1*4bdc9457SAndroid Build Coastguard Worker // Copyright 2021 Google LLC
2*4bdc9457SAndroid Build Coastguard Worker //
3*4bdc9457SAndroid Build Coastguard Worker // This source code is licensed under the BSD-style license found in the
4*4bdc9457SAndroid Build Coastguard Worker // LICENSE file in the root directory of this source tree.
5*4bdc9457SAndroid Build Coastguard Worker
6*4bdc9457SAndroid Build Coastguard Worker #include <algorithm>
7*4bdc9457SAndroid Build Coastguard Worker #include <cmath>
8*4bdc9457SAndroid Build Coastguard Worker #include <functional>
9*4bdc9457SAndroid Build Coastguard Worker #include <random>
10*4bdc9457SAndroid Build Coastguard Worker #include <vector>
11*4bdc9457SAndroid Build Coastguard Worker
12*4bdc9457SAndroid Build Coastguard Worker #include <benchmark/benchmark.h>
13*4bdc9457SAndroid Build Coastguard Worker #include "bench/utils.h"
14*4bdc9457SAndroid Build Coastguard Worker
15*4bdc9457SAndroid Build Coastguard Worker #include <xnnpack.h>
16*4bdc9457SAndroid Build Coastguard Worker #include <xnnpack/aligned-allocator.h>
17*4bdc9457SAndroid Build Coastguard Worker #include <xnnpack/common.h>
18*4bdc9457SAndroid Build Coastguard Worker #include <xnnpack/microfnptr.h>
19*4bdc9457SAndroid Build Coastguard Worker #include <xnnpack/microparams-init.h>
20*4bdc9457SAndroid Build Coastguard Worker #include <xnnpack/vmul.h>
21*4bdc9457SAndroid Build Coastguard Worker
22*4bdc9457SAndroid Build Coastguard Worker
qu8_vmulc(benchmark::State & state,xnn_qu8_vmul_minmax_ukernel_function vmulc,xnn_init_qu8_mul_minmax_params_fn init_params,benchmark::utils::IsaCheckFunction isa_check=nullptr)23*4bdc9457SAndroid Build Coastguard Worker static void qu8_vmulc(
24*4bdc9457SAndroid Build Coastguard Worker benchmark::State& state,
25*4bdc9457SAndroid Build Coastguard Worker xnn_qu8_vmul_minmax_ukernel_function vmulc,
26*4bdc9457SAndroid Build Coastguard Worker xnn_init_qu8_mul_minmax_params_fn init_params,
27*4bdc9457SAndroid Build Coastguard Worker benchmark::utils::IsaCheckFunction isa_check = nullptr)
28*4bdc9457SAndroid Build Coastguard Worker {
29*4bdc9457SAndroid Build Coastguard Worker if (isa_check && !isa_check(state)) {
30*4bdc9457SAndroid Build Coastguard Worker return;
31*4bdc9457SAndroid Build Coastguard Worker }
32*4bdc9457SAndroid Build Coastguard Worker
33*4bdc9457SAndroid Build Coastguard Worker const size_t num_elements = state.range(0);
34*4bdc9457SAndroid Build Coastguard Worker
35*4bdc9457SAndroid Build Coastguard Worker std::random_device random_device;
36*4bdc9457SAndroid Build Coastguard Worker auto rng = std::mt19937(random_device());
37*4bdc9457SAndroid Build Coastguard Worker auto u8rng = std::bind(
38*4bdc9457SAndroid Build Coastguard Worker std::uniform_int_distribution<uint32_t>(std::numeric_limits<uint8_t>::min(), std::numeric_limits<uint8_t>::max()),
39*4bdc9457SAndroid Build Coastguard Worker std::ref(rng));
40*4bdc9457SAndroid Build Coastguard Worker
41*4bdc9457SAndroid Build Coastguard Worker std::vector<uint8_t, AlignedAllocator<uint8_t, 64>> a(num_elements);
42*4bdc9457SAndroid Build Coastguard Worker std::vector<uint8_t, AlignedAllocator<uint8_t, 64>> product(num_elements);
43*4bdc9457SAndroid Build Coastguard Worker std::generate(a.begin(), a.end(), std::ref(u8rng));
44*4bdc9457SAndroid Build Coastguard Worker const uint8_t b = u8rng();
45*4bdc9457SAndroid Build Coastguard Worker
46*4bdc9457SAndroid Build Coastguard Worker union xnn_qu8_mul_minmax_params params;
47*4bdc9457SAndroid Build Coastguard Worker init_params(¶ms,
48*4bdc9457SAndroid Build Coastguard Worker 127 /* a zero point */, 127 /* b zero point */, 127 /* output zero point */,
49*4bdc9457SAndroid Build Coastguard Worker 0.75f /* product-output scale */,
50*4bdc9457SAndroid Build Coastguard Worker std::numeric_limits<uint8_t>::min() + 1, std::numeric_limits<uint8_t>::max() - 1);
51*4bdc9457SAndroid Build Coastguard Worker for (auto _ : state) {
52*4bdc9457SAndroid Build Coastguard Worker vmulc(num_elements * sizeof(uint8_t), a.data(), &b, product.data(), ¶ms);
53*4bdc9457SAndroid Build Coastguard Worker }
54*4bdc9457SAndroid Build Coastguard Worker
55*4bdc9457SAndroid Build Coastguard Worker const uint64_t cpu_frequency = benchmark::utils::GetCurrentCpuFrequency();
56*4bdc9457SAndroid Build Coastguard Worker if (cpu_frequency != 0) {
57*4bdc9457SAndroid Build Coastguard Worker state.counters["cpufreq"] = cpu_frequency;
58*4bdc9457SAndroid Build Coastguard Worker }
59*4bdc9457SAndroid Build Coastguard Worker
60*4bdc9457SAndroid Build Coastguard Worker const size_t num_elements_per_iteration = num_elements;
61*4bdc9457SAndroid Build Coastguard Worker state.counters["num_elements"] =
62*4bdc9457SAndroid Build Coastguard Worker benchmark::Counter(uint64_t(state.iterations()) * num_elements_per_iteration, benchmark::Counter::kIsRate);
63*4bdc9457SAndroid Build Coastguard Worker
64*4bdc9457SAndroid Build Coastguard Worker const size_t bytes_per_iteration = 2 * num_elements * sizeof(int8_t);
65*4bdc9457SAndroid Build Coastguard Worker state.counters["bytes"] =
66*4bdc9457SAndroid Build Coastguard Worker benchmark::Counter(uint64_t(state.iterations()) * bytes_per_iteration, benchmark::Counter::kIsRate);
67*4bdc9457SAndroid Build Coastguard Worker }
68*4bdc9457SAndroid Build Coastguard Worker
69*4bdc9457SAndroid Build Coastguard Worker #if XNN_ARCH_ARM || XNN_ARCH_ARM64
70*4bdc9457SAndroid Build Coastguard Worker BENCHMARK_CAPTURE(qu8_vmulc, fp32__neonv8_ld64_x8,
71*4bdc9457SAndroid Build Coastguard Worker xnn_qu8_vmulc_minmax_fp32_ukernel__neonv8_ld64_x8,
72*4bdc9457SAndroid Build Coastguard Worker xnn_init_qu8_mul_minmax_fp32_neonv8_params,
73*4bdc9457SAndroid Build Coastguard Worker benchmark::utils::CheckNEONV8)
74*4bdc9457SAndroid Build Coastguard Worker ->Apply(benchmark::utils::UnaryElementwiseParameters<uint8_t, uint8_t>)
75*4bdc9457SAndroid Build Coastguard Worker ->UseRealTime();
76*4bdc9457SAndroid Build Coastguard Worker BENCHMARK_CAPTURE(qu8_vmulc, fp32__neonv8_ld64_x16,
77*4bdc9457SAndroid Build Coastguard Worker xnn_qu8_vmulc_minmax_fp32_ukernel__neonv8_ld64_x16,
78*4bdc9457SAndroid Build Coastguard Worker xnn_init_qu8_mul_minmax_fp32_neonv8_params,
79*4bdc9457SAndroid Build Coastguard Worker benchmark::utils::CheckNEONV8)
80*4bdc9457SAndroid Build Coastguard Worker ->Apply(benchmark::utils::UnaryElementwiseParameters<uint8_t, uint8_t>)
81*4bdc9457SAndroid Build Coastguard Worker ->UseRealTime();
82*4bdc9457SAndroid Build Coastguard Worker
83*4bdc9457SAndroid Build Coastguard Worker BENCHMARK_CAPTURE(qu8_vmulc, fp32__neonv8_ld128_x16,
84*4bdc9457SAndroid Build Coastguard Worker xnn_qu8_vmulc_minmax_fp32_ukernel__neonv8_ld128_x16,
85*4bdc9457SAndroid Build Coastguard Worker xnn_init_qu8_mul_minmax_fp32_neonv8_params,
86*4bdc9457SAndroid Build Coastguard Worker benchmark::utils::CheckNEONV8)
87*4bdc9457SAndroid Build Coastguard Worker ->Apply(benchmark::utils::UnaryElementwiseParameters<uint8_t, uint8_t>)
88*4bdc9457SAndroid Build Coastguard Worker ->UseRealTime();
89*4bdc9457SAndroid Build Coastguard Worker
90*4bdc9457SAndroid Build Coastguard Worker BENCHMARK_CAPTURE(qu8_vmulc, fp32__neon_ld64_x8,
91*4bdc9457SAndroid Build Coastguard Worker xnn_qu8_vmulc_minmax_fp32_ukernel__neon_ld64_x8,
92*4bdc9457SAndroid Build Coastguard Worker xnn_init_qu8_mul_minmax_fp32_neon_params,
93*4bdc9457SAndroid Build Coastguard Worker benchmark::utils::CheckNEON)
94*4bdc9457SAndroid Build Coastguard Worker ->Apply(benchmark::utils::UnaryElementwiseParameters<uint8_t, uint8_t>)
95*4bdc9457SAndroid Build Coastguard Worker ->UseRealTime();
96*4bdc9457SAndroid Build Coastguard Worker BENCHMARK_CAPTURE(qu8_vmulc, fp32__neon_ld64_x16,
97*4bdc9457SAndroid Build Coastguard Worker xnn_qu8_vmulc_minmax_fp32_ukernel__neon_ld64_x16,
98*4bdc9457SAndroid Build Coastguard Worker xnn_init_qu8_mul_minmax_fp32_neon_params,
99*4bdc9457SAndroid Build Coastguard Worker benchmark::utils::CheckNEON)
100*4bdc9457SAndroid Build Coastguard Worker ->Apply(benchmark::utils::UnaryElementwiseParameters<uint8_t, uint8_t>)
101*4bdc9457SAndroid Build Coastguard Worker ->UseRealTime();
102*4bdc9457SAndroid Build Coastguard Worker
103*4bdc9457SAndroid Build Coastguard Worker BENCHMARK_CAPTURE(qu8_vmulc, fp32__neon_ld128_x16,
104*4bdc9457SAndroid Build Coastguard Worker xnn_qu8_vmulc_minmax_fp32_ukernel__neon_ld128_x16,
105*4bdc9457SAndroid Build Coastguard Worker xnn_init_qu8_mul_minmax_fp32_neon_params,
106*4bdc9457SAndroid Build Coastguard Worker benchmark::utils::CheckNEON)
107*4bdc9457SAndroid Build Coastguard Worker ->Apply(benchmark::utils::UnaryElementwiseParameters<uint8_t, uint8_t>)
108*4bdc9457SAndroid Build Coastguard Worker ->UseRealTime();
109*4bdc9457SAndroid Build Coastguard Worker
110*4bdc9457SAndroid Build Coastguard Worker BENCHMARK_CAPTURE(qu8_vmulc, rndnu__neon_ld64_x8,
111*4bdc9457SAndroid Build Coastguard Worker xnn_qu8_vmulc_minmax_rndnu_ukernel__neon_ld64_x8,
112*4bdc9457SAndroid Build Coastguard Worker xnn_init_qu8_mul_minmax_rndnu_neon_params,
113*4bdc9457SAndroid Build Coastguard Worker benchmark::utils::CheckNEON)
114*4bdc9457SAndroid Build Coastguard Worker ->Apply(benchmark::utils::UnaryElementwiseParameters<uint8_t, uint8_t>)
115*4bdc9457SAndroid Build Coastguard Worker ->UseRealTime();
116*4bdc9457SAndroid Build Coastguard Worker BENCHMARK_CAPTURE(qu8_vmulc, rndnu__neon_ld64_x16,
117*4bdc9457SAndroid Build Coastguard Worker xnn_qu8_vmulc_minmax_rndnu_ukernel__neon_ld64_x16,
118*4bdc9457SAndroid Build Coastguard Worker xnn_init_qu8_mul_minmax_rndnu_neon_params,
119*4bdc9457SAndroid Build Coastguard Worker benchmark::utils::CheckNEON)
120*4bdc9457SAndroid Build Coastguard Worker ->Apply(benchmark::utils::UnaryElementwiseParameters<uint8_t, uint8_t>)
121*4bdc9457SAndroid Build Coastguard Worker ->UseRealTime();
122*4bdc9457SAndroid Build Coastguard Worker
123*4bdc9457SAndroid Build Coastguard Worker BENCHMARK_CAPTURE(qu8_vmulc, rndnu__neon_ld128_x16,
124*4bdc9457SAndroid Build Coastguard Worker xnn_qu8_vmulc_minmax_rndnu_ukernel__neon_ld128_x16,
125*4bdc9457SAndroid Build Coastguard Worker xnn_init_qu8_mul_minmax_rndnu_neon_params,
126*4bdc9457SAndroid Build Coastguard Worker benchmark::utils::CheckNEON)
127*4bdc9457SAndroid Build Coastguard Worker ->Apply(benchmark::utils::UnaryElementwiseParameters<uint8_t, uint8_t>)
128*4bdc9457SAndroid Build Coastguard Worker ->UseRealTime();
129*4bdc9457SAndroid Build Coastguard Worker #endif // XNN_ARCH_ARM || XNN_ARCH_ARM64
130*4bdc9457SAndroid Build Coastguard Worker
131*4bdc9457SAndroid Build Coastguard Worker #if XNN_ARCH_X86 || XNN_ARCH_X86_64
132*4bdc9457SAndroid Build Coastguard Worker BENCHMARK_CAPTURE(qu8_vmulc, avx_mul16_ld64_x8,
133*4bdc9457SAndroid Build Coastguard Worker xnn_qu8_vmulc_minmax_fp32_ukernel__avx_mul16_ld64_x8,
134*4bdc9457SAndroid Build Coastguard Worker xnn_init_qu8_mul_minmax_fp32_sse2_params,
135*4bdc9457SAndroid Build Coastguard Worker benchmark::utils::CheckAVX)
136*4bdc9457SAndroid Build Coastguard Worker ->Apply(benchmark::utils::UnaryElementwiseParameters<uint8_t, uint8_t>)
137*4bdc9457SAndroid Build Coastguard Worker ->UseRealTime();
138*4bdc9457SAndroid Build Coastguard Worker BENCHMARK_CAPTURE(qu8_vmulc, avx_mul16_ld64_x16,
139*4bdc9457SAndroid Build Coastguard Worker xnn_qu8_vmulc_minmax_fp32_ukernel__avx_mul16_ld64_x16,
140*4bdc9457SAndroid Build Coastguard Worker xnn_init_qu8_mul_minmax_fp32_sse2_params,
141*4bdc9457SAndroid Build Coastguard Worker benchmark::utils::CheckAVX)
142*4bdc9457SAndroid Build Coastguard Worker ->Apply(benchmark::utils::UnaryElementwiseParameters<uint8_t, uint8_t>)
143*4bdc9457SAndroid Build Coastguard Worker ->UseRealTime();
144*4bdc9457SAndroid Build Coastguard Worker
145*4bdc9457SAndroid Build Coastguard Worker BENCHMARK_CAPTURE(qu8_vmulc, sse41_mul16_ld64_x8,
146*4bdc9457SAndroid Build Coastguard Worker xnn_qu8_vmulc_minmax_fp32_ukernel__sse41_mul16_ld64_x8,
147*4bdc9457SAndroid Build Coastguard Worker xnn_init_qu8_mul_minmax_fp32_sse2_params,
148*4bdc9457SAndroid Build Coastguard Worker benchmark::utils::CheckSSE41)
149*4bdc9457SAndroid Build Coastguard Worker ->Apply(benchmark::utils::UnaryElementwiseParameters<uint8_t, uint8_t>)
150*4bdc9457SAndroid Build Coastguard Worker ->UseRealTime();
151*4bdc9457SAndroid Build Coastguard Worker BENCHMARK_CAPTURE(qu8_vmulc, sse41_mul16_ld64_x16,
152*4bdc9457SAndroid Build Coastguard Worker xnn_qu8_vmulc_minmax_fp32_ukernel__sse41_mul16_ld64_x16,
153*4bdc9457SAndroid Build Coastguard Worker xnn_init_qu8_mul_minmax_fp32_sse2_params,
154*4bdc9457SAndroid Build Coastguard Worker benchmark::utils::CheckSSE41)
155*4bdc9457SAndroid Build Coastguard Worker ->Apply(benchmark::utils::UnaryElementwiseParameters<uint8_t, uint8_t>)
156*4bdc9457SAndroid Build Coastguard Worker ->UseRealTime();
157*4bdc9457SAndroid Build Coastguard Worker
158*4bdc9457SAndroid Build Coastguard Worker BENCHMARK_CAPTURE(qu8_vmulc, sse2_mul16_ld64_x8,
159*4bdc9457SAndroid Build Coastguard Worker xnn_qu8_vmulc_minmax_fp32_ukernel__sse2_mul16_ld64_x8,
160*4bdc9457SAndroid Build Coastguard Worker xnn_init_qu8_mul_minmax_fp32_sse2_params)
161*4bdc9457SAndroid Build Coastguard Worker ->Apply(benchmark::utils::UnaryElementwiseParameters<uint8_t, uint8_t>)
162*4bdc9457SAndroid Build Coastguard Worker ->UseRealTime();
163*4bdc9457SAndroid Build Coastguard Worker BENCHMARK_CAPTURE(qu8_vmulc, sse2_mul16_ld64_x16,
164*4bdc9457SAndroid Build Coastguard Worker xnn_qu8_vmulc_minmax_fp32_ukernel__sse2_mul16_ld64_x16,
165*4bdc9457SAndroid Build Coastguard Worker xnn_init_qu8_mul_minmax_fp32_sse2_params)
166*4bdc9457SAndroid Build Coastguard Worker ->Apply(benchmark::utils::UnaryElementwiseParameters<uint8_t, uint8_t>)
167*4bdc9457SAndroid Build Coastguard Worker ->UseRealTime();
168*4bdc9457SAndroid Build Coastguard Worker #endif // XNN_ARCH_X86 || XNN_ARCH_X86_64
169*4bdc9457SAndroid Build Coastguard Worker
170*4bdc9457SAndroid Build Coastguard Worker #if XNN_ARCH_WASMSIMD || XNN_ARCH_WASMRELAXEDSIMD
171*4bdc9457SAndroid Build Coastguard Worker BENCHMARK_CAPTURE(qu8_vmulc, wasmsimd_mul32_ld64_x8,
172*4bdc9457SAndroid Build Coastguard Worker xnn_qu8_vmulc_minmax_fp32_ukernel__wasmsimd_mul32_ld64_x8,
173*4bdc9457SAndroid Build Coastguard Worker xnn_init_qu8_mul_minmax_fp32_wasmsimd_params)
174*4bdc9457SAndroid Build Coastguard Worker ->Apply(benchmark::utils::UnaryElementwiseParameters<uint8_t, uint8_t>)
175*4bdc9457SAndroid Build Coastguard Worker ->UseRealTime();
176*4bdc9457SAndroid Build Coastguard Worker BENCHMARK_CAPTURE(qu8_vmulc, wasmsimd_mul32_ld64_x16,
177*4bdc9457SAndroid Build Coastguard Worker xnn_qu8_vmulc_minmax_fp32_ukernel__wasmsimd_mul32_ld64_x16,
178*4bdc9457SAndroid Build Coastguard Worker xnn_init_qu8_mul_minmax_fp32_wasmsimd_params)
179*4bdc9457SAndroid Build Coastguard Worker ->Apply(benchmark::utils::UnaryElementwiseParameters<uint8_t, uint8_t>)
180*4bdc9457SAndroid Build Coastguard Worker ->UseRealTime();
181*4bdc9457SAndroid Build Coastguard Worker #endif // XNN_ARCH_WASMSIMD || XNN_ARCH_WASMRELAXEDSIMD
182*4bdc9457SAndroid Build Coastguard Worker
183*4bdc9457SAndroid Build Coastguard Worker BENCHMARK_CAPTURE(qu8_vmulc, scalar_x1,
184*4bdc9457SAndroid Build Coastguard Worker xnn_qu8_vmulc_minmax_fp32_ukernel__scalar_x1,
185*4bdc9457SAndroid Build Coastguard Worker xnn_init_qu8_mul_minmax_fp32_scalar_params)
186*4bdc9457SAndroid Build Coastguard Worker ->Apply(benchmark::utils::UnaryElementwiseParameters<uint8_t, uint8_t>)
187*4bdc9457SAndroid Build Coastguard Worker ->UseRealTime();
188*4bdc9457SAndroid Build Coastguard Worker BENCHMARK_CAPTURE(qu8_vmulc, scalar_x2,
189*4bdc9457SAndroid Build Coastguard Worker xnn_qu8_vmulc_minmax_fp32_ukernel__scalar_x2,
190*4bdc9457SAndroid Build Coastguard Worker xnn_init_qu8_mul_minmax_fp32_scalar_params)
191*4bdc9457SAndroid Build Coastguard Worker ->Apply(benchmark::utils::UnaryElementwiseParameters<uint8_t, uint8_t>)
192*4bdc9457SAndroid Build Coastguard Worker ->UseRealTime();
193*4bdc9457SAndroid Build Coastguard Worker BENCHMARK_CAPTURE(qu8_vmulc, scalar_x4,
194*4bdc9457SAndroid Build Coastguard Worker xnn_qu8_vmulc_minmax_fp32_ukernel__scalar_x4,
195*4bdc9457SAndroid Build Coastguard Worker xnn_init_qu8_mul_minmax_fp32_scalar_params)
196*4bdc9457SAndroid Build Coastguard Worker ->Apply(benchmark::utils::UnaryElementwiseParameters<uint8_t, uint8_t>)
197*4bdc9457SAndroid Build Coastguard Worker ->UseRealTime();
198*4bdc9457SAndroid Build Coastguard Worker
199*4bdc9457SAndroid Build Coastguard Worker #ifndef XNNPACK_BENCHMARK_NO_MAIN
200*4bdc9457SAndroid Build Coastguard Worker BENCHMARK_MAIN();
201*4bdc9457SAndroid Build Coastguard Worker #endif
202