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104 changes: 104 additions & 0 deletions backends/arm/test/ops/test_add.py
Original file line number Diff line number Diff line change
Expand Up @@ -334,3 +334,107 @@ def test_add_tensor_16a8w_u85_INT16(test_data: input_t1):
),
)
pipeline.run()


def get_symmetric_a16w8_add_quantizer(u55_config=False, per_channel_quantization=False):
tosa_version = conftest.get_option("tosa_version")
tosa_profiles = {
"1.0": TosaSpecification.create_from_string("TOSA-1.0+INT+int16"),
}

quantizer = TOSAQuantizer(tosa_profiles[tosa_version])
quantizer.set_global(
get_symmetric_a16w8_quantization_config(is_per_channel=per_channel_quantization)
)

return Quantize(
quantizer,
get_symmetric_a16w8_quantization_config(
is_per_channel=per_channel_quantization
),
)


@common.parametrize("test_data", Add.test_data)
@pytest.mark.xfail(
reason="missing int16 add ops support; fails at TOSA reference model with Unsupported operation type or rank"
)
def test_add_tensor_16a8w_tosa_INT(test_data: input_t1):
"""Test add operation with 16A8W quantization (16-bit activations, 8-bit weights)"""
per_channel_quantization = False

pipeline = TosaPipelineINT[input_t1](
Add(),
test_data(),
aten_op,
exir_op=[],
per_channel_quantization=per_channel_quantization,
use_to_edge_transform_and_lower=True,
tosa_extensions=["int16"],
)

pipeline.change_args(
"quantize",
get_symmetric_a16w8_add_quantizer(
per_channel_quantization=per_channel_quantization
),
)
pipeline.run()


@common.parametrize("test_data", Add.test_data)
@common.XfailIfNoCorstone300
@pytest.mark.xfail(
reason="missing int16 add ops support; fails at TOSA reference model with Unsupported operation type or rank"
)
def test_add_tensor_16a8w_u55_INT16(test_data: input_t1):
"""Test add operation with 16A8W quantization on U55 (16-bit activations, 8-bit weights)"""
per_channel_quantization = False

pipeline = EthosU55PipelineINT[input_t1](
Add(),
test_data(),
aten_op,
exir_op,
per_channel_quantization=per_channel_quantization,
use_to_edge_transform_and_lower=True,
tosa_extensions=["int16"],
run_on_fvp=True,
)

pipeline.change_args(
"quantize",
get_symmetric_a16w8_add_quantizer(
u55_config=True, per_channel_quantization=per_channel_quantization
),
)
pipeline.run()


@common.parametrize("test_data", Add.test_data)
@common.XfailIfNoCorstone320
@pytest.mark.xfail(
reason="missing int16 add ops support; fails at TOSA reference model with Unsupported operation type or rank"
)
def test_add_tensor_16a8w_u85_INT16(test_data: input_t1):
"""Test add operation with 16A8W quantization on U85 (16-bit activations, 8-bit weights)"""
per_channel_quantization = False

pipeline = EthosU85PipelineINT[input_t1](
Add(),
test_data(),
aten_op,
exir_op=[],
per_channel_quantization=per_channel_quantization,
use_to_edge_transform_and_lower=True,
tosa_extensions=["int16"],
run_on_fvp=True,
)

pipeline.change_args(
"quantize",
get_symmetric_a16w8_add_quantizer(
u55_config=False, per_channel_quantization=per_channel_quantization
),
)
pipeline.run()
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