forked from microsoft/onnxruntime
-
Notifications
You must be signed in to change notification settings - Fork 0
/
Copy pathonnxruntime_mlas.cmake
786 lines (727 loc) · 32.4 KB
/
onnxruntime_mlas.cmake
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
632
633
634
635
636
637
638
639
640
641
642
643
644
645
646
647
648
649
650
651
652
653
654
655
656
657
658
659
660
661
662
663
664
665
666
667
668
669
670
671
672
673
674
675
676
677
678
679
680
681
682
683
684
685
686
687
688
689
690
691
692
693
694
695
696
697
698
699
700
701
702
703
704
705
706
707
708
709
710
711
712
713
714
715
716
717
718
719
720
721
722
723
724
725
726
727
728
729
730
731
732
733
734
735
736
737
738
739
740
741
742
743
744
745
746
747
748
749
750
751
752
753
754
755
756
757
758
759
760
761
762
763
764
765
766
767
768
769
770
771
772
773
774
775
776
777
778
779
780
781
782
783
784
785
786
# Copyright (c) Microsoft Corporation. All rights reserved.
# Licensed under the MIT License.
set(MLAS_ROOT ${ONNXRUNTIME_ROOT}/core/mlas)
set(MLAS_SRC_DIR ${MLAS_ROOT}/lib)
set(MLAS_INC_DIR ${MLAS_ROOT}/inc)
#
# All hardware agnostic source files here
# hardware specific files would cause trouble in
# multi-target build
#
onnxruntime_add_static_library(onnxruntime_mlas
${MLAS_SRC_DIR}/mlasi.h
${MLAS_SRC_DIR}/platform.cpp
${MLAS_SRC_DIR}/threading.cpp
${MLAS_SRC_DIR}/sgemm.cpp
${MLAS_SRC_DIR}/halfgemm.cpp
${MLAS_SRC_DIR}/qgemm.cpp
${MLAS_SRC_DIR}/qdwconv.cpp
${MLAS_SRC_DIR}/convolve.cpp
${MLAS_SRC_DIR}/convsym.cpp
${MLAS_SRC_DIR}/pooling.cpp
${MLAS_SRC_DIR}/transpose.cpp
${MLAS_SRC_DIR}/reorder.cpp
${MLAS_SRC_DIR}/snchwc.cpp
${MLAS_SRC_DIR}/activate.cpp
${MLAS_SRC_DIR}/logistic.cpp
${MLAS_SRC_DIR}/tanh.cpp
${MLAS_SRC_DIR}/erf.cpp
${MLAS_SRC_DIR}/compute.cpp
${MLAS_SRC_DIR}/quantize.cpp
${MLAS_SRC_DIR}/qgemm_kernel_default.cpp
${MLAS_SRC_DIR}/qladd.cpp
${MLAS_SRC_DIR}/qlmul.cpp
${MLAS_SRC_DIR}/qpostprocessor.cpp
${MLAS_SRC_DIR}/qlgavgpool.cpp
${MLAS_SRC_DIR}/qdwconv_kernelsize.cpp
${MLAS_SRC_DIR}/qnbitgemm.h
${MLAS_SRC_DIR}/qnbitgemm.cpp
${MLAS_SRC_DIR}/sqnbitgemm_q8_block.h
${MLAS_SRC_DIR}/flashattn.cpp
${MLAS_SRC_DIR}/cast.cpp
${MLAS_SRC_DIR}/rotary_embedding.h
${MLAS_SRC_DIR}/rotary_embedding.cpp
)
target_sources(onnxruntime_mlas PRIVATE
${MLAS_INC_DIR}/mlas_float16.h
${MLAS_INC_DIR}/mlas_gemm_postprocessor.h
${MLAS_INC_DIR}/mlas_q4.h
${MLAS_INC_DIR}/mlas_qnbit.h
${MLAS_INC_DIR}/mlas.h
)
if (NOT onnxruntime_ORT_MINIMAL_BUILD)
target_sources(onnxruntime_mlas PRIVATE
${MLAS_SRC_DIR}/q4_dq.cpp
${MLAS_SRC_DIR}/q4gemm.cpp
)
endif()
set(ONNXRUNTIME_MLAS_LIBS onnxruntime_mlas)
#TODO: set MASM flags properly
function(setup_mlas_source_for_windows)
#
# Sources common for all platforms.
#
target_sources(onnxruntime_mlas PRIVATE
${MLAS_SRC_DIR}/activate_fp16.cpp
${MLAS_SRC_DIR}/dwconv.cpp
${MLAS_SRC_DIR}/pooling_fp16.cpp
)
#The onnxruntime_target_platform variable was added by Windows AI team in onnxruntime_common.cmake
#Don't use it for other platforms.
if((onnxruntime_target_platform STREQUAL "ARM64") OR (onnxruntime_target_platform STREQUAL "ARM64EC"))
set(PREPROCESS_ARMASM_FLAGS "")
set(ARMASM_FLAGS "")
if(onnxruntime_target_platform STREQUAL "ARM64")
target_sources(onnxruntime_mlas PRIVATE
${MLAS_SRC_DIR}/halfgemm_kernel_neon.cpp
${MLAS_SRC_DIR}/qgemm_kernel_neon.cpp
${MLAS_SRC_DIR}/qgemm_kernel_udot.cpp
${MLAS_SRC_DIR}/qgemm_kernel_sdot.cpp
${MLAS_SRC_DIR}/qnbitgemm_kernel_neon.h
${MLAS_SRC_DIR}/qnbitgemm_kernel_neon.cpp
${MLAS_SRC_DIR}/sqnbitgemm_kernel_neon_fp32.cpp
${MLAS_SRC_DIR}/sqnbitgemm_kernel_neon_int8.cpp
${MLAS_SRC_DIR}/cast_kernel_neon.cpp
${MLAS_SRC_DIR}/hqnbitgemm_kernel_neon_fp16.cpp
${MLAS_SRC_DIR}/rotary_embedding_kernel_neon.h
${MLAS_SRC_DIR}/rotary_embedding_kernel_neon.cpp
${MLAS_SRC_DIR}/rotary_embedding_kernel_neon_fp16.cpp
)
set(mlas_platform_preprocess_srcs
${MLAS_SRC_DIR}/arm64/ConvSymS8KernelDot.asm
${MLAS_SRC_DIR}/arm64/ConvSymS8KernelDotLd64.asm
${MLAS_SRC_DIR}/arm64/ConvSymU8KernelDot.asm
${MLAS_SRC_DIR}/arm64/ConvSymS8KernelNeon.asm
${MLAS_SRC_DIR}/arm64/ConvSymU8KernelNeon.asm
${MLAS_SRC_DIR}/arm64/DepthwiseQConvSymS8KernelNeon.asm
${MLAS_SRC_DIR}/arm64/DepthwiseQConvSymU8KernelNeon.asm
${MLAS_SRC_DIR}/arm64/DepthwiseQConvKernelSize9Neon.asm
${MLAS_SRC_DIR}/arm64/HalfGemmKernelNeon.asm
${MLAS_SRC_DIR}/arm64/QgemmU8X8KernelNeon.asm
${MLAS_SRC_DIR}/arm64/QgemmS8S8KernelNeon.asm
${MLAS_SRC_DIR}/arm64/QgemmU8X8KernelUdot.asm
${MLAS_SRC_DIR}/arm64/QgemmS8S8KernelSdot.asm
${MLAS_SRC_DIR}/arm64/SgemmKernelNeon.asm
${MLAS_SRC_DIR}/arm64/SgemvKernelNeon.asm
${MLAS_SRC_DIR}/arm64/SymQgemmS8KernelNeon.asm
${MLAS_SRC_DIR}/arm64/SymQgemmS8KernelSDot.asm
${MLAS_SRC_DIR}/arm64/SymQgemmS8KernelSDotLd64.asm
)
else()
target_sources(onnxruntime_mlas PRIVATE
${MLAS_SRC_DIR}/qgemm_kernel_neon.cpp
)
set(mlas_platform_preprocess_srcs
${MLAS_SRC_DIR}/arm64ec/QgemmU8X8KernelNeon.asm
${MLAS_SRC_DIR}/arm64ec/SgemmKernelNeon.asm
)
string(APPEND PREPROCESS_ARMASM_FLAGS " /arm64EC")
string(APPEND ARMASM_FLAGS " -machine ARM64EC")
endif()
if(CMAKE_BUILD_TYPE STREQUAL "Debug")
string(APPEND ARMASM_FLAGS " -g")
endif()
# Remove double quotes from flag strings.
separate_arguments(PREPROCESS_ARMASM_FLAGS NATIVE_COMMAND "${PREPROCESS_ARMASM_FLAGS}")
separate_arguments(ARMASM_FLAGS NATIVE_COMMAND "${ARMASM_FLAGS}")
# Run the C precompiler on each input before the assembler.
foreach(asm_filename ${mlas_platform_preprocess_srcs})
get_filename_component(asm_filename_base ${asm_filename} NAME_WLE)
set(preprocess_filename ${CMAKE_CURRENT_BINARY_DIR}/${asm_filename_base}.i)
set(obj_filename ${CMAKE_CURRENT_BINARY_DIR}/${asm_filename_base}.obj)
add_custom_command(
OUTPUT ${obj_filename}
COMMAND
cl.exe ${PREPROCESS_ARMASM_FLAGS} /P ${asm_filename} /Fi${preprocess_filename}
COMMAND
armasm64.exe ${ARMASM_FLAGS} ${preprocess_filename} ${obj_filename}
DEPENDS ${asm_filename}
BYPRODUCTS ${preprocess_filename}
)
target_sources(onnxruntime_mlas PRIVATE ${obj_filename})
endforeach()
elseif(onnxruntime_target_platform STREQUAL "ARM")
target_sources(onnxruntime_mlas PRIVATE
${MLAS_SRC_DIR}/arm/sgemmc.cpp
)
elseif(onnxruntime_target_platform STREQUAL "x64")
file(GLOB_RECURSE mlas_platform_srcs_avx CONFIGURE_DEPENDS
"${MLAS_SRC_DIR}/intrinsics/avx/*.cpp"
)
set_source_files_properties(${mlas_platform_srcs_avx} PROPERTIES COMPILE_FLAGS "/arch:AVX")
file(GLOB_RECURSE mlas_platform_srcs_avx2 CONFIGURE_DEPENDS
"${MLAS_SRC_DIR}/intrinsics/avx2/*.cpp"
)
set_source_files_properties(${mlas_platform_srcs_avx2} PROPERTIES COMPILE_FLAGS "/arch:AVX2")
target_sources(onnxruntime_mlas PRIVATE
${MLAS_SRC_DIR}/dgemm.cpp
${mlas_platform_srcs_avx}
${mlas_platform_srcs_avx2}
${MLAS_SRC_DIR}/qgemm_kernel_amx.cpp
${MLAS_SRC_DIR}/qgemm_kernel_avx2.cpp
${MLAS_SRC_DIR}/qgemm_kernel_sse.cpp
${MLAS_SRC_DIR}/qgemm_kernel_sse41.cpp
${MLAS_SRC_DIR}/intrinsics/avx512/quantize_avx512f.cpp
${MLAS_SRC_DIR}/sqnbitgemm_kernel_avx2.cpp
${MLAS_SRC_DIR}/sqnbitgemm_kernel_avx512.cpp
${MLAS_SRC_DIR}/sqnbitgemm_kernel_avx512vnni.cpp
${MLAS_SRC_DIR}/amd64/QgemmU8S8KernelAmx.asm
${MLAS_SRC_DIR}/amd64/QgemmU8S8KernelAvx2.asm
${MLAS_SRC_DIR}/amd64/QgemmU8U8KernelAvx2.asm
${MLAS_SRC_DIR}/amd64/QgemmU8X8KernelAvx2.asm
${MLAS_SRC_DIR}/amd64/QgemmU8X8KernelAvx512Core.asm
${MLAS_SRC_DIR}/amd64/QgemvU8S8KernelAvx2.asm
${MLAS_SRC_DIR}/amd64/QgemvU8S8KernelAvx512Core.asm
${MLAS_SRC_DIR}/amd64/QgemvU8S8KernelAvx512Vnni.asm
${MLAS_SRC_DIR}/amd64/QgemvU8S8KernelAvxVnni.asm
${MLAS_SRC_DIR}/amd64/ConvSymKernelAvx2.asm
${MLAS_SRC_DIR}/amd64/ConvSymKernelAvx512Core.asm
${MLAS_SRC_DIR}/amd64/DgemmKernelSse2.asm
${MLAS_SRC_DIR}/amd64/DgemmKernelAvx.asm
${MLAS_SRC_DIR}/amd64/DgemmKernelFma3.asm
${MLAS_SRC_DIR}/amd64/DgemmKernelAvx512F.asm
${MLAS_SRC_DIR}/amd64/SgemmKernelSse2.asm
${MLAS_SRC_DIR}/amd64/SgemmKernelAvx.asm
${MLAS_SRC_DIR}/amd64/SgemmKernelM1Avx.asm
${MLAS_SRC_DIR}/amd64/SgemmKernelFma3.asm
${MLAS_SRC_DIR}/amd64/SgemmKernelAvx512F.asm
${MLAS_SRC_DIR}/amd64/SconvKernelSse2.asm
${MLAS_SRC_DIR}/amd64/SconvKernelAvx.asm
${MLAS_SRC_DIR}/amd64/SconvKernelFma3.asm
${MLAS_SRC_DIR}/amd64/SconvKernelAvx512F.asm
${MLAS_SRC_DIR}/amd64/SpoolKernelSse2.asm
${MLAS_SRC_DIR}/amd64/SpoolKernelAvx.asm
${MLAS_SRC_DIR}/amd64/SpoolKernelAvx512F.asm
${MLAS_SRC_DIR}/amd64/sgemma.asm
${MLAS_SRC_DIR}/amd64/cvtfp16a.asm
${MLAS_SRC_DIR}/amd64/SoftmaxKernelAvx.asm
${MLAS_SRC_DIR}/amd64/SoftmaxKernelAvx512F.asm
${MLAS_SRC_DIR}/amd64/TransKernelFma3.asm
${MLAS_SRC_DIR}/amd64/TransKernelAvx512F.asm
${MLAS_SRC_DIR}/amd64/LogisticKernelFma3.asm
${MLAS_SRC_DIR}/amd64/TanhKernelFma3.asm
${MLAS_SRC_DIR}/amd64/ErfKernelFma3.asm
)
if(MSVC_VERSION GREATER_EQUAL 1933)
target_sources(onnxruntime_mlas PRIVATE
${MLAS_SRC_DIR}/amd64/cvtfp16Avx.asm
)
endif()
if (NOT onnxruntime_ORT_MINIMAL_BUILD)
target_sources(onnxruntime_mlas PRIVATE
${MLAS_SRC_DIR}/q4gemm_avx512.cpp
)
endif()
else()
target_sources(onnxruntime_mlas PRIVATE
${MLAS_SRC_DIR}/qgemm_kernel_sse.cpp
${MLAS_SRC_DIR}/qgemm_kernel_sse41.cpp
${MLAS_SRC_DIR}/i386/SgemmKernelSse2.asm
${MLAS_SRC_DIR}/i386/SgemmKernelAvx.asm
)
endif()
endfunction()
if (CMAKE_SYSTEM_NAME STREQUAL "Emscripten")
if (onnxruntime_ENABLE_WEBASSEMBLY_SIMD)
file(GLOB_RECURSE mlas_platform_srcs
"${MLAS_SRC_DIR}/wasm_simd/*.cpp"
)
set(mlas_platform_srcs
${mlas_platform_srcs}
${MLAS_SRC_DIR}/qgemm_kernel_wasmsimd.cpp
)
else()
file(GLOB_RECURSE mlas_platform_srcs
"${MLAS_SRC_DIR}/scalar/*.cpp"
)
endif()
target_sources(onnxruntime_mlas PRIVATE ${mlas_platform_srcs})
elseif(MSVC)
setup_mlas_source_for_windows()
else()
if(APPLE)
get_target_property(ONNXRUNTIME_MLAS_OSX_ARCH onnxruntime_mlas OSX_ARCHITECTURES)
if(NOT ONNXRUNTIME_MLAS_OSX_ARCH)
set(ONNXRUNTIME_MLAS_OSX_ARCH ${CMAKE_HOST_SYSTEM_PROCESSOR})
endif()
foreach(OSX_ARCH ${ONNXRUNTIME_MLAS_OSX_ARCH})
if (OSX_ARCH STREQUAL "arm64")
set(ARM64 TRUE)
elseif (OSX_ARCH STREQUAL "arm64e")
set(ARM64 TRUE)
elseif (OSX_ARCH STREQUAL "arm")
set(ARM TRUE)
elseif (OSX_ARCH STREQUAL "x86_64")
set(X86_64 TRUE)
elseif (OSX_ARCH STREQUAL "i386")
set(X86 TRUE)
endif()
endforeach()
elseif(ANDROID)
if (CMAKE_ANDROID_ARCH_ABI STREQUAL "armeabi-v7a")
set(ARM TRUE)
elseif (CMAKE_ANDROID_ARCH_ABI STREQUAL "arm64-v8a")
set(ARM64 TRUE)
elseif (CMAKE_ANDROID_ARCH_ABI STREQUAL "x86_64")
set(X86_64 TRUE)
elseif (CMAKE_ANDROID_ARCH_ABI STREQUAL "x86")
set(X86 TRUE)
endif()
else()
#Linux/FreeBSD/PowerPC/...
#The value of CMAKE_SYSTEM_PROCESSOR should be from `uname -m`
#Example values:
#arm64v8/ubuntu -> aarch64
#arm32v6/alpine -> armv7l
#arm32v7/centos -> armv7l
#ppc64le/debian -> ppc64le
#s390x/ubuntu -> s390x
#ppc64le/busybox -> ppc64le
#arm64v8/ubuntu -> aarch64
#Android: armv7-a aarch64 i686 x86_64
#chasun: I don't think anyone uses 'arm64'
if(CMAKE_SYSTEM_PROCESSOR MATCHES "^arm64.*")
set(ARM64 TRUE)
elseif(CMAKE_SYSTEM_PROCESSOR MATCHES "^arm.*")
set(ARM TRUE)
elseif(CMAKE_SYSTEM_PROCESSOR MATCHES "^aarch64.*")
set(ARM64 TRUE)
elseif(CMAKE_SYSTEM_PROCESSOR MATCHES "^(powerpc.*|ppc.*)")
set(POWER TRUE)
elseif(CMAKE_SYSTEM_PROCESSOR MATCHES "^(i.86|x86?)$")
set(X86 TRUE)
elseif(CMAKE_SYSTEM_PROCESSOR MATCHES "^(x86_64|amd64)$")
set(X86_64 TRUE)
elseif(CMAKE_SYSTEM_PROCESSOR MATCHES "^loongarch64.*")
set(LOONGARCH64 TRUE)
endif()
endif()
if(APPLE)
get_target_property(ONNXRUNTIME_MLAS_MACOSX_ARCH onnxruntime_mlas OSX_ARCHITECTURES)
endif()
list(LENGTH ONNXRUNTIME_MLAS_MACOSX_ARCH ONNXRUNTIME_MLAS_MACOSX_ARCH_LENGTH)
if(ONNXRUNTIME_MLAS_MACOSX_ARCH_LENGTH GREATER 1)
set(ONNXRUNTIME_MLAS_MULTI_ARCH TRUE)
endif()
#If ONNXRUNTIME_MLAS_MULTI_ARCH is true, we need to go through every if branch below
#and split MLAS to multiple static libraries.
#Otherwise, it works like if(...) elseif(...) elseif(...) endif()
set(MLAS_SOURCE_IS_NOT_SET 1)
if(ARM)
enable_language(ASM)
set(CMAKE_ASM_FLAGS "${CMAKE_ASM_FLAGS} -mfpu=neon")
set(CMAKE_CXX_FLAGS "${CMAKE_CXX_FLAGS} -mfpu=neon")
set(mlas_platform_srcs
${MLAS_SRC_DIR}/aarch32/QgemmU8X8KernelNeon.S
${MLAS_SRC_DIR}/arm/sgemmc.cpp
${MLAS_SRC_DIR}/qgemm_kernel_neon.cpp
)
if(NOT ONNXRUNTIME_MLAS_MULTI_ARCH)
set(MLAS_SOURCE_IS_NOT_SET 0)
endif()
endif()
if(ARM64 AND MLAS_SOURCE_IS_NOT_SET )
enable_language(ASM)
set(mlas_platform_srcs
${MLAS_SRC_DIR}/aarch64/ConvSymS8KernelDot.S
${MLAS_SRC_DIR}/aarch64/ConvSymS8KernelDotLd64.S
${MLAS_SRC_DIR}/aarch64/ConvSymU8KernelDot.S
${MLAS_SRC_DIR}/aarch64/ConvSymS8KernelNeon.S
${MLAS_SRC_DIR}/aarch64/ConvSymU8KernelNeon.S
${MLAS_SRC_DIR}/aarch64/DepthwiseQConvSymS8KernelNeon.S
${MLAS_SRC_DIR}/aarch64/DepthwiseQConvSymU8KernelNeon.S
${MLAS_SRC_DIR}/aarch64/DepthwiseQConvKernelSize9Neon.S
${MLAS_SRC_DIR}/aarch64/QgemmU8X8KernelNeon.S
${MLAS_SRC_DIR}/aarch64/QgemmS8S8KernelNeon.S
${MLAS_SRC_DIR}/aarch64/QgemmU8X8KernelUdot.S
${MLAS_SRC_DIR}/aarch64/QgemmS8S8KernelSdot.S
${MLAS_SRC_DIR}/aarch64/SgemmKernelNeon.S
${MLAS_SRC_DIR}/aarch64/SgemvKernelNeon.S
${MLAS_SRC_DIR}/aarch64/SymQgemmS8KernelNeon.S
${MLAS_SRC_DIR}/aarch64/SymQgemmS8KernelSdot.S
${MLAS_SRC_DIR}/aarch64/SymQgemmS8KernelSdotLd64.S
${MLAS_SRC_DIR}/qgemm_kernel_neon.cpp
${MLAS_SRC_DIR}/qgemm_kernel_udot.cpp
${MLAS_SRC_DIR}/qgemm_kernel_sdot.cpp
${MLAS_SRC_DIR}/qnbitgemm_kernel_neon.h
${MLAS_SRC_DIR}/qnbitgemm_kernel_neon.cpp
${MLAS_SRC_DIR}/sqnbitgemm_kernel_neon_fp32.cpp
${MLAS_SRC_DIR}/sqnbitgemm_kernel_neon_int8.cpp
${MLAS_SRC_DIR}/rotary_embedding_kernel_neon.h
${MLAS_SRC_DIR}/rotary_embedding_kernel_neon.cpp
)
set_source_files_properties(${MLAS_SRC_DIR}/sqnbitgemm_kernel_neon_int8.cpp
PROPERTIES COMPILE_FLAGS " -march=armv8.2-a+dotprod")
if (NOT APPLE)
set(mlas_platform_srcs
${mlas_platform_srcs}
${MLAS_SRC_DIR}/aarch64/HalfGemmKernelNeon.S
${MLAS_SRC_DIR}/aarch64/QgemmS8S8KernelSmmla.S
${MLAS_SRC_DIR}/aarch64/QgemmU8X8KernelUmmla.S
${MLAS_SRC_DIR}/aarch64/SbgemmKernelNeon.S
${MLAS_SRC_DIR}/activate_fp16.cpp
${MLAS_SRC_DIR}/dwconv.cpp
${MLAS_SRC_DIR}/halfgemm_kernel_neon.cpp
${MLAS_SRC_DIR}/pooling_fp16.cpp
${MLAS_SRC_DIR}/qgemm_kernel_smmla.cpp
${MLAS_SRC_DIR}/qgemm_kernel_ummla.cpp
${MLAS_SRC_DIR}/sbgemm_kernel_neon.cpp
${MLAS_SRC_DIR}/cast_kernel_neon.cpp
${MLAS_SRC_DIR}/hqnbitgemm_kernel_neon_fp16.cpp
${MLAS_SRC_DIR}/rotary_embedding_kernel_neon_fp16.cpp
)
set_source_files_properties(${MLAS_SRC_DIR}/aarch64/HalfGemmKernelNeon.S PROPERTIES COMPILE_FLAGS " -march=armv8.2-a+fp16 ")
set_source_files_properties(${MLAS_SRC_DIR}/aarch64/QgemmS8S8KernelSmmla.S PROPERTIES COMPILE_FLAGS " -march=armv8.2-a+i8mm ")
set_source_files_properties(${MLAS_SRC_DIR}/aarch64/QgemmU8X8KernelUmmla.S PROPERTIES COMPILE_FLAGS " -march=armv8.2-a+i8mm ")
set_source_files_properties(${MLAS_SRC_DIR}/aarch64/SbgemmKernelNeon.S PROPERTIES COMPILE_FLAGS " -march=armv8.2-a+bf16 ")
set_source_files_properties(${MLAS_SRC_DIR}/activate_fp16.cpp PROPERTIES COMPILE_FLAGS " -march=armv8.2-a+fp16 ")
set_source_files_properties(${MLAS_SRC_DIR}/dwconv.cpp PROPERTIES COMPILE_FLAGS " -march=armv8.2-a+fp16 ")
set_source_files_properties(${MLAS_SRC_DIR}/pooling_fp16.cpp PROPERTIES COMPILE_FLAGS " -march=armv8.2-a+fp16 ")
set_source_files_properties(${MLAS_SRC_DIR}/sbgemm_kernel_neon.cpp PROPERTIES COMPILE_FLAGS " -march=armv8.2-a+bf16 ")
set_source_files_properties(${MLAS_SRC_DIR}/cast_kernel_neon.cpp PROPERTIES COMPILE_FLAGS " -march=armv8.2-a+fp16 ")
set_source_files_properties(${MLAS_SRC_DIR}/hqnbitgemm_kernel_neon_fp16.cpp PROPERTIES COMPILE_FLAGS " -march=armv8.2-a+fp16 ")
set_source_files_properties(${MLAS_SRC_DIR}/rotary_embedding_kernel_neon_fp16.cpp PROPERTIES COMPILE_FLAGS " -march=armv8.2-a+fp16 ")
endif()
if(ONNXRUNTIME_MLAS_MULTI_ARCH)
onnxruntime_add_static_library(onnxruntime_mlas_arm64 ${mlas_platform_srcs})
set_target_properties(onnxruntime_mlas_arm64 PROPERTIES OSX_ARCHITECTURES "arm64")
list(APPEND ONNXRUNTIME_MLAS_LIBS onnxruntime_mlas_arm64)
set(mlas_platform_srcs )
else()
set(MLAS_SOURCE_IS_NOT_SET 0)
endif()
endif()
if(POWER AND MLAS_SOURCE_IS_NOT_SET)
set(mlas_platform_srcs
${MLAS_SRC_DIR}/power/SgemmKernelPower.cpp
${MLAS_SRC_DIR}/dgemm.cpp
${MLAS_SRC_DIR}/power/DgemmKernelPower.cpp
${MLAS_SRC_DIR}/power/QuantizePower.cpp
)
set_source_files_properties(${MLAS_SRC_DIR}/power/SgemmKernelPower.cpp PROPERTIES COMPILE_FLAGS "-DSINGLE")
check_cxx_compiler_flag("-mcpu=power9" HAS_POWER9)
if (HAS_POWER9)
set(mlas_platform_srcs
${mlas_platform_srcs}
${MLAS_SRC_DIR}/power/QuantizePowerVSX.cpp
)
set_source_files_properties(${MLAS_SRC_DIR}/power/QuantizePowerVSX.cpp PROPERTIES COMPILE_FLAGS "-mcpu=power9")
endif()
check_cxx_compiler_flag("-mcpu=power10" HAS_POWER10)
if(HAS_POWER10)
set(CMAKE_REQUIRED_FLAGS "-mcpu=power10")
check_cxx_source_compiles("
#include <altivec.h>
int main() {
__vector_quad acc0;
__builtin_mma_xxsetaccz (&acc0);
return 0;
}"
COMPILES_P10
)
if(COMPILES_P10)
check_cxx_source_compiles("
#ifdef _AIX
#define POWER_10 0x40000
#define POWER_10_ANDUP (POWER_10)
#include <sys/systemcfg.h>
#define __power_10_andup() (_system_configuration.implementation & POWER_10_ANDUP)
int main() {
bool HasP10 = (__power_10_andup() && __power_mma_version() == MMA_V31);
return 0;
}
#else
#include <sys/auxv.h>
int main() {
unsigned long hwcap2 = getauxval(AT_HWCAP2);
bool HasP10 = ((hwcap2 & PPC_FEATURE2_MMA) && (hwcap2 & PPC_FEATURE2_ARCH_3_1));
return 0;
}
#endif"
HAS_P10_RUNTIME
)
if (HAS_P10_RUNTIME)
set_source_files_properties(${MLAS_SRC_DIR}/platform.cpp PROPERTIES COMPILE_FLAGS "-DPOWER10")
set_source_files_properties(${MLAS_SRC_DIR}/qgemm.cpp PROPERTIES COMPILE_FLAGS "-DPOWER10")
endif()
set(mlas_platform_srcs_power10
${MLAS_SRC_DIR}/power/SgemmKernelPOWER10.cpp
${MLAS_SRC_DIR}/power/DgemmKernelPOWER10.cpp
${MLAS_SRC_DIR}/power/qgemm_kernel_power10.cpp
)
set_source_files_properties(${MLAS_SRC_DIR}/power/SgemmKernelPOWER10.cpp PROPERTIES COMPILE_FLAGS "-O2 -mcpu=power10 -DSINGLE")
set_source_files_properties(${MLAS_SRC_DIR}/power/DgemmKernelPOWER10.cpp PROPERTIES COMPILE_FLAGS "-O2 -mcpu=power10")
set_source_files_properties(${MLAS_SRC_DIR}/power/qgemm_kernel_power10.cpp PROPERTIES COMPILE_FLAGS "-O3 -mcpu=power10")
set(mlas_platform_srcs
${mlas_platform_srcs}
${mlas_platform_srcs_power10}
)
endif()
endif()
if(NOT ONNXRUNTIME_MLAS_MULTI_ARCH)
set(MLAS_SOURCE_IS_NOT_SET 0)
endif()
endif()
if(X86 AND MLAS_SOURCE_IS_NOT_SET)
enable_language(ASM)
set(mlas_platform_srcs_sse2
${MLAS_SRC_DIR}/qgemm_kernel_sse.cpp
${MLAS_SRC_DIR}/x86/SgemmKernelSse2.S
)
set_source_files_properties(${mlas_platform_srcs_sse2} PROPERTIES COMPILE_FLAGS "-msse2")
set(mlas_platform_srcs_avx
${MLAS_SRC_DIR}/x86/SgemmKernelAvx.S
)
set_source_files_properties(${mlas_platform_srcs_avx} PROPERTIES COMPILE_FLAGS "-mavx")
set(mlas_platform_srcs
${mlas_platform_srcs_sse2}
${mlas_platform_srcs_avx}
)
# In r23, NDK remove __x86.get_pc_thunk.* from libatomic. Add our own
# implementation to avoid external dependency.
if(ANDROID)
set(mlas_platform_srcs
${mlas_platform_srcs}
${MLAS_SRC_DIR}/x86/x86.get_pc_thunk.S
)
endif()
if(NOT ONNXRUNTIME_MLAS_MULTI_ARCH)
set(MLAS_SOURCE_IS_NOT_SET 0)
endif()
endif()
if(X86_64 AND MLAS_SOURCE_IS_NOT_SET)
enable_language(ASM)
# Forward the flags for the minimum target platform version from the C
# compiler to the assembler. This works around CMakeASMCompiler.cmake.in
# not including the logic to set this flag for the assembler.
set(CMAKE_ASM${ASM_DIALECT}_OSX_DEPLOYMENT_TARGET_FLAG "${CMAKE_C_OSX_DEPLOYMENT_TARGET_FLAG}")
# The LLVM assembler does not support the .arch directive to enable instruction
# set extensions and also doesn't support AVX-512F instructions without
# turning on support via command-line option. Group the sources by the
# instruction set extension and explicitly set the compiler flag as appropriate.
set(mlas_platform_srcs_sse2
${MLAS_SRC_DIR}/qgemm_kernel_sse.cpp
${MLAS_SRC_DIR}/x86_64/DgemmKernelSse2.S
${MLAS_SRC_DIR}/x86_64/SgemmKernelSse2.S
${MLAS_SRC_DIR}/x86_64/SgemmTransposePackB16x4Sse2.S
${MLAS_SRC_DIR}/x86_64/SconvKernelSse2.S
${MLAS_SRC_DIR}/x86_64/SpoolKernelSse2.S
)
if(NOT APPLE)
set(mlas_platform_srcs_sse2
${mlas_platform_srcs_sse2}
${MLAS_SRC_DIR}/x86_64/cvtfp16a.S
)
endif()
set_source_files_properties(${mlas_platform_srcs_sse2} PROPERTIES COMPILE_FLAGS "-msse2")
set(mlas_platform_srcs_avx
${MLAS_SRC_DIR}/x86_64/DgemmKernelAvx.S
${MLAS_SRC_DIR}/x86_64/SgemmKernelAvx.S
${MLAS_SRC_DIR}/x86_64/SgemmKernelM1Avx.S
${MLAS_SRC_DIR}/x86_64/SgemmKernelM1TransposeBAvx.S
${MLAS_SRC_DIR}/x86_64/SgemmTransposePackB16x4Avx.S
${MLAS_SRC_DIR}/x86_64/SconvKernelAvx.S
${MLAS_SRC_DIR}/x86_64/SpoolKernelAvx.S
${MLAS_SRC_DIR}/x86_64/SoftmaxKernelAvx.S
${MLAS_SRC_DIR}/intrinsics/avx/min_max_elements.cpp
)
set_source_files_properties(${mlas_platform_srcs_avx} PROPERTIES COMPILE_FLAGS "-mavx")
set(mlas_platform_srcs_avx2
${MLAS_SRC_DIR}/x86_64/QgemmU8S8KernelAvx2.S
${MLAS_SRC_DIR}/x86_64/QgemvU8S8KernelAvx2.S
${MLAS_SRC_DIR}/x86_64/QgemmU8U8KernelAvx2.S
${MLAS_SRC_DIR}/x86_64/QgemvU8S8KernelAvxVnni.S
${MLAS_SRC_DIR}/x86_64/QgemmU8X8KernelAvx2.S
${MLAS_SRC_DIR}/x86_64/ConvSymKernelAvx2.S
${MLAS_SRC_DIR}/x86_64/DgemmKernelFma3.S
${MLAS_SRC_DIR}/x86_64/SgemmKernelFma3.S
${MLAS_SRC_DIR}/x86_64/SconvKernelFma3.S
${MLAS_SRC_DIR}/x86_64/TransKernelFma3.S
${MLAS_SRC_DIR}/x86_64/LogisticKernelFma3.S
${MLAS_SRC_DIR}/x86_64/TanhKernelFma3.S
${MLAS_SRC_DIR}/x86_64/ErfKernelFma3.S
${MLAS_SRC_DIR}/intrinsics/avx2/qladd_avx2.cpp
${MLAS_SRC_DIR}/intrinsics/avx2/qdwconv_avx2.cpp
${MLAS_SRC_DIR}/sqnbitgemm_kernel_avx2.cpp
)
if(CMAKE_CXX_COMPILER_VERSION GREATER_EQUAL 13.1 AND NOT(APPLE))
set(mlas_platform_srcs_avx2
${mlas_platform_srcs_avx2}
${MLAS_SRC_DIR}/x86_64/cvtfp16Avx.S
)
endif()
message(STATUS "CMAKE_CXX_COMPILER_ID: ${CMAKE_CXX_COMPILER_ID}")
message(STATUS "CMAKE_CXX_COMPILER_VERSION: ${CMAKE_CXX_COMPILER_VERSION}")
if(NOT "${CMAKE_CXX_COMPILER_ID}" STREQUAL "GNU" OR CMAKE_CXX_COMPILER_VERSION VERSION_GREATER "11")
message(STATUS "Using -mavx2 -mfma -mavxvnni flags")
set_source_files_properties(${mlas_platform_srcs_avx2} PROPERTIES COMPILE_FLAGS "-mavx2 -mfma -mf16c -mavxvnni")
else()
message(STATUS "Using -mavx2 -mfma flags")
set_source_files_properties(${mlas_platform_srcs_avx2} PROPERTIES COMPILE_FLAGS "-mavx2 -mfma -mf16c")
endif()
set(mlas_platform_srcs_avx512f
${MLAS_SRC_DIR}/x86_64/DgemmKernelAvx512F.S
${MLAS_SRC_DIR}/x86_64/SgemmKernelAvx512F.S
${MLAS_SRC_DIR}/x86_64/SconvKernelAvx512F.S
${MLAS_SRC_DIR}/x86_64/SoftmaxKernelAvx512F.S
${MLAS_SRC_DIR}/x86_64/SpoolKernelAvx512F.S
${MLAS_SRC_DIR}/x86_64/TransKernelAvx512F.S
${MLAS_SRC_DIR}/intrinsics/avx512/quantize_avx512f.cpp
)
set_source_files_properties(${mlas_platform_srcs_avx512f} PROPERTIES COMPILE_FLAGS "-mavx512f")
set(mlas_platform_srcs_avx512core
${MLAS_SRC_DIR}/x86_64/QgemvU8S8KernelAvx512Core.S
${MLAS_SRC_DIR}/x86_64/QgemvU8S8KernelAvx512Vnni.S
${MLAS_SRC_DIR}/x86_64/QgemmU8X8KernelAvx512Core.S
${MLAS_SRC_DIR}/x86_64/ConvSymKernelAvx512Core.S
${MLAS_SRC_DIR}/sqnbitgemm_kernel_avx512.cpp
)
set_source_files_properties(${mlas_platform_srcs_avx512core} PROPERTIES COMPILE_FLAGS "-mfma -mavx512vnni -mavx512bw -mavx512dq -mavx512vl")
set(mlas_platform_srcs_avx512vnni
${MLAS_SRC_DIR}/sqnbitgemm_kernel_avx512vnni.cpp
)
set_source_files_properties(${mlas_platform_srcs_avx512vnni} PROPERTIES COMPILE_FLAGS "-mfma -mavx512vnni -mavx512bw -mavx512dq -mavx512vl -mavx512f")
set(mlas_platform_srcs
${MLAS_SRC_DIR}/activate_fp16.cpp
${MLAS_SRC_DIR}/dwconv.cpp
${MLAS_SRC_DIR}/dgemm.cpp
${MLAS_SRC_DIR}/pooling_fp16.cpp
${MLAS_SRC_DIR}/qgemm_kernel_avx2.cpp
${mlas_platform_srcs_sse2}
${mlas_platform_srcs_avx}
${mlas_platform_srcs_avx2}
${mlas_platform_srcs_avx512f}
${mlas_platform_srcs_avx512core}
${mlas_platform_srcs_avx512vnni}
)
if (NOT onnxruntime_ORT_MINIMAL_BUILD)
set(mlas_platform_srcs
${mlas_platform_srcs}
${MLAS_SRC_DIR}/q4gemm_avx512.cpp
)
set_source_files_properties(${MLAS_SRC_DIR}/q4gemm_avx512.cpp PROPERTIES COMPILE_FLAGS "-mfma -mavx512vnni -mavx512bw -mavx512dq -mavx512vl -mavx512f")
endif()
if(NOT APPLE)
set(mlas_platform_srcs
${mlas_platform_srcs}
${MLAS_SRC_DIR}/x86_64/QgemmU8S8KernelAmxCommon.S
${MLAS_SRC_DIR}/qgemm_kernel_amx.cpp
${MLAS_SRC_DIR}/x86_64/QgemmU8S8KernelAmx.S
)
set_source_files_properties(${MLAS_SRC_DIR}/qgemm_kernel_amx.cpp PROPERTIES COMPILE_FLAGS "-mavx2 -mavx512bw -mavx512dq -mavx512vl -mavx512f")
set_source_files_properties(${MLAS_SRC_DIR}/x86_64/QgemmU8S8KernelAmx.S PROPERTIES COMPILE_FLAGS "-mavx2 -mavx512bw -mavx512dq -mavx512vl -mavx512f")
endif()
if(ONNXRUNTIME_MLAS_MULTI_ARCH)
onnxruntime_add_static_library(onnxruntime_mlas_x86_64 ${mlas_platform_srcs})
set_target_properties(onnxruntime_mlas_x86_64 PROPERTIES OSX_ARCHITECTURES "x86_64")
list(APPEND ONNXRUNTIME_MLAS_LIBS onnxruntime_mlas_x86_64)
set(mlas_platform_srcs )
else()
set(MLAS_SOURCE_IS_NOT_SET 0)
endif()
endif()
if(LOONGARCH64 AND MLAS_SOURCE_IS_NOT_SET)
set(mlas_platform_srcs
${MLAS_SRC_DIR}/qgemm_kernel_lsx.cpp
${MLAS_SRC_DIR}/loongarch64/SgemmKernelLasx.S
${MLAS_SRC_DIR}/loongarch64/DgemmKernelLsx.S
${MLAS_SRC_DIR}/loongarch64/DgemmKernelLasx.S
${MLAS_SRC_DIR}/loongarch64/SgemmKernelLsx.S
${MLAS_SRC_DIR}/loongarch64/SconvKernelLsx.S
${MLAS_SRC_DIR}/loongarch64/SconvKernelLasx.S
${MLAS_SRC_DIR}/loongarch64/SpoolKernelLSX.S
${MLAS_SRC_DIR}/loongarch64/SpoolKernelLasx.S
${MLAS_SRC_DIR}/loongarch64/SgemmTransposePackB16x4LSX.S
${MLAS_SRC_DIR}/loongarch64/SgemmTransposePackB16x4Lasx.S
${MLAS_SRC_DIR}/loongarch64/SoftmaxKernelLasx.S
)
set(CMAKE_CXX_FLAGS "${CMAKE_CXX_FLAGS} -mlsx -mlasx")
if(NOT ONNXRUNTIME_MLAS_MULTI_ARCH)
set(MLAS_SOURCE_IS_NOT_SET 0)
endif()
endif()
if(NOT ONNXRUNTIME_MLAS_MULTI_ARCH AND MLAS_SOURCE_IS_NOT_SET)
file(GLOB_RECURSE mlas_platform_srcs
"${MLAS_SRC_DIR}/scalar/*.cpp")
elseif (onnxruntime_FORCE_GENERIC_ALGORITHMS)
file(GLOB_RECURSE mlas_platform_srcs_generic
"${MLAS_SRC_DIR}/scalar/*.cpp")
set(mlas_platform_srcs
${mlas_platform_srcs}
${mlas_platform_srcs_generic}
)
endif()
target_sources(onnxruntime_mlas PRIVATE ${mlas_platform_srcs})
endif()
foreach(mlas_target ${ONNXRUNTIME_MLAS_LIBS})
target_include_directories(${mlas_target} PRIVATE ${MLAS_INC_DIR} ${MLAS_SRC_DIR})
onnxruntime_add_include_to_target(${mlas_target} ${GSL_TARGET})
set_target_properties(${mlas_target} PROPERTIES FOLDER "ONNXRuntime")
endforeach()
if (WIN32)
target_compile_options(onnxruntime_mlas PRIVATE "$<$<COMPILE_LANGUAGE:CXX>:/wd6385>" "$<$<COMPILE_LANGUAGE:CXX>:/wd4127>")
if (onnxruntime_ENABLE_STATIC_ANALYSIS)
target_compile_options(onnxruntime_mlas PRIVATE "$<$<COMPILE_LANGUAGE:CXX>:/analyze:stacksize 131072>")
endif()
endif()
if (PLATFORM_NAME STREQUAL "macabi")
# Needed for maccatalyst C compilation
# i.e. the flags below add "--target=x86_64-apple-ios14.0-macabi -ffunction-sections -fdata-sections"
target_compile_options(onnxruntime_mlas PRIVATE ${CMAKE_C_FLAGS})
endif()
if (NOT onnxruntime_BUILD_SHARED_LIB)
install(TARGETS onnxruntime_mlas
ARCHIVE DESTINATION ${CMAKE_INSTALL_LIBDIR}
LIBRARY DESTINATION ${CMAKE_INSTALL_LIBDIR}
RUNTIME DESTINATION ${CMAKE_INSTALL_BINDIR}
FRAMEWORK DESTINATION ${CMAKE_INSTALL_BINDIR})
endif()
# set up source group for MLAS source files
block()
set(source_group_srcs)
foreach(mlas_target ${ONNXRUNTIME_MLAS_LIBS})
get_target_property(mlas_target_srcs ${mlas_target} SOURCES)
foreach(mlas_target_src ${mlas_target_srcs})
cmake_path(IS_PREFIX MLAS_ROOT ${mlas_target_src} in_mlas_root)
if(in_mlas_root)
list(APPEND source_group_srcs ${mlas_target_src})
endif()
endforeach()
endforeach()
source_group(TREE ${MLAS_ROOT} FILES ${source_group_srcs})
endblock()
if (NOT onnxruntime_ORT_MINIMAL_BUILD)
#
# Command line tool for quantization and de-quantization of 2-D fp32 tensors
# based on block-wise quantization of int4
#
onnxruntime_add_executable(onnxruntime_mlas_q4dq
${MLAS_SRC_DIR}/q4_dq_cli.cpp
)
target_include_directories(onnxruntime_mlas_q4dq PRIVATE ${MLAS_INC_DIR} ${MLAS_SRC_DIR})
set_target_properties(onnxruntime_mlas_q4dq PROPERTIES FOLDER "ONNXRuntimeTest")
target_link_libraries(onnxruntime_mlas_q4dq PRIVATE ${ONNXRUNTIME_MLAS_LIBS} onnxruntime_common)
if (CPUINFO_SUPPORTED AND NOT CMAKE_SYSTEM_NAME STREQUAL "Emscripten")
target_link_libraries(onnxruntime_mlas_q4dq PRIVATE cpuinfo)
endif()
if(NOT WIN32)
target_link_libraries(onnxruntime_mlas_q4dq PRIVATE ${CMAKE_DL_LIBS})
endif()
if (CMAKE_SYSTEM_NAME STREQUAL "Android")
target_link_libraries(onnxruntime_mlas_q4dq PRIVATE ${android_shared_libs})
endif()
if(WIN32)
target_link_libraries(onnxruntime_mlas_q4dq PRIVATE debug Dbghelp Advapi32)
endif()
if (onnxruntime_LINK_LIBATOMIC)
target_link_libraries(onnxruntime_mlas_q4dq PRIVATE atomic)
endif()
target_link_libraries(onnxruntime_mlas_q4dq PRIVATE Threads::Threads)
if (CMAKE_SYSTEM_NAME STREQUAL "Emscripten")
if (onnxruntime_ENABLE_WEBASSEMBLY_THREADS)
set_target_properties(onnxruntime_mlas_q4dq PROPERTIES LINK_FLAGS "-s ALLOW_MEMORY_GROWTH=1 -s PROXY_TO_PTHREAD=1 -s EXIT_RUNTIME=1")
else()
set_target_properties(onnxruntime_mlas_q4dq PROPERTIES LINK_FLAGS "-s ALLOW_MEMORY_GROWTH=1")
endif()
endif()
endif()