





import json
import os
import subprocess
import unittest
from ast import literal_eval

import pytest
from parameterized import parameterized, parameterized_class

from . import is_sagemaker_available


if is_sagemaker_available():
      from sagemaker import Session, TrainingJobAnalytics
      from sagemaker.huggingface import HuggingFace







@pytest.mark.skipif(
    literal_eval(os.getenv("""TEST_SAGEMAKER"""       ,      """False"""      )      ) is not True       ,      reason="""Skipping test because should only be run when releasing minor transformers version"""       ,      )
@pytest.mark.usefixtures("""sm_env"""      )
@parameterized_class(
    [
        {
            """framework""": """pytorch""",
            """script""": """run_glue_model_parallelism.py""",
            """model_name_or_path""": """roberta-large""",
            """instance_type""": """ml.p3dn.24xlarge""",
            """results""": {"""train_runtime""": 16_00, """eval_accuracy""": 0.3, """eval_loss""": 1.2},
        },
        {
            """framework""": """pytorch""",
            """script""": """run_glue.py""",
            """model_name_or_path""": """roberta-large""",
            """instance_type""": """ml.p3dn.24xlarge""",
            """results""": {"""train_runtime""": 16_00, """eval_accuracy""": 0.3, """eval_loss""": 1.2},
        },
    ]      )
class    __snake_case	(							unittest.TestCase      ):





       '''simple docstring'''







       def 							UpperCAmelCase__			(  self			:   List[str]		):
         if self.framework == "pytorch":
           subprocess.run(
               f'''cp ./examples/pytorch/text-classification/run_glue.py {self.env.test_path}/run_glue.py'''.split()							,    encoding="""utf-8"""							,    check=A							,    )
         assert hasattr(self							,    """env"""		)




       def 							UpperCAmelCase__			(  self			:   Union[str, Any]							,    A			:   Any		):
         # configuration for running training on smdistributed Model Parallel
         __snake_case:						Union[str, Any]			  =						{
             """enabled""": True,
             """processes_per_host""": 8,
         }
         __snake_case:						List[Any]			  =						{
             """enabled""": True,
             """parameters""": {
                 """microbatches""": 4,
                 """placement_strategy""": """spread""",
                 """pipeline""": """interleaved""",
                 """optimize""": """speed""",
                 """partitions""": 4,
                 """ddp""": True,
             },
         }

         __snake_case:						List[Any]			  =						{"""smdistributed""": {"""modelparallel""": smp_options}, """mpi""": mpi_options}

         __snake_case:						Optional[int]			  =						"""trainer""" if self.script == """run_glue.py""" else """smtrainer"""
         # creates estimator
         return HuggingFace(
             entry_point=self.script							,    source_dir=self.env.test_path							,    role=self.env.role							,    image_uri=self.env.image_uri							,    base_job_name=f'''{self.env.base_job_name}-{instance_count}-smp-{name_extension}'''							,    instance_count=A							,    instance_type=self.instance_type							,    debugger_hook_config=A							,    hyperparameters={
                 **self.env.hyperparameters,
                 """model_name_or_path""": self.model_name_or_path,
                 """max_steps""": 500,
             }							,    metric_definitions=self.env.metric_definitions							,    distribution=A							,    py_version="""py36"""							,    )




       def 							UpperCAmelCase__			(  self			:   List[Any]							,    A			:   Union[str, Any]		):
         TrainingJobAnalytics(A		).export_csv(f'''{self.env.test_path}/{job_name}_metrics.csv'''		)






       @parameterized.expand([(1,)]		)
       def 							UpperCAmelCase__			(  self			:   List[str]							,    A			:   List[str]		):
         # create estimator
         __snake_case:						List[str]			  =						self.create_estimator(A		)

         # run training
         estimator.fit()

         # result dataframe
         __snake_case:						List[Any]			  =						TrainingJobAnalytics(estimator.latest_training_job.name		).dataframe()

         # extract kpis
         __snake_case:						Dict			  =						list(result_metrics_df[result_metrics_df.metric_name == """eval_accuracy"""]["""value"""]		)
         __snake_case:						Optional[int]			  =						list(result_metrics_df[result_metrics_df.metric_name == """eval_loss"""]["""value"""]		)
         # get train time from SageMaker job, this includes starting, preprocessing, stopping
         __snake_case:						List[Any]			  =						(
             Session().describe_training_job(estimator.latest_training_job.name		).get("""TrainingTimeInSeconds"""							,    999_999		)
         )

         # assert kpis
         assert train_runtime <= self.results["train_runtime"]
         assert all(t >= self.results["""eval_accuracy"""] for t in eval_accuracy		)
         assert all(t <= self.results["""eval_loss"""] for t in eval_loss		)

         # dump tests result into json file to share in PR
         with open(f'''{estimator.latest_training_job.name}.json'''							,    """w"""		) as outfile:
           json.dump({"""train_time""": train_runtime, """eval_accuracy""": eval_accuracy, """eval_loss""": eval_loss}							,    A		)













import unittest

from diffusers.models.unet_ad_blocks import *  # noqa F403
from diffusers.utils import torch_device

from .test_unet_blocks_common import UNetBlockTesterMixin







class    __snake_case	(							__lowerCamelCase       ,      unittest.TestCase      ):





       '''simple docstring'''







       lowerCAmelCase__						=					DownBlockaD  # noqa F405
       lowerCAmelCase__						=					"""down"""




       def 							UpperCAmelCase__			(  self			:   Any		):
         __snake_case:						str			  =						[-0.0232, -0.9869, 0.8054, -0.0637, -0.1688, -1.4264, 0.4470, -1.3394, 0.0904]
         super().test_output(A		)







class    __snake_case	(							__lowerCamelCase       ,      unittest.TestCase      ):





       '''simple docstring'''







       lowerCAmelCase__						=					ResnetDownsampleBlockaD  # noqa F405
       lowerCAmelCase__						=					"""down"""




       def 							UpperCAmelCase__			(  self			:   Optional[int]		):
         __snake_case:						Union[str, Any]			  =						[0.0710, 0.2410, -0.7320, -1.0757, -1.1343, 0.3540, -0.0133, -0.2576, 0.0948]
         super().test_output(A		)







class    __snake_case	(							__lowerCamelCase       ,      unittest.TestCase      ):





       '''simple docstring'''







       lowerCAmelCase__						=					AttnDownBlockaD  # noqa F405
       lowerCAmelCase__						=					"""down"""




       def 							UpperCAmelCase__			(  self			:   Any		):
         __snake_case:						Union[str, Any]			  =						[0.0636, 0.8964, -0.6234, -1.0131, 0.0844, 0.4935, 0.3437, 0.0911, -0.2957]
         super().test_output(A		)







class    __snake_case	(							__lowerCamelCase       ,      unittest.TestCase      ):





       '''simple docstring'''







       lowerCAmelCase__						=					CrossAttnDownBlockaD  # noqa F405
       lowerCAmelCase__						=					"""down"""




       def 							UpperCAmelCase__			(  self			:   List[str]		):
         __snake_case  ,       __snake_case:						List[str]			  =						super().prepare_init_args_and_inputs_for_common()
         __snake_case:						List[Any]			  =						32
         return init_dict, inputs_dict






       def 							UpperCAmelCase__			(  self			:   Optional[Any]		):
         __snake_case:						Optional[Any]			  =						[0.2238, -0.7396, -0.2255, -0.3829, 0.1925, 1.1665, 0.0603, -0.7295, 0.1983]
         super().test_output(A		)







class    __snake_case	(							__lowerCamelCase       ,      unittest.TestCase      ):





       '''simple docstring'''







       lowerCAmelCase__						=					SimpleCrossAttnDownBlockaD  # noqa F405
       lowerCAmelCase__						=					"""down"""




       @property
       def 							UpperCAmelCase__			(  self			:   Tuple		):
         return super().get_dummy_input(include_encoder_hidden_states=A		)




       def 							UpperCAmelCase__			(  self			:   int		):
         __snake_case  ,       __snake_case:						Union[str, Any]			  =						super().prepare_init_args_and_inputs_for_common()
         __snake_case:						Optional[Any]			  =						32
         return init_dict, inputs_dict






       @unittest.skipIf(torch_device == """mps"""							,    """MPS result is not consistent"""		)
       def 							UpperCAmelCase__			(  self			:   List[Any]		):
         __snake_case:						Optional[Any]			  =						[0.7921, -0.0992, -0.1962, -0.7695, -0.4242, 0.7804, 0.4737, 0.2765, 0.3338]
         super().test_output(A		)







class    __snake_case	(							__lowerCamelCase       ,      unittest.TestCase      ):





       '''simple docstring'''







       lowerCAmelCase__						=					SkipDownBlockaD  # noqa F405
       lowerCAmelCase__						=					"""down"""




       @property
       def 							UpperCAmelCase__			(  self			:   Any		):
         return super().get_dummy_input(include_skip_sample=A		)






       def 							UpperCAmelCase__			(  self			:   Any		):
         __snake_case:						Optional[Any]			  =						[-0.0845, -0.2087, -0.2465, 0.0971, 0.1900, -0.0484, 0.2664, 0.4179, 0.5069]
         super().test_output(A		)







class    __snake_case	(							__lowerCamelCase       ,      unittest.TestCase      ):





       '''simple docstring'''







       lowerCAmelCase__						=					AttnSkipDownBlockaD  # noqa F405
       lowerCAmelCase__						=					"""down"""




       @property
       def 							UpperCAmelCase__			(  self			:   List[Any]		):
         return super().get_dummy_input(include_skip_sample=A		)






       def 							UpperCAmelCase__			(  self			:   int		):
         __snake_case:						str			  =						[0.5539, 0.1609, 0.4924, 0.0537, -0.1995, 0.4050, 0.0979, -0.2721, -0.0642]
         super().test_output(A		)







class    __snake_case	(							__lowerCamelCase       ,      unittest.TestCase      ):





       '''simple docstring'''







       lowerCAmelCase__						=					DownEncoderBlockaD  # noqa F405
       lowerCAmelCase__						=					"""down"""




       @property
       def 							UpperCAmelCase__			(  self			:   Union[str, Any]		):
         return super().get_dummy_input(include_temb=A		)




       def 							UpperCAmelCase__			(  self			:   Optional[int]		):
         __snake_case:						str			  =						{
             """in_channels""": 32,
             """out_channels""": 32,
         }
         __snake_case:						Dict			  =						self.dummy_input
         return init_dict, inputs_dict






       def 							UpperCAmelCase__			(  self			:   str		):
         __snake_case:						Optional[int]			  =						[1.1102, 0.5302, 0.4872, -0.0023, -0.8042, 0.0483, -0.3489, -0.5632, 0.7626]
         super().test_output(A		)







class    __snake_case	(							__lowerCamelCase       ,      unittest.TestCase      ):





       '''simple docstring'''







       lowerCAmelCase__						=					AttnDownEncoderBlockaD  # noqa F405
       lowerCAmelCase__						=					"""down"""




       @property
       def 							UpperCAmelCase__			(  self			:   List[str]		):
         return super().get_dummy_input(include_temb=A		)




       def 							UpperCAmelCase__			(  self			:   Optional[int]		):
         __snake_case:						Optional[Any]			  =						{
             """in_channels""": 32,
             """out_channels""": 32,
         }
         __snake_case:						Tuple			  =						self.dummy_input
         return init_dict, inputs_dict






       def 							UpperCAmelCase__			(  self			:   Optional[int]		):
         __snake_case:						Dict			  =						[0.8966, -0.1486, 0.8568, 0.8141, -0.9046, -0.1342, -0.0972, -0.7417, 0.1538]
         super().test_output(A		)







class    __snake_case	(							__lowerCamelCase       ,      unittest.TestCase      ):





       '''simple docstring'''







       lowerCAmelCase__						=					UNetMidBlockaD  # noqa F405
       lowerCAmelCase__						=					"""mid"""




       def 							UpperCAmelCase__			(  self			:   str		):
         __snake_case:						Optional[int]			  =						{
             """in_channels""": 32,
             """temb_channels""": 128,
         }
         __snake_case:						List[str]			  =						self.dummy_input
         return init_dict, inputs_dict






       def 							UpperCAmelCase__			(  self			:   str		):
         __snake_case:						Tuple			  =						[-0.1062, 1.7248, 0.3494, 1.4569, -0.0910, -1.2421, -0.9984, 0.6736, 1.0028]
         super().test_output(A		)







class    __snake_case	(							__lowerCamelCase       ,      unittest.TestCase      ):





       '''simple docstring'''







       lowerCAmelCase__						=					UNetMidBlockaDCrossAttn  # noqa F405
       lowerCAmelCase__						=					"""mid"""




       def 							UpperCAmelCase__			(  self			:   str		):
         __snake_case  ,       __snake_case:						int			  =						super().prepare_init_args_and_inputs_for_common()
         __snake_case:						int			  =						32
         return init_dict, inputs_dict






       def 							UpperCAmelCase__			(  self			:   Dict		):
         __snake_case:						Optional[Any]			  =						[0.0187, 2.4220, 0.4484, 1.1203, -0.6121, -1.5122, -0.8270, 0.7851, 1.8335]
         super().test_output(A		)







class    __snake_case	(							__lowerCamelCase       ,      unittest.TestCase      ):





       '''simple docstring'''







       lowerCAmelCase__						=					UNetMidBlockaDSimpleCrossAttn  # noqa F405
       lowerCAmelCase__						=					"""mid"""




       @property
       def 							UpperCAmelCase__			(  self			:   Optional[int]		):
         return super().get_dummy_input(include_encoder_hidden_states=A		)




       def 							UpperCAmelCase__			(  self			:   str		):
         __snake_case  ,       __snake_case:						Any			  =						super().prepare_init_args_and_inputs_for_common()
         __snake_case:						str			  =						32
         return init_dict, inputs_dict






       def 							UpperCAmelCase__			(  self			:   Dict		):
         __snake_case:						Optional[Any]			  =						[0.7143, 1.9974, 0.5448, 1.3977, 0.1282, -1.1237, -1.4238, 0.5530, 0.8880]
         super().test_output(A		)







class    __snake_case	(							__lowerCamelCase       ,      unittest.TestCase      ):





       '''simple docstring'''







       lowerCAmelCase__						=					UpBlockaD  # noqa F405
       lowerCAmelCase__						=					"""up"""




       @property
       def 							UpperCAmelCase__			(  self			:   Tuple		):
         return super().get_dummy_input(include_res_hidden_states_tuple=A		)






       def 							UpperCAmelCase__			(  self			:   Tuple		):
         __snake_case:						Tuple			  =						[-0.2041, -0.4165, -0.3022, 0.0041, -0.6628, -0.7053, 0.1928, -0.0325, 0.0523]
         super().test_output(A		)







class    __snake_case	(							__lowerCamelCase       ,      unittest.TestCase      ):





       '''simple docstring'''







       lowerCAmelCase__						=					ResnetUpsampleBlockaD  # noqa F405
       lowerCAmelCase__						=					"""up"""




       @property
       def 							UpperCAmelCase__			(  self			:   Tuple		):
         return super().get_dummy_input(include_res_hidden_states_tuple=A		)






       def 							UpperCAmelCase__			(  self			:   Union[str, Any]		):
         __snake_case:						int			  =						[0.2287, 0.3549, -0.1346, 0.4797, -0.1715, -0.9649, 0.7305, -0.5864, -0.6244]
         super().test_output(A		)







class    __snake_case	(							__lowerCamelCase       ,      unittest.TestCase      ):





       '''simple docstring'''







       lowerCAmelCase__						=					CrossAttnUpBlockaD  # noqa F405
       lowerCAmelCase__						=					"""up"""




       @property
       def 							UpperCAmelCase__			(  self			:   Optional[int]		):
         return super().get_dummy_input(include_res_hidden_states_tuple=A		)




       def 							UpperCAmelCase__			(  self			:   Dict		):
         __snake_case  ,       __snake_case:						Any			  =						super().prepare_init_args_and_inputs_for_common()
         __snake_case:						Optional[int]			  =						32
         return init_dict, inputs_dict






       def 							UpperCAmelCase__			(  self			:   Union[str, Any]		):
         __snake_case:						List[Any]			  =						[-0.1403, -0.3515, -0.0420, -0.1425, 0.3167, 0.5094, -0.2181, 0.5931, 0.5582]
         super().test_output(A		)







class    __snake_case	(							__lowerCamelCase       ,      unittest.TestCase      ):





       '''simple docstring'''







       lowerCAmelCase__						=					SimpleCrossAttnUpBlockaD  # noqa F405
       lowerCAmelCase__						=					"""up"""




       @property
       def 							UpperCAmelCase__			(  self			:   Optional[Any]		):
         return super().get_dummy_input(include_res_hidden_states_tuple=A							,    include_encoder_hidden_states=A		)




       def 							UpperCAmelCase__			(  self			:   Dict		):
         __snake_case  ,       __snake_case:						Optional[Any]			  =						super().prepare_init_args_and_inputs_for_common()
         __snake_case:						str			  =						32
         return init_dict, inputs_dict






       def 							UpperCAmelCase__			(  self			:   List[Any]		):
         __snake_case:						Union[str, Any]			  =						[0.2645, 0.1480, 0.0909, 0.8044, -0.9758, -0.9083, 0.0994, -1.1453, -0.7402]
         super().test_output(A		)







class    __snake_case	(							__lowerCamelCase       ,      unittest.TestCase      ):





       '''simple docstring'''







       lowerCAmelCase__						=					AttnUpBlockaD  # noqa F405
       lowerCAmelCase__						=					"""up"""




       @property
       def 							UpperCAmelCase__			(  self			:   int		):
         return super().get_dummy_input(include_res_hidden_states_tuple=A		)






       @unittest.skipIf(torch_device == """mps"""							,    """MPS result is not consistent"""		)
       def 							UpperCAmelCase__			(  self			:   List[str]		):
         __snake_case:						Optional[Any]			  =						[0.0979, 0.1326, 0.0021, 0.0659, 0.2249, 0.0059, 0.1132, 0.5952, 0.1033]
         super().test_output(A		)







class    __snake_case	(							__lowerCamelCase       ,      unittest.TestCase      ):





       '''simple docstring'''







       lowerCAmelCase__						=					SkipUpBlockaD  # noqa F405
       lowerCAmelCase__						=					"""up"""




       @property
       def 							UpperCAmelCase__			(  self			:   str		):
         return super().get_dummy_input(include_res_hidden_states_tuple=A		)






       def 							UpperCAmelCase__			(  self			:   Dict		):
         __snake_case:						Optional[int]			  =						[-0.0893, -0.1234, -0.1506, -0.0332, 0.0123, -0.0211, 0.0566, 0.0143, 0.0362]
         super().test_output(A		)







class    __snake_case	(							__lowerCamelCase       ,      unittest.TestCase      ):





       '''simple docstring'''







       lowerCAmelCase__						=					AttnSkipUpBlockaD  # noqa F405
       lowerCAmelCase__						=					"""up"""




       @property
       def 							UpperCAmelCase__			(  self			:   str		):
         return super().get_dummy_input(include_res_hidden_states_tuple=A		)






       def 							UpperCAmelCase__			(  self			:   Optional[Any]		):
         __snake_case:						Optional[Any]			  =						[0.0361, 0.0617, 0.2787, -0.0350, 0.0342, 0.3421, -0.0843, 0.0913, 0.3015]
         super().test_output(A		)







class    __snake_case	(							__lowerCamelCase       ,      unittest.TestCase      ):





       '''simple docstring'''







       lowerCAmelCase__						=					UpDecoderBlockaD  # noqa F405
       lowerCAmelCase__						=					"""up"""




       @property
       def 							UpperCAmelCase__			(  self			:   Optional[int]		):
         return super().get_dummy_input(include_temb=A		)




       def 							UpperCAmelCase__			(  self			:   str		):
         __snake_case:						Union[str, Any]			  =						{"""in_channels""": 32, """out_channels""": 32}

         __snake_case:						Dict			  =						self.dummy_input
         return init_dict, inputs_dict






       def 							UpperCAmelCase__			(  self			:   Any		):
         __snake_case:						Dict			  =						[0.4404, 0.1998, -0.9886, -0.3320, -0.3128, -0.7034, -0.6955, -0.2338, -0.3137]
         super().test_output(A		)







class    __snake_case	(							__lowerCamelCase       ,      unittest.TestCase      ):





       '''simple docstring'''







       lowerCAmelCase__						=					AttnUpDecoderBlockaD  # noqa F405
       lowerCAmelCase__						=					"""up"""




       @property
       def 							UpperCAmelCase__			(  self			:   Optional[Any]		):
         return super().get_dummy_input(include_temb=A		)




       def 							UpperCAmelCase__			(  self			:   Optional[Any]		):
         __snake_case:						Optional[Any]			  =						{"""in_channels""": 32, """out_channels""": 32}

         __snake_case:						Any			  =						self.dummy_input
         return init_dict, inputs_dict






       def 							UpperCAmelCase__			(  self			:   int		):
         __snake_case:						Any			  =						[0.6738, 0.4491, 0.1055, 1.0710, 0.7316, 0.3339, 0.3352, 0.1023, 0.3568]
         super().test_output(A		)






