def test_split(): cfg = ConfigSpace() gemm_func(cfg, 128) assert len(cfg) == 64 assert len(cfg.space_map['tile_y']) == 8 # test fallback cfg = FallbackConfigEntity() cfg.define_split('tile_n', cfg.axis(128), num_outputs=3) cfg.fallback_split('tile_n', [-1, 8, 4]) assert cfg['tile_n'].size == [4, 8, 4] cfg = FallbackConfigEntity() cfg.define_split('tile_n', cfg.axis(49), num_outputs=3) cfg.fallback_split('tile_n', [-1, 8, 4]) assert cfg['tile_n'].size == [7, 7, 1]
def test_split(): cfg = ConfigSpace() gemm_func(cfg, 128) assert len(cfg) == 64 assert len(cfg.space_map['tile_y']) == 8 # test policy cfg = ConfigSpace() cfg.define_split('tile_x', cfg.axis(256), policy='factors', num_outputs=3) assert len(cfg.space_map['tile_x']) == 45 cfg.define_split('tile_y', cfg.axis(256), policy='power2', num_outputs=3) assert len(cfg.space_map['tile_y']) == 45 cfg.define_split('tile_z', cfg.axis(256), policy='verbose', num_outputs=3) assert len(cfg.space_map['tile_z']) == 45 cfg.define_split('tile_a', cfg.axis(224), policy='factors', num_outputs=3) assert len(cfg.space_map['tile_a']) == 63 cfg.define_split('tile_b', cfg.axis(224), policy='power2', num_outputs=3) assert len(cfg.space_map['tile_b']) == 36 cfg.define_split('tile_c', cfg.axis(224), policy='verbose', num_outputs=3) assert len(cfg.space_map['tile_c']) == 84 # Count the number of non-negative integer solutions of a + b + c + d = n def count4(n): cnt = 0 for a in range(0, n + 1): for b in range(0, n - a + 1): cnt += n - a - b + 1 return cnt # test overflow n = 25 cfg = ConfigSpace() cfg.define_split('x', cfg.axis(2**n), policy='factors', num_outputs=4) # count4(25) is 3276. assert len(cfg.space_map['x']) == count4(n) # test fallback cfg = FallbackConfigEntity() cfg.define_split('tile_n', cfg.axis(128), num_outputs=3) cfg.fallback_split('tile_n', [-1, 8, 4]) assert cfg['tile_n'].size == [4, 8, 4] cfg = FallbackConfigEntity() cfg.define_split('tile_n', cfg.axis(49), num_outputs=3) cfg.fallback_split('tile_n', [-1, 8, 4]) assert cfg['tile_n'].size == [7, 7, 1] cfg = FallbackConfigEntity() cfg.define_split('tile_n', cfg.axis(49), num_outputs=3) try: cfg.fallback_split('tile_n', [-1, 1, 0]) assert False except RuntimeError: pass
def test_split(): cfg = ConfigSpace() gemm_func(cfg, 128) assert len(cfg) == 64 assert len(cfg.space_map['tile_y']) == 8 # test fallback cfg = FallbackConfigEntity() cfg.define_split('tile_n', cfg.axis(128), num_outputs=3) cfg.fallback_split('tile_n', [-1, 8, 4]) assert cfg['tile_n'].size == [4, 8, 4] cfg = FallbackConfigEntity() cfg.define_split('tile_n', cfg.axis(49), num_outputs=3) cfg.fallback_split('tile_n', [-1, 8, 4]) assert cfg['tile_n'].size == [7, 7, 1] cfg = FallbackConfigEntity() cfg.define_split('tile_n', cfg.axis(49), num_outputs=3) try: cfg.fallback_split('tile_n', [-1, 1, 0]) assert False except RuntimeError: pass
def test_split(): cfg = ConfigSpace() gemm_func(cfg, 128) assert len(cfg) == 64 assert len(cfg.space_map['tile_y']) == 8 # test policy cfg = ConfigSpace() cfg.define_split('tile_x', cfg.axis(256), policy='factors', num_outputs=3) assert len(cfg.space_map['tile_x']) == 45 cfg.define_split('tile_y', cfg.axis(256), policy='power2', num_outputs=3) assert len(cfg.space_map['tile_y']) == 45 cfg.define_split('tile_z', cfg.axis(256), policy='verbose', num_outputs=3) assert len(cfg.space_map['tile_z']) == 45 cfg.define_split('tile_a', cfg.axis(224), policy='factors', num_outputs=3) assert len(cfg.space_map['tile_a']) == 63 cfg.define_split('tile_b', cfg.axis(224), policy='power2', num_outputs=3) assert len(cfg.space_map['tile_b']) == 36 cfg.define_split('tile_c', cfg.axis(224), policy='verbose', num_outputs=3) assert len(cfg.space_map['tile_c']) == 84 # test fallback cfg = FallbackConfigEntity() cfg.define_split('tile_n', cfg.axis(128), num_outputs=3) cfg.fallback_split('tile_n', [-1, 8, 4]) assert cfg['tile_n'].size == [4, 8, 4] cfg = FallbackConfigEntity() cfg.define_split('tile_n', cfg.axis(49), num_outputs=3) cfg.fallback_split('tile_n', [-1, 8, 4]) assert cfg['tile_n'].size == [7, 7, 1] cfg = FallbackConfigEntity() cfg.define_split('tile_n', cfg.axis(49), num_outputs=3) try: cfg.fallback_split('tile_n', [-1, 1, 0]) assert False except RuntimeError: pass
def test_split(): cfg = ConfigSpace() gemm_func(cfg, 128) assert len(cfg) == 64 assert len(cfg.space_map["tile_y"]) == 8 # test policy cfg = ConfigSpace() cfg.define_split("tile_x", cfg.axis(256), policy="factors", num_outputs=3) assert len(cfg.space_map["tile_x"]) == 45 cfg.define_split("tile_y", cfg.axis(256), policy="power2", num_outputs=3) assert len(cfg.space_map["tile_y"]) == 45 cfg.define_split("tile_z", cfg.axis(256), policy="verbose", num_outputs=3) assert len(cfg.space_map["tile_z"]) == 45 cfg.define_split("tile_a", cfg.axis(224), policy="factors", num_outputs=3) assert len(cfg.space_map["tile_a"]) == 63 cfg.define_split("tile_b", cfg.axis(224), policy="power2", num_outputs=3) assert len(cfg.space_map["tile_b"]) == 36 cfg.define_split("tile_c", cfg.axis(224), policy="verbose", num_outputs=3) assert len(cfg.space_map["tile_c"]) == 84 # Count the number of non-negative integer solutions of a + b + c + d = n def count4(n): cnt = 0 for a in range(0, n + 1): for b in range(0, n - a + 1): cnt += n - a - b + 1 return cnt # test overflow n = 25 cfg = ConfigSpace() cfg.define_split("x", cfg.axis(2**n), policy="factors", num_outputs=4) # count4(25) is 3276. assert len(cfg.space_map["x"]) == count4(n) # test fallback cfg = FallbackConfigEntity() cfg.define_split("tile_n", cfg.axis(128), num_outputs=3) cfg.fallback_split("tile_n", [-1, 8, 4]) # verify if define_split override previously manualy defined split params cfg.define_split("tile_n", cfg.axis(128), num_outputs=3) assert cfg["tile_n"].size == [4, 8, 4] cfg = FallbackConfigEntity() cfg.define_split("tile_n", cfg.axis(49), num_outputs=3) cfg.fallback_split("tile_n", [-1, 8, 4]) assert cfg["tile_n"].size == [7, 7, 1] cfg = FallbackConfigEntity() cfg.define_split("tile_n", cfg.axis(49), num_outputs=3) try: cfg.fallback_split("tile_n", [-1, 1, 0]) assert False except RuntimeError: pass