tests/python/contrib/test_ethosu/test_compiler.py

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import pytest

pytest.importorskip("ethosu.vela")
import tvm
from tvm import relay
from tvm.relay.backend.contrib.ethosu.tir.compiler import _lower_to_tir
from . import infra


def _create_single_conv2d():
    ifm = relay.var("x", shape=(1, 8, 8, 4), dtype="int8")
    conv1 = infra.make_ethosu_conv2d(ifm, 4, 4, (3, 3), (1, 1), (1, 1), (1, 1))
    func = relay.Function(relay.analysis.free_vars(conv1), conv1)
    return func


def _create_double_conv2d():
    ifm = relay.var("x", shape=(1, 8, 8, 4), dtype="int8")
    conv1 = infra.make_ethosu_conv2d(ifm, 4, 4, (3, 3), (1, 1), (1, 1), (1, 1))
    conv2 = infra.make_ethosu_conv2d(conv1, 4, 7, (2, 2), (1, 1), (1, 1), (1, 1))
    func = relay.Function(relay.analysis.free_vars(conv2), conv2)
    return func


def _create_non_linear_conv2d():
    shape = (1, 8, 8, 4)
    ifm1 = relay.var("x", shape=shape, dtype="int8")
    ifm2 = relay.var("y", shape=shape, dtype="int8")
    conv1 = infra.make_ethosu_conv2d(ifm1, 4, 4, (3, 3), (1, 1), (1, 1), (1, 1))
    conv2 = infra.make_ethosu_conv2d(ifm2, 4, 4, (3, 3), (1, 1), (1, 1), (1, 1))
    add = infra.make_ethosu_binary_elementwise(conv1, conv2, shape[3], shape[3], "ADD", "int8")
    func = relay.Function(relay.analysis.free_vars(add), add)
    return func


@pytest.mark.parametrize(
    "relay_function, arg_count",
    [(_create_single_conv2d, 2), (_create_double_conv2d, 2), (_create_non_linear_conv2d, 3)],
)
def test_lower_to_tir_arg_count(relay_function, arg_count):
    mod = tvm.IRModule()
    mod["main"] = relay_function()
    mod = relay.transform.InferType()(mod)
    tir_mod = _lower_to_tir(mod["main"])[0]
    primfunc = tir_mod["main"]
    assert len(primfunc.params) == arg_count


if __name__ == "__main__":
    tvm.testing.main()