# Copyright (c) Microsoft Corporation. # Licensed under the MIT License. # pylint: disable=missing-docstring """Utility methods for generic GPU.""" from typing import List, Optional from tvm import tir from tvm.target import Target def max_threads_per_block(target: Target) -> int: """Get the maximum number of threads per block for a given target. Parameters ---------- target : Target The target to get the maximum number of threads per block for. Returns ------- max_threads_per_block : int The maximum number of threads per block for the given target. """ for name in ["max_threads_per_block", "max_num_threads"]: result = target.attrs.get(name, None) if result is not None: return result if target.kind.name == "cuda": return 1024 return 256 def suggest_threads_per_block( target: Target, loops: List[tir.For], max_threads_for_dynamic_loop: int = 32, ) -> List[int]: if target.kind.name == "cuda": threads = 1024 elif target.kind.name == "rocm": threads = 256 elif target.kind.name == "metal": threads = 256 else: threads = 64 results: List[Optional[int]] = [] dynamic: List[int] = [] for i, loop in enumerate(loops): loop_extent = loop.extent if isinstance(loop_extent, tir.IntImm): loop_extent = loop_extent.value extent = 1 while extent <= loop_extent and extent <= threads: extent *= 2 extent //= 2 assert extent >= 1 assert threads % extent == 0 threads //= extent results.append(extent) else: results.append(None) dynamic.append(i) for i in dynamic: extent = 1 while extent <= max_threads_for_dynamic_loop and extent <= threads: extent *= 2 extent //= 2 assert extent >= 1 assert threads % extent == 0 threads //= extent results[i] = extent if dynamic: results[dynamic[0]] *= threads return results def get_sm_version(target: Target) -> int: if target.kind.name != "cuda": return -1 arch = target.arch sm_version = arch.replace("sm_", "") return int(sm_version) if sm_version.isdigit() else -1