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154 lines
5.1 KiB
Python
154 lines
5.1 KiB
Python
#!/usr/bin/env python3
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# Copyright (c) 2025 Advanced Micro Devices, Inc. All rights reserved.
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#
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# Permission is hereby granted, free of charge, to any person obtaining a copy
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# of this software and associated documentation files (the "Software"), to deal
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# in the Software without restriction, including without limitation the rights
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# to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
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# copies of the Software, and to permit persons to whom the Software is
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# furnished to do so, subject to the following conditions:
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#
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# The above copyright notice and this permission notice shall be included in
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# all copies or substantial portions of the Software.
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#
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# THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
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# IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
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# FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
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# AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
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# LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
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# OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN
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# THE SOFTWARE.
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from hip import hip
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import argparse
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import numpy as np
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from dataclasses import dataclass
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from typing import Optional
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def hip_check(call_result):
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err = call_result[0]
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result = call_result[1:]
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if len(result) == 1:
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result = result[0]
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if isinstance(err, hip.hipError_t) and err != hip.hipError_t.hipSuccess:
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raise RuntimeError(str(err))
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return result
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class Parser:
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@staticmethod
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def get_parser(
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default_bytes: Optional[int] = None,
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default_iterations: int = 32,
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default_max_feval: int = 100,
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default_output_dir: str = "../output",
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default_strategy: str = "dual_annealing",
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):
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parser = argparse.ArgumentParser()
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parser.add_argument(
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"--size",
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type=int,
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default=default_bytes,
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help=f"Size in bytes (default: {default_bytes})",
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)
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parser.add_argument(
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"--iterations",
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type=int,
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default=default_iterations,
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help=f"Number of iterations (default: {default_iterations})",
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)
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parser.add_argument(
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"--max-fevals",
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type=int,
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default=default_max_feval,
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help=f"Maximum number of unique valid function evaluations (default: {default_max_feval})",
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)
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parser.add_argument(
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"--output-dir",
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type=str,
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default=default_output_dir,
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help=f"Output directory for JSON files (default: {default_output_dir})",
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)
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parser.add_argument(
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"--include-default-config",
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action="store_true",
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default=True,
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help="Include default configs of previous tuning in the new results",
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)
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parser.add_argument(
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"--no-include-default-config",
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action="store_false",
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dest="include-default-config",
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help="Do not include default configs",
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)
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parser.add_argument(
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"--strategy",
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type=str,
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default=default_strategy,
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help=f"Strategy Kernel Tuner will use (default: {default_strategy})",
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)
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parser.add_argument(
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"--simulation-mode",
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action="store_true",
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default=False,
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help="Run strategy in simulation mode (you need the cache files of the full searchspace)",
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)
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parser.add_argument(
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"--no-simulation-mode",
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action="store_false",
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dest="simulation-mode",
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help="Do not run strategy in simulation mode",
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)
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parser.add_argument(
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"--arch-name",
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type=str,
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required=False,
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help="Specify arch, needed when running in simulation",
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)
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parser.add_argument(
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"--save-metadata",
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action="store_true",
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default=False,
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help="Save Kernel Tuner metadata",
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)
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parser.add_argument(
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"--no-save-metadata",
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action="store_false",
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dest="save-metadata",
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help="Do not save Kernel Tuner metadata",
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)
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parser.add_argument(
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"--seed",
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type=int,
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default=-1,
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help=f"The initial seed to generate the input data with",
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)
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return parser
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@dataclass
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class TypeInfo:
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cpp_type: str
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size: int
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numpy_type: np.dtype
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TYPE_CONFIGS = {
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"int64_t": TypeInfo("int64_t", 8, np.int64),
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"int": TypeInfo("int", 4, np.int32),
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"short": TypeInfo("short", 2, np.int16),
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"int8_t": TypeInfo("int8_t", 1, np.int8),
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"double": TypeInfo("double", 8, np.float64),
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"float": TypeInfo("float", 4, np.float32),
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"rocprim::half": TypeInfo("rocprim::half", 2, np.float16),
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"rocprim::int128_t": TypeInfo(
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"rocprim::int128_t", 16, np.dtype([("low", np.int64), ("high", np.int64)])
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),
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"rocprim::uint128_t": TypeInfo(
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"rocprim::uint128_t", 16, np.dtype([("low", np.uint64), ("high", np.uint64)])
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),
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}
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