
import argparse

import OmegaConf
import torch

from diffusers import DDIMScheduler, LDMPipeline, UNetLDMModel, VQModel




def 	UpperCamelCase__  (     SCREAMING_SNAKE_CASE_	:	Union[str, Any]		,   SCREAMING_SNAKE_CASE_	:	Dict		,   SCREAMING_SNAKE_CASE_	:	Tuple       )  ->     Optional[Any]:
						_lowercase					       =					OmegaConf.load(SCREAMING_SNAKE_CASE_       )
						_lowercase					       =					torch.load(SCREAMING_SNAKE_CASE_		,   map_location="""cpu"""       )["""model"""]
						_lowercase					       =					list(state_dict.keys()       )

						# extract state_dict for VQVAE
						_lowercase					       =					{}
						_lowercase					       =					"""first_stage_model."""
						for key in keys:
												if key.startswith(SCREAMING_SNAKE_CASE_       ):
																		_lowercase					       =					state_dict[key]

    # extract state_dict for UNetLDM
						_lowercase					       =					{}
						_lowercase					       =					"""model.diffusion_model."""
						for key in keys:
												if key.startswith(SCREAMING_SNAKE_CASE_       ):
																		_lowercase					       =					state_dict[key]

						_lowercase					       =					config.model.params.first_stage_config.params
						_lowercase					       =					config.model.params.unet_config.params

						_lowercase					       =					VQModel(**SCREAMING_SNAKE_CASE_       ).eval()
						vqvae.load_state_dict(SCREAMING_SNAKE_CASE_       )

						_lowercase					       =					UNetLDMModel(**SCREAMING_SNAKE_CASE_       ).eval()
						unet.load_state_dict(SCREAMING_SNAKE_CASE_       )

						_lowercase					       =					DDIMScheduler(
						    timesteps=config.model.params.timesteps		,   beta_schedule="""scaled_linear"""		,   beta_start=config.model.params.linear_start		,   beta_end=config.model.params.linear_end		,   clip_sample=SCREAMING_SNAKE_CASE_		,   )

						_lowercase					       =					LDMPipeline(SCREAMING_SNAKE_CASE_		,   SCREAMING_SNAKE_CASE_		,   SCREAMING_SNAKE_CASE_       )
						pipeline.save_pretrained(SCREAMING_SNAKE_CASE_       )


if __name__ == "__main__":
		A		: Union[str, Any]								=     argparse.ArgumentParser()
		parser.add_argument('''--checkpoint_path''', type=str, required=True)
		parser.add_argument('''--config_path''', type=str, required=True)
		parser.add_argument('''--output_path''', type=str, required=True)
		A		: List[Any]								=     parser.parse_args()

		convert_ldm_original(args.checkpoint_path, args.config_path, args.output_path)

from datasets.utils.patching import _PatchedModuleObj, patch_submodule

from . import _test_patching




def 	UpperCamelCase__  (     )  ->     List[str]:
						import os as original_os
						from os import path as original_path
						from os import rename as original_rename
						from os.path import dirname as original_dirname
						from os.path import join as original_join

						assert _test_patching.os is original_os
						assert _test_patching.path is original_path
						assert _test_patching.join is original_join

						assert _test_patching.renamed_os is original_os
						assert _test_patching.renamed_path is original_path
						assert _test_patching.renamed_join is original_join

						_lowercase					       =					"""__test_patch_submodule_mock__"""
						with patch_submodule(_test_patching		,   """os.path.join"""		,   SCREAMING_SNAKE_CASE_       ):
												# Every way to access os.path.join must be patched, and the rest must stay untouched

												# check os.path.join
												assert isinstance(_test_patching.os		,   _PatchedModuleObj       )
												assert isinstance(_test_patching.os.path		,   _PatchedModuleObj       )
												assert _test_patching.os.path.join is mock

												# check path.join
												assert isinstance(_test_patching.path		,   _PatchedModuleObj       )
												assert _test_patching.path.join is mock

												# check join
												assert _test_patching.join is mock

												# check that the other attributes are untouched
												assert _test_patching.os.rename is original_rename
												assert _test_patching.path.dirname is original_dirname
												assert _test_patching.os.path.dirname is original_dirname

												# Even renamed modules or objects must be patched

												# check renamed_os.path.join
												assert isinstance(_test_patching.renamed_os		,   _PatchedModuleObj       )
												assert isinstance(_test_patching.renamed_os.path		,   _PatchedModuleObj       )
												assert _test_patching.renamed_os.path.join is mock

												# check renamed_path.join
												assert isinstance(_test_patching.renamed_path		,   _PatchedModuleObj       )
												assert _test_patching.renamed_path.join is mock

												# check renamed_join
												assert _test_patching.renamed_join is mock

												# check that the other attributes are untouched
												assert _test_patching.renamed_os.rename is original_rename
												assert _test_patching.renamed_path.dirname is original_dirname
												assert _test_patching.renamed_os.path.dirname is original_dirname

						# check that everthing is back to normal when the patch is over

						assert _test_patching.os is original_os
						assert _test_patching.path is original_path
						assert _test_patching.join is original_join

						assert _test_patching.renamed_os is original_os
						assert _test_patching.renamed_path is original_path
						assert _test_patching.renamed_join is original_join




def 	UpperCamelCase__  (     )  ->     int:
						assert _test_patching.open is open

						_lowercase					       =					"""__test_patch_submodule_builtin_mock__"""
						# _test_patching has "open" in its globals
						assert _test_patching.open is open
						with patch_submodule(_test_patching		,   """open"""		,   SCREAMING_SNAKE_CASE_       ):
												assert _test_patching.open is mock

						# check that everthing is back to normal when the patch is over

						assert _test_patching.open is open




def 	UpperCamelCase__  (     )  ->     List[Any]:
						# pandas.read_csv is not present in _test_patching
						_lowercase					       =					"""__test_patch_submodule_missing_mock__"""
						with patch_submodule(_test_patching		,   """pandas.read_csv"""		,   SCREAMING_SNAKE_CASE_       ):
												pass




def 	UpperCamelCase__  (     )  ->     Tuple:
						# builtin should always be mocked even if they're not in the globals
						# in case they're loaded at one point
						_lowercase					       =					"""__test_patch_submodule_missing_builtin_mock__"""
						# _test_patching doesn't have "len" in its globals
						assert getattr(_test_patching		,   """len"""		,   SCREAMING_SNAKE_CASE_       ) is None
						with patch_submodule(_test_patching		,   """len"""		,   SCREAMING_SNAKE_CASE_       ):
												assert _test_patching.len is mock
						assert _test_patching.len is len




def 	UpperCamelCase__  (     )  ->     List[str]:
						_lowercase					       =					"""__test_patch_submodule_start_and_stop_mock__"""
						_lowercase					       =					patch_submodule(_test_patching		,   """open"""		,   SCREAMING_SNAKE_CASE_       )
						assert _test_patching.open is open
						patch.start()
						assert _test_patching.open is mock
						patch.stop()
						assert _test_patching.open is open




def 	UpperCamelCase__  (     )  ->     Union[str, Any]:
						from os import rename as original_rename
						from os.path import dirname as original_dirname
						from os.path import join as original_join

						_lowercase					       =					"""__test_patch_submodule_successive_join__"""
						_lowercase					       =					"""__test_patch_submodule_successive_dirname__"""
						_lowercase					       =					"""__test_patch_submodule_successive_rename__"""
						assert _test_patching.os.path.join is original_join
						assert _test_patching.os.path.dirname is original_dirname
						assert _test_patching.os.rename is original_rename

						with patch_submodule(_test_patching		,   """os.path.join"""		,   SCREAMING_SNAKE_CASE_       ):
												with patch_submodule(_test_patching		,   """os.rename"""		,   SCREAMING_SNAKE_CASE_       ):
																		with patch_submodule(_test_patching		,   """os.path.dirname"""		,   SCREAMING_SNAKE_CASE_       ):
																								assert _test_patching.os.path.join is mock_join
																								assert _test_patching.os.path.dirname is mock_dirname
																								assert _test_patching.os.rename is mock_rename

    # try another order
						with patch_submodule(_test_patching		,   """os.rename"""		,   SCREAMING_SNAKE_CASE_       ):
												with patch_submodule(_test_patching		,   """os.path.join"""		,   SCREAMING_SNAKE_CASE_       ):
																		with patch_submodule(_test_patching		,   """os.path.dirname"""		,   SCREAMING_SNAKE_CASE_       ):
																								assert _test_patching.os.path.join is mock_join
																								assert _test_patching.os.path.dirname is mock_dirname
																								assert _test_patching.os.rename is mock_rename

						assert _test_patching.os.path.join is original_join
						assert _test_patching.os.path.dirname is original_dirname
						assert _test_patching.os.rename is original_rename




def 	UpperCamelCase__  (     )  ->     List[Any]:
						_lowercase					       =					"""__test_patch_submodule_doesnt_exist_mock__"""
						with patch_submodule(_test_patching		,   """__module_that_doesn_exist__.__attribute_that_doesn_exist__"""		,   SCREAMING_SNAKE_CASE_       ):
												pass
						with patch_submodule(_test_patching		,   """os.__attribute_that_doesn_exist__"""		,   SCREAMING_SNAKE_CASE_       ):
												pass