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"""The Relax Adreno GPU backend compilation pipeline and other passes."""

import tvm
from tvm import relax
from tvm.relax.transform.legalize_ops import adreno as legalize_adreno


def library_dispatch_passes(target: tvm.target.Target):  # pylint: disable=unused-argument
    """The default library dispatch passes for Adreno GPU backend."""
    if "clml" in target.keys:
        return [
            relax.backend.adreno.clml.OpenCLMLOffLoadForLLM(target),
            relax.backend.adreno.clml.OpenCLMLOffLoad(),
        ]
    else:
        return []


def legalize_passes(target: tvm.target.Target):  # pylint: disable=unused-argument
    """The default legalization passes for Adreno GPU backend."""
    desired_layouts = {"relax.nn.conv2d": ["NCHW4c", "OIHW4o", "NCHW4c"]}
    skip_ops = [
        "relax.nn.conv2d",
        "relax.nn.max_pool2d",
        "relax.nn.adaptive_avg_pool2d",
    ]
    pass_list = []

    pass_list.extend(
        [
            tvm.tirx.transform.BindTarget(tvm.target.Target.current(allow_none=False)),
            relax.transform.DecomposeOpsForInference(),
        ]
    )
    if "texture" in target.keys:
        pass_list.extend(
            [
                relax.transform.ConvertLayout(desired_layouts),
                relax.transform.Normalize(),
                relax.transform.FoldConstant(),
                relax.transform.LegalizeOps(skip_ops=skip_ops),
                relax.transform.AnnotateTIROpPattern(),
                relax.backend.adreno.transform.AnnotateCustomMemoryScope(target),
            ]
        )
    pass_list.extend([tvm.relax.transform.LegalizeOps()])
    if "texture" in target.keys:
        pass_list.extend(
            [
                relax.transform.LegalizeOps(
                    {"relax.nn.conv2d": legalize_adreno.conv2d_NCHWc_OIHWo},
                )
            ]
        )

    pass_list.extend(
        [
            relax.transform.AnnotateTIROpPattern(),
            relax.transform.FoldConstant(),
            relax.transform.FuseOps(),
            relax.transform.FuseTIR(),
            relax.transform.DeadCodeElimination(),
        ]
    )
    if "texture" in target.keys:
        pass_list.extend(
            [
                relax.backend.adreno.transform.FoldVDeviceScopeChange(),
                relax.transform.DeadCodeElimination(),
                relax.transform.SpecializePrimFuncBasedOnCallSite(),
            ]
        )
    from tvm.s_tir import dlight as dl  # pylint: disable=import-outside-toplevel

    pass_list.extend([relax.transform.Normalize()])
    pass_list.extend(
        [
            dl.ApplyDefaultSchedule(
                dl.adreno.Conv2d(),
                dl.adreno.LayoutTransform(),
                dl.adreno.Pool2D(),
            )
        ]
    )
    pass_list.extend(
        [
            dl.ApplyDefaultSchedule(
                dl.gpu.Reduction(),
                dl.gpu.GeneralReduction(),
                dl.gpu.Fallback(),
            )
        ]
    )
    return pass_list


def dataflow_lower_passes(target: tvm.target.Target):  # pylint: disable=unused-argument
    """The default dataflow lowering passes for Adreno GPU backend."""
    return relax.backend.gpu_generic.dataflow_lower_passes(target)


def finalize_passes(target: tvm.target.Target):  # pylint: disable=unused-argument
    """The default finalization passes for Adreno GPU backend."""
    return relax.backend.gpu_generic.finalize_passes(target)


def get_default_pipeline(target: tvm.target.Target):
    """Return the default compilation pipeline for Adreno GPU."""

    @tvm.transform.module_pass(opt_level=0)
    def _pipeline(mod: tvm.ir.IRModule, _ctx: tvm.transform.PassContext):
        with target:
            seq = tvm.transform.Sequential(
                library_dispatch_passes(target)
                + legalize_passes(target)
                + dataflow_lower_passes(target)
                + finalize_passes(target)
            )
            mod = seq(mod)
        return mod

    return _pipeline