vta/python/vta/autotvm.py

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"""Defines AutoTVM components used with VTA."""

from tvm.autotvm.measure import default_module_loader
from . import rpc_client


def module_loader(bitstream=None):
    """Construct a ModuleLoader implementation specialized for VTA.

    Parameters
    ----------
    bitsream : Optional[str]
        Path to the bitstream to write prior to uploading code.

    Returns
    -------
    ModuleLoader :
        The ModuleLoader instance.
    """

    def reprogram_fpga(remote, _build_result):
        """default_module_loader callback which reprograms the FPGA.

        Parameters
        ----------
        remote : tvm.rpc.RPCSession
            RPC session established to the remote device.

        _build_result : tvm.autotvm.measure.measure_methods.BuildResult
            Artifact from the build phase, unused here.
        """
        rpc_client.program_fpga(remote, bitstream)
        rpc_client.reconfig_runtime(remote)

    return default_module_loader(reprogram_fpga)