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1# Copyright 2026 Huawei Technologies Co., Ltd 

2# 

3# Licensed under the Apache License, Version 2.0 (the "License"); 

4# you may not use this file except in compliance with the License. 

5# You may obtain a copy of the License at 

6# 

7# http://www.apache.org/licenses/LICENSE-2.0 

8# 

9# Unless required by applicable law or agreed to in writing, software 

10# distributed under the License is distributed on an "AS IS" BASIS, 

11# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. 

12# See the License for the specific language governing permissions and 

13# limitations under the License. 

14# ============================================================================ 

15"""NPU operator adapters for low-precision quantization.""" 

16 

17from hyper_parallel.components.quantization.ops.npu_fake_w4a8 import ( 

18 FakeW4A8CapabilityError, 

19 FakeW4A8NpuOps, 

20 validate_fake_w4a8_gmm_runtime, 

21) 

22from hyper_parallel.components.quantization.ops.npu_hifloat8 import ( 

23 HiFloat8NpuOps, 

24 hifloat8_grouped_matmul, 

25 hifloat8_matmul, 

26 validate_hifloat8_gmm_runtime, 

27 validate_hifloat8_runtime, 

28) 

29from hyper_parallel.components.quantization.ops.npu_mxfp8 import ( 

30 LowPrecisionCapabilityError, 

31 MXFP8NpuOps, 

32 mxfp8_grouped_matmul, 

33 mxfp8_matmul, 

34 validate_npu_gmm_runtime, 

35 validate_npu_runtime, 

36) 

37from hyper_parallel.components.quantization.ops.npu_w4a8 import ( 

38 W4A8CapabilityError, 

39 W4A8NpuOps, 

40 transform_grouped_scale, 

41 validate_w4a8_gmm_runtime, 

42) 

43 

44__all__ = [ 

45 "FakeW4A8CapabilityError", 

46 "FakeW4A8NpuOps", 

47 "HiFloat8NpuOps", 

48 "LowPrecisionCapabilityError", 

49 "MXFP8NpuOps", 

50 "W4A8CapabilityError", 

51 "W4A8NpuOps", 

52 "hifloat8_grouped_matmul", 

53 "hifloat8_matmul", 

54 "mxfp8_grouped_matmul", 

55 "mxfp8_matmul", 

56 "transform_grouped_scale", 

57 "validate_fake_w4a8_gmm_runtime", 

58 "validate_hifloat8_gmm_runtime", 

59 "validate_hifloat8_runtime", 

60 "validate_npu_gmm_runtime", 

61 "validate_npu_runtime", 

62 "validate_w4a8_gmm_runtime", 

63]