
from collections import OrderedDict
from typing import Any, List, Mapping, Optional

from ... import PreTrainedTokenizer, TensorType, is_torch_available
from ...configuration_utils import PretrainedConfig
from ...onnx import OnnxConfigWithPast, PatchingSpec
from ...utils import logging


_a      :			List[str]					=							logging.get_logger(__name__)

_a      :			Tuple					=							{
    """EleutherAI/gpt-j-6B""": """https://huggingface.co/EleutherAI/gpt-j-6B/resolve/main/config.json""",
    # See all GPT-J models at https://huggingface.co/models?filter=gpt_j
}






class      _UpperCAmelCase				(					_snake_case):
    __lowercase							: List[str]  =					"""gptj"""
    __lowercase							: Dict  =					{
        """max_position_embeddings""": """n_positions""",
        """hidden_size""": """n_embd""",
        """num_attention_heads""": """n_head""",
        """num_hidden_layers""": """n_layer""",
    }
    def __init__(    self						,    snake_case_=5_04_00						,    snake_case_=20_48						,    snake_case_=40_96						,    snake_case_=28						,    snake_case_=16						,    snake_case_=64						,    snake_case_=None						,    snake_case_="gelu_new"						,    snake_case_=0.0						,    snake_case_=0.0						,    snake_case_=0.0						,    snake_case_=1E-5						,    snake_case_=0.02						,    snake_case_=True						,    snake_case_=5_02_56						,    snake_case_=5_02_56						,    snake_case_=False						,    **snake_case_						,    ):
      _snake_case     :						int						=   vocab_size
      _snake_case     :						Union[str, Any]						=   n_positions
      _snake_case     :						int						=   n_embd
      _snake_case     :						int						=   n_layer
      _snake_case     :						str						=   n_head
      _snake_case     :						Tuple						=   n_inner
      _snake_case     :						Union[str, Any]						=   rotary_dim
      _snake_case     :						List[Any]						=   activation_function
      _snake_case     :						Dict						=   resid_pdrop
      _snake_case     :						Optional[Any]						=   embd_pdrop
      _snake_case     :						int						=   attn_pdrop
      _snake_case     :						Any						=   layer_norm_epsilon
      _snake_case     :						Optional[int]						=   initializer_range
      _snake_case     :						int						=   use_cache

      _snake_case     :						Any						=   bos_token_id
      _snake_case     :						List[Any]						=   eos_token_id

      super().__init__(
          bos_token_id=snake_case_						,    eos_token_id=snake_case_						,    tie_word_embeddings=snake_case_						,    **snake_case_     )






class      _UpperCAmelCase				(					_snake_case):
    def __init__(    self						,    snake_case_						,    snake_case_ = "default"						,    snake_case_ = None						,    snake_case_ = False						,    ):
      super().__init__(snake_case_						,    task=snake_case_						,    patching_specs=snake_case_						,    use_past=snake_case_     )
      if not getattr(self._config						,    "pad_token_id"						,    snake_case_     ):
        # TODO: how to do that better?
        _snake_case     :						List[Any]						=   0
    @property
    def 					lowerCamelCase__	(    self     ):
      _snake_case     :						List[Any]						=   OrderedDict({"input_ids": {0: "batch", 1: "sequence"}}     )
      if self.use_past:
        self.fill_with_past_key_values_(snake_case_						,    direction="inputs"     )
        _snake_case     :						Union[str, Any]						=   {0: "batch", 1: "past_sequence + sequence"}
      else:
        _snake_case     :						Optional[Any]						=   {0: "batch", 1: "sequence"}

      return common_inputs
    @property
    def 					lowerCamelCase__	(    self     ):
      return self._config.n_layer
    @property
    def 					lowerCamelCase__	(    self     ):
      return self._config.n_head
    def 					lowerCamelCase__	(    self						,    snake_case_						,    snake_case_ = -1						,    snake_case_ = -1						,    snake_case_ = False						,    snake_case_ = None						,    ):
      _snake_case     :						List[Any]						=   super(snake_case_						,    self     ).generate_dummy_inputs(
          snake_case_						,    batch_size=snake_case_						,    seq_length=snake_case_						,    is_pair=snake_case_						,    framework=snake_case_     )

      # We need to order the input in the way they appears in the forward()
      _snake_case     :						Optional[Any]						=   OrderedDict({"input_ids": common_inputs["input_ids"]}     )

      # Need to add the past_keys
      if self.use_past:
        if not is_torch_available():
          raise ValueError("Cannot generate dummy past_keys inputs without PyTorch installed."     )
        else:
          import torch

          _snake_case     :						List[str]						=   common_inputs["input_ids"].shape
          # Not using the same length for past_key_values
          _snake_case     :						Tuple						=   seqlen + 2
          _snake_case     :						Tuple						=   (
              batch,
              self.num_attention_heads,
              past_key_values_length,
              self._config.hidden_size // self.num_attention_heads,
          )
          _snake_case     :						str						=   [
              (torch.zeros(snake_case_     ), torch.zeros(snake_case_     )) for _ in range(self.num_layers     )
          ]

      _snake_case     :						List[Any]						=   common_inputs["attention_mask"]
      if self.use_past:
        _snake_case     :						int						=   ordered_inputs["attention_mask"].dtype
        _snake_case     :						Optional[Any]						=   torch.cat(
            [ordered_inputs["attention_mask"], torch.ones(snake_case_						,    snake_case_						,    dtype=snake_case_     )]						,    dim=1     )

      return ordered_inputs


    @property
    def 					lowerCamelCase__	(    self     ):
      return 13



"""simple docstring"""
import unittest

from .lib import (
    Matrix,
    Vector,
    axpy,
    square_zero_matrix,
    unit_basis_vector,
    zero_vector,
)






class      _UpperCAmelCase				(					unittest.TestCase):
    def 					lowerCamelCase__	(    self     ):
      _snake_case     :						List[Any]						=   Vector([1, 2, 3]     )
      self.assertEqual(x.component(0     )						,    1     )
      self.assertEqual(x.component(2     )						,    3     )
      _snake_case     :						List[Any]						=   Vector()
    def 					lowerCamelCase__	(    self     ):
      _snake_case     :						Any						=   Vector([0, 0, 0, 0, 0, 1]     )
      self.assertEqual(str(snake_case_     )						,    "(0,0,0,0,0,1)"     )
    def 					lowerCamelCase__	(    self     ):
      _snake_case     :						Dict						=   Vector([1, 2, 3, 4]     )
      self.assertEqual(len(snake_case_     )						,    4     )
    def 					lowerCamelCase__	(    self     ):
      _snake_case     :						List[Any]						=   Vector([1, 2]     )
      _snake_case     :						List[str]						=   Vector([1, 2, 3, 4, 5]     )
      _snake_case     :						List[Any]						=   Vector([0, 0, 0, 0, 0, 0, 0, 0, 0, 0]     )
      _snake_case     :						Any						=   Vector([1, -1, 1, -1, 2, -3, 4, -5]     )
      self.assertAlmostEqual(x.euclidean_length()						,    2.236						,    3     )
      self.assertAlmostEqual(y.euclidean_length()						,    7.416						,    3     )
      self.assertEqual(z.euclidean_length()						,    0     )
      self.assertAlmostEqual(w.euclidean_length()						,    7.616						,    3     )
    def 					lowerCamelCase__	(    self     ):
      _snake_case     :						List[Any]						=   Vector([1, 2, 3]     )
      _snake_case     :						Any						=   Vector([1, 1, 1]     )
      self.assertEqual((x + y).component(0     )						,    2     )
      self.assertEqual((x + y).component(1     )						,    3     )
      self.assertEqual((x + y).component(2     )						,    4     )
    def 					lowerCamelCase__	(    self     ):
      _snake_case     :						str						=   Vector([1, 2, 3]     )
      _snake_case     :						Union[str, Any]						=   Vector([1, 1, 1]     )
      self.assertEqual((x - y).component(0     )						,    0     )
      self.assertEqual((x - y).component(1     )						,    1     )
      self.assertEqual((x - y).component(2     )						,    2     )
    def 					lowerCamelCase__	(    self     ):
      _snake_case     :						Optional[int]						=   Vector([1, 2, 3]     )
      _snake_case     :						List[Any]						=   Vector([2, -1, 4]     )  # for test of dot product
      _snake_case     :						Union[str, Any]						=   Vector([1, -2, -1]     )
      self.assertEqual(str(x * 3.0     )						,    "(3.0,6.0,9.0)"     )
      self.assertEqual((a * b)						,    0     )
    def 					lowerCamelCase__	(    self     ):
      self.assertEqual(str(zero_vector(10     )     ).count("0"     )						,    10     )
    def 					lowerCamelCase__	(    self     ):
      self.assertEqual(str(unit_basis_vector(3						,    1     )     )						,    "(0,1,0)"     )
    def 					lowerCamelCase__	(    self     ):
      _snake_case     :						Tuple						=   Vector([1, 2, 3]     )
      _snake_case     :						Optional[Any]						=   Vector([1, 0, 1]     )
      self.assertEqual(str(axpy(2						,    snake_case_						,    snake_case_     )     )						,    "(3,4,7)"     )
    def 					lowerCamelCase__	(    self     ):
      _snake_case     :						Union[str, Any]						=   Vector([1, 0, 0, 0, 0, 0]     )
      _snake_case     :						Optional[int]						=   x.copy()
      self.assertEqual(str(snake_case_     )						,    str(snake_case_     )     )
    def 					lowerCamelCase__	(    self     ):
      _snake_case     :						Dict						=   Vector([1, 0, 0]     )
      x.change_component(0						,    0     )
      x.change_component(1						,    1     )
      self.assertEqual(str(snake_case_     )						,    "(0,1,0)"     )
    def 					lowerCamelCase__	(    self     ):
      _snake_case     :						str						=   Matrix([[1, 2, 3], [2, 4, 5], [6, 7, 8]]						,    3						,    3     )
      self.assertEqual("|1,2,3|\n|2,4,5|\n|6,7,8|\n"						,    str(snake_case_     )     )
    def 					lowerCamelCase__	(    self     ):
      _snake_case     :						Dict						=   Matrix([[1, 2, 3], [2, 4, 5], [6, 7, 8]]						,    3						,    3     )
      _snake_case     :						str						=   [[-3, -14, -10], [-5, -10, -5], [-2, -1, 0]]
      for x in range(a.height()     ):
        for y in range(a.width()     ):
          self.assertEqual(minors[x][y]						,    a.minor(snake_case_						,    snake_case_     )     )
    def 					lowerCamelCase__	(    self     ):
      _snake_case     :						Union[str, Any]						=   Matrix([[1, 2, 3], [2, 4, 5], [6, 7, 8]]						,    3						,    3     )
      _snake_case     :						Optional[Any]						=   [[-3, 14, -10], [5, -10, 5], [-2, 1, 0]]
      for x in range(a.height()     ):
        for y in range(a.width()     ):
          self.assertEqual(cofactors[x][y]						,    a.cofactor(snake_case_						,    snake_case_     )     )
    def 					lowerCamelCase__	(    self     ):
      _snake_case     :						int						=   Matrix([[1, 2, 3], [2, 4, 5], [6, 7, 8]]						,    3						,    3     )
      self.assertEqual(-5						,    a.determinant()     )
    def 					lowerCamelCase__	(    self     ):
      _snake_case     :						str						=   Matrix([[1, 2, 3], [4, 5, 6], [7, 8, 9]]						,    3						,    3     )
      _snake_case     :						List[str]						=   Vector([1, 2, 3]     )
      self.assertEqual("(14,32,50)"						,    str(a * x     )     )
      self.assertEqual("|2,4,6|\n|8,10,12|\n|14,16,18|\n"						,    str(a * 2     )     )
    def 					lowerCamelCase__	(    self     ):
      _snake_case     :						Optional[int]						=   Matrix([[1, 2, 3], [2, 4, 5], [6, 7, 8]]						,    3						,    3     )
      a.change_component(0						,    2						,    5     )
      self.assertEqual("|1,2,5|\n|2,4,5|\n|6,7,8|\n"						,    str(snake_case_     )     )
    def 					lowerCamelCase__	(    self     ):
      _snake_case     :						List[Any]						=   Matrix([[1, 2, 3], [2, 4, 5], [6, 7, 8]]						,    3						,    3     )
      self.assertEqual(7						,    a.component(2						,    1     )						,    0.01     )
    def 					lowerCamelCase__	(    self     ):
      _snake_case     :						Tuple						=   Matrix([[1, 2, 3], [2, 4, 5], [6, 7, 8]]						,    3						,    3     )
      _snake_case     :						int						=   Matrix([[1, 2, 7], [2, 4, 5], [6, 7, 10]]						,    3						,    3     )
      self.assertEqual("|2,4,10|\n|4,8,10|\n|12,14,18|\n"						,    str(a + b     )     )
    def 					lowerCamelCase__	(    self     ):
      _snake_case     :						int						=   Matrix([[1, 2, 3], [2, 4, 5], [6, 7, 8]]						,    3						,    3     )
      _snake_case     :						Optional[Any]						=   Matrix([[1, 2, 7], [2, 4, 5], [6, 7, 10]]						,    3						,    3     )
      self.assertEqual("|0,0,-4|\n|0,0,0|\n|0,0,-2|\n"						,    str(a - b     )     )


    def 					lowerCamelCase__	(    self     ):
      self.assertEqual(
          "|0,0,0,0,0|\n|0,0,0,0,0|\n|0,0,0,0,0|\n|0,0,0,0,0|\n|0,0,0,0,0|\n"						,    str(square_zero_matrix(5     )     )						,    )


if __name__ == "__main__":
    unittest.main()

