xref: /aosp_15_r20/external/ComputeLibrary/tests/validation/fixtures/UNIT/TensorFixture.h (revision c217d954acce2dbc11938adb493fc0abd69584f3)
1 /*
2  * Copyright (c) 2021 Arm Limited.
3  *
4  * SPDX-License-Identifier: MIT
5  *
6  * Permission is hereby granted, free of charge, to any person obtaining a copy
7  * of this software and associated documentation files (the "Software"), to
8  * deal in the Software without restriction, including without limitation the
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10  * sell copies of the Software, and to permit persons to whom the Software is
11  * furnished to do so, subject to the following conditions:
12  *
13  * The above copyright notice and this permission notice shall be included in all
14  * copies or substantial portions of the Software.
15  *
16  * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
17  * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
18  * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
19  * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
20  * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
21  * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
22  * SOFTWARE.
23  */
24 #ifndef ARM_COMPUTE_TEST_UNIT_TENSOR_FIXTURE
25 #define ARM_COMPUTE_TEST_UNIT_TENSOR_FIXTURE
26 
27 #include "arm_compute/Acl.hpp"
28 #include "tests/framework/Asserts.h"
29 #include "tests/framework/Fixture.h"
30 #include "tests/framework/Macros.h"
31 #include "tests/validation/Validation.h"
32 
33 namespace arm_compute
34 {
35 namespace test
36 {
37 namespace validation
38 {
39 /** Test case for AclCreateTensor
40  *
41  * Validate that AclCreateTensor behaves as expected with invalid context
42  *
43  * Test Steps:
44  *  - Call AclCreateTensor with an invalid context
45  *  - Confirm that AclInvalidArgument is reported
46  *  - Confirm that the tensor is still nullptr
47  */
48 class CreateTensorWithInvalidContextFixture : public framework::Fixture
49 {
50 public:
setup()51     void setup()
52     {
53         AclTensor tensor = nullptr;
54         ARM_COMPUTE_ASSERT(AclCreateTensor(&tensor, nullptr, nullptr, false) == AclStatus::AclInvalidArgument);
55         ARM_COMPUTE_ASSERT(tensor == nullptr);
56     };
57 };
58 
59 /** Test-case for AclCreateTensor
60  *
61  * Validate that AclCreateTensor behaves as expected on invalid descriptor
62  *
63  * Test Steps:
64  *  - Call AclCreateTensor with valid context but invalid descriptor
65  *  - Confirm that AclInvalidArgument is reported
66  *  - Confirm that tensor is still nullptr
67  */
68 template <acl::Target Target>
69 class CreateTensorWithInvalidDescriptorFixture : public framework::Fixture
70 {
71 public:
setup()72     void setup()
73     {
74         acl::Context ctx(Target);
75         AclTensor    tensor = nullptr;
76         ARM_COMPUTE_ASSERT(AclCreateTensor(&tensor, ctx.get(), nullptr, false) == AclStatus::AclInvalidArgument);
77         ARM_COMPUTE_ASSERT(tensor == nullptr);
78 
79         // Check invalid data type
80         AclTensorDescriptor invalid_desc;
81         invalid_desc.ndims     = 4;
82         invalid_desc.data_type = static_cast<AclDataType>(-1);
83         ARM_COMPUTE_ASSERT(AclCreateTensor(&tensor, ctx.get(), &invalid_desc, false) == AclStatus::AclInvalidArgument);
84         ARM_COMPUTE_ASSERT(tensor == nullptr);
85 
86         // Check invalid number of dimensions
87         invalid_desc.data_type = AclDataType::AclFloat32;
88         invalid_desc.ndims     = 15;
89         ARM_COMPUTE_ASSERT(AclCreateTensor(&tensor, ctx.get(), &invalid_desc, false) == AclStatus::AclInvalidArgument);
90         ARM_COMPUTE_ASSERT(tensor == nullptr);
91     };
92 };
93 
94 /** Test case for AclDestroyTensor
95 *
96 * Validate that AclDestroyTensor behaves as expected when an invalid tensor is given
97 *
98 * Test Steps:
99 *  - Call AclDestroyTensor with null tensor
100 *  - Confirm that AclInvalidArgument is reported
101 *  - Call AclDestroyTensor on empty array
102 *  - Confirm that AclInvalidArgument is reported
103 *  - Call AclDestroyTensor on an ACL object other than AclTensor
104 *  - Confirm that AclInvalidArgument is reported
105 *  - Confirm that tensor is still nullptr
106 */
107 template <acl::Target Target>
108 class DestroyInvalidTensorFixture : public framework::Fixture
109 {
110 public:
setup()111     void setup()
112     {
113         acl::Context ctx(Target);
114 
115         std::array<char, 256> empty_array{};
116         AclTensor tensor = nullptr;
117 
118         ARM_COMPUTE_ASSERT(AclDestroyTensor(tensor) == AclStatus::AclInvalidArgument);
119         ARM_COMPUTE_ASSERT(AclDestroyTensor(reinterpret_cast<AclTensor>(ctx.get())) == AclStatus::AclInvalidArgument);
120         ARM_COMPUTE_ASSERT(AclDestroyTensor(reinterpret_cast<AclTensor>(empty_array.data())) == AclStatus::AclInvalidArgument);
121         ARM_COMPUTE_ASSERT(tensor == nullptr);
122     };
123 };
124 
125 /** Test case for AclCreateTensor
126  *
127  * Validate that a tensor can be created successfully
128  *
129  * Test Steps:
130  *  - Create a valid context
131  *  - Create a valid tensor
132  *  - Confirm that AclSuccess is returned
133  */
134 template <acl::Target Target>
135 class SimpleTensorFixture : public framework::Fixture
136 {
137 public:
setup()138     void setup()
139     {
140         acl::StatusCode err = acl::StatusCode::Success;
141         acl::Context    ctx(Target, &err);
142 
143         ARM_COMPUTE_ASSERT(err == acl::StatusCode::Success);
144         acl::Tensor tensor(ctx, acl::TensorDescriptor({ 2, 3 }, acl::DataType::Float32), &err);
145         ARM_COMPUTE_ASSERT(err == acl::StatusCode::Success);
146     };
147 };
148 
149 /** Test case for AclTensor
150  *
151  * Validate that multiple tensors can be created successfully
152  * Stress the possibility of memory leaks
153  *
154  * Test Steps:
155  *  - Create a valid context
156  *  - Create a lot of tensors
157  *  - Confirm that AclSuccess is returned
158  */
159 template <acl::Target Target>
160 class TensorStressFixture : public framework::Fixture
161 {
162 public:
setup()163     void setup()
164     {
165         acl::StatusCode err = acl::StatusCode::Success;
166 
167         acl::Context ctx(Target, &err);
168         ARM_COMPUTE_ASSERT(err == acl::StatusCode::Success);
169 
170         const unsigned int num_tensors = 1024;
171         for(unsigned int i = 0; i < num_tensors; ++i)
172         {
173             acl::Tensor tensor(ctx, acl::TensorDescriptor({ 1024, 1024 }, acl::DataType::Float32), &err);
174             ARM_COMPUTE_ASSERT(err == acl::StatusCode::Success);
175         }
176     };
177 };
178 
179 /** Test case for AclMapTensor
180  *
181  * Validate that map on an invalid object fails
182  *
183  * Test Steps:
184  *  - Create a valid context
185  *  - Pass and invalid object for mapping
186  *  - Confirm that AclInvalidArgument is returned
187  */
188 template <acl::Target Target>
189 class MapInvalidTensorFixture : public framework::Fixture
190 {
191 public:
setup()192     void setup()
193     {
194         acl::StatusCode err = acl::StatusCode::Success;
195 
196         acl::Context ctx(Target, &err);
197         ARM_COMPUTE_ASSERT(err == acl::StatusCode::Success);
198 
199         void *handle = nullptr;
200         ARM_COMPUTE_ASSERT(AclMapTensor(reinterpret_cast<AclTensor>(ctx.get()), &handle) == AclStatus::AclInvalidArgument);
201     };
202 };
203 
204 /** Test case for AclMapTensor
205  *
206  * Validate that map of an unallocated pointer is nullptr
207  *
208  * Test Steps:
209  *  - Create a valid context
210  *  - Create a valid tensor without allocating
211  *  - Map tensor
212  *  - Check that mapping is nullptr
213  */
214 template <acl::Target Target>
215 class MapNotAllocatedTensorFixture : public framework::Fixture
216 {
217 public:
setup()218     void setup()
219     {
220         acl::StatusCode err = acl::StatusCode::Success;
221 
222         acl::Context ctx(Target, &err);
223         ARM_COMPUTE_ASSERT(err == acl::StatusCode::Success);
224 
225         acl::Tensor tensor(ctx, acl::TensorDescriptor({ 8, 8 }, acl::DataType::Float32), false /* allocate */, &err);
226         ARM_COMPUTE_ASSERT(err == acl::StatusCode::Success);
227         ARM_COMPUTE_ASSERT(tensor.map() == nullptr);
228     };
229 };
230 
231 /** Test case for AclMapTensor
232  *
233  * Validate that map of a valid tensor return a non-nullptr value
234  *
235  * Test Steps:
236  *  - Create a valid context
237  *  - Create a valid tensor while allocating
238  *  - Map tensor
239  *  - Check that mapping is not nullptr
240  */
241 template <acl::Target Target>
242 class MapAllocatedTensorFixture : public framework::Fixture
243 {
244 public:
setup()245     void setup()
246     {
247         acl::StatusCode err = acl::StatusCode::Success;
248 
249         acl::Context ctx(Target, &err);
250         ARM_COMPUTE_ASSERT(err == acl::StatusCode::Success);
251 
252         acl::Tensor tensor(ctx, acl::TensorDescriptor({ 8, 8 }, acl::DataType::Float32), &err);
253         ARM_COMPUTE_ASSERT(err == acl::StatusCode::Success);
254 
255         void *handle = tensor.map();
256         ARM_COMPUTE_ASSERT(handle != nullptr);
257         ARM_COMPUTE_ASSERT(tensor.unmap(handle) == acl::StatusCode::Success);
258     };
259 };
260 
261 /** Test case for AclTensorImport
262  *
263  * Validate that an externally memory can be successfully imported
264  *
265  * Test Steps:
266  *  - Create a valid context
267  *  - Create a valid tensor without allocating
268  *  - Allocate external memory
269  *  - Import memory to the tensor
270  *  - Check that imported pointer matches
271  */
272 template <acl::Target Target>
273 class ImportMemoryFixture : public framework::Fixture
274 {
275 public:
setup()276     void setup()
277     {
278         acl::StatusCode err = acl::StatusCode::Success;
279 
280         acl::Context ctx(Target, &err);
281         ARM_COMPUTE_ASSERT(err == acl::StatusCode::Success);
282 
283         const int32_t size = 8;
284         acl::Tensor   tensor(ctx, acl::TensorDescriptor({ size }, acl::DataType::Float32), false /* allocate */, &err);
285         ARM_COMPUTE_ASSERT(err == acl::StatusCode::Success);
286 
287         std::vector<float> data(size);
288         err = tensor.import(data.data(), acl::ImportType::Host);
289 
290         void *handle = tensor.map();
291         ARM_COMPUTE_ASSERT(handle == data.data());
292         ARM_COMPUTE_ASSERT(tensor.unmap(handle) == acl::StatusCode::Success);
293     }
294 };
295 /** Test case for get_size() interface of Tensor
296  *
297  *
298  * Test Steps:
299  *  - Create a valid context
300  *  - Create a valid tensor
301  *  - Compare the size value returned with the expected value
302  */
303 template <acl::Target Target>
304 class TensorSizeFixture : public framework::Fixture
305 {
306 public:
setup()307     void setup()
308     {
309         acl::StatusCode err = acl::StatusCode::Success;
310         acl::Context    ctx(Target, &err);
311 
312         ARM_COMPUTE_ASSERT(err == acl::StatusCode::Success);
313         acl::Tensor tensor(ctx, acl::TensorDescriptor({ 2, 3 }, acl::DataType::Float32), &err);
314 
315         // size should be 6 elements (2x3) times 4 bytes (float32) = 24 bytes
316         constexpr size_t expected_size = 24;
317         ARM_COMPUTE_ASSERT(tensor.get_size() == expected_size);
318     };
319 };
320 /** Test case for get_size() dealing with invalid arguments
321  *
322  * Test Steps:
323  *  - Test nullptr tensor can return a correct error
324  *  - Create a valid tensor
325  *  - Test C interface with null size argument can return a correct error
326  */
327 template <acl::Target Target>
328 class InvalidTensorSizeFixture : public framework::Fixture
329 {
330 public:
setup()331     void setup()
332     {
333         // Null tensor
334         AclTensor null_tensor = nullptr;
335         uint64_t  size{ 0 };
336         ARM_COMPUTE_ASSERT(AclGetTensorSize(null_tensor, &size) == AclStatus::AclInvalidArgument);
337 
338         // Create valid tensor
339         acl::StatusCode err = acl::StatusCode::Success;
340         acl::Context    ctx(Target, &err);
341         ARM_COMPUTE_ASSERT(err == acl::StatusCode::Success);
342         acl::Tensor tensor(ctx, acl::TensorDescriptor({ 2, 3 }, acl::DataType::Float32), &err);
343 
344         // Null size argument
345         ARM_COMPUTE_ASSERT(AclGetTensorSize(tensor.get(), nullptr) == AclStatus::AclInvalidArgument);
346     };
347 };
348 
349 template <acl::Target Target>
350 class DescriptorConversionFixture : public framework::Fixture
351 {
compare_descriptor(const AclTensorDescriptor & desc_a,const AclTensorDescriptor & desc_b)352     bool compare_descriptor(const AclTensorDescriptor &desc_a, const AclTensorDescriptor &desc_b)
353     {
354         auto are_descriptors_same = true;
355 
356         are_descriptors_same &= desc_a.ndims == desc_b.ndims;
357         are_descriptors_same &= desc_a.data_type == desc_b.data_type;
358         are_descriptors_same &= desc_a.shape != nullptr && desc_b.shape != nullptr;
359 
360         for(int32_t d = 0; d < desc_a.ndims; ++d)
361         {
362             are_descriptors_same &= desc_a.shape[d] == desc_b.shape[d];
363         }
364 
365         // other attributes should be added here
366 
367         return are_descriptors_same;
368     }
369 
370 public:
setup()371     void setup()
372     {
373         auto err{ acl::StatusCode::Success };
374         auto ctx{ acl::Context(Target, &err) };
375         ARM_COMPUTE_ASSERT(err == acl::StatusCode::Success);
376 
377         auto        desc{ acl::TensorDescriptor({ 2, 3 }, acl::DataType::Float32) };
378         acl::Tensor tensor(ctx, desc, &err);
379 
380         auto desc_from_tensor = tensor.get_descriptor();
381 
382         ARM_COMPUTE_ASSERT(compare_descriptor(*desc.get(), *desc_from_tensor.get()));
383         ARM_COMPUTE_ASSERT(desc == desc_from_tensor);
384 
385         // Test c interface with "prepopulated" descriptor
386         // Note: When c interface used, there are possibility of memory leak
387         // if members are not correctly deleted (e.g., shape).
388         // Since that is considered user's responsibility, we don't test here.
389         AclTensorDescriptor prepopulated_descriptor
390         {
391             3, nullptr, AclDataType::AclBFloat16, nullptr, 0
392         };
393 
394         ARM_COMPUTE_ASSERT(AclGetTensorDescriptor(tensor.get(), &prepopulated_descriptor) == AclStatus::AclSuccess);
395         ARM_COMPUTE_ASSERT(compare_descriptor(*desc.get(), prepopulated_descriptor));
396         ARM_COMPUTE_ASSERT(desc == acl::TensorDescriptor(prepopulated_descriptor));
397     };
398 };
399 
400 template <acl::Target Target>
401 class InvalidDescriptorConversionFixture : public framework::Fixture
402 {
403 public:
setup()404     void setup()
405     {
406         // Null tensor
407         AclTensor           null_tensor = nullptr;
408         AclTensorDescriptor desc{};
409         ARM_COMPUTE_ASSERT(AclGetTensorDescriptor(null_tensor, &desc) == AclStatus::AclInvalidArgument);
410 
411         // Create valid tensor
412         acl::StatusCode err = acl::StatusCode::Success;
413         acl::Context    ctx(Target, &err);
414         ARM_COMPUTE_ASSERT(err == acl::StatusCode::Success);
415         acl::Tensor tensor(ctx, acl::TensorDescriptor({ 2, 3 }, acl::DataType::Float32), &err);
416 
417         // Null size argument
418         ARM_COMPUTE_ASSERT(AclGetTensorDescriptor(tensor.get(), nullptr) == AclStatus::AclInvalidArgument);
419     };
420 };
421 } // namespace validation
422 } // namespace test
423 } // namespace arm_compute
424 #endif /* ARM_COMPUTE_TEST_UNIT_TENSOR_FIXTURE */
425