source: sasmodels/sasmodels/kerneldll.py @ 69aa451

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Last change on this file since 69aa451 was 69aa451, checked in by Paul Kienzle <pkienzle@…>, 8 years ago

refactor parameter representation

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File size: 10.4 KB
Line 
1r"""
2DLL driver for C kernels
3
4The global attribute *ALLOW_SINGLE_PRECISION_DLLS* should be set to *True* if
5you wish to allow single precision floating point evaluation for the compiled
6models, otherwise it defaults to *False*.
7
8The compiler command line is stored in the attribute *COMPILE*, with string
9substitutions for %(source)s and %(output)s indicating what to compile and
10where to store it.  The actual command is system dependent.
11
12On windows systems, you have a choice of compilers.  *MinGW* is the GNU
13compiler toolchain, available in packages such as anaconda and PythonXY,
14or available stand alone. This toolchain has had difficulties on some
15systems, and may or may not work for you.  In order to build DLLs, *gcc*
16must be on your path.  If the environment variable *SAS_OPENMP* is given
17then -fopenmp is added to the compiler flags.  This requires a version
18of MinGW compiled with OpenMP support.
19
20An alternative toolchain uses the Microsoft Visual C++ compiler, available
21free from microsoft:
22
23    `<http://www.microsoft.com/en-us/download/details.aspx?id=44266>`_
24
25Again, this requires that the compiler is available on your path.  This is
26done by running vcvarsall.bat in a windows terminal.  Install locations are
27system dependent, such as:
28
29    C:\Program Files (x86)\Common Files\Microsoft\Visual C++ for Python\9.0\vcvarsall.bat
30
31or maybe
32
33    C:\Users\yourname\AppData\Local\Programs\Common\Microsoft\Visual C++ for Python\9.0\vcvarsall.bat
34
35And again, the environment variable *SAS_OPENMP* controls whether OpenMP is
36used to compile the C code.  This requires the Microsoft vcomp90.dll library,
37which doesn't seem to be included with the compiler, nor does there appear
38to be a public download location.  There may be one on your machine already
39in a location such as:
40
41    C:\Windows\winsxs\x86_microsoft.vc90.openmp*\vcomp90.dll
42
43If you copy this onto your path, such as the python directory or the install
44directory for this application, then OpenMP should be supported.
45"""
46from __future__ import print_function
47
48import sys
49import os
50import tempfile
51import ctypes as ct
52from ctypes import c_void_p, c_int32, c_longdouble, c_double, c_float
53
54import numpy as np
55
56from . import generate
57from .kernelpy import PyInput, PyModel
58from .exception import annotate_exception
59
60# Compiler platform details
61if sys.platform == 'darwin':
62    #COMPILE = "gcc-mp-4.7 -shared -fPIC -std=c99 -fopenmp -O2 -Wall %s -o %s -lm -lgomp"
63    COMPILE = "gcc -shared -fPIC -std=c99 -O2 -Wall %(source)s -o %(output)s -lm"
64elif os.name == 'nt':
65    # call vcvarsall.bat before compiling to set path, headers, libs, etc.
66    if "VCINSTALLDIR" in os.environ:
67        # MSVC compiler is available, so use it.  OpenMP requires a copy of
68        # vcomp90.dll on the path.  One may be found here:
69        #       C:/Windows/winsxs/x86_microsoft.vc90.openmp*/vcomp90.dll
70        # Copy this to the python directory and uncomment the OpenMP COMPILE
71        # TODO: remove intermediate OBJ file created in the directory
72        # TODO: maybe don't use randomized name for the c file
73        CC = "cl /nologo /Ox /MD /W3 /GS- /DNDEBUG /Tp%(source)s "
74        LN = "/link /DLL /INCREMENTAL:NO /MANIFEST /OUT:%(output)s"
75        if "SAS_OPENMP" in os.environ:
76            COMPILE = " ".join((CC, "/openmp", LN))
77        else:
78            COMPILE = " ".join((CC, LN))
79    else:
80        COMPILE = "gcc -shared -fPIC -std=c99 -O2 -Wall %(source)s -o %(output)s -lm"
81        if "SAS_OPENMP" in os.environ:
82            COMPILE += " -fopenmp"
83else:
84    COMPILE = "cc -shared -fPIC -fopenmp -std=c99 -O2 -Wall %(source)s -o %(output)s -lm"
85
86DLL_PATH = tempfile.gettempdir()
87
88ALLOW_SINGLE_PRECISION_DLLS = True
89
90
91def dll_path(model_info, dtype="double"):
92    """
93    Path to the compiled model defined by *model_info*.
94    """
95    from os.path import join as joinpath, split as splitpath, splitext
96    basename = splitext(splitpath(model_info['filename'])[1])[0]
97    if np.dtype(dtype) == generate.F32:
98        basename += "32"
99    elif np.dtype(dtype) == generate.F64:
100        basename += "64"
101    else:
102        basename += "128"
103    return joinpath(DLL_PATH, basename+'.so')
104
105
106def make_dll(source, model_info, dtype="double"):
107    """
108    Load the compiled model defined by *kernel_module*.
109
110    Recompile if any files are newer than the model file.
111
112    *dtype* is a numpy floating point precision specifier indicating whether
113    the model should be single or double precision.  The default is double
114    precision.
115
116    The DLL is not loaded until the kernel is called so models can
117    be defined without using too many resources.
118
119    Set *sasmodels.kerneldll.DLL_PATH* to the compiled dll output path.
120    The default is the system temporary directory.
121
122    Set *sasmodels.ALLOW_SINGLE_PRECISION_DLLS* to True if single precision
123    models are allowed as DLLs.
124    """
125    if callable(model_info.get('Iq', None)):
126        return PyModel(model_info)
127
128    dtype = np.dtype(dtype)
129    if dtype == generate.F16:
130        raise ValueError("16 bit floats not supported")
131    if dtype == generate.F32 and not ALLOW_SINGLE_PRECISION_DLLS:
132        dtype = generate.F64  # Force 64-bit dll
133
134    if dtype == generate.F32: # 32-bit dll
135        tempfile_prefix = 'sas_' + model_info['name'] + '32_'
136    elif dtype == generate.F64:
137        tempfile_prefix = 'sas_' + model_info['name'] + '64_'
138    else:
139        tempfile_prefix = 'sas_' + model_info['name'] + '128_'
140
141    source = generate.convert_type(source, dtype)
142    newest = generate.timestamp(model_info)
143    dll = dll_path(model_info, dtype)
144    if not os.path.exists(dll) or os.path.getmtime(dll) < newest:
145        # Replace with a proper temp file
146        fid, filename = tempfile.mkstemp(suffix=".c", prefix=tempfile_prefix)
147        os.fdopen(fid, "w").write(source)
148        command = COMPILE%{"source":filename, "output":dll}
149        print("Compile command: "+command)
150        status = os.system(command)
151        if status != 0 or not os.path.exists(dll):
152            raise RuntimeError("compile failed.  File is in %r"%filename)
153        else:
154            ## comment the following to keep the generated c file
155            os.unlink(filename)
156            #print("saving compiled file in %r"%filename)
157    return dll
158
159
160def load_dll(source, model_info, dtype="double"):
161    """
162    Create and load a dll corresponding to the source, info pair returned
163    from :func:`sasmodels.generate.make` compiled for the target precision.
164
165    See :func:`make_dll` for details on controlling the dll path and the
166    allowed floating point precision.
167    """
168    filename = make_dll(source, model_info, dtype=dtype)
169    return DllModel(filename, model_info, dtype=dtype)
170
171class DllModel(object):
172    """
173    ctypes wrapper for a single model.
174
175    *source* and *model_info* are the model source and interface as returned
176    from :func:`gen.make`.
177
178    *dtype* is the desired model precision.  Any numpy dtype for single
179    or double precision floats will do, such as 'f', 'float32' or 'single'
180    for single and 'd', 'float64' or 'double' for double.  Double precision
181    is an optional extension which may not be available on all devices.
182
183    Call :meth:`release` when done with the kernel.
184    """
185    def __init__(self, dllpath, model_info, dtype=generate.F32):
186        self.info = model_info
187        self.dllpath = dllpath
188        self.dll = None
189        self.dtype = np.dtype(dtype)
190
191    def _load_dll(self):
192        #print("dll", self.dllpath)
193        try:
194            self.dll = ct.CDLL(self.dllpath)
195        except Exception as exc:
196            annotate_exception(exc, "while loading "+self.dllpath)
197            raise
198
199        fp = (c_float if self.dtype == generate.F32
200              else c_double if self.dtype == generate.F64
201              else c_longdouble)
202
203        # int, int, int, int*, double*, double*, double*, double*, double*, double
204        argtypes = [c_int32]*3 + [c_void_p]*5 + [fp]
205        self.Iq = self.dll[generate.kernel_name(self.info, False)]
206        self.Iqxy = self.dll[generate.kernel_name(self.info, True)]
207        self.Iq.argtypes = argtypes
208        self.Iqxy.argtypes = argtypes
209
210    def __getstate__(self):
211        return self.info, self.dllpath
212
213    def __setstate__(self, state):
214        self.info, self.dllpath = state
215        self.dll = None
216
217    def make_kernel(self, q_vectors):
218        q_input = PyInput(q_vectors, self.dtype)
219        if self.dll is None: self._load_dll()
220        kernel = self.Iqxy if q_input.is_2d else self.Iq
221        return DllKernel(kernel, self.info, q_input)
222
223    def release(self):
224        """
225        Release any resources associated with the model.
226        """
227        pass # TODO: should release the dll
228
229
230class DllKernel(object):
231    """
232    Callable SAS kernel.
233
234    *kernel* is the c function to call.
235
236    *model_info* is the module information
237
238    *q_input* is the DllInput q vectors at which the kernel should be
239    evaluated.
240
241    The resulting call method takes the *pars*, a list of values for
242    the fixed parameters to the kernel, and *pd_pars*, a list of (value, weight)
243    vectors for the polydisperse parameters.  *cutoff* determines the
244    integration limits: any points with combined weight less than *cutoff*
245    will not be calculated.
246
247    Call :meth:`release` when done with the kernel instance.
248    """
249    def __init__(self, kernel, model_info, q_input):
250        self.kernel = kernel
251        self.info = model_info
252        self.q_input = q_input
253        self.dtype = q_input.dtype
254        self.dim = '2d' if q_input.is_2d else '1d'
255        self.result = np.empty(q_input.nq+3, q_input.dtype)
256
257    def __call__(self, details, weights, values, cutoff):
258        real = (np.float32 if self.q_input.dtype == generate.F32
259                else np.float64 if self.q_input.dtype == generate.F64
260                else np.float128)
261        assert details.dtype == np.int32
262        assert weights.dtype == real and values.dtype == real
263
264        max_pd = self.info['max_pd']
265        start, stop = 0, details[4*max_pd-1]
266        print(details)
267        args = [
268            self.q_input.nq, # nq
269            start, # pd_start
270            stop, # pd_stop pd_stride[MAX_PD]
271            details.ctypes.data, # problem
272            weights.ctypes.data,  # weights
273            values.ctypes.data,  #pars
274            self.q_input.q.ctypes.data, #q
275            self.result.ctypes.data,   # results
276            real(cutoff), # cutoff
277            ]
278        self.kernel(*args)
279        return self.result[:-3]
280
281    def release(self):
282        """
283        Release any resources associated with the kernel.
284        """
285        pass
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