MATRIXLAB·MULTIVERSE

20 packages · AD added

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CodeUniverse

Explore a growing software universe.

Twenty packages, each given the derivative capability they lacked.

QuantumOptics277.3303170679865×MCell251.0372622293632×Kwant239.24398230113727×FreeSASA223.84428584079686×SasView213.89707769832964×OpenPNM188.52222598143499×PhysiCell171.22006128057535×BioDynaMo165.9477985286452×FiPy154.50572683266898×StochKit2143.02808411559576×Phonopy136.65527640074683×QuSpin125.8800307149567×TeNPy88.05023748961324×ParFlow77.3906678160513×EvoEF266.62300576099697×REBOUND55.62743448090646×SHTns54.594108395787636×Cantera31.693064026157735×PHREEQC18.354890083176652×LALSuite8.637662527764165×

The list opens automatically; choose any package to see its own measurements.

Explore a growing software universe.

Twenty packages, each given the derivative capability they lacked.

  1. QuantumOptics

    steady_hamiltonian_inverse_design

    277.3×AD speed-up on the same differentiation workload

  2. MCell

    time-varying reaction-rate table calibration

    251.0×AD speed-up on the same differentiation workload

  3. Kwant

    many-moment KPM Jackson-window sensitivity

    239.2×AD speed-up on the same differentiation workload

  4. FreeSASA

    all-atom radius gradient of total solvent-accessible area

    223.8×AD speed-up on the same differentiation workload

  5. SasView

    many-sample q-calibration gradient of a sphere form-factor objective

    213.9×AD speed-up on the same differentiation workload

  6. OpenPNM

    many-throat-conductance pressure objective gradient

    188.5×AD speed-up on the same differentiation workload

  7. PhysiCell

    two-substrate BioFVM field calibration on a 32x32 grid

    171.2×AD speed-up on the same differentiation workload

  8. BioDynaMo

    distributed diffusion-field sensitivity on a periodic 16x16x16 domain

    165.9×AD speed-up on the same differentiation workload

  9. FiPy

    many-face diffusivity gradient for a scalar PDE objective

    154.5×AD speed-up on the same differentiation workload

  10. StochKit2

    initial propensity screening across mass-action reaction channels

    143.0×AD speed-up on the same differentiation workload

  11. Phonopy

    many-entry force-constant gradient of a scalar dynamical-matrix objective

    136.7×AD speed-up on the same differentiation workload

  12. QuSpin

    many-Hamiltonian-entry gradient of a scalar observable

    125.9×AD speed-up on the same differentiation workload

  13. TeNPy

    many-Schmidt-probability entropy sensitivities

    88.1×AD speed-up on the same differentiation workload

  14. ParFlow

    distributed pressure sensitivity of soil saturation and relative permeability

    77.4×AD speed-up on the same differentiation workload

  15. EvoEF2

    all-coordinate stability gradient versus coordinate-wise FD

    66.6×AD speed-up on the same differentiation workload

  16. REBOUND

    N-body total-energy gradient over masses positions and velocities

    55.6×AD speed-up on the same differentiation workload

  17. SHTns

    all-spectral-coefficient gradient of a scalar spatial objective

    54.6×AD speed-up on the same differentiation workload

  18. Cantera

    many-reaction kinetic sensitivity from one pullback

    31.7×AD speed-up on the same differentiation workload

  19. PHREEQC

    seawater speciation calibration through the real IPhreeqc engine

    18.4×AD speed-up on the same differentiation workload

  20. LALSuite

    many-parameter correlated likelihood gradient

    8.6×AD speed-up on the same differentiation workload

CodeUniverse

AD speed-up overview across the existing packages

AD speed-up on the same differentiation workload (against finite differences)