|
10 | 10 | from .reduction import any |
11 | 11 | from .comparison import eq |
12 | 12 |
|
| 13 | +from mindspore._c_expression import typing |
| 14 | +from mindspore._c_expression.typing import Type |
| 15 | + |
13 | 16 | # atleast_2d |
14 | 17 |
|
15 | 18 |
|
@@ -698,8 +701,89 @@ def masked_fill(input, mask, value): |
698 | 701 | masked_fill_ = _get_cache_prim(ops.MaskedFill)() |
699 | 702 | return masked_fill_(input, mask, mindspore.tensor(value, dtype=input.dtype)) |
700 | 703 |
|
701 | | -def finfo(dtype): |
702 | | - return np.finfo(mindspore.dtype_to_nptype(dtype)) |
| 704 | +def is_complex(weight): |
| 705 | + return weight.dtype in (mindspore.complex64, mindspore.complex128) |
| 706 | + |
| 707 | +dtype = Type |
| 708 | +float16 = typing.kFloat16 |
| 709 | +float32 = typing.kFloat32 |
| 710 | +bfloat16 = typing.kBFloat16 |
| 711 | + |
| 712 | +bits_map = { |
| 713 | + |
| 714 | +} |
| 715 | + |
| 716 | +min_map = { |
| 717 | + float32: -3.40282e+38, |
| 718 | + float16: -65504, |
| 719 | + bfloat16: -3.38953e+38 |
| 720 | +} |
| 721 | + |
| 722 | +max_map = { |
| 723 | + float32: 3.40282e+38, |
| 724 | + float16: 65504, |
| 725 | + bfloat16: 3.38953e+38 |
| 726 | +} |
| 727 | + |
| 728 | +eps_map = { |
| 729 | + float32: 1.19209e-07, |
| 730 | + float16: 0.000976562, |
| 731 | + bfloat16: 0.0078125 |
| 732 | +} |
| 733 | + |
| 734 | +tiny_map = { |
| 735 | + float32: 1.17549e-38, |
| 736 | + float16: 6.10352e-05, |
| 737 | + bfloat16: 1.17549e-38 |
| 738 | +} |
| 739 | + |
| 740 | +smallest_normal_map = { |
| 741 | + float32: 1.17549e-38, |
| 742 | + float16: 6.10352e-05, |
| 743 | + bfloat16: 1.17549e-38 |
| 744 | +} |
| 745 | + |
| 746 | +resolution_map = { |
| 747 | + float32: 1e-06, |
| 748 | + float16: 0.001, |
| 749 | + bfloat16: 0.01 |
| 750 | +} |
| 751 | + |
| 752 | +class finfo: |
| 753 | + def __init__(self, dtype): |
| 754 | + self._dtype = dtype |
| 755 | + |
| 756 | + @property |
| 757 | + def bits(self): |
| 758 | + return bits_map[self._dtype] |
| 759 | + |
| 760 | + @property |
| 761 | + def min(self): |
| 762 | + return min_map[self._dtype] |
| 763 | + |
| 764 | + @property |
| 765 | + def max(self): |
| 766 | + return max_map[self._dtype] |
| 767 | + |
| 768 | + @property |
| 769 | + def eps(self): |
| 770 | + return eps_map[self._dtype] |
| 771 | + |
| 772 | + @property |
| 773 | + def tiny(self): |
| 774 | + return tiny_map[self._dtype] |
| 775 | + |
| 776 | + @property |
| 777 | + def smallest_normal(self): |
| 778 | + return smallest_normal_map[self._dtype] |
| 779 | + |
| 780 | + @property |
| 781 | + def resolution(self): |
| 782 | + return resolution_map[self._dtype] |
| 783 | + |
| 784 | + @property |
| 785 | + def dtype(self): |
| 786 | + return str(self._dtype) |
703 | 787 |
|
704 | 788 | def iinfo(dtype): |
705 | 789 | return np.iinfo(mindspore.dtype_to_nptype(dtype)) |
|
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