source: sasmodels/sasmodels/kerneldll.py @ 39cc3be

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Last change on this file since 39cc3be was 39cc3be, checked in by wojciech, 8 years ago

Calling order paramtere clean up

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File size: 10.7 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    source_files = (generate.model_sources(model_info)
143                    + [model_info['filename']]
144                    + generate.model_templates())
145    dll = dll_path(model_info, dtype)
146    newest = max(os.path.getmtime(f) for f in source_files)
147    if not os.path.exists(dll) or os.path.getmtime(dll) < newest:
148        # Replace with a proper temp file
149        fid, filename = tempfile.mkstemp(suffix=".c", prefix=tempfile_prefix)
150        os.fdopen(fid, "w").write(source)
151        command = COMPILE%{"source":filename, "output":dll}
152        print("Compile command: "+command)
153        status = os.system(command)
154        if status != 0 or not os.path.exists(dll):
155            raise RuntimeError("compile failed.  File is in %r"%filename)
156        else:
157            ## comment the following to keep the generated c file
158            os.unlink(filename)
159            #print("saving compiled file in %r"%filename)
160    return dll
161
162
163def load_dll(source, model_info, dtype="double"):
164    """
165    Create and load a dll corresponding to the source, info pair returned
166    from :func:`sasmodels.generate.make` compiled for the target precision.
167
168    See :func:`make_dll` for details on controlling the dll path and the
169    allowed floating point precision.
170    """
171    filename = make_dll(source, model_info, dtype=dtype)
172    return DllModel(filename, model_info, dtype=dtype)
173
174class DllModel(object):
175    """
176    ctypes wrapper for a single model.
177
178    *source* and *model_info* are the model source and interface as returned
179    from :func:`gen.make`.
180
181    *dtype* is the desired model precision.  Any numpy dtype for single
182    or double precision floats will do, such as 'f', 'float32' or 'single'
183    for single and 'd', 'float64' or 'double' for double.  Double precision
184    is an optional extension which may not be available on all devices.
185
186    Call :meth:`release` when done with the kernel.
187    """
188    def __init__(self, dllpath, model_info, dtype=generate.F32):
189        self.info = model_info
190        self.dllpath = dllpath
191        self.dll = None
192        self.dtype = np.dtype(dtype)
193
194    def _load_dll(self):
195        #print("dll", self.dllpath)
196        try:
197            self.dll = ct.CDLL(self.dllpath)
198        except Exception as exc:
199            annotate_exception(exc, "while loading "+self.dllpath)
200            raise
201
202        fp = (c_float if self.dtype == generate.F32
203              else c_double if self.dtype == generate.F64
204              else c_longdouble)
205
206        # int, int, int, int*, double*, double*, double*, double*, double*, double
207        argtypes = [c_int32]*3 + [c_void_p]*5 + [fp]
208        self.Iq = self.dll[generate.kernel_name(self.info, False)]
209        self.Iqxy = self.dll[generate.kernel_name(self.info, True)]
210        self.Iq.argtypes = argtypes
211        self.Iqxy.argtypes = argtypes
212
213    def __getstate__(self):
214        return self.info, self.dllpath
215
216    def __setstate__(self, state):
217        self.info, self.dllpath = state
218        self.dll = None
219
220    def __call__(self, q_vectors):
221        q_input = PyInput(q_vectors, self.dtype)
222        if self.dll is None: self._load_dll()
223        kernel = self.Iqxy if q_input.is_2d else self.Iq
224        return DllKernel(kernel, self.info, q_input)
225
226    def release(self):
227        """
228        Release any resources associated with the model.
229        """
230        pass # TODO: should release the dll
231
232
233class DllKernel(object):
234    """
235    Callable SAS kernel.
236
237    *kernel* is the c function to call.
238
239    *model_info* is the module information
240
241    *q_input* is the DllInput q vectors at which the kernel should be
242    evaluated.
243
244    The resulting call method takes the *pars*, a list of values for
245    the fixed parameters to the kernel, and *pd_pars*, a list of (value, weight)
246    vectors for the polydisperse parameters.  *cutoff* determines the
247    integration limits: any points with combined weight less than *cutoff*
248    will not be calculated.
249
250    Call :meth:`release` when done with the kernel instance.
251    """
252    def __init__(self, kernel, model_info, q_input):
253        self.info = model_info
254        self.q_input = q_input
255        self.dtype = q_input.dtype
256        self.kernel = kernel
257        self.res = np.empty(q_input.nq+3, q_input.dtype)
258        dim = '2d' if q_input.is_2d else '1d'
259        self.parameters = model_info['par_type'][dim]
260
261        # In dll kernel, but not in opencl kernel
262        self.p_res = self.res.ctypes.data
263
264    def __call__(self, details, weights, values, cutoff):
265        real = (np.float32 if self.q_input.dtype == generate.F32
266                else np.float64 if self.q_input.dtype == generate.F64
267                else np.float128)
268        if details.dtype != np.int32 or weights.dtype != real or values.dtype != real:
269            raise TypeError("numeric type does not match the kernel type")
270        #details = np.asarray(details, dtype='int32')
271        #weights = np.asarray(weights, dtype=real)
272        #values = np.asarray(values, dtype=real)
273        args = [
274            self.q_input.nq, # nq
275            0, # pd_start
276            1, # pd_stop
277            details.ctypes.data, # problem
278            weights.ctypes.data,  # weights
279            values.ctypes.data,  #pars
280            self.q_input.q_pointers[0], #q
281            self.p_res,   # results
282            real(cutoff), # cutoff
283            ]
284        self.kernel(*args)
285        return self.res[:-3]
286
287    def release(self):
288        """
289        Release any resources associated with the kernel.
290        """
291        pass
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