Coverage for /pythoncovmergedfiles/medio/medio/usr/local/lib/python3.8/site-packages/tensorflow/lite/python/wrap_toco.py: 60%

1# Copyright 2019 The TensorFlow Authors. All Rights Reserved. 

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"""Wraps toco interface with python lazy loader.""" 

16# We need to import pywrap_tensorflow prior to the toco wrapper. 

17# pylint: disable=invalid-import-order,g-bad-import-order 

18from tensorflow.python import pywrap_tensorflow # pylint: disable=unused-import 

19from tensorflow.python import _pywrap_toco_api 

20 

21# TODO(b/137402359): Remove lazy loading wrapper 

22 

23 

24def wrapped_toco_convert(model_flags_str, toco_flags_str, input_data_str, 

25 debug_info_str, enable_mlir_converter): 

26 """Wraps TocoConvert with lazy loader.""" 

27 return _pywrap_toco_api.TocoConvert( 

28 model_flags_str, 

29 toco_flags_str, 

30 input_data_str, 

31 False, # extended_return 

32 debug_info_str, 

33 enable_mlir_converter) 

34 

35 

36def wrapped_experimental_mlir_quantize( 

37 input_data_str, disable_per_channel, fully_quantize, inference_type, 

38 input_data_type, output_data_type, enable_numeric_verify, 

39 enable_whole_model_verify, denylisted_ops, denylisted_nodes, 

40 enable_variable_quantization): 

41 """Wraps experimental mlir quantize model.""" 

42 return _pywrap_toco_api.ExperimentalMlirQuantizeModel( 

43 input_data_str, disable_per_channel, fully_quantize, inference_type, 

44 input_data_type, output_data_type, enable_numeric_verify, 

45 enable_whole_model_verify, denylisted_ops, denylisted_nodes, 

46 enable_variable_quantization) 

47 

48 

49def wrapped_experimental_mlir_sparsify(input_data_str): 

50 """Wraps experimental mlir sparsify model.""" 

51 return _pywrap_toco_api.ExperimentalMlirSparsifyModel(input_data_str) 

52 

53 

54def wrapped_register_custom_opdefs(custom_opdefs_list): 

55 """Wraps RegisterCustomOpdefs with lazy loader.""" 

56 return _pywrap_toco_api.RegisterCustomOpdefs(custom_opdefs_list) 

57 

58 

59def wrapped_retrieve_collected_errors(): 

60 """Wraps RetrieveCollectedErrors with lazy loader.""" 

61 return _pywrap_toco_api.RetrieveCollectedErrors() 

62 

63 

64def wrapped_flat_buffer_file_to_mlir(model, input_is_filepath): 

65 """Wraps FlatBufferFileToMlir with lazy loader.""" 

66 return _pywrap_toco_api.FlatBufferToMlir(model, input_is_filepath)