Qiskit-aqua

Latest version: v0.8.1

Safety actively analyzes 682487 Python packages for vulnerabilities to keep your Python projects secure.

Scan your dependencies

Page 4 of 5

0.5.2

Changelog
=========

Changed
-------

- The pyeda requirement was made optional instead of an install requirement

0.5.1

Changelog
=========

Changed
---------

- Make torch optional install

0.5.0

Changelog
=========

Added
-----

- Implementation of the HHL algorithm supporting ``LinearSystemInput``.
- Pluggable component ``Eigenvalues`` with variant ``EigQPE``.
- Pluggable component ``Reciprocal`` with variants ``LookupRotation`` and ``LongDivision``.
- Multiple-Controlled U1 and U3 operations ``mcu1`` and ``mcu3``.
- Pluggable component ``QFT`` derived from component ``IQFT``.
- Summarize the transpiled circuits at the DEBUG logging level.
- ``QuantumInstance`` accepts ``basis_gates`` and ``coupling_map`` again.
- Support to use ``cx`` gate for the entangement in ``RY`` and ``RYRZ`` variational form. (``cz`` is the default choice.)
- Support to use arbitrary mixer Hamiltonian in ``QAOA``. This allows to use QAOA in constrained optimization problems [arXiv:1709.03489].
- Added variational algorithm base class ``VQAlgorithm``, implemented by ``VQE`` and ``VQC``.
- Added ``ising/docplex.py`` for automatically generating Ising Hamiltonian from optimization models of DOcplex.
- Added ``'basic-dirty-ancilla'`` mode for ``mct``.
- Added ``mcmt`` for Multi-Controlled, Multi-Target gate.
- Exposed capabilities to generate circuits from logical AND, OR, DNF (disjunctive normal forms), and CNF (conjunctive normal forms) formulae.
- Added the capability to generate circuits from ESOP (exclusive sum of products) formulae with optional optimization based on Quine-McCluskey and ExactCover.
- Added ``LogicalExpressionOracle`` for generating oracle circuits from arbitrary boolean logic expressions (including DIMACS support) with optional optimization capability.
- Added ``TruthTableOracle`` for generating oracle circuits from truth-tables with optional optimization capability.
- Added ``CustomCircuitOracle`` for generating oracle from user specified circuits.
- Added implementation of the Deutsch-Jozsa algorithm.
- Added implementation of the Bernstein-Vazirani algorithm.
- Added implementation of the Simon's algorithm.
- Added implementation of the Shor's algorithm.
- Added optional capability for ``Grover``'s algorithm to take a custom initial state (as opposed to the default uniform superposition)
- Added capability to create a ``Custom`` initial state using existing circuit.
- Added the ADAM (and AMSGRAD) optimization algorithm
- Multivariate distributions added, so uncertainty models now have univariate and multivariate distribution components.
- Added option to include or skip the swaps operations for qft and iqft circuit constructions.
- Added classical linear system solver ``ExactLSsolver``.
- Added parameters ``auto_hermitian`` and ``auto_resize`` to ``HHL`` algorithm to support non-hermititan and non 2**n sized matrices by default.
- Added another feature map, ``RawFeatureVector``, that directly maps feature vectors to qubits' states for classification.
- ``SVM_Classical`` can now load models trained by ``QSVM``.
- Added CompleteMeasFitter for mitigating measurement error when jobs are run on a real device or noise simulation.

Removed
-------

- ``QuantumInstance`` does not take ``memory`` anymore.
- Moved Command line and GUI interfaces to separate repo (qiskit_aqua_uis).
- Removed the ``SAT``-specific oracle (now supported by ``LogicalExpressionOracle``).


Changed
-------

- Changed the type of ``entanger_map`` used in ``FeatureMap`` and ``VariationalForm`` to list of list.
- Fixed package setup to correctly identify namespace packages using ``setuptools.find_namespace_packages``.
- Changed ``advanced`` mode implementation of ``mct``: using simple ``h`` gates instead of ``ch``, and fixing the old recursion step in ``_multicx``.
- Components ``random_distributions`` renamed to ``uncertainty_models``.
- Reorganized the constructions of various common gates (``ch``, ``cry``, ``mcry``, ``mct``, ``mcu1``, ``mcu3``, ``mcmt``, ``logic_and``, and ``logic_or``) and circuits (``PhaseEstimationCircuit``, ``BooleanLogicCircuits``, ``FourierTransformCircuits``, and ``StateVectorCircuits``) under the ``circuits`` directory.
- Renamed the algorithm ``QSVMVariational`` to ``VQC``, which stands for Variational Quantum Classifier.
- Renamed the algorithm ``QSVMKernel`` to ``QSVM``.
- Renamed the class ``SVMInput`` to ``ClassificationInput``.
- Renamed problem type ``'svm_classification'`` to ``'classification'``

Fixed
-----

- Fixed ``ising/docplex.py`` to correctly multiply constant values in constraints

0.4.1

Changelog
=========

Added
-----

- Optimizers now have most relevant options on constructor for ease of programming. Options may still be set via set_options.
- Provider is now explicilty named and the named backend is created from that named provider. Backend being selected from the first of the internally known set of providers is deprecated.
- Improve operation with Aer provider/backends.
- Registration to Aqua of externally provided pluggable algorithms and components altered to setuptools entry point support for plugins. The prior registration mechanism has been removed.
- A flag ``before_04`` in the ``load_from_dict(file)`` method is added to support to load operator in the old format. We encourage to save the operator in the new format from now on.

0.4.0

Changelog
=========

Added
-----

- Compatibility with Terra 0.7
- Compatibility with Aer 0.1
- Programmatic APIs for algorithms and components -- each component can now be instantiated and initialized via a single (non-emptY) constructot call
- ``QuantumInstance`` API for algorithm/backend decoupling -- ``QuantumInstance`` encapsulates a backend and its settings
- Updated documentation and Jupyter Notebooks illustrating the new programmatic APIs
- Transparent parallelization for gradient-based optimizers
- Multiple-Controlled-NOT (cnx) operation
- Pluggable algorithmic component ``RandomDistribution``
- Concrete implementations of ``RandomDistribution``: ``BernoulliDistribution``, ``LogNormalDistribution``,
``MultivariateDistribution``, ``MultivariateNormalDistribution``, ``MultivariateUniformDistribution``, ``NormalDistribution``,
``UniformDistribution``, and ``UnivariateDistribution``
- Pluggable algorithmic component:
- Concrete implementations of ``UncertaintyProblem``: ``FixedIncomeExpectedValue``, ``EuropeanCallExpectedValue``, and
``EuropeanCallDelta``
- Amplitude Estimation algorithm
- Qiskit Optimization: New Ising models for optimization problems exact cover, set packing, vertex cover, clique, and graph partition
- Qiskit AI:
- New feature maps extending the ``FeatureMap`` pluggable interface: ``PauliExpansion`` and ``PauliZExpansion``
- Training model serialization/deserialization mechanism
- Qiskit Finance:
- Amplitude estimation for Bernoulli random variable: illustration of amplitude estimation on a single qubit problem
- Loading of multiple univariate and multivariate random distributions
- European call option: expected value and delta (using univariate distributions)
- Fixed income asset pricing: expected value (using multivariate distributions)

Removed
-------

- ``HartreeFock`` component of pluggable type ``InitialState` moved to Qiskit Chemistry
- ``UCCSD`` component of pluggable type ``VariationalForm`` moved to Qiskit Chemistry

0.3.1

Changelog
=========

Changed
-------

- Different backends might have different signatures for describing the job completion.

Page 4 of 5

© 2024 Safety CLI Cybersecurity Inc. All Rights Reserved.