| // 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(); |
| } |
| |