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        "description": ".. image:: https://img.shields.io/pypi/v/dwave-qbsolv.svg\n    :target: https://pypi.python.org/pypi/dwave-qbsolv\n\n.. image:: https://codecov.io/gh/dwavesystems/qbsolv/branch/master/graph/badge.svg\n    :target: https://codecov.io/gh/dwavesystems/qbsolv\n\n.. image:: https://travis-ci.org/dwavesystems/qbsolv.svg?branch=master\n    :target: https://travis-ci.org/dwavesystems/qbsolv\n\n.. image:: https://ci.appveyor.com/api/projects/status/y2f7rqxvepn4ak4b/branch/master?svg=true\n    :target: https://ci.appveyor.com/project/dwave-adtt/qbsolv/branch/master\n\n.. image:: https://readthedocs.com/projects/d-wave-systems-qbsolv/badge/?version=latest\n    :target: https://docs.ocean.dwavesys.com/projects/qbsolv/en/latest/?badge=latest\n\n.. image:: https://circleci.com/gh/dwavesystems/qbsolv.svg?style=svg\n    :target: https://circleci.com/gh/dwavesystems/qbsolv\n\n======\nQbsolv\n======\n\n.. index-start-marker\n\nA decomposing solver that finds a minimum value of a large quadratic unconstrained binary\noptimization (QUBO) problem by splitting it into pieces. The pieces are solved using a\nclassical solver running the tabu algorithm. qbsolv also enables configuring a D-Wave\nsystem as the solver.\n\n.. Note:: Access to a D-Wave system must be arranged separately.\n\n.. index-end-marker\n\nInstallation or Building\n========================\n\n.. installation-start-marker\n\nPython\n------\n\nA wheel might be available for your system on PyPI. Source distributions are provided as well.\n\n.. code-block:: python\n\n    pip install dwave-qbsolv\n\n\nAlternatively, you can build the library with setuptools.\n\n.. code-block:: bash\n\n    pip install -r python/requirements.txt\n    pip install cython==0.27\n    python setup.py install\n\nC\n-\n\nTo build the C library use cmake to generate a build command for your system. On Linux the commands would be something\nlike this:\n\n.. code-block:: bash\n\n    mkdir build; cd build\n    cmake ..\n    make\n\nTo build the command line interface turn the cmake option `QBSOLV_BUILD_CMD` on. The command line option for cmake to do\nthis would be `-DQBSOLV_BUILD_CMD=ON`. To build the tests turn the cmake option `QBSOLV_BUILD_TESTS` on. The command\nline option for cmake to do this would be `-DQBSOLV_BUILD_TESTS=ON`.\n\n.. installation-end-marker\n\nCommand Line Usage\n==================\n\n.. usage-start-marker\n\n.. code::\n\n    qbsolv -i infile [-o outfile] [-m] [-T] [-n] [-S SubMatrix] [-w]\n        [-h] [-a algorithm] [-v verbosityLevel] [-V] [-q] [-t seconds]\n\nDescription\n-----------\n\nqbsolv executes a quadratic unconstrained binary optimization\n(QUBO) problem represented in a file. It returns bit-vector\nresults that minimizes---or optionally, maximizes---the value of\nthe objective function represented by the QUBO.  The problem is\nrepresented in QUBO(5) file format.\n\nThe QUBO input problem is not limited to the graph size or connectivity of a\nsampler, for example the D-Wave system.\n\nOptions are as follows:\n\n.. code::\n\n    -i infile\n        Name of the file for the input QUBO. This option is mandatory.\n    -o outfile\n        Optional output filename.\n        Default is the standard output.\n    -a algorithm\n        Optional selection for the outer loop algorithm.  Default is o.\n        'o' for original qbsolv method. Submatrix based upon change in energy.\n        'p' for path relinking.  Submatrix based upon differences of solutions\n    -m\n        Optional selection of finding the maximum instead of the minimum.\n    -T target\n        Optional argument target value of the objective function. Stops execution when found.\n    -t timeout\n        Optional timeout value. Stops execution when the elapsed CPU time equals or\n        exceeds it. Timeout is only checked after completion of the main\n        loop. Other halt values such as 'target' and 'repeats' halt before 'timeout'.\n        Default value is 2592000.0.\n    -n repeats\n        Optional number of times the main loop of the algorithm is repeated with\n        no change in optimal value found before stopping.\n        Default value is 50.\n    -S subproblemSize\n        Optional size of the sub-problems into which the QUBO is decomposed.\n        If no \"-S 0\" or \"-S\" argument is present, uses the size specified in the\n        embedding file found in the workspace set up by DW. If no DW environment is\n        established, value defaults to 47 and uses the tabu solver on subproblems.\n        If a value is specified, subproblems based on that size are solved with the\n        tabu solver.\n    -w\n        If present, the QUBO matrix and result are printed in .csv format.\n    -h\n        If present, prints the help or usage message for qbsolv and exits without execution.\n    -v verbosityLevel\n        Optional setting of the verbosity of output. The default verbosityLevel of\n        0 outputs the number of bits in the solution, the solution,\n        and the energy of the solution.  A verbosityLevel of 1 outputs the same\n        information for multiple solutions, if found. A verbosityLevel of 2\n        also outputs more detailed information at each step of the algorithm. The\n        information increases for verbosity levels of up to 4.\n    -V\n        If present, prints the version number of the qbsolv program and exits without execution.\n    -q\n        If present, prints the format of the QUBO file.\n    -r seed\n        Used to reset the seed for the random number generation.\n\n.. usage-end-marker\n\nqbsolv QUBO Input File Format\n=============================\n\n.. format-start-marker\n\nA .qubo file contains data that describes an unconstrained\nquadratic binary optimization problem.  It is an ASCII file comprising\nfour types of lines:\n\n1. Comments defined by a \"c\" in column 1. Comments may appear\n   anywhere in the file, and are ignored.\n\n2. Program line defined by a \"p\" in the first column.\n   A single program line must be the first non-comment line in the file.\n   The program line has six required fields separated by space(s),\n   as in this example:\n\n    .. code::\n\n       p   qubo  topology   maxNodes   nNodes   nCouplers\n\n    where:\n\n    .. code::\n\n       p          Problem line sentinel.\n       qubo       File type identifier.\n       topology   String that identifies the topology of the problem and the specific\n                  problem type. For an unconstrained problem, target is \"0\" or\n                  \"unconstrained.\" In future implementations, valid strings\n                  might include \"chimera128\" or \"chimera512\" (among others).\n       maxNodes   Number of nodes in the topology.\n       nNodes     Number of nodes in the problem (nNodes <= maxNodes).\n                  Each node has a unique number and must take a value in the range\n                  {0 - (maxNodes-1)}. A duplicate node number is an error. Node\n                  numbers need not be in order, and need not be contiguous.\n       nCouplers  Number of couplers in the problem. Each coupler is a unique connection\n                  between two different nodes. The maximum number of couplers is (nNodes)^2.\n                  A duplicate coupler is an error.\n\n3. nNodes clauses. Each clause is made up of three numbers, separated\n   by one or more blanks. The first two numbers must be integers and are the number\n   for this node (repeated). The node number must be in range {0 , (maxNodes-1)}.\n   The third value is the weight associated with the node. Weight may be an integer\n   or float, and can take on any positive or negative value, or be set to zero.\n\n4. nCouplers clauses. Each clause is made up of three numbers, separated by one or\n   more blanks. 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This example is provided to illustrate the\nelements of a QUBO benchmark file, not to represent a real problem.\n\n.. code::\n\n        | <--- column 1\n        c\n        c  This is a sample .qubo file\n        c  with 4 nodes and 6 couplers\n        c\n        p  qubo  0  4  4  6\n        c ------------------\n        0  0   3.4\n        1  1   4.5\n        2  2   2.1\n        3  3   -2.4\n        c ------------------\n        0  1   2.2\n        0  2   3.4\n        1  2   4.5\n        0  3   -2\n        1  3   4.5678\n        2  3   -3.22\n\n.. format-end-marker\n\nLibrary usage\n-------------\n\nTODO\n\nContribution\n------------\n\nSee :ref:`contributing`\n\n\n",
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