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Portfolio Optimization (M50021)

Metric IDM50021
CategoryQC
Accesspublic
Classificationproprietary
Tierenterprise
ComputationQuantum (simulated) + Quantum (hardware)
Computed byBlack Belt Labs
Freshnessfresh

This is a proprietary Madjik metric. Its methodology is a trade secret; the values are available through the API.

Quantum configuration

Every quantum calculation of this metric, with the machine and circuit setup it runs on. Hardware values come from real IBM quantum computers; simulator values from a classical simulation of the same kind of circuit.

MethodQuantum computing on hardware (quant-hw)
ProviderIBM Quantum Platform (Open plan)
Machineibm_marrakesh (156 qubits)
Machine typesuperconducting QPU (IBM Heron)
Qubits used6
Circuits per run1
Shots per run1,024
Circuit depth5
Two-qubit gates0
Gate basiscz, rz, sx, x (IBM Heron native)
AlgorithmRY angle-encoded asset-selection circuit, most frequent bitstring selects the portfolio
Profilefull
Error mitigationdynamical decoupling + measurement twirling; no post-hoc correction
Hardware runs2
Last run2026-10-05T06:30:54
IBM job iddb1k3arid5ic73er8bp0
How measuredIBM job record (transpiled circuit stats)
MethodQuantum computing simulated (quant-sim)
ProviderQiskit Aer simulator (IBM open-source software) on Google Cloud
Machineaer_simulator
Machine typeclassical simulator (CPU, noise-free)
Qubits used6
Circuits per run1
Shots per run1,024
Circuit depth2
Two-qubit gates0
Gate basisu, cx (Aer, flattened)
AlgorithmRY angle-encoded asset-selection circuit, most frequent bitstring selects the portfolio
Profilenative (primary) circuit
Error mitigationnone (noise-free simulation)
How measuredrecorded circuits, compiled to u/cx
Noteprimary value of the metric: this circuit is the published quant-sim calculation

Personal metrics: figures are the maximum across submitted portfolios (circuit size follows portfolio size). Machine qubits is the size of the whole chip; qubits used is what this calculation needs.

Hypotheses monitored by this metric

Access this metric

Query it via the Madjik API:

curl -H "X-API-Key: $MADJIK_API_KEY" \
  https://api.madjik.io/v1/metrics/M50021

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