/home/liu/actions-runner/_work/ccv/ccv/test/int/nnc/partition.tests.c
Line | Count | Source |
1 | | #include "case.h" |
2 | | #include "ccv_case.h" |
3 | | #include "ccv_nnc_case.h" |
4 | | #include <ccv.h> |
5 | | #include <nnc/ccv_nnc.h> |
6 | | #include <nnc/ccv_nnc_easy.h> |
7 | | #include <3rdparty/dsfmt/dSFMT.h> |
8 | | |
9 | | TEST_SETUP() |
10 | | { |
11 | | ccv_nnc_init(); |
12 | | } |
13 | | |
14 | | TEST_CASE("partition a 1d tensor") |
15 | 1 | { |
16 | 1 | GUARD_ELSE_RETURN(ccv_nnc_cmd_ok(CCV_NNC_PARTITION_FORWARD, CCV_NNC_BACKEND_GPU_REF) || ccv_nnc_cmd_ok(CCV_NNC_PARTITION_FORWARD, CCV_NNC_BACKEND_MPS)); |
17 | 1 | ccv_nnc_tensor_t* const ha = ccv_nnc_tensor_new(0, CPU_TENSOR_NHWC(32F, 10000), 0); |
18 | 1 | dsfmt_t dsfmt; |
19 | 1 | dsfmt_init_gen_rand(&dsfmt, 0); |
20 | 1 | int i; |
21 | 10.0k | for (i = 0; i < 10000; i++10.0k ) |
22 | 10.0k | ha->data.f32[i] = dsfmt_genrand_open_close(&dsfmt); |
23 | 1 | ccv_nnc_tensor_t* const hb = ccv_nnc_tensor_new(0, CPU_TENSOR_NHWC(32F, 1), 0); |
24 | 1 | ccv_nnc_tensor_t* const b = ccv_nnc_tensor_new(0, GPU_TENSOR_NHWC(000, 32F, 1), 0); |
25 | 1 | ccv_nnc_tensor_t* const hindices = ccv_nnc_tensor_new(0, CPU_TENSOR_NHWC(32S, 1), 0); |
26 | 1 | ccv_nnc_tensor_t* const indices = ccv_nnc_tensor_new(0, GPU_TENSOR_NHWC(000, 32S, 1), 0); |
27 | 1 | ccv_nnc_tensor_t* const a = ccv_nnc_tensor_new(0, GPU_TENSOR_NHWC(000, 32F, 10000), 0); |
28 | 1 | ccv_nnc_cmd_exec(CMD_DATA_TRANSFER_FORWARD(), ccv_nnc_no_hint, 0, TENSOR_LIST(ha), TENSOR_LIST(a), 0); |
29 | 1 | ccv_nnc_cmd_exec(CMD_PARTITION_FORWARD(1, 0, 0), ccv_nnc_no_hint, 0, TENSOR_LIST(a), TENSOR_LIST(b, indices), 0); |
30 | 1 | ccv_nnc_tensor_t* const bt = ccv_nnc_tensor_new(0, CPU_TENSOR_NHWC(32F, 1), 0); |
31 | 1 | ccv_nnc_tensor_t* const indicest = ccv_nnc_tensor_new(0, CPU_TENSOR_NHWC(32S, 1), 0); |
32 | 1 | ccv_nnc_cmd_exec(CMD_PARTITION_FORWARD(1, 0, 0), ccv_nnc_no_hint, 0, TENSOR_LIST(ha), TENSOR_LIST(bt, indicest), 0); |
33 | 1 | ccv_nnc_cmd_exec(CMD_DATA_TRANSFER_FORWARD(), ccv_nnc_no_hint, 0, TENSOR_LIST(b, indices), TENSOR_LIST(hb, hindices), 0); |
34 | 1 | REQUIRE_TENSOR_EQ(hb, bt, "should be equal"); |
35 | 1 | REQUIRE_TENSOR_EQ(hindices, indicest, "should be equal"); |
36 | 1 | ccv_nnc_tensor_free(a); |
37 | 1 | ccv_nnc_tensor_free(b); |
38 | 1 | ccv_nnc_tensor_free(indices); |
39 | 1 | ccv_nnc_tensor_free(ha); |
40 | 1 | ccv_nnc_tensor_free(hb); |
41 | 1 | ccv_nnc_tensor_free(hindices); |
42 | 1 | ccv_nnc_tensor_free(bt); |
43 | 1 | ccv_nnc_tensor_free(indicest); |
44 | 1 | } |
45 | | |
46 | | TEST_CASE("partition a 1d tensor, descending") |
47 | 1 | { |
48 | 1 | GUARD_ELSE_RETURN(ccv_nnc_cmd_ok(CCV_NNC_PARTITION_FORWARD, CCV_NNC_BACKEND_GPU_REF) || ccv_nnc_cmd_ok(CCV_NNC_PARTITION_FORWARD, CCV_NNC_BACKEND_MPS)); |
49 | 1 | ccv_nnc_tensor_t* const ha = ccv_nnc_tensor_new(0, CPU_TENSOR_NHWC(32F, 10000), 0); |
50 | 1 | dsfmt_t dsfmt; |
51 | 1 | dsfmt_init_gen_rand(&dsfmt, 0); |
52 | 1 | int i; |
53 | 10.0k | for (i = 0; i < 10000; i++10.0k ) |
54 | 10.0k | ha->data.f32[i] = dsfmt_genrand_open_close(&dsfmt); |
55 | 1 | ccv_nnc_tensor_t* const hb = ccv_nnc_tensor_new(0, CPU_TENSOR_NHWC(32F, 1), 0); |
56 | 1 | ccv_nnc_tensor_t* const b = ccv_nnc_tensor_new(0, GPU_TENSOR_NHWC(000, 32F, 1), 0); |
57 | 1 | ccv_nnc_tensor_t* const hindices = ccv_nnc_tensor_new(0, CPU_TENSOR_NHWC(32S, 1), 0); |
58 | 1 | ccv_nnc_tensor_t* const indices = ccv_nnc_tensor_new(0, GPU_TENSOR_NHWC(000, 32S, 1), 0); |
59 | 1 | ccv_nnc_tensor_t* const a = ccv_nnc_tensor_new(0, GPU_TENSOR_NHWC(000, 32F, 10000), 0); |
60 | 1 | ccv_nnc_cmd_exec(CMD_DATA_TRANSFER_FORWARD(), ccv_nnc_no_hint, 0, TENSOR_LIST(ha), TENSOR_LIST(a), 0); |
61 | 1 | ccv_nnc_cmd_exec(CMD_PARTITION_FORWARD(1, 0, 1), ccv_nnc_no_hint, 0, TENSOR_LIST(a), TENSOR_LIST(b, indices), 0); |
62 | 1 | ccv_nnc_tensor_t* const bt = ccv_nnc_tensor_new(0, CPU_TENSOR_NHWC(32F, 1), 0); |
63 | 1 | ccv_nnc_tensor_t* const indicest = ccv_nnc_tensor_new(0, CPU_TENSOR_NHWC(32S, 1), 0); |
64 | 1 | ccv_nnc_cmd_exec(CMD_PARTITION_FORWARD(1, 0, 1), ccv_nnc_no_hint, 0, TENSOR_LIST(ha), TENSOR_LIST(bt, indicest), 0); |
65 | 1 | ccv_nnc_cmd_exec(CMD_DATA_TRANSFER_FORWARD(), ccv_nnc_no_hint, 0, TENSOR_LIST(b, indices), TENSOR_LIST(hb, hindices), 0); |
66 | 1 | REQUIRE_TENSOR_EQ(hb, bt, "should be equal"); |
67 | 1 | REQUIRE_TENSOR_EQ(hindices, indicest, "should be equal"); |
68 | 1 | ccv_nnc_tensor_free(a); |
69 | 1 | ccv_nnc_tensor_free(b); |
70 | 1 | ccv_nnc_tensor_free(indices); |
71 | 1 | ccv_nnc_tensor_free(ha); |
72 | 1 | ccv_nnc_tensor_free(hb); |
73 | 1 | ccv_nnc_tensor_free(hindices); |
74 | 1 | ccv_nnc_tensor_free(bt); |
75 | 1 | ccv_nnc_tensor_free(indicest); |
76 | 1 | } |
77 | | |
78 | | TEST_CASE("partition a 2d tensor, top 1, last axis") |
79 | 1 | { |
80 | 1 | GUARD_ELSE_RETURN(ccv_nnc_cmd_ok(CCV_NNC_PARTITION_FORWARD, CCV_NNC_BACKEND_GPU_REF) || ccv_nnc_cmd_ok(CCV_NNC_PARTITION_FORWARD, CCV_NNC_BACKEND_MPS)); |
81 | 1 | ccv_nnc_tensor_t* const ha = ccv_nnc_tensor_new(0, CPU_TENSOR_NHWC(32F, 100, 100), 0); |
82 | 1 | dsfmt_t dsfmt; |
83 | 1 | dsfmt_init_gen_rand(&dsfmt, 0); |
84 | 1 | int i; |
85 | 10.0k | for (i = 0; i < 10000; i++10.0k ) |
86 | 10.0k | ha->data.f32[i] = dsfmt_genrand_open_close(&dsfmt); |
87 | 1 | ccv_nnc_tensor_t* const hb = ccv_nnc_tensor_new(0, CPU_TENSOR_NHWC(32F, 100, 1), 0); |
88 | 1 | ccv_nnc_tensor_t* const b = ccv_nnc_tensor_new(0, GPU_TENSOR_NHWC(000, 32F, 100, 1), 0); |
89 | 1 | ccv_nnc_tensor_t* const hindices = ccv_nnc_tensor_new(0, CPU_TENSOR_NHWC(32S, 100, 1), 0); |
90 | 1 | ccv_nnc_tensor_t* const indices = ccv_nnc_tensor_new(0, GPU_TENSOR_NHWC(000, 32S, 100, 1), 0); |
91 | 1 | ccv_nnc_tensor_t* const a = ccv_nnc_tensor_new(0, GPU_TENSOR_NHWC(000, 32F, 100, 100), 0); |
92 | 1 | ccv_nnc_cmd_exec(CMD_DATA_TRANSFER_FORWARD(), ccv_nnc_no_hint, 0, TENSOR_LIST(ha), TENSOR_LIST(a), 0); |
93 | 1 | ccv_nnc_cmd_exec(CMD_PARTITION_FORWARD(1, 1, 0), ccv_nnc_no_hint, 0, TENSOR_LIST(a), TENSOR_LIST(b, indices), 0); |
94 | 1 | ccv_nnc_tensor_t* const bt = ccv_nnc_tensor_new(0, CPU_TENSOR_NHWC(32F, 100, 1), 0); |
95 | 1 | ccv_nnc_tensor_t* const indicest = ccv_nnc_tensor_new(0, CPU_TENSOR_NHWC(32S, 100, 1), 0); |
96 | 1 | ccv_nnc_cmd_exec(CMD_PARTITION_FORWARD(1, 1, 0), ccv_nnc_no_hint, 0, TENSOR_LIST(ha), TENSOR_LIST(bt, indicest), 0); |
97 | 1 | ccv_nnc_cmd_exec(CMD_DATA_TRANSFER_FORWARD(), ccv_nnc_no_hint, 0, TENSOR_LIST(b, indices), TENSOR_LIST(hb, hindices), 0); |
98 | 1 | REQUIRE_TENSOR_EQ(hb, bt, "should be equal"); |
99 | 1 | REQUIRE_TENSOR_EQ(hindices, indicest, "should be equal"); |
100 | 1 | ccv_nnc_tensor_free(a); |
101 | 1 | ccv_nnc_tensor_free(b); |
102 | 1 | ccv_nnc_tensor_free(indices); |
103 | 1 | ccv_nnc_tensor_free(ha); |
104 | 1 | ccv_nnc_tensor_free(hb); |
105 | 1 | ccv_nnc_tensor_free(hindices); |
106 | 1 | ccv_nnc_tensor_free(bt); |
107 | 1 | ccv_nnc_tensor_free(indicest); |
108 | 1 | } |
109 | | |
110 | | TEST_CASE("partition a 2d tensor, top 1, last axis, descending") |
111 | 1 | { |
112 | 1 | GUARD_ELSE_RETURN(ccv_nnc_cmd_ok(CCV_NNC_PARTITION_FORWARD, CCV_NNC_BACKEND_GPU_REF) || ccv_nnc_cmd_ok(CCV_NNC_PARTITION_FORWARD, CCV_NNC_BACKEND_MPS)); |
113 | 1 | ccv_nnc_tensor_t* const ha = ccv_nnc_tensor_new(0, CPU_TENSOR_NHWC(32F, 100, 100), 0); |
114 | 1 | dsfmt_t dsfmt; |
115 | 1 | dsfmt_init_gen_rand(&dsfmt, 0); |
116 | 1 | int i; |
117 | 10.0k | for (i = 0; i < 10000; i++10.0k ) |
118 | 10.0k | ha->data.f32[i] = dsfmt_genrand_open_close(&dsfmt); |
119 | 1 | ccv_nnc_tensor_t* const hb = ccv_nnc_tensor_new(0, CPU_TENSOR_NHWC(32F, 100, 1), 0); |
120 | 1 | ccv_nnc_tensor_t* const b = ccv_nnc_tensor_new(0, GPU_TENSOR_NHWC(000, 32F, 100, 1), 0); |
121 | 1 | ccv_nnc_tensor_t* const hindices = ccv_nnc_tensor_new(0, CPU_TENSOR_NHWC(32S, 100, 1), 0); |
122 | 1 | ccv_nnc_tensor_t* const indices = ccv_nnc_tensor_new(0, GPU_TENSOR_NHWC(000, 32S, 100, 1), 0); |
123 | 1 | ccv_nnc_tensor_t* const a = ccv_nnc_tensor_new(0, GPU_TENSOR_NHWC(000, 32F, 100, 100), 0); |
124 | 1 | ccv_nnc_cmd_exec(CMD_DATA_TRANSFER_FORWARD(), ccv_nnc_no_hint, 0, TENSOR_LIST(ha), TENSOR_LIST(a), 0); |
125 | 1 | ccv_nnc_cmd_exec(CMD_PARTITION_FORWARD(1, 1, 1), ccv_nnc_no_hint, 0, TENSOR_LIST(a), TENSOR_LIST(b, indices), 0); |
126 | 1 | ccv_nnc_tensor_t* const bt = ccv_nnc_tensor_new(0, CPU_TENSOR_NHWC(32F, 100, 1), 0); |
127 | 1 | ccv_nnc_tensor_t* const indicest = ccv_nnc_tensor_new(0, CPU_TENSOR_NHWC(32S, 100, 1), 0); |
128 | 1 | ccv_nnc_cmd_exec(CMD_PARTITION_FORWARD(1, 1, 1), ccv_nnc_no_hint, 0, TENSOR_LIST(ha), TENSOR_LIST(bt, indicest), 0); |
129 | 1 | ccv_nnc_cmd_exec(CMD_DATA_TRANSFER_FORWARD(), ccv_nnc_no_hint, 0, TENSOR_LIST(b, indices), TENSOR_LIST(hb, hindices), 0); |
130 | 1 | REQUIRE_TENSOR_EQ(hb, bt, "should be equal"); |
131 | 1 | REQUIRE_TENSOR_EQ(hindices, indicest, "should be equal"); |
132 | 1 | ccv_nnc_tensor_free(a); |
133 | 1 | ccv_nnc_tensor_free(b); |
134 | 1 | ccv_nnc_tensor_free(indices); |
135 | 1 | ccv_nnc_tensor_free(ha); |
136 | 1 | ccv_nnc_tensor_free(hb); |
137 | 1 | ccv_nnc_tensor_free(hindices); |
138 | 1 | ccv_nnc_tensor_free(bt); |
139 | 1 | ccv_nnc_tensor_free(indicest); |
140 | 1 | } |
141 | | |
142 | | TEST_CASE("partition a 2d tensor, top 2, last axis") |
143 | 1 | { |
144 | 1 | GUARD_ELSE_RETURN(ccv_nnc_cmd_ok(CCV_NNC_PARTITION_FORWARD, CCV_NNC_BACKEND_GPU_REF) || ccv_nnc_cmd_ok(CCV_NNC_PARTITION_FORWARD, CCV_NNC_BACKEND_MPS)); |
145 | 1 | ccv_nnc_tensor_t* const ha = ccv_nnc_tensor_new(0, CPU_TENSOR_NHWC(32F, 100, 100), 0); |
146 | 1 | dsfmt_t dsfmt; |
147 | 1 | dsfmt_init_gen_rand(&dsfmt, 0); |
148 | 1 | int i; |
149 | 10.0k | for (i = 0; i < 10000; i++10.0k ) |
150 | 10.0k | ha->data.f32[i] = dsfmt_genrand_open_close(&dsfmt); |
151 | 1 | ccv_nnc_tensor_t* const hb = ccv_nnc_tensor_new(0, CPU_TENSOR_NHWC(32F, 100, 2), 0); |
152 | 1 | ccv_nnc_tensor_t* const b = ccv_nnc_tensor_new(0, GPU_TENSOR_NHWC(000, 32F, 100, 2), 0); |
153 | 1 | ccv_nnc_tensor_t* const hindices = ccv_nnc_tensor_new(0, CPU_TENSOR_NHWC(32S, 100, 2), 0); |
154 | 1 | ccv_nnc_tensor_t* const indices = ccv_nnc_tensor_new(0, GPU_TENSOR_NHWC(000, 32S, 100, 2), 0); |
155 | 1 | ccv_nnc_tensor_t* const a = ccv_nnc_tensor_new(0, GPU_TENSOR_NHWC(000, 32F, 100, 100), 0); |
156 | 1 | ccv_nnc_cmd_exec(CMD_DATA_TRANSFER_FORWARD(), ccv_nnc_no_hint, 0, TENSOR_LIST(ha), TENSOR_LIST(a), 0); |
157 | 1 | ccv_nnc_cmd_exec(CMD_PARTITION_FORWARD(2, 1, 0), ccv_nnc_no_hint, 0, TENSOR_LIST(a), TENSOR_LIST(b, indices), 0); |
158 | 1 | ccv_nnc_tensor_t* const bt = ccv_nnc_tensor_new(0, CPU_TENSOR_NHWC(32F, 100, 2), 0); |
159 | 1 | ccv_nnc_tensor_t* const indicest = ccv_nnc_tensor_new(0, CPU_TENSOR_NHWC(32S, 100, 2), 0); |
160 | 1 | ccv_nnc_cmd_exec(CMD_PARTITION_FORWARD(2, 1, 0), ccv_nnc_no_hint, 0, TENSOR_LIST(ha), TENSOR_LIST(bt, indicest), 0); |
161 | 1 | ccv_nnc_cmd_exec(CMD_DATA_TRANSFER_FORWARD(), ccv_nnc_no_hint, 0, TENSOR_LIST(b, indices), TENSOR_LIST(hb, hindices), 0); |
162 | 1 | REQUIRE_TENSOR_EQ(hb, bt, "should be equal"); |
163 | 1 | REQUIRE_TENSOR_EQ(hindices, indicest, "should be equal"); |
164 | 1 | ccv_nnc_tensor_free(a); |
165 | 1 | ccv_nnc_tensor_free(b); |
166 | 1 | ccv_nnc_tensor_free(indices); |
167 | 1 | ccv_nnc_tensor_free(ha); |
168 | 1 | ccv_nnc_tensor_free(hb); |
169 | 1 | ccv_nnc_tensor_free(hindices); |
170 | 1 | ccv_nnc_tensor_free(bt); |
171 | 1 | ccv_nnc_tensor_free(indicest); |
172 | 1 | } |
173 | | |
174 | | TEST_CASE("partition a 2d tensor, top 2, last axis, descending") |
175 | 1 | { |
176 | 1 | GUARD_ELSE_RETURN(ccv_nnc_cmd_ok(CCV_NNC_PARTITION_FORWARD, CCV_NNC_BACKEND_GPU_REF) || ccv_nnc_cmd_ok(CCV_NNC_PARTITION_FORWARD, CCV_NNC_BACKEND_MPS)); |
177 | 1 | ccv_nnc_tensor_t* const ha = ccv_nnc_tensor_new(0, CPU_TENSOR_NHWC(32F, 100, 100), 0); |
178 | 1 | dsfmt_t dsfmt; |
179 | 1 | dsfmt_init_gen_rand(&dsfmt, 0); |
180 | 1 | int i; |
181 | 10.0k | for (i = 0; i < 10000; i++10.0k ) |
182 | 10.0k | ha->data.f32[i] = dsfmt_genrand_open_close(&dsfmt); |
183 | 1 | ccv_nnc_tensor_t* const hb = ccv_nnc_tensor_new(0, CPU_TENSOR_NHWC(32F, 100, 2), 0); |
184 | 1 | ccv_nnc_tensor_t* const b = ccv_nnc_tensor_new(0, GPU_TENSOR_NHWC(000, 32F, 100, 2), 0); |
185 | 1 | ccv_nnc_tensor_t* const hindices = ccv_nnc_tensor_new(0, CPU_TENSOR_NHWC(32S, 100, 2), 0); |
186 | 1 | ccv_nnc_tensor_t* const indices = ccv_nnc_tensor_new(0, GPU_TENSOR_NHWC(000, 32S, 100, 2), 0); |
187 | 1 | ccv_nnc_tensor_t* const a = ccv_nnc_tensor_new(0, GPU_TENSOR_NHWC(000, 32F, 100, 100), 0); |
188 | 1 | ccv_nnc_cmd_exec(CMD_DATA_TRANSFER_FORWARD(), ccv_nnc_no_hint, 0, TENSOR_LIST(ha), TENSOR_LIST(a), 0); |
189 | 1 | ccv_nnc_cmd_exec(CMD_PARTITION_FORWARD(2, 1, 1), ccv_nnc_no_hint, 0, TENSOR_LIST(a), TENSOR_LIST(b, indices), 0); |
190 | 1 | ccv_nnc_tensor_t* const bt = ccv_nnc_tensor_new(0, CPU_TENSOR_NHWC(32F, 100, 2), 0); |
191 | 1 | ccv_nnc_tensor_t* const indicest = ccv_nnc_tensor_new(0, CPU_TENSOR_NHWC(32S, 100, 2), 0); |
192 | 1 | ccv_nnc_cmd_exec(CMD_PARTITION_FORWARD(2, 1, 1), ccv_nnc_no_hint, 0, TENSOR_LIST(ha), TENSOR_LIST(bt, indicest), 0); |
193 | 1 | ccv_nnc_cmd_exec(CMD_DATA_TRANSFER_FORWARD(), ccv_nnc_no_hint, 0, TENSOR_LIST(b, indices), TENSOR_LIST(hb, hindices), 0); |
194 | 1 | REQUIRE_TENSOR_EQ(hb, bt, "should be equal"); |
195 | 1 | REQUIRE_TENSOR_EQ(hindices, indicest, "should be equal"); |
196 | 1 | ccv_nnc_tensor_free(a); |
197 | 1 | ccv_nnc_tensor_free(b); |
198 | 1 | ccv_nnc_tensor_free(indices); |
199 | 1 | ccv_nnc_tensor_free(ha); |
200 | 1 | ccv_nnc_tensor_free(hb); |
201 | 1 | ccv_nnc_tensor_free(hindices); |
202 | 1 | ccv_nnc_tensor_free(bt); |
203 | 1 | ccv_nnc_tensor_free(indicest); |
204 | 1 | } |
205 | | |
206 | | TEST_CASE("partition a 3d tensor, top 1, middle axis") |
207 | 1 | { |
208 | 1 | GUARD_ELSE_RETURN(ccv_nnc_cmd_ok(CCV_NNC_PARTITION_FORWARD, CCV_NNC_BACKEND_GPU_REF) || ccv_nnc_cmd_ok(CCV_NNC_PARTITION_FORWARD, CCV_NNC_BACKEND_MPS)); |
209 | 1 | ccv_nnc_tensor_t* const ha = ccv_nnc_tensor_new(0, CPU_TENSOR_NHWC(32F, 100, 10, 10), 0); |
210 | 1 | dsfmt_t dsfmt; |
211 | 1 | dsfmt_init_gen_rand(&dsfmt, 0); |
212 | 1 | int i; |
213 | 10.0k | for (i = 0; i < 10000; i++10.0k ) |
214 | 10.0k | ha->data.f32[i] = dsfmt_genrand_open_close(&dsfmt); |
215 | 1 | ccv_nnc_tensor_t* const hb = ccv_nnc_tensor_new(0, CPU_TENSOR_NHWC(32F, 100, 1, 10), 0); |
216 | 1 | ccv_nnc_tensor_t* const b = ccv_nnc_tensor_new(0, GPU_TENSOR_NHWC(000, 32F, 100, 1, 10), 0); |
217 | 1 | ccv_nnc_tensor_t* const hindices = ccv_nnc_tensor_new(0, CPU_TENSOR_NHWC(32S, 100, 1, 10), 0); |
218 | 1 | ccv_nnc_tensor_t* const indices = ccv_nnc_tensor_new(0, GPU_TENSOR_NHWC(000, 32S, 100, 1, 10), 0); |
219 | 1 | ccv_nnc_tensor_t* const a = ccv_nnc_tensor_new(0, GPU_TENSOR_NHWC(000, 32F, 100, 10, 10), 0); |
220 | 1 | ccv_nnc_cmd_exec(CMD_DATA_TRANSFER_FORWARD(), ccv_nnc_no_hint, 0, TENSOR_LIST(ha), TENSOR_LIST(a), 0); |
221 | 1 | ccv_nnc_cmd_exec(CMD_PARTITION_FORWARD(1, 1, 0), ccv_nnc_no_hint, 0, TENSOR_LIST(a), TENSOR_LIST(b, indices), 0); |
222 | 1 | ccv_nnc_tensor_t* const bt = ccv_nnc_tensor_new(0, CPU_TENSOR_NHWC(32F, 100, 1, 10), 0); |
223 | 1 | ccv_nnc_tensor_t* const indicest = ccv_nnc_tensor_new(0, CPU_TENSOR_NHWC(32S, 100, 1, 10), 0); |
224 | 1 | ccv_nnc_cmd_exec(CMD_PARTITION_FORWARD(1, 1, 0), ccv_nnc_no_hint, 0, TENSOR_LIST(ha), TENSOR_LIST(bt, indicest), 0); |
225 | 1 | ccv_nnc_cmd_exec(CMD_DATA_TRANSFER_FORWARD(), ccv_nnc_no_hint, 0, TENSOR_LIST(b, indices), TENSOR_LIST(hb, hindices), 0); |
226 | 1 | REQUIRE_TENSOR_EQ(hb, bt, "should be equal"); |
227 | 1 | REQUIRE_TENSOR_EQ(hindices, indicest, "should be equal"); |
228 | 1 | ccv_nnc_tensor_free(a); |
229 | 1 | ccv_nnc_tensor_free(b); |
230 | 1 | ccv_nnc_tensor_free(indices); |
231 | 1 | ccv_nnc_tensor_free(ha); |
232 | 1 | ccv_nnc_tensor_free(hb); |
233 | 1 | ccv_nnc_tensor_free(hindices); |
234 | 1 | ccv_nnc_tensor_free(bt); |
235 | 1 | ccv_nnc_tensor_free(indicest); |
236 | 1 | } |
237 | | |
238 | | TEST_CASE("partition a 3d tensor, top 1, middle axis, descending") |
239 | 1 | { |
240 | 1 | GUARD_ELSE_RETURN(ccv_nnc_cmd_ok(CCV_NNC_PARTITION_FORWARD, CCV_NNC_BACKEND_GPU_REF) || ccv_nnc_cmd_ok(CCV_NNC_PARTITION_FORWARD, CCV_NNC_BACKEND_MPS)); |
241 | 1 | ccv_nnc_tensor_t* const ha = ccv_nnc_tensor_new(0, CPU_TENSOR_NHWC(32F, 100, 10, 10), 0); |
242 | 1 | dsfmt_t dsfmt; |
243 | 1 | dsfmt_init_gen_rand(&dsfmt, 0); |
244 | 1 | int i; |
245 | 10.0k | for (i = 0; i < 10000; i++10.0k ) |
246 | 10.0k | ha->data.f32[i] = dsfmt_genrand_open_close(&dsfmt); |
247 | 1 | ccv_nnc_tensor_t* const hb = ccv_nnc_tensor_new(0, CPU_TENSOR_NHWC(32F, 100, 1, 10), 0); |
248 | 1 | ccv_nnc_tensor_t* const b = ccv_nnc_tensor_new(0, GPU_TENSOR_NHWC(000, 32F, 100, 1, 10), 0); |
249 | 1 | ccv_nnc_tensor_t* const hindices = ccv_nnc_tensor_new(0, CPU_TENSOR_NHWC(32S, 100, 1, 10), 0); |
250 | 1 | ccv_nnc_tensor_t* const indices = ccv_nnc_tensor_new(0, GPU_TENSOR_NHWC(000, 32S, 100, 1, 10), 0); |
251 | 1 | ccv_nnc_tensor_t* const a = ccv_nnc_tensor_new(0, GPU_TENSOR_NHWC(000, 32F, 100, 10, 10), 0); |
252 | 1 | ccv_nnc_cmd_exec(CMD_DATA_TRANSFER_FORWARD(), ccv_nnc_no_hint, 0, TENSOR_LIST(ha), TENSOR_LIST(a), 0); |
253 | 1 | ccv_nnc_cmd_exec(CMD_PARTITION_FORWARD(1, 1, 1), ccv_nnc_no_hint, 0, TENSOR_LIST(a), TENSOR_LIST(b, indices), 0); |
254 | 1 | ccv_nnc_tensor_t* const bt = ccv_nnc_tensor_new(0, CPU_TENSOR_NHWC(32F, 100, 1, 10), 0); |
255 | 1 | ccv_nnc_tensor_t* const indicest = ccv_nnc_tensor_new(0, CPU_TENSOR_NHWC(32S, 100, 1, 10), 0); |
256 | 1 | ccv_nnc_cmd_exec(CMD_PARTITION_FORWARD(1, 1, 1), ccv_nnc_no_hint, 0, TENSOR_LIST(ha), TENSOR_LIST(bt, indicest), 0); |
257 | 1 | ccv_nnc_cmd_exec(CMD_DATA_TRANSFER_FORWARD(), ccv_nnc_no_hint, 0, TENSOR_LIST(b, indices), TENSOR_LIST(hb, hindices), 0); |
258 | 1 | REQUIRE_TENSOR_EQ(hb, bt, "should be equal"); |
259 | 1 | REQUIRE_TENSOR_EQ(hindices, indicest, "should be equal"); |
260 | 1 | ccv_nnc_tensor_free(a); |
261 | 1 | ccv_nnc_tensor_free(b); |
262 | 1 | ccv_nnc_tensor_free(indices); |
263 | 1 | ccv_nnc_tensor_free(ha); |
264 | 1 | ccv_nnc_tensor_free(hb); |
265 | 1 | ccv_nnc_tensor_free(hindices); |
266 | 1 | ccv_nnc_tensor_free(bt); |
267 | 1 | ccv_nnc_tensor_free(indicest); |
268 | 1 | } |
269 | | |
270 | | TEST_CASE("partition a 3d tensor, top 2, middle axis") |
271 | 1 | { |
272 | 1 | GUARD_ELSE_RETURN(ccv_nnc_cmd_ok(CCV_NNC_PARTITION_FORWARD, CCV_NNC_BACKEND_GPU_REF) || ccv_nnc_cmd_ok(CCV_NNC_PARTITION_FORWARD, CCV_NNC_BACKEND_MPS)); |
273 | 1 | ccv_nnc_tensor_t* const ha = ccv_nnc_tensor_new(0, CPU_TENSOR_NHWC(32F, 100, 10, 10), 0); |
274 | 1 | dsfmt_t dsfmt; |
275 | 1 | dsfmt_init_gen_rand(&dsfmt, 0); |
276 | 1 | int i; |
277 | 10.0k | for (i = 0; i < 10000; i++10.0k ) |
278 | 10.0k | ha->data.f32[i] = dsfmt_genrand_open_close(&dsfmt); |
279 | 1 | ccv_nnc_tensor_t* const hb = ccv_nnc_tensor_new(0, CPU_TENSOR_NHWC(32F, 100, 2, 10), 0); |
280 | 1 | ccv_nnc_tensor_t* const b = ccv_nnc_tensor_new(0, GPU_TENSOR_NHWC(000, 32F, 100, 2, 10), 0); |
281 | 1 | ccv_nnc_tensor_t* const hindices = ccv_nnc_tensor_new(0, CPU_TENSOR_NHWC(32S, 100, 2, 10), 0); |
282 | 1 | ccv_nnc_tensor_t* const indices = ccv_nnc_tensor_new(0, GPU_TENSOR_NHWC(000, 32S, 100, 2, 10), 0); |
283 | 1 | ccv_nnc_tensor_t* const a = ccv_nnc_tensor_new(0, GPU_TENSOR_NHWC(000, 32F, 100, 10, 10), 0); |
284 | 1 | ccv_nnc_cmd_exec(CMD_DATA_TRANSFER_FORWARD(), ccv_nnc_no_hint, 0, TENSOR_LIST(ha), TENSOR_LIST(a), 0); |
285 | 1 | ccv_nnc_cmd_exec(CMD_PARTITION_FORWARD(2, 1, 0), ccv_nnc_no_hint, 0, TENSOR_LIST(a), TENSOR_LIST(b, indices), 0); |
286 | 1 | ccv_nnc_tensor_t* const bt = ccv_nnc_tensor_new(0, CPU_TENSOR_NHWC(32F, 100, 2, 10), 0); |
287 | 1 | ccv_nnc_tensor_t* const indicest = ccv_nnc_tensor_new(0, CPU_TENSOR_NHWC(32S, 100, 2, 10), 0); |
288 | 1 | ccv_nnc_cmd_exec(CMD_PARTITION_FORWARD(2, 1, 0), ccv_nnc_no_hint, 0, TENSOR_LIST(ha), TENSOR_LIST(bt, indicest), 0); |
289 | 1 | ccv_nnc_cmd_exec(CMD_DATA_TRANSFER_FORWARD(), ccv_nnc_no_hint, 0, TENSOR_LIST(b, indices), TENSOR_LIST(hb, hindices), 0); |
290 | 1 | REQUIRE_TENSOR_EQ(hb, bt, "should be equal"); |
291 | 1 | REQUIRE_TENSOR_EQ(hindices, indicest, "should be equal"); |
292 | 1 | ccv_nnc_tensor_free(a); |
293 | 1 | ccv_nnc_tensor_free(b); |
294 | 1 | ccv_nnc_tensor_free(indices); |
295 | 1 | ccv_nnc_tensor_free(ha); |
296 | 1 | ccv_nnc_tensor_free(hb); |
297 | 1 | ccv_nnc_tensor_free(hindices); |
298 | 1 | ccv_nnc_tensor_free(bt); |
299 | 1 | ccv_nnc_tensor_free(indicest); |
300 | 1 | } |
301 | | |
302 | | TEST_CASE("partition a 3d tensor, top 2, middle axis, descending") |
303 | 1 | { |
304 | 1 | GUARD_ELSE_RETURN(ccv_nnc_cmd_ok(CCV_NNC_PARTITION_FORWARD, CCV_NNC_BACKEND_GPU_REF) || ccv_nnc_cmd_ok(CCV_NNC_PARTITION_FORWARD, CCV_NNC_BACKEND_MPS)); |
305 | 1 | ccv_nnc_tensor_t* const ha = ccv_nnc_tensor_new(0, CPU_TENSOR_NHWC(32F, 100, 10, 10), 0); |
306 | 1 | dsfmt_t dsfmt; |
307 | 1 | dsfmt_init_gen_rand(&dsfmt, 0); |
308 | 1 | int i; |
309 | 10.0k | for (i = 0; i < 10000; i++10.0k ) |
310 | 10.0k | ha->data.f32[i] = dsfmt_genrand_open_close(&dsfmt); |
311 | 1 | ccv_nnc_tensor_t* const hb = ccv_nnc_tensor_new(0, CPU_TENSOR_NHWC(32F, 100, 2, 10), 0); |
312 | 1 | ccv_nnc_tensor_t* const b = ccv_nnc_tensor_new(0, GPU_TENSOR_NHWC(000, 32F, 100, 2, 10), 0); |
313 | 1 | ccv_nnc_tensor_t* const hindices = ccv_nnc_tensor_new(0, CPU_TENSOR_NHWC(32S, 100, 2, 10), 0); |
314 | 1 | ccv_nnc_tensor_t* const indices = ccv_nnc_tensor_new(0, GPU_TENSOR_NHWC(000, 32S, 100, 2, 10), 0); |
315 | 1 | ccv_nnc_tensor_t* const a = ccv_nnc_tensor_new(0, GPU_TENSOR_NHWC(000, 32F, 100, 10, 10), 0); |
316 | 1 | ccv_nnc_cmd_exec(CMD_DATA_TRANSFER_FORWARD(), ccv_nnc_no_hint, 0, TENSOR_LIST(ha), TENSOR_LIST(a), 0); |
317 | 1 | ccv_nnc_cmd_exec(CMD_PARTITION_FORWARD(2, 1, 1), ccv_nnc_no_hint, 0, TENSOR_LIST(a), TENSOR_LIST(b, indices), 0); |
318 | 1 | ccv_nnc_tensor_t* const bt = ccv_nnc_tensor_new(0, CPU_TENSOR_NHWC(32F, 100, 2, 10), 0); |
319 | 1 | ccv_nnc_tensor_t* const indicest = ccv_nnc_tensor_new(0, CPU_TENSOR_NHWC(32S, 100, 2, 10), 0); |
320 | 1 | ccv_nnc_cmd_exec(CMD_PARTITION_FORWARD(2, 1, 1), ccv_nnc_no_hint, 0, TENSOR_LIST(ha), TENSOR_LIST(bt, indicest), 0); |
321 | 1 | ccv_nnc_cmd_exec(CMD_DATA_TRANSFER_FORWARD(), ccv_nnc_no_hint, 0, TENSOR_LIST(b, indices), TENSOR_LIST(hb, hindices), 0); |
322 | 1 | REQUIRE_TENSOR_EQ(hb, bt, "should be equal"); |
323 | 1 | REQUIRE_TENSOR_EQ(hindices, indicest, "should be equal"); |
324 | 1 | ccv_nnc_tensor_free(a); |
325 | 1 | ccv_nnc_tensor_free(b); |
326 | 1 | ccv_nnc_tensor_free(indices); |
327 | 1 | ccv_nnc_tensor_free(ha); |
328 | 1 | ccv_nnc_tensor_free(hb); |
329 | 1 | ccv_nnc_tensor_free(hindices); |
330 | 1 | ccv_nnc_tensor_free(bt); |
331 | 1 | ccv_nnc_tensor_free(indicest); |
332 | 1 | } |
333 | | |
334 | | TEST_CASE("partition a 2d tensor, top 1, last axis, int") |
335 | 1 | { |
336 | 1 | GUARD_ELSE_RETURN(ccv_nnc_cmd_ok(CCV_NNC_PARTITION_FORWARD, CCV_NNC_BACKEND_GPU_REF) || ccv_nnc_cmd_ok(CCV_NNC_PARTITION_FORWARD, CCV_NNC_BACKEND_MPS)); |
337 | 1 | ccv_nnc_tensor_t* const ha = ccv_nnc_tensor_new(0, CPU_TENSOR_NHWC(32S, 100, 100), 0); |
338 | 1 | dsfmt_t dsfmt; |
339 | 1 | dsfmt_init_gen_rand(&dsfmt, 0); |
340 | 1 | int i; |
341 | 10.0k | for (i = 0; i < 10000; i++10.0k ) |
342 | 10.0k | ha->data.i32[i] = (int)dsfmt_genrand_uint32(&dsfmt) >> 8; |
343 | 1 | ccv_nnc_tensor_t* const hb = ccv_nnc_tensor_new(0, CPU_TENSOR_NHWC(32S, 100, 1), 0); |
344 | 1 | ccv_nnc_tensor_t* const b = ccv_nnc_tensor_new(0, GPU_TENSOR_NHWC(000, 32S, 100, 1), 0); |
345 | 1 | ccv_nnc_tensor_t* const hindices = ccv_nnc_tensor_new(0, CPU_TENSOR_NHWC(32S, 100, 1), 0); |
346 | 1 | ccv_nnc_tensor_t* const indices = ccv_nnc_tensor_new(0, GPU_TENSOR_NHWC(000, 32S, 100, 1), 0); |
347 | 1 | ccv_nnc_tensor_t* const a = ccv_nnc_tensor_new(0, GPU_TENSOR_NHWC(000, 32S, 100, 100), 0); |
348 | 1 | ccv_nnc_cmd_exec(CMD_DATA_TRANSFER_FORWARD(), ccv_nnc_no_hint, 0, TENSOR_LIST(ha), TENSOR_LIST(a), 0); |
349 | 1 | ccv_nnc_cmd_exec(CMD_PARTITION_FORWARD(1, 1, 0), ccv_nnc_no_hint, 0, TENSOR_LIST(a), TENSOR_LIST(b, indices), 0); |
350 | 1 | ccv_nnc_tensor_t* const bt = ccv_nnc_tensor_new(0, CPU_TENSOR_NHWC(32S, 100, 1), 0); |
351 | 1 | ccv_nnc_tensor_t* const indicest = ccv_nnc_tensor_new(0, CPU_TENSOR_NHWC(32S, 100, 1), 0); |
352 | 1 | ccv_nnc_cmd_exec(CMD_PARTITION_FORWARD(1, 1, 0), ccv_nnc_no_hint, 0, TENSOR_LIST(ha), TENSOR_LIST(bt, indicest), 0); |
353 | 1 | ccv_nnc_cmd_exec(CMD_DATA_TRANSFER_FORWARD(), ccv_nnc_no_hint, 0, TENSOR_LIST(b, indices), TENSOR_LIST(hb, hindices), 0); |
354 | 1 | REQUIRE_TENSOR_EQ(hb, bt, "should be equal"); |
355 | 1 | REQUIRE_TENSOR_EQ(hindices, indicest, "should be equal"); |
356 | 1 | ccv_nnc_tensor_free(a); |
357 | 1 | ccv_nnc_tensor_free(b); |
358 | 1 | ccv_nnc_tensor_free(indices); |
359 | 1 | ccv_nnc_tensor_free(ha); |
360 | 1 | ccv_nnc_tensor_free(hb); |
361 | 1 | ccv_nnc_tensor_free(hindices); |
362 | 1 | ccv_nnc_tensor_free(bt); |
363 | 1 | ccv_nnc_tensor_free(indicest); |
364 | 1 | } |
365 | | |
366 | | TEST_CASE("partition a 2d tensor, top 1, last axis, int, descending") |
367 | 1 | { |
368 | 1 | GUARD_ELSE_RETURN(ccv_nnc_cmd_ok(CCV_NNC_PARTITION_FORWARD, CCV_NNC_BACKEND_GPU_REF) || ccv_nnc_cmd_ok(CCV_NNC_PARTITION_FORWARD, CCV_NNC_BACKEND_MPS)); |
369 | 1 | ccv_nnc_tensor_t* const ha = ccv_nnc_tensor_new(0, CPU_TENSOR_NHWC(32S, 100, 100), 0); |
370 | 1 | dsfmt_t dsfmt; |
371 | 1 | dsfmt_init_gen_rand(&dsfmt, 0); |
372 | 1 | int i; |
373 | 10.0k | for (i = 0; i < 10000; i++10.0k ) |
374 | 10.0k | ha->data.i32[i] = (int)dsfmt_genrand_uint32(&dsfmt) >> 8; |
375 | 1 | ccv_nnc_tensor_t* const hb = ccv_nnc_tensor_new(0, CPU_TENSOR_NHWC(32S, 100, 1), 0); |
376 | 1 | ccv_nnc_tensor_t* const b = ccv_nnc_tensor_new(0, GPU_TENSOR_NHWC(000, 32S, 100, 1), 0); |
377 | 1 | ccv_nnc_tensor_t* const hindices = ccv_nnc_tensor_new(0, CPU_TENSOR_NHWC(32S, 100, 1), 0); |
378 | 1 | ccv_nnc_tensor_t* const indices = ccv_nnc_tensor_new(0, GPU_TENSOR_NHWC(000, 32S, 100, 1), 0); |
379 | 1 | ccv_nnc_tensor_t* const a = ccv_nnc_tensor_new(0, GPU_TENSOR_NHWC(000, 32S, 100, 100), 0); |
380 | 1 | ccv_nnc_cmd_exec(CMD_DATA_TRANSFER_FORWARD(), ccv_nnc_no_hint, 0, TENSOR_LIST(ha), TENSOR_LIST(a), 0); |
381 | 1 | ccv_nnc_cmd_exec(CMD_PARTITION_FORWARD(1, 1, 1), ccv_nnc_no_hint, 0, TENSOR_LIST(a), TENSOR_LIST(b, indices), 0); |
382 | 1 | ccv_nnc_tensor_t* const bt = ccv_nnc_tensor_new(0, CPU_TENSOR_NHWC(32S, 100, 1), 0); |
383 | 1 | ccv_nnc_tensor_t* const indicest = ccv_nnc_tensor_new(0, CPU_TENSOR_NHWC(32S, 100, 1), 0); |
384 | 1 | ccv_nnc_cmd_exec(CMD_PARTITION_FORWARD(1, 1, 1), ccv_nnc_no_hint, 0, TENSOR_LIST(ha), TENSOR_LIST(bt, indicest), 0); |
385 | 1 | ccv_nnc_cmd_exec(CMD_DATA_TRANSFER_FORWARD(), ccv_nnc_no_hint, 0, TENSOR_LIST(b, indices), TENSOR_LIST(hb, hindices), 0); |
386 | 1 | REQUIRE_TENSOR_EQ(hb, bt, "should be equal"); |
387 | 1 | REQUIRE_TENSOR_EQ(hindices, indicest, "should be equal"); |
388 | 1 | ccv_nnc_tensor_free(a); |
389 | 1 | ccv_nnc_tensor_free(b); |
390 | 1 | ccv_nnc_tensor_free(indices); |
391 | 1 | ccv_nnc_tensor_free(ha); |
392 | 1 | ccv_nnc_tensor_free(hb); |
393 | 1 | ccv_nnc_tensor_free(hindices); |
394 | 1 | ccv_nnc_tensor_free(bt); |
395 | 1 | ccv_nnc_tensor_free(indicest); |
396 | 1 | } |
397 | | |
398 | | TEST_CASE("partition a 2d tensor, top 2, last axis, int") |
399 | 1 | { |
400 | 1 | GUARD_ELSE_RETURN(ccv_nnc_cmd_ok(CCV_NNC_PARTITION_FORWARD, CCV_NNC_BACKEND_GPU_REF) || ccv_nnc_cmd_ok(CCV_NNC_PARTITION_FORWARD, CCV_NNC_BACKEND_MPS)); |
401 | 1 | ccv_nnc_tensor_t* const ha = ccv_nnc_tensor_new(0, CPU_TENSOR_NHWC(32S, 100, 100), 0); |
402 | 1 | dsfmt_t dsfmt; |
403 | 1 | dsfmt_init_gen_rand(&dsfmt, 0); |
404 | 1 | int i; |
405 | 10.0k | for (i = 0; i < 10000; i++10.0k ) |
406 | 10.0k | ha->data.i32[i] = (int)dsfmt_genrand_uint32(&dsfmt) >> 8; |
407 | 1 | ccv_nnc_tensor_t* const hb = ccv_nnc_tensor_new(0, CPU_TENSOR_NHWC(32S, 100, 2), 0); |
408 | 1 | ccv_nnc_tensor_t* const b = ccv_nnc_tensor_new(0, GPU_TENSOR_NHWC(000, 32S, 100, 2), 0); |
409 | 1 | ccv_nnc_tensor_t* const hindices = ccv_nnc_tensor_new(0, CPU_TENSOR_NHWC(32S, 100, 2), 0); |
410 | 1 | ccv_nnc_tensor_t* const indices = ccv_nnc_tensor_new(0, GPU_TENSOR_NHWC(000, 32S, 100, 2), 0); |
411 | 1 | ccv_nnc_tensor_t* const a = ccv_nnc_tensor_new(0, GPU_TENSOR_NHWC(000, 32S, 100, 100), 0); |
412 | 1 | ccv_nnc_cmd_exec(CMD_DATA_TRANSFER_FORWARD(), ccv_nnc_no_hint, 0, TENSOR_LIST(ha), TENSOR_LIST(a), 0); |
413 | 1 | ccv_nnc_cmd_exec(CMD_PARTITION_FORWARD(2, 1, 0), ccv_nnc_no_hint, 0, TENSOR_LIST(a), TENSOR_LIST(b, indices), 0); |
414 | 1 | ccv_nnc_tensor_t* const bt = ccv_nnc_tensor_new(0, CPU_TENSOR_NHWC(32S, 100, 2), 0); |
415 | 1 | ccv_nnc_tensor_t* const indicest = ccv_nnc_tensor_new(0, CPU_TENSOR_NHWC(32S, 100, 2), 0); |
416 | 1 | ccv_nnc_cmd_exec(CMD_PARTITION_FORWARD(2, 1, 0), ccv_nnc_no_hint, 0, TENSOR_LIST(ha), TENSOR_LIST(bt, indicest), 0); |
417 | 1 | ccv_nnc_cmd_exec(CMD_DATA_TRANSFER_FORWARD(), ccv_nnc_no_hint, 0, TENSOR_LIST(b, indices), TENSOR_LIST(hb, hindices), 0); |
418 | 1 | REQUIRE_TENSOR_EQ(hb, bt, "should be equal"); |
419 | 1 | REQUIRE_TENSOR_EQ(hindices, indicest, "should be equal"); |
420 | 1 | ccv_nnc_tensor_free(a); |
421 | 1 | ccv_nnc_tensor_free(b); |
422 | 1 | ccv_nnc_tensor_free(indices); |
423 | 1 | ccv_nnc_tensor_free(ha); |
424 | 1 | ccv_nnc_tensor_free(hb); |
425 | 1 | ccv_nnc_tensor_free(hindices); |
426 | 1 | ccv_nnc_tensor_free(bt); |
427 | 1 | ccv_nnc_tensor_free(indicest); |
428 | 1 | } |
429 | | |
430 | | TEST_CASE("partition a 2d tensor, top 2, last axis, int, descending") |
431 | 1 | { |
432 | 1 | GUARD_ELSE_RETURN(ccv_nnc_cmd_ok(CCV_NNC_PARTITION_FORWARD, CCV_NNC_BACKEND_GPU_REF) || ccv_nnc_cmd_ok(CCV_NNC_PARTITION_FORWARD, CCV_NNC_BACKEND_MPS)); |
433 | 1 | ccv_nnc_tensor_t* const ha = ccv_nnc_tensor_new(0, CPU_TENSOR_NHWC(32S, 100, 100), 0); |
434 | 1 | dsfmt_t dsfmt; |
435 | 1 | dsfmt_init_gen_rand(&dsfmt, 0); |
436 | 1 | int i; |
437 | 10.0k | for (i = 0; i < 10000; i++10.0k ) |
438 | 10.0k | ha->data.i32[i] = (int)dsfmt_genrand_uint32(&dsfmt) >> 8; |
439 | 1 | ccv_nnc_tensor_t* const hb = ccv_nnc_tensor_new(0, CPU_TENSOR_NHWC(32S, 100, 2), 0); |
440 | 1 | ccv_nnc_tensor_t* const b = ccv_nnc_tensor_new(0, GPU_TENSOR_NHWC(000, 32S, 100, 2), 0); |
441 | 1 | ccv_nnc_tensor_t* const hindices = ccv_nnc_tensor_new(0, CPU_TENSOR_NHWC(32S, 100, 2), 0); |
442 | 1 | ccv_nnc_tensor_t* const indices = ccv_nnc_tensor_new(0, GPU_TENSOR_NHWC(000, 32S, 100, 2), 0); |
443 | 1 | ccv_nnc_tensor_t* const a = ccv_nnc_tensor_new(0, GPU_TENSOR_NHWC(000, 32S, 100, 100), 0); |
444 | 1 | ccv_nnc_cmd_exec(CMD_DATA_TRANSFER_FORWARD(), ccv_nnc_no_hint, 0, TENSOR_LIST(ha), TENSOR_LIST(a), 0); |
445 | 1 | ccv_nnc_cmd_exec(CMD_PARTITION_FORWARD(2, 1, 1), ccv_nnc_no_hint, 0, TENSOR_LIST(a), TENSOR_LIST(b, indices), 0); |
446 | 1 | ccv_nnc_tensor_t* const bt = ccv_nnc_tensor_new(0, CPU_TENSOR_NHWC(32S, 100, 2), 0); |
447 | 1 | ccv_nnc_tensor_t* const indicest = ccv_nnc_tensor_new(0, CPU_TENSOR_NHWC(32S, 100, 2), 0); |
448 | 1 | ccv_nnc_cmd_exec(CMD_PARTITION_FORWARD(2, 1, 1), ccv_nnc_no_hint, 0, TENSOR_LIST(ha), TENSOR_LIST(bt, indicest), 0); |
449 | 1 | ccv_nnc_cmd_exec(CMD_DATA_TRANSFER_FORWARD(), ccv_nnc_no_hint, 0, TENSOR_LIST(b, indices), TENSOR_LIST(hb, hindices), 0); |
450 | 1 | REQUIRE_TENSOR_EQ(hb, bt, "should be equal"); |
451 | 1 | REQUIRE_TENSOR_EQ(hindices, indicest, "should be equal"); |
452 | 1 | ccv_nnc_tensor_free(a); |
453 | 1 | ccv_nnc_tensor_free(b); |
454 | 1 | ccv_nnc_tensor_free(indices); |
455 | 1 | ccv_nnc_tensor_free(ha); |
456 | 1 | ccv_nnc_tensor_free(hb); |
457 | 1 | ccv_nnc_tensor_free(hindices); |
458 | 1 | ccv_nnc_tensor_free(bt); |
459 | 1 | ccv_nnc_tensor_free(indicest); |
460 | 1 | } |
461 | | |
462 | | TEST_CASE("partition a 3d tensor, top 1, middle axis, int") |
463 | 1 | { |
464 | 1 | GUARD_ELSE_RETURN(ccv_nnc_cmd_ok(CCV_NNC_PARTITION_FORWARD, CCV_NNC_BACKEND_GPU_REF) || ccv_nnc_cmd_ok(CCV_NNC_PARTITION_FORWARD, CCV_NNC_BACKEND_MPS)); |
465 | 1 | ccv_nnc_tensor_t* const ha = ccv_nnc_tensor_new(0, CPU_TENSOR_NHWC(32S, 100, 10, 10), 0); |
466 | 1 | dsfmt_t dsfmt; |
467 | 1 | dsfmt_init_gen_rand(&dsfmt, 0); |
468 | 1 | int i; |
469 | 10.0k | for (i = 0; i < 10000; i++10.0k ) |
470 | 10.0k | ha->data.i32[i] = (int)dsfmt_genrand_uint32(&dsfmt) >> 8; |
471 | 1 | ccv_nnc_tensor_t* const hb = ccv_nnc_tensor_new(0, CPU_TENSOR_NHWC(32S, 100, 1, 10), 0); |
472 | 1 | ccv_nnc_tensor_t* const b = ccv_nnc_tensor_new(0, GPU_TENSOR_NHWC(000, 32S, 100, 1, 10), 0); |
473 | 1 | ccv_nnc_tensor_t* const hindices = ccv_nnc_tensor_new(0, CPU_TENSOR_NHWC(32S, 100, 1, 10), 0); |
474 | 1 | ccv_nnc_tensor_t* const indices = ccv_nnc_tensor_new(0, GPU_TENSOR_NHWC(000, 32S, 100, 1, 10), 0); |
475 | 1 | ccv_nnc_tensor_t* const a = ccv_nnc_tensor_new(0, GPU_TENSOR_NHWC(000, 32S, 100, 10, 10), 0); |
476 | 1 | ccv_nnc_cmd_exec(CMD_DATA_TRANSFER_FORWARD(), ccv_nnc_no_hint, 0, TENSOR_LIST(ha), TENSOR_LIST(a), 0); |
477 | 1 | ccv_nnc_cmd_exec(CMD_PARTITION_FORWARD(1, 1, 0), ccv_nnc_no_hint, 0, TENSOR_LIST(a), TENSOR_LIST(b, indices), 0); |
478 | 1 | ccv_nnc_tensor_t* const bt = ccv_nnc_tensor_new(0, CPU_TENSOR_NHWC(32S, 100, 1, 10), 0); |
479 | 1 | ccv_nnc_tensor_t* const indicest = ccv_nnc_tensor_new(0, CPU_TENSOR_NHWC(32S, 100, 1, 10), 0); |
480 | 1 | ccv_nnc_cmd_exec(CMD_PARTITION_FORWARD(1, 1, 0), ccv_nnc_no_hint, 0, TENSOR_LIST(ha), TENSOR_LIST(bt, indicest), 0); |
481 | 1 | ccv_nnc_cmd_exec(CMD_DATA_TRANSFER_FORWARD(), ccv_nnc_no_hint, 0, TENSOR_LIST(b, indices), TENSOR_LIST(hb, hindices), 0); |
482 | 1 | REQUIRE_TENSOR_EQ(hb, bt, "should be equal"); |
483 | 1 | REQUIRE_TENSOR_EQ(hindices, indicest, "should be equal"); |
484 | 1 | ccv_nnc_tensor_free(a); |
485 | 1 | ccv_nnc_tensor_free(b); |
486 | 1 | ccv_nnc_tensor_free(indices); |
487 | 1 | ccv_nnc_tensor_free(ha); |
488 | 1 | ccv_nnc_tensor_free(hb); |
489 | 1 | ccv_nnc_tensor_free(hindices); |
490 | 1 | ccv_nnc_tensor_free(bt); |
491 | 1 | ccv_nnc_tensor_free(indicest); |
492 | 1 | } |
493 | | |
494 | | TEST_CASE("partition a 3d tensor, top 1, middle axis, int, descending") |
495 | 1 | { |
496 | 1 | GUARD_ELSE_RETURN(ccv_nnc_cmd_ok(CCV_NNC_PARTITION_FORWARD, CCV_NNC_BACKEND_GPU_REF) || ccv_nnc_cmd_ok(CCV_NNC_PARTITION_FORWARD, CCV_NNC_BACKEND_MPS)); |
497 | 1 | ccv_nnc_tensor_t* const ha = ccv_nnc_tensor_new(0, CPU_TENSOR_NHWC(32S, 100, 10, 10), 0); |
498 | 1 | dsfmt_t dsfmt; |
499 | 1 | dsfmt_init_gen_rand(&dsfmt, 0); |
500 | 1 | int i; |
501 | 10.0k | for (i = 0; i < 10000; i++10.0k ) |
502 | 10.0k | ha->data.i32[i] = (int)dsfmt_genrand_uint32(&dsfmt) >> 8; |
503 | 1 | ccv_nnc_tensor_t* const hb = ccv_nnc_tensor_new(0, CPU_TENSOR_NHWC(32S, 100, 1, 10), 0); |
504 | 1 | ccv_nnc_tensor_t* const b = ccv_nnc_tensor_new(0, GPU_TENSOR_NHWC(000, 32S, 100, 1, 10), 0); |
505 | 1 | ccv_nnc_tensor_t* const hindices = ccv_nnc_tensor_new(0, CPU_TENSOR_NHWC(32S, 100, 1, 10), 0); |
506 | 1 | ccv_nnc_tensor_t* const indices = ccv_nnc_tensor_new(0, GPU_TENSOR_NHWC(000, 32S, 100, 1, 10), 0); |
507 | 1 | ccv_nnc_tensor_t* const a = ccv_nnc_tensor_new(0, GPU_TENSOR_NHWC(000, 32S, 100, 10, 10), 0); |
508 | 1 | ccv_nnc_cmd_exec(CMD_DATA_TRANSFER_FORWARD(), ccv_nnc_no_hint, 0, TENSOR_LIST(ha), TENSOR_LIST(a), 0); |
509 | 1 | ccv_nnc_cmd_exec(CMD_PARTITION_FORWARD(1, 1, 1), ccv_nnc_no_hint, 0, TENSOR_LIST(a), TENSOR_LIST(b, indices), 0); |
510 | 1 | ccv_nnc_tensor_t* const bt = ccv_nnc_tensor_new(0, CPU_TENSOR_NHWC(32S, 100, 1, 10), 0); |
511 | 1 | ccv_nnc_tensor_t* const indicest = ccv_nnc_tensor_new(0, CPU_TENSOR_NHWC(32S, 100, 1, 10), 0); |
512 | 1 | ccv_nnc_cmd_exec(CMD_PARTITION_FORWARD(1, 1, 1), ccv_nnc_no_hint, 0, TENSOR_LIST(ha), TENSOR_LIST(bt, indicest), 0); |
513 | 1 | ccv_nnc_cmd_exec(CMD_DATA_TRANSFER_FORWARD(), ccv_nnc_no_hint, 0, TENSOR_LIST(b, indices), TENSOR_LIST(hb, hindices), 0); |
514 | 1 | REQUIRE_TENSOR_EQ(hb, bt, "should be equal"); |
515 | 1 | REQUIRE_TENSOR_EQ(hindices, indicest, "should be equal"); |
516 | 1 | ccv_nnc_tensor_free(a); |
517 | 1 | ccv_nnc_tensor_free(b); |
518 | 1 | ccv_nnc_tensor_free(indices); |
519 | 1 | ccv_nnc_tensor_free(ha); |
520 | 1 | ccv_nnc_tensor_free(hb); |
521 | 1 | ccv_nnc_tensor_free(hindices); |
522 | 1 | ccv_nnc_tensor_free(bt); |
523 | 1 | ccv_nnc_tensor_free(indicest); |
524 | 1 | } |
525 | | |
526 | | TEST_CASE("partition a 3d tensor, top 2, middle axis, int") |
527 | 1 | { |
528 | 1 | GUARD_ELSE_RETURN(ccv_nnc_cmd_ok(CCV_NNC_PARTITION_FORWARD, CCV_NNC_BACKEND_GPU_REF) || ccv_nnc_cmd_ok(CCV_NNC_PARTITION_FORWARD, CCV_NNC_BACKEND_MPS)); |
529 | 1 | ccv_nnc_tensor_t* const ha = ccv_nnc_tensor_new(0, CPU_TENSOR_NHWC(32S, 100, 10, 10), 0); |
530 | 1 | dsfmt_t dsfmt; |
531 | 1 | dsfmt_init_gen_rand(&dsfmt, 0); |
532 | 1 | int i; |
533 | 10.0k | for (i = 0; i < 10000; i++10.0k ) |
534 | 10.0k | ha->data.i32[i] = (int)dsfmt_genrand_uint32(&dsfmt) >> 8; |
535 | 1 | ccv_nnc_tensor_t* const hb = ccv_nnc_tensor_new(0, CPU_TENSOR_NHWC(32S, 100, 2, 10), 0); |
536 | 1 | ccv_nnc_tensor_t* const b = ccv_nnc_tensor_new(0, GPU_TENSOR_NHWC(000, 32S, 100, 2, 10), 0); |
537 | 1 | ccv_nnc_tensor_t* const hindices = ccv_nnc_tensor_new(0, CPU_TENSOR_NHWC(32S, 100, 2, 10), 0); |
538 | 1 | ccv_nnc_tensor_t* const indices = ccv_nnc_tensor_new(0, GPU_TENSOR_NHWC(000, 32S, 100, 2, 10), 0); |
539 | 1 | ccv_nnc_tensor_t* const a = ccv_nnc_tensor_new(0, GPU_TENSOR_NHWC(000, 32S, 100, 10, 10), 0); |
540 | 1 | ccv_nnc_cmd_exec(CMD_DATA_TRANSFER_FORWARD(), ccv_nnc_no_hint, 0, TENSOR_LIST(ha), TENSOR_LIST(a), 0); |
541 | 1 | ccv_nnc_cmd_exec(CMD_PARTITION_FORWARD(2, 1, 0), ccv_nnc_no_hint, 0, TENSOR_LIST(a), TENSOR_LIST(b, indices), 0); |
542 | 1 | ccv_nnc_tensor_t* const bt = ccv_nnc_tensor_new(0, CPU_TENSOR_NHWC(32S, 100, 2, 10), 0); |
543 | 1 | ccv_nnc_tensor_t* const indicest = ccv_nnc_tensor_new(0, CPU_TENSOR_NHWC(32S, 100, 2, 10), 0); |
544 | 1 | ccv_nnc_cmd_exec(CMD_PARTITION_FORWARD(2, 1, 0), ccv_nnc_no_hint, 0, TENSOR_LIST(ha), TENSOR_LIST(bt, indicest), 0); |
545 | 1 | ccv_nnc_cmd_exec(CMD_DATA_TRANSFER_FORWARD(), ccv_nnc_no_hint, 0, TENSOR_LIST(b, indices), TENSOR_LIST(hb, hindices), 0); |
546 | 1 | REQUIRE_TENSOR_EQ(hb, bt, "should be equal"); |
547 | 1 | REQUIRE_TENSOR_EQ(hindices, indicest, "should be equal"); |
548 | 1 | ccv_nnc_tensor_free(a); |
549 | 1 | ccv_nnc_tensor_free(b); |
550 | 1 | ccv_nnc_tensor_free(indices); |
551 | 1 | ccv_nnc_tensor_free(ha); |
552 | 1 | ccv_nnc_tensor_free(hb); |
553 | 1 | ccv_nnc_tensor_free(hindices); |
554 | 1 | ccv_nnc_tensor_free(bt); |
555 | 1 | ccv_nnc_tensor_free(indicest); |
556 | 1 | } |
557 | | |
558 | | TEST_CASE("partition a 3d tensor, top 2, middle axis, int, descending") |
559 | 1 | { |
560 | 1 | GUARD_ELSE_RETURN(ccv_nnc_cmd_ok(CCV_NNC_PARTITION_FORWARD, CCV_NNC_BACKEND_GPU_REF) || ccv_nnc_cmd_ok(CCV_NNC_PARTITION_FORWARD, CCV_NNC_BACKEND_MPS)); |
561 | 1 | ccv_nnc_tensor_t* const ha = ccv_nnc_tensor_new(0, CPU_TENSOR_NHWC(32S, 100, 10, 10), 0); |
562 | 1 | dsfmt_t dsfmt; |
563 | 1 | dsfmt_init_gen_rand(&dsfmt, 0); |
564 | 1 | int i; |
565 | 10.0k | for (i = 0; i < 10000; i++10.0k ) |
566 | 10.0k | ha->data.i32[i] = (int)dsfmt_genrand_uint32(&dsfmt) >> 8; |
567 | 1 | ccv_nnc_tensor_t* const hb = ccv_nnc_tensor_new(0, CPU_TENSOR_NHWC(32S, 100, 2, 10), 0); |
568 | 1 | ccv_nnc_tensor_t* const b = ccv_nnc_tensor_new(0, GPU_TENSOR_NHWC(000, 32S, 100, 2, 10), 0); |
569 | 1 | ccv_nnc_tensor_t* const hindices = ccv_nnc_tensor_new(0, CPU_TENSOR_NHWC(32S, 100, 2, 10), 0); |
570 | 1 | ccv_nnc_tensor_t* const indices = ccv_nnc_tensor_new(0, GPU_TENSOR_NHWC(000, 32S, 100, 2, 10), 0); |
571 | 1 | ccv_nnc_tensor_t* const a = ccv_nnc_tensor_new(0, GPU_TENSOR_NHWC(000, 32S, 100, 10, 10), 0); |
572 | 1 | ccv_nnc_cmd_exec(CMD_DATA_TRANSFER_FORWARD(), ccv_nnc_no_hint, 0, TENSOR_LIST(ha), TENSOR_LIST(a), 0); |
573 | 1 | ccv_nnc_cmd_exec(CMD_PARTITION_FORWARD(2, 1, 1), ccv_nnc_no_hint, 0, TENSOR_LIST(a), TENSOR_LIST(b, indices), 0); |
574 | 1 | ccv_nnc_tensor_t* const bt = ccv_nnc_tensor_new(0, CPU_TENSOR_NHWC(32S, 100, 2, 10), 0); |
575 | 1 | ccv_nnc_tensor_t* const indicest = ccv_nnc_tensor_new(0, CPU_TENSOR_NHWC(32S, 100, 2, 10), 0); |
576 | 1 | ccv_nnc_cmd_exec(CMD_PARTITION_FORWARD(2, 1, 1), ccv_nnc_no_hint, 0, TENSOR_LIST(ha), TENSOR_LIST(bt, indicest), 0); |
577 | 1 | ccv_nnc_cmd_exec(CMD_DATA_TRANSFER_FORWARD(), ccv_nnc_no_hint, 0, TENSOR_LIST(b, indices), TENSOR_LIST(hb, hindices), 0); |
578 | 1 | REQUIRE_TENSOR_EQ(hb, bt, "should be equal"); |
579 | 1 | REQUIRE_TENSOR_EQ(hindices, indicest, "should be equal"); |
580 | 1 | ccv_nnc_tensor_free(a); |
581 | 1 | ccv_nnc_tensor_free(b); |
582 | 1 | ccv_nnc_tensor_free(indices); |
583 | 1 | ccv_nnc_tensor_free(ha); |
584 | 1 | ccv_nnc_tensor_free(hb); |
585 | 1 | ccv_nnc_tensor_free(hindices); |
586 | 1 | ccv_nnc_tensor_free(bt); |
587 | 1 | ccv_nnc_tensor_free(indicest); |
588 | 1 | } |
589 | | |
590 | | TEST_CASE("partition a 2d tensor, top 1, last axis, half") |
591 | 1 | { |
592 | 1 | GUARD_ELSE_RETURN(ccv_nnc_cmd_ok(CCV_NNC_PARTITION_FORWARD, CCV_NNC_BACKEND_GPU_REF) || ccv_nnc_cmd_ok(CCV_NNC_PARTITION_FORWARD, CCV_NNC_BACKEND_MPS)); |
593 | 1 | ccv_nnc_tensor_t* const ha = ccv_nnc_tensor_new(0, CPU_TENSOR_NHWC(32F, 100, 100), 0); |
594 | 1 | dsfmt_t dsfmt; |
595 | 1 | dsfmt_init_gen_rand(&dsfmt, 0); |
596 | 1 | int i; |
597 | 10.0k | for (i = 0; i < 10000; i++10.0k ) |
598 | 10.0k | ha->data.f32[i] = dsfmt_genrand_open_close(&dsfmt); |
599 | 1 | ccv_nnc_tensor_t* const ha16 = ccv_nnc_tensor_new(0, CPU_TENSOR_NHWC(16F, 100, 100), 0); |
600 | 1 | ccv_nnc_cmd_exec(CMD_DATATYPE_CONVERSION_FORWARD(), ccv_nnc_no_hint, 0, TENSOR_LIST(ha), TENSOR_LIST(ha16), 0); |
601 | 1 | ccv_nnc_cmd_exec(CMD_DATATYPE_CONVERSION_FORWARD(), ccv_nnc_no_hint, 0, TENSOR_LIST(ha16), TENSOR_LIST(ha), 0); |
602 | 1 | ccv_nnc_tensor_t* const hb = ccv_nnc_tensor_new(0, CPU_TENSOR_NHWC(16F, 100, 1), 0); |
603 | 1 | ccv_nnc_tensor_t* const b = ccv_nnc_tensor_new(0, GPU_TENSOR_NHWC(000, 16F, 100, 1), 0); |
604 | 1 | ccv_nnc_tensor_t* const hindices = ccv_nnc_tensor_new(0, CPU_TENSOR_NHWC(32S, 100, 1), 0); |
605 | 1 | ccv_nnc_tensor_t* const indices = ccv_nnc_tensor_new(0, GPU_TENSOR_NHWC(000, 32S, 100, 1), 0); |
606 | 1 | ccv_nnc_tensor_t* const a = ccv_nnc_tensor_new(0, GPU_TENSOR_NHWC(000, 16F, 100, 100), 0); |
607 | 1 | ccv_nnc_cmd_exec(CMD_DATA_TRANSFER_FORWARD(), ccv_nnc_no_hint, 0, TENSOR_LIST(ha16), TENSOR_LIST(a), 0); |
608 | 1 | ccv_nnc_cmd_exec(CMD_PARTITION_FORWARD(1, 1, 0), ccv_nnc_no_hint, 0, TENSOR_LIST(a), TENSOR_LIST(b, indices), 0); |
609 | 1 | ccv_nnc_tensor_t* const bt = ccv_nnc_tensor_new(0, CPU_TENSOR_NHWC(32F, 100, 1), 0); |
610 | 1 | ccv_nnc_tensor_t* const indicest = ccv_nnc_tensor_new(0, CPU_TENSOR_NHWC(32S, 100, 1), 0); |
611 | 1 | ccv_nnc_cmd_exec(CMD_PARTITION_FORWARD(1, 1, 0), ccv_nnc_no_hint, 0, TENSOR_LIST(ha), TENSOR_LIST(bt, indicest), 0); |
612 | 1 | ccv_nnc_cmd_exec(CMD_DATA_TRANSFER_FORWARD(), ccv_nnc_no_hint, 0, TENSOR_LIST(b, indices), TENSOR_LIST(hb, hindices), 0); |
613 | 1 | REQUIRE_TENSOR_EQ(hindices, indicest, "should be equal"); |
614 | 1 | ccv_nnc_tensor_free(a); |
615 | 1 | ccv_nnc_tensor_free(b); |
616 | 1 | ccv_nnc_tensor_free(indices); |
617 | 1 | ccv_nnc_tensor_free(ha); |
618 | 1 | ccv_nnc_tensor_free(ha16); |
619 | 1 | ccv_nnc_tensor_free(hb); |
620 | 1 | ccv_nnc_tensor_free(hindices); |
621 | 1 | ccv_nnc_tensor_free(bt); |
622 | 1 | ccv_nnc_tensor_free(indicest); |
623 | 1 | } |
624 | | |
625 | | TEST_CASE("partition a 2d tensor, top 1, last axis, half, descending") |
626 | 1 | { |
627 | 1 | GUARD_ELSE_RETURN(ccv_nnc_cmd_ok(CCV_NNC_PARTITION_FORWARD, CCV_NNC_BACKEND_GPU_REF) || ccv_nnc_cmd_ok(CCV_NNC_PARTITION_FORWARD, CCV_NNC_BACKEND_MPS)); |
628 | 1 | ccv_nnc_tensor_t* const ha = ccv_nnc_tensor_new(0, CPU_TENSOR_NHWC(32F, 100, 100), 0); |
629 | 1 | dsfmt_t dsfmt; |
630 | 1 | dsfmt_init_gen_rand(&dsfmt, 0); |
631 | 1 | int i; |
632 | 10.0k | for (i = 0; i < 10000; i++10.0k ) |
633 | 10.0k | ha->data.f32[i] = dsfmt_genrand_open_close(&dsfmt); |
634 | 1 | ccv_nnc_tensor_t* const ha16 = ccv_nnc_tensor_new(0, CPU_TENSOR_NHWC(16F, 100, 100), 0); |
635 | 1 | ccv_nnc_cmd_exec(CMD_DATATYPE_CONVERSION_FORWARD(), ccv_nnc_no_hint, 0, TENSOR_LIST(ha), TENSOR_LIST(ha16), 0); |
636 | 1 | ccv_nnc_cmd_exec(CMD_DATATYPE_CONVERSION_FORWARD(), ccv_nnc_no_hint, 0, TENSOR_LIST(ha16), TENSOR_LIST(ha), 0); |
637 | 1 | ccv_nnc_tensor_t* const hb = ccv_nnc_tensor_new(0, CPU_TENSOR_NHWC(16F, 100, 1), 0); |
638 | 1 | ccv_nnc_tensor_t* const b = ccv_nnc_tensor_new(0, GPU_TENSOR_NHWC(000, 16F, 100, 1), 0); |
639 | 1 | ccv_nnc_tensor_t* const hindices = ccv_nnc_tensor_new(0, CPU_TENSOR_NHWC(32S, 100, 1), 0); |
640 | 1 | ccv_nnc_tensor_t* const indices = ccv_nnc_tensor_new(0, GPU_TENSOR_NHWC(000, 32S, 100, 1), 0); |
641 | 1 | ccv_nnc_tensor_t* const a = ccv_nnc_tensor_new(0, GPU_TENSOR_NHWC(000, 16F, 100, 100), 0); |
642 | 1 | ccv_nnc_cmd_exec(CMD_DATA_TRANSFER_FORWARD(), ccv_nnc_no_hint, 0, TENSOR_LIST(ha16), TENSOR_LIST(a), 0); |
643 | 1 | ccv_nnc_cmd_exec(CMD_PARTITION_FORWARD(1, 1, 1), ccv_nnc_no_hint, 0, TENSOR_LIST(a), TENSOR_LIST(b, indices), 0); |
644 | 1 | ccv_nnc_tensor_t* const bt = ccv_nnc_tensor_new(0, CPU_TENSOR_NHWC(32F, 100, 1), 0); |
645 | 1 | ccv_nnc_tensor_t* const indicest = ccv_nnc_tensor_new(0, CPU_TENSOR_NHWC(32S, 100, 1), 0); |
646 | 1 | ccv_nnc_cmd_exec(CMD_PARTITION_FORWARD(1, 1, 1), ccv_nnc_no_hint, 0, TENSOR_LIST(ha), TENSOR_LIST(bt, indicest), 0); |
647 | 1 | ccv_nnc_cmd_exec(CMD_DATA_TRANSFER_FORWARD(), ccv_nnc_no_hint, 0, TENSOR_LIST(b, indices), TENSOR_LIST(hb, hindices), 0); |
648 | 1 | REQUIRE_TENSOR_EQ(hindices, indicest, "should be equal"); |
649 | 1 | ccv_nnc_tensor_free(a); |
650 | 1 | ccv_nnc_tensor_free(b); |
651 | 1 | ccv_nnc_tensor_free(indices); |
652 | 1 | ccv_nnc_tensor_free(ha); |
653 | 1 | ccv_nnc_tensor_free(ha16); |
654 | 1 | ccv_nnc_tensor_free(hb); |
655 | 1 | ccv_nnc_tensor_free(hindices); |
656 | 1 | ccv_nnc_tensor_free(bt); |
657 | 1 | ccv_nnc_tensor_free(indicest); |
658 | 1 | } |
659 | | |
660 | | TEST_CASE("partition a 2d tensor, top 2, last axis, half") |
661 | 1 | { |
662 | 1 | GUARD_ELSE_RETURN(ccv_nnc_cmd_ok(CCV_NNC_PARTITION_FORWARD, CCV_NNC_BACKEND_GPU_REF) || ccv_nnc_cmd_ok(CCV_NNC_PARTITION_FORWARD, CCV_NNC_BACKEND_MPS)); |
663 | 1 | ccv_nnc_tensor_t* const ha = ccv_nnc_tensor_new(0, CPU_TENSOR_NHWC(32F, 100, 100), 0); |
664 | 1 | dsfmt_t dsfmt; |
665 | 1 | dsfmt_init_gen_rand(&dsfmt, 0); |
666 | 1 | int i; |
667 | 10.0k | for (i = 0; i < 10000; i++10.0k ) |
668 | 10.0k | ha->data.f32[i] = dsfmt_genrand_open_close(&dsfmt); |
669 | 1 | ccv_nnc_tensor_t* const ha16 = ccv_nnc_tensor_new(0, CPU_TENSOR_NHWC(16F, 100, 100), 0); |
670 | 1 | ccv_nnc_cmd_exec(CMD_DATATYPE_CONVERSION_FORWARD(), ccv_nnc_no_hint, 0, TENSOR_LIST(ha), TENSOR_LIST(ha16), 0); |
671 | 1 | ccv_nnc_cmd_exec(CMD_DATATYPE_CONVERSION_FORWARD(), ccv_nnc_no_hint, 0, TENSOR_LIST(ha16), TENSOR_LIST(ha), 0); |
672 | 1 | ccv_nnc_tensor_t* const hb = ccv_nnc_tensor_new(0, CPU_TENSOR_NHWC(16F, 100, 2), 0); |
673 | 1 | ccv_nnc_tensor_t* const b = ccv_nnc_tensor_new(0, GPU_TENSOR_NHWC(000, 16F, 100, 2), 0); |
674 | 1 | ccv_nnc_tensor_t* const hindices = ccv_nnc_tensor_new(0, CPU_TENSOR_NHWC(32S, 100, 2), 0); |
675 | 1 | ccv_nnc_tensor_t* const indices = ccv_nnc_tensor_new(0, GPU_TENSOR_NHWC(000, 32S, 100, 2), 0); |
676 | 1 | ccv_nnc_tensor_t* const a = ccv_nnc_tensor_new(0, GPU_TENSOR_NHWC(000, 16F, 100, 100), 0); |
677 | 1 | ccv_nnc_cmd_exec(CMD_DATA_TRANSFER_FORWARD(), ccv_nnc_no_hint, 0, TENSOR_LIST(ha16), TENSOR_LIST(a), 0); |
678 | 1 | ccv_nnc_cmd_exec(CMD_PARTITION_FORWARD(2, 1, 0), ccv_nnc_no_hint, 0, TENSOR_LIST(a), TENSOR_LIST(b, indices), 0); |
679 | 1 | ccv_nnc_tensor_t* const bt = ccv_nnc_tensor_new(0, CPU_TENSOR_NHWC(32F, 100, 2), 0); |
680 | 1 | ccv_nnc_tensor_t* const indicest = ccv_nnc_tensor_new(0, CPU_TENSOR_NHWC(32S, 100, 2), 0); |
681 | 1 | ccv_nnc_cmd_exec(CMD_PARTITION_FORWARD(2, 1, 0), ccv_nnc_no_hint, 0, TENSOR_LIST(ha), TENSOR_LIST(bt, indicest), 0); |
682 | 1 | ccv_nnc_cmd_exec(CMD_DATA_TRANSFER_FORWARD(), ccv_nnc_no_hint, 0, TENSOR_LIST(b, indices), TENSOR_LIST(hb, hindices), 0); |
683 | 1 | REQUIRE_TENSOR_EQ(hindices, indicest, "should be equal"); |
684 | 1 | ccv_nnc_tensor_free(a); |
685 | 1 | ccv_nnc_tensor_free(b); |
686 | 1 | ccv_nnc_tensor_free(indices); |
687 | 1 | ccv_nnc_tensor_free(ha); |
688 | 1 | ccv_nnc_tensor_free(ha16); |
689 | 1 | ccv_nnc_tensor_free(hb); |
690 | 1 | ccv_nnc_tensor_free(hindices); |
691 | 1 | ccv_nnc_tensor_free(bt); |
692 | 1 | ccv_nnc_tensor_free(indicest); |
693 | 1 | } |
694 | | |
695 | | TEST_CASE("partition a 2d tensor, top 2, last axis, half, descending") |
696 | 1 | { |
697 | 1 | GUARD_ELSE_RETURN(ccv_nnc_cmd_ok(CCV_NNC_PARTITION_FORWARD, CCV_NNC_BACKEND_GPU_REF) || ccv_nnc_cmd_ok(CCV_NNC_PARTITION_FORWARD, CCV_NNC_BACKEND_MPS)); |
698 | 1 | ccv_nnc_tensor_t* const ha = ccv_nnc_tensor_new(0, CPU_TENSOR_NHWC(32F, 100, 10), 0); |
699 | 1 | dsfmt_t dsfmt; |
700 | 1 | dsfmt_init_gen_rand(&dsfmt, 0); |
701 | 1 | int i; |
702 | 1.00k | for (i = 0; i < 1000; i++1.00k ) |
703 | 1.00k | ha->data.f32[i] = dsfmt_genrand_open_close(&dsfmt) + ((float)i / 500.0); |
704 | 1 | ccv_nnc_tensor_t* const ha16 = ccv_nnc_tensor_new(0, CPU_TENSOR_NHWC(16F, 100, 10), 0); |
705 | 1 | ccv_nnc_cmd_exec(CMD_DATATYPE_CONVERSION_FORWARD(), ccv_nnc_no_hint, 0, TENSOR_LIST(ha), TENSOR_LIST(ha16), 0); |
706 | 1 | ccv_nnc_cmd_exec(CMD_DATATYPE_CONVERSION_FORWARD(), ccv_nnc_no_hint, 0, TENSOR_LIST(ha16), TENSOR_LIST(ha), 0); |
707 | 1 | ccv_nnc_tensor_t* const hb = ccv_nnc_tensor_new(0, CPU_TENSOR_NHWC(16F, 100, 2), 0); |
708 | 1 | ccv_nnc_tensor_t* const b = ccv_nnc_tensor_new(0, GPU_TENSOR_NHWC(000, 16F, 100, 2), 0); |
709 | 1 | ccv_nnc_tensor_t* const hindices = ccv_nnc_tensor_new(0, CPU_TENSOR_NHWC(32S, 100, 2), 0); |
710 | 1 | ccv_nnc_tensor_t* const indices = ccv_nnc_tensor_new(0, GPU_TENSOR_NHWC(000, 32S, 100, 2), 0); |
711 | 1 | ccv_nnc_tensor_t* const a = ccv_nnc_tensor_new(0, GPU_TENSOR_NHWC(000, 16F, 100, 10), 0); |
712 | 1 | ccv_nnc_cmd_exec(CMD_DATA_TRANSFER_FORWARD(), ccv_nnc_no_hint, 0, TENSOR_LIST(ha16), TENSOR_LIST(a), 0); |
713 | 1 | ccv_nnc_cmd_exec(CMD_PARTITION_FORWARD(2, 1, 1), ccv_nnc_no_hint, 0, TENSOR_LIST(a), TENSOR_LIST(b, indices), 0); |
714 | 1 | ccv_nnc_tensor_t* const bt = ccv_nnc_tensor_new(0, CPU_TENSOR_NHWC(32F, 100, 2), 0); |
715 | 1 | ccv_nnc_tensor_t* const indicest = ccv_nnc_tensor_new(0, CPU_TENSOR_NHWC(32S, 100, 2), 0); |
716 | 1 | ccv_nnc_cmd_exec(CMD_PARTITION_FORWARD(2, 1, 1), ccv_nnc_no_hint, 0, TENSOR_LIST(ha), TENSOR_LIST(bt, indicest), 0); |
717 | 1 | ccv_nnc_cmd_exec(CMD_DATA_TRANSFER_FORWARD(), ccv_nnc_no_hint, 0, TENSOR_LIST(b, indices), TENSOR_LIST(hb, hindices), 0); |
718 | 1 | REQUIRE_TENSOR_EQ(hindices, indicest, "should be equal"); |
719 | 1 | ccv_nnc_tensor_free(a); |
720 | 1 | ccv_nnc_tensor_free(b); |
721 | 1 | ccv_nnc_tensor_free(indices); |
722 | 1 | ccv_nnc_tensor_free(ha); |
723 | 1 | ccv_nnc_tensor_free(ha16); |
724 | 1 | ccv_nnc_tensor_free(hb); |
725 | 1 | ccv_nnc_tensor_free(hindices); |
726 | 1 | ccv_nnc_tensor_free(bt); |
727 | 1 | ccv_nnc_tensor_free(indicest); |
728 | 1 | } |
729 | | |
730 | | TEST_CASE("partition a 3d tensor, top 1, middle axis, half") |
731 | 1 | { |
732 | 1 | GUARD_ELSE_RETURN(ccv_nnc_cmd_ok(CCV_NNC_PARTITION_FORWARD, CCV_NNC_BACKEND_GPU_REF) || ccv_nnc_cmd_ok(CCV_NNC_PARTITION_FORWARD, CCV_NNC_BACKEND_MPS)); |
733 | 1 | ccv_nnc_tensor_t* const ha = ccv_nnc_tensor_new(0, CPU_TENSOR_NHWC(32F, 100, 10, 10), 0); |
734 | 1 | dsfmt_t dsfmt; |
735 | 1 | dsfmt_init_gen_rand(&dsfmt, 0); |
736 | 1 | int i; |
737 | 10.0k | for (i = 0; i < 10000; i++10.0k ) |
738 | 10.0k | ha->data.f32[i] = dsfmt_genrand_open_close(&dsfmt); |
739 | 1 | ccv_nnc_tensor_t* const ha16 = ccv_nnc_tensor_new(0, CPU_TENSOR_NHWC(16F, 100, 10, 10), 0); |
740 | 1 | ccv_nnc_cmd_exec(CMD_DATATYPE_CONVERSION_FORWARD(), ccv_nnc_no_hint, 0, TENSOR_LIST(ha), TENSOR_LIST(ha16), 0); |
741 | 1 | ccv_nnc_cmd_exec(CMD_DATATYPE_CONVERSION_FORWARD(), ccv_nnc_no_hint, 0, TENSOR_LIST(ha16), TENSOR_LIST(ha), 0); |
742 | 1 | ccv_nnc_tensor_t* const hb = ccv_nnc_tensor_new(0, CPU_TENSOR_NHWC(16F, 100, 1, 10), 0); |
743 | 1 | ccv_nnc_tensor_t* const b = ccv_nnc_tensor_new(0, GPU_TENSOR_NHWC(000, 16F, 100, 1, 10), 0); |
744 | 1 | ccv_nnc_tensor_t* const hindices = ccv_nnc_tensor_new(0, CPU_TENSOR_NHWC(32S, 100, 1, 10), 0); |
745 | 1 | ccv_nnc_tensor_t* const indices = ccv_nnc_tensor_new(0, GPU_TENSOR_NHWC(000, 32S, 100, 1, 10), 0); |
746 | 1 | ccv_nnc_tensor_t* const a = ccv_nnc_tensor_new(0, GPU_TENSOR_NHWC(000, 16F, 100, 10, 10), 0); |
747 | 1 | ccv_nnc_cmd_exec(CMD_DATA_TRANSFER_FORWARD(), ccv_nnc_no_hint, 0, TENSOR_LIST(ha16), TENSOR_LIST(a), 0); |
748 | 1 | ccv_nnc_cmd_exec(CMD_PARTITION_FORWARD(1, 1, 0), ccv_nnc_no_hint, 0, TENSOR_LIST(a), TENSOR_LIST(b, indices), 0); |
749 | 1 | ccv_nnc_tensor_t* const bt = ccv_nnc_tensor_new(0, CPU_TENSOR_NHWC(32F, 100, 1, 10), 0); |
750 | 1 | ccv_nnc_tensor_t* const indicest = ccv_nnc_tensor_new(0, CPU_TENSOR_NHWC(32S, 100, 1, 10), 0); |
751 | 1 | ccv_nnc_cmd_exec(CMD_PARTITION_FORWARD(1, 1, 0), ccv_nnc_no_hint, 0, TENSOR_LIST(ha), TENSOR_LIST(bt, indicest), 0); |
752 | 1 | ccv_nnc_cmd_exec(CMD_DATA_TRANSFER_FORWARD(), ccv_nnc_no_hint, 0, TENSOR_LIST(b, indices), TENSOR_LIST(hb, hindices), 0); |
753 | 1 | REQUIRE_TENSOR_EQ(hindices, indicest, "should be equal"); |
754 | 1 | ccv_nnc_tensor_free(a); |
755 | 1 | ccv_nnc_tensor_free(b); |
756 | 1 | ccv_nnc_tensor_free(indices); |
757 | 1 | ccv_nnc_tensor_free(ha); |
758 | 1 | ccv_nnc_tensor_free(ha16); |
759 | 1 | ccv_nnc_tensor_free(hb); |
760 | 1 | ccv_nnc_tensor_free(hindices); |
761 | 1 | ccv_nnc_tensor_free(bt); |
762 | 1 | ccv_nnc_tensor_free(indicest); |
763 | 1 | } |
764 | | |
765 | | TEST_CASE("partition a 3d tensor, top 1, middle axis, half, descending") |
766 | 1 | { |
767 | 1 | GUARD_ELSE_RETURN(ccv_nnc_cmd_ok(CCV_NNC_PARTITION_FORWARD, CCV_NNC_BACKEND_GPU_REF) || ccv_nnc_cmd_ok(CCV_NNC_PARTITION_FORWARD, CCV_NNC_BACKEND_MPS)); |
768 | 1 | ccv_nnc_tensor_t* const ha = ccv_nnc_tensor_new(0, CPU_TENSOR_NHWC(32F, 100, 3, 10), 0); |
769 | 1 | dsfmt_t dsfmt; |
770 | 1 | dsfmt_init_gen_rand(&dsfmt, 0); |
771 | 1 | int i; |
772 | 3.00k | for (i = 0; i < 3000; i++3.00k ) |
773 | 3.00k | ha->data.f32[i] = dsfmt_genrand_open_close(&dsfmt); |
774 | 1 | ccv_nnc_tensor_t* const ha16 = ccv_nnc_tensor_new(0, CPU_TENSOR_NHWC(16F, 100, 3, 10), 0); |
775 | 1 | ccv_nnc_cmd_exec(CMD_DATATYPE_CONVERSION_FORWARD(), ccv_nnc_no_hint, 0, TENSOR_LIST(ha), TENSOR_LIST(ha16), 0); |
776 | 1 | ccv_nnc_cmd_exec(CMD_DATATYPE_CONVERSION_FORWARD(), ccv_nnc_no_hint, 0, TENSOR_LIST(ha16), TENSOR_LIST(ha), 0); |
777 | 1 | ccv_nnc_tensor_t* const hb = ccv_nnc_tensor_new(0, CPU_TENSOR_NHWC(16F, 100, 1, 10), 0); |
778 | 1 | ccv_nnc_tensor_t* const b = ccv_nnc_tensor_new(0, GPU_TENSOR_NHWC(000, 16F, 100, 1, 10), 0); |
779 | 1 | ccv_nnc_tensor_t* const hindices = ccv_nnc_tensor_new(0, CPU_TENSOR_NHWC(32S, 100, 1, 10), 0); |
780 | 1 | ccv_nnc_tensor_t* const indices = ccv_nnc_tensor_new(0, GPU_TENSOR_NHWC(000, 32S, 100, 1, 10), 0); |
781 | 1 | ccv_nnc_tensor_t* const a = ccv_nnc_tensor_new(0, GPU_TENSOR_NHWC(000, 16F, 100, 3, 10), 0); |
782 | 1 | ccv_nnc_cmd_exec(CMD_DATA_TRANSFER_FORWARD(), ccv_nnc_no_hint, 0, TENSOR_LIST(ha16), TENSOR_LIST(a), 0); |
783 | 1 | ccv_nnc_cmd_exec(CMD_PARTITION_FORWARD(1, 1, 1), ccv_nnc_no_hint, 0, TENSOR_LIST(a), TENSOR_LIST(b, indices), 0); |
784 | 1 | ccv_nnc_tensor_t* const bt = ccv_nnc_tensor_new(0, CPU_TENSOR_NHWC(32F, 100, 1, 10), 0); |
785 | 1 | ccv_nnc_tensor_t* const indicest = ccv_nnc_tensor_new(0, CPU_TENSOR_NHWC(32S, 100, 1, 10), 0); |
786 | 1 | ccv_nnc_cmd_exec(CMD_PARTITION_FORWARD(1, 1, 1), ccv_nnc_no_hint, 0, TENSOR_LIST(ha), TENSOR_LIST(bt, indicest), 0); |
787 | 1 | ccv_nnc_cmd_exec(CMD_DATA_TRANSFER_FORWARD(), ccv_nnc_no_hint, 0, TENSOR_LIST(b, indices), TENSOR_LIST(hb, hindices), 0); |
788 | 1 | REQUIRE_TENSOR_EQ(hindices, indicest, "should be equal"); |
789 | 1 | ccv_nnc_tensor_free(a); |
790 | 1 | ccv_nnc_tensor_free(b); |
791 | 1 | ccv_nnc_tensor_free(indices); |
792 | 1 | ccv_nnc_tensor_free(ha); |
793 | 1 | ccv_nnc_tensor_free(ha16); |
794 | 1 | ccv_nnc_tensor_free(hb); |
795 | 1 | ccv_nnc_tensor_free(hindices); |
796 | 1 | ccv_nnc_tensor_free(bt); |
797 | 1 | ccv_nnc_tensor_free(indicest); |
798 | 1 | } |
799 | | |
800 | | TEST_CASE("partition a 3d tensor, top 2, middle axis, half") |
801 | 1 | { |
802 | 1 | GUARD_ELSE_RETURN(ccv_nnc_cmd_ok(CCV_NNC_PARTITION_FORWARD, CCV_NNC_BACKEND_GPU_REF) || ccv_nnc_cmd_ok(CCV_NNC_PARTITION_FORWARD, CCV_NNC_BACKEND_MPS)); |
803 | 1 | ccv_nnc_tensor_t* const ha = ccv_nnc_tensor_new(0, CPU_TENSOR_NHWC(32F, 100, 10, 10), 0); |
804 | 1 | dsfmt_t dsfmt; |
805 | 1 | dsfmt_init_gen_rand(&dsfmt, 0); |
806 | 1 | int i; |
807 | 10.0k | for (i = 0; i < 10000; i++10.0k ) |
808 | 10.0k | ha->data.f32[i] = dsfmt_genrand_open_close(&dsfmt); |
809 | 1 | ccv_nnc_tensor_t* const ha16 = ccv_nnc_tensor_new(0, CPU_TENSOR_NHWC(16F, 100, 10, 10), 0); |
810 | 1 | ccv_nnc_cmd_exec(CMD_DATATYPE_CONVERSION_FORWARD(), ccv_nnc_no_hint, 0, TENSOR_LIST(ha), TENSOR_LIST(ha16), 0); |
811 | 1 | ccv_nnc_cmd_exec(CMD_DATATYPE_CONVERSION_FORWARD(), ccv_nnc_no_hint, 0, TENSOR_LIST(ha16), TENSOR_LIST(ha), 0); |
812 | 1 | ccv_nnc_tensor_t* const hb = ccv_nnc_tensor_new(0, CPU_TENSOR_NHWC(16F, 100, 2, 10), 0); |
813 | 1 | ccv_nnc_tensor_t* const b = ccv_nnc_tensor_new(0, GPU_TENSOR_NHWC(000, 16F, 100, 2, 10), 0); |
814 | 1 | ccv_nnc_tensor_t* const hindices = ccv_nnc_tensor_new(0, CPU_TENSOR_NHWC(32S, 100, 2, 10), 0); |
815 | 1 | ccv_nnc_tensor_t* const indices = ccv_nnc_tensor_new(0, GPU_TENSOR_NHWC(000, 32S, 100, 2, 10), 0); |
816 | 1 | ccv_nnc_tensor_t* const a = ccv_nnc_tensor_new(0, GPU_TENSOR_NHWC(000, 16F, 100, 10, 10), 0); |
817 | 1 | ccv_nnc_cmd_exec(CMD_DATA_TRANSFER_FORWARD(), ccv_nnc_no_hint, 0, TENSOR_LIST(ha16), TENSOR_LIST(a), 0); |
818 | 1 | ccv_nnc_cmd_exec(CMD_PARTITION_FORWARD(2, 1, 0), ccv_nnc_no_hint, 0, TENSOR_LIST(a), TENSOR_LIST(b, indices), 0); |
819 | 1 | ccv_nnc_tensor_t* const bt = ccv_nnc_tensor_new(0, CPU_TENSOR_NHWC(32F, 100, 2, 10), 0); |
820 | 1 | ccv_nnc_tensor_t* const indicest = ccv_nnc_tensor_new(0, CPU_TENSOR_NHWC(32S, 100, 2, 10), 0); |
821 | 1 | ccv_nnc_cmd_exec(CMD_PARTITION_FORWARD(2, 1, 0), ccv_nnc_no_hint, 0, TENSOR_LIST(ha), TENSOR_LIST(bt, indicest), 0); |
822 | 1 | ccv_nnc_cmd_exec(CMD_DATA_TRANSFER_FORWARD(), ccv_nnc_no_hint, 0, TENSOR_LIST(b, indices), TENSOR_LIST(hb, hindices), 0); |
823 | 1 | REQUIRE_TENSOR_EQ(hindices, indicest, "should be equal"); |
824 | 1 | ccv_nnc_tensor_free(a); |
825 | 1 | ccv_nnc_tensor_free(b); |
826 | 1 | ccv_nnc_tensor_free(indices); |
827 | 1 | ccv_nnc_tensor_free(ha); |
828 | 1 | ccv_nnc_tensor_free(ha16); |
829 | 1 | ccv_nnc_tensor_free(hb); |
830 | 1 | ccv_nnc_tensor_free(hindices); |
831 | 1 | ccv_nnc_tensor_free(bt); |
832 | 1 | ccv_nnc_tensor_free(indicest); |
833 | 1 | } |
834 | | |
835 | | TEST_CASE("partition a 3d tensor, top 2, middle axis, half, descending") |
836 | 1 | { |
837 | 1 | GUARD_ELSE_RETURN(ccv_nnc_cmd_ok(CCV_NNC_PARTITION_FORWARD, CCV_NNC_BACKEND_GPU_REF) || ccv_nnc_cmd_ok(CCV_NNC_PARTITION_FORWARD, CCV_NNC_BACKEND_MPS)); |
838 | 1 | ccv_nnc_tensor_t* const ha = ccv_nnc_tensor_new(0, CPU_TENSOR_NHWC(32F, 100, 3, 10), 0); |
839 | 1 | dsfmt_t dsfmt; |
840 | 1 | dsfmt_init_gen_rand(&dsfmt, 0); |
841 | 1 | int i; |
842 | 3.00k | for (i = 0; i < 3000; i++3.00k ) |
843 | 3.00k | ha->data.f32[i] = dsfmt_genrand_open_close(&dsfmt); |
844 | 1 | ccv_nnc_tensor_t* const ha16 = ccv_nnc_tensor_new(0, CPU_TENSOR_NHWC(16F, 100, 3, 10), 0); |
845 | 1 | ccv_nnc_cmd_exec(CMD_DATATYPE_CONVERSION_FORWARD(), ccv_nnc_no_hint, 0, TENSOR_LIST(ha), TENSOR_LIST(ha16), 0); |
846 | 1 | ccv_nnc_cmd_exec(CMD_DATATYPE_CONVERSION_FORWARD(), ccv_nnc_no_hint, 0, TENSOR_LIST(ha16), TENSOR_LIST(ha), 0); |
847 | 1 | ccv_nnc_tensor_t* const hb = ccv_nnc_tensor_new(0, CPU_TENSOR_NHWC(16F, 100, 2, 10), 0); |
848 | 1 | ccv_nnc_tensor_t* const b = ccv_nnc_tensor_new(0, GPU_TENSOR_NHWC(000, 16F, 100, 2, 10), 0); |
849 | 1 | ccv_nnc_tensor_t* const hindices = ccv_nnc_tensor_new(0, CPU_TENSOR_NHWC(32S, 100, 2, 10), 0); |
850 | 1 | ccv_nnc_tensor_t* const indices = ccv_nnc_tensor_new(0, GPU_TENSOR_NHWC(000, 32S, 100, 2, 10), 0); |
851 | 1 | ccv_nnc_tensor_t* const a = ccv_nnc_tensor_new(0, GPU_TENSOR_NHWC(000, 16F, 100, 3, 10), 0); |
852 | 1 | ccv_nnc_cmd_exec(CMD_DATA_TRANSFER_FORWARD(), ccv_nnc_no_hint, 0, TENSOR_LIST(ha16), TENSOR_LIST(a), 0); |
853 | 1 | ccv_nnc_cmd_exec(CMD_PARTITION_FORWARD(2, 1, 1), ccv_nnc_no_hint, 0, TENSOR_LIST(a), TENSOR_LIST(b, indices), 0); |
854 | 1 | ccv_nnc_tensor_t* const bt = ccv_nnc_tensor_new(0, CPU_TENSOR_NHWC(32F, 100, 2, 10), 0); |
855 | 1 | ccv_nnc_tensor_t* const indicest = ccv_nnc_tensor_new(0, CPU_TENSOR_NHWC(32S, 100, 2, 10), 0); |
856 | 1 | ccv_nnc_cmd_exec(CMD_PARTITION_FORWARD(2, 1, 1), ccv_nnc_no_hint, 0, TENSOR_LIST(ha), TENSOR_LIST(bt, indicest), 0); |
857 | 1 | ccv_nnc_cmd_exec(CMD_DATA_TRANSFER_FORWARD(), ccv_nnc_no_hint, 0, TENSOR_LIST(b, indices), TENSOR_LIST(hb, hindices), 0); |
858 | 1 | REQUIRE_TENSOR_EQ(hindices, indicest, "should be equal"); |
859 | 1 | ccv_nnc_tensor_free(a); |
860 | 1 | ccv_nnc_tensor_free(b); |
861 | 1 | ccv_nnc_tensor_free(indices); |
862 | 1 | ccv_nnc_tensor_free(ha); |
863 | 1 | ccv_nnc_tensor_free(ha16); |
864 | 1 | ccv_nnc_tensor_free(hb); |
865 | 1 | ccv_nnc_tensor_free(hindices); |
866 | 1 | ccv_nnc_tensor_free(bt); |
867 | 1 | ccv_nnc_tensor_free(indicest); |
868 | 1 | } |
869 | | |
870 | | #include "case_main.h" |