multi_field.py 8.16 KB
Newer Older
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
# This program is free software: you can redistribute it and/or modify
# it under the terms of the GNU General Public License as published by
# the Free Software Foundation, either version 3 of the License, or
# (at your option) any later version.
#
# This program is distributed in the hope that it will be useful,
# but WITHOUT ANY WARRANTY; without even the implied warranty of
# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
# GNU General Public License for more details.
#
# You should have received a copy of the GNU General Public License
# along with this program.  If not, see <http://www.gnu.org/licenses/>.
#
# Copyright(C) 2013-2018 Max-Planck-Society
#
# NIFTy is being developed at the Max-Planck-Institut fuer Astrophysik
# and financially supported by the Studienstiftung des deutschen Volkes.

Martin Reinecke's avatar
Martin Reinecke committed
19
20
from __future__ import absolute_import, division, print_function
from ..compat import *
Martin Reinecke's avatar
Martin Reinecke committed
21
22
23
from ..field import Field
import numpy as np
from .multi_domain import MultiDomain
24
from ..utilities import frozendict
Martin Reinecke's avatar
Martin Reinecke committed
25
26
27


class MultiField(object):
Martin Reinecke's avatar
Martin Reinecke committed
28
    def __init__(self, domain, val):
Martin Reinecke's avatar
Martin Reinecke committed
29
30
31
        """
        Parameters
        ----------
Martin Reinecke's avatar
Martin Reinecke committed
32
33
        domain: MultiDomain
        val: tuple of Fields
Martin Reinecke's avatar
Martin Reinecke committed
34
        """
Martin Reinecke's avatar
Martin Reinecke committed
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
        if not isinstance(domain, MultiDomain):
            raise TypeError("domain must be of type MultiDomain")
        if not isinstance(val, tuple):
            raise TypeError("val must be a tuple")
        if len(val) != len(domain):
            raise ValueError("length mismatch")
        for i, v in enumerate(val):
            if isinstance(v, Field):
                if v._domain is not domain._domains[i]:
                    raise ValueError("domain mismatch")
            elif v is not None:
                raise TypeError("bad entry in val")
        self._domain = domain
        self._val = val

    @staticmethod
Martin Reinecke's avatar
Martin Reinecke committed
51
52
53
54
55
56
    def from_dict(dict, domain=None):
        if domain is None:
            domain = MultiDomain.make({key: v._domain
                                       for key, v in dict.items()})
        return MultiField(domain, tuple(dict[key] if key in dict else None
                                        for key in domain.keys()))
Martin Reinecke's avatar
Martin Reinecke committed
57
58

    def to_dict(self):
Martin Reinecke's avatar
Martin Reinecke committed
59
        return {key: val for key, val in zip(self._domain.keys(), self._val)}
Martin Reinecke's avatar
Martin Reinecke committed
60
61

    def __getitem__(self, key):
Martin Reinecke's avatar
Martin Reinecke committed
62
        return self._val[self._domain.idx[key]]
Martin Reinecke's avatar
Martin Reinecke committed
63
64

    def keys(self):
Martin Reinecke's avatar
Martin Reinecke committed
65
        return self._domain.keys()
Martin Reinecke's avatar
Martin Reinecke committed
66
67

    def items(self):
Martin Reinecke's avatar
Martin Reinecke committed
68
        return zip(self._domain.keys(), self._val)
Martin Reinecke's avatar
Martin Reinecke committed
69
70

    def values(self):
Martin Reinecke's avatar
Martin Reinecke committed
71
        return self._val
Martin Reinecke's avatar
Martin Reinecke committed
72
73
74

    @property
    def domain(self):
75
        return self._domain
Martin Reinecke's avatar
Martin Reinecke committed
76

Martin Reinecke's avatar
Martin Reinecke committed
77
78
79
80
81
82
83
84
#    @property
#    def dtype(self):
#        return {key: val.dtype for key, val in self._val.items()}

    def _transform(self, op):
        return MultiField(
            self._domain,
            tuple(op(v) if v is not None else None for v in self._val))
Martin Reinecke's avatar
tweaks    
Martin Reinecke committed
85

86
87
88
    @property
    def real(self):
        """MultiField : The real part of the multi field"""
Martin Reinecke's avatar
Martin Reinecke committed
89
        return self._transform(lambda x: x.real)
90
91
92
93

    @property
    def imag(self):
        """MultiField : The imaginary part of the multi field"""
Martin Reinecke's avatar
Martin Reinecke committed
94
        return self._transform(lambda x: x.imag)
95

96
97
    @staticmethod
    def from_random(random_type, domain, dtype=np.float64, **kwargs):
Martin Reinecke's avatar
Martin Reinecke committed
98
99
100
101
        domain = MultiDomain.make(domain)
#        dtype = MultiField.build_dtype(dtype, domain)
        return MultiField(
            domain, tuple(Field.from_random(random_type, dom, dtype, **kwargs)
Martin Reinecke's avatar
Martin Reinecke committed
102
                          for dom in domain._domains))
103

Martin Reinecke's avatar
Martin Reinecke committed
104
    def _check_domain(self, other):
Martin Reinecke's avatar
Martin Reinecke committed
105
        if other._domain is not self._domain:
Martin Reinecke's avatar
Martin Reinecke committed
106
107
108
109
110
            raise ValueError("domains are incompatible.")

    def vdot(self, x):
        result = 0.
        self._check_domain(x)
Martin Reinecke's avatar
Martin Reinecke committed
111
112
113
        for v1, v2 in zip(self._val, x._val):
            if v1 is not None and v2 is not None:
                result += v1.vdot(v2)
Martin Reinecke's avatar
Martin Reinecke committed
114
115
        return result

Martin Reinecke's avatar
Martin Reinecke committed
116
117
118
119
120
121
122
#    @staticmethod
#    def build_dtype(dtype, domain):
#        if isinstance(dtype, dict):
#            return dtype
#        if dtype is None:
#            dtype = np.float64
#        return {key: dtype for key in domain.keys()}
Martin Reinecke's avatar
Martin Reinecke committed
123

Martin Reinecke's avatar
Martin Reinecke committed
124
    @staticmethod
Martin Reinecke's avatar
step 1    
Martin Reinecke committed
125
    def full(domain, val):
Martin Reinecke's avatar
Martin Reinecke committed
126
127
        return MultiField(domain, tuple(Field.full(dom, val)
                          for dom in domain._domains))
Martin Reinecke's avatar
Martin Reinecke committed
128

Martin Reinecke's avatar
fixes    
Martin Reinecke committed
129
    def to_global_data(self):
Martin Reinecke's avatar
Martin Reinecke committed
130
131
        return {key: val.to_global_data()
                for key, val in zip(self._domain.keys(), self._val)}
Martin Reinecke's avatar
fixes    
Martin Reinecke committed
132
133
134

    @staticmethod
    def from_global_data(domain, arr, sum_up=False):
Martin Reinecke's avatar
Martin Reinecke committed
135
        return MultiField(domain, tuple(Field.from_global_data(domain[key],
Martin Reinecke's avatar
Martin Reinecke committed
136
137
                                                               arr[key], sum_up)
                          for key in domain.keys()))
Martin Reinecke's avatar
fixes    
Martin Reinecke committed
138

Martin Reinecke's avatar
Martin Reinecke committed
139
140
141
142
143
144
145
146
147
148
    def norm(self):
        """ Computes the L2-norm of the field values.

        Returns
        -------
        norm : float
            The L2-norm of the field values.
        """
        return np.sqrt(np.abs(self.vdot(x=self)))

149
150
151
152
153
154
155
156
157
158
    def squared_norm(self):
        """ Computes the square of the L2-norm of the field values.

        Returns
        -------
        float
            The square of the L2-norm of the field values.
        """
        return abs(self.vdot(x=self))

Martin Reinecke's avatar
Martin Reinecke committed
159
    def __neg__(self):
Martin Reinecke's avatar
Martin Reinecke committed
160
        return self._transform(lambda x: -x)
Martin Reinecke's avatar
Martin Reinecke committed
161

162
    def __abs__(self):
Martin Reinecke's avatar
Martin Reinecke committed
163
        return self._transform(lambda x: abs(x))
164

Martin Reinecke's avatar
Martin Reinecke committed
165
    def conjugate(self):
Martin Reinecke's avatar
Martin Reinecke committed
166
        return self._transform(lambda x: x.conjugate())
Martin Reinecke's avatar
Martin Reinecke committed
167

168
    def all(self):
Martin Reinecke's avatar
Martin Reinecke committed
169
170
        for v in self._val:
            if v is None or not v.all():
171
172
173
174
                return False
        return True

    def any(self):
Martin Reinecke's avatar
Martin Reinecke committed
175
176
        for v in self._val:
            if v is not None and v.any():
177
178
179
                return True
        return False

180
181
182
    def isEquivalentTo(self, other):
        """Determines (as quickly as possible) whether `self`'s content is
        identical to `other`'s content."""
183
184
185
186
        if self is other:
            return True
        if not isinstance(other, MultiField):
            return False
Martin Reinecke's avatar
Martin Reinecke committed
187
        if self._domain is not other._domain:
188
            return False
Martin Reinecke's avatar
Martin Reinecke committed
189
190
        for v1, v2 in zip(self._val, other._val):
            if not v1.isEquivalentTo(v2):
191
192
                return False
        return True
Martin Reinecke's avatar
Martin Reinecke committed
193

194
195
196
197
198
199
200
    def isSubsetOf(self, other):
        """Determines (as quickly as possible) whether `self`'s content is
        a subset of `other`'s content."""
        if self is other:
            return True
        if not isinstance(other, MultiField):
            return False
Martin Reinecke's avatar
Martin Reinecke committed
201
202
203
        if len(set(self._domain.keys()) - set(other._domain.keys())) > 0:
            return False
        for key in self._domain.keys():
Martin Reinecke's avatar
tweaks    
Martin Reinecke committed
204
            if other._domain[key] is not self._domain[key]:
205
                return False
Martin Reinecke's avatar
Martin Reinecke committed
206
            if not other[key].isSubsetOf(self[key]):
207
208
                return False
        return True
209

210

Martin Reinecke's avatar
Martin Reinecke committed
211
212
213
214
215
216
217
for op in ["__add__", "__radd__",
           "__sub__", "__rsub__",
           "__mul__", "__rmul__",
           "__div__", "__rdiv__",
           "__truediv__", "__rtruediv__",
           "__floordiv__", "__rfloordiv__",
           "__pow__", "__rpow__",
Martin Reinecke's avatar
Martin Reinecke committed
218
219
220
           "__lt__", "__le__", "__gt__", "__ge__", "__eq__", "__ne__"]:
    def func(op):
        def func2(self, other):
Martin Reinecke's avatar
Martin Reinecke committed
221
            res = []
Martin Reinecke's avatar
cleanup    
Martin Reinecke committed
222
            if isinstance(other, MultiField):
Martin Reinecke's avatar
Martin Reinecke committed
223
224
225
226
227
228
229
230
                if self._domain is not other._domain:
                    raise ValueError("domain mismatch")
                for v1, v2 in zip(self._val, other._val):
                    if v1 is not None:
                        if v2 is None:
                            res.append(getattr(v1, op)(v1*0))
                        else:
                            res.append(getattr(v1, op)(v2))
Philipp Arras's avatar
Philipp Arras committed
231
                    else:
Martin Reinecke's avatar
Martin Reinecke committed
232
233
234
235
236
                        if v2 is None:
                            res.append(None)
                        else:
                            res.append(getattr(v2*0, op)(v2))
                return MultiField(self._domain, tuple(res))
Martin Reinecke's avatar
cleanup    
Martin Reinecke committed
237
            else:
Martin Reinecke's avatar
Martin Reinecke committed
238
                return self._transform(lambda x: getattr(x, op)(other))
Martin Reinecke's avatar
Martin Reinecke committed
239
240
        return func2
    setattr(MultiField, op, func(op))
241
242
243
244
245
246
247
248
249

for op in ["__iadd__", "__isub__", "__imul__", "__idiv__",
           "__itruediv__", "__ifloordiv__", "__ipow__"]:
    def func(op):
        def func2(self, other):
            raise TypeError(
                "In-place operations are deliberately not supported")
        return func2
    setattr(MultiField, op, func(op))