


"""simple docstring"""


A  :     str    					=    [
    9_9_9,
    8_0_0,
    7_9_9,
    6_0_0,
    5_9_9,
    5_0_0,
    4_0_0,
    3_9_9,
    3_7_7,
    3_5_5,
    3_3_3,
    3_1_1,
    2_8_8,
    2_6_6,
    2_4_4,
    2_2_2,
    2_0_0,
    1_9_9,
    1_7_7,
    1_5_5,
    1_3_3,
    1_1_1,
    8_8,
    6_6,
    4_4,
    2_2,
    0,
]

A  :     int    					=    [
    9_9_9,
    9_7_6,
    9_5_2,
    9_2_8,
    9_0_5,
    8_8_2,
    8_5_8,
    8_5_7,
    8_1_0,
    7_6_2,
    7_1_5,
    7_1_4,
    5_7_2,
    4_2_9,
    4_2_8,
    2_8_6,
    2_8_5,
    2_3_8,
    1_9_0,
    1_4_3,
    1_4_2,
    1_1_8,
    9_5,
    7_1,
    4_7,
    2_4,
    0,
]

A  :     Any    					=    [
    9_9_9,
    9_8_8,
    9_7_7,
    9_6_6,
    9_5_5,
    9_4_4,
    9_3_3,
    9_2_2,
    9_1_1,
    9_0_0,
    8_9_9,
    8_7_9,
    8_5_9,
    8_4_0,
    8_2_0,
    8_0_0,
    7_9_9,
    7_6_6,
    7_3_3,
    7_0_0,
    6_9_9,
    6_5_0,
    6_0_0,
    5_9_9,
    5_0_0,
    4_9_9,
    4_0_0,
    3_9_9,
    3_5_0,
    3_0_0,
    2_9_9,
    2_6_6,
    2_3_3,
    2_0_0,
    1_9_9,
    1_7_9,
    1_5_9,
    1_4_0,
    1_2_0,
    1_0_0,
    9_9,
    8_8,
    7_7,
    6_6,
    5_5,
    4_4,
    3_3,
    2_2,
    1_1,
    0,
]

A  :     int    					=    [
    9_9_9,
    9_9_5,
    9_9_2,
    9_8_9,
    9_8_5,
    9_8_1,
    9_7_8,
    9_7_5,
    9_7_1,
    9_6_7,
    9_6_4,
    9_6_1,
    9_5_7,
    9_5_6,
    9_5_1,
    9_4_7,
    9_4_2,
    9_3_7,
    9_3_3,
    9_2_8,
    9_2_3,
    9_1_9,
    9_1_4,
    9_1_3,
    9_0_8,
    9_0_3,
    8_9_7,
    8_9_2,
    8_8_7,
    8_8_1,
    8_7_6,
    8_7_1,
    8_7_0,
    8_6_4,
    8_5_8,
    8_5_2,
    8_4_6,
    8_4_0,
    8_3_4,
    8_2_8,
    8_2_7,
    8_2_0,
    8_1_3,
    8_0_6,
    7_9_9,
    7_9_2,
    7_8_5,
    7_8_4,
    7_7_7,
    7_7_0,
    7_6_3,
    7_5_6,
    7_4_9,
    7_4_2,
    7_4_1,
    7_3_3,
    7_2_4,
    7_1_6,
    7_0_7,
    6_9_9,
    6_9_8,
    6_8_8,
    6_7_7,
    6_6_6,
    6_5_6,
    6_5_5,
    6_4_5,
    6_3_4,
    6_2_3,
    6_1_3,
    6_1_2,
    5_9_8,
    5_8_4,
    5_7_0,
    5_6_9,
    5_5_5,
    5_4_1,
    5_2_7,
    5_2_6,
    5_0_5,
    4_8_4,
    4_8_3,
    4_6_2,
    4_4_0,
    4_3_9,
    3_9_6,
    3_9_5,
    3_5_2,
    3_5_1,
    3_0_8,
    3_0_7,
    2_6_4,
    2_6_3,
    2_2_0,
    2_1_9,
    1_7_6,
    1_3_2,
    8_8,
    4_4,
    0,
]

A  :     str    					=    [
    9_9_9,
    9_9_7,
    9_9_5,
    9_9_2,
    9_9_0,
    9_8_8,
    9_8_6,
    9_8_4,
    9_8_1,
    9_7_9,
    9_7_7,
    9_7_5,
    9_7_2,
    9_7_0,
    9_6_8,
    9_6_6,
    9_6_4,
    9_6_1,
    9_5_9,
    9_5_7,
    9_5_6,
    9_5_4,
    9_5_1,
    9_4_9,
    9_4_6,
    9_4_4,
    9_4_1,
    9_3_9,
    9_3_6,
    9_3_4,
    9_3_1,
    9_2_9,
    9_2_6,
    9_2_4,
    9_2_1,
    9_1_9,
    9_1_6,
    9_1_4,
    9_1_3,
    9_1_0,
    9_0_7,
    9_0_5,
    9_0_2,
    8_9_9,
    8_9_6,
    8_9_3,
    8_9_1,
    8_8_8,
    8_8_5,
    8_8_2,
    8_7_9,
    8_7_7,
    8_7_4,
    8_7_1,
    8_7_0,
    8_6_7,
    8_6_4,
    8_6_1,
    8_5_8,
    8_5_5,
    8_5_2,
    8_4_9,
    8_4_6,
    8_4_3,
    8_4_0,
    8_3_7,
    8_3_4,
    8_3_1,
    8_2_8,
    8_2_7,
    8_2_4,
    8_2_1,
    8_1_7,
    8_1_4,
    8_1_1,
    8_0_8,
    8_0_4,
    8_0_1,
    7_9_8,
    7_9_5,
    7_9_1,
    7_8_8,
    7_8_5,
    7_8_4,
    7_8_0,
    7_7_7,
    7_7_4,
    7_7_0,
    7_6_6,
    7_6_3,
    7_6_0,
    7_5_6,
    7_5_2,
    7_4_9,
    7_4_6,
    7_4_2,
    7_4_1,
    7_3_7,
    7_3_3,
    7_3_0,
    7_2_6,
    7_2_2,
    7_1_8,
    7_1_4,
    7_1_0,
    7_0_7,
    7_0_3,
    6_9_9,
    6_9_8,
    6_9_4,
    6_9_0,
    6_8_5,
    6_8_1,
    6_7_7,
    6_7_3,
    6_6_9,
    6_6_4,
    6_6_0,
    6_5_6,
    6_5_5,
    6_5_0,
    6_4_6,
    6_4_1,
    6_3_6,
    6_3_2,
    6_2_7,
    6_2_2,
    6_1_8,
    6_1_3,
    6_1_2,
    6_0_7,
    6_0_2,
    5_9_6,
    5_9_1,
    5_8_6,
    5_8_0,
    5_7_5,
    5_7_0,
    5_6_9,
    5_6_3,
    5_5_7,
    5_5_1,
    5_4_5,
    5_3_9,
    5_3_3,
    5_2_7,
    5_2_6,
    5_1_9,
    5_1_2,
    5_0_5,
    4_9_8,
    4_9_1,
    4_8_4,
    4_8_3,
    4_7_4,
    4_6_6,
    4_5_7,
    4_4_9,
    4_4_0,
    4_3_9,
    4_2_8,
    4_1_8,
    4_0_7,
    3_9_6,
    3_9_5,
    3_8_1,
    3_6_6,
    3_5_2,
    3_5_1,
    3_3_0,
    3_0_8,
    3_0_7,
    2_8_6,
    2_6_4,
    2_6_3,
    2_4_2,
    2_2_0,
    2_1_9,
    1_7_6,
    1_7_5,
    1_3_2,
    1_3_1,
    8_8,
    4_4,
    0,
]

A  :     Any    					=    [
    9_9_9,
    9_9_1,
    9_8_2,
    9_7_4,
    9_6_6,
    9_5_8,
    9_5_0,
    9_4_1,
    9_3_3,
    9_2_5,
    9_1_6,
    9_0_8,
    9_0_0,
    8_9_9,
    8_7_4,
    8_5_0,
    8_2_5,
    8_0_0,
    7_9_9,
    7_0_0,
    6_0_0,
    5_0_0,
    4_0_0,
    3_0_0,
    2_0_0,
    1_0_0,
    0,
]

A  :     List[str]    					=    [
    9_9_9,
    9_9_2,
    9_8_5,
    9_7_8,
    9_7_1,
    9_6_4,
    9_5_7,
    9_4_9,
    9_4_2,
    9_3_5,
    9_2_8,
    9_2_1,
    9_1_4,
    9_0_7,
    9_0_0,
    8_9_9,
    8_7_9,
    8_5_9,
    8_4_0,
    8_2_0,
    8_0_0,
    7_9_9,
    7_6_6,
    7_3_3,
    7_0_0,
    6_9_9,
    6_5_0,
    6_0_0,
    5_9_9,
    5_0_0,
    4_9_9,
    4_0_0,
    3_9_9,
    3_0_0,
    2_9_9,
    2_0_0,
    1_9_9,
    1_0_0,
    9_9,
    0,
]

A  :     Tuple    					=    [
    9_9_9,
    9_9_6,
    9_9_2,
    9_8_9,
    9_8_5,
    9_8_2,
    9_7_9,
    9_7_5,
    9_7_2,
    9_6_8,
    9_6_5,
    9_6_1,
    9_5_8,
    9_5_5,
    9_5_1,
    9_4_8,
    9_4_4,
    9_4_1,
    9_3_8,
    9_3_4,
    9_3_1,
    9_2_7,
    9_2_4,
    9_2_0,
    9_1_7,
    9_1_4,
    9_1_0,
    9_0_7,
    9_0_3,
    9_0_0,
    8_9_9,
    8_9_1,
    8_8_4,
    8_7_6,
    8_6_9,
    8_6_1,
    8_5_3,
    8_4_6,
    8_3_8,
    8_3_0,
    8_2_3,
    8_1_5,
    8_0_8,
    8_0_0,
    7_9_9,
    7_8_8,
    7_7_7,
    7_6_6,
    7_5_5,
    7_4_4,
    7_3_3,
    7_2_2,
    7_1_1,
    7_0_0,
    6_9_9,
    6_8_8,
    6_7_7,
    6_6_6,
    6_5_5,
    6_4_4,
    6_3_3,
    6_2_2,
    6_1_1,
    6_0_0,
    5_9_9,
    5_8_5,
    5_7_1,
    5_5_7,
    5_4_2,
    5_2_8,
    5_1_4,
    5_0_0,
    4_9_9,
    4_8_5,
    4_7_1,
    4_5_7,
    4_4_2,
    4_2_8,
    4_1_4,
    4_0_0,
    3_9_9,
    3_7_9,
    3_5_9,
    3_4_0,
    3_2_0,
    3_0_0,
    2_9_9,
    2_7_9,
    2_5_9,
    2_4_0,
    2_2_0,
    2_0_0,
    1_9_9,
    1_6_6,
    1_3_3,
    1_0_0,
    9_9,
    6_6,
    3_3,
    0,
]








"""simple docstring"""


import json
import os
import shutil
import sys
import tempfile
import unittest
import unittest.mock as mock
from pathlib import Path

from huggingface_hub import HfFolder, delete_repo
from requests.exceptions import HTTPError

from transformers import AutoConfig, BertConfig, GPTaConfig
from transformers.configuration_utils import PretrainedConfig
from transformers.testing_utils import TOKEN, USER, is_staging_test


sys.path.append(str(Path(__file__).parent.parent / "utils"))

from test_module.custom_configuration import CustomConfig  # noqa E402


A  :     Dict    					=    {
    "return_dict": False,
    "output_hidden_states": True,
    "output_attentions": True,
    "torchscript": True,
    "torch_dtype": "float16",
    "use_bfloat16": True,
    "tf_legacy_loss": True,
    "pruned_heads": {"a": 1},
    "tie_word_embeddings": False,
    "is_decoder": True,
    "cross_attention_hidden_size": 1_2_8,
    "add_cross_attention": True,
    "tie_encoder_decoder": True,
    "max_length": 5_0,
    "min_length": 3,
    "do_sample": True,
    "early_stopping": True,
    "num_beams": 3,
    "num_beam_groups": 3,
    "diversity_penalty": 0.5,
    "temperature": 2.0,
    "top_k": 1_0,
    "top_p": 0.7,
    "typical_p": 0.2,
    "repetition_penalty": 0.8,
    "length_penalty": 0.8,
    "no_repeat_ngram_size": 5,
    "encoder_no_repeat_ngram_size": 5,
    "bad_words_ids": [1, 2, 3],
    "num_return_sequences": 3,
    "chunk_size_feed_forward": 5,
    "output_scores": True,
    "return_dict_in_generate": True,
    "forced_bos_token_id": 2,
    "forced_eos_token_id": 3,
    "remove_invalid_values": True,
    "architectures": ["BertModel"],
    "finetuning_task": "translation",
    "id2label": {0: "label"},
    "label2id": {"label": "0"},
    "tokenizer_class": "BertTokenizerFast",
    "prefix": "prefix",
    "bos_token_id": 6,
    "pad_token_id": 7,
    "eos_token_id": 8,
    "sep_token_id": 9,
    "decoder_start_token_id": 1_0,
    "exponential_decay_length_penalty": (5, 1.01),
    "suppress_tokens": [0, 1],
    "begin_suppress_tokens": 2,
    "task_specific_params": {"translation": "some_params"},
    "problem_type": "regression",
}
@is_staging_test
class 						_UpperCamelCase						(     unittest.TestCase	):
							'''simple docstring'''







							@classmethod
							def     snake_case       (  cls			):
										__lowerCAmelCase       					=    TOKEN
										HfFolder.save_token(__a			)

							@classmethod
							def     snake_case       (  cls			):
										try:
													delete_repo(token=cls._token					,     repo_id="test-config"			)
										except HTTPError:
													pass

										try:
													delete_repo(token=cls._token					,     repo_id="valid_org/test-config-org"			)
										except HTTPError:
													pass

										try:
													delete_repo(token=cls._token					,     repo_id="test-dynamic-config"			)
										except HTTPError:
													pass

							def     snake_case       (  self			):
										__lowerCAmelCase       					=    BertConfig(
										    vocab_size=99					,     hidden_size=32					,     num_hidden_layers=5					,     num_attention_heads=4					,     intermediate_size=37			)
										config.push_to_hub("test-config"					,     use_auth_token=self._token			)

										__lowerCAmelCase       					=    BertConfig.from_pretrained(f"{USER}/test-config"			)
										for k, v in config.to_dict().items():
													if k != "transformers_version":
																self.assertEqual(__a					,     getattr(__a					,     __a			)			)

        # Reset repo
										delete_repo(token=self._token					,     repo_id="test-config"			)

										# Push to hub via save_pretrained
										with tempfile.TemporaryDirectory() as tmp_dir:
													config.save_pretrained(__a					,     repo_id="test-config"					,     push_to_hub=__a					,     use_auth_token=self._token			)

										__lowerCAmelCase       					=    BertConfig.from_pretrained(f"{USER}/test-config"			)
										for k, v in config.to_dict().items():
													if k != "transformers_version":
																self.assertEqual(__a					,     getattr(__a					,     __a			)			)

							def     snake_case       (  self			):
										__lowerCAmelCase       					=    BertConfig(
										    vocab_size=99					,     hidden_size=32					,     num_hidden_layers=5					,     num_attention_heads=4					,     intermediate_size=37			)
										config.push_to_hub("valid_org/test-config-org"					,     use_auth_token=self._token			)

										__lowerCAmelCase       					=    BertConfig.from_pretrained("valid_org/test-config-org"			)
										for k, v in config.to_dict().items():
													if k != "transformers_version":
																self.assertEqual(__a					,     getattr(__a					,     __a			)			)

        # Reset repo
										delete_repo(token=self._token					,     repo_id="valid_org/test-config-org"			)

										# Push to hub via save_pretrained
										with tempfile.TemporaryDirectory() as tmp_dir:
													config.save_pretrained(
													    __a					,     repo_id="valid_org/test-config-org"					,     push_to_hub=__a					,     use_auth_token=self._token			)

										__lowerCAmelCase       					=    BertConfig.from_pretrained("valid_org/test-config-org"			)
										for k, v in config.to_dict().items():
													if k != "transformers_version":
																self.assertEqual(__a					,     getattr(__a					,     __a			)			)



							def     snake_case       (  self			):
										CustomConfig.register_for_auto_class()
										__lowerCAmelCase       					=    CustomConfig(attribute=42			)

										config.push_to_hub("test-dynamic-config"					,     use_auth_token=self._token			)

										# This has added the proper auto_map field to the config
										self.assertDictEqual(config.auto_map					,     {"AutoConfig": "custom_configuration.CustomConfig"}			)

										__lowerCAmelCase       					=    AutoConfig.from_pretrained(f"{USER}/test-dynamic-config"					,     trust_remote_code=__a			)
										# Can't make an isinstance check because the new_config is from the FakeConfig class of a dynamic module
										self.assertEqual(new_config.__class__.__name__					,     "CustomConfig"			)
										self.assertEqual(new_config.attribute					,     42			)
class 						_UpperCamelCase						(     unittest.TestCase	):
							'''simple docstring'''







							def     snake_case       (  self			):
										__lowerCAmelCase       					=    GPTaConfig()

										# attempt to modify each of int/float/bool/str config records and verify they were updated
										__lowerCAmelCase       					=    c.n_embd + 1  # int
										__lowerCAmelCase       					=    c.resid_pdrop + 1.0  # float
										__lowerCAmelCase       					=    not c.scale_attn_weights  # bool
										__lowerCAmelCase       					=    c.summary_type + "foo"  # str
										c.update_from_string(
										    f"n_embd={n_embd},resid_pdrop={resid_pdrop},scale_attn_weights={scale_attn_weights},summary_type={summary_type}"			)
										self.assertEqual(__a					,     c.n_embd					,     "mismatch for key: n_embd"			)
										self.assertEqual(__a					,     c.resid_pdrop					,     "mismatch for key: resid_pdrop"			)
										self.assertEqual(__a					,     c.scale_attn_weights					,     "mismatch for key: scale_attn_weights"			)
										self.assertEqual(__a					,     c.summary_type					,     "mismatch for key: summary_type"			)

							def     snake_case       (  self			):
										__lowerCAmelCase       					=    PretrainedConfig()
										__lowerCAmelCase       					=    [key for key in base_config.__dict__ if key not in config_common_kwargs]
										# If this part of the test fails, you have arguments to addin config_common_kwargs above.
										self.assertListEqual(
										    __a					,     ["is_encoder_decoder", "_name_or_path", "_commit_hash", "transformers_version"]			)
										__lowerCAmelCase       					=    [key for key, value in config_common_kwargs.items() if value == getattr(__a					,     __a			)]
										if len(__a			) > 0:
													raise ValueError(
													    "The following keys are set with the default values in"
													    " `test_configuration_common.config_common_kwargs` pick another value for them:"
													    f" {', '.join(__a			)}."			)

							def     snake_case       (  self			):
										with self.assertRaises(__a			):
													# config is in subfolder, the following should not work without specifying the subfolder
													__lowerCAmelCase       					=    BertConfig.from_pretrained("hf-internal-testing/tiny-random-bert-subfolder"			)

										__lowerCAmelCase       					=    BertConfig.from_pretrained("hf-internal-testing/tiny-random-bert-subfolder"					,     subfolder="bert"			)

										self.assertIsNotNone(__a			)

							def     snake_case       (  self			):
										# A mock response for an HTTP head request to emulate server down
										__lowerCAmelCase       					=    mock.Mock()
										__lowerCAmelCase       					=    5_00
										__lowerCAmelCase       					=    {}
										__lowerCAmelCase       					=    HTTPError
										__lowerCAmelCase       					=    {}

										# Download this model to make sure it's in the cache.
										__lowerCAmelCase       					=    BertConfig.from_pretrained("hf-internal-testing/tiny-random-bert"			)

										# Under the mock environment we get a 500 error when trying to reach the model.
										with mock.patch("requests.Session.request"					,     return_value=__a			) as mock_head:
													__lowerCAmelCase       					=    BertConfig.from_pretrained("hf-internal-testing/tiny-random-bert"			)
													# This check we did call the fake head request
													mock_head.assert_called()

							def     snake_case       (  self			):
										# This test is for deprecated behavior and can be removed in v5
										__lowerCAmelCase       					=    BertConfig.from_pretrained(
										    "https://huggingface.co/hf-internal-testing/tiny-random-bert/resolve/main/config.json"			)

							def     snake_case       (  self			):
										__lowerCAmelCase       					=    AutoConfig.from_pretrained("bert-base-cased"			)
										__lowerCAmelCase       					=    ["config.4.0.0.json"]

										with tempfile.TemporaryDirectory() as tmp_dir:
													configuration.save_pretrained(__a			)
													__lowerCAmelCase       					=    2
													json.dump(configuration.to_dict()					,     open(os.path.join(__a					,     "config.4.0.0.json"			)					,     "w"			)			)

													# This should pick the new configuration file as the version of Transformers is > 4.0.0
													__lowerCAmelCase       					=    AutoConfig.from_pretrained(__a			)
													self.assertEqual(new_configuration.hidden_size					,     2			)

													# Will need to be adjusted if we reach v42 and this test is still here.
													# Should pick the old configuration file as the version of Transformers is < 4.42.0
													__lowerCAmelCase       					=    ["config.42.0.0.json"]
													__lowerCAmelCase       					=    7_68
													configuration.save_pretrained(__a			)
													shutil.move(os.path.join(__a					,     "config.4.0.0.json"			)					,     os.path.join(__a					,     "config.42.0.0.json"			)			)
													__lowerCAmelCase       					=    AutoConfig.from_pretrained(__a			)
													self.assertEqual(new_configuration.hidden_size					,     7_68			)



							def     snake_case       (  self			):
										# This repo has two configuration files, one for v4.0.0 and above with a different hidden size.
										__lowerCAmelCase       					=    "hf-internal-testing/test-two-configs"

										import transformers as new_transformers

										__lowerCAmelCase       					=    "v4.0.0"
										__lowerCAmelCase					,			__lowerCAmelCase       					=    new_transformers.models.auto.AutoConfig.from_pretrained(
										    __a					,     return_unused_kwargs=__a			)
										self.assertEqual(new_configuration.hidden_size					,     2			)
										# This checks `_configuration_file` ia not kept in the kwargs by mistake.
										self.assertDictEqual(__a					,     {}			)

										# Testing an older version by monkey-patching the version in the module it's used.
										import transformers as old_transformers

										__lowerCAmelCase       					=    "v3.0.0"
										__lowerCAmelCase       					=    old_transformers.models.auto.AutoConfig.from_pretrained(__a			)
										self.assertEqual(old_configuration.hidden_size					,     7_68			)




