258 lines
7.1 KiB
Python
258 lines
7.1 KiB
Python
# Licensed to the Apache Software Foundation (ASF) under one
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# or more contributor license agreements. See the NOTICE file
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# distributed with this work for additional information
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# regarding copyright ownership. The ASF licenses this file
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# to you under the Apache License, Version 2.0 (the
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# "License"); you may not use this file except in compliance
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# with the License. You may obtain a copy of the License at
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#
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# http://www.apache.org/licenses/LICENSE-2.0
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#
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# Unless required by applicable law or agreed to in writing,
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# software distributed under the License is distributed on an
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# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
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# KIND, either express or implied. See the License for the
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# specific language governing permissions and limitations
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# under the License.
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# ruff: noqa: RUF012
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"""Runners"""
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from collections.abc import Callable
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from typing import Union
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# isort: off
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from typing import Literal
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# isort: on
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from tvm_ffi import register_object
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from tvm.runtime import Object
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from .. import _ffi_api
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from ..arg_info import ArgInfo
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@register_object("s_tir.meta_schedule.RunnerInput")
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class RunnerInput(Object):
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"""The runner's input
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Parameters
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----------
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artifact_path : str
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The path to the built artifact.
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device_type : str
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The device type.
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args_info : List[ArgInfo]
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The argument information.
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"""
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artifact_path: str
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device_type: str
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args_info: list[ArgInfo]
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def __init__(
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self,
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artifact_path: str,
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device_type: str,
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args_info: list[ArgInfo],
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) -> None:
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"""Constructor
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Parameters
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----------
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artifact_path : str
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The path to the built artifact.
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device_type : str
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The device type.
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args_info : List[ArgInfo]
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The argument information.
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"""
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self.__init_handle_by_constructor__(
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_ffi_api.RunnerInput, # type: ignore # pylint: disable=no-member
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artifact_path,
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device_type,
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args_info,
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)
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@register_object("s_tir.meta_schedule.RunnerResult")
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class RunnerResult(Object):
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"""The runner's result
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Parameters
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----------
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run_secs : Optional[List[float]]
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The run time in seconds.
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error_msg : Optional[str]
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The error message, if any.
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"""
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run_secs: list[float] | None
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error_msg: str | None
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def __init__(
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self,
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run_secs: list[float] | None,
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error_msg: str | None,
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) -> None:
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"""Constructor
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Parameters
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----------
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run_secs : Optional[List[float]]
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The run time in seconds.
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error_msg : Optional[str]
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The error message, if any.
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"""
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self.__init_handle_by_constructor__(
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_ffi_api.RunnerResult, # type: ignore # pylint: disable=no-member
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run_secs,
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error_msg,
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)
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@register_object("s_tir.meta_schedule.RunnerFuture")
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class RunnerFuture(Object):
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"""
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A class to fetch asynchronous runner's output.
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This is NOT the user facing class for function overloading inheritance.
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Can be used for general return type of runner.
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See also: PyRunnerFuture
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"""
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def __init__(self, f_done: Callable, f_result: Callable | None = None) -> None:
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"""Constructor"""
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self.__init_handle_by_constructor__(
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_ffi_api.RunnerFuture, # type: ignore # pylint: disable=no-member
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f_done,
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f_result,
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)
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def done(self) -> bool:
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"""Check whether the runner has finished."""
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return _ffi_api.RunnerFutureDone(self) # type: ignore # pylint: disable=no-member
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def result(self) -> RunnerResult:
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"""Fetch the runner's output if it is ready."""
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return _ffi_api.RunnerFutureResult(self) # type: ignore # pylint: disable=no-member
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class PyRunnerFuture:
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"""
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A class to fetch asynchronous runner's output with customizable function on the python side.
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This is the user facing class for function overloading inheritance.
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Can NOT be used for general return type of runner.
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Note: @derived_object is required for proper usage of any inherited class.
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Example::
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@derived_object
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def LocalRunnerFuture(PyRunnerFuture):
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...
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"""
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_tvm_metadata = {
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"cls": RunnerFuture,
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"methods": ["done", "result"],
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}
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def done(self) -> bool:
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"""Check whether the runner has finished."""
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raise NotImplementedError
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def result(self) -> RunnerResult:
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"""Fetch the runner's output if it is ready."""
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raise NotImplementedError
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@register_object("s_tir.meta_schedule.Runner")
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class Runner(Object):
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"""The abstract runner interface"""
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RunnerType = Union["Runner", Literal["local", "rpc"]]
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def run(self, runner_inputs: list[RunnerInput]) -> list[RunnerFuture]:
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"""Run the built artifact and get runner futures.
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Parameters
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----------
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runner_inputs : List[RunnerInput]
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The inputs to the runner.
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Returns
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-------
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runner_futures: List[RunnerFuture]
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The runner futures.
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"""
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return _ffi_api.RunnerRun(self, runner_inputs) # type: ignore # pylint: disable=no-member
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@staticmethod
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def create( # pylint: disable=keyword-arg-before-vararg
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kind: Literal["local", "rpc"] = "local",
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*args,
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**kwargs,
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) -> "Runner":
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"""Create a Runner."""
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from . import LocalRunner, RPCRunner # pylint: disable=import-outside-toplevel
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if kind == "local":
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if "max_workers" in kwargs:
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kwargs.pop("max_workers")
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return LocalRunner(*args, **kwargs) # type: ignore
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elif kind == "rpc":
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return RPCRunner(*args, **kwargs) # type: ignore
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raise ValueError(f"Unknown Runner: {kind}")
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create = Runner.create # pylint: disable=invalid-name
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@register_object("s_tir.meta_schedule.PyRunner")
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class _PyRunner(Runner):
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"""
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A TVM object runner to support customization on the python side.
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This is NOT the user facing class for function overloading inheritance.
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See also: PyRunner
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"""
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def __init__(self, f_run: Callable | None = None) -> None:
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"""Constructor"""
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self.__init_handle_by_constructor__(
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_ffi_api.RunnerPyRunner, # type: ignore # pylint: disable=no-member
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f_run,
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)
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class PyRunner:
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"""
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An abstract runner with customized run method on the python-side.
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This is the user facing class for function overloading inheritance.
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Note: @derived_object is required for proper usage of any inherited class.
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"""
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_tvm_metadata = {
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"cls": _PyRunner,
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"methods": ["run"],
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}
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def run(self, runner_inputs: list[RunnerInput]) -> list[RunnerFuture]:
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"""Run the built artifact and get runner futures.
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Parameters
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----------
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runner_inputs : List[RunnerInput]
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The inputs to the runner.
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Returns
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-------
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runner_futures: List[RunnerFuture]
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The runner futures.
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"""
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raise NotImplementedError
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