = 0.1, % Weak coupling parameter
% Calculate measurement probabilities without full collapse
Probabilities = maps:map(fun(_State, Amplitude) ->
math:pow(erlang:abs(Amplitude), 2)
end, AmplitudeWeights),
% Determine most likely state without collapsing
{MostLikelyState, MaxProb} = maps:fold(fun(State, Prob, {MaxState, MaxP}) ->
if Prob > MaxP -> {State, Prob};
true -> {MaxState, MaxP}
end
end, {undefined, 0}, Probabilities),
% Apply small perturbation based on measurement
PerturbedWeights = maps:map(fun(State, Amplitude) ->
if State == MostLikelyState ->
Amplitude * (1 + MeasurementStrength);
true ->
Amplitude * (1 - MeasurementStrength * 0.1)
end
end, AmplitudeWeights),
% Renormalize amplitudes
NormalizedWeights = normalize_amplitudes(PerturbedWeights),
% Update superposition state with perturbed weights
UpdatedSuperposition = SuperpositionState#superposition_state{
amplitude_weights = NormalizedWeights
},
ets:insert(?SUPERPOSITION_TABLE, UpdatedSuperposition),
{ok, #{
measurement_type => weak,
most_likely_state => MostLikelyState,
probability => MaxProb,
measurement_strength => MeasurementStrength,
state_disturbed => true,
disturbance_level => minimal
}};
[] ->
% Process not in superposition, perform classical measurement
{ok, #{
measurement_type => classical,
state => get_classical_process_state(ProcessId),
probability => 1.0,
state_disturbed => false
}}
end.
implement_quantum_interference(ProcessIds, InterferencePattern, TargetOutcome, State) ->
% Collect quantum states from all participating processes
QuantumStates = collect_quantum_states(ProcessIds),
% Calculate interference amplitudes
InterferenceAmplitudes = calculate_interference_amplitudes(
QuantumStates, InterferencePattern),
% Apply constructive/destructive interference
ModifiedAmplitudes = apply_interference_pattern(
InterferenceAmplitudes, TargetOutcome),
% Update process states with interfered amplitudes
UpdateResults = lists:map(fun(ProcessId) ->
update_process_quantum_state(ProcessId, ModifiedAmplitudes)
end, ProcessIds),
% Calculate interference success probability
SuccessProbability = calculate_interference_success(
ModifiedAmplitudes, TargetOutcome),
{ok, #{
interference_pattern => InterferencePattern,
participating_processes => ProcessIds,
success_probability => SuccessProbability,
modified_amplitudes => ModifiedAmplitudes,
update_results => UpdateResults
}}.
execute_quantum_tunneling(ProcessId, Barrier, TargetState, State) ->
% Calculate tunneling probability based on barrier properties
TunnelingProbability = calculate_tunneling_probability(ProcessId, Barrier),
% Quantum tunneling attempt
TunnelingSuccess = quantum_random() < TunnelingProbability,
case TunnelingSuccess of
true ->
% Successful tunneling - instantaneous state transition
PreviousState = get_process_quantum_state(ProcessId),
update_process_state(ProcessId, TargetState),
% Notify system of quantum tunneling event
notify_quantum_tunneling_event(ProcessId, PreviousState, TargetState),
{ok, #{
tunneling_successful => true,
previous_state => PreviousState,
target_state => TargetState,
tunneling_probability => TunnelingProbability,
barrier_overcome => Barrier
}};
false ->
{ok, #{
tunneling_successful => false,
tunneling_probability => TunnelingProbability,
barrier_strength => Barrier,
retry_suggested => true
}}
end.
perform_quantum_teleportation(SourceId, TargetId, StateToTeleport, State) ->
% Quantum teleportation protocol implementation
% Step 1: Verify entanglement between source and target
case verify_entanglement(SourceId, TargetId) of
{ok, EntanglementPair} ->
% Step 2: Perform Bell measurement on source + state to teleport
BellMeasurement = perform_bell_measurement(SourceId, StateToTeleport),
% Step 3: Classical communication of measurement results
ClassicalBits = extract_classical_bits(BellMeasurement),
% Step 4: Apply corrective operations on target based on measurement
CorrectiveOps = determine_corrective_operations(ClassicalBits),
apply_corrective_operations(TargetId, CorrectiveOps),
% Step 5: Verify teleportation fidelity
TeleportationFidelity = calculate_teleportation_fidelity(
StateToTeleport, get_process_quantum_state(TargetId)),
% Step 6: Destroy original state (no-cloning theorem)
destroy_quantum_state(SourceId, StateToTeleport),
{ok, #{
teleportation_successful => TeleportationFidelity > 0.9,
fidelity => TeleportationFidelity,
classical_bits => ClassicalBits,
corrective_operations => CorrectiveOps,
entanglement_consumed => true
}};
{error, no_entanglement} ->
{error, #{
reason => no_entanglement_available,
suggestion => "Create entanglement first between source and target"
}}
end.
run_quantum_algorithm(AlgorithmType, Parameters, State) ->
case AlgorithmType of
grovers_search ->
execute_grovers_algorithm(Parameters, State);
shors_factoring ->
execute_shors_algorithm(Parameters, State);
quantum_fourier_transform ->
execute_qft_algorithm(Parameters, State);
variational_quantum_eigensolver ->
execute_vqe_algorithm(Parameters, State);
quantum_approximate_optimization ->
execute_qaoa_algorithm(Parameters, State);
quantum_machine_learning ->
execute_qml_algorithm(Parameters, State)
end.
execute_grovers_algorithm(Parameters, State) ->
% Grover's search algorithm for unstructured search
SearchSpace = maps:get(search_space, Parameters),
TargetItem = maps:get(target, Parameters),
% Calculate optimal number of iterations
N = length(SearchSpace),
OptimalIterations = round(math:pi() / 4 * math:sqrt(N)),
% Initialize uniform superposition
InitialState = create_uniform_superposition(SearchSpace),
% Apply Grover iterations
FinalState = apply_grover_iterations(InitialState, TargetItem, OptimalIterations),
% Measure result
MeasurementResult = quantum_measurement(FinalState),
% Calculate success probability
SuccessProbability = calculate_grovers_success_probability(N, OptimalIterations),
{ok, #{
algorithm => grovers_search,
search_space_size => N,
iterations_performed => OptimalIterations,
measurement_result => MeasurementResult,
success_probability => SuccessProbability,
quantum_speedup => math:sqrt(N)
}}.
%% Utility Functions
create_bell_state(Type) ->
case Type of
plus -> #{state => "1/sqrt(2) * (|00⟩ + |11⟩)", entanglement_type => maximally_entangled};
minus -> #{state => "1/sqrt(2) * (|00⟩ - |11⟩)", entanglement_type => maximally_entangled};
phi_plus -> #{state => "1/sqrt(2) * (|01⟩ + |10⟩)", entanglement_type => maximally_entangled};
phi_minus -> #{state => "1/sqrt(2) * (|01⟩ - |10⟩)", entanglement_type => maximally_entangled}
end.
generate_quantum_phases(BasisStates) ->
lists:foldl(fun(State, Acc) ->
Phase = 2 * math:pi() * quantum_random(),
maps:put(State, Phase, Acc)
end, #{}, BasisStates).
quantum_random() ->
% True quantum random number generation simulation
% In practice, this could interface with actual quantum hardware
rand:uniform().
calculate_coherence_time(ProcessId1, ProcessId2) ->
% Estimate based on process characteristics and environmental factors
BaseCoherence = 1000, % microseconds
NoiseLevel = 0.01,
EnvironmentalFactors = analyze_environmental_decoherence(ProcessId1, ProcessId2),
BaseCoherence * (1 - NoiseLevel) * EnvironmentalFactors.
quantum_decoherence_monitor() ->
% Continuous monitoring of quantum coherence
receive
{monitor_process, ProcessId} ->
spawn(fun() -> monitor_process_coherence(ProcessId) end),
quantum_decoherence_monitor();
{stop_monitoring, ProcessId} ->
stop_process_monitoring(ProcessId),
quantum_decoherence_monitor();
stop ->
ok
after 1000 ->
perform_periodic_coherence_check(),
quantum_decoherence_monitor()
end.
%% Placeholder implementations for complex quantum operations
generate_entanglement_id(Id1, Id2) ->
list_to_binary([atom_to_list(Id1), "_", atom_to_list(Id2)]).
notify_processes_of_entanglement(_Processes, _PairId) -> ok.
schedule_entanglement_maintenance(_PairId) -> ok.
list_to_map_with_index(List) ->
lists:foldl(fun({Index, Item}, Acc) ->
maps:put(Item, Index, Acc)
end, #{}, lists:zip(lists:seq(1, length(List)), List)).
calculate_superposition_coherence_time() -> 5000. % microseconds
schedule_superposition_decoherence(_ProcessId) -> ok.
calculate_context_dependent_probabilities(_State, _Context) -> #{}.
quantum_measurement_collapse(_Probs) -> default_state.
notify_entangled_processes_of_collapse(_ProcessId, _State, _SystemState) -> ok.
collect_quantum_states(_ProcessIds) -> [].
calculate_interference_amplitudes(_States, _Pattern) -> #{}.
apply_interference_pattern(_Amplitudes, _Target) -> #{}.
update_process_quantum_state(_ProcessId, _Amplitudes) -> ok.
calculate_interference_success(_Amplitudes, _Target) -> 0.8.
calculate_tunneling_probability(_ProcessId, _Barrier) -> 0.3.
get_process_quantum_state(_ProcessId) -> default_state.
update_process_state(_ProcessId, _State) -> ok.
notify_quantum_tunneling_event(_ProcessId, _Previous, _Target) -> ok.
verify_entanglement(_Id1, _Id2) -> {error, no_entanglement}.
perform_bell_measurement(_ProcessId, _State) -> #{}.
extract_classical_bits(_Measurement) -> [0, 1].
determine_corrective_operations(_Bits) -> [].
apply_corrective_operations(_ProcessId, _Ops) -> ok.
calculate_teleportation_fidelity(_Original, _Final) -> 0.95.
destroy_quantum_state(_ProcessId, _State) -> ok.
execute_shors_algorithm(_Params, _State) -> {ok, #{}}.
execute_qft_algorithm(_Params, _State) -> {ok, #{}}.
execute_vqe_algorithm(_Params, _State) -> {ok, #{}}.
execute_qaoa_algorithm(_Params, _State) -> {ok, #{}}.
execute_qml_algorithm(_Params, _State) -> {ok, #{}}.
create_uniform_superposition(_SearchSpace) -> #{}.
apply_grover_iterations(_State, _Target, _Iterations) -> #{}.
quantum_measurement(_State) -> measurement_result.
calculate_grovers_success_probability(_N, _Iterations) -> 0.9.
analyze_environmental_decoherence(_Id1, _Id2) -> 0.8.
monitor_process_coherence(_ProcessId) -> ok.
stop_process_monitoring(_ProcessId) -> ok.
perform_periodic_coherence_check() -> ok.
initialize_quantum_rng() -> ok.
update_superposition_state(_ProcessId, _Result, State) -> State.
handle_quantum_decoherence(_ProcessId, State) -> State.
process_measurement_result(_ProcessId, _Result, State) -> State.
maintain_entanglement_pair(_PairId) -> ok.
add_quantum_circuit(_CircuitId, _Gates, State) -> State.
calculate_collapse_probability(_States, _Context) -> 0.5.
normalize_amplitudes(AmplitudeMap) ->
% Calculate sum of squared amplitudes
SumSquared = maps:fold(fun(_State, Amplitude, Sum) ->
Sum + math:pow(erlang:abs(Amplitude), 2)
end, 0, AmplitudeMap),
% Normalization factor
NormFactor = math:sqrt(SumSquared),
% Normalize each amplitude
maps:map(fun(_State, Amplitude) ->
Amplitude / NormFactor
end, AmplitudeMap).
get_classical_process_state(ProcessId) ->
% Return classical state for a process not in superposition
% This would typically query the process state from another system
#{
process_id => ProcessId,
state => classical,
properties => #{
deterministic => true,
quantum_properties => none
}
}.