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141
superbench/benchmarks/micro_benchmarks/blaslt_function_base.py
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,141 @@ | ||
| # Copyright (c) Microsoft Corporation. | ||
| # Licensed under the MIT license. | ||
|
|
||
| """Module of the BLASLt GEMM Base Class.""" | ||
| import itertools | ||
|
|
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| from superbench.common.utils import logger | ||
| from superbench.benchmarks.micro_benchmarks import MicroBenchmarkWithInvoke | ||
|
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| def mrange(start, stop=-1, multiplication_factor=2, symbol='x'): | ||
| """Range constructor with multiplication factor. | ||
| Args: | ||
| start (int): Start number. | ||
| stop (int, optional): Stop number. Defaults to -1. | ||
| multiplication_factor (int, optional): Multiplication factor. Defaults to 2. | ||
| symbol (str, optional): Symbol. Defaults to 'x' (multiplication). | ||
| Yields: | ||
| int: number in the range. | ||
| """ | ||
| if symbol == 'x': | ||
| while True: | ||
| yield start | ||
| start *= multiplication_factor | ||
| if start > stop or start == 0 or multiplication_factor < 2: | ||
| break | ||
| elif symbol == '+': | ||
| while True: | ||
| yield start | ||
| start = start + multiplication_factor | ||
| if start > stop or start == 0 or multiplication_factor < 1: | ||
| break | ||
| else: | ||
| raise ValueError(f'Invalid symbol {symbol}.') | ||
|
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|
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| def validate_mrange(string): | ||
| """Validate mrange string in format start[[:stop]:multiplication_factor]. | ||
| Args: | ||
| string (str): mrange string. | ||
| Returns: | ||
| bool: whether the mrange is expected. | ||
| """ | ||
| nums = string.split(':') | ||
| if len(nums) > 3: | ||
| return False | ||
|
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||
| if len(nums) < 3: | ||
| return all(x.isdigit() for x in nums) | ||
| return nums[0].isdigit() and nums[1].isdigit() and (nums[2].lstrip('+').isdigit() or nums[2].lstrip('x').isdigit()) | ||
|
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| class BlasLtBaseBenchmark(MicroBenchmarkWithInvoke): | ||
| """The BLASLt GEMM Base class.""" | ||
| def __init__(self, name, parameters=''): | ||
| """Constructor. | ||
| Args: | ||
| name (str): benchmark name. | ||
| parameters (str): benchmark parameters. | ||
| """ | ||
| super().__init__(name, parameters) | ||
|
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| def add_parser_arguments(self): | ||
| """Add the specified arguments.""" | ||
| super().add_parser_arguments() | ||
|
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| self._parser.add_argument( | ||
| '--shapes', | ||
| type=str, | ||
| nargs='+', | ||
| default=[f'{x},{x},{x}' for x in [2048, 4096, 8192]], | ||
| help='Shapes in m,n,k format. Support format start:stop:multiplication_factor, e.g., 16:128:2.', | ||
| ) | ||
| self._parser.add_argument( | ||
| '--batch', | ||
| type=str, | ||
| default='0', | ||
| required=False, | ||
| help=( | ||
| 'Batch size for strided batch GEMM, set 0 to disable.' | ||
| ' Support format start:stop:multiplication_factor, e.g., 16:128:2.' | ||
| ), | ||
| ) | ||
| self._parser.add_argument( | ||
| '--num_warmup', | ||
| type=int, | ||
| default=20, | ||
| required=False, | ||
| help='Number of warm up steps.', | ||
| ) | ||
| self._parser.add_argument( | ||
| '--num_steps', | ||
| type=int, | ||
| default=50, | ||
| required=False, | ||
| help='Number of steps to measure.', | ||
| ) | ||
|
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| def _preprocess(self): | ||
| """Preprocess/preparation operations before the benchmarking. | ||
| Return: | ||
| True if _preprocess() succeed. | ||
| """ | ||
| if not super()._preprocess(): | ||
| return False | ||
|
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| if not validate_mrange(self._args.batch): | ||
| logger.error(f'Invalid batch size {self._args.batch}.') | ||
| return False | ||
|
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| for _in_type in self._args.in_types: | ||
| if _in_type not in self._in_types: | ||
| logger.error(f'Invalid input type {_in_type}.') | ||
| return False | ||
|
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| self._shapes_to_run = [] | ||
| for _in_type in self._args.in_types: | ||
| for _b in mrange(*map(int, self._args.batch.split(':'))): | ||
| for shape in self._args.shapes: | ||
| shape_list = shape.replace(',', ' ').split() | ||
| if len(shape_list) != 3 or not all(validate_mrange(x) for x in shape_list): | ||
| logger.error(f'Invalid shape {shape}.') | ||
| return False | ||
| for _m, _n, _k in itertools.product( | ||
| *map( | ||
| lambda shape: mrange( | ||
| *map(lambda dim: int(dim.lstrip('+').lstrip('x')), shape.split(':')), | ||
| symbol=shape.split(':')[2][0] | ||
| if len(shape.split(':')) == 3 and any([i in shape for i in ['+', 'x']]) else 'x' | ||
| ), shape_list | ||
| ) | ||
| ): | ||
| self._shapes_to_run.append((_m, _n, _k, _b, _in_type)) | ||
|
|
||
| return True |
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