TheRock/rocm-libraries/shared/tensile/Tensile/Tests/unit/test_Component.py

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import pytest

import Tensile.Component  as Component
import Tensile.Components as Components
from Tensile.DataType import DataType

def test_PartialMatch():
    a = {'foo': True,
         'bar': 25,
         'baz': {'Enabled': True,
                 'Debug': False}}

    b = {'foo': True}

    assert Component.PartialMatch(b, a)
    assert not Component.PartialMatch(a, b)

    assert not Component.PartialMatch({'foo': False}, a)

    assert not Component.PartialMatch({'baz': {"Enabled": False}}, a)
    assert Component.PartialMatch({'baz': {"Enabled": True}},  a)

    assert not Component.PartialMatch({'baz': {"Error": True}}, a)

    assert not Component.PartialMatch({'bar': lambda x: x < 10}, a)
    assert Component.PartialMatch({'bar': lambda x: x > 10}, a)

    shouldMatch = lambda obj: obj['foo'] and obj['bar'] > 20
    shouldNotMatch = lambda obj: obj['foo'] and obj['bar'] < 20

    assert Component.PartialMatch(shouldMatch, a)
    assert not Component.PartialMatch(shouldNotMatch, a)

class MockWriter:
    def __init__(self, **kwargs):
        defaultArgs = {'endLine': '\n'}

        args = {}
        args.update(defaultArgs)
        args.update(kwargs)

        for k,v in args.items():
            setattr(self, k, v)

@pytest.fixture
def vega10():
    return {
        'asmCaps': {'v_fma_f16': False,
                   'v_pk_fma_f16': True,
                   'v_dot2c_f32_f16': False,
                   'v_dot2_f32_f16': False,
                   'v_dot4c_i32_i8': False,
                   'v_dot4_i32_i8': False,
                   "v_mad_mix_f32": True,
                   "v_fma_mix_f32": False,
                   "v_mac_f32": True,
                   "v_fma_f32": True,
                   "v_fmac_f32": False,
                   }
    }

@pytest.fixture
def navi10():
    return {
        'asmCaps': {'v_fma_f16': True,
                   'v_pk_fma_f16': False,
                   'v_dot2c_f32_f16': False,
                   'v_dot2_f32_f16': False,
                   'v_dot4c_i32_i8': False,
                   'v_dot4_i32_i8': False,
                   "v_mad_mix_f32": False,
                   "v_fma_mix_f32": True,
                   "v_mac_f32": True,
                   "v_fma_f32": True,
                   "v_fmac_f32": True}
    }

@pytest.fixture
def navi12():
    return {
        'asmCaps': {'v_fma_f16': False,
                   'v_pk_fma_f16': False,
                   'v_dot2c_f32_f16': True,
                   'v_dot2_f32_f16': True,
                   'v_dot4c_i32_i8': True,
                   'v_dot4_i32_i8': True,
                   "v_mad_mix_f32": False,
                   "v_fma_mix_f32": True,
                   "v_mac_f32": True,
                   "v_fma_f32": True,
                   "v_fmac_f32": True}
    }

@pytest.fixture
def f16():
    return {
        'kernel': {"ProblemType": {"DataType": DataType(DataType.half),
                                   "HighPrecisionAccumulate": False},
                   "AggressivePerfMode": True,
                   "LocalDotLayout": 1,
                   "InnerUnroll": 1,
                   "ThreadTile0": 4,
                   "ThreadTile1": 4}
    }

@pytest.fixture
def f16_hpa():
    return {
        'kernel': {"ProblemType": {"DataType": DataType(DataType.half),
                                   "HighPrecisionAccumulate": True},
                   "AggressivePerfMode": True,
                   "LocalDotLayout": 1,
                   "InnerUnroll": 1,
                   "ThreadTile0": 4,
                   "ThreadTile1": 4}
    }

@pytest.fixture
def f16_hpa_ldl():
    return {
        'kernel': {"ProblemType": {"DataType": DataType(DataType.half),
                                   "HighPrecisionAccumulate": True},
                   "AggressivePerfMode": True,
                   "LocalDotLayout": 2,
                   "InnerUnroll": 2,
                   "ThreadTile0": 4,
                   "ThreadTile1": 4}
    }

#navi = MockWriter(asmCaps = {'v_fma_f16': True,
#                             'v_pk_fma_f16': False},
#                  kernel = {"ProblemType": {"DataType": DataType(DataType.half),
#                                            "HighPrecisionAccumulate": False},
#                            "AggressivePerfMode": True,
#                            "ThreadTile0": 4,
#                            "ThreadTile1": 4},
#                  endLine = '\n')

def test_find(navi10, f16):
    writer = MockWriter(**navi10, **f16)

    found = Component.MAC.find(writer)
    assert isinstance(found, Components.MAC_F16.FMA_F16_NonPacked)

def test_find2(vega10, f16_hpa):
    writer = MockWriter(**vega10, **f16_hpa)

    found = Component.MAC.find(writer)
    assert isinstance(found, Components.MAC_F16_HPA.FMA_F16_HPA_MAD_MIX)

def test_MAC_F16_FMA_NonPacked(navi10, f16):
    writer = MockWriter(**navi10, **f16)

    found = Component.MAC.find(writer)
    kernelText = found(writer, 2, 4)
    print(kernelText)

def test_componentPath():
    assert Components.MAC_F16.FMA_F16_NonPacked.componentPath() == ["Component", "MAC", "FMA_F16_NonPacked"]

def test_find_macs(useGlobalParameters, f16, f16_hpa, f16_hpa_ldl):
    with useGlobalParameters() as globals:
        for dtype in [f16, f16_hpa, f16_hpa_ldl]:
            for arch in globals["SupportedISA"]:
                writer = MockWriter(asmCaps=globals["AsmCaps"][arch], archCaps=globals["ArchCaps"][arch], **dtype)

                found = Component.MAC.find(writer, True)
                # No HPA on 803, every other combination should work though.
                if arch != (8,0,3) or (dtype != f16_hpa and dtype != f16_hpa_ldl):
                    assert isinstance(found, Component.MAC)
                print(dtype, arch, found)