forked from intel/scikit-learn-intelex
-
Notifications
You must be signed in to change notification settings - Fork 0
/
setup.py
631 lines (564 loc) · 20 KB
/
setup.py
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
453
454
455
456
457
458
459
460
461
462
463
464
465
466
467
468
469
470
471
472
473
474
475
476
477
478
479
480
481
482
483
484
485
486
487
488
489
490
491
492
493
494
495
496
497
498
499
500
501
502
503
504
505
506
507
508
509
510
511
512
513
514
515
516
517
518
519
520
521
522
523
524
525
526
527
528
529
530
531
532
533
534
535
536
537
538
539
540
541
542
543
544
545
546
547
548
549
550
551
552
553
554
555
556
557
558
559
560
561
562
563
564
565
566
567
568
569
570
571
572
573
574
575
576
577
578
579
580
581
582
583
584
585
586
587
588
589
590
591
592
593
594
595
596
597
598
599
600
601
602
603
604
605
606
607
608
609
610
611
612
613
614
615
616
617
618
619
620
621
622
623
624
625
626
627
628
629
630
631
#! /usr/bin/env python
# ==============================================================================
# Copyright 2014 Intel Corporation
# Copyright 2024 Fujitsu Limited
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
# ==============================================================================
import distutils.command.build as orig_build
import glob
# System imports
import os
import pathlib
import platform as plt
import shutil
import sys
import time
from concurrent.futures import ThreadPoolExecutor
from distutils.sysconfig import get_config_vars
from os.path import join as jp
import numpy as np
import setuptools.command.develop as orig_develop
from Cython.Build import cythonize
from setuptools import Extension, setup
from setuptools.command.build_ext import build_ext as _build_ext
import scripts.build_backend as build_backend
from scripts.package_helpers import get_packages_with_tests
from scripts.version import get_onedal_version
try:
from ctypes.utils import find_library
except ImportError:
from ctypes.util import find_library
IS_WIN = False
IS_MAC = False
IS_LIN = False
dal_root = os.environ.get("DALROOT")
n_threads = int(os.environ.get("NTHREADS", os.cpu_count() or 1))
arch_dir = plt.machine()
plt_dict = {"x86_64": "intel64", "AMD64": "intel64", "aarch64": "arm"}
arch_dir = plt_dict[arch_dir] if arch_dir in plt_dict else arch_dir
if dal_root is None:
raise RuntimeError("Not set DALROOT variable")
if "linux" in sys.platform:
IS_LIN = True
lib_dir = jp(dal_root, "lib", arch_dir)
elif sys.platform == "darwin":
IS_MAC = True
lib_dir = jp(dal_root, "lib")
elif sys.platform in ["win32", "cygwin"]:
IS_WIN = True
lib_dir = jp(dal_root, "lib", arch_dir)
else:
assert False, sys.platform + " not supported"
ONEDAL_MAJOR_BINARY_VERSION, ONEDAL_MINOR_BINARY_VERSION = get_onedal_version(
dal_root, "binary"
)
ONEDAL_VERSION = get_onedal_version(dal_root)
ONEDAL_2021_3 = 2021 * 10000 + 3 * 100
ONEDAL_2023_0_1 = 2023 * 10000 + 0 * 100 + 1
is_onedal_iface = (
os.environ.get("OFF_ONEDAL_IFACE", "0") == "0" and ONEDAL_VERSION >= ONEDAL_2021_3
)
d4p_version = (
os.environ["DAAL4PY_VERSION"]
if "DAAL4PY_VERSION" in os.environ
else time.strftime("%Y%m%d.%H%M%S")
)
trues = ["true", "True", "TRUE", "1", "t", "T", "y", "Y", "Yes", "yes", "YES"]
no_dist = True if "NO_DIST" in os.environ and os.environ["NO_DIST"] in trues else False
no_stream = "NO_STREAM" in os.environ and os.environ["NO_STREAM"] in trues
debug_build = os.getenv("DEBUG_BUILD") == "1"
mpi_root = None if no_dist else os.environ["MPIROOT"]
dpcpp = shutil.which("icpx") is not None and not (IS_WIN and debug_build)
use_parameters_lib = (not IS_WIN) and (ONEDAL_VERSION >= 20240000)
build_distribute = dpcpp and not no_dist and IS_LIN
daal_lib_dir = lib_dir if (IS_MAC or os.path.isdir(lib_dir)) else os.path.dirname(lib_dir)
ONEDAL_LIBDIRS = [daal_lib_dir]
if IS_WIN:
ONEDAL_LIBDIRS.append(f"{os.environ.get('CONDA_PREFIX')}/Library/lib")
if no_stream:
print("\nDisabling support for streaming mode\n")
if no_dist:
print("\nDisabling support for distributed mode\n")
DIST_CFLAGS = []
DIST_CPPS = []
MPI_INCDIRS = []
MPI_LIBDIRS = []
MPI_LIBS = []
MPI_CPPS = []
else:
DIST_CFLAGS = [
"-D_DIST_",
]
DIST_CPPS = ["src/transceiver.cpp"]
MPI_INCDIRS = [jp(mpi_root, "include")]
MPI_LIBDIRS = [jp(mpi_root, "lib")]
MPI_LIBNAME = getattr(os.environ, "MPI_LIBNAME", None)
if MPI_LIBNAME:
MPI_LIBS = [MPI_LIBNAME]
elif IS_WIN:
if os.path.isfile(jp(mpi_root, "lib", "mpi.lib")):
MPI_LIBS = ["mpi"]
if os.path.isfile(jp(mpi_root, "lib", "impi.lib")):
MPI_LIBS = ["impi"]
assert MPI_LIBS, "Couldn't find MPI library"
else:
MPI_LIBS = ["mpi"]
MPI_CPPS = ["src/mpi/mpi_transceiver.cpp"]
def get_sdl_cflags():
if IS_LIN or IS_MAC:
return DIST_CFLAGS + [
"-fstack-protector-strong",
"-fPIC",
"-D_FORTIFY_SOURCE=2",
"-Wformat",
"-Wformat-security",
"-fno-strict-overflow",
"-fno-delete-null-pointer-checks",
]
if IS_WIN:
return DIST_CFLAGS + ["-GS"]
def get_sdl_ldflags():
if IS_LIN:
return [
"-Wl,-z,noexecstack,-z,relro,-z,now,-fstack-protector-strong,"
"-fno-strict-overflow,-fno-delete-null-pointer-checks,-fwrapv"
]
if IS_MAC:
return [
"-fstack-protector-strong",
"-fno-strict-overflow",
"-fno-delete-null-pointer-checks",
"-fwrapv",
]
if IS_WIN:
return ["-NXCompat", "-DynamicBase"]
def get_daal_type_defines():
daal_type_defines = [
"DAAL_ALGORITHM_FP_TYPE",
"DAAL_SUMMARY_STATISTICS_TYPE",
"DAAL_DATA_TYPE",
]
return [(d, "double") for d in daal_type_defines]
def get_libs(iface="daal"):
major_version = ONEDAL_MAJOR_BINARY_VERSION
if IS_WIN:
libraries_plat = [f"onedal_core_dll.{major_version}"]
onedal_lib = [
f"onedal_dll.{major_version}",
]
onedal_dpc_lib = [
f"onedal_dpc_dll.{major_version}",
]
if use_parameters_lib:
onedal_lib += [
f"onedal_parameters.{major_version}",
f"onedal_parameters_dll.{major_version}",
]
onedal_dpc_lib += [
f"onedal_parameters_dpc_dll.{major_version}",
]
elif IS_MAC:
libraries_plat = [
f"onedal_core.{major_version}",
f"onedal_thread.{major_version}",
]
onedal_lib = [
f"onedal.{major_version}",
]
onedal_dpc_lib = [
f"onedal_dpc.{major_version}",
]
if use_parameters_lib:
onedal_lib += [
f"onedal_parameters.{major_version}",
]
onedal_dpc_lib += [
f"onedal_parameters_dpc.{major_version}",
]
else:
libraries_plat = [
f":libonedal_core.so.{major_version}",
f":libonedal_thread.so.{major_version}",
]
onedal_lib = [
f":libonedal.so.{major_version}",
]
onedal_dpc_lib = [
f":libonedal_dpc.so.{major_version}",
]
if use_parameters_lib:
onedal_lib += [
f":libonedal_parameters.so.{major_version}",
]
onedal_dpc_lib += [
f":libonedal_parameters_dpc.so.{major_version}",
]
if iface == "onedal":
libraries_plat = onedal_lib + libraries_plat
elif iface == "onedal_dpc":
libraries_plat = onedal_dpc_lib + libraries_plat
return libraries_plat
def get_build_options():
include_dir_plat = [
os.path.abspath("./src"),
os.path.abspath("."),
]
include_dir_candidates = [
jp(dal_root, "include"),
jp(dal_root, "include", "dal"),
jp(dal_root, "Library", "include", "dal"),
]
for candidate in include_dir_candidates:
if os.path.isdir(candidate):
include_dir_plat.append(candidate)
# FIXME it is a wrong place for this dependency
if not no_dist:
include_dir_plat.append(mpi_root + "/include")
using_intel = os.environ.get("cc", "") in [
"icc",
"icpc",
"icl",
"dpcpp",
"icx",
"icpx",
]
eca = [
"-DPY_ARRAY_UNIQUE_SYMBOL=daal4py_array_API",
'-DD4P_VERSION="' + d4p_version + '"',
"-DNPY_ALLOW_THREADS=1",
]
ela = []
if using_intel and IS_WIN:
include_dir_plat.append(
jp(os.environ.get("ICPP_COMPILER16", ""), "compiler", "include")
)
eca += ["-std=c++17", "-w", "/MD"]
elif not using_intel and IS_WIN:
eca += ["-wd4267", "-wd4244", "-wd4101", "-wd4996", "/std:c++17"]
else:
eca += [
"-std=c++17",
"-w",
] # '-D_GLIBCXX_USE_CXX11_ABI=0']
# Security flags
eca += get_sdl_cflags()
ela += get_sdl_ldflags()
if IS_MAC:
eca.append("-stdlib=libc++")
ela.append("-stdlib=libc++")
ela.append("-Wl,-rpath,{}".format(daal_lib_dir))
ela.append("-Wl,-rpath,@loader_path/../../../")
elif IS_WIN:
ela.append("-IGNORE:4197")
elif IS_LIN and not any(
x in os.environ and "-g" in os.environ[x]
for x in ["CPPFLAGS", "CFLAGS", "LDFLAGS"]
):
ela.append("-s")
if IS_LIN:
ela.append("-fPIC")
ela.append("-Wl,-rpath,$ORIGIN/../../../")
return eca, ela, include_dir_plat
def getpyexts():
eca, ela, include_dir_plat = get_build_options()
libraries_plat = get_libs("daal")
exts = []
ext = Extension(
"daal4py._daal4py",
[
os.path.abspath("src/daal4py.cpp"),
os.path.abspath("build/daal4py_cpp.cpp"),
os.path.abspath("build/daal4py_cy.pyx"),
]
+ DIST_CPPS,
depends=glob.glob(jp(os.path.abspath("src"), "*.h")),
include_dirs=include_dir_plat + [np.get_include()],
extra_compile_args=eca,
define_macros=get_daal_type_defines(),
extra_link_args=ela,
libraries=libraries_plat,
library_dirs=ONEDAL_LIBDIRS,
language="c++",
)
exts.extend(cythonize(ext, nthreads=n_threads))
if dpcpp:
if IS_LIN or IS_MAC:
runtime_oneapi_dirs = ["$ORIGIN/oneapi"]
elif IS_WIN:
runtime_oneapi_dirs = []
ext = Extension(
"daal4py._oneapi",
[
os.path.abspath("src/oneapi/oneapi.pyx"),
],
depends=["src/oneapi/oneapi.h", "src/oneapi/oneapi_backend.h"],
include_dirs=include_dir_plat + [np.get_include()],
extra_compile_args=eca,
extra_link_args=ela,
define_macros=[("NPY_NO_DEPRECATED_API", "NPY_1_7_API_VERSION")],
libraries=["oneapi_backend"] + libraries_plat,
library_dirs=["daal4py/oneapi"] + ONEDAL_LIBDIRS,
runtime_library_dirs=runtime_oneapi_dirs,
language="c++",
)
exts.extend(cythonize(ext, nthreads=n_threads))
if not no_dist:
mpi_include_dir = include_dir_plat + [np.get_include()] + MPI_INCDIRS
mpi_depens = glob.glob(jp(os.path.abspath("src"), "*.h"))
mpi_extra_link = ela + ["-Wl,-rpath,{}".format(x) for x in MPI_LIBDIRS]
exts.append(
Extension(
"daal4py.mpi_transceiver",
MPI_CPPS,
depends=mpi_depens,
include_dirs=mpi_include_dir,
extra_compile_args=eca,
define_macros=get_daal_type_defines(),
extra_link_args=mpi_extra_link,
libraries=libraries_plat + MPI_LIBS,
library_dirs=ONEDAL_LIBDIRS + MPI_LIBDIRS,
language="c++",
)
)
return exts
cfg_vars = get_config_vars()
for key, value in get_config_vars().items():
if isinstance(value, str):
cfg_vars[key] = value.replace("-Wstrict-prototypes", "").replace("-DNDEBUG", "")
def gen_pyx(odir):
gtr_files = glob.glob(jp(os.path.abspath("generator"), "*")) + ["./setup.py"]
src_files = [
os.path.abspath("build/daal4py_cpp.h"),
os.path.abspath("build/daal4py_cpp.cpp"),
os.path.abspath("build/daal4py_cy.pyx"),
]
if all(os.path.isfile(x) for x in src_files):
src_files.sort(key=os.path.getmtime)
gtr_files.sort(key=os.path.getmtime, reverse=True)
if os.path.getmtime(src_files[0]) > os.path.getmtime(gtr_files[0]):
print(
"Generated files are all newer than generator code."
"Skipping code generation"
)
return
from generator.gen_daal4py import gen_daal4py
odir = os.path.abspath(odir)
if not os.path.isdir(odir):
os.mkdir(odir)
gen_daal4py(dal_root, odir, d4p_version, no_dist=no_dist, no_stream=no_stream)
gen_pyx(os.path.abspath("./build"))
def build_oneapi_backend():
eca, ela, includes = get_build_options()
cc = "icx"
if IS_WIN:
cxx = "icx"
else:
cxx = "icpx"
eca = ["-fsycl"] + ["-fsycl-device-code-split=per_kernel"] + eca
ela = ["-fsycl"] + ["-fsycl-device-code-split=per_kernel"] + ela
return build_backend.build_cpp(
cc=cc,
cxx=cxx,
sources=["src/oneapi/oneapi_backend.cpp"],
targetname="oneapi_backend",
targetprefix="" if IS_WIN else "lib",
targetsuffix=".dll" if IS_WIN else ".so",
libs=get_libs("daal") + ["OpenCL", "onedal_sycl"],
libdirs=ONEDAL_LIBDIRS,
includes=includes,
eca=eca,
ela=ela,
defines=[],
installpath="daal4py/oneapi/",
)
def get_onedal_py_libs():
ext_suffix = get_config_vars("EXT_SUFFIX")[0]
libs = [f"_onedal_py_host{ext_suffix}", f"_onedal_py_dpc{ext_suffix}"]
if build_distribute:
libs += [f"_onedal_py_spmd_dpc{ext_suffix}"]
if IS_WIN:
ext_suffix_lib = ext_suffix.replace(".dll", ".lib")
libs += [f"_onedal_py_host{ext_suffix_lib}", f"_onedal_py_dpc{ext_suffix_lib}"]
if build_distribute:
libs += [f"_onedal_py_spmd_dpc{ext_suffix_lib}"]
return libs
class parallel_build_ext(_build_ext):
def build_extensions(self):
with ThreadPoolExecutor(max_workers=n_threads) as executor:
result_list = [
executor.submit(self.build_extension, ext) for ext in self.extensions
]
assert all(
f.exception() is None for f in result_list
), "There were errors building the extensions"
class custom_build:
def run(self):
if is_onedal_iface:
cxx = os.getenv("CXX", "cl" if IS_WIN else "g++")
build_backend.custom_build_cmake_clib(
iface="host",
cxx=cxx,
onedal_major_binary_version=ONEDAL_MAJOR_BINARY_VERSION,
no_dist=no_dist,
use_parameters_lib=use_parameters_lib,
)
if dpcpp:
build_oneapi_backend()
if is_onedal_iface:
build_backend.custom_build_cmake_clib(
iface="dpc",
onedal_major_binary_version=ONEDAL_MAJOR_BINARY_VERSION,
no_dist=no_dist,
use_parameters_lib=use_parameters_lib,
)
if build_distribute:
build_backend.custom_build_cmake_clib(
iface="spmd_dpc",
onedal_major_binary_version=ONEDAL_MAJOR_BINARY_VERSION,
no_dist=no_dist,
use_parameters_lib=use_parameters_lib,
)
def post_build(self):
if IS_MAC:
import subprocess
# manually fix incorrect install_name of oneDAL 2023.0.1 libs
major_version = ONEDAL_MAJOR_BINARY_VERSION
major_is_available = (
find_library(f"libonedal_core.{major_version}.dylib") is not None
)
if major_is_available and ONEDAL_VERSION == ONEDAL_2023_0_1:
extension_libs = list(pathlib.Path(".").glob("**/*darwin.so"))
onedal_libs = ["onedal", "onedal_dpc", "onedal_core", "onedal_thread"]
for ext_lib in extension_libs:
for onedal_lib in onedal_libs:
subprocess.call(
"/usr/bin/install_name_tool -change "
f"lib{onedal_lib}.dylib "
f"lib{onedal_lib}.{major_version}.dylib "
f"{ext_lib}".split(" "),
shell=False,
)
class develop(orig_develop.develop, custom_build):
def run(self):
custom_build.run(self)
super().run()
custom_build.post_build(self)
class build(orig_build.build, custom_build):
def run(self):
custom_build.run(self)
super().run()
custom_build.post_build(self)
project_urls = {
"Bug Tracker": "https://github.com/intel/scikit-learn-intelex",
"Documentation": "https://intelpython.github.io/daal4py/",
"Source Code": "https://github.com/intel/scikit-learn-intelex/daal4py",
}
with open("README.md", "r", encoding="utf8") as f:
long_description = f.read()
packages_with_tests = [
"daal4py",
"daal4py.oneapi",
"daal4py.mb",
"daal4py.sklearn",
"daal4py.sklearn.cluster",
"daal4py.sklearn.decomposition",
"daal4py.sklearn.ensemble",
"daal4py.sklearn.linear_model",
"daal4py.sklearn.manifold",
"daal4py.sklearn.metrics",
"daal4py.sklearn.neighbors",
"daal4py.sklearn.monkeypatch",
"daal4py.sklearn.svm",
"daal4py.sklearn.utils",
"daal4py.sklearn.model_selection",
"onedal",
"onedal.common",
"onedal.covariance",
"onedal.datatypes",
"onedal.decomposition",
"onedal.ensemble",
"onedal.neighbors",
"onedal.primitives",
"onedal.svm",
"onedal.utils",
]
if ONEDAL_VERSION >= 20230100:
packages_with_tests += ["onedal.basic_statistics", "onedal.linear_model"]
if ONEDAL_VERSION >= 20230200:
packages_with_tests += ["onedal.cluster"]
if build_distribute:
packages_with_tests += [
"onedal.spmd",
"onedal.spmd.covariance",
"onedal.spmd.decomposition",
"onedal.spmd.ensemble",
]
if ONEDAL_VERSION >= 20230100:
packages_with_tests += [
"onedal.spmd.basic_statistics",
"onedal.spmd.linear_model",
"onedal.spmd.neighbors",
]
if ONEDAL_VERSION >= 20230200:
packages_with_tests += ["onedal.spmd.cluster"]
setup(
name="daal4py",
description="A convenient Python API to Intel(R) oneAPI Data Analytics Library",
long_description=long_description,
long_description_content_type="text/markdown",
license="Apache-2.0",
author="Intel Corporation",
version=d4p_version,
url="https://github.com/intel/scikit-learn-intelex",
author_email="[email protected]",
maintainer_email="[email protected]",
project_urls=project_urls,
cmdclass={"develop": develop, "build": build, "build_ext": parallel_build_ext},
classifiers=[
"Development Status :: 5 - Production/Stable",
"Environment :: Console",
"Intended Audience :: Developers",
"Intended Audience :: Other Audience",
"Intended Audience :: Science/Research",
"License :: OSI Approved :: Apache Software License",
"Operating System :: Microsoft :: Windows",
"Operating System :: POSIX :: Linux",
"Programming Language :: Python :: 3",
"Programming Language :: Python :: 3.8",
"Programming Language :: Python :: 3.9",
"Programming Language :: Python :: 3.10",
"Programming Language :: Python :: 3.11",
"Topic :: Scientific/Engineering",
"Topic :: System",
"Topic :: Software Development",
],
python_requires=">=3.8",
install_requires=[
"scikit-learn>=1.0",
"numpy>=1.19.5 ; python_version <= '3.9'",
"numpy>=1.21.6 ; python_version == '3.10'",
"numpy>=1.23.5 ; python_version >= '3.11'",
],
keywords=["machine learning", "scikit-learn", "data science", "data analytics"],
packages=get_packages_with_tests(packages_with_tests),
package_data={
"daal4py.oneapi": [
"liboneapi_backend.so",
"oneapi_backend.lib",
"oneapi_backend.dll",
],
"onedal": get_onedal_py_libs(),
},
ext_modules=getpyexts(),
)