xref: /aosp_15_r20/external/XNNPACK/test/leaky-relu-nc.cc (revision 4bdc94577ba0e567308109d787f7fec7b531ce36)
1*4bdc9457SAndroid Build Coastguard Worker // Copyright (c) Facebook, Inc. and its affiliates.
2*4bdc9457SAndroid Build Coastguard Worker // All rights reserved.
3*4bdc9457SAndroid Build Coastguard Worker //
4*4bdc9457SAndroid Build Coastguard Worker // Copyright 2019 Google LLC
5*4bdc9457SAndroid Build Coastguard Worker //
6*4bdc9457SAndroid Build Coastguard Worker // This source code is licensed under the BSD-style license found in the
7*4bdc9457SAndroid Build Coastguard Worker // LICENSE file in the root directory of this source tree.
8*4bdc9457SAndroid Build Coastguard Worker 
9*4bdc9457SAndroid Build Coastguard Worker #include <gtest/gtest.h>
10*4bdc9457SAndroid Build Coastguard Worker 
11*4bdc9457SAndroid Build Coastguard Worker #include "leaky-relu-operator-tester.h"
12*4bdc9457SAndroid Build Coastguard Worker 
13*4bdc9457SAndroid Build Coastguard Worker 
TEST(LEAKY_RELU_NC_F16,unit_batch)14*4bdc9457SAndroid Build Coastguard Worker TEST(LEAKY_RELU_NC_F16, unit_batch) {
15*4bdc9457SAndroid Build Coastguard Worker   for (size_t channels = 1; channels < 100; channels++) {
16*4bdc9457SAndroid Build Coastguard Worker     LeakyReLUOperatorTester()
17*4bdc9457SAndroid Build Coastguard Worker       .batch_size(1)
18*4bdc9457SAndroid Build Coastguard Worker       .channels(channels)
19*4bdc9457SAndroid Build Coastguard Worker       .iterations(3)
20*4bdc9457SAndroid Build Coastguard Worker       .TestF16();
21*4bdc9457SAndroid Build Coastguard Worker   }
22*4bdc9457SAndroid Build Coastguard Worker }
23*4bdc9457SAndroid Build Coastguard Worker 
TEST(LEAKY_RELU_NC_F16,small_batch)24*4bdc9457SAndroid Build Coastguard Worker TEST(LEAKY_RELU_NC_F16, small_batch) {
25*4bdc9457SAndroid Build Coastguard Worker   for (size_t channels = 1; channels < 100; channels++) {
26*4bdc9457SAndroid Build Coastguard Worker     LeakyReLUOperatorTester()
27*4bdc9457SAndroid Build Coastguard Worker       .batch_size(3)
28*4bdc9457SAndroid Build Coastguard Worker       .channels(channels)
29*4bdc9457SAndroid Build Coastguard Worker       .iterations(3)
30*4bdc9457SAndroid Build Coastguard Worker       .TestF16();
31*4bdc9457SAndroid Build Coastguard Worker   }
32*4bdc9457SAndroid Build Coastguard Worker }
33*4bdc9457SAndroid Build Coastguard Worker 
TEST(LEAKY_RELU_NC_F16,small_batch_with_input_stride)34*4bdc9457SAndroid Build Coastguard Worker TEST(LEAKY_RELU_NC_F16, small_batch_with_input_stride) {
35*4bdc9457SAndroid Build Coastguard Worker   for (size_t channels = 1; channels < 100; channels += 15) {
36*4bdc9457SAndroid Build Coastguard Worker     LeakyReLUOperatorTester()
37*4bdc9457SAndroid Build Coastguard Worker       .batch_size(3)
38*4bdc9457SAndroid Build Coastguard Worker       .channels(channels)
39*4bdc9457SAndroid Build Coastguard Worker       .input_stride(129)
40*4bdc9457SAndroid Build Coastguard Worker       .iterations(3)
41*4bdc9457SAndroid Build Coastguard Worker       .TestF16();
42*4bdc9457SAndroid Build Coastguard Worker   }
43*4bdc9457SAndroid Build Coastguard Worker }
44*4bdc9457SAndroid Build Coastguard Worker 
TEST(LEAKY_RELU_NC_F16,small_batch_with_output_stride)45*4bdc9457SAndroid Build Coastguard Worker TEST(LEAKY_RELU_NC_F16, small_batch_with_output_stride) {
46*4bdc9457SAndroid Build Coastguard Worker   for (size_t channels = 1; channels < 100; channels += 15) {
47*4bdc9457SAndroid Build Coastguard Worker     LeakyReLUOperatorTester()
48*4bdc9457SAndroid Build Coastguard Worker       .batch_size(3)
49*4bdc9457SAndroid Build Coastguard Worker       .channels(channels)
50*4bdc9457SAndroid Build Coastguard Worker       .output_stride(117)
51*4bdc9457SAndroid Build Coastguard Worker       .iterations(3)
52*4bdc9457SAndroid Build Coastguard Worker       .TestF16();
53*4bdc9457SAndroid Build Coastguard Worker   }
54*4bdc9457SAndroid Build Coastguard Worker }
55*4bdc9457SAndroid Build Coastguard Worker 
TEST(LEAKY_RELU_NC_F16,small_batch_with_input_and_output_stride)56*4bdc9457SAndroid Build Coastguard Worker TEST(LEAKY_RELU_NC_F16, small_batch_with_input_and_output_stride) {
57*4bdc9457SAndroid Build Coastguard Worker   for (size_t channels = 1; channels < 100; channels += 15) {
58*4bdc9457SAndroid Build Coastguard Worker     LeakyReLUOperatorTester()
59*4bdc9457SAndroid Build Coastguard Worker       .batch_size(3)
60*4bdc9457SAndroid Build Coastguard Worker       .channels(channels)
61*4bdc9457SAndroid Build Coastguard Worker       .input_stride(129)
62*4bdc9457SAndroid Build Coastguard Worker       .output_stride(117)
63*4bdc9457SAndroid Build Coastguard Worker       .iterations(3)
64*4bdc9457SAndroid Build Coastguard Worker       .TestF16();
65*4bdc9457SAndroid Build Coastguard Worker   }
66*4bdc9457SAndroid Build Coastguard Worker }
67*4bdc9457SAndroid Build Coastguard Worker 
TEST(LEAKY_RELU_NC_F16,small_batch_with_negative_slope)68*4bdc9457SAndroid Build Coastguard Worker TEST(LEAKY_RELU_NC_F16, small_batch_with_negative_slope) {
69*4bdc9457SAndroid Build Coastguard Worker   for (size_t batch_size = 1; batch_size <= 3; batch_size += 2) {
70*4bdc9457SAndroid Build Coastguard Worker     for (size_t channels = 1; channels < 100; channels += 15) {
71*4bdc9457SAndroid Build Coastguard Worker       for (float negative_slope : std::vector<float>({-10.0f, -1.0f, -0.1f, 0.1f, 10.0f})) {
72*4bdc9457SAndroid Build Coastguard Worker         LeakyReLUOperatorTester()
73*4bdc9457SAndroid Build Coastguard Worker           .batch_size(3)
74*4bdc9457SAndroid Build Coastguard Worker           .channels(channels)
75*4bdc9457SAndroid Build Coastguard Worker           .negative_slope(negative_slope)
76*4bdc9457SAndroid Build Coastguard Worker           .iterations(1)
77*4bdc9457SAndroid Build Coastguard Worker           .TestF16();
78*4bdc9457SAndroid Build Coastguard Worker       }
79*4bdc9457SAndroid Build Coastguard Worker     }
80*4bdc9457SAndroid Build Coastguard Worker   }
81*4bdc9457SAndroid Build Coastguard Worker }
82*4bdc9457SAndroid Build Coastguard Worker 
83*4bdc9457SAndroid Build Coastguard Worker 
TEST(LEAKY_RELU_NC_F32,unit_batch)84*4bdc9457SAndroid Build Coastguard Worker TEST(LEAKY_RELU_NC_F32, unit_batch) {
85*4bdc9457SAndroid Build Coastguard Worker   for (size_t channels = 1; channels < 100; channels++) {
86*4bdc9457SAndroid Build Coastguard Worker     LeakyReLUOperatorTester()
87*4bdc9457SAndroid Build Coastguard Worker       .batch_size(1)
88*4bdc9457SAndroid Build Coastguard Worker       .channels(channels)
89*4bdc9457SAndroid Build Coastguard Worker       .iterations(3)
90*4bdc9457SAndroid Build Coastguard Worker       .TestF32();
91*4bdc9457SAndroid Build Coastguard Worker   }
92*4bdc9457SAndroid Build Coastguard Worker }
93*4bdc9457SAndroid Build Coastguard Worker 
TEST(LEAKY_RELU_NC_F32,small_batch)94*4bdc9457SAndroid Build Coastguard Worker TEST(LEAKY_RELU_NC_F32, small_batch) {
95*4bdc9457SAndroid Build Coastguard Worker   for (size_t channels = 1; channels < 100; channels++) {
96*4bdc9457SAndroid Build Coastguard Worker     LeakyReLUOperatorTester()
97*4bdc9457SAndroid Build Coastguard Worker       .batch_size(3)
98*4bdc9457SAndroid Build Coastguard Worker       .channels(channels)
99*4bdc9457SAndroid Build Coastguard Worker       .iterations(3)
100*4bdc9457SAndroid Build Coastguard Worker       .TestF32();
101*4bdc9457SAndroid Build Coastguard Worker   }
102*4bdc9457SAndroid Build Coastguard Worker }
103*4bdc9457SAndroid Build Coastguard Worker 
TEST(LEAKY_RELU_NC_F32,small_batch_with_input_stride)104*4bdc9457SAndroid Build Coastguard Worker TEST(LEAKY_RELU_NC_F32, small_batch_with_input_stride) {
105*4bdc9457SAndroid Build Coastguard Worker   for (size_t channels = 1; channels < 100; channels += 15) {
106*4bdc9457SAndroid Build Coastguard Worker     LeakyReLUOperatorTester()
107*4bdc9457SAndroid Build Coastguard Worker       .batch_size(3)
108*4bdc9457SAndroid Build Coastguard Worker       .channels(channels)
109*4bdc9457SAndroid Build Coastguard Worker       .input_stride(129)
110*4bdc9457SAndroid Build Coastguard Worker       .iterations(3)
111*4bdc9457SAndroid Build Coastguard Worker       .TestF32();
112*4bdc9457SAndroid Build Coastguard Worker   }
113*4bdc9457SAndroid Build Coastguard Worker }
114*4bdc9457SAndroid Build Coastguard Worker 
TEST(LEAKY_RELU_NC_F32,small_batch_with_output_stride)115*4bdc9457SAndroid Build Coastguard Worker TEST(LEAKY_RELU_NC_F32, small_batch_with_output_stride) {
116*4bdc9457SAndroid Build Coastguard Worker   for (size_t channels = 1; channels < 100; channels += 15) {
117*4bdc9457SAndroid Build Coastguard Worker     LeakyReLUOperatorTester()
118*4bdc9457SAndroid Build Coastguard Worker       .batch_size(3)
119*4bdc9457SAndroid Build Coastguard Worker       .channels(channels)
120*4bdc9457SAndroid Build Coastguard Worker       .output_stride(117)
121*4bdc9457SAndroid Build Coastguard Worker       .iterations(3)
122*4bdc9457SAndroid Build Coastguard Worker       .TestF32();
123*4bdc9457SAndroid Build Coastguard Worker   }
124*4bdc9457SAndroid Build Coastguard Worker }
125*4bdc9457SAndroid Build Coastguard Worker 
TEST(LEAKY_RELU_NC_F32,small_batch_with_input_and_output_stride)126*4bdc9457SAndroid Build Coastguard Worker TEST(LEAKY_RELU_NC_F32, small_batch_with_input_and_output_stride) {
127*4bdc9457SAndroid Build Coastguard Worker   for (size_t channels = 1; channels < 100; channels += 15) {
128*4bdc9457SAndroid Build Coastguard Worker     LeakyReLUOperatorTester()
129*4bdc9457SAndroid Build Coastguard Worker       .batch_size(3)
130*4bdc9457SAndroid Build Coastguard Worker       .channels(channels)
131*4bdc9457SAndroid Build Coastguard Worker       .input_stride(129)
132*4bdc9457SAndroid Build Coastguard Worker       .output_stride(117)
133*4bdc9457SAndroid Build Coastguard Worker       .iterations(3)
134*4bdc9457SAndroid Build Coastguard Worker       .TestF32();
135*4bdc9457SAndroid Build Coastguard Worker   }
136*4bdc9457SAndroid Build Coastguard Worker }
137*4bdc9457SAndroid Build Coastguard Worker 
TEST(LEAKY_RELU_NC_F32,small_batch_with_negative_slope)138*4bdc9457SAndroid Build Coastguard Worker TEST(LEAKY_RELU_NC_F32, small_batch_with_negative_slope) {
139*4bdc9457SAndroid Build Coastguard Worker   for (size_t batch_size = 1; batch_size <= 3; batch_size += 2) {
140*4bdc9457SAndroid Build Coastguard Worker     for (size_t channels = 1; channels < 100; channels += 15) {
141*4bdc9457SAndroid Build Coastguard Worker       for (float negative_slope : std::vector<float>({-10.0f, -1.0f, -0.1f, 0.1f, 10.0f})) {
142*4bdc9457SAndroid Build Coastguard Worker         LeakyReLUOperatorTester()
143*4bdc9457SAndroid Build Coastguard Worker           .batch_size(3)
144*4bdc9457SAndroid Build Coastguard Worker           .channels(channels)
145*4bdc9457SAndroid Build Coastguard Worker           .negative_slope(negative_slope)
146*4bdc9457SAndroid Build Coastguard Worker           .iterations(1)
147*4bdc9457SAndroid Build Coastguard Worker           .TestF32();
148*4bdc9457SAndroid Build Coastguard Worker       }
149*4bdc9457SAndroid Build Coastguard Worker     }
150*4bdc9457SAndroid Build Coastguard Worker   }
151*4bdc9457SAndroid Build Coastguard Worker }
152*4bdc9457SAndroid Build Coastguard Worker 
153*4bdc9457SAndroid Build Coastguard Worker 
TEST(LEAKY_RELU_NC_QS8,unit_batch)154*4bdc9457SAndroid Build Coastguard Worker TEST(LEAKY_RELU_NC_QS8, unit_batch) {
155*4bdc9457SAndroid Build Coastguard Worker   for (size_t channels = 1; channels < 100; channels++) {
156*4bdc9457SAndroid Build Coastguard Worker     LeakyReLUOperatorTester()
157*4bdc9457SAndroid Build Coastguard Worker       .batch_size(1)
158*4bdc9457SAndroid Build Coastguard Worker       .channels(channels)
159*4bdc9457SAndroid Build Coastguard Worker       .iterations(3)
160*4bdc9457SAndroid Build Coastguard Worker       .TestQS8();
161*4bdc9457SAndroid Build Coastguard Worker   }
162*4bdc9457SAndroid Build Coastguard Worker }
163*4bdc9457SAndroid Build Coastguard Worker 
TEST(LEAKY_RELU_NC_QS8,unit_batch_with_negative_slope)164*4bdc9457SAndroid Build Coastguard Worker TEST(LEAKY_RELU_NC_QS8, unit_batch_with_negative_slope) {
165*4bdc9457SAndroid Build Coastguard Worker   for (size_t channels = 1; channels < 100; channels += 15) {
166*4bdc9457SAndroid Build Coastguard Worker     for (float negative_slope : std::vector<float>({-10.0f, -1.0f, -0.1f, 0.1f, 10.0f})) {
167*4bdc9457SAndroid Build Coastguard Worker       LeakyReLUOperatorTester()
168*4bdc9457SAndroid Build Coastguard Worker         .batch_size(1)
169*4bdc9457SAndroid Build Coastguard Worker         .channels(channels)
170*4bdc9457SAndroid Build Coastguard Worker         .negative_slope(negative_slope)
171*4bdc9457SAndroid Build Coastguard Worker         .iterations(1)
172*4bdc9457SAndroid Build Coastguard Worker         .TestQS8();
173*4bdc9457SAndroid Build Coastguard Worker     }
174*4bdc9457SAndroid Build Coastguard Worker   }
175*4bdc9457SAndroid Build Coastguard Worker }
176*4bdc9457SAndroid Build Coastguard Worker 
TEST(LEAKY_RELU_NC_QS8,unit_batch_with_input_scale)177*4bdc9457SAndroid Build Coastguard Worker TEST(LEAKY_RELU_NC_QS8, unit_batch_with_input_scale) {
178*4bdc9457SAndroid Build Coastguard Worker   for (size_t channels = 1; channels < 100; channels += 15) {
179*4bdc9457SAndroid Build Coastguard Worker     for (float input_scale = 1.0e-2f; input_scale < 1.0e+2f; input_scale *= 3.14159265f) {
180*4bdc9457SAndroid Build Coastguard Worker       LeakyReLUOperatorTester()
181*4bdc9457SAndroid Build Coastguard Worker         .batch_size(1)
182*4bdc9457SAndroid Build Coastguard Worker         .channels(channels)
183*4bdc9457SAndroid Build Coastguard Worker         .input_scale(input_scale)
184*4bdc9457SAndroid Build Coastguard Worker         .iterations(1)
185*4bdc9457SAndroid Build Coastguard Worker         .TestQS8();
186*4bdc9457SAndroid Build Coastguard Worker     }
187*4bdc9457SAndroid Build Coastguard Worker   }
188*4bdc9457SAndroid Build Coastguard Worker }
189*4bdc9457SAndroid Build Coastguard Worker 
TEST(LEAKY_RELU_NC_QS8,unit_batch_with_input_zero_point)190*4bdc9457SAndroid Build Coastguard Worker TEST(LEAKY_RELU_NC_QS8, unit_batch_with_input_zero_point) {
191*4bdc9457SAndroid Build Coastguard Worker   for (size_t channels = 1; channels < 100; channels += 15) {
192*4bdc9457SAndroid Build Coastguard Worker     for (int16_t input_zero_point = -128; input_zero_point <= 127; input_zero_point += 51) {
193*4bdc9457SAndroid Build Coastguard Worker       LeakyReLUOperatorTester()
194*4bdc9457SAndroid Build Coastguard Worker         .batch_size(1)
195*4bdc9457SAndroid Build Coastguard Worker         .channels(channels)
196*4bdc9457SAndroid Build Coastguard Worker         .input_zero_point(input_zero_point)
197*4bdc9457SAndroid Build Coastguard Worker         .iterations(1)
198*4bdc9457SAndroid Build Coastguard Worker         .TestQS8();
199*4bdc9457SAndroid Build Coastguard Worker     }
200*4bdc9457SAndroid Build Coastguard Worker   }
201*4bdc9457SAndroid Build Coastguard Worker }
202*4bdc9457SAndroid Build Coastguard Worker 
TEST(LEAKY_RELU_NC_QS8,unit_batch_with_output_scale)203*4bdc9457SAndroid Build Coastguard Worker TEST(LEAKY_RELU_NC_QS8, unit_batch_with_output_scale) {
204*4bdc9457SAndroid Build Coastguard Worker   for (size_t channels = 1; channels < 100; channels += 15) {
205*4bdc9457SAndroid Build Coastguard Worker     for (float output_scale = 1.0e-2f; output_scale < 1.0e+2f; output_scale *= 3.14159265f) {
206*4bdc9457SAndroid Build Coastguard Worker       LeakyReLUOperatorTester()
207*4bdc9457SAndroid Build Coastguard Worker         .batch_size(1)
208*4bdc9457SAndroid Build Coastguard Worker         .channels(channels)
209*4bdc9457SAndroid Build Coastguard Worker         .output_scale(output_scale)
210*4bdc9457SAndroid Build Coastguard Worker         .iterations(1)
211*4bdc9457SAndroid Build Coastguard Worker         .TestQS8();
212*4bdc9457SAndroid Build Coastguard Worker     }
213*4bdc9457SAndroid Build Coastguard Worker   }
214*4bdc9457SAndroid Build Coastguard Worker }
215*4bdc9457SAndroid Build Coastguard Worker 
TEST(LEAKY_RELU_NC_QS8,unit_batch_with_output_zero_point)216*4bdc9457SAndroid Build Coastguard Worker TEST(LEAKY_RELU_NC_QS8, unit_batch_with_output_zero_point) {
217*4bdc9457SAndroid Build Coastguard Worker   for (size_t channels = 1; channels < 100; channels += 15) {
218*4bdc9457SAndroid Build Coastguard Worker     for (int16_t output_zero_point = -128; output_zero_point <= 127; output_zero_point += 51) {
219*4bdc9457SAndroid Build Coastguard Worker       LeakyReLUOperatorTester()
220*4bdc9457SAndroid Build Coastguard Worker         .batch_size(1)
221*4bdc9457SAndroid Build Coastguard Worker         .channels(channels)
222*4bdc9457SAndroid Build Coastguard Worker         .output_zero_point(output_zero_point)
223*4bdc9457SAndroid Build Coastguard Worker         .iterations(1)
224*4bdc9457SAndroid Build Coastguard Worker         .TestQS8();
225*4bdc9457SAndroid Build Coastguard Worker     }
226*4bdc9457SAndroid Build Coastguard Worker   }
227*4bdc9457SAndroid Build Coastguard Worker }
228*4bdc9457SAndroid Build Coastguard Worker 
TEST(LEAKY_RELU_NC_QS8,small_batch)229*4bdc9457SAndroid Build Coastguard Worker TEST(LEAKY_RELU_NC_QS8, small_batch) {
230*4bdc9457SAndroid Build Coastguard Worker   for (size_t channels = 1; channels < 100; channels++) {
231*4bdc9457SAndroid Build Coastguard Worker     LeakyReLUOperatorTester()
232*4bdc9457SAndroid Build Coastguard Worker       .batch_size(3)
233*4bdc9457SAndroid Build Coastguard Worker       .channels(channels)
234*4bdc9457SAndroid Build Coastguard Worker       .iterations(3)
235*4bdc9457SAndroid Build Coastguard Worker       .TestQS8();
236*4bdc9457SAndroid Build Coastguard Worker   }
237*4bdc9457SAndroid Build Coastguard Worker }
238*4bdc9457SAndroid Build Coastguard Worker 
TEST(LEAKY_RELU_NC_QS8,small_batch_with_input_stride)239*4bdc9457SAndroid Build Coastguard Worker TEST(LEAKY_RELU_NC_QS8, small_batch_with_input_stride) {
240*4bdc9457SAndroid Build Coastguard Worker   for (size_t channels = 1; channels < 100; channels += 15) {
241*4bdc9457SAndroid Build Coastguard Worker     LeakyReLUOperatorTester()
242*4bdc9457SAndroid Build Coastguard Worker       .batch_size(3)
243*4bdc9457SAndroid Build Coastguard Worker       .channels(channels)
244*4bdc9457SAndroid Build Coastguard Worker       .input_stride(129)
245*4bdc9457SAndroid Build Coastguard Worker       .iterations(3)
246*4bdc9457SAndroid Build Coastguard Worker       .TestQS8();
247*4bdc9457SAndroid Build Coastguard Worker   }
248*4bdc9457SAndroid Build Coastguard Worker }
249*4bdc9457SAndroid Build Coastguard Worker 
TEST(LEAKY_RELU_NC_QS8,small_batch_with_output_stride)250*4bdc9457SAndroid Build Coastguard Worker TEST(LEAKY_RELU_NC_QS8, small_batch_with_output_stride) {
251*4bdc9457SAndroid Build Coastguard Worker   for (size_t channels = 1; channels < 100; channels += 15) {
252*4bdc9457SAndroid Build Coastguard Worker     LeakyReLUOperatorTester()
253*4bdc9457SAndroid Build Coastguard Worker       .batch_size(3)
254*4bdc9457SAndroid Build Coastguard Worker       .channels(channels)
255*4bdc9457SAndroid Build Coastguard Worker       .output_stride(117)
256*4bdc9457SAndroid Build Coastguard Worker       .iterations(3)
257*4bdc9457SAndroid Build Coastguard Worker       .TestQS8();
258*4bdc9457SAndroid Build Coastguard Worker   }
259*4bdc9457SAndroid Build Coastguard Worker }
260*4bdc9457SAndroid Build Coastguard Worker 
TEST(LEAKY_RELU_NC_QS8,small_batch_with_input_and_output_stride)261*4bdc9457SAndroid Build Coastguard Worker TEST(LEAKY_RELU_NC_QS8, small_batch_with_input_and_output_stride) {
262*4bdc9457SAndroid Build Coastguard Worker   for (size_t channels = 1; channels < 100; channels += 15) {
263*4bdc9457SAndroid Build Coastguard Worker     LeakyReLUOperatorTester()
264*4bdc9457SAndroid Build Coastguard Worker       .batch_size(3)
265*4bdc9457SAndroid Build Coastguard Worker       .channels(channels)
266*4bdc9457SAndroid Build Coastguard Worker       .input_stride(129)
267*4bdc9457SAndroid Build Coastguard Worker       .output_stride(117)
268*4bdc9457SAndroid Build Coastguard Worker       .iterations(3)
269*4bdc9457SAndroid Build Coastguard Worker       .TestQS8();
270*4bdc9457SAndroid Build Coastguard Worker   }
271*4bdc9457SAndroid Build Coastguard Worker }
272*4bdc9457SAndroid Build Coastguard Worker 
273*4bdc9457SAndroid Build Coastguard Worker 
TEST(LEAKY_RELU_NC_QU8,unit_batch)274*4bdc9457SAndroid Build Coastguard Worker TEST(LEAKY_RELU_NC_QU8, unit_batch) {
275*4bdc9457SAndroid Build Coastguard Worker   for (size_t channels = 1; channels < 100; channels++) {
276*4bdc9457SAndroid Build Coastguard Worker     LeakyReLUOperatorTester()
277*4bdc9457SAndroid Build Coastguard Worker       .batch_size(1)
278*4bdc9457SAndroid Build Coastguard Worker       .channels(channels)
279*4bdc9457SAndroid Build Coastguard Worker       .iterations(3)
280*4bdc9457SAndroid Build Coastguard Worker       .TestQU8();
281*4bdc9457SAndroid Build Coastguard Worker   }
282*4bdc9457SAndroid Build Coastguard Worker }
283*4bdc9457SAndroid Build Coastguard Worker 
TEST(LEAKY_RELU_NC_QU8,unit_batch_with_negative_slope)284*4bdc9457SAndroid Build Coastguard Worker TEST(LEAKY_RELU_NC_QU8, unit_batch_with_negative_slope) {
285*4bdc9457SAndroid Build Coastguard Worker   for (size_t channels = 1; channels < 100; channels += 15) {
286*4bdc9457SAndroid Build Coastguard Worker     for (float negative_slope : std::vector<float>({-10.0f, -1.0f, -0.1f, 0.1f, 10.0f})) {
287*4bdc9457SAndroid Build Coastguard Worker       LeakyReLUOperatorTester()
288*4bdc9457SAndroid Build Coastguard Worker         .batch_size(1)
289*4bdc9457SAndroid Build Coastguard Worker         .channels(channels)
290*4bdc9457SAndroid Build Coastguard Worker         .negative_slope(negative_slope)
291*4bdc9457SAndroid Build Coastguard Worker         .iterations(1)
292*4bdc9457SAndroid Build Coastguard Worker         .TestQU8();
293*4bdc9457SAndroid Build Coastguard Worker     }
294*4bdc9457SAndroid Build Coastguard Worker   }
295*4bdc9457SAndroid Build Coastguard Worker }
296*4bdc9457SAndroid Build Coastguard Worker 
TEST(LEAKY_RELU_NC_QU8,unit_batch_with_input_scale)297*4bdc9457SAndroid Build Coastguard Worker TEST(LEAKY_RELU_NC_QU8, unit_batch_with_input_scale) {
298*4bdc9457SAndroid Build Coastguard Worker   for (size_t channels = 1; channels < 100; channels += 15) {
299*4bdc9457SAndroid Build Coastguard Worker     for (float input_scale = 1.0e-2f; input_scale < 1.0e+2f; input_scale *= 3.14159265f) {
300*4bdc9457SAndroid Build Coastguard Worker       LeakyReLUOperatorTester()
301*4bdc9457SAndroid Build Coastguard Worker         .batch_size(1)
302*4bdc9457SAndroid Build Coastguard Worker         .channels(channels)
303*4bdc9457SAndroid Build Coastguard Worker         .input_scale(input_scale)
304*4bdc9457SAndroid Build Coastguard Worker         .iterations(1)
305*4bdc9457SAndroid Build Coastguard Worker         .TestQU8();
306*4bdc9457SAndroid Build Coastguard Worker     }
307*4bdc9457SAndroid Build Coastguard Worker   }
308*4bdc9457SAndroid Build Coastguard Worker }
309*4bdc9457SAndroid Build Coastguard Worker 
TEST(LEAKY_RELU_NC_QU8,unit_batch_with_input_zero_point)310*4bdc9457SAndroid Build Coastguard Worker TEST(LEAKY_RELU_NC_QU8, unit_batch_with_input_zero_point) {
311*4bdc9457SAndroid Build Coastguard Worker   for (size_t channels = 1; channels < 100; channels += 15) {
312*4bdc9457SAndroid Build Coastguard Worker     for (int16_t input_zero_point = 0; input_zero_point <= 255; input_zero_point += 51) {
313*4bdc9457SAndroid Build Coastguard Worker       LeakyReLUOperatorTester()
314*4bdc9457SAndroid Build Coastguard Worker         .batch_size(1)
315*4bdc9457SAndroid Build Coastguard Worker         .channels(channels)
316*4bdc9457SAndroid Build Coastguard Worker         .input_zero_point(input_zero_point)
317*4bdc9457SAndroid Build Coastguard Worker         .iterations(1)
318*4bdc9457SAndroid Build Coastguard Worker         .TestQU8();
319*4bdc9457SAndroid Build Coastguard Worker     }
320*4bdc9457SAndroid Build Coastguard Worker   }
321*4bdc9457SAndroid Build Coastguard Worker }
322*4bdc9457SAndroid Build Coastguard Worker 
TEST(LEAKY_RELU_NC_QU8,unit_batch_with_output_scale)323*4bdc9457SAndroid Build Coastguard Worker TEST(LEAKY_RELU_NC_QU8, unit_batch_with_output_scale) {
324*4bdc9457SAndroid Build Coastguard Worker   for (size_t channels = 1; channels < 100; channels += 15) {
325*4bdc9457SAndroid Build Coastguard Worker     for (float output_scale = 1.0e-2f; output_scale < 1.0e+2f; output_scale *= 3.14159265f) {
326*4bdc9457SAndroid Build Coastguard Worker       LeakyReLUOperatorTester()
327*4bdc9457SAndroid Build Coastguard Worker         .batch_size(1)
328*4bdc9457SAndroid Build Coastguard Worker         .channels(channels)
329*4bdc9457SAndroid Build Coastguard Worker         .output_scale(output_scale)
330*4bdc9457SAndroid Build Coastguard Worker         .iterations(1)
331*4bdc9457SAndroid Build Coastguard Worker         .TestQU8();
332*4bdc9457SAndroid Build Coastguard Worker     }
333*4bdc9457SAndroid Build Coastguard Worker   }
334*4bdc9457SAndroid Build Coastguard Worker }
335*4bdc9457SAndroid Build Coastguard Worker 
TEST(LEAKY_RELU_NC_QU8,unit_batch_with_output_zero_point)336*4bdc9457SAndroid Build Coastguard Worker TEST(LEAKY_RELU_NC_QU8, unit_batch_with_output_zero_point) {
337*4bdc9457SAndroid Build Coastguard Worker   for (size_t channels = 1; channels < 100; channels += 15) {
338*4bdc9457SAndroid Build Coastguard Worker     for (int16_t output_zero_point = 0; output_zero_point <= 255; output_zero_point += 51) {
339*4bdc9457SAndroid Build Coastguard Worker       LeakyReLUOperatorTester()
340*4bdc9457SAndroid Build Coastguard Worker         .batch_size(1)
341*4bdc9457SAndroid Build Coastguard Worker         .channels(channels)
342*4bdc9457SAndroid Build Coastguard Worker         .output_zero_point(output_zero_point)
343*4bdc9457SAndroid Build Coastguard Worker         .iterations(1)
344*4bdc9457SAndroid Build Coastguard Worker         .TestQU8();
345*4bdc9457SAndroid Build Coastguard Worker     }
346*4bdc9457SAndroid Build Coastguard Worker   }
347*4bdc9457SAndroid Build Coastguard Worker }
348*4bdc9457SAndroid Build Coastguard Worker 
TEST(LEAKY_RELU_NC_QU8,small_batch)349*4bdc9457SAndroid Build Coastguard Worker TEST(LEAKY_RELU_NC_QU8, small_batch) {
350*4bdc9457SAndroid Build Coastguard Worker   for (size_t channels = 1; channels < 100; channels++) {
351*4bdc9457SAndroid Build Coastguard Worker     LeakyReLUOperatorTester()
352*4bdc9457SAndroid Build Coastguard Worker       .batch_size(3)
353*4bdc9457SAndroid Build Coastguard Worker       .channels(channels)
354*4bdc9457SAndroid Build Coastguard Worker       .iterations(3)
355*4bdc9457SAndroid Build Coastguard Worker       .TestQU8();
356*4bdc9457SAndroid Build Coastguard Worker   }
357*4bdc9457SAndroid Build Coastguard Worker }
358*4bdc9457SAndroid Build Coastguard Worker 
TEST(LEAKY_RELU_NC_QU8,small_batch_with_input_stride)359*4bdc9457SAndroid Build Coastguard Worker TEST(LEAKY_RELU_NC_QU8, small_batch_with_input_stride) {
360*4bdc9457SAndroid Build Coastguard Worker   for (size_t channels = 1; channels < 100; channels += 15) {
361*4bdc9457SAndroid Build Coastguard Worker     LeakyReLUOperatorTester()
362*4bdc9457SAndroid Build Coastguard Worker       .batch_size(3)
363*4bdc9457SAndroid Build Coastguard Worker       .channels(channels)
364*4bdc9457SAndroid Build Coastguard Worker       .input_stride(129)
365*4bdc9457SAndroid Build Coastguard Worker       .iterations(3)
366*4bdc9457SAndroid Build Coastguard Worker       .TestQU8();
367*4bdc9457SAndroid Build Coastguard Worker   }
368*4bdc9457SAndroid Build Coastguard Worker }
369*4bdc9457SAndroid Build Coastguard Worker 
TEST(LEAKY_RELU_NC_QU8,small_batch_with_output_stride)370*4bdc9457SAndroid Build Coastguard Worker TEST(LEAKY_RELU_NC_QU8, small_batch_with_output_stride) {
371*4bdc9457SAndroid Build Coastguard Worker   for (size_t channels = 1; channels < 100; channels += 15) {
372*4bdc9457SAndroid Build Coastguard Worker     LeakyReLUOperatorTester()
373*4bdc9457SAndroid Build Coastguard Worker       .batch_size(3)
374*4bdc9457SAndroid Build Coastguard Worker       .channels(channels)
375*4bdc9457SAndroid Build Coastguard Worker       .output_stride(117)
376*4bdc9457SAndroid Build Coastguard Worker       .iterations(3)
377*4bdc9457SAndroid Build Coastguard Worker       .TestQU8();
378*4bdc9457SAndroid Build Coastguard Worker   }
379*4bdc9457SAndroid Build Coastguard Worker }
380*4bdc9457SAndroid Build Coastguard Worker 
TEST(LEAKY_RELU_NC_QU8,small_batch_with_input_and_output_stride)381*4bdc9457SAndroid Build Coastguard Worker TEST(LEAKY_RELU_NC_QU8, small_batch_with_input_and_output_stride) {
382*4bdc9457SAndroid Build Coastguard Worker   for (size_t channels = 1; channels < 100; channels += 15) {
383*4bdc9457SAndroid Build Coastguard Worker     LeakyReLUOperatorTester()
384*4bdc9457SAndroid Build Coastguard Worker       .batch_size(3)
385*4bdc9457SAndroid Build Coastguard Worker       .channels(channels)
386*4bdc9457SAndroid Build Coastguard Worker       .input_stride(129)
387*4bdc9457SAndroid Build Coastguard Worker       .output_stride(117)
388*4bdc9457SAndroid Build Coastguard Worker       .iterations(3)
389*4bdc9457SAndroid Build Coastguard Worker       .TestQU8();
390*4bdc9457SAndroid Build Coastguard Worker   }
391*4bdc9457SAndroid Build Coastguard Worker }
392