tests/python/driver/tvmc/test_common.py

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import argparse
import os
from os import path

import pytest

import tvm
from tvm.driver import tvmc


def test_compile_tflite_module_nhwc_to_nchw(tflite_mobilenet_v1_1_quant):
    # some CI environments wont offer TFLite, so skip in case it is not present
    pytest.importorskip("tflite")

    before, _ = tvmc.frontends.load_model(tflite_mobilenet_v1_1_quant)

    expected_layout = "NCHW"
    after = tvmc.common.convert_graph_layout(before, expected_layout)

    layout_transform_calls = []

    def _is_layout_transform(node):
        if isinstance(node, tvm.relay.expr.Call):
            layout_transform_calls.append(
                node.op.name == "layout_transform"
                and node.attrs.src_layout == "NHWC"
                and node.attrs.dst_layout == "NCHW"
            )

    tvm.relay.analysis.post_order_visit(after["main"], _is_layout_transform)

    assert any(layout_transform_calls), "Expected 'layout_transform NHWC->NCHW' not found"


def test_compile_onnx_module_nchw_to_nhwc(onnx_resnet50):
    # some CI environments wont offer ONNX, so skip in case it is not present
    pytest.importorskip("onnx")

    before, _ = tvmc.frontends.load_model(onnx_resnet50)

    expected_layout = "NHWC"
    after = tvmc.common.convert_graph_layout(before, expected_layout)

    layout_transform_calls = []

    def _is_layout_transform(node):
        if isinstance(node, tvm.relay.expr.Call):
            layout_transform_calls.append(
                node.op.name == "layout_transform"
                and node.attrs.src_layout == "NCHW"
                and node.attrs.dst_layout == "NHWC"
            )

    tvm.relay.analysis.post_order_visit(after["main"], _is_layout_transform)

    assert any(layout_transform_calls), "Expected 'layout_transform NCWH->NHWC' not found"


def test_compile_tflite_module__same_layout__nhwc_to_nhwc(tflite_mobilenet_v1_1_quant):
    # some CI environments wont offer TFLite, so skip in case it is not present
    pytest.importorskip("tflite")

    before, _ = tvmc.frontends.load_model(tflite_mobilenet_v1_1_quant)

    expected_layout = "NHWC"
    after = tvmc.common.convert_graph_layout(before, expected_layout)

    layout_transform_calls = []

    def _is_layout_transform(node):
        if isinstance(node, tvm.relay.expr.Call):
            layout_transform_calls.append(
                node.op.name == "layout_transform"
                and node.attrs.src_layout == "NHWC"
                and node.attrs.dst_layout == "NHWC"
            )

    tvm.relay.analysis.post_order_visit(after["main"], _is_layout_transform)

    assert not any(layout_transform_calls), "Unexpected 'layout_transform' call"


def test_compile_onnx_module__same_layout__nchw_to_nchw(onnx_resnet50):
    # some CI environments wont offer ONNX, so skip in case it is not present
    pytest.importorskip("onnx")

    before, _ = tvmc.frontends.load_model(onnx_resnet50)

    expected_layout = "NCHW"
    after = tvmc.common.convert_graph_layout(before, expected_layout)

    layout_transform_calls = []

    def _is_layout_transform(node):
        if isinstance(node, tvm.relay.expr.Call):
            layout_transform_calls.append(
                node.op.name == "layout_transform"
                and node.attrs.src_layout == "NCHW"
                and node.attrs.dst_layout == "NCHW"
            )

    tvm.relay.analysis.post_order_visit(after["main"], _is_layout_transform)

    assert not any(layout_transform_calls), "Unexpected 'layout_transform' call"


def test_tracker_host_port_from_cli__hostname_port():
    input_str = "1.2.3.4:9090"
    expected_host = "1.2.3.4"
    expected_port = 9090

    actual_host, actual_port = tvmc.common.tracker_host_port_from_cli(input_str)

    assert expected_host == actual_host
    assert expected_port == actual_port


def test_tracker_host_port_from_cli__hostname_port__empty():
    input_str = ""

    actual_host, actual_port = tvmc.common.tracker_host_port_from_cli(input_str)

    assert actual_host is None
    assert actual_port is None


def test_tracker_host_port_from_cli__only_hostname__default_port_is_9090():
    input_str = "1.2.3.4"
    expected_host = "1.2.3.4"
    expected_port = 9090

    actual_host, actual_port = tvmc.common.tracker_host_port_from_cli(input_str)

    assert expected_host == actual_host
    assert expected_port == actual_port