





import argparse
import json
import os

import torch
from transformers.file_utils import has_file

from diffusers import UNetaDConditionModel, UNetaDModel


lowercase_          =		False
lowercase_          =		True
lowercase_          =		False


if __name__ == "__main__":
      lowercase_          =		argparse.ArgumentParser()

      parser.add_argument(
          """--repo_path""",
          default=None,
          type=str,
          required=True,
          help="""The config json file corresponding to the architecture.""",
      )

      parser.add_argument("""--dump_path""", default=None, type=str, required=True, help="""Path to the output model.""")

      lowercase_          =		parser.parse_args()

      lowercase_          =		{
          """image_size""": """sample_size""",
          """num_res_blocks""": """layers_per_block""",
          """block_channels""": """block_out_channels""",
          """down_blocks""": """down_block_types""",
          """up_blocks""": """up_block_types""",
          """downscale_freq_shift""": """freq_shift""",
          """resnet_num_groups""": """norm_num_groups""",
          """resnet_act_fn""": """act_fn""",
          """resnet_eps""": """norm_eps""",
          """num_head_channels""": """attention_head_dim""",
      }

      lowercase_          =		{
          """time_steps""": """time_proj""",
          """mid""": """mid_block""",
          """downsample_blocks""": """down_blocks""",
          """upsample_blocks""": """up_blocks""",
      }

      lowercase_          =		"""""" if has_file(args.repo_path, """config.json""") else """unet"""

      with open(os.path.join(args.repo_path, subfolder, """config.json"""), """r""", encoding="""utf-8""") as reader:
            lowercase_          =		reader.read()
            lowercase_          =		json.loads(text)

      if do_only_config:
            for key in config_parameters_to_change.keys():
                  config.pop(key, None)

      if has_file(args.repo_path, """config.json"""):
            lowercase_          =		UNetaDModel(**config)
      else:
            lowercase_          =		UNetaDConditionModel if """ldm-text2im-large-256""" in args.repo_path else UNetaDModel
            lowercase_          =		class_name(**config)

      if do_only_config:
            model.save_config(os.path.join(args.repo_path, subfolder))

      lowercase_          =		dict(model.config)

      if do_only_renaming:
            for key, value in config_parameters_to_change.items():
                  if key in config:
                        lowercase_          =		config[key]
                        del config[key]

            lowercase_          =		[k.replace("""UNetRes""", """""") for k in config["""down_block_types"""]]
            lowercase_          =		[k.replace("""UNetRes""", """""") for k in config["""up_block_types"""]]

      if do_only_weights:
            lowercase_          =		torch.load(os.path.join(args.repo_path, subfolder, """diffusion_pytorch_model.bin"""))

            lowercase_          =		{}
            for param_key, param_value in state_dict.items():
                  if param_key.endswith(""".op.bias""") or param_key.endswith(""".op.weight"""):
                        continue
                  lowercase_          =		False
                  for key, new_key in key_parameters_to_change.items():
                        if not has_changed and param_key.split(""".""")[0] == key:
                              lowercase_          =		param_value
                              lowercase_          =		True
                  if not has_changed:
                        lowercase_          =		param_value

            model.load_state_dict(new_state_dict)
            model.save_pretrained(os.path.join(args.repo_path, subfolder))









from datasets.utils.patching import _PatchedModuleObj, patch_submodule

from . import _test_patching




def       __UpperCamelCase  ()    ->       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  ()    ->       Any:
  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[str]:
  # 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  ()    ->       List[str]:
  # 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  ()    ->       Optional[int]:
  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  ()    ->       Optional[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


