1f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler/*
2f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler * Copyright (C) 2018 The Android Open Source Project
3f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler *
4f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler * Licensed under the Apache License, Version 2.0 (the "License");
5f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler * you may not use this file except in compliance with the License.
6f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler * You may obtain a copy of the License at
7f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler *
8f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler *      http://www.apache.org/licenses/LICENSE-2.0
9f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler *
10f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler * Unless required by applicable law or agreed to in writing, software
11f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler * distributed under the License is distributed on an "AS IS" BASIS,
12f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
13f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler * See the License for the specific language governing permissions and
14f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler * limitations under the License.
15f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler */
16f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler
17f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler#define LOG_TAG "neuralnetworks_hidl_hal_test"
18f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler
19f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler#include "VtsHalNeuralnetworks.h"
20f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler
21f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler#include "Callbacks.h"
22f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler#include "TestHarness.h"
23f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler#include "Utils.h"
24f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler
25f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler#include <android-base/logging.h>
26f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler#include <android/hidl/memory/1.0/IMemory.h>
27f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler#include <hidlmemory/mapping.h>
28f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler
29f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butlernamespace android {
30f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butlernamespace hardware {
31f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butlernamespace neuralnetworks {
32f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butlernamespace V1_0 {
33f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butlernamespace vts {
34f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butlernamespace functional {
35f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler
36f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butlerusing ::android::hardware::neuralnetworks::V1_0::implementation::ExecutionCallback;
37f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butlerusing ::android::hardware::neuralnetworks::V1_0::implementation::PreparedModelCallback;
38f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butlerusing ::android::hidl::memory::V1_0::IMemory;
39de16694a6079355867287e4613ae89123c224171Mika Raentousing test_helper::MixedTyped;
40de16694a6079355867287e4613ae89123c224171Mika Raentousing test_helper::MixedTypedExampleType;
41de16694a6079355867287e4613ae89123c224171Mika Raentousing test_helper::for_all;
42f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler
43f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler///////////////////////// UTILITY FUNCTIONS /////////////////////////
44f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler
45f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butlerstatic void createPreparedModel(const sp<IDevice>& device, const V1_0::Model& model,
46f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler                                sp<IPreparedModel>* preparedModel) {
47f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler    ASSERT_NE(nullptr, preparedModel);
48f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler
49f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler    // see if service can handle model
50f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler    bool fullySupportsModel = false;
51f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler    Return<void> supportedOpsLaunchStatus = device->getSupportedOperations(
52f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler        model, [&fullySupportsModel](ErrorStatus status, const hidl_vec<bool>& supported) {
53f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler            ASSERT_EQ(ErrorStatus::NONE, status);
54f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler            ASSERT_NE(0ul, supported.size());
55f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler            fullySupportsModel =
56f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler                std::all_of(supported.begin(), supported.end(), [](bool valid) { return valid; });
57f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler        });
58f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler    ASSERT_TRUE(supportedOpsLaunchStatus.isOk());
59f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler
60f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler    // launch prepare model
61f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler    sp<PreparedModelCallback> preparedModelCallback = new PreparedModelCallback();
62f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler    ASSERT_NE(nullptr, preparedModelCallback.get());
63f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler    Return<ErrorStatus> prepareLaunchStatus = device->prepareModel(model, preparedModelCallback);
64f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler    ASSERT_TRUE(prepareLaunchStatus.isOk());
65f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler    ASSERT_EQ(ErrorStatus::NONE, static_cast<ErrorStatus>(prepareLaunchStatus));
66f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler
67f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler    // retrieve prepared model
68f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler    preparedModelCallback->wait();
69f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler    ErrorStatus prepareReturnStatus = preparedModelCallback->getStatus();
70f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler    *preparedModel = preparedModelCallback->getPreparedModel();
71f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler
72f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler    // The getSupportedOperations call returns a list of operations that are
73f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler    // guaranteed not to fail if prepareModel is called, and
74f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler    // 'fullySupportsModel' is true i.f.f. the entire model is guaranteed.
75f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler    // If a driver has any doubt that it can prepare an operation, it must
76f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler    // return false. So here, if a driver isn't sure if it can support an
77f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler    // operation, but reports that it successfully prepared the model, the test
78f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler    // can continue.
79f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler    if (!fullySupportsModel && prepareReturnStatus != ErrorStatus::NONE) {
80f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler        ASSERT_EQ(nullptr, preparedModel->get());
81f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler        LOG(INFO) << "NN VTS: Unable to test Request validation because vendor service cannot "
82f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler                     "prepare model that it does not support.";
83f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler        std::cout << "[          ]   Unable to test Request validation because vendor service "
84f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler                     "cannot prepare model that it does not support."
85f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler                  << std::endl;
86f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler        return;
87f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler    }
88f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler    ASSERT_EQ(ErrorStatus::NONE, prepareReturnStatus);
89f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler    ASSERT_NE(nullptr, preparedModel->get());
90f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler}
91f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler
92f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler// Primary validation function. This function will take a valid request, apply a
93f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler// mutation to it to invalidate the request, then pass it to interface calls
94f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler// that use the request. Note that the request here is passed by value, and any
95f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler// mutation to the request does not leave this function.
96f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butlerstatic void validate(const sp<IPreparedModel>& preparedModel, const std::string& message,
97f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler                     Request request, const std::function<void(Request*)>& mutation) {
98f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler    mutation(&request);
99f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler    SCOPED_TRACE(message + " [execute]");
100f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler
101f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler    sp<ExecutionCallback> executionCallback = new ExecutionCallback();
102f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler    ASSERT_NE(nullptr, executionCallback.get());
103f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler    Return<ErrorStatus> executeLaunchStatus = preparedModel->execute(request, executionCallback);
104f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler    ASSERT_TRUE(executeLaunchStatus.isOk());
105f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler    ASSERT_EQ(ErrorStatus::INVALID_ARGUMENT, static_cast<ErrorStatus>(executeLaunchStatus));
106f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler
107f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler    executionCallback->wait();
108f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler    ErrorStatus executionReturnStatus = executionCallback->getStatus();
109f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler    ASSERT_EQ(ErrorStatus::INVALID_ARGUMENT, executionReturnStatus);
110f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler}
111f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler
112f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler// Delete element from hidl_vec. hidl_vec doesn't support a "remove" operation,
113f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler// so this is efficiently accomplished by moving the element to the end and
114f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler// resizing the hidl_vec to one less.
115f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butlertemplate <typename Type>
116f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butlerstatic void hidl_vec_removeAt(hidl_vec<Type>* vec, uint32_t index) {
117f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler    if (vec) {
118f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler        std::rotate(vec->begin() + index, vec->begin() + index + 1, vec->end());
119f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler        vec->resize(vec->size() - 1);
120f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler    }
121f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler}
122f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler
123f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butlertemplate <typename Type>
124f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butlerstatic uint32_t hidl_vec_push_back(hidl_vec<Type>* vec, const Type& value) {
125f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler    // assume vec is valid
126f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler    const uint32_t index = vec->size();
127f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler    vec->resize(index + 1);
128f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler    (*vec)[index] = value;
129f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler    return index;
130f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler}
131f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler
132f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler///////////////////////// REMOVE INPUT ////////////////////////////////////
133f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler
134f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butlerstatic void removeInputTest(const sp<IPreparedModel>& preparedModel, const Request& request) {
135f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler    for (size_t input = 0; input < request.inputs.size(); ++input) {
136f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler        const std::string message = "removeInput: removed input " + std::to_string(input);
137f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler        validate(preparedModel, message, request,
138f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler                 [input](Request* request) { hidl_vec_removeAt(&request->inputs, input); });
139f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler    }
140f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler}
141f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler
142f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler///////////////////////// REMOVE OUTPUT ////////////////////////////////////
143f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler
144f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butlerstatic void removeOutputTest(const sp<IPreparedModel>& preparedModel, const Request& request) {
145f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler    for (size_t output = 0; output < request.outputs.size(); ++output) {
146f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler        const std::string message = "removeOutput: removed Output " + std::to_string(output);
147f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler        validate(preparedModel, message, request,
148f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler                 [output](Request* request) { hidl_vec_removeAt(&request->outputs, output); });
149f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler    }
150f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler}
151f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler
152f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler///////////////////////////// ENTRY POINT //////////////////////////////////
153f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler
154f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butlerstd::vector<Request> createRequests(const std::vector<MixedTypedExampleType>& examples) {
155f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler    const uint32_t INPUT = 0;
156f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler    const uint32_t OUTPUT = 1;
157f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler
158f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler    std::vector<Request> requests;
159f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler
160f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler    for (auto& example : examples) {
161f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler        const MixedTyped& inputs = example.first;
162f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler        const MixedTyped& outputs = example.second;
163f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler
164f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler        std::vector<RequestArgument> inputs_info, outputs_info;
165f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler        uint32_t inputSize = 0, outputSize = 0;
166f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler
167f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler        // This function only partially specifies the metadata (vector of RequestArguments).
168f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler        // The contents are copied over below.
169f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler        for_all(inputs, [&inputs_info, &inputSize](int index, auto, auto s) {
170f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler            if (inputs_info.size() <= static_cast<size_t>(index)) inputs_info.resize(index + 1);
171f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler            RequestArgument arg = {
172f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler                .location = {.poolIndex = INPUT, .offset = 0, .length = static_cast<uint32_t>(s)},
173f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler                .dimensions = {},
174f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler            };
175f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler            RequestArgument arg_empty = {
176f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler                .hasNoValue = true,
177f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler            };
178f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler            inputs_info[index] = s ? arg : arg_empty;
179f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler            inputSize += s;
180f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler        });
181f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler        // Compute offset for inputs 1 and so on
182f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler        {
183f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler            size_t offset = 0;
184f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler            for (auto& i : inputs_info) {
185f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler                if (!i.hasNoValue) i.location.offset = offset;
186f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler                offset += i.location.length;
187f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler            }
188f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler        }
189f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler
190f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler        // Go through all outputs, initialize RequestArgument descriptors
191f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler        for_all(outputs, [&outputs_info, &outputSize](int index, auto, auto s) {
192f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler            if (outputs_info.size() <= static_cast<size_t>(index)) outputs_info.resize(index + 1);
193f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler            RequestArgument arg = {
194f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler                .location = {.poolIndex = OUTPUT, .offset = 0, .length = static_cast<uint32_t>(s)},
195f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler                .dimensions = {},
196f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler            };
197f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler            outputs_info[index] = arg;
198f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler            outputSize += s;
199f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler        });
200f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler        // Compute offset for outputs 1 and so on
201f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler        {
202f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler            size_t offset = 0;
203f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler            for (auto& i : outputs_info) {
204f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler                i.location.offset = offset;
205f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler                offset += i.location.length;
206f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler            }
207f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler        }
208f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler        std::vector<hidl_memory> pools = {nn::allocateSharedMemory(inputSize),
209f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler                                          nn::allocateSharedMemory(outputSize)};
210f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler        if (pools[INPUT].size() == 0 || pools[OUTPUT].size() == 0) {
211f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler            return {};
212f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler        }
213f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler
214f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler        // map pool
215f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler        sp<IMemory> inputMemory = mapMemory(pools[INPUT]);
216f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler        if (inputMemory == nullptr) {
217f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler            return {};
218f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler        }
219f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler        char* inputPtr = reinterpret_cast<char*>(static_cast<void*>(inputMemory->getPointer()));
220f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler        if (inputPtr == nullptr) {
221f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler            return {};
222f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler        }
223f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler
224f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler        // initialize pool
225f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler        inputMemory->update();
226f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler        for_all(inputs, [&inputs_info, inputPtr](int index, auto p, auto s) {
227f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler            char* begin = (char*)p;
228f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler            char* end = begin + s;
229f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler            // TODO: handle more than one input
230f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler            std::copy(begin, end, inputPtr + inputs_info[index].location.offset);
231f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler        });
232f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler        inputMemory->commit();
233f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler
234f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler        requests.push_back({.inputs = inputs_info, .outputs = outputs_info, .pools = pools});
235f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler    }
236f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler
237f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler    return requests;
238f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler}
239f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler
240f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butlervoid ValidationTest::validateRequests(const V1_0::Model& model,
241f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler                                      const std::vector<Request>& requests) {
242f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler    // create IPreparedModel
243f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler    sp<IPreparedModel> preparedModel;
244f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler    ASSERT_NO_FATAL_FAILURE(createPreparedModel(device, model, &preparedModel));
245f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler    if (preparedModel == nullptr) {
246f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler        return;
247f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler    }
248f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler
249f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler    // validate each request
250f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler    for (const Request& request : requests) {
251f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler        removeInputTest(preparedModel, request);
252f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler        removeOutputTest(preparedModel, request);
253f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler    }
254f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler}
255f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler
256f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler}  // namespace functional
257f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler}  // namespace vts
258f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler}  // namespace V1_0
259f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler}  // namespace neuralnetworks
260f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler}  // namespace hardware
261f76acd0312f7d47bd2e371f027a54bca581d8f8fMichael Butler}  // namespace android
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