Esempio n. 1
0
    def __init__(self):
        lib = load_library('metis')

        # Try to determine the data types METIS was compiled with
        with silence():
            self._probe_types(lib)

        # METIS_SetDefaultOptions
        self.METIS_SetDefaultOptions = lib.METIS_SetDefaultOptions
        self.METIS_SetDefaultOptions.argtypes = [c_void_p]
        self.METIS_SetDefaultOptions.errcheck = self._errcheck

        # METIS_PartGraphKway
        self.METIS_PartGraphKway = lib.METIS_PartGraphKway
        self.METIS_PartGraphKway.argtypes = [
            POINTER(self.metis_int), POINTER(self.metis_int),
            c_void_p, c_void_p, c_void_p, c_void_p, c_void_p,
            POINTER(self.metis_int), c_void_p, c_void_p, c_void_p,
            POINTER(self.metis_int), c_void_p
        ]
        self.METIS_PartGraphKway.errcheck = self._errcheck

        # METIS_PartGraphRecursive
        self.METIS_PartGraphRecursive = lib.METIS_PartGraphRecursive
        self.METIS_PartGraphRecursive.argtypes = [
            POINTER(self.metis_int), POINTER(self.metis_int),
            c_void_p, c_void_p, c_void_p, c_void_p, c_void_p,
            POINTER(self.metis_int), c_void_p, c_void_p, c_void_p,
            POINTER(self.metis_int), c_void_p
        ]
        self.METIS_PartGraphRecursive.errcheck = self._errcheck
Esempio n. 2
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    def __init__(self):
        lib = load_library('metis')

        # Try to determine the data types METIS was compiled with
        with silence():
            self._probe_types(lib)

        # METIS_SetDefaultOptions
        self.METIS_SetDefaultOptions = lib.METIS_SetDefaultOptions
        self.METIS_SetDefaultOptions.argtypes = [c_void_p]
        self.METIS_SetDefaultOptions.errcheck = self._errcheck

        # METIS_PartGraphKway
        self.METIS_PartGraphKway = lib.METIS_PartGraphKway
        self.METIS_PartGraphKway.argtypes = [
            POINTER(self.metis_int),
            POINTER(self.metis_int), c_void_p, c_void_p, c_void_p, c_void_p,
            c_void_p,
            POINTER(self.metis_int), c_void_p, c_void_p, c_void_p,
            POINTER(self.metis_int), c_void_p
        ]
        self.METIS_PartGraphKway.errcheck = self._errcheck

        # METIS_PartGraphRecursive
        self.METIS_PartGraphRecursive = lib.METIS_PartGraphRecursive
        self.METIS_PartGraphRecursive.argtypes = [
            POINTER(self.metis_int),
            POINTER(self.metis_int), c_void_p, c_void_p, c_void_p, c_void_p,
            c_void_p,
            POINTER(self.metis_int), c_void_p, c_void_p, c_void_p,
            POINTER(self.metis_int), c_void_p
        ]
        self.METIS_PartGraphRecursive.errcheck = self._errcheck
Esempio n. 3
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    def _partition_graph(self, graph, partwts):
        w = self._wrappers

        # Type conversion
        vtab = np.asanyarray(graph.vtab, dtype=w.metis_int_np)
        etab = np.asanyarray(graph.etab, dtype=w.metis_int_np)
        vwts = np.asanyarray(graph.vwts, dtype=w.metis_int_np)
        ewts = np.asanyarray(graph.ewts, dtype=w.metis_int_np)
        partwts = np.array(partwts, dtype=w.metis_flt_np)

        # Normalise the weights
        partwts /= np.sum(partwts)

        # Allocate the partition array
        parts = np.empty(len(vtab) - 1, dtype=w.metis_int_np)

        # Allocate our options array
        opts = np.empty(w.METIS_NOPTIONS, dtype=w.metis_int_np)
        w.METIS_SetDefaultOptions(opts.ctypes)

        # Process our options
        for k, v in self.opts.items():
            opts[getattr(w, f'METIS_OPTION_{k.upper()}')] = v

        # Select the partitioning function
        if self.opts['ptype'] == self.enum_opts['ptype']['rb']:
            part_graph_fn = w.METIS_PartGraphRecursive
        else:
            part_graph_fn = w.METIS_PartGraphKway

        # Integer parameters
        nvert, nconst = w.metis_int(len(vtab) - 1), w.metis_int(1)
        npart, objval = w.metis_int(len(partwts)), w.metis_int()

        # Partition
        with silence():
            part_graph_fn(
                nvert, nconst, vtab.ctypes, etab.ctypes, vwts.ctypes, None,
                ewts.ctypes, npart, partwts.ctypes, None, opts.ctypes, objval,
                parts.ctypes
            )

        # Check for invalid partition numbers
        if np.max(parts) >= len(partwts):
            raise RuntimeError('Invalid partition number from METIS')

        return parts