blob: 7be9beaa9ee284d9806816855ab2a6499808a664 [file] [log] [blame]
// clang-format off
// Generated file (from: resize_bilinear_v1_2.mod.py). Do not edit
// Create the model
Model createTestModel_shape_nhwc() {
const std::vector<Operand> operands = {
{
.type = OperandType::TENSOR_FLOAT32,
.dimensions = {1, 2, 2, 1},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::MODEL_INPUT,
.location = {.poolIndex = 0, .offset = 0, .length = 0},
},
{
.type = OperandType::INT32,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 0, .length = 4},
},
{
.type = OperandType::INT32,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 4, .length = 4},
},
{
.type = OperandType::BOOL,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 8, .length = 1},
},
{
.type = OperandType::TENSOR_FLOAT32,
.dimensions = {1, 3, 3, 1},
.numberOfConsumers = 0,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::MODEL_OUTPUT,
.location = {.poolIndex = 0, .offset = 0, .length = 0},
}
};
const std::vector<Operation> operations = {
{
.type = OperationType::RESIZE_BILINEAR,
.inputs = {0, 1, 2, 3},
.outputs = {4},
}
};
const std::vector<uint32_t> inputIndexes = {0};
const std::vector<uint32_t> outputIndexes = {4};
std::vector<uint8_t> operandValues = {
3, 0, 0, 0, 3, 0, 0, 0, 0
};
const std::vector<hidl_memory> pools = {};
return {
.operands = operands,
.operations = operations,
.inputIndexes = inputIndexes,
.outputIndexes = outputIndexes,
.operandValues = operandValues,
.pools = pools,
};
}
inline bool is_ignored_shape_nhwc(int i) {
static std::set<int> ignore = {};
return ignore.find(i) != ignore.end();
}
// Create the model
Model createTestModel_shape_nhwc_relaxed() {
const std::vector<Operand> operands = {
{
.type = OperandType::TENSOR_FLOAT32,
.dimensions = {1, 2, 2, 1},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::MODEL_INPUT,
.location = {.poolIndex = 0, .offset = 0, .length = 0},
},
{
.type = OperandType::INT32,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 0, .length = 4},
},
{
.type = OperandType::INT32,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 4, .length = 4},
},
{
.type = OperandType::BOOL,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 8, .length = 1},
},
{
.type = OperandType::TENSOR_FLOAT32,
.dimensions = {1, 3, 3, 1},
.numberOfConsumers = 0,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::MODEL_OUTPUT,
.location = {.poolIndex = 0, .offset = 0, .length = 0},
}
};
const std::vector<Operation> operations = {
{
.type = OperationType::RESIZE_BILINEAR,
.inputs = {0, 1, 2, 3},
.outputs = {4},
}
};
const std::vector<uint32_t> inputIndexes = {0};
const std::vector<uint32_t> outputIndexes = {4};
std::vector<uint8_t> operandValues = {
3, 0, 0, 0, 3, 0, 0, 0, 0
};
const std::vector<hidl_memory> pools = {};
return {
.operands = operands,
.operations = operations,
.inputIndexes = inputIndexes,
.outputIndexes = outputIndexes,
.operandValues = operandValues,
.pools = pools,
.relaxComputationFloat32toFloat16 = true,
};
}
inline bool is_ignored_shape_nhwc_relaxed(int i) {
static std::set<int> ignore = {};
return ignore.find(i) != ignore.end();
}
// Create the model
Model createTestModel_shape_nhwc_float16() {
const std::vector<Operand> operands = {
{
.type = OperandType::TENSOR_FLOAT16,
.dimensions = {1, 2, 2, 1},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::MODEL_INPUT,
.location = {.poolIndex = 0, .offset = 0, .length = 0},
},
{
.type = OperandType::INT32,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 0, .length = 4},
},
{
.type = OperandType::INT32,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 4, .length = 4},
},
{
.type = OperandType::BOOL,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 8, .length = 1},
},
{
.type = OperandType::TENSOR_FLOAT16,
.dimensions = {1, 3, 3, 1},
.numberOfConsumers = 0,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::MODEL_OUTPUT,
.location = {.poolIndex = 0, .offset = 0, .length = 0},
}
};
const std::vector<Operation> operations = {
{
.type = OperationType::RESIZE_BILINEAR,
.inputs = {0, 1, 2, 3},
.outputs = {4},
}
};
const std::vector<uint32_t> inputIndexes = {0};
const std::vector<uint32_t> outputIndexes = {4};
std::vector<uint8_t> operandValues = {
3, 0, 0, 0, 3, 0, 0, 0, 0
};
const std::vector<hidl_memory> pools = {};
return {
.operands = operands,
.operations = operations,
.inputIndexes = inputIndexes,
.outputIndexes = outputIndexes,
.operandValues = operandValues,
.pools = pools,
};
}
inline bool is_ignored_shape_nhwc_float16(int i) {
static std::set<int> ignore = {};
return ignore.find(i) != ignore.end();
}
// Create the model
Model createTestModel_shape_nhwc_quant8() {
const std::vector<Operand> operands = {
{
.type = OperandType::TENSOR_QUANT8_ASYMM,
.dimensions = {1, 2, 2, 1},
.numberOfConsumers = 1,
.scale = 0.01f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::MODEL_INPUT,
.location = {.poolIndex = 0, .offset = 0, .length = 0},
},
{
.type = OperandType::INT32,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 0, .length = 4},
},
{
.type = OperandType::INT32,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 4, .length = 4},
},
{
.type = OperandType::BOOL,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 8, .length = 1},
},
{
.type = OperandType::TENSOR_QUANT8_ASYMM,
.dimensions = {1, 3, 3, 1},
.numberOfConsumers = 0,
.scale = 0.01f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::MODEL_OUTPUT,
.location = {.poolIndex = 0, .offset = 0, .length = 0},
}
};
const std::vector<Operation> operations = {
{
.type = OperationType::RESIZE_BILINEAR,
.inputs = {0, 1, 2, 3},
.outputs = {4},
}
};
const std::vector<uint32_t> inputIndexes = {0};
const std::vector<uint32_t> outputIndexes = {4};
std::vector<uint8_t> operandValues = {
3, 0, 0, 0, 3, 0, 0, 0, 0
};
const std::vector<hidl_memory> pools = {};
return {
.operands = operands,
.operations = operations,
.inputIndexes = inputIndexes,
.outputIndexes = outputIndexes,
.operandValues = operandValues,
.pools = pools,
};
}
inline bool is_ignored_shape_nhwc_quant8(int i) {
static std::set<int> ignore = {};
return ignore.find(i) != ignore.end();
}
// Create the model
Model createTestModel_shape_nchw() {
const std::vector<Operand> operands = {
{
.type = OperandType::TENSOR_FLOAT32,
.dimensions = {1, 1, 2, 2},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::MODEL_INPUT,
.location = {.poolIndex = 0, .offset = 0, .length = 0},
},
{
.type = OperandType::INT32,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 0, .length = 4},
},
{
.type = OperandType::INT32,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 4, .length = 4},
},
{
.type = OperandType::BOOL,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 8, .length = 1},
},
{
.type = OperandType::TENSOR_FLOAT32,
.dimensions = {1, 1, 3, 3},
.numberOfConsumers = 0,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::MODEL_OUTPUT,
.location = {.poolIndex = 0, .offset = 0, .length = 0},
}
};
const std::vector<Operation> operations = {
{
.type = OperationType::RESIZE_BILINEAR,
.inputs = {0, 1, 2, 3},
.outputs = {4},
}
};
const std::vector<uint32_t> inputIndexes = {0};
const std::vector<uint32_t> outputIndexes = {4};
std::vector<uint8_t> operandValues = {
3, 0, 0, 0, 3, 0, 0, 0, 1
};
const std::vector<hidl_memory> pools = {};
return {
.operands = operands,
.operations = operations,
.inputIndexes = inputIndexes,
.outputIndexes = outputIndexes,
.operandValues = operandValues,
.pools = pools,
};
}
inline bool is_ignored_shape_nchw(int i) {
static std::set<int> ignore = {};
return ignore.find(i) != ignore.end();
}
// Create the model
Model createTestModel_shape_nchw_relaxed() {
const std::vector<Operand> operands = {
{
.type = OperandType::TENSOR_FLOAT32,
.dimensions = {1, 1, 2, 2},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::MODEL_INPUT,
.location = {.poolIndex = 0, .offset = 0, .length = 0},
},
{
.type = OperandType::INT32,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 0, .length = 4},
},
{
.type = OperandType::INT32,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 4, .length = 4},
},
{
.type = OperandType::BOOL,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 8, .length = 1},
},
{
.type = OperandType::TENSOR_FLOAT32,
.dimensions = {1, 1, 3, 3},
.numberOfConsumers = 0,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::MODEL_OUTPUT,
.location = {.poolIndex = 0, .offset = 0, .length = 0},
}
};
const std::vector<Operation> operations = {
{
.type = OperationType::RESIZE_BILINEAR,
.inputs = {0, 1, 2, 3},
.outputs = {4},
}
};
const std::vector<uint32_t> inputIndexes = {0};
const std::vector<uint32_t> outputIndexes = {4};
std::vector<uint8_t> operandValues = {
3, 0, 0, 0, 3, 0, 0, 0, 1
};
const std::vector<hidl_memory> pools = {};
return {
.operands = operands,
.operations = operations,
.inputIndexes = inputIndexes,
.outputIndexes = outputIndexes,
.operandValues = operandValues,
.pools = pools,
.relaxComputationFloat32toFloat16 = true,
};
}
inline bool is_ignored_shape_nchw_relaxed(int i) {
static std::set<int> ignore = {};
return ignore.find(i) != ignore.end();
}
// Create the model
Model createTestModel_shape_nchw_float16() {
const std::vector<Operand> operands = {
{
.type = OperandType::TENSOR_FLOAT16,
.dimensions = {1, 1, 2, 2},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::MODEL_INPUT,
.location = {.poolIndex = 0, .offset = 0, .length = 0},
},
{
.type = OperandType::INT32,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 0, .length = 4},
},
{
.type = OperandType::INT32,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 4, .length = 4},
},
{
.type = OperandType::BOOL,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 8, .length = 1},
},
{
.type = OperandType::TENSOR_FLOAT16,
.dimensions = {1, 1, 3, 3},
.numberOfConsumers = 0,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::MODEL_OUTPUT,
.location = {.poolIndex = 0, .offset = 0, .length = 0},
}
};
const std::vector<Operation> operations = {
{
.type = OperationType::RESIZE_BILINEAR,
.inputs = {0, 1, 2, 3},
.outputs = {4},
}
};
const std::vector<uint32_t> inputIndexes = {0};
const std::vector<uint32_t> outputIndexes = {4};
std::vector<uint8_t> operandValues = {
3, 0, 0, 0, 3, 0, 0, 0, 1
};
const std::vector<hidl_memory> pools = {};
return {
.operands = operands,
.operations = operations,
.inputIndexes = inputIndexes,
.outputIndexes = outputIndexes,
.operandValues = operandValues,
.pools = pools,
};
}
inline bool is_ignored_shape_nchw_float16(int i) {
static std::set<int> ignore = {};
return ignore.find(i) != ignore.end();
}
// Create the model
Model createTestModel_shape_nchw_quant8() {
const std::vector<Operand> operands = {
{
.type = OperandType::TENSOR_QUANT8_ASYMM,
.dimensions = {1, 1, 2, 2},
.numberOfConsumers = 1,
.scale = 0.01f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::MODEL_INPUT,
.location = {.poolIndex = 0, .offset = 0, .length = 0},
},
{
.type = OperandType::INT32,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 0, .length = 4},
},
{
.type = OperandType::INT32,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 4, .length = 4},
},
{
.type = OperandType::BOOL,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 8, .length = 1},
},
{
.type = OperandType::TENSOR_QUANT8_ASYMM,
.dimensions = {1, 1, 3, 3},
.numberOfConsumers = 0,
.scale = 0.01f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::MODEL_OUTPUT,
.location = {.poolIndex = 0, .offset = 0, .length = 0},
}
};
const std::vector<Operation> operations = {
{
.type = OperationType::RESIZE_BILINEAR,
.inputs = {0, 1, 2, 3},
.outputs = {4},
}
};
const std::vector<uint32_t> inputIndexes = {0};
const std::vector<uint32_t> outputIndexes = {4};
std::vector<uint8_t> operandValues = {
3, 0, 0, 0, 3, 0, 0, 0, 1
};
const std::vector<hidl_memory> pools = {};
return {
.operands = operands,
.operations = operations,
.inputIndexes = inputIndexes,
.outputIndexes = outputIndexes,
.operandValues = operandValues,
.pools = pools,
};
}
inline bool is_ignored_shape_nchw_quant8(int i) {
static std::set<int> ignore = {};
return ignore.find(i) != ignore.end();
}
// Create the model
Model createTestModel_shape_dynamic_output_shape_nhwc() {
const std::vector<Operand> operands = {
{
.type = OperandType::TENSOR_FLOAT32,
.dimensions = {1, 2, 2, 1},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::MODEL_INPUT,
.location = {.poolIndex = 0, .offset = 0, .length = 0},
},
{
.type = OperandType::INT32,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 0, .length = 4},
},
{
.type = OperandType::INT32,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 4, .length = 4},
},
{
.type = OperandType::BOOL,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 8, .length = 1},
},
{
.type = OperandType::TENSOR_FLOAT32,
.dimensions = {0, 0, 0, 0},
.numberOfConsumers = 0,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::MODEL_OUTPUT,
.location = {.poolIndex = 0, .offset = 0, .length = 0},
}
};
const std::vector<Operation> operations = {
{
.type = OperationType::RESIZE_BILINEAR,
.inputs = {0, 1, 2, 3},
.outputs = {4},
}
};
const std::vector<uint32_t> inputIndexes = {0};
const std::vector<uint32_t> outputIndexes = {4};
std::vector<uint8_t> operandValues = {
3, 0, 0, 0, 3, 0, 0, 0, 0
};
const std::vector<hidl_memory> pools = {};
return {
.operands = operands,
.operations = operations,
.inputIndexes = inputIndexes,
.outputIndexes = outputIndexes,
.operandValues = operandValues,
.pools = pools,
};
}
inline bool is_ignored_shape_dynamic_output_shape_nhwc(int i) {
static std::set<int> ignore = {};
return ignore.find(i) != ignore.end();
}
// Create the model
Model createTestModel_shape_dynamic_output_shape_nhwc_relaxed() {
const std::vector<Operand> operands = {
{
.type = OperandType::TENSOR_FLOAT32,
.dimensions = {1, 2, 2, 1},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::MODEL_INPUT,
.location = {.poolIndex = 0, .offset = 0, .length = 0},
},
{
.type = OperandType::INT32,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 0, .length = 4},
},
{
.type = OperandType::INT32,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 4, .length = 4},
},
{
.type = OperandType::BOOL,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 8, .length = 1},
},
{
.type = OperandType::TENSOR_FLOAT32,
.dimensions = {0, 0, 0, 0},
.numberOfConsumers = 0,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::MODEL_OUTPUT,
.location = {.poolIndex = 0, .offset = 0, .length = 0},
}
};
const std::vector<Operation> operations = {
{
.type = OperationType::RESIZE_BILINEAR,
.inputs = {0, 1, 2, 3},
.outputs = {4},
}
};
const std::vector<uint32_t> inputIndexes = {0};
const std::vector<uint32_t> outputIndexes = {4};
std::vector<uint8_t> operandValues = {
3, 0, 0, 0, 3, 0, 0, 0, 0
};
const std::vector<hidl_memory> pools = {};
return {
.operands = operands,
.operations = operations,
.inputIndexes = inputIndexes,
.outputIndexes = outputIndexes,
.operandValues = operandValues,
.pools = pools,
.relaxComputationFloat32toFloat16 = true,
};
}
inline bool is_ignored_shape_dynamic_output_shape_nhwc_relaxed(int i) {
static std::set<int> ignore = {};
return ignore.find(i) != ignore.end();
}
// Create the model
Model createTestModel_shape_dynamic_output_shape_nhwc_float16() {
const std::vector<Operand> operands = {
{
.type = OperandType::TENSOR_FLOAT16,
.dimensions = {1, 2, 2, 1},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::MODEL_INPUT,
.location = {.poolIndex = 0, .offset = 0, .length = 0},
},
{
.type = OperandType::INT32,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 0, .length = 4},
},
{
.type = OperandType::INT32,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 4, .length = 4},
},
{
.type = OperandType::BOOL,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 8, .length = 1},
},
{
.type = OperandType::TENSOR_FLOAT16,
.dimensions = {0, 0, 0, 0},
.numberOfConsumers = 0,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::MODEL_OUTPUT,
.location = {.poolIndex = 0, .offset = 0, .length = 0},
}
};
const std::vector<Operation> operations = {
{
.type = OperationType::RESIZE_BILINEAR,
.inputs = {0, 1, 2, 3},
.outputs = {4},
}
};
const std::vector<uint32_t> inputIndexes = {0};
const std::vector<uint32_t> outputIndexes = {4};
std::vector<uint8_t> operandValues = {
3, 0, 0, 0, 3, 0, 0, 0, 0
};
const std::vector<hidl_memory> pools = {};
return {
.operands = operands,
.operations = operations,
.inputIndexes = inputIndexes,
.outputIndexes = outputIndexes,
.operandValues = operandValues,
.pools = pools,
};
}
inline bool is_ignored_shape_dynamic_output_shape_nhwc_float16(int i) {
static std::set<int> ignore = {};
return ignore.find(i) != ignore.end();
}
// Create the model
Model createTestModel_shape_dynamic_output_shape_nhwc_quant8() {
const std::vector<Operand> operands = {
{
.type = OperandType::TENSOR_QUANT8_ASYMM,
.dimensions = {1, 2, 2, 1},
.numberOfConsumers = 1,
.scale = 0.01f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::MODEL_INPUT,
.location = {.poolIndex = 0, .offset = 0, .length = 0},
},
{
.type = OperandType::INT32,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 0, .length = 4},
},
{
.type = OperandType::INT32,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 4, .length = 4},
},
{
.type = OperandType::BOOL,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 8, .length = 1},
},
{
.type = OperandType::TENSOR_QUANT8_ASYMM,
.dimensions = {0, 0, 0, 0},
.numberOfConsumers = 0,
.scale = 0.01f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::MODEL_OUTPUT,
.location = {.poolIndex = 0, .offset = 0, .length = 0},
}
};
const std::vector<Operation> operations = {
{
.type = OperationType::RESIZE_BILINEAR,
.inputs = {0, 1, 2, 3},
.outputs = {4},
}
};
const std::vector<uint32_t> inputIndexes = {0};
const std::vector<uint32_t> outputIndexes = {4};
std::vector<uint8_t> operandValues = {
3, 0, 0, 0, 3, 0, 0, 0, 0
};
const std::vector<hidl_memory> pools = {};
return {
.operands = operands,
.operations = operations,
.inputIndexes = inputIndexes,
.outputIndexes = outputIndexes,
.operandValues = operandValues,
.pools = pools,
};
}
inline bool is_ignored_shape_dynamic_output_shape_nhwc_quant8(int i) {
static std::set<int> ignore = {};
return ignore.find(i) != ignore.end();
}
// Create the model
Model createTestModel_shape_dynamic_output_shape_nchw() {
const std::vector<Operand> operands = {
{
.type = OperandType::TENSOR_FLOAT32,
.dimensions = {1, 1, 2, 2},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::MODEL_INPUT,
.location = {.poolIndex = 0, .offset = 0, .length = 0},
},
{
.type = OperandType::INT32,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 0, .length = 4},
},
{
.type = OperandType::INT32,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 4, .length = 4},
},
{
.type = OperandType::BOOL,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 8, .length = 1},
},
{
.type = OperandType::TENSOR_FLOAT32,
.dimensions = {0, 0, 0, 0},
.numberOfConsumers = 0,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::MODEL_OUTPUT,
.location = {.poolIndex = 0, .offset = 0, .length = 0},
}
};
const std::vector<Operation> operations = {
{
.type = OperationType::RESIZE_BILINEAR,
.inputs = {0, 1, 2, 3},
.outputs = {4},
}
};
const std::vector<uint32_t> inputIndexes = {0};
const std::vector<uint32_t> outputIndexes = {4};
std::vector<uint8_t> operandValues = {
3, 0, 0, 0, 3, 0, 0, 0, 1
};
const std::vector<hidl_memory> pools = {};
return {
.operands = operands,
.operations = operations,
.inputIndexes = inputIndexes,
.outputIndexes = outputIndexes,
.operandValues = operandValues,
.pools = pools,
};
}
inline bool is_ignored_shape_dynamic_output_shape_nchw(int i) {
static std::set<int> ignore = {};
return ignore.find(i) != ignore.end();
}
// Create the model
Model createTestModel_shape_dynamic_output_shape_nchw_relaxed() {
const std::vector<Operand> operands = {
{
.type = OperandType::TENSOR_FLOAT32,
.dimensions = {1, 1, 2, 2},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::MODEL_INPUT,
.location = {.poolIndex = 0, .offset = 0, .length = 0},
},
{
.type = OperandType::INT32,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 0, .length = 4},
},
{
.type = OperandType::INT32,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 4, .length = 4},
},
{
.type = OperandType::BOOL,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 8, .length = 1},
},
{
.type = OperandType::TENSOR_FLOAT32,
.dimensions = {0, 0, 0, 0},
.numberOfConsumers = 0,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::MODEL_OUTPUT,
.location = {.poolIndex = 0, .offset = 0, .length = 0},
}
};
const std::vector<Operation> operations = {
{
.type = OperationType::RESIZE_BILINEAR,
.inputs = {0, 1, 2, 3},
.outputs = {4},
}
};
const std::vector<uint32_t> inputIndexes = {0};
const std::vector<uint32_t> outputIndexes = {4};
std::vector<uint8_t> operandValues = {
3, 0, 0, 0, 3, 0, 0, 0, 1
};
const std::vector<hidl_memory> pools = {};
return {
.operands = operands,
.operations = operations,
.inputIndexes = inputIndexes,
.outputIndexes = outputIndexes,
.operandValues = operandValues,
.pools = pools,
.relaxComputationFloat32toFloat16 = true,
};
}
inline bool is_ignored_shape_dynamic_output_shape_nchw_relaxed(int i) {
static std::set<int> ignore = {};
return ignore.find(i) != ignore.end();
}
// Create the model
Model createTestModel_shape_dynamic_output_shape_nchw_float16() {
const std::vector<Operand> operands = {
{
.type = OperandType::TENSOR_FLOAT16,
.dimensions = {1, 1, 2, 2},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::MODEL_INPUT,
.location = {.poolIndex = 0, .offset = 0, .length = 0},
},
{
.type = OperandType::INT32,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 0, .length = 4},
},
{
.type = OperandType::INT32,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 4, .length = 4},
},
{
.type = OperandType::BOOL,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 8, .length = 1},
},
{
.type = OperandType::TENSOR_FLOAT16,
.dimensions = {0, 0, 0, 0},
.numberOfConsumers = 0,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::MODEL_OUTPUT,
.location = {.poolIndex = 0, .offset = 0, .length = 0},
}
};
const std::vector<Operation> operations = {
{
.type = OperationType::RESIZE_BILINEAR,
.inputs = {0, 1, 2, 3},
.outputs = {4},
}
};
const std::vector<uint32_t> inputIndexes = {0};
const std::vector<uint32_t> outputIndexes = {4};
std::vector<uint8_t> operandValues = {
3, 0, 0, 0, 3, 0, 0, 0, 1
};
const std::vector<hidl_memory> pools = {};
return {
.operands = operands,
.operations = operations,
.inputIndexes = inputIndexes,
.outputIndexes = outputIndexes,
.operandValues = operandValues,
.pools = pools,
};
}
inline bool is_ignored_shape_dynamic_output_shape_nchw_float16(int i) {
static std::set<int> ignore = {};
return ignore.find(i) != ignore.end();
}
// Create the model
Model createTestModel_shape_dynamic_output_shape_nchw_quant8() {
const std::vector<Operand> operands = {
{
.type = OperandType::TENSOR_QUANT8_ASYMM,
.dimensions = {1, 1, 2, 2},
.numberOfConsumers = 1,
.scale = 0.01f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::MODEL_INPUT,
.location = {.poolIndex = 0, .offset = 0, .length = 0},
},
{
.type = OperandType::INT32,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 0, .length = 4},
},
{
.type = OperandType::INT32,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 4, .length = 4},
},
{
.type = OperandType::BOOL,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 8, .length = 1},
},
{
.type = OperandType::TENSOR_QUANT8_ASYMM,
.dimensions = {0, 0, 0, 0},
.numberOfConsumers = 0,
.scale = 0.01f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::MODEL_OUTPUT,
.location = {.poolIndex = 0, .offset = 0, .length = 0},
}
};
const std::vector<Operation> operations = {
{
.type = OperationType::RESIZE_BILINEAR,
.inputs = {0, 1, 2, 3},
.outputs = {4},
}
};
const std::vector<uint32_t> inputIndexes = {0};
const std::vector<uint32_t> outputIndexes = {4};
std::vector<uint8_t> operandValues = {
3, 0, 0, 0, 3, 0, 0, 0, 1
};
const std::vector<hidl_memory> pools = {};
return {
.operands = operands,
.operations = operations,
.inputIndexes = inputIndexes,
.outputIndexes = outputIndexes,
.operandValues = operandValues,
.pools = pools,
};
}
inline bool is_ignored_shape_dynamic_output_shape_nchw_quant8(int i) {
static std::set<int> ignore = {};
return ignore.find(i) != ignore.end();
}
// Create the model
Model createTestModel_scale_nhwc() {
const std::vector<Operand> operands = {
{
.type = OperandType::TENSOR_FLOAT32,
.dimensions = {1, 2, 2, 1},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::MODEL_INPUT,
.location = {.poolIndex = 0, .offset = 0, .length = 0},
},
{
.type = OperandType::FLOAT32,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 0, .length = 4},
},
{
.type = OperandType::FLOAT32,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 4, .length = 4},
},
{
.type = OperandType::BOOL,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 8, .length = 1},
},
{
.type = OperandType::TENSOR_FLOAT32,
.dimensions = {1, 3, 3, 1},
.numberOfConsumers = 0,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::MODEL_OUTPUT,
.location = {.poolIndex = 0, .offset = 0, .length = 0},
}
};
const std::vector<Operation> operations = {
{
.type = OperationType::RESIZE_BILINEAR,
.inputs = {0, 1, 2, 3},
.outputs = {4},
}
};
const std::vector<uint32_t> inputIndexes = {0};
const std::vector<uint32_t> outputIndexes = {4};
std::vector<uint8_t> operandValues = {
0, 0, 192, 63, 0, 0, 192, 63, 0
};
const std::vector<hidl_memory> pools = {};
return {
.operands = operands,
.operations = operations,
.inputIndexes = inputIndexes,
.outputIndexes = outputIndexes,
.operandValues = operandValues,
.pools = pools,
};
}
inline bool is_ignored_scale_nhwc(int i) {
static std::set<int> ignore = {};
return ignore.find(i) != ignore.end();
}
// Create the model
Model createTestModel_scale_nhwc_relaxed() {
const std::vector<Operand> operands = {
{
.type = OperandType::TENSOR_FLOAT32,
.dimensions = {1, 2, 2, 1},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::MODEL_INPUT,
.location = {.poolIndex = 0, .offset = 0, .length = 0},
},
{
.type = OperandType::FLOAT32,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 0, .length = 4},
},
{
.type = OperandType::FLOAT32,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 4, .length = 4},
},
{
.type = OperandType::BOOL,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 8, .length = 1},
},
{
.type = OperandType::TENSOR_FLOAT32,
.dimensions = {1, 3, 3, 1},
.numberOfConsumers = 0,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::MODEL_OUTPUT,
.location = {.poolIndex = 0, .offset = 0, .length = 0},
}
};
const std::vector<Operation> operations = {
{
.type = OperationType::RESIZE_BILINEAR,
.inputs = {0, 1, 2, 3},
.outputs = {4},
}
};
const std::vector<uint32_t> inputIndexes = {0};
const std::vector<uint32_t> outputIndexes = {4};
std::vector<uint8_t> operandValues = {
0, 0, 192, 63, 0, 0, 192, 63, 0
};
const std::vector<hidl_memory> pools = {};
return {
.operands = operands,
.operations = operations,
.inputIndexes = inputIndexes,
.outputIndexes = outputIndexes,
.operandValues = operandValues,
.pools = pools,
.relaxComputationFloat32toFloat16 = true,
};
}
inline bool is_ignored_scale_nhwc_relaxed(int i) {
static std::set<int> ignore = {};
return ignore.find(i) != ignore.end();
}
// Create the model
Model createTestModel_scale_nhwc_float16() {
const std::vector<Operand> operands = {
{
.type = OperandType::TENSOR_FLOAT16,
.dimensions = {1, 2, 2, 1},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::MODEL_INPUT,
.location = {.poolIndex = 0, .offset = 0, .length = 0},
},
{
.type = OperandType::FLOAT16,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 0, .length = 2},
},
{
.type = OperandType::FLOAT16,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 2, .length = 2},
},
{
.type = OperandType::BOOL,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 4, .length = 1},
},
{
.type = OperandType::TENSOR_FLOAT16,
.dimensions = {1, 3, 3, 1},
.numberOfConsumers = 0,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::MODEL_OUTPUT,
.location = {.poolIndex = 0, .offset = 0, .length = 0},
}
};
const std::vector<Operation> operations = {
{
.type = OperationType::RESIZE_BILINEAR,
.inputs = {0, 1, 2, 3},
.outputs = {4},
}
};
const std::vector<uint32_t> inputIndexes = {0};
const std::vector<uint32_t> outputIndexes = {4};
std::vector<uint8_t> operandValues = {
0, 62, 0, 62, 0
};
const std::vector<hidl_memory> pools = {};
return {
.operands = operands,
.operations = operations,
.inputIndexes = inputIndexes,
.outputIndexes = outputIndexes,
.operandValues = operandValues,
.pools = pools,
};
}
inline bool is_ignored_scale_nhwc_float16(int i) {
static std::set<int> ignore = {};
return ignore.find(i) != ignore.end();
}
// Create the model
Model createTestModel_scale_nhwc_quant8() {
const std::vector<Operand> operands = {
{
.type = OperandType::TENSOR_QUANT8_ASYMM,
.dimensions = {1, 2, 2, 1},
.numberOfConsumers = 1,
.scale = 0.01f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::MODEL_INPUT,
.location = {.poolIndex = 0, .offset = 0, .length = 0},
},
{
.type = OperandType::FLOAT32,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 0, .length = 4},
},
{
.type = OperandType::FLOAT32,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 4, .length = 4},
},
{
.type = OperandType::BOOL,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 8, .length = 1},
},
{
.type = OperandType::TENSOR_QUANT8_ASYMM,
.dimensions = {1, 3, 3, 1},
.numberOfConsumers = 0,
.scale = 0.01f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::MODEL_OUTPUT,
.location = {.poolIndex = 0, .offset = 0, .length = 0},
}
};
const std::vector<Operation> operations = {
{
.type = OperationType::RESIZE_BILINEAR,
.inputs = {0, 1, 2, 3},
.outputs = {4},
}
};
const std::vector<uint32_t> inputIndexes = {0};
const std::vector<uint32_t> outputIndexes = {4};
std::vector<uint8_t> operandValues = {
0, 0, 192, 63, 0, 0, 192, 63, 0
};
const std::vector<hidl_memory> pools = {};
return {
.operands = operands,
.operations = operations,
.inputIndexes = inputIndexes,
.outputIndexes = outputIndexes,
.operandValues = operandValues,
.pools = pools,
};
}
inline bool is_ignored_scale_nhwc_quant8(int i) {
static std::set<int> ignore = {};
return ignore.find(i) != ignore.end();
}
// Create the model
Model createTestModel_scale_nchw() {
const std::vector<Operand> operands = {
{
.type = OperandType::TENSOR_FLOAT32,
.dimensions = {1, 1, 2, 2},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::MODEL_INPUT,
.location = {.poolIndex = 0, .offset = 0, .length = 0},
},
{
.type = OperandType::FLOAT32,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 0, .length = 4},
},
{
.type = OperandType::FLOAT32,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 4, .length = 4},
},
{
.type = OperandType::BOOL,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 8, .length = 1},
},
{
.type = OperandType::TENSOR_FLOAT32,
.dimensions = {1, 1, 3, 3},
.numberOfConsumers = 0,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::MODEL_OUTPUT,
.location = {.poolIndex = 0, .offset = 0, .length = 0},
}
};
const std::vector<Operation> operations = {
{
.type = OperationType::RESIZE_BILINEAR,
.inputs = {0, 1, 2, 3},
.outputs = {4},
}
};
const std::vector<uint32_t> inputIndexes = {0};
const std::vector<uint32_t> outputIndexes = {4};
std::vector<uint8_t> operandValues = {
0, 0, 192, 63, 0, 0, 192, 63, 1
};
const std::vector<hidl_memory> pools = {};
return {
.operands = operands,
.operations = operations,
.inputIndexes = inputIndexes,
.outputIndexes = outputIndexes,
.operandValues = operandValues,
.pools = pools,
};
}
inline bool is_ignored_scale_nchw(int i) {
static std::set<int> ignore = {};
return ignore.find(i) != ignore.end();
}
// Create the model
Model createTestModel_scale_nchw_relaxed() {
const std::vector<Operand> operands = {
{
.type = OperandType::TENSOR_FLOAT32,
.dimensions = {1, 1, 2, 2},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::MODEL_INPUT,
.location = {.poolIndex = 0, .offset = 0, .length = 0},
},
{
.type = OperandType::FLOAT32,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 0, .length = 4},
},
{
.type = OperandType::FLOAT32,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 4, .length = 4},
},
{
.type = OperandType::BOOL,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 8, .length = 1},
},
{
.type = OperandType::TENSOR_FLOAT32,
.dimensions = {1, 1, 3, 3},
.numberOfConsumers = 0,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::MODEL_OUTPUT,
.location = {.poolIndex = 0, .offset = 0, .length = 0},
}
};
const std::vector<Operation> operations = {
{
.type = OperationType::RESIZE_BILINEAR,
.inputs = {0, 1, 2, 3},
.outputs = {4},
}
};
const std::vector<uint32_t> inputIndexes = {0};
const std::vector<uint32_t> outputIndexes = {4};
std::vector<uint8_t> operandValues = {
0, 0, 192, 63, 0, 0, 192, 63, 1
};
const std::vector<hidl_memory> pools = {};
return {
.operands = operands,
.operations = operations,
.inputIndexes = inputIndexes,
.outputIndexes = outputIndexes,
.operandValues = operandValues,
.pools = pools,
.relaxComputationFloat32toFloat16 = true,
};
}
inline bool is_ignored_scale_nchw_relaxed(int i) {
static std::set<int> ignore = {};
return ignore.find(i) != ignore.end();
}
// Create the model
Model createTestModel_scale_nchw_float16() {
const std::vector<Operand> operands = {
{
.type = OperandType::TENSOR_FLOAT16,
.dimensions = {1, 1, 2, 2},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::MODEL_INPUT,
.location = {.poolIndex = 0, .offset = 0, .length = 0},
},
{
.type = OperandType::FLOAT16,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 0, .length = 2},
},
{
.type = OperandType::FLOAT16,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 2, .length = 2},
},
{
.type = OperandType::BOOL,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 4, .length = 1},
},
{
.type = OperandType::TENSOR_FLOAT16,
.dimensions = {1, 1, 3, 3},
.numberOfConsumers = 0,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::MODEL_OUTPUT,
.location = {.poolIndex = 0, .offset = 0, .length = 0},
}
};
const std::vector<Operation> operations = {
{
.type = OperationType::RESIZE_BILINEAR,
.inputs = {0, 1, 2, 3},
.outputs = {4},
}
};
const std::vector<uint32_t> inputIndexes = {0};
const std::vector<uint32_t> outputIndexes = {4};
std::vector<uint8_t> operandValues = {
0, 62, 0, 62, 1
};
const std::vector<hidl_memory> pools = {};
return {
.operands = operands,
.operations = operations,
.inputIndexes = inputIndexes,
.outputIndexes = outputIndexes,
.operandValues = operandValues,
.pools = pools,
};
}
inline bool is_ignored_scale_nchw_float16(int i) {
static std::set<int> ignore = {};
return ignore.find(i) != ignore.end();
}
// Create the model
Model createTestModel_scale_nchw_quant8() {
const std::vector<Operand> operands = {
{
.type = OperandType::TENSOR_QUANT8_ASYMM,
.dimensions = {1, 1, 2, 2},
.numberOfConsumers = 1,
.scale = 0.01f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::MODEL_INPUT,
.location = {.poolIndex = 0, .offset = 0, .length = 0},
},
{
.type = OperandType::FLOAT32,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 0, .length = 4},
},
{
.type = OperandType::FLOAT32,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 4, .length = 4},
},
{
.type = OperandType::BOOL,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 8, .length = 1},
},
{
.type = OperandType::TENSOR_QUANT8_ASYMM,
.dimensions = {1, 1, 3, 3},
.numberOfConsumers = 0,
.scale = 0.01f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::MODEL_OUTPUT,
.location = {.poolIndex = 0, .offset = 0, .length = 0},
}
};
const std::vector<Operation> operations = {
{
.type = OperationType::RESIZE_BILINEAR,
.inputs = {0, 1, 2, 3},
.outputs = {4},
}
};
const std::vector<uint32_t> inputIndexes = {0};
const std::vector<uint32_t> outputIndexes = {4};
std::vector<uint8_t> operandValues = {
0, 0, 192, 63, 0, 0, 192, 63, 1
};
const std::vector<hidl_memory> pools = {};
return {
.operands = operands,
.operations = operations,
.inputIndexes = inputIndexes,
.outputIndexes = outputIndexes,
.operandValues = operandValues,
.pools = pools,
};
}
inline bool is_ignored_scale_nchw_quant8(int i) {
static std::set<int> ignore = {};
return ignore.find(i) != ignore.end();
}
// Create the model
Model createTestModel_scale_dynamic_output_shape_nhwc() {
const std::vector<Operand> operands = {
{
.type = OperandType::TENSOR_FLOAT32,
.dimensions = {1, 2, 2, 1},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::MODEL_INPUT,
.location = {.poolIndex = 0, .offset = 0, .length = 0},
},
{
.type = OperandType::FLOAT32,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 0, .length = 4},
},
{
.type = OperandType::FLOAT32,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 4, .length = 4},
},
{
.type = OperandType::BOOL,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 8, .length = 1},
},
{
.type = OperandType::TENSOR_FLOAT32,
.dimensions = {0, 0, 0, 0},
.numberOfConsumers = 0,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::MODEL_OUTPUT,
.location = {.poolIndex = 0, .offset = 0, .length = 0},
}
};
const std::vector<Operation> operations = {
{
.type = OperationType::RESIZE_BILINEAR,
.inputs = {0, 1, 2, 3},
.outputs = {4},
}
};
const std::vector<uint32_t> inputIndexes = {0};
const std::vector<uint32_t> outputIndexes = {4};
std::vector<uint8_t> operandValues = {
0, 0, 192, 63, 0, 0, 192, 63, 0
};
const std::vector<hidl_memory> pools = {};
return {
.operands = operands,
.operations = operations,
.inputIndexes = inputIndexes,
.outputIndexes = outputIndexes,
.operandValues = operandValues,
.pools = pools,
};
}
inline bool is_ignored_scale_dynamic_output_shape_nhwc(int i) {
static std::set<int> ignore = {};
return ignore.find(i) != ignore.end();
}
// Create the model
Model createTestModel_scale_dynamic_output_shape_nhwc_relaxed() {
const std::vector<Operand> operands = {
{
.type = OperandType::TENSOR_FLOAT32,
.dimensions = {1, 2, 2, 1},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::MODEL_INPUT,
.location = {.poolIndex = 0, .offset = 0, .length = 0},
},
{
.type = OperandType::FLOAT32,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 0, .length = 4},
},
{
.type = OperandType::FLOAT32,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 4, .length = 4},
},
{
.type = OperandType::BOOL,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 8, .length = 1},
},
{
.type = OperandType::TENSOR_FLOAT32,
.dimensions = {0, 0, 0, 0},
.numberOfConsumers = 0,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::MODEL_OUTPUT,
.location = {.poolIndex = 0, .offset = 0, .length = 0},
}
};
const std::vector<Operation> operations = {
{
.type = OperationType::RESIZE_BILINEAR,
.inputs = {0, 1, 2, 3},
.outputs = {4},
}
};
const std::vector<uint32_t> inputIndexes = {0};
const std::vector<uint32_t> outputIndexes = {4};
std::vector<uint8_t> operandValues = {
0, 0, 192, 63, 0, 0, 192, 63, 0
};
const std::vector<hidl_memory> pools = {};
return {
.operands = operands,
.operations = operations,
.inputIndexes = inputIndexes,
.outputIndexes = outputIndexes,
.operandValues = operandValues,
.pools = pools,
.relaxComputationFloat32toFloat16 = true,
};
}
inline bool is_ignored_scale_dynamic_output_shape_nhwc_relaxed(int i) {
static std::set<int> ignore = {};
return ignore.find(i) != ignore.end();
}
// Create the model
Model createTestModel_scale_dynamic_output_shape_nhwc_float16() {
const std::vector<Operand> operands = {
{
.type = OperandType::TENSOR_FLOAT16,
.dimensions = {1, 2, 2, 1},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::MODEL_INPUT,
.location = {.poolIndex = 0, .offset = 0, .length = 0},
},
{
.type = OperandType::FLOAT16,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 0, .length = 2},
},
{
.type = OperandType::FLOAT16,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 2, .length = 2},
},
{
.type = OperandType::BOOL,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 4, .length = 1},
},
{
.type = OperandType::TENSOR_FLOAT16,
.dimensions = {0, 0, 0, 0},
.numberOfConsumers = 0,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::MODEL_OUTPUT,
.location = {.poolIndex = 0, .offset = 0, .length = 0},
}
};
const std::vector<Operation> operations = {
{
.type = OperationType::RESIZE_BILINEAR,
.inputs = {0, 1, 2, 3},
.outputs = {4},
}
};
const std::vector<uint32_t> inputIndexes = {0};
const std::vector<uint32_t> outputIndexes = {4};
std::vector<uint8_t> operandValues = {
0, 62, 0, 62, 0
};
const std::vector<hidl_memory> pools = {};
return {
.operands = operands,
.operations = operations,
.inputIndexes = inputIndexes,
.outputIndexes = outputIndexes,
.operandValues = operandValues,
.pools = pools,
};
}
inline bool is_ignored_scale_dynamic_output_shape_nhwc_float16(int i) {
static std::set<int> ignore = {};
return ignore.find(i) != ignore.end();
}
// Create the model
Model createTestModel_scale_dynamic_output_shape_nhwc_quant8() {
const std::vector<Operand> operands = {
{
.type = OperandType::TENSOR_QUANT8_ASYMM,
.dimensions = {1, 2, 2, 1},
.numberOfConsumers = 1,
.scale = 0.01f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::MODEL_INPUT,
.location = {.poolIndex = 0, .offset = 0, .length = 0},
},
{
.type = OperandType::FLOAT32,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 0, .length = 4},
},
{
.type = OperandType::FLOAT32,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 4, .length = 4},
},
{
.type = OperandType::BOOL,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 8, .length = 1},
},
{
.type = OperandType::TENSOR_QUANT8_ASYMM,
.dimensions = {0, 0, 0, 0},
.numberOfConsumers = 0,
.scale = 0.01f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::MODEL_OUTPUT,
.location = {.poolIndex = 0, .offset = 0, .length = 0},
}
};
const std::vector<Operation> operations = {
{
.type = OperationType::RESIZE_BILINEAR,
.inputs = {0, 1, 2, 3},
.outputs = {4},
}
};
const std::vector<uint32_t> inputIndexes = {0};
const std::vector<uint32_t> outputIndexes = {4};
std::vector<uint8_t> operandValues = {
0, 0, 192, 63, 0, 0, 192, 63, 0
};
const std::vector<hidl_memory> pools = {};
return {
.operands = operands,
.operations = operations,
.inputIndexes = inputIndexes,
.outputIndexes = outputIndexes,
.operandValues = operandValues,
.pools = pools,
};
}
inline bool is_ignored_scale_dynamic_output_shape_nhwc_quant8(int i) {
static std::set<int> ignore = {};
return ignore.find(i) != ignore.end();
}
// Create the model
Model createTestModel_scale_dynamic_output_shape_nchw() {
const std::vector<Operand> operands = {
{
.type = OperandType::TENSOR_FLOAT32,
.dimensions = {1, 1, 2, 2},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::MODEL_INPUT,
.location = {.poolIndex = 0, .offset = 0, .length = 0},
},
{
.type = OperandType::FLOAT32,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 0, .length = 4},
},
{
.type = OperandType::FLOAT32,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 4, .length = 4},
},
{
.type = OperandType::BOOL,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 8, .length = 1},
},
{
.type = OperandType::TENSOR_FLOAT32,
.dimensions = {0, 0, 0, 0},
.numberOfConsumers = 0,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::MODEL_OUTPUT,
.location = {.poolIndex = 0, .offset = 0, .length = 0},
}
};
const std::vector<Operation> operations = {
{
.type = OperationType::RESIZE_BILINEAR,
.inputs = {0, 1, 2, 3},
.outputs = {4},
}
};
const std::vector<uint32_t> inputIndexes = {0};
const std::vector<uint32_t> outputIndexes = {4};
std::vector<uint8_t> operandValues = {
0, 0, 192, 63, 0, 0, 192, 63, 1
};
const std::vector<hidl_memory> pools = {};
return {
.operands = operands,
.operations = operations,
.inputIndexes = inputIndexes,
.outputIndexes = outputIndexes,
.operandValues = operandValues,
.pools = pools,
};
}
inline bool is_ignored_scale_dynamic_output_shape_nchw(int i) {
static std::set<int> ignore = {};
return ignore.find(i) != ignore.end();
}
// Create the model
Model createTestModel_scale_dynamic_output_shape_nchw_relaxed() {
const std::vector<Operand> operands = {
{
.type = OperandType::TENSOR_FLOAT32,
.dimensions = {1, 1, 2, 2},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::MODEL_INPUT,
.location = {.poolIndex = 0, .offset = 0, .length = 0},
},
{
.type = OperandType::FLOAT32,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 0, .length = 4},
},
{
.type = OperandType::FLOAT32,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 4, .length = 4},
},
{
.type = OperandType::BOOL,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 8, .length = 1},
},
{
.type = OperandType::TENSOR_FLOAT32,
.dimensions = {0, 0, 0, 0},
.numberOfConsumers = 0,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::MODEL_OUTPUT,
.location = {.poolIndex = 0, .offset = 0, .length = 0},
}
};
const std::vector<Operation> operations = {
{
.type = OperationType::RESIZE_BILINEAR,
.inputs = {0, 1, 2, 3},
.outputs = {4},
}
};
const std::vector<uint32_t> inputIndexes = {0};
const std::vector<uint32_t> outputIndexes = {4};
std::vector<uint8_t> operandValues = {
0, 0, 192, 63, 0, 0, 192, 63, 1
};
const std::vector<hidl_memory> pools = {};
return {
.operands = operands,
.operations = operations,
.inputIndexes = inputIndexes,
.outputIndexes = outputIndexes,
.operandValues = operandValues,
.pools = pools,
.relaxComputationFloat32toFloat16 = true,
};
}
inline bool is_ignored_scale_dynamic_output_shape_nchw_relaxed(int i) {
static std::set<int> ignore = {};
return ignore.find(i) != ignore.end();
}
// Create the model
Model createTestModel_scale_dynamic_output_shape_nchw_float16() {
const std::vector<Operand> operands = {
{
.type = OperandType::TENSOR_FLOAT16,
.dimensions = {1, 1, 2, 2},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::MODEL_INPUT,
.location = {.poolIndex = 0, .offset = 0, .length = 0},
},
{
.type = OperandType::FLOAT16,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 0, .length = 2},
},
{
.type = OperandType::FLOAT16,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 2, .length = 2},
},
{
.type = OperandType::BOOL,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 4, .length = 1},
},
{
.type = OperandType::TENSOR_FLOAT16,
.dimensions = {0, 0, 0, 0},
.numberOfConsumers = 0,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::MODEL_OUTPUT,
.location = {.poolIndex = 0, .offset = 0, .length = 0},
}
};
const std::vector<Operation> operations = {
{
.type = OperationType::RESIZE_BILINEAR,
.inputs = {0, 1, 2, 3},
.outputs = {4},
}
};
const std::vector<uint32_t> inputIndexes = {0};
const std::vector<uint32_t> outputIndexes = {4};
std::vector<uint8_t> operandValues = {
0, 62, 0, 62, 1
};
const std::vector<hidl_memory> pools = {};
return {
.operands = operands,
.operations = operations,
.inputIndexes = inputIndexes,
.outputIndexes = outputIndexes,
.operandValues = operandValues,
.pools = pools,
};
}
inline bool is_ignored_scale_dynamic_output_shape_nchw_float16(int i) {
static std::set<int> ignore = {};
return ignore.find(i) != ignore.end();
}
// Create the model
Model createTestModel_scale_dynamic_output_shape_nchw_quant8() {
const std::vector<Operand> operands = {
{
.type = OperandType::TENSOR_QUANT8_ASYMM,
.dimensions = {1, 1, 2, 2},
.numberOfConsumers = 1,
.scale = 0.01f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::MODEL_INPUT,
.location = {.poolIndex = 0, .offset = 0, .length = 0},
},
{
.type = OperandType::FLOAT32,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 0, .length = 4},
},
{
.type = OperandType::FLOAT32,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 4, .length = 4},
},
{
.type = OperandType::BOOL,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 8, .length = 1},
},
{
.type = OperandType::TENSOR_QUANT8_ASYMM,
.dimensions = {0, 0, 0, 0},
.numberOfConsumers = 0,
.scale = 0.01f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::MODEL_OUTPUT,
.location = {.poolIndex = 0, .offset = 0, .length = 0},
}
};
const std::vector<Operation> operations = {
{
.type = OperationType::RESIZE_BILINEAR,
.inputs = {0, 1, 2, 3},
.outputs = {4},
}
};
const std::vector<uint32_t> inputIndexes = {0};
const std::vector<uint32_t> outputIndexes = {4};
std::vector<uint8_t> operandValues = {
0, 0, 192, 63, 0, 0, 192, 63, 1
};
const std::vector<hidl_memory> pools = {};
return {
.operands = operands,
.operations = operations,
.inputIndexes = inputIndexes,
.outputIndexes = outputIndexes,
.operandValues = operandValues,
.pools = pools,
};
}
inline bool is_ignored_scale_dynamic_output_shape_nchw_quant8(int i) {
static std::set<int> ignore = {};
return ignore.find(i) != ignore.end();
}
// Create the model
Model createTestModel_shape_nhwc_2() {
const std::vector<Operand> operands = {
{
.type = OperandType::TENSOR_FLOAT32,
.dimensions = {1, 2, 2, 2},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::MODEL_INPUT,
.location = {.poolIndex = 0, .offset = 0, .length = 0},
},
{
.type = OperandType::INT32,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 0, .length = 4},
},
{
.type = OperandType::INT32,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 4, .length = 4},
},
{
.type = OperandType::BOOL,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 8, .length = 1},
},
{
.type = OperandType::TENSOR_FLOAT32,
.dimensions = {1, 3, 3, 2},
.numberOfConsumers = 0,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::MODEL_OUTPUT,
.location = {.poolIndex = 0, .offset = 0, .length = 0},
}
};
const std::vector<Operation> operations = {
{
.type = OperationType::RESIZE_BILINEAR,
.inputs = {0, 1, 2, 3},
.outputs = {4},
}
};
const std::vector<uint32_t> inputIndexes = {0};
const std::vector<uint32_t> outputIndexes = {4};
std::vector<uint8_t> operandValues = {
3, 0, 0, 0, 3, 0, 0, 0, 0
};
const std::vector<hidl_memory> pools = {};
return {
.operands = operands,
.operations = operations,
.inputIndexes = inputIndexes,
.outputIndexes = outputIndexes,
.operandValues = operandValues,
.pools = pools,
};
}
inline bool is_ignored_shape_nhwc_2(int i) {
static std::set<int> ignore = {};
return ignore.find(i) != ignore.end();
}
// Create the model
Model createTestModel_shape_nhwc_relaxed_2() {
const std::vector<Operand> operands = {
{
.type = OperandType::TENSOR_FLOAT32,
.dimensions = {1, 2, 2, 2},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::MODEL_INPUT,
.location = {.poolIndex = 0, .offset = 0, .length = 0},
},
{
.type = OperandType::INT32,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 0, .length = 4},
},
{
.type = OperandType::INT32,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 4, .length = 4},
},
{
.type = OperandType::BOOL,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 8, .length = 1},
},
{
.type = OperandType::TENSOR_FLOAT32,
.dimensions = {1, 3, 3, 2},
.numberOfConsumers = 0,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::MODEL_OUTPUT,
.location = {.poolIndex = 0, .offset = 0, .length = 0},
}
};
const std::vector<Operation> operations = {
{
.type = OperationType::RESIZE_BILINEAR,
.inputs = {0, 1, 2, 3},
.outputs = {4},
}
};
const std::vector<uint32_t> inputIndexes = {0};
const std::vector<uint32_t> outputIndexes = {4};
std::vector<uint8_t> operandValues = {
3, 0, 0, 0, 3, 0, 0, 0, 0
};
const std::vector<hidl_memory> pools = {};
return {
.operands = operands,
.operations = operations,
.inputIndexes = inputIndexes,
.outputIndexes = outputIndexes,
.operandValues = operandValues,
.pools = pools,
.relaxComputationFloat32toFloat16 = true,
};
}
inline bool is_ignored_shape_nhwc_relaxed_2(int i) {
static std::set<int> ignore = {};
return ignore.find(i) != ignore.end();
}
// Create the model
Model createTestModel_shape_nhwc_float16_2() {
const std::vector<Operand> operands = {
{
.type = OperandType::TENSOR_FLOAT16,
.dimensions = {1, 2, 2, 2},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::MODEL_INPUT,
.location = {.poolIndex = 0, .offset = 0, .length = 0},
},
{
.type = OperandType::INT32,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 0, .length = 4},
},
{
.type = OperandType::INT32,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 4, .length = 4},
},
{
.type = OperandType::BOOL,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 8, .length = 1},
},
{
.type = OperandType::TENSOR_FLOAT16,
.dimensions = {1, 3, 3, 2},
.numberOfConsumers = 0,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::MODEL_OUTPUT,
.location = {.poolIndex = 0, .offset = 0, .length = 0},
}
};
const std::vector<Operation> operations = {
{
.type = OperationType::RESIZE_BILINEAR,
.inputs = {0, 1, 2, 3},
.outputs = {4},
}
};
const std::vector<uint32_t> inputIndexes = {0};
const std::vector<uint32_t> outputIndexes = {4};
std::vector<uint8_t> operandValues = {
3, 0, 0, 0, 3, 0, 0, 0, 0
};
const std::vector<hidl_memory> pools = {};
return {
.operands = operands,
.operations = operations,
.inputIndexes = inputIndexes,
.outputIndexes = outputIndexes,
.operandValues = operandValues,
.pools = pools,
};
}
inline bool is_ignored_shape_nhwc_float16_2(int i) {
static std::set<int> ignore = {};
return ignore.find(i) != ignore.end();
}
// Create the model
Model createTestModel_shape_nhwc_quant8_2() {
const std::vector<Operand> operands = {
{
.type = OperandType::TENSOR_QUANT8_ASYMM,
.dimensions = {1, 2, 2, 2},
.numberOfConsumers = 1,
.scale = 0.25f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::MODEL_INPUT,
.location = {.poolIndex = 0, .offset = 0, .length = 0},
},
{
.type = OperandType::INT32,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 0, .length = 4},
},
{
.type = OperandType::INT32,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 4, .length = 4},
},
{
.type = OperandType::BOOL,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 8, .length = 1},
},
{
.type = OperandType::TENSOR_QUANT8_ASYMM,
.dimensions = {1, 3, 3, 2},
.numberOfConsumers = 0,
.scale = 0.25f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::MODEL_OUTPUT,
.location = {.poolIndex = 0, .offset = 0, .length = 0},
}
};
const std::vector<Operation> operations = {
{
.type = OperationType::RESIZE_BILINEAR,
.inputs = {0, 1, 2, 3},
.outputs = {4},
}
};
const std::vector<uint32_t> inputIndexes = {0};
const std::vector<uint32_t> outputIndexes = {4};
std::vector<uint8_t> operandValues = {
3, 0, 0, 0, 3, 0, 0, 0, 0
};
const std::vector<hidl_memory> pools = {};
return {
.operands = operands,
.operations = operations,
.inputIndexes = inputIndexes,
.outputIndexes = outputIndexes,
.operandValues = operandValues,
.pools = pools,
};
}
inline bool is_ignored_shape_nhwc_quant8_2(int i) {
static std::set<int> ignore = {};
return ignore.find(i) != ignore.end();
}
// Create the model
Model createTestModel_shape_nchw_2() {
const std::vector<Operand> operands = {
{
.type = OperandType::TENSOR_FLOAT32,
.dimensions = {1, 2, 2, 2},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::MODEL_INPUT,
.location = {.poolIndex = 0, .offset = 0, .length = 0},
},
{
.type = OperandType::INT32,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 0, .length = 4},
},
{
.type = OperandType::INT32,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 4, .length = 4},
},
{
.type = OperandType::BOOL,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 8, .length = 1},
},
{
.type = OperandType::TENSOR_FLOAT32,
.dimensions = {1, 2, 3, 3},
.numberOfConsumers = 0,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::MODEL_OUTPUT,
.location = {.poolIndex = 0, .offset = 0, .length = 0},
}
};
const std::vector<Operation> operations = {
{
.type = OperationType::RESIZE_BILINEAR,
.inputs = {0, 1, 2, 3},
.outputs = {4},
}
};
const std::vector<uint32_t> inputIndexes = {0};
const std::vector<uint32_t> outputIndexes = {4};
std::vector<uint8_t> operandValues = {
3, 0, 0, 0, 3, 0, 0, 0, 1
};
const std::vector<hidl_memory> pools = {};
return {
.operands = operands,
.operations = operations,
.inputIndexes = inputIndexes,
.outputIndexes = outputIndexes,
.operandValues = operandValues,
.pools = pools,
};
}
inline bool is_ignored_shape_nchw_2(int i) {
static std::set<int> ignore = {};
return ignore.find(i) != ignore.end();
}
// Create the model
Model createTestModel_shape_nchw_relaxed_2() {
const std::vector<Operand> operands = {
{
.type = OperandType::TENSOR_FLOAT32,
.dimensions = {1, 2, 2, 2},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::MODEL_INPUT,
.location = {.poolIndex = 0, .offset = 0, .length = 0},
},
{
.type = OperandType::INT32,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 0, .length = 4},
},
{
.type = OperandType::INT32,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 4, .length = 4},
},
{
.type = OperandType::BOOL,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 8, .length = 1},
},
{
.type = OperandType::TENSOR_FLOAT32,
.dimensions = {1, 2, 3, 3},
.numberOfConsumers = 0,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::MODEL_OUTPUT,
.location = {.poolIndex = 0, .offset = 0, .length = 0},
}
};
const std::vector<Operation> operations = {
{
.type = OperationType::RESIZE_BILINEAR,
.inputs = {0, 1, 2, 3},
.outputs = {4},
}
};
const std::vector<uint32_t> inputIndexes = {0};
const std::vector<uint32_t> outputIndexes = {4};
std::vector<uint8_t> operandValues = {
3, 0, 0, 0, 3, 0, 0, 0, 1
};
const std::vector<hidl_memory> pools = {};
return {
.operands = operands,
.operations = operations,
.inputIndexes = inputIndexes,
.outputIndexes = outputIndexes,
.operandValues = operandValues,
.pools = pools,
.relaxComputationFloat32toFloat16 = true,
};
}
inline bool is_ignored_shape_nchw_relaxed_2(int i) {
static std::set<int> ignore = {};
return ignore.find(i) != ignore.end();
}
// Create the model
Model createTestModel_shape_nchw_float16_2() {
const std::vector<Operand> operands = {
{
.type = OperandType::TENSOR_FLOAT16,
.dimensions = {1, 2, 2, 2},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::MODEL_INPUT,
.location = {.poolIndex = 0, .offset = 0, .length = 0},
},
{
.type = OperandType::INT32,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 0, .length = 4},
},
{
.type = OperandType::INT32,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 4, .length = 4},
},
{
.type = OperandType::BOOL,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 8, .length = 1},
},
{
.type = OperandType::TENSOR_FLOAT16,
.dimensions = {1, 2, 3, 3},
.numberOfConsumers = 0,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::MODEL_OUTPUT,
.location = {.poolIndex = 0, .offset = 0, .length = 0},
}
};
const std::vector<Operation> operations = {
{
.type = OperationType::RESIZE_BILINEAR,
.inputs = {0, 1, 2, 3},
.outputs = {4},
}
};
const std::vector<uint32_t> inputIndexes = {0};
const std::vector<uint32_t> outputIndexes = {4};
std::vector<uint8_t> operandValues = {
3, 0, 0, 0, 3, 0, 0, 0, 1
};
const std::vector<hidl_memory> pools = {};
return {
.operands = operands,
.operations = operations,
.inputIndexes = inputIndexes,
.outputIndexes = outputIndexes,
.operandValues = operandValues,
.pools = pools,
};
}
inline bool is_ignored_shape_nchw_float16_2(int i) {
static std::set<int> ignore = {};
return ignore.find(i) != ignore.end();
}
// Create the model
Model createTestModel_shape_nchw_quant8_2() {
const std::vector<Operand> operands = {
{
.type = OperandType::TENSOR_QUANT8_ASYMM,
.dimensions = {1, 2, 2, 2},
.numberOfConsumers = 1,
.scale = 0.25f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::MODEL_INPUT,
.location = {.poolIndex = 0, .offset = 0, .length = 0},
},
{
.type = OperandType::INT32,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 0, .length = 4},
},
{
.type = OperandType::INT32,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 4, .length = 4},
},
{
.type = OperandType::BOOL,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 8, .length = 1},
},
{
.type = OperandType::TENSOR_QUANT8_ASYMM,
.dimensions = {1, 2, 3, 3},
.numberOfConsumers = 0,
.scale = 0.25f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::MODEL_OUTPUT,
.location = {.poolIndex = 0, .offset = 0, .length = 0},
}
};
const std::vector<Operation> operations = {
{
.type = OperationType::RESIZE_BILINEAR,
.inputs = {0, 1, 2, 3},
.outputs = {4},
}
};
const std::vector<uint32_t> inputIndexes = {0};
const std::vector<uint32_t> outputIndexes = {4};
std::vector<uint8_t> operandValues = {
3, 0, 0, 0, 3, 0, 0, 0, 1
};
const std::vector<hidl_memory> pools = {};
return {
.operands = operands,
.operations = operations,
.inputIndexes = inputIndexes,
.outputIndexes = outputIndexes,
.operandValues = operandValues,
.pools = pools,
};
}
inline bool is_ignored_shape_nchw_quant8_2(int i) {
static std::set<int> ignore = {};
return ignore.find(i) != ignore.end();
}
// Create the model
Model createTestModel_shape_dynamic_output_shape_nhwc_2() {
const std::vector<Operand> operands = {
{
.type = OperandType::TENSOR_FLOAT32,
.dimensions = {1, 2, 2, 2},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::MODEL_INPUT,
.location = {.poolIndex = 0, .offset = 0, .length = 0},
},
{
.type = OperandType::INT32,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 0, .length = 4},
},
{
.type = OperandType::INT32,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 4, .length = 4},
},
{
.type = OperandType::BOOL,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 8, .length = 1},
},
{
.type = OperandType::TENSOR_FLOAT32,
.dimensions = {0, 0, 0, 0},
.numberOfConsumers = 0,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::MODEL_OUTPUT,
.location = {.poolIndex = 0, .offset = 0, .length = 0},
}
};
const std::vector<Operation> operations = {
{
.type = OperationType::RESIZE_BILINEAR,
.inputs = {0, 1, 2, 3},
.outputs = {4},
}
};
const std::vector<uint32_t> inputIndexes = {0};
const std::vector<uint32_t> outputIndexes = {4};
std::vector<uint8_t> operandValues = {
3, 0, 0, 0, 3, 0, 0, 0, 0
};
const std::vector<hidl_memory> pools = {};
return {
.operands = operands,
.operations = operations,
.inputIndexes = inputIndexes,
.outputIndexes = outputIndexes,
.operandValues = operandValues,
.pools = pools,
};
}
inline bool is_ignored_shape_dynamic_output_shape_nhwc_2(int i) {
static std::set<int> ignore = {};
return ignore.find(i) != ignore.end();
}
// Create the model
Model createTestModel_shape_dynamic_output_shape_nhwc_relaxed_2() {
const std::vector<Operand> operands = {
{
.type = OperandType::TENSOR_FLOAT32,
.dimensions = {1, 2, 2, 2},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::MODEL_INPUT,
.location = {.poolIndex = 0, .offset = 0, .length = 0},
},
{
.type = OperandType::INT32,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 0, .length = 4},
},
{
.type = OperandType::INT32,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 4, .length = 4},
},
{
.type = OperandType::BOOL,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 8, .length = 1},
},
{
.type = OperandType::TENSOR_FLOAT32,
.dimensions = {0, 0, 0, 0},
.numberOfConsumers = 0,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::MODEL_OUTPUT,
.location = {.poolIndex = 0, .offset = 0, .length = 0},
}
};
const std::vector<Operation> operations = {
{
.type = OperationType::RESIZE_BILINEAR,
.inputs = {0, 1, 2, 3},
.outputs = {4},
}
};
const std::vector<uint32_t> inputIndexes = {0};
const std::vector<uint32_t> outputIndexes = {4};
std::vector<uint8_t> operandValues = {
3, 0, 0, 0, 3, 0, 0, 0, 0
};
const std::vector<hidl_memory> pools = {};
return {
.operands = operands,
.operations = operations,
.inputIndexes = inputIndexes,
.outputIndexes = outputIndexes,
.operandValues = operandValues,
.pools = pools,
.relaxComputationFloat32toFloat16 = true,
};
}
inline bool is_ignored_shape_dynamic_output_shape_nhwc_relaxed_2(int i) {
static std::set<int> ignore = {};
return ignore.find(i) != ignore.end();
}
// Create the model
Model createTestModel_shape_dynamic_output_shape_nhwc_float16_2() {
const std::vector<Operand> operands = {
{
.type = OperandType::TENSOR_FLOAT16,
.dimensions = {1, 2, 2, 2},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::MODEL_INPUT,
.location = {.poolIndex = 0, .offset = 0, .length = 0},
},
{
.type = OperandType::INT32,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 0, .length = 4},
},
{
.type = OperandType::INT32,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 4, .length = 4},
},
{
.type = OperandType::BOOL,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 8, .length = 1},
},
{
.type = OperandType::TENSOR_FLOAT16,
.dimensions = {0, 0, 0, 0},
.numberOfConsumers = 0,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::MODEL_OUTPUT,
.location = {.poolIndex = 0, .offset = 0, .length = 0},
}
};
const std::vector<Operation> operations = {
{
.type = OperationType::RESIZE_BILINEAR,
.inputs = {0, 1, 2, 3},
.outputs = {4},
}
};
const std::vector<uint32_t> inputIndexes = {0};
const std::vector<uint32_t> outputIndexes = {4};
std::vector<uint8_t> operandValues = {
3, 0, 0, 0, 3, 0, 0, 0, 0
};
const std::vector<hidl_memory> pools = {};
return {
.operands = operands,
.operations = operations,
.inputIndexes = inputIndexes,
.outputIndexes = outputIndexes,
.operandValues = operandValues,
.pools = pools,
};
}
inline bool is_ignored_shape_dynamic_output_shape_nhwc_float16_2(int i) {
static std::set<int> ignore = {};
return ignore.find(i) != ignore.end();
}
// Create the model
Model createTestModel_shape_dynamic_output_shape_nhwc_quant8_2() {
const std::vector<Operand> operands = {
{
.type = OperandType::TENSOR_QUANT8_ASYMM,
.dimensions = {1, 2, 2, 2},
.numberOfConsumers = 1,
.scale = 0.25f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::MODEL_INPUT,
.location = {.poolIndex = 0, .offset = 0, .length = 0},
},
{
.type = OperandType::INT32,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 0, .length = 4},
},
{
.type = OperandType::INT32,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 4, .length = 4},
},
{
.type = OperandType::BOOL,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 8, .length = 1},
},
{
.type = OperandType::TENSOR_QUANT8_ASYMM,
.dimensions = {0, 0, 0, 0},
.numberOfConsumers = 0,
.scale = 0.25f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::MODEL_OUTPUT,
.location = {.poolIndex = 0, .offset = 0, .length = 0},
}
};
const std::vector<Operation> operations = {
{
.type = OperationType::RESIZE_BILINEAR,
.inputs = {0, 1, 2, 3},
.outputs = {4},
}
};
const std::vector<uint32_t> inputIndexes = {0};
const std::vector<uint32_t> outputIndexes = {4};
std::vector<uint8_t> operandValues = {
3, 0, 0, 0, 3, 0, 0, 0, 0
};
const std::vector<hidl_memory> pools = {};
return {
.operands = operands,
.operations = operations,
.inputIndexes = inputIndexes,
.outputIndexes = outputIndexes,
.operandValues = operandValues,
.pools = pools,
};
}
inline bool is_ignored_shape_dynamic_output_shape_nhwc_quant8_2(int i) {
static std::set<int> ignore = {};
return ignore.find(i) != ignore.end();
}
// Create the model
Model createTestModel_shape_dynamic_output_shape_nchw_2() {
const std::vector<Operand> operands = {
{
.type = OperandType::TENSOR_FLOAT32,
.dimensions = {1, 2, 2, 2},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::MODEL_INPUT,
.location = {.poolIndex = 0, .offset = 0, .length = 0},
},
{
.type = OperandType::INT32,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 0, .length = 4},
},
{
.type = OperandType::INT32,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 4, .length = 4},
},
{
.type = OperandType::BOOL,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 8, .length = 1},
},
{
.type = OperandType::TENSOR_FLOAT32,
.dimensions = {0, 0, 0, 0},
.numberOfConsumers = 0,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::MODEL_OUTPUT,
.location = {.poolIndex = 0, .offset = 0, .length = 0},
}
};
const std::vector<Operation> operations = {
{
.type = OperationType::RESIZE_BILINEAR,
.inputs = {0, 1, 2, 3},
.outputs = {4},
}
};
const std::vector<uint32_t> inputIndexes = {0};
const std::vector<uint32_t> outputIndexes = {4};
std::vector<uint8_t> operandValues = {
3, 0, 0, 0, 3, 0, 0, 0, 1
};
const std::vector<hidl_memory> pools = {};
return {
.operands = operands,
.operations = operations,
.inputIndexes = inputIndexes,
.outputIndexes = outputIndexes,
.operandValues = operandValues,
.pools = pools,
};
}
inline bool is_ignored_shape_dynamic_output_shape_nchw_2(int i) {
static std::set<int> ignore = {};
return ignore.find(i) != ignore.end();
}
// Create the model
Model createTestModel_shape_dynamic_output_shape_nchw_relaxed_2() {
const std::vector<Operand> operands = {
{
.type = OperandType::TENSOR_FLOAT32,
.dimensions = {1, 2, 2, 2},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::MODEL_INPUT,
.location = {.poolIndex = 0, .offset = 0, .length = 0},
},
{
.type = OperandType::INT32,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 0, .length = 4},
},
{
.type = OperandType::INT32,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 4, .length = 4},
},
{
.type = OperandType::BOOL,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 8, .length = 1},
},
{
.type = OperandType::TENSOR_FLOAT32,
.dimensions = {0, 0, 0, 0},
.numberOfConsumers = 0,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::MODEL_OUTPUT,
.location = {.poolIndex = 0, .offset = 0, .length = 0},
}
};
const std::vector<Operation> operations = {
{
.type = OperationType::RESIZE_BILINEAR,
.inputs = {0, 1, 2, 3},
.outputs = {4},
}
};
const std::vector<uint32_t> inputIndexes = {0};
const std::vector<uint32_t> outputIndexes = {4};
std::vector<uint8_t> operandValues = {
3, 0, 0, 0, 3, 0, 0, 0, 1
};
const std::vector<hidl_memory> pools = {};
return {
.operands = operands,
.operations = operations,
.inputIndexes = inputIndexes,
.outputIndexes = outputIndexes,
.operandValues = operandValues,
.pools = pools,
.relaxComputationFloat32toFloat16 = true,
};
}
inline bool is_ignored_shape_dynamic_output_shape_nchw_relaxed_2(int i) {
static std::set<int> ignore = {};
return ignore.find(i) != ignore.end();
}
// Create the model
Model createTestModel_shape_dynamic_output_shape_nchw_float16_2() {
const std::vector<Operand> operands = {
{
.type = OperandType::TENSOR_FLOAT16,
.dimensions = {1, 2, 2, 2},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::MODEL_INPUT,
.location = {.poolIndex = 0, .offset = 0, .length = 0},
},
{
.type = OperandType::INT32,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 0, .length = 4},
},
{
.type = OperandType::INT32,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 4, .length = 4},
},
{
.type = OperandType::BOOL,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 8, .length = 1},
},
{
.type = OperandType::TENSOR_FLOAT16,
.dimensions = {0, 0, 0, 0},
.numberOfConsumers = 0,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::MODEL_OUTPUT,
.location = {.poolIndex = 0, .offset = 0, .length = 0},
}
};
const std::vector<Operation> operations = {
{
.type = OperationType::RESIZE_BILINEAR,
.inputs = {0, 1, 2, 3},
.outputs = {4},
}
};
const std::vector<uint32_t> inputIndexes = {0};
const std::vector<uint32_t> outputIndexes = {4};
std::vector<uint8_t> operandValues = {
3, 0, 0, 0, 3, 0, 0, 0, 1
};
const std::vector<hidl_memory> pools = {};
return {
.operands = operands,
.operations = operations,
.inputIndexes = inputIndexes,
.outputIndexes = outputIndexes,
.operandValues = operandValues,
.pools = pools,
};
}
inline bool is_ignored_shape_dynamic_output_shape_nchw_float16_2(int i) {
static std::set<int> ignore = {};
return ignore.find(i) != ignore.end();
}
// Create the model
Model createTestModel_shape_dynamic_output_shape_nchw_quant8_2() {
const std::vector<Operand> operands = {
{
.type = OperandType::TENSOR_QUANT8_ASYMM,
.dimensions = {1, 2, 2, 2},
.numberOfConsumers = 1,
.scale = 0.25f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::MODEL_INPUT,
.location = {.poolIndex = 0, .offset = 0, .length = 0},
},
{
.type = OperandType::INT32,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 0, .length = 4},
},
{
.type = OperandType::INT32,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 4, .length = 4},
},
{
.type = OperandType::BOOL,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 8, .length = 1},
},
{
.type = OperandType::TENSOR_QUANT8_ASYMM,
.dimensions = {0, 0, 0, 0},
.numberOfConsumers = 0,
.scale = 0.25f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::MODEL_OUTPUT,
.location = {.poolIndex = 0, .offset = 0, .length = 0},
}
};
const std::vector<Operation> operations = {
{
.type = OperationType::RESIZE_BILINEAR,
.inputs = {0, 1, 2, 3},
.outputs = {4},
}
};
const std::vector<uint32_t> inputIndexes = {0};
const std::vector<uint32_t> outputIndexes = {4};
std::vector<uint8_t> operandValues = {
3, 0, 0, 0, 3, 0, 0, 0, 1
};
const std::vector<hidl_memory> pools = {};
return {
.operands = operands,
.operations = operations,
.inputIndexes = inputIndexes,
.outputIndexes = outputIndexes,
.operandValues = operandValues,
.pools = pools,
};
}
inline bool is_ignored_shape_dynamic_output_shape_nchw_quant8_2(int i) {
static std::set<int> ignore = {};
return ignore.find(i) != ignore.end();
}
// Create the model
Model createTestModel_scale_nhwc_2() {
const std::vector<Operand> operands = {
{
.type = OperandType::TENSOR_FLOAT32,
.dimensions = {1, 2, 2, 2},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::MODEL_INPUT,
.location = {.poolIndex = 0, .offset = 0, .length = 0},
},
{
.type = OperandType::FLOAT32,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 0, .length = 4},
},
{
.type = OperandType::FLOAT32,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 4, .length = 4},
},
{
.type = OperandType::BOOL,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 8, .length = 1},
},
{
.type = OperandType::TENSOR_FLOAT32,
.dimensions = {1, 3, 3, 2},
.numberOfConsumers = 0,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::MODEL_OUTPUT,
.location = {.poolIndex = 0, .offset = 0, .length = 0},
}
};
const std::vector<Operation> operations = {
{
.type = OperationType::RESIZE_BILINEAR,
.inputs = {0, 1, 2, 3},
.outputs = {4},
}
};
const std::vector<uint32_t> inputIndexes = {0};
const std::vector<uint32_t> outputIndexes = {4};
std::vector<uint8_t> operandValues = {
205, 204, 204, 63, 205, 204, 204, 63, 0
};
const std::vector<hidl_memory> pools = {};
return {
.operands = operands,
.operations = operations,
.inputIndexes = inputIndexes,
.outputIndexes = outputIndexes,
.operandValues = operandValues,
.pools = pools,
};
}
inline bool is_ignored_scale_nhwc_2(int i) {
static std::set<int> ignore = {};
return ignore.find(i) != ignore.end();
}
// Create the model
Model createTestModel_scale_nhwc_relaxed_2() {
const std::vector<Operand> operands = {
{
.type = OperandType::TENSOR_FLOAT32,
.dimensions = {1, 2, 2, 2},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::MODEL_INPUT,
.location = {.poolIndex = 0, .offset = 0, .length = 0},
},
{
.type = OperandType::FLOAT32,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 0, .length = 4},
},
{
.type = OperandType::FLOAT32,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 4, .length = 4},
},
{
.type = OperandType::BOOL,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 8, .length = 1},
},
{
.type = OperandType::TENSOR_FLOAT32,
.dimensions = {1, 3, 3, 2},
.numberOfConsumers = 0,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::MODEL_OUTPUT,
.location = {.poolIndex = 0, .offset = 0, .length = 0},
}
};
const std::vector<Operation> operations = {
{
.type = OperationType::RESIZE_BILINEAR,
.inputs = {0, 1, 2, 3},
.outputs = {4},
}
};
const std::vector<uint32_t> inputIndexes = {0};
const std::vector<uint32_t> outputIndexes = {4};
std::vector<uint8_t> operandValues = {
205, 204, 204, 63, 205, 204, 204, 63, 0
};
const std::vector<hidl_memory> pools = {};
return {
.operands = operands,
.operations = operations,
.inputIndexes = inputIndexes,
.outputIndexes = outputIndexes,
.operandValues = operandValues,
.pools = pools,
.relaxComputationFloat32toFloat16 = true,
};
}
inline bool is_ignored_scale_nhwc_relaxed_2(int i) {
static std::set<int> ignore = {};
return ignore.find(i) != ignore.end();
}
// Create the model
Model createTestModel_scale_nhwc_float16_2() {
const std::vector<Operand> operands = {
{
.type = OperandType::TENSOR_FLOAT16,
.dimensions = {1, 2, 2, 2},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::MODEL_INPUT,
.location = {.poolIndex = 0, .offset = 0, .length = 0},
},
{
.type = OperandType::FLOAT16,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 0, .length = 2},
},
{
.type = OperandType::FLOAT16,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 2, .length = 2},
},
{
.type = OperandType::BOOL,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 4, .length = 1},
},
{
.type = OperandType::TENSOR_FLOAT16,
.dimensions = {1, 3, 3, 2},
.numberOfConsumers = 0,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::MODEL_OUTPUT,
.location = {.poolIndex = 0, .offset = 0, .length = 0},
}
};
const std::vector<Operation> operations = {
{
.type = OperationType::RESIZE_BILINEAR,
.inputs = {0, 1, 2, 3},
.outputs = {4},
}
};
const std::vector<uint32_t> inputIndexes = {0};
const std::vector<uint32_t> outputIndexes = {4};
std::vector<uint8_t> operandValues = {
102, 62, 102, 62, 0
};
const std::vector<hidl_memory> pools = {};
return {
.operands = operands,
.operations = operations,
.inputIndexes = inputIndexes,
.outputIndexes = outputIndexes,
.operandValues = operandValues,
.pools = pools,
};
}
inline bool is_ignored_scale_nhwc_float16_2(int i) {
static std::set<int> ignore = {};
return ignore.find(i) != ignore.end();
}
// Create the model
Model createTestModel_scale_nhwc_quant8_2() {
const std::vector<Operand> operands = {
{
.type = OperandType::TENSOR_QUANT8_ASYMM,
.dimensions = {1, 2, 2, 2},
.numberOfConsumers = 1,
.scale = 0.25f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::MODEL_INPUT,
.location = {.poolIndex = 0, .offset = 0, .length = 0},
},
{
.type = OperandType::FLOAT32,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 0, .length = 4},
},
{
.type = OperandType::FLOAT32,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 4, .length = 4},
},
{
.type = OperandType::BOOL,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 8, .length = 1},
},
{
.type = OperandType::TENSOR_QUANT8_ASYMM,
.dimensions = {1, 3, 3, 2},
.numberOfConsumers = 0,
.scale = 0.25f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::MODEL_OUTPUT,
.location = {.poolIndex = 0, .offset = 0, .length = 0},
}
};
const std::vector<Operation> operations = {
{
.type = OperationType::RESIZE_BILINEAR,
.inputs = {0, 1, 2, 3},
.outputs = {4},
}
};
const std::vector<uint32_t> inputIndexes = {0};
const std::vector<uint32_t> outputIndexes = {4};
std::vector<uint8_t> operandValues = {
205, 204, 204, 63, 205, 204, 204, 63, 0
};
const std::vector<hidl_memory> pools = {};
return {
.operands = operands,
.operations = operations,
.inputIndexes = inputIndexes,
.outputIndexes = outputIndexes,
.operandValues = operandValues,
.pools = pools,
};
}
inline bool is_ignored_scale_nhwc_quant8_2(int i) {
static std::set<int> ignore = {};
return ignore.find(i) != ignore.end();
}
// Create the model
Model createTestModel_scale_nchw_2() {
const std::vector<Operand> operands = {
{
.type = OperandType::TENSOR_FLOAT32,
.dimensions = {1, 2, 2, 2},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::MODEL_INPUT,
.location = {.poolIndex = 0, .offset = 0, .length = 0},
},
{
.type = OperandType::FLOAT32,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 0, .length = 4},
},
{
.type = OperandType::FLOAT32,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 4, .length = 4},
},
{
.type = OperandType::BOOL,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 8, .length = 1},
},
{
.type = OperandType::TENSOR_FLOAT32,
.dimensions = {1, 2, 3, 3},
.numberOfConsumers = 0,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::MODEL_OUTPUT,
.location = {.poolIndex = 0, .offset = 0, .length = 0},
}
};
const std::vector<Operation> operations = {
{
.type = OperationType::RESIZE_BILINEAR,
.inputs = {0, 1, 2, 3},
.outputs = {4},
}
};
const std::vector<uint32_t> inputIndexes = {0};
const std::vector<uint32_t> outputIndexes = {4};
std::vector<uint8_t> operandValues = {
205, 204, 204, 63, 205, 204, 204, 63, 1
};
const std::vector<hidl_memory> pools = {};
return {
.operands = operands,
.operations = operations,
.inputIndexes = inputIndexes,
.outputIndexes = outputIndexes,
.operandValues = operandValues,
.pools = pools,
};
}
inline bool is_ignored_scale_nchw_2(int i) {
static std::set<int> ignore = {};
return ignore.find(i) != ignore.end();
}
// Create the model
Model createTestModel_scale_nchw_relaxed_2() {
const std::vector<Operand> operands = {
{
.type = OperandType::TENSOR_FLOAT32,
.dimensions = {1, 2, 2, 2},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::MODEL_INPUT,
.location = {.poolIndex = 0, .offset = 0, .length = 0},
},
{
.type = OperandType::FLOAT32,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 0, .length = 4},
},
{
.type = OperandType::FLOAT32,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 4, .length = 4},
},
{
.type = OperandType::BOOL,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 8, .length = 1},
},
{
.type = OperandType::TENSOR_FLOAT32,
.dimensions = {1, 2, 3, 3},
.numberOfConsumers = 0,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::MODEL_OUTPUT,
.location = {.poolIndex = 0, .offset = 0, .length = 0},
}
};
const std::vector<Operation> operations = {
{
.type = OperationType::RESIZE_BILINEAR,
.inputs = {0, 1, 2, 3},
.outputs = {4},
}
};
const std::vector<uint32_t> inputIndexes = {0};
const std::vector<uint32_t> outputIndexes = {4};
std::vector<uint8_t> operandValues = {
205, 204, 204, 63, 205, 204, 204, 63, 1
};
const std::vector<hidl_memory> pools = {};
return {
.operands = operands,
.operations = operations,
.inputIndexes = inputIndexes,
.outputIndexes = outputIndexes,
.operandValues = operandValues,
.pools = pools,
.relaxComputationFloat32toFloat16 = true,
};
}
inline bool is_ignored_scale_nchw_relaxed_2(int i) {
static std::set<int> ignore = {};
return ignore.find(i) != ignore.end();
}
// Create the model
Model createTestModel_scale_nchw_float16_2() {
const std::vector<Operand> operands = {
{
.type = OperandType::TENSOR_FLOAT16,
.dimensions = {1, 2, 2, 2},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::MODEL_INPUT,
.location = {.poolIndex = 0, .offset = 0, .length = 0},
},
{
.type = OperandType::FLOAT16,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 0, .length = 2},
},
{
.type = OperandType::FLOAT16,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 2, .length = 2},
},
{
.type = OperandType::BOOL,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 4, .length = 1},
},
{
.type = OperandType::TENSOR_FLOAT16,
.dimensions = {1, 2, 3, 3},
.numberOfConsumers = 0,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::MODEL_OUTPUT,
.location = {.poolIndex = 0, .offset = 0, .length = 0},
}
};
const std::vector<Operation> operations = {
{
.type = OperationType::RESIZE_BILINEAR,
.inputs = {0, 1, 2, 3},
.outputs = {4},
}
};
const std::vector<uint32_t> inputIndexes = {0};
const std::vector<uint32_t> outputIndexes = {4};
std::vector<uint8_t> operandValues = {
102, 62, 102, 62, 1
};
const std::vector<hidl_memory> pools = {};
return {
.operands = operands,
.operations = operations,
.inputIndexes = inputIndexes,
.outputIndexes = outputIndexes,
.operandValues = operandValues,
.pools = pools,
};
}
inline bool is_ignored_scale_nchw_float16_2(int i) {
static std::set<int> ignore = {};
return ignore.find(i) != ignore.end();
}
// Create the model
Model createTestModel_scale_nchw_quant8_2() {
const std::vector<Operand> operands = {
{
.type = OperandType::TENSOR_QUANT8_ASYMM,
.dimensions = {1, 2, 2, 2},
.numberOfConsumers = 1,
.scale = 0.25f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::MODEL_INPUT,
.location = {.poolIndex = 0, .offset = 0, .length = 0},
},
{
.type = OperandType::FLOAT32,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 0, .length = 4},
},
{
.type = OperandType::FLOAT32,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 4, .length = 4},
},
{
.type = OperandType::BOOL,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 8, .length = 1},
},
{
.type = OperandType::TENSOR_QUANT8_ASYMM,
.dimensions = {1, 2, 3, 3},
.numberOfConsumers = 0,
.scale = 0.25f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::MODEL_OUTPUT,
.location = {.poolIndex = 0, .offset = 0, .length = 0},
}
};
const std::vector<Operation> operations = {
{
.type = OperationType::RESIZE_BILINEAR,
.inputs = {0, 1, 2, 3},
.outputs = {4},
}
};
const std::vector<uint32_t> inputIndexes = {0};
const std::vector<uint32_t> outputIndexes = {4};
std::vector<uint8_t> operandValues = {
205, 204, 204, 63, 205, 204, 204, 63, 1
};
const std::vector<hidl_memory> pools = {};
return {
.operands = operands,
.operations = operations,
.inputIndexes = inputIndexes,
.outputIndexes = outputIndexes,
.operandValues = operandValues,
.pools = pools,
};
}
inline bool is_ignored_scale_nchw_quant8_2(int i) {
static std::set<int> ignore = {};
return ignore.find(i) != ignore.end();
}
// Create the model
Model createTestModel_scale_dynamic_output_shape_nhwc_2() {
const std::vector<Operand> operands = {
{
.type = OperandType::TENSOR_FLOAT32,
.dimensions = {1, 2, 2, 2},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::MODEL_INPUT,
.location = {.poolIndex = 0, .offset = 0, .length = 0},
},
{
.type = OperandType::FLOAT32,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 0, .length = 4},
},
{
.type = OperandType::FLOAT32,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 4, .length = 4},
},
{
.type = OperandType::BOOL,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 8, .length = 1},
},
{
.type = OperandType::TENSOR_FLOAT32,
.dimensions = {0, 0, 0, 0},
.numberOfConsumers = 0,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::MODEL_OUTPUT,
.location = {.poolIndex = 0, .offset = 0, .length = 0},
}
};
const std::vector<Operation> operations = {
{
.type = OperationType::RESIZE_BILINEAR,
.inputs = {0, 1, 2, 3},
.outputs = {4},
}
};
const std::vector<uint32_t> inputIndexes = {0};
const std::vector<uint32_t> outputIndexes = {4};
std::vector<uint8_t> operandValues = {
205, 204, 204, 63, 205, 204, 204, 63, 0
};
const std::vector<hidl_memory> pools = {};
return {
.operands = operands,
.operations = operations,
.inputIndexes = inputIndexes,
.outputIndexes = outputIndexes,
.operandValues = operandValues,
.pools = pools,
};
}
inline bool is_ignored_scale_dynamic_output_shape_nhwc_2(int i) {
static std::set<int> ignore = {};
return ignore.find(i) != ignore.end();
}
// Create the model
Model createTestModel_scale_dynamic_output_shape_nhwc_relaxed_2() {
const std::vector<Operand> operands = {
{
.type = OperandType::TENSOR_FLOAT32,
.dimensions = {1, 2, 2, 2},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::MODEL_INPUT,
.location = {.poolIndex = 0, .offset = 0, .length = 0},
},
{
.type = OperandType::FLOAT32,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 0, .length = 4},
},
{
.type = OperandType::FLOAT32,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 4, .length = 4},
},
{
.type = OperandType::BOOL,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 8, .length = 1},
},
{
.type = OperandType::TENSOR_FLOAT32,
.dimensions = {0, 0, 0, 0},
.numberOfConsumers = 0,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::MODEL_OUTPUT,
.location = {.poolIndex = 0, .offset = 0, .length = 0},
}
};
const std::vector<Operation> operations = {
{
.type = OperationType::RESIZE_BILINEAR,
.inputs = {0, 1, 2, 3},
.outputs = {4},
}
};
const std::vector<uint32_t> inputIndexes = {0};
const std::vector<uint32_t> outputIndexes = {4};
std::vector<uint8_t> operandValues = {
205, 204, 204, 63, 205, 204, 204, 63, 0
};
const std::vector<hidl_memory> pools = {};
return {
.operands = operands,
.operations = operations,
.inputIndexes = inputIndexes,
.outputIndexes = outputIndexes,
.operandValues = operandValues,
.pools = pools,
.relaxComputationFloat32toFloat16 = true,
};
}
inline bool is_ignored_scale_dynamic_output_shape_nhwc_relaxed_2(int i) {
static std::set<int> ignore = {};
return ignore.find(i) != ignore.end();
}
// Create the model
Model createTestModel_scale_dynamic_output_shape_nhwc_float16_2() {
const std::vector<Operand> operands = {
{
.type = OperandType::TENSOR_FLOAT16,
.dimensions = {1, 2, 2, 2},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::MODEL_INPUT,
.location = {.poolIndex = 0, .offset = 0, .length = 0},
},
{
.type = OperandType::FLOAT16,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 0, .length = 2},
},
{
.type = OperandType::FLOAT16,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 2, .length = 2},
},
{
.type = OperandType::BOOL,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 4, .length = 1},
},
{
.type = OperandType::TENSOR_FLOAT16,
.dimensions = {0, 0, 0, 0},
.numberOfConsumers = 0,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::MODEL_OUTPUT,
.location = {.poolIndex = 0, .offset = 0, .length = 0},
}
};
const std::vector<Operation> operations = {
{
.type = OperationType::RESIZE_BILINEAR,
.inputs = {0, 1, 2, 3},
.outputs = {4},
}
};
const std::vector<uint32_t> inputIndexes = {0};
const std::vector<uint32_t> outputIndexes = {4};
std::vector<uint8_t> operandValues = {
102, 62, 102, 62, 0
};
const std::vector<hidl_memory> pools = {};
return {
.operands = operands,
.operations = operations,
.inputIndexes = inputIndexes,
.outputIndexes = outputIndexes,
.operandValues = operandValues,
.pools = pools,
};
}
inline bool is_ignored_scale_dynamic_output_shape_nhwc_float16_2(int i) {
static std::set<int> ignore = {};
return ignore.find(i) != ignore.end();
}
// Create the model
Model createTestModel_scale_dynamic_output_shape_nhwc_quant8_2() {
const std::vector<Operand> operands = {
{
.type = OperandType::TENSOR_QUANT8_ASYMM,
.dimensions = {1, 2, 2, 2},
.numberOfConsumers = 1,
.scale = 0.25f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::MODEL_INPUT,
.location = {.poolIndex = 0, .offset = 0, .length = 0},
},
{
.type = OperandType::FLOAT32,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 0, .length = 4},
},
{
.type = OperandType::FLOAT32,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 4, .length = 4},
},
{
.type = OperandType::BOOL,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 8, .length = 1},
},
{
.type = OperandType::TENSOR_QUANT8_ASYMM,
.dimensions = {0, 0, 0, 0},
.numberOfConsumers = 0,
.scale = 0.25f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::MODEL_OUTPUT,
.location = {.poolIndex = 0, .offset = 0, .length = 0},
}
};
const std::vector<Operation> operations = {
{
.type = OperationType::RESIZE_BILINEAR,
.inputs = {0, 1, 2, 3},
.outputs = {4},
}
};
const std::vector<uint32_t> inputIndexes = {0};
const std::vector<uint32_t> outputIndexes = {4};
std::vector<uint8_t> operandValues = {
205, 204, 204, 63, 205, 204, 204, 63, 0
};
const std::vector<hidl_memory> pools = {};
return {
.operands = operands,
.operations = operations,
.inputIndexes = inputIndexes,
.outputIndexes = outputIndexes,
.operandValues = operandValues,
.pools = pools,
};
}
inline bool is_ignored_scale_dynamic_output_shape_nhwc_quant8_2(int i) {
static std::set<int> ignore = {};
return ignore.find(i) != ignore.end();
}
// Create the model
Model createTestModel_scale_dynamic_output_shape_nchw_2() {
const std::vector<Operand> operands = {
{
.type = OperandType::TENSOR_FLOAT32,
.dimensions = {1, 2, 2, 2},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::MODEL_INPUT,
.location = {.poolIndex = 0, .offset = 0, .length = 0},
},
{
.type = OperandType::FLOAT32,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 0, .length = 4},
},
{
.type = OperandType::FLOAT32,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 4, .length = 4},
},
{
.type = OperandType::BOOL,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 8, .length = 1},
},
{
.type = OperandType::TENSOR_FLOAT32,
.dimensions = {0, 0, 0, 0},
.numberOfConsumers = 0,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::MODEL_OUTPUT,
.location = {.poolIndex = 0, .offset = 0, .length = 0},
}
};
const std::vector<Operation> operations = {
{
.type = OperationType::RESIZE_BILINEAR,
.inputs = {0, 1, 2, 3},
.outputs = {4},
}
};
const std::vector<uint32_t> inputIndexes = {0};
const std::vector<uint32_t> outputIndexes = {4};
std::vector<uint8_t> operandValues = {
205, 204, 204, 63, 205, 204, 204, 63, 1
};
const std::vector<hidl_memory> pools = {};
return {
.operands = operands,
.operations = operations,
.inputIndexes = inputIndexes,
.outputIndexes = outputIndexes,
.operandValues = operandValues,
.pools = pools,
};
}
inline bool is_ignored_scale_dynamic_output_shape_nchw_2(int i) {
static std::set<int> ignore = {};
return ignore.find(i) != ignore.end();
}
// Create the model
Model createTestModel_scale_dynamic_output_shape_nchw_relaxed_2() {
const std::vector<Operand> operands = {
{
.type = OperandType::TENSOR_FLOAT32,
.dimensions = {1, 2, 2, 2},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::MODEL_INPUT,
.location = {.poolIndex = 0, .offset = 0, .length = 0},
},
{
.type = OperandType::FLOAT32,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 0, .length = 4},
},
{
.type = OperandType::FLOAT32,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 4, .length = 4},
},
{
.type = OperandType::BOOL,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 8, .length = 1},
},
{
.type = OperandType::TENSOR_FLOAT32,
.dimensions = {0, 0, 0, 0},
.numberOfConsumers = 0,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::MODEL_OUTPUT,
.location = {.poolIndex = 0, .offset = 0, .length = 0},
}
};
const std::vector<Operation> operations = {
{
.type = OperationType::RESIZE_BILINEAR,
.inputs = {0, 1, 2, 3},
.outputs = {4},
}
};
const std::vector<uint32_t> inputIndexes = {0};
const std::vector<uint32_t> outputIndexes = {4};
std::vector<uint8_t> operandValues = {
205, 204, 204, 63, 205, 204, 204, 63, 1
};
const std::vector<hidl_memory> pools = {};
return {
.operands = operands,
.operations = operations,
.inputIndexes = inputIndexes,
.outputIndexes = outputIndexes,
.operandValues = operandValues,
.pools = pools,
.relaxComputationFloat32toFloat16 = true,
};
}
inline bool is_ignored_scale_dynamic_output_shape_nchw_relaxed_2(int i) {
static std::set<int> ignore = {};
return ignore.find(i) != ignore.end();
}
// Create the model
Model createTestModel_scale_dynamic_output_shape_nchw_float16_2() {
const std::vector<Operand> operands = {
{
.type = OperandType::TENSOR_FLOAT16,
.dimensions = {1, 2, 2, 2},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::MODEL_INPUT,
.location = {.poolIndex = 0, .offset = 0, .length = 0},
},
{
.type = OperandType::FLOAT16,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 0, .length = 2},
},
{
.type = OperandType::FLOAT16,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 2, .length = 2},
},
{
.type = OperandType::BOOL,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 4, .length = 1},
},
{
.type = OperandType::TENSOR_FLOAT16,
.dimensions = {0, 0, 0, 0},
.numberOfConsumers = 0,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::MODEL_OUTPUT,
.location = {.poolIndex = 0, .offset = 0, .length = 0},
}
};
const std::vector<Operation> operations = {
{
.type = OperationType::RESIZE_BILINEAR,
.inputs = {0, 1, 2, 3},
.outputs = {4},
}
};
const std::vector<uint32_t> inputIndexes = {0};
const std::vector<uint32_t> outputIndexes = {4};
std::vector<uint8_t> operandValues = {
102, 62, 102, 62, 1
};
const std::vector<hidl_memory> pools = {};
return {
.operands = operands,
.operations = operations,
.inputIndexes = inputIndexes,
.outputIndexes = outputIndexes,
.operandValues = operandValues,
.pools = pools,
};
}
inline bool is_ignored_scale_dynamic_output_shape_nchw_float16_2(int i) {
static std::set<int> ignore = {};
return ignore.find(i) != ignore.end();
}
// Create the model
Model createTestModel_scale_dynamic_output_shape_nchw_quant8_2() {
const std::vector<Operand> operands = {
{
.type = OperandType::TENSOR_QUANT8_ASYMM,
.dimensions = {1, 2, 2, 2},
.numberOfConsumers = 1,
.scale = 0.25f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::MODEL_INPUT,
.location = {.poolIndex = 0, .offset = 0, .length = 0},
},
{
.type = OperandType::FLOAT32,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 0, .length = 4},
},
{
.type = OperandType::FLOAT32,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 4, .length = 4},
},
{
.type = OperandType::BOOL,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 8, .length = 1},
},
{
.type = OperandType::TENSOR_QUANT8_ASYMM,
.dimensions = {0, 0, 0, 0},
.numberOfConsumers = 0,
.scale = 0.25f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::MODEL_OUTPUT,
.location = {.poolIndex = 0, .offset = 0, .length = 0},
}
};
const std::vector<Operation> operations = {
{
.type = OperationType::RESIZE_BILINEAR,
.inputs = {0, 1, 2, 3},
.outputs = {4},
}
};
const std::vector<uint32_t> inputIndexes = {0};
const std::vector<uint32_t> outputIndexes = {4};
std::vector<uint8_t> operandValues = {
205, 204, 204, 63, 205, 204, 204, 63, 1
};
const std::vector<hidl_memory> pools = {};
return {
.operands = operands,
.operations = operations,
.inputIndexes = inputIndexes,
.outputIndexes = outputIndexes,
.operandValues = operandValues,
.pools = pools,
};
}
inline bool is_ignored_scale_dynamic_output_shape_nchw_quant8_2(int i) {
static std::set<int> ignore = {};
return ignore.find(i) != ignore.end();
}
// Create the model
Model createTestModel_shape_float16() {
const std::vector<Operand> operands = {
{
.type = OperandType::TENSOR_FLOAT16,
.dimensions = {1, 2, 2, 1},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::MODEL_INPUT,
.location = {.poolIndex = 0, .offset = 0, .length = 0},
},
{
.type = OperandType::INT32,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 0, .length = 4},
},
{
.type = OperandType::INT32,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 4, .length = 4},
},
{
.type = OperandType::TENSOR_FLOAT16,
.dimensions = {1, 3, 3, 1},
.numberOfConsumers = 0,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::MODEL_OUTPUT,
.location = {.poolIndex = 0, .offset = 0, .length = 0},
}
};
const std::vector<Operation> operations = {
{
.type = OperationType::RESIZE_BILINEAR,
.inputs = {0, 1, 2},
.outputs = {3},
}
};
const std::vector<uint32_t> inputIndexes = {0};
const std::vector<uint32_t> outputIndexes = {3};
std::vector<uint8_t> operandValues = {
3, 0, 0, 0, 3, 0, 0, 0
};
const std::vector<hidl_memory> pools = {};
return {
.operands = operands,
.operations = operations,
.inputIndexes = inputIndexes,
.outputIndexes = outputIndexes,
.operandValues = operandValues,
.pools = pools,
};
}
inline bool is_ignored_shape_float16(int i) {
static std::set<int> ignore = {};
return ignore.find(i) != ignore.end();
}
// Create the model
Model createTestModel_shape_quant8() {
const std::vector<Operand> operands = {
{
.type = OperandType::TENSOR_QUANT8_ASYMM,
.dimensions = {1, 2, 2, 1},
.numberOfConsumers = 1,
.scale = 0.01f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::MODEL_INPUT,
.location = {.poolIndex = 0, .offset = 0, .length = 0},
},
{
.type = OperandType::INT32,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 0, .length = 4},
},
{
.type = OperandType::INT32,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 4, .length = 4},
},
{
.type = OperandType::TENSOR_QUANT8_ASYMM,
.dimensions = {1, 3, 3, 1},
.numberOfConsumers = 0,
.scale = 0.01f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::MODEL_OUTPUT,
.location = {.poolIndex = 0, .offset = 0, .length = 0},
}
};
const std::vector<Operation> operations = {
{
.type = OperationType::RESIZE_BILINEAR,
.inputs = {0, 1, 2},
.outputs = {3},
}
};
const std::vector<uint32_t> inputIndexes = {0};
const std::vector<uint32_t> outputIndexes = {3};
std::vector<uint8_t> operandValues = {
3, 0, 0, 0, 3, 0, 0, 0
};
const std::vector<hidl_memory> pools = {};
return {
.operands = operands,
.operations = operations,
.inputIndexes = inputIndexes,
.outputIndexes = outputIndexes,
.operandValues = operandValues,
.pools = pools,
};
}
inline bool is_ignored_shape_quant8(int i) {
static std::set<int> ignore = {};
return ignore.find(i) != ignore.end();
}
// Create the model
Model createTestModel_shape_dynamic_output_shape_float16() {
const std::vector<Operand> operands = {
{
.type = OperandType::TENSOR_FLOAT16,
.dimensions = {1, 2, 2, 1},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::MODEL_INPUT,
.location = {.poolIndex = 0, .offset = 0, .length = 0},
},
{
.type = OperandType::INT32,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 0, .length = 4},
},
{
.type = OperandType::INT32,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 4, .length = 4},
},
{
.type = OperandType::TENSOR_FLOAT16,
.dimensions = {0, 0, 0, 0},
.numberOfConsumers = 0,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::MODEL_OUTPUT,
.location = {.poolIndex = 0, .offset = 0, .length = 0},
}
};
const std::vector<Operation> operations = {
{
.type = OperationType::RESIZE_BILINEAR,
.inputs = {0, 1, 2},
.outputs = {3},
}
};
const std::vector<uint32_t> inputIndexes = {0};
const std::vector<uint32_t> outputIndexes = {3};
std::vector<uint8_t> operandValues = {
3, 0, 0, 0, 3, 0, 0, 0
};
const std::vector<hidl_memory> pools = {};
return {
.operands = operands,
.operations = operations,
.inputIndexes = inputIndexes,
.outputIndexes = outputIndexes,
.operandValues = operandValues,
.pools = pools,
};
}
inline bool is_ignored_shape_dynamic_output_shape_float16(int i) {
static std::set<int> ignore = {};
return ignore.find(i) != ignore.end();
}
// Create the model
Model createTestModel_shape_dynamic_output_shape_quant8() {
const std::vector<Operand> operands = {
{
.type = OperandType::TENSOR_QUANT8_ASYMM,
.dimensions = {1, 2, 2, 1},
.numberOfConsumers = 1,
.scale = 0.01f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::MODEL_INPUT,
.location = {.poolIndex = 0, .offset = 0, .length = 0},
},
{
.type = OperandType::INT32,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 0, .length = 4},
},
{
.type = OperandType::INT32,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 4, .length = 4},
},
{
.type = OperandType::TENSOR_QUANT8_ASYMM,
.dimensions = {0, 0, 0, 0},
.numberOfConsumers = 0,
.scale = 0.01f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::MODEL_OUTPUT,
.location = {.poolIndex = 0, .offset = 0, .length = 0},
}
};
const std::vector<Operation> operations = {
{
.type = OperationType::RESIZE_BILINEAR,
.inputs = {0, 1, 2},
.outputs = {3},
}
};
const std::vector<uint32_t> inputIndexes = {0};
const std::vector<uint32_t> outputIndexes = {3};
std::vector<uint8_t> operandValues = {
3, 0, 0, 0, 3, 0, 0, 0
};
const std::vector<hidl_memory> pools = {};
return {
.operands = operands,
.operations = operations,
.inputIndexes = inputIndexes,
.outputIndexes = outputIndexes,
.operandValues = operandValues,
.pools = pools,
};
}
inline bool is_ignored_shape_dynamic_output_shape_quant8(int i) {
static std::set<int> ignore = {};
return ignore.find(i) != ignore.end();
}
// Create the model
Model createTestModel_scale_float16() {
const std::vector<Operand> operands = {
{
.type = OperandType::TENSOR_FLOAT16,
.dimensions = {1, 2, 2, 1},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::MODEL_INPUT,
.location = {.poolIndex = 0, .offset = 0, .length = 0},
},
{
.type = OperandType::FLOAT16,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 0, .length = 2},
},
{
.type = OperandType::FLOAT16,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 2, .length = 2},
},
{
.type = OperandType::TENSOR_FLOAT16,
.dimensions = {1, 3, 3, 1},
.numberOfConsumers = 0,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::MODEL_OUTPUT,
.location = {.poolIndex = 0, .offset = 0, .length = 0},
}
};
const std::vector<Operation> operations = {
{
.type = OperationType::RESIZE_BILINEAR,
.inputs = {0, 1, 2},
.outputs = {3},
}
};
const std::vector<uint32_t> inputIndexes = {0};
const std::vector<uint32_t> outputIndexes = {3};
std::vector<uint8_t> operandValues = {
51, 63, 51, 63
};
const std::vector<hidl_memory> pools = {};
return {
.operands = operands,
.operations = operations,
.inputIndexes = inputIndexes,
.outputIndexes = outputIndexes,
.operandValues = operandValues,
.pools = pools,
};
}
inline bool is_ignored_scale_float16(int i) {
static std::set<int> ignore = {};
return ignore.find(i) != ignore.end();
}
// Create the model
Model createTestModel_scale_quant8() {
const std::vector<Operand> operands = {
{
.type = OperandType::TENSOR_QUANT8_ASYMM,
.dimensions = {1, 2, 2, 1},
.numberOfConsumers = 1,
.scale = 0.01f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::MODEL_INPUT,
.location = {.poolIndex = 0, .offset = 0, .length = 0},
},
{
.type = OperandType::FLOAT32,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 0, .length = 4},
},
{
.type = OperandType::FLOAT32,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 4, .length = 4},
},
{
.type = OperandType::TENSOR_QUANT8_ASYMM,
.dimensions = {1, 3, 3, 1},
.numberOfConsumers = 0,
.scale = 0.01f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::MODEL_OUTPUT,
.location = {.poolIndex = 0, .offset = 0, .length = 0},
}
};
const std::vector<Operation> operations = {
{
.type = OperationType::RESIZE_BILINEAR,
.inputs = {0, 1, 2},
.outputs = {3},
}
};
const std::vector<uint32_t> inputIndexes = {0};
const std::vector<uint32_t> outputIndexes = {3};
std::vector<uint8_t> operandValues = {
102, 102, 230, 63, 102, 102, 230, 63
};
const std::vector<hidl_memory> pools = {};
return {
.operands = operands,
.operations = operations,
.inputIndexes = inputIndexes,
.outputIndexes = outputIndexes,
.operandValues = operandValues,
.pools = pools,
};
}
inline bool is_ignored_scale_quant8(int i) {
static std::set<int> ignore = {};
return ignore.find(i) != ignore.end();
}
// Create the model
Model createTestModel_scale_dynamic_output_shape_float16() {
const std::vector<Operand> operands = {
{
.type = OperandType::TENSOR_FLOAT16,
.dimensions = {1, 2, 2, 1},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::MODEL_INPUT,
.location = {.poolIndex = 0, .offset = 0, .length = 0},
},
{
.type = OperandType::FLOAT16,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 0, .length = 2},
},
{
.type = OperandType::FLOAT16,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 2, .length = 2},
},
{
.type = OperandType::TENSOR_FLOAT16,
.dimensions = {0, 0, 0, 0},
.numberOfConsumers = 0,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::MODEL_OUTPUT,
.location = {.poolIndex = 0, .offset = 0, .length = 0},
}
};
const std::vector<Operation> operations = {
{
.type = OperationType::RESIZE_BILINEAR,
.inputs = {0, 1, 2},
.outputs = {3},
}
};
const std::vector<uint32_t> inputIndexes = {0};
const std::vector<uint32_t> outputIndexes = {3};
std::vector<uint8_t> operandValues = {
51, 63, 51, 63
};
const std::vector<hidl_memory> pools = {};
return {
.operands = operands,
.operations = operations,
.inputIndexes = inputIndexes,
.outputIndexes = outputIndexes,
.operandValues = operandValues,
.pools = pools,
};
}
inline bool is_ignored_scale_dynamic_output_shape_float16(int i) {
static std::set<int> ignore = {};
return ignore.find(i) != ignore.end();
}
// Create the model
Model createTestModel_scale_dynamic_output_shape_quant8() {
const std::vector<Operand> operands = {
{
.type = OperandType::TENSOR_QUANT8_ASYMM,
.dimensions = {1, 2, 2, 1},
.numberOfConsumers = 1,
.scale = 0.01f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::MODEL_INPUT,
.location = {.poolIndex = 0, .offset = 0, .length = 0},
},
{
.type = OperandType::FLOAT32,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 0, .length = 4},
},
{
.type = OperandType::FLOAT32,
.dimensions = {},
.numberOfConsumers = 1,
.scale = 0.0f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::CONSTANT_COPY,
.location = {.poolIndex = 0, .offset = 4, .length = 4},
},
{
.type = OperandType::TENSOR_QUANT8_ASYMM,
.dimensions = {0, 0, 0, 0},
.numberOfConsumers = 0,
.scale = 0.01f,
.zeroPoint = 0,
.lifetime = OperandLifeTime::MODEL_OUTPUT,
.location = {.poolIndex = 0, .offset = 0, .length = 0},
}
};
const std::vector<Operation> operations = {
{
.type = OperationType::RESIZE_BILINEAR,
.inputs = {0, 1, 2},
.outputs = {3},
}
};
const std::vector<uint32_t> inputIndexes = {0};
const std::vector<uint32_t> outputIndexes = {3};
std::vector<uint8_t> operandValues = {
102, 102, 230, 63, 102, 102, 230, 63
};
const std::vector<hidl_memory> pools = {};
return {
.operands = operands,
.operations = operations,
.inputIndexes = inputIndexes,
.outputIndexes = outputIndexes,
.operandValues = operandValues,
.pools = pools,
};
}
inline bool is_ignored_scale_dynamic_output_shape_quant8(int i) {
static std::set<int> ignore = {};
return ignore.find(i) != ignore.end();
}