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_vmul(benchmark::State & state,xnn_qu8_vmul_minmax_ukernel_function vmul,xnn_init_qu8_mul_minmax_params_fn init_params,benchmark::utils::IsaCheckFunction isa_check=nullptr)23*4bdc9457SAndroid Build Coastguard Worker static void qu8_vmul(
24*4bdc9457SAndroid Build Coastguard Worker benchmark::State& state,
25*4bdc9457SAndroid Build Coastguard Worker xnn_qu8_vmul_minmax_ukernel_function vmul,
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>> b(num_elements);
43*4bdc9457SAndroid Build Coastguard Worker std::vector<uint8_t, AlignedAllocator<uint8_t, 64>> product(num_elements);
44*4bdc9457SAndroid Build Coastguard Worker std::generate(a.begin(), a.end(), std::ref(u8rng));
45*4bdc9457SAndroid Build Coastguard Worker std::generate(b.begin(), b.end(), std::ref(u8rng));
46*4bdc9457SAndroid Build Coastguard Worker
47*4bdc9457SAndroid Build Coastguard Worker union xnn_qu8_mul_minmax_params params;
48*4bdc9457SAndroid Build Coastguard Worker init_params(¶ms,
49*4bdc9457SAndroid Build Coastguard Worker 127 /* a zero point */, 127 /* b zero point */, 127 /* output zero point */,
50*4bdc9457SAndroid Build Coastguard Worker 0.75f /* product-output scale */,
51*4bdc9457SAndroid Build Coastguard Worker std::numeric_limits<uint8_t>::min() + 1, std::numeric_limits<uint8_t>::max() - 1);
52*4bdc9457SAndroid Build Coastguard Worker for (auto _ : state) {
53*4bdc9457SAndroid Build Coastguard Worker vmul(num_elements * sizeof(uint8_t), a.data(), b.data(), product.data(), ¶ms);
54*4bdc9457SAndroid Build Coastguard Worker }
55*4bdc9457SAndroid Build Coastguard Worker
56*4bdc9457SAndroid Build Coastguard Worker const uint64_t cpu_frequency = benchmark::utils::GetCurrentCpuFrequency();
57*4bdc9457SAndroid Build Coastguard Worker if (cpu_frequency != 0) {
58*4bdc9457SAndroid Build Coastguard Worker state.counters["cpufreq"] = cpu_frequency;
59*4bdc9457SAndroid Build Coastguard Worker }
60*4bdc9457SAndroid Build Coastguard Worker
61*4bdc9457SAndroid Build Coastguard Worker const size_t num_elements_per_iteration = num_elements;
62*4bdc9457SAndroid Build Coastguard Worker state.counters["num_elements"] =
63*4bdc9457SAndroid Build Coastguard Worker benchmark::Counter(uint64_t(state.iterations()) * num_elements_per_iteration, benchmark::Counter::kIsRate);
64*4bdc9457SAndroid Build Coastguard Worker
65*4bdc9457SAndroid Build Coastguard Worker const size_t bytes_per_iteration = 3 * num_elements * sizeof(int8_t);
66*4bdc9457SAndroid Build Coastguard Worker state.counters["bytes"] =
67*4bdc9457SAndroid Build Coastguard Worker benchmark::Counter(uint64_t(state.iterations()) * bytes_per_iteration, benchmark::Counter::kIsRate);
68*4bdc9457SAndroid Build Coastguard Worker }
69*4bdc9457SAndroid Build Coastguard Worker
70*4bdc9457SAndroid Build Coastguard Worker #if XNN_ARCH_ARM || XNN_ARCH_ARM64
71*4bdc9457SAndroid Build Coastguard Worker BENCHMARK_CAPTURE(qu8_vmul, fp32__neonv8_ld64_x8,
72*4bdc9457SAndroid Build Coastguard Worker xnn_qu8_vmul_minmax_fp32_ukernel__neonv8_ld64_x8,
73*4bdc9457SAndroid Build Coastguard Worker xnn_init_qu8_mul_minmax_fp32_neonv8_params,
74*4bdc9457SAndroid Build Coastguard Worker benchmark::utils::CheckNEONV8)
75*4bdc9457SAndroid Build Coastguard Worker ->Apply(benchmark::utils::BinaryElementwiseParameters<uint8_t, uint8_t>)
76*4bdc9457SAndroid Build Coastguard Worker ->UseRealTime();
77*4bdc9457SAndroid Build Coastguard Worker BENCHMARK_CAPTURE(qu8_vmul, fp32__neonv8_ld64_x16,
78*4bdc9457SAndroid Build Coastguard Worker xnn_qu8_vmul_minmax_fp32_ukernel__neonv8_ld64_x16,
79*4bdc9457SAndroid Build Coastguard Worker xnn_init_qu8_mul_minmax_fp32_neonv8_params,
80*4bdc9457SAndroid Build Coastguard Worker benchmark::utils::CheckNEONV8)
81*4bdc9457SAndroid Build Coastguard Worker ->Apply(benchmark::utils::BinaryElementwiseParameters<uint8_t, uint8_t>)
82*4bdc9457SAndroid Build Coastguard Worker ->UseRealTime();
83*4bdc9457SAndroid Build Coastguard Worker
84*4bdc9457SAndroid Build Coastguard Worker BENCHMARK_CAPTURE(qu8_vmul, fp32__neonv8_ld128_x16,
85*4bdc9457SAndroid Build Coastguard Worker xnn_qu8_vmul_minmax_fp32_ukernel__neonv8_ld128_x16,
86*4bdc9457SAndroid Build Coastguard Worker xnn_init_qu8_mul_minmax_fp32_neonv8_params,
87*4bdc9457SAndroid Build Coastguard Worker benchmark::utils::CheckNEONV8)
88*4bdc9457SAndroid Build Coastguard Worker ->Apply(benchmark::utils::BinaryElementwiseParameters<uint8_t, uint8_t>)
89*4bdc9457SAndroid Build Coastguard Worker ->UseRealTime();
90*4bdc9457SAndroid Build Coastguard Worker
91*4bdc9457SAndroid Build Coastguard Worker BENCHMARK_CAPTURE(qu8_vmul, fp32__neon_ld64_x8,
92*4bdc9457SAndroid Build Coastguard Worker xnn_qu8_vmul_minmax_fp32_ukernel__neon_ld64_x8,
93*4bdc9457SAndroid Build Coastguard Worker xnn_init_qu8_mul_minmax_fp32_neon_params,
94*4bdc9457SAndroid Build Coastguard Worker benchmark::utils::CheckNEON)
95*4bdc9457SAndroid Build Coastguard Worker ->Apply(benchmark::utils::BinaryElementwiseParameters<uint8_t, uint8_t>)
96*4bdc9457SAndroid Build Coastguard Worker ->UseRealTime();
97*4bdc9457SAndroid Build Coastguard Worker BENCHMARK_CAPTURE(qu8_vmul, fp32__neon_ld64_x16,
98*4bdc9457SAndroid Build Coastguard Worker xnn_qu8_vmul_minmax_fp32_ukernel__neon_ld64_x16,
99*4bdc9457SAndroid Build Coastguard Worker xnn_init_qu8_mul_minmax_fp32_neon_params,
100*4bdc9457SAndroid Build Coastguard Worker benchmark::utils::CheckNEON)
101*4bdc9457SAndroid Build Coastguard Worker ->Apply(benchmark::utils::BinaryElementwiseParameters<uint8_t, uint8_t>)
102*4bdc9457SAndroid Build Coastguard Worker ->UseRealTime();
103*4bdc9457SAndroid Build Coastguard Worker
104*4bdc9457SAndroid Build Coastguard Worker BENCHMARK_CAPTURE(qu8_vmul, fp32__neon_ld128_x16,
105*4bdc9457SAndroid Build Coastguard Worker xnn_qu8_vmul_minmax_fp32_ukernel__neon_ld128_x16,
106*4bdc9457SAndroid Build Coastguard Worker xnn_init_qu8_mul_minmax_fp32_neon_params,
107*4bdc9457SAndroid Build Coastguard Worker benchmark::utils::CheckNEON)
108*4bdc9457SAndroid Build Coastguard Worker ->Apply(benchmark::utils::BinaryElementwiseParameters<uint8_t, uint8_t>)
109*4bdc9457SAndroid Build Coastguard Worker ->UseRealTime();
110*4bdc9457SAndroid Build Coastguard Worker
111*4bdc9457SAndroid Build Coastguard Worker BENCHMARK_CAPTURE(qu8_vmul, rndnu__neon_ld64_x8,
112*4bdc9457SAndroid Build Coastguard Worker xnn_qu8_vmul_minmax_rndnu_ukernel__neon_ld64_x8,
113*4bdc9457SAndroid Build Coastguard Worker xnn_init_qu8_mul_minmax_rndnu_neon_params,
114*4bdc9457SAndroid Build Coastguard Worker benchmark::utils::CheckNEON)
115*4bdc9457SAndroid Build Coastguard Worker ->Apply(benchmark::utils::BinaryElementwiseParameters<uint8_t, uint8_t>)
116*4bdc9457SAndroid Build Coastguard Worker ->UseRealTime();
117*4bdc9457SAndroid Build Coastguard Worker BENCHMARK_CAPTURE(qu8_vmul, rndnu__neon_ld64_x16,
118*4bdc9457SAndroid Build Coastguard Worker xnn_qu8_vmul_minmax_rndnu_ukernel__neon_ld64_x16,
119*4bdc9457SAndroid Build Coastguard Worker xnn_init_qu8_mul_minmax_rndnu_neon_params,
120*4bdc9457SAndroid Build Coastguard Worker benchmark::utils::CheckNEON)
121*4bdc9457SAndroid Build Coastguard Worker ->Apply(benchmark::utils::BinaryElementwiseParameters<uint8_t, uint8_t>)
122*4bdc9457SAndroid Build Coastguard Worker ->UseRealTime();
123*4bdc9457SAndroid Build Coastguard Worker
124*4bdc9457SAndroid Build Coastguard Worker BENCHMARK_CAPTURE(qu8_vmul, rndnu__neon_ld128_x16,
125*4bdc9457SAndroid Build Coastguard Worker xnn_qu8_vmul_minmax_rndnu_ukernel__neon_ld128_x16,
126*4bdc9457SAndroid Build Coastguard Worker xnn_init_qu8_mul_minmax_rndnu_neon_params,
127*4bdc9457SAndroid Build Coastguard Worker benchmark::utils::CheckNEON)
128*4bdc9457SAndroid Build Coastguard Worker ->Apply(benchmark::utils::BinaryElementwiseParameters<uint8_t, uint8_t>)
129*4bdc9457SAndroid Build Coastguard Worker ->UseRealTime();
130*4bdc9457SAndroid Build Coastguard Worker #endif // XNN_ARCH_ARM || XNN_ARCH_ARM64
131*4bdc9457SAndroid Build Coastguard Worker
132*4bdc9457SAndroid Build Coastguard Worker #if XNN_ARCH_X86 || XNN_ARCH_X86_64
133*4bdc9457SAndroid Build Coastguard Worker BENCHMARK_CAPTURE(qu8_vmul, avx_mul16_ld64_x8,
134*4bdc9457SAndroid Build Coastguard Worker xnn_qu8_vmul_minmax_fp32_ukernel__avx_mul16_ld64_x8,
135*4bdc9457SAndroid Build Coastguard Worker xnn_init_qu8_mul_minmax_fp32_sse2_params,
136*4bdc9457SAndroid Build Coastguard Worker benchmark::utils::CheckAVX)
137*4bdc9457SAndroid Build Coastguard Worker ->Apply(benchmark::utils::BinaryElementwiseParameters<uint8_t, uint8_t>)
138*4bdc9457SAndroid Build Coastguard Worker ->UseRealTime();
139*4bdc9457SAndroid Build Coastguard Worker BENCHMARK_CAPTURE(qu8_vmul, avx_mul16_ld64_x16,
140*4bdc9457SAndroid Build Coastguard Worker xnn_qu8_vmul_minmax_fp32_ukernel__avx_mul16_ld64_x16,
141*4bdc9457SAndroid Build Coastguard Worker xnn_init_qu8_mul_minmax_fp32_sse2_params,
142*4bdc9457SAndroid Build Coastguard Worker benchmark::utils::CheckAVX)
143*4bdc9457SAndroid Build Coastguard Worker ->Apply(benchmark::utils::BinaryElementwiseParameters<uint8_t, uint8_t>)
144*4bdc9457SAndroid Build Coastguard Worker ->UseRealTime();
145*4bdc9457SAndroid Build Coastguard Worker
146*4bdc9457SAndroid Build Coastguard Worker BENCHMARK_CAPTURE(qu8_vmul, sse41_mul16_ld64_x8,
147*4bdc9457SAndroid Build Coastguard Worker xnn_qu8_vmul_minmax_fp32_ukernel__sse41_mul16_ld64_x8,
148*4bdc9457SAndroid Build Coastguard Worker xnn_init_qu8_mul_minmax_fp32_sse2_params,
149*4bdc9457SAndroid Build Coastguard Worker benchmark::utils::CheckSSE41)
150*4bdc9457SAndroid Build Coastguard Worker ->Apply(benchmark::utils::BinaryElementwiseParameters<uint8_t, uint8_t>)
151*4bdc9457SAndroid Build Coastguard Worker ->UseRealTime();
152*4bdc9457SAndroid Build Coastguard Worker BENCHMARK_CAPTURE(qu8_vmul, sse41_mul16_ld64_x16,
153*4bdc9457SAndroid Build Coastguard Worker xnn_qu8_vmul_minmax_fp32_ukernel__sse41_mul16_ld64_x16,
154*4bdc9457SAndroid Build Coastguard Worker xnn_init_qu8_mul_minmax_fp32_sse2_params,
155*4bdc9457SAndroid Build Coastguard Worker benchmark::utils::CheckSSE41)
156*4bdc9457SAndroid Build Coastguard Worker ->Apply(benchmark::utils::BinaryElementwiseParameters<uint8_t, uint8_t>)
157*4bdc9457SAndroid Build Coastguard Worker ->UseRealTime();
158*4bdc9457SAndroid Build Coastguard Worker
159*4bdc9457SAndroid Build Coastguard Worker BENCHMARK_CAPTURE(qu8_vmul, sse2_mul16_ld64_x8,
160*4bdc9457SAndroid Build Coastguard Worker xnn_qu8_vmul_minmax_fp32_ukernel__sse2_mul16_ld64_x8,
161*4bdc9457SAndroid Build Coastguard Worker xnn_init_qu8_mul_minmax_fp32_sse2_params)
162*4bdc9457SAndroid Build Coastguard Worker ->Apply(benchmark::utils::BinaryElementwiseParameters<uint8_t, uint8_t>)
163*4bdc9457SAndroid Build Coastguard Worker ->UseRealTime();
164*4bdc9457SAndroid Build Coastguard Worker BENCHMARK_CAPTURE(qu8_vmul, sse2_mul16_ld64_x16,
165*4bdc9457SAndroid Build Coastguard Worker xnn_qu8_vmul_minmax_fp32_ukernel__sse2_mul16_ld64_x16,
166*4bdc9457SAndroid Build Coastguard Worker xnn_init_qu8_mul_minmax_fp32_sse2_params)
167*4bdc9457SAndroid Build Coastguard Worker ->Apply(benchmark::utils::BinaryElementwiseParameters<uint8_t, uint8_t>)
168*4bdc9457SAndroid Build Coastguard Worker ->UseRealTime();
169*4bdc9457SAndroid Build Coastguard Worker #endif // XNN_ARCH_X86 || XNN_ARCH_X86_64
170*4bdc9457SAndroid Build Coastguard Worker
171*4bdc9457SAndroid Build Coastguard Worker #if XNN_ARCH_WASMSIMD || XNN_ARCH_WASMRELAXEDSIMD
172*4bdc9457SAndroid Build Coastguard Worker BENCHMARK_CAPTURE(qu8_vmul, wasmsimd_mul32_ld64_x8,
173*4bdc9457SAndroid Build Coastguard Worker xnn_qu8_vmul_minmax_fp32_ukernel__wasmsimd_mul32_ld64_x8,
174*4bdc9457SAndroid Build Coastguard Worker xnn_init_qu8_mul_minmax_fp32_wasmsimd_params)
175*4bdc9457SAndroid Build Coastguard Worker ->Apply(benchmark::utils::BinaryElementwiseParameters<uint8_t, uint8_t>)
176*4bdc9457SAndroid Build Coastguard Worker ->UseRealTime();
177*4bdc9457SAndroid Build Coastguard Worker BENCHMARK_CAPTURE(qu8_vmul, wasmsimd_mul32_ld64_x16,
178*4bdc9457SAndroid Build Coastguard Worker xnn_qu8_vmul_minmax_fp32_ukernel__wasmsimd_mul32_ld64_x16,
179*4bdc9457SAndroid Build Coastguard Worker xnn_init_qu8_mul_minmax_fp32_wasmsimd_params)
180*4bdc9457SAndroid Build Coastguard Worker ->Apply(benchmark::utils::BinaryElementwiseParameters<uint8_t, uint8_t>)
181*4bdc9457SAndroid Build Coastguard Worker ->UseRealTime();
182*4bdc9457SAndroid Build Coastguard Worker #endif // XNN_ARCH_WASMSIMD || XNN_ARCH_WASMRELAXEDSIMD
183*4bdc9457SAndroid Build Coastguard Worker
184*4bdc9457SAndroid Build Coastguard Worker BENCHMARK_CAPTURE(qu8_vmul, scalar_x1,
185*4bdc9457SAndroid Build Coastguard Worker xnn_qu8_vmul_minmax_fp32_ukernel__scalar_x1,
186*4bdc9457SAndroid Build Coastguard Worker xnn_init_qu8_mul_minmax_fp32_scalar_params)
187*4bdc9457SAndroid Build Coastguard Worker ->Apply(benchmark::utils::BinaryElementwiseParameters<uint8_t, uint8_t>)
188*4bdc9457SAndroid Build Coastguard Worker ->UseRealTime();
189*4bdc9457SAndroid Build Coastguard Worker BENCHMARK_CAPTURE(qu8_vmul, scalar_x2,
190*4bdc9457SAndroid Build Coastguard Worker xnn_qu8_vmul_minmax_fp32_ukernel__scalar_x2,
191*4bdc9457SAndroid Build Coastguard Worker xnn_init_qu8_mul_minmax_fp32_scalar_params)
192*4bdc9457SAndroid Build Coastguard Worker ->Apply(benchmark::utils::BinaryElementwiseParameters<uint8_t, uint8_t>)
193*4bdc9457SAndroid Build Coastguard Worker ->UseRealTime();
194*4bdc9457SAndroid Build Coastguard Worker BENCHMARK_CAPTURE(qu8_vmul, scalar_x4,
195*4bdc9457SAndroid Build Coastguard Worker xnn_qu8_vmul_minmax_fp32_ukernel__scalar_x4,
196*4bdc9457SAndroid Build Coastguard Worker xnn_init_qu8_mul_minmax_fp32_scalar_params)
197*4bdc9457SAndroid Build Coastguard Worker ->Apply(benchmark::utils::BinaryElementwiseParameters<uint8_t, uint8_t>)
198*4bdc9457SAndroid Build Coastguard Worker ->UseRealTime();
199*4bdc9457SAndroid Build Coastguard Worker
200*4bdc9457SAndroid Build Coastguard Worker #ifndef XNNPACK_BENCHMARK_NO_MAIN
201*4bdc9457SAndroid Build Coastguard Worker BENCHMARK_MAIN();
202*4bdc9457SAndroid Build Coastguard Worker #endif
203