xref: /aosp_15_r20/external/XNNPACK/test/sigmoid-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 "sigmoid-operator-tester.h"
12*4bdc9457SAndroid Build Coastguard Worker 
13*4bdc9457SAndroid Build Coastguard Worker 
TEST(SIGMOID_NC_F16,unit_batch)14*4bdc9457SAndroid Build Coastguard Worker TEST(SIGMOID_NC_F16, unit_batch) {
15*4bdc9457SAndroid Build Coastguard Worker   for (size_t channels = 1; channels < 100; channels += 15) {
16*4bdc9457SAndroid Build Coastguard Worker     SigmoidOperatorTester()
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(SIGMOID_NC_F16,small_batch)24*4bdc9457SAndroid Build Coastguard Worker TEST(SIGMOID_NC_F16, small_batch) {
25*4bdc9457SAndroid Build Coastguard Worker   for (size_t channels = 1; channels < 100; channels += 15) {
26*4bdc9457SAndroid Build Coastguard Worker     SigmoidOperatorTester()
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(SIGMOID_NC_F16,small_batch_with_input_stride)34*4bdc9457SAndroid Build Coastguard Worker TEST(SIGMOID_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     SigmoidOperatorTester()
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(SIGMOID_NC_F16,small_batch_with_output_stride)45*4bdc9457SAndroid Build Coastguard Worker TEST(SIGMOID_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     SigmoidOperatorTester()
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(SIGMOID_NC_F16,strided_batch)56*4bdc9457SAndroid Build Coastguard Worker TEST(SIGMOID_NC_F16, strided_batch) {
57*4bdc9457SAndroid Build Coastguard Worker   for (size_t channels = 1; channels < 100; channels += 15) {
58*4bdc9457SAndroid Build Coastguard Worker     SigmoidOperatorTester()
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 
68*4bdc9457SAndroid Build Coastguard Worker 
TEST(SIGMOID_NC_F32,unit_batch)69*4bdc9457SAndroid Build Coastguard Worker TEST(SIGMOID_NC_F32, unit_batch) {
70*4bdc9457SAndroid Build Coastguard Worker   for (size_t channels = 1; channels < 100; channels += 15) {
71*4bdc9457SAndroid Build Coastguard Worker     SigmoidOperatorTester()
72*4bdc9457SAndroid Build Coastguard Worker       .batch_size(1)
73*4bdc9457SAndroid Build Coastguard Worker       .channels(channels)
74*4bdc9457SAndroid Build Coastguard Worker       .iterations(3)
75*4bdc9457SAndroid Build Coastguard Worker       .TestF32();
76*4bdc9457SAndroid Build Coastguard Worker   }
77*4bdc9457SAndroid Build Coastguard Worker }
78*4bdc9457SAndroid Build Coastguard Worker 
TEST(SIGMOID_NC_F32,small_batch)79*4bdc9457SAndroid Build Coastguard Worker TEST(SIGMOID_NC_F32, small_batch) {
80*4bdc9457SAndroid Build Coastguard Worker   for (size_t channels = 1; channels < 100; channels += 15) {
81*4bdc9457SAndroid Build Coastguard Worker     SigmoidOperatorTester()
82*4bdc9457SAndroid Build Coastguard Worker       .batch_size(3)
83*4bdc9457SAndroid Build Coastguard Worker       .channels(channels)
84*4bdc9457SAndroid Build Coastguard Worker       .iterations(3)
85*4bdc9457SAndroid Build Coastguard Worker       .TestF32();
86*4bdc9457SAndroid Build Coastguard Worker   }
87*4bdc9457SAndroid Build Coastguard Worker }
88*4bdc9457SAndroid Build Coastguard Worker 
TEST(SIGMOID_NC_F32,small_batch_with_input_stride)89*4bdc9457SAndroid Build Coastguard Worker TEST(SIGMOID_NC_F32, small_batch_with_input_stride) {
90*4bdc9457SAndroid Build Coastguard Worker   for (size_t channels = 1; channels < 100; channels += 15) {
91*4bdc9457SAndroid Build Coastguard Worker     SigmoidOperatorTester()
92*4bdc9457SAndroid Build Coastguard Worker       .batch_size(3)
93*4bdc9457SAndroid Build Coastguard Worker       .channels(channels)
94*4bdc9457SAndroid Build Coastguard Worker       .input_stride(129)
95*4bdc9457SAndroid Build Coastguard Worker       .iterations(3)
96*4bdc9457SAndroid Build Coastguard Worker       .TestF32();
97*4bdc9457SAndroid Build Coastguard Worker   }
98*4bdc9457SAndroid Build Coastguard Worker }
99*4bdc9457SAndroid Build Coastguard Worker 
TEST(SIGMOID_NC_F32,small_batch_with_output_stride)100*4bdc9457SAndroid Build Coastguard Worker TEST(SIGMOID_NC_F32, small_batch_with_output_stride) {
101*4bdc9457SAndroid Build Coastguard Worker   for (size_t channels = 1; channels < 100; channels += 15) {
102*4bdc9457SAndroid Build Coastguard Worker     SigmoidOperatorTester()
103*4bdc9457SAndroid Build Coastguard Worker       .batch_size(3)
104*4bdc9457SAndroid Build Coastguard Worker       .channels(channels)
105*4bdc9457SAndroid Build Coastguard Worker       .output_stride(117)
106*4bdc9457SAndroid Build Coastguard Worker       .iterations(3)
107*4bdc9457SAndroid Build Coastguard Worker       .TestF32();
108*4bdc9457SAndroid Build Coastguard Worker   }
109*4bdc9457SAndroid Build Coastguard Worker }
110*4bdc9457SAndroid Build Coastguard Worker 
TEST(SIGMOID_NC_F32,strided_batch)111*4bdc9457SAndroid Build Coastguard Worker TEST(SIGMOID_NC_F32, strided_batch) {
112*4bdc9457SAndroid Build Coastguard Worker   for (size_t channels = 1; channels < 100; channels += 15) {
113*4bdc9457SAndroid Build Coastguard Worker     SigmoidOperatorTester()
114*4bdc9457SAndroid Build Coastguard Worker       .batch_size(3)
115*4bdc9457SAndroid Build Coastguard Worker       .channels(channels)
116*4bdc9457SAndroid Build Coastguard Worker       .input_stride(129)
117*4bdc9457SAndroid Build Coastguard Worker       .output_stride(117)
118*4bdc9457SAndroid Build Coastguard Worker       .iterations(3)
119*4bdc9457SAndroid Build Coastguard Worker       .TestF32();
120*4bdc9457SAndroid Build Coastguard Worker   }
121*4bdc9457SAndroid Build Coastguard Worker }
122*4bdc9457SAndroid Build Coastguard Worker 
123*4bdc9457SAndroid Build Coastguard Worker 
TEST(SIGMOID_NC_QS8,unit_batch)124*4bdc9457SAndroid Build Coastguard Worker TEST(SIGMOID_NC_QS8, unit_batch) {
125*4bdc9457SAndroid Build Coastguard Worker   for (size_t channels = 1; channels < 100; channels += 15) {
126*4bdc9457SAndroid Build Coastguard Worker     SigmoidOperatorTester()
127*4bdc9457SAndroid Build Coastguard Worker       .batch_size(1)
128*4bdc9457SAndroid Build Coastguard Worker       .channels(channels)
129*4bdc9457SAndroid Build Coastguard Worker       .iterations(3)
130*4bdc9457SAndroid Build Coastguard Worker       .TestQS8();
131*4bdc9457SAndroid Build Coastguard Worker   }
132*4bdc9457SAndroid Build Coastguard Worker }
133*4bdc9457SAndroid Build Coastguard Worker 
TEST(SIGMOID_NC_QS8,unit_batch_with_qmin)134*4bdc9457SAndroid Build Coastguard Worker TEST(SIGMOID_NC_QS8, unit_batch_with_qmin) {
135*4bdc9457SAndroid Build Coastguard Worker   for (size_t channels = 1; channels < 100; channels += 15) {
136*4bdc9457SAndroid Build Coastguard Worker     SigmoidOperatorTester()
137*4bdc9457SAndroid Build Coastguard Worker       .batch_size(1)
138*4bdc9457SAndroid Build Coastguard Worker       .channels(channels)
139*4bdc9457SAndroid Build Coastguard Worker       .qmin(128)
140*4bdc9457SAndroid Build Coastguard Worker       .iterations(3)
141*4bdc9457SAndroid Build Coastguard Worker       .TestQS8();
142*4bdc9457SAndroid Build Coastguard Worker   }
143*4bdc9457SAndroid Build Coastguard Worker }
144*4bdc9457SAndroid Build Coastguard Worker 
TEST(SIGMOID_NC_QS8,unit_batch_with_qmax)145*4bdc9457SAndroid Build Coastguard Worker TEST(SIGMOID_NC_QS8, unit_batch_with_qmax) {
146*4bdc9457SAndroid Build Coastguard Worker   for (size_t channels = 1; channels < 100; channels += 15) {
147*4bdc9457SAndroid Build Coastguard Worker     SigmoidOperatorTester()
148*4bdc9457SAndroid Build Coastguard Worker       .batch_size(1)
149*4bdc9457SAndroid Build Coastguard Worker       .channels(channels)
150*4bdc9457SAndroid Build Coastguard Worker       .qmax(128)
151*4bdc9457SAndroid Build Coastguard Worker       .iterations(3)
152*4bdc9457SAndroid Build Coastguard Worker       .TestQS8();
153*4bdc9457SAndroid Build Coastguard Worker   }
154*4bdc9457SAndroid Build Coastguard Worker }
155*4bdc9457SAndroid Build Coastguard Worker 
TEST(SIGMOID_NC_QS8,unit_batch_with_input_scale)156*4bdc9457SAndroid Build Coastguard Worker TEST(SIGMOID_NC_QS8, unit_batch_with_input_scale) {
157*4bdc9457SAndroid Build Coastguard Worker   for (size_t channels = 1; channels < 100; channels += 15) {
158*4bdc9457SAndroid Build Coastguard Worker     for (float input_scale = 1.0e-2f; input_scale < 1.0e+2f; input_scale *= 10.0f) {
159*4bdc9457SAndroid Build Coastguard Worker       SigmoidOperatorTester()
160*4bdc9457SAndroid Build Coastguard Worker         .batch_size(1)
161*4bdc9457SAndroid Build Coastguard Worker         .channels(channels)
162*4bdc9457SAndroid Build Coastguard Worker         .input_scale(input_scale)
163*4bdc9457SAndroid Build Coastguard Worker         .iterations(1)
164*4bdc9457SAndroid Build Coastguard Worker         .TestQS8();
165*4bdc9457SAndroid Build Coastguard Worker     }
166*4bdc9457SAndroid Build Coastguard Worker   }
167*4bdc9457SAndroid Build Coastguard Worker }
168*4bdc9457SAndroid Build Coastguard Worker 
TEST(SIGMOID_NC_QS8,unit_batch_with_input_zero_point)169*4bdc9457SAndroid Build Coastguard Worker TEST(SIGMOID_NC_QS8, unit_batch_with_input_zero_point) {
170*4bdc9457SAndroid Build Coastguard Worker   for (size_t channels = 1; channels < 100; channels += 15) {
171*4bdc9457SAndroid Build Coastguard Worker     for (int32_t input_zero_point = 0; input_zero_point <= 255; input_zero_point += 51) {
172*4bdc9457SAndroid Build Coastguard Worker       SigmoidOperatorTester()
173*4bdc9457SAndroid Build Coastguard Worker         .batch_size(1)
174*4bdc9457SAndroid Build Coastguard Worker         .channels(channels)
175*4bdc9457SAndroid Build Coastguard Worker         .input_zero_point(uint8_t(input_zero_point))
176*4bdc9457SAndroid Build Coastguard Worker         .iterations(1)
177*4bdc9457SAndroid Build Coastguard Worker         .TestQS8();
178*4bdc9457SAndroid Build Coastguard Worker     }
179*4bdc9457SAndroid Build Coastguard Worker   }
180*4bdc9457SAndroid Build Coastguard Worker }
181*4bdc9457SAndroid Build Coastguard Worker 
TEST(SIGMOID_NC_QS8,small_batch)182*4bdc9457SAndroid Build Coastguard Worker TEST(SIGMOID_NC_QS8, small_batch) {
183*4bdc9457SAndroid Build Coastguard Worker   for (size_t channels = 1; channels < 100; channels += 15) {
184*4bdc9457SAndroid Build Coastguard Worker     SigmoidOperatorTester()
185*4bdc9457SAndroid Build Coastguard Worker       .batch_size(3)
186*4bdc9457SAndroid Build Coastguard Worker       .channels(channels)
187*4bdc9457SAndroid Build Coastguard Worker       .iterations(3)
188*4bdc9457SAndroid Build Coastguard Worker       .TestQS8();
189*4bdc9457SAndroid Build Coastguard Worker   }
190*4bdc9457SAndroid Build Coastguard Worker }
191*4bdc9457SAndroid Build Coastguard Worker 
TEST(SIGMOID_NC_QS8,small_batch_with_input_stride)192*4bdc9457SAndroid Build Coastguard Worker TEST(SIGMOID_NC_QS8, small_batch_with_input_stride) {
193*4bdc9457SAndroid Build Coastguard Worker   for (size_t channels = 1; channels < 100; channels += 15) {
194*4bdc9457SAndroid Build Coastguard Worker     SigmoidOperatorTester()
195*4bdc9457SAndroid Build Coastguard Worker       .batch_size(3)
196*4bdc9457SAndroid Build Coastguard Worker       .channels(channels)
197*4bdc9457SAndroid Build Coastguard Worker       .input_stride(129)
198*4bdc9457SAndroid Build Coastguard Worker       .iterations(3)
199*4bdc9457SAndroid Build Coastguard Worker       .TestQS8();
200*4bdc9457SAndroid Build Coastguard Worker   }
201*4bdc9457SAndroid Build Coastguard Worker }
202*4bdc9457SAndroid Build Coastguard Worker 
TEST(SIGMOID_NC_QS8,small_batch_with_output_stride)203*4bdc9457SAndroid Build Coastguard Worker TEST(SIGMOID_NC_QS8, small_batch_with_output_stride) {
204*4bdc9457SAndroid Build Coastguard Worker   for (size_t channels = 1; channels < 100; channels += 15) {
205*4bdc9457SAndroid Build Coastguard Worker     SigmoidOperatorTester()
206*4bdc9457SAndroid Build Coastguard Worker       .batch_size(3)
207*4bdc9457SAndroid Build Coastguard Worker       .channels(channels)
208*4bdc9457SAndroid Build Coastguard Worker       .output_stride(117)
209*4bdc9457SAndroid Build Coastguard Worker       .iterations(3)
210*4bdc9457SAndroid Build Coastguard Worker       .TestQS8();
211*4bdc9457SAndroid Build Coastguard Worker   }
212*4bdc9457SAndroid Build Coastguard Worker }
213*4bdc9457SAndroid Build Coastguard Worker 
TEST(SIGMOID_NC_QS8,small_batch_with_qmin)214*4bdc9457SAndroid Build Coastguard Worker TEST(SIGMOID_NC_QS8, small_batch_with_qmin) {
215*4bdc9457SAndroid Build Coastguard Worker   for (size_t channels = 1; channels < 100; channels += 15) {
216*4bdc9457SAndroid Build Coastguard Worker     SigmoidOperatorTester()
217*4bdc9457SAndroid Build Coastguard Worker       .batch_size(3)
218*4bdc9457SAndroid Build Coastguard Worker       .channels(channels)
219*4bdc9457SAndroid Build Coastguard Worker       .qmin(128)
220*4bdc9457SAndroid Build Coastguard Worker       .iterations(3)
221*4bdc9457SAndroid Build Coastguard Worker       .TestQS8();
222*4bdc9457SAndroid Build Coastguard Worker   }
223*4bdc9457SAndroid Build Coastguard Worker }
224*4bdc9457SAndroid Build Coastguard Worker 
TEST(SIGMOID_NC_QS8,small_batch_with_qmax)225*4bdc9457SAndroid Build Coastguard Worker TEST(SIGMOID_NC_QS8, small_batch_with_qmax) {
226*4bdc9457SAndroid Build Coastguard Worker   for (size_t channels = 1; channels < 100; channels += 15) {
227*4bdc9457SAndroid Build Coastguard Worker     SigmoidOperatorTester()
228*4bdc9457SAndroid Build Coastguard Worker       .batch_size(3)
229*4bdc9457SAndroid Build Coastguard Worker       .channels(channels)
230*4bdc9457SAndroid Build Coastguard Worker       .qmax(128)
231*4bdc9457SAndroid Build Coastguard Worker       .iterations(3)
232*4bdc9457SAndroid Build Coastguard Worker       .TestQS8();
233*4bdc9457SAndroid Build Coastguard Worker   }
234*4bdc9457SAndroid Build Coastguard Worker }
235*4bdc9457SAndroid Build Coastguard Worker 
TEST(SIGMOID_NC_QS8,small_batch_with_input_scale)236*4bdc9457SAndroid Build Coastguard Worker TEST(SIGMOID_NC_QS8, small_batch_with_input_scale) {
237*4bdc9457SAndroid Build Coastguard Worker   for (size_t channels = 1; channels < 100; channels += 15) {
238*4bdc9457SAndroid Build Coastguard Worker     for (float input_scale = 1.0e-2f; input_scale < 1.0e+2f; input_scale *= 10.0f) {
239*4bdc9457SAndroid Build Coastguard Worker       SigmoidOperatorTester()
240*4bdc9457SAndroid Build Coastguard Worker         .batch_size(3)
241*4bdc9457SAndroid Build Coastguard Worker         .channels(channels)
242*4bdc9457SAndroid Build Coastguard Worker         .input_scale(input_scale)
243*4bdc9457SAndroid Build Coastguard Worker         .iterations(1)
244*4bdc9457SAndroid Build Coastguard Worker         .TestQS8();
245*4bdc9457SAndroid Build Coastguard Worker     }
246*4bdc9457SAndroid Build Coastguard Worker   }
247*4bdc9457SAndroid Build Coastguard Worker }
248*4bdc9457SAndroid Build Coastguard Worker 
TEST(SIGMOID_NC_QS8,small_batch_with_input_zero_point)249*4bdc9457SAndroid Build Coastguard Worker TEST(SIGMOID_NC_QS8, small_batch_with_input_zero_point) {
250*4bdc9457SAndroid Build Coastguard Worker   for (size_t channels = 1; channels < 100; channels += 15) {
251*4bdc9457SAndroid Build Coastguard Worker     for (int32_t input_zero_point = 0; input_zero_point <= 255; input_zero_point += 51) {
252*4bdc9457SAndroid Build Coastguard Worker       SigmoidOperatorTester()
253*4bdc9457SAndroid Build Coastguard Worker         .batch_size(3)
254*4bdc9457SAndroid Build Coastguard Worker         .channels(channels)
255*4bdc9457SAndroid Build Coastguard Worker         .input_zero_point(uint8_t(input_zero_point))
256*4bdc9457SAndroid Build Coastguard Worker         .iterations(1)
257*4bdc9457SAndroid Build Coastguard Worker         .TestQS8();
258*4bdc9457SAndroid Build Coastguard Worker     }
259*4bdc9457SAndroid Build Coastguard Worker   }
260*4bdc9457SAndroid Build Coastguard Worker }
261*4bdc9457SAndroid Build Coastguard Worker 
TEST(SIGMOID_NC_QS8,strided_batch)262*4bdc9457SAndroid Build Coastguard Worker TEST(SIGMOID_NC_QS8, strided_batch) {
263*4bdc9457SAndroid Build Coastguard Worker   for (size_t channels = 1; channels < 100; channels += 15) {
264*4bdc9457SAndroid Build Coastguard Worker     SigmoidOperatorTester()
265*4bdc9457SAndroid Build Coastguard Worker       .batch_size(3)
266*4bdc9457SAndroid Build Coastguard Worker       .channels(channels)
267*4bdc9457SAndroid Build Coastguard Worker       .input_stride(129)
268*4bdc9457SAndroid Build Coastguard Worker       .output_stride(117)
269*4bdc9457SAndroid Build Coastguard Worker       .iterations(3)
270*4bdc9457SAndroid Build Coastguard Worker       .TestQS8();
271*4bdc9457SAndroid Build Coastguard Worker   }
272*4bdc9457SAndroid Build Coastguard Worker }
273*4bdc9457SAndroid Build Coastguard Worker 
TEST(SIGMOID_NC_QS8,strided_batch_with_qmin)274*4bdc9457SAndroid Build Coastguard Worker TEST(SIGMOID_NC_QS8, strided_batch_with_qmin) {
275*4bdc9457SAndroid Build Coastguard Worker   for (size_t channels = 1; channels < 100; channels += 15) {
276*4bdc9457SAndroid Build Coastguard Worker     SigmoidOperatorTester()
277*4bdc9457SAndroid Build Coastguard Worker       .batch_size(3)
278*4bdc9457SAndroid Build Coastguard Worker       .channels(channels)
279*4bdc9457SAndroid Build Coastguard Worker       .input_stride(129)
280*4bdc9457SAndroid Build Coastguard Worker       .output_stride(117)
281*4bdc9457SAndroid Build Coastguard Worker       .qmin(128)
282*4bdc9457SAndroid Build Coastguard Worker       .iterations(3)
283*4bdc9457SAndroid Build Coastguard Worker       .TestQS8();
284*4bdc9457SAndroid Build Coastguard Worker   }
285*4bdc9457SAndroid Build Coastguard Worker }
286*4bdc9457SAndroid Build Coastguard Worker 
TEST(SIGMOID_NC_QS8,strided_batch_with_qmax)287*4bdc9457SAndroid Build Coastguard Worker TEST(SIGMOID_NC_QS8, strided_batch_with_qmax) {
288*4bdc9457SAndroid Build Coastguard Worker   for (size_t channels = 1; channels < 100; channels += 15) {
289*4bdc9457SAndroid Build Coastguard Worker     SigmoidOperatorTester()
290*4bdc9457SAndroid Build Coastguard Worker       .batch_size(3)
291*4bdc9457SAndroid Build Coastguard Worker       .channels(channels)
292*4bdc9457SAndroid Build Coastguard Worker       .input_stride(129)
293*4bdc9457SAndroid Build Coastguard Worker       .output_stride(117)
294*4bdc9457SAndroid Build Coastguard Worker       .qmax(128)
295*4bdc9457SAndroid Build Coastguard Worker       .iterations(3)
296*4bdc9457SAndroid Build Coastguard Worker       .TestQS8();
297*4bdc9457SAndroid Build Coastguard Worker   }
298*4bdc9457SAndroid Build Coastguard Worker }
299*4bdc9457SAndroid Build Coastguard Worker 
TEST(SIGMOID_NC_QS8,strided_batch_with_input_scale)300*4bdc9457SAndroid Build Coastguard Worker TEST(SIGMOID_NC_QS8, strided_batch_with_input_scale) {
301*4bdc9457SAndroid Build Coastguard Worker   for (size_t channels = 1; channels < 100; channels += 15) {
302*4bdc9457SAndroid Build Coastguard Worker     for (float input_scale = 1.0e-2f; input_scale < 1.0e+2f; input_scale *= 10.0f) {
303*4bdc9457SAndroid Build Coastguard Worker       SigmoidOperatorTester()
304*4bdc9457SAndroid Build Coastguard Worker         .batch_size(3)
305*4bdc9457SAndroid Build Coastguard Worker         .channels(channels)
306*4bdc9457SAndroid Build Coastguard Worker         .input_stride(129)
307*4bdc9457SAndroid Build Coastguard Worker         .output_stride(117)
308*4bdc9457SAndroid Build Coastguard Worker         .input_scale(input_scale)
309*4bdc9457SAndroid Build Coastguard Worker         .iterations(1)
310*4bdc9457SAndroid Build Coastguard Worker         .TestQS8();
311*4bdc9457SAndroid Build Coastguard Worker     }
312*4bdc9457SAndroid Build Coastguard Worker   }
313*4bdc9457SAndroid Build Coastguard Worker }
314*4bdc9457SAndroid Build Coastguard Worker 
TEST(SIGMOID_NC_QS8,strided_batch_with_input_zero_point)315*4bdc9457SAndroid Build Coastguard Worker TEST(SIGMOID_NC_QS8, strided_batch_with_input_zero_point) {
316*4bdc9457SAndroid Build Coastguard Worker   for (size_t channels = 1; channels < 100; channels += 15) {
317*4bdc9457SAndroid Build Coastguard Worker     for (int32_t input_zero_point = 0; input_zero_point <= 255; input_zero_point += 51) {
318*4bdc9457SAndroid Build Coastguard Worker       SigmoidOperatorTester()
319*4bdc9457SAndroid Build Coastguard Worker         .batch_size(3)
320*4bdc9457SAndroid Build Coastguard Worker         .channels(channels)
321*4bdc9457SAndroid Build Coastguard Worker         .input_stride(129)
322*4bdc9457SAndroid Build Coastguard Worker         .output_stride(117)
323*4bdc9457SAndroid Build Coastguard Worker         .input_zero_point(uint8_t(input_zero_point))
324*4bdc9457SAndroid Build Coastguard Worker         .iterations(1)
325*4bdc9457SAndroid Build Coastguard Worker         .TestQS8();
326*4bdc9457SAndroid Build Coastguard Worker     }
327*4bdc9457SAndroid Build Coastguard Worker   }
328*4bdc9457SAndroid Build Coastguard Worker }
329*4bdc9457SAndroid Build Coastguard Worker 
330*4bdc9457SAndroid Build Coastguard Worker 
TEST(SIGMOID_NC_QU8,unit_batch)331*4bdc9457SAndroid Build Coastguard Worker TEST(SIGMOID_NC_QU8, unit_batch) {
332*4bdc9457SAndroid Build Coastguard Worker   for (size_t channels = 1; channels < 100; channels += 15) {
333*4bdc9457SAndroid Build Coastguard Worker     SigmoidOperatorTester()
334*4bdc9457SAndroid Build Coastguard Worker       .batch_size(1)
335*4bdc9457SAndroid Build Coastguard Worker       .channels(channels)
336*4bdc9457SAndroid Build Coastguard Worker       .iterations(3)
337*4bdc9457SAndroid Build Coastguard Worker       .TestQU8();
338*4bdc9457SAndroid Build Coastguard Worker   }
339*4bdc9457SAndroid Build Coastguard Worker }
340*4bdc9457SAndroid Build Coastguard Worker 
TEST(SIGMOID_NC_QU8,unit_batch_with_qmin)341*4bdc9457SAndroid Build Coastguard Worker TEST(SIGMOID_NC_QU8, unit_batch_with_qmin) {
342*4bdc9457SAndroid Build Coastguard Worker   for (size_t channels = 1; channels < 100; channels += 15) {
343*4bdc9457SAndroid Build Coastguard Worker     SigmoidOperatorTester()
344*4bdc9457SAndroid Build Coastguard Worker       .batch_size(1)
345*4bdc9457SAndroid Build Coastguard Worker       .channels(channels)
346*4bdc9457SAndroid Build Coastguard Worker       .qmin(128)
347*4bdc9457SAndroid Build Coastguard Worker       .iterations(3)
348*4bdc9457SAndroid Build Coastguard Worker       .TestQU8();
349*4bdc9457SAndroid Build Coastguard Worker   }
350*4bdc9457SAndroid Build Coastguard Worker }
351*4bdc9457SAndroid Build Coastguard Worker 
TEST(SIGMOID_NC_QU8,unit_batch_with_qmax)352*4bdc9457SAndroid Build Coastguard Worker TEST(SIGMOID_NC_QU8, unit_batch_with_qmax) {
353*4bdc9457SAndroid Build Coastguard Worker   for (size_t channels = 1; channels < 100; channels += 15) {
354*4bdc9457SAndroid Build Coastguard Worker     SigmoidOperatorTester()
355*4bdc9457SAndroid Build Coastguard Worker       .batch_size(1)
356*4bdc9457SAndroid Build Coastguard Worker       .channels(channels)
357*4bdc9457SAndroid Build Coastguard Worker       .qmax(128)
358*4bdc9457SAndroid Build Coastguard Worker       .iterations(3)
359*4bdc9457SAndroid Build Coastguard Worker       .TestQU8();
360*4bdc9457SAndroid Build Coastguard Worker   }
361*4bdc9457SAndroid Build Coastguard Worker }
362*4bdc9457SAndroid Build Coastguard Worker 
TEST(SIGMOID_NC_QU8,unit_batch_with_input_scale)363*4bdc9457SAndroid Build Coastguard Worker TEST(SIGMOID_NC_QU8, unit_batch_with_input_scale) {
364*4bdc9457SAndroid Build Coastguard Worker   for (size_t channels = 1; channels < 100; channels += 15) {
365*4bdc9457SAndroid Build Coastguard Worker     for (float input_scale = 1.0e-2f; input_scale < 1.0e+2f; input_scale *= 10.0f) {
366*4bdc9457SAndroid Build Coastguard Worker       SigmoidOperatorTester()
367*4bdc9457SAndroid Build Coastguard Worker         .batch_size(1)
368*4bdc9457SAndroid Build Coastguard Worker         .channels(channels)
369*4bdc9457SAndroid Build Coastguard Worker         .input_scale(input_scale)
370*4bdc9457SAndroid Build Coastguard Worker         .iterations(1)
371*4bdc9457SAndroid Build Coastguard Worker         .TestQU8();
372*4bdc9457SAndroid Build Coastguard Worker     }
373*4bdc9457SAndroid Build Coastguard Worker   }
374*4bdc9457SAndroid Build Coastguard Worker }
375*4bdc9457SAndroid Build Coastguard Worker 
TEST(SIGMOID_NC_QU8,unit_batch_with_input_zero_point)376*4bdc9457SAndroid Build Coastguard Worker TEST(SIGMOID_NC_QU8, unit_batch_with_input_zero_point) {
377*4bdc9457SAndroid Build Coastguard Worker   for (size_t channels = 1; channels < 100; channels += 15) {
378*4bdc9457SAndroid Build Coastguard Worker     for (int32_t input_zero_point = 0; input_zero_point <= 255; input_zero_point += 51) {
379*4bdc9457SAndroid Build Coastguard Worker       SigmoidOperatorTester()
380*4bdc9457SAndroid Build Coastguard Worker         .batch_size(1)
381*4bdc9457SAndroid Build Coastguard Worker         .channels(channels)
382*4bdc9457SAndroid Build Coastguard Worker         .input_zero_point(uint8_t(input_zero_point))
383*4bdc9457SAndroid Build Coastguard Worker         .iterations(1)
384*4bdc9457SAndroid Build Coastguard Worker         .TestQU8();
385*4bdc9457SAndroid Build Coastguard Worker     }
386*4bdc9457SAndroid Build Coastguard Worker   }
387*4bdc9457SAndroid Build Coastguard Worker }
388*4bdc9457SAndroid Build Coastguard Worker 
TEST(SIGMOID_NC_QU8,small_batch)389*4bdc9457SAndroid Build Coastguard Worker TEST(SIGMOID_NC_QU8, small_batch) {
390*4bdc9457SAndroid Build Coastguard Worker   for (size_t channels = 1; channels < 100; channels += 15) {
391*4bdc9457SAndroid Build Coastguard Worker     SigmoidOperatorTester()
392*4bdc9457SAndroid Build Coastguard Worker       .batch_size(3)
393*4bdc9457SAndroid Build Coastguard Worker       .channels(channels)
394*4bdc9457SAndroid Build Coastguard Worker       .iterations(3)
395*4bdc9457SAndroid Build Coastguard Worker       .TestQU8();
396*4bdc9457SAndroid Build Coastguard Worker   }
397*4bdc9457SAndroid Build Coastguard Worker }
398*4bdc9457SAndroid Build Coastguard Worker 
TEST(SIGMOID_NC_QU8,small_batch_with_input_stride)399*4bdc9457SAndroid Build Coastguard Worker TEST(SIGMOID_NC_QU8, small_batch_with_input_stride) {
400*4bdc9457SAndroid Build Coastguard Worker   for (size_t channels = 1; channels < 100; channels += 15) {
401*4bdc9457SAndroid Build Coastguard Worker     SigmoidOperatorTester()
402*4bdc9457SAndroid Build Coastguard Worker       .batch_size(3)
403*4bdc9457SAndroid Build Coastguard Worker       .channels(channels)
404*4bdc9457SAndroid Build Coastguard Worker       .input_stride(129)
405*4bdc9457SAndroid Build Coastguard Worker       .iterations(3)
406*4bdc9457SAndroid Build Coastguard Worker       .TestQU8();
407*4bdc9457SAndroid Build Coastguard Worker   }
408*4bdc9457SAndroid Build Coastguard Worker }
409*4bdc9457SAndroid Build Coastguard Worker 
TEST(SIGMOID_NC_QU8,small_batch_with_output_stride)410*4bdc9457SAndroid Build Coastguard Worker TEST(SIGMOID_NC_QU8, small_batch_with_output_stride) {
411*4bdc9457SAndroid Build Coastguard Worker   for (size_t channels = 1; channels < 100; channels += 15) {
412*4bdc9457SAndroid Build Coastguard Worker     SigmoidOperatorTester()
413*4bdc9457SAndroid Build Coastguard Worker       .batch_size(3)
414*4bdc9457SAndroid Build Coastguard Worker       .channels(channels)
415*4bdc9457SAndroid Build Coastguard Worker       .output_stride(117)
416*4bdc9457SAndroid Build Coastguard Worker       .iterations(3)
417*4bdc9457SAndroid Build Coastguard Worker       .TestQU8();
418*4bdc9457SAndroid Build Coastguard Worker   }
419*4bdc9457SAndroid Build Coastguard Worker }
420*4bdc9457SAndroid Build Coastguard Worker 
TEST(SIGMOID_NC_QU8,small_batch_with_qmin)421*4bdc9457SAndroid Build Coastguard Worker TEST(SIGMOID_NC_QU8, small_batch_with_qmin) {
422*4bdc9457SAndroid Build Coastguard Worker   for (size_t channels = 1; channels < 100; channels += 15) {
423*4bdc9457SAndroid Build Coastguard Worker     SigmoidOperatorTester()
424*4bdc9457SAndroid Build Coastguard Worker       .batch_size(3)
425*4bdc9457SAndroid Build Coastguard Worker       .channels(channels)
426*4bdc9457SAndroid Build Coastguard Worker       .qmin(128)
427*4bdc9457SAndroid Build Coastguard Worker       .iterations(3)
428*4bdc9457SAndroid Build Coastguard Worker       .TestQU8();
429*4bdc9457SAndroid Build Coastguard Worker   }
430*4bdc9457SAndroid Build Coastguard Worker }
431*4bdc9457SAndroid Build Coastguard Worker 
TEST(SIGMOID_NC_QU8,small_batch_with_qmax)432*4bdc9457SAndroid Build Coastguard Worker TEST(SIGMOID_NC_QU8, small_batch_with_qmax) {
433*4bdc9457SAndroid Build Coastguard Worker   for (size_t channels = 1; channels < 100; channels += 15) {
434*4bdc9457SAndroid Build Coastguard Worker     SigmoidOperatorTester()
435*4bdc9457SAndroid Build Coastguard Worker       .batch_size(3)
436*4bdc9457SAndroid Build Coastguard Worker       .channels(channels)
437*4bdc9457SAndroid Build Coastguard Worker       .qmax(128)
438*4bdc9457SAndroid Build Coastguard Worker       .iterations(3)
439*4bdc9457SAndroid Build Coastguard Worker       .TestQU8();
440*4bdc9457SAndroid Build Coastguard Worker   }
441*4bdc9457SAndroid Build Coastguard Worker }
442*4bdc9457SAndroid Build Coastguard Worker 
TEST(SIGMOID_NC_QU8,small_batch_with_input_scale)443*4bdc9457SAndroid Build Coastguard Worker TEST(SIGMOID_NC_QU8, small_batch_with_input_scale) {
444*4bdc9457SAndroid Build Coastguard Worker   for (size_t channels = 1; channels < 100; channels += 15) {
445*4bdc9457SAndroid Build Coastguard Worker     for (float input_scale = 1.0e-2f; input_scale < 1.0e+2f; input_scale *= 10.0f) {
446*4bdc9457SAndroid Build Coastguard Worker       SigmoidOperatorTester()
447*4bdc9457SAndroid Build Coastguard Worker         .batch_size(3)
448*4bdc9457SAndroid Build Coastguard Worker         .channels(channels)
449*4bdc9457SAndroid Build Coastguard Worker         .input_scale(input_scale)
450*4bdc9457SAndroid Build Coastguard Worker         .iterations(1)
451*4bdc9457SAndroid Build Coastguard Worker         .TestQU8();
452*4bdc9457SAndroid Build Coastguard Worker     }
453*4bdc9457SAndroid Build Coastguard Worker   }
454*4bdc9457SAndroid Build Coastguard Worker }
455*4bdc9457SAndroid Build Coastguard Worker 
TEST(SIGMOID_NC_QU8,small_batch_with_input_zero_point)456*4bdc9457SAndroid Build Coastguard Worker TEST(SIGMOID_NC_QU8, small_batch_with_input_zero_point) {
457*4bdc9457SAndroid Build Coastguard Worker   for (size_t channels = 1; channels < 100; channels += 15) {
458*4bdc9457SAndroid Build Coastguard Worker     for (int32_t input_zero_point = 0; input_zero_point <= 255; input_zero_point += 51) {
459*4bdc9457SAndroid Build Coastguard Worker       SigmoidOperatorTester()
460*4bdc9457SAndroid Build Coastguard Worker         .batch_size(3)
461*4bdc9457SAndroid Build Coastguard Worker         .channels(channels)
462*4bdc9457SAndroid Build Coastguard Worker         .input_zero_point(uint8_t(input_zero_point))
463*4bdc9457SAndroid Build Coastguard Worker         .iterations(1)
464*4bdc9457SAndroid Build Coastguard Worker         .TestQU8();
465*4bdc9457SAndroid Build Coastguard Worker     }
466*4bdc9457SAndroid Build Coastguard Worker   }
467*4bdc9457SAndroid Build Coastguard Worker }
468*4bdc9457SAndroid Build Coastguard Worker 
TEST(SIGMOID_NC_QU8,strided_batch)469*4bdc9457SAndroid Build Coastguard Worker TEST(SIGMOID_NC_QU8, strided_batch) {
470*4bdc9457SAndroid Build Coastguard Worker   for (size_t channels = 1; channels < 100; channels += 15) {
471*4bdc9457SAndroid Build Coastguard Worker     SigmoidOperatorTester()
472*4bdc9457SAndroid Build Coastguard Worker       .batch_size(3)
473*4bdc9457SAndroid Build Coastguard Worker       .channels(channels)
474*4bdc9457SAndroid Build Coastguard Worker       .input_stride(129)
475*4bdc9457SAndroid Build Coastguard Worker       .output_stride(117)
476*4bdc9457SAndroid Build Coastguard Worker       .iterations(3)
477*4bdc9457SAndroid Build Coastguard Worker       .TestQU8();
478*4bdc9457SAndroid Build Coastguard Worker   }
479*4bdc9457SAndroid Build Coastguard Worker }
480*4bdc9457SAndroid Build Coastguard Worker 
TEST(SIGMOID_NC_QU8,strided_batch_with_qmin)481*4bdc9457SAndroid Build Coastguard Worker TEST(SIGMOID_NC_QU8, strided_batch_with_qmin) {
482*4bdc9457SAndroid Build Coastguard Worker   for (size_t channels = 1; channels < 100; channels += 15) {
483*4bdc9457SAndroid Build Coastguard Worker     SigmoidOperatorTester()
484*4bdc9457SAndroid Build Coastguard Worker       .batch_size(3)
485*4bdc9457SAndroid Build Coastguard Worker       .channels(channels)
486*4bdc9457SAndroid Build Coastguard Worker       .input_stride(129)
487*4bdc9457SAndroid Build Coastguard Worker       .output_stride(117)
488*4bdc9457SAndroid Build Coastguard Worker       .qmin(128)
489*4bdc9457SAndroid Build Coastguard Worker       .iterations(3)
490*4bdc9457SAndroid Build Coastguard Worker       .TestQU8();
491*4bdc9457SAndroid Build Coastguard Worker   }
492*4bdc9457SAndroid Build Coastguard Worker }
493*4bdc9457SAndroid Build Coastguard Worker 
TEST(SIGMOID_NC_QU8,strided_batch_with_qmax)494*4bdc9457SAndroid Build Coastguard Worker TEST(SIGMOID_NC_QU8, strided_batch_with_qmax) {
495*4bdc9457SAndroid Build Coastguard Worker   for (size_t channels = 1; channels < 100; channels += 15) {
496*4bdc9457SAndroid Build Coastguard Worker     SigmoidOperatorTester()
497*4bdc9457SAndroid Build Coastguard Worker       .batch_size(3)
498*4bdc9457SAndroid Build Coastguard Worker       .channels(channels)
499*4bdc9457SAndroid Build Coastguard Worker       .input_stride(129)
500*4bdc9457SAndroid Build Coastguard Worker       .output_stride(117)
501*4bdc9457SAndroid Build Coastguard Worker       .qmax(128)
502*4bdc9457SAndroid Build Coastguard Worker       .iterations(3)
503*4bdc9457SAndroid Build Coastguard Worker       .TestQU8();
504*4bdc9457SAndroid Build Coastguard Worker   }
505*4bdc9457SAndroid Build Coastguard Worker }
506*4bdc9457SAndroid Build Coastguard Worker 
TEST(SIGMOID_NC_QU8,strided_batch_with_input_scale)507*4bdc9457SAndroid Build Coastguard Worker TEST(SIGMOID_NC_QU8, strided_batch_with_input_scale) {
508*4bdc9457SAndroid Build Coastguard Worker   for (size_t channels = 1; channels < 100; channels += 15) {
509*4bdc9457SAndroid Build Coastguard Worker     for (float input_scale = 1.0e-2f; input_scale < 1.0e+2f; input_scale *= 10.0f) {
510*4bdc9457SAndroid Build Coastguard Worker       SigmoidOperatorTester()
511*4bdc9457SAndroid Build Coastguard Worker         .batch_size(3)
512*4bdc9457SAndroid Build Coastguard Worker         .channels(channels)
513*4bdc9457SAndroid Build Coastguard Worker         .input_stride(129)
514*4bdc9457SAndroid Build Coastguard Worker         .output_stride(117)
515*4bdc9457SAndroid Build Coastguard Worker         .input_scale(input_scale)
516*4bdc9457SAndroid Build Coastguard Worker         .iterations(1)
517*4bdc9457SAndroid Build Coastguard Worker         .TestQU8();
518*4bdc9457SAndroid Build Coastguard Worker     }
519*4bdc9457SAndroid Build Coastguard Worker   }
520*4bdc9457SAndroid Build Coastguard Worker }
521*4bdc9457SAndroid Build Coastguard Worker 
TEST(SIGMOID_NC_QU8,strided_batch_with_input_zero_point)522*4bdc9457SAndroid Build Coastguard Worker TEST(SIGMOID_NC_QU8, strided_batch_with_input_zero_point) {
523*4bdc9457SAndroid Build Coastguard Worker   for (size_t channels = 1; channels < 100; channels += 15) {
524*4bdc9457SAndroid Build Coastguard Worker     for (int32_t input_zero_point = 0; input_zero_point <= 255; input_zero_point += 51) {
525*4bdc9457SAndroid Build Coastguard Worker       SigmoidOperatorTester()
526*4bdc9457SAndroid Build Coastguard Worker         .batch_size(3)
527*4bdc9457SAndroid Build Coastguard Worker         .channels(channels)
528*4bdc9457SAndroid Build Coastguard Worker         .input_stride(129)
529*4bdc9457SAndroid Build Coastguard Worker         .output_stride(117)
530*4bdc9457SAndroid Build Coastguard Worker         .input_zero_point(uint8_t(input_zero_point))
531*4bdc9457SAndroid Build Coastguard Worker         .iterations(1)
532*4bdc9457SAndroid Build Coastguard Worker         .TestQU8();
533*4bdc9457SAndroid Build Coastguard Worker     }
534*4bdc9457SAndroid Build Coastguard Worker   }
535*4bdc9457SAndroid Build Coastguard Worker }
536