





import unittest

from transformers import AutoTokenizer, is_flax_available
from transformers.testing_utils import require_flax, require_sentencepiece, require_tokenizers, slow


if is_flax_available():
   import jax.numpy as jnp

   from transformers import FlaxXLMRobertaModel




@require_sentencepiece
@require_tokenizers
@require_flax
class 			__UpperCamelCase    (							unittest.TestCase    ):





     @slow
     def 		UpperCamelCase(     self					):
        _UpperCAmelCase           =   FlaxXLMRobertaModel.from_pretrained('''xlm-roberta-base'''					)
        _UpperCAmelCase           =   AutoTokenizer.from_pretrained('''xlm-roberta-base'''					)
        _UpperCAmelCase           =   '''The dog is cute and lives in the garden house'''
        _UpperCAmelCase           =   jnp.array([tokenizer.encode(_UpperCamelCase					)]					)

        _UpperCAmelCase           =   (1, 12, 768)  # batch_size, sequence_length, embedding_vector_dim
        _UpperCAmelCase           =   jnp.array(
            [[-0.0101, 0.1218, -0.0803, 0.0801, 0.1327, 0.0776, -0.1215, 0.2383, 0.3338, 0.3106, 0.0300, 0.0252]]					)

        _UpperCAmelCase           =   model(_UpperCamelCase					)['''last_hidden_state''']
        self.assertEqual(output.shape				,							_UpperCamelCase					)
        # compare the actual values for a slice of last dim
        self.assertTrue(jnp.allclose(output[:, :, -1]				,							_UpperCamelCase				,							atol=1e-3					)					)






from ...configuration_utils import PretrainedConfig
from ...utils import logging


UpperCAmelCase_           =	logging.get_logger(__name__)

UpperCAmelCase_           =	{
    "RWKV/rwkv-4-169m-pile": "https://huggingface.co/RWKV/rwkv-4-169m-pile/resolve/main/config.json",
    "RWKV/rwkv-4-430m-pile": "https://huggingface.co/RWKV/rwkv-4-430m-pile/resolve/main/config.json",
    "RWKV/rwkv-4-1b5-pile": "https://huggingface.co/RWKV/rwkv-4-1b5-pile/resolve/main/config.json",
    "RWKV/rwkv-4-3b-pile": "https://huggingface.co/RWKV/rwkv-4-3b-pile/resolve/main/config.json",
    "RWKV/rwkv-4-7b-pile": "https://huggingface.co/RWKV/rwkv-4-7b-pile/resolve/main/config.json",
    "RWKV/rwkv-4-14b-pile": "https://huggingface.co/RWKV/rwkv-4-14b-pile/resolve/main/config.json",
    "RWKV/rwkv-raven-1b5": "https://huggingface.co/RWKV/rwkv-raven-1b5/resolve/main/config.json",
    "RWKV/rwkv-raven-3b": "https://huggingface.co/RWKV/rwkv-raven-3b/resolve/main/config.json",
    "RWKV/rwkv-raven-7b": "https://huggingface.co/RWKV/rwkv-raven-7b/resolve/main/config.json",
    "RWKV/rwkv-raven-14b": "https://huggingface.co/RWKV/rwkv-raven-14b/resolve/main/config.json",
}




class 			__UpperCamelCase    (							A__    ):
     __A	:  Tuple							  =   """rwkv"""
     __A	:  Any							  =   {"""max_position_embeddings""": """context_length"""}





     def __init__(     self				,							_UpperCamelCase=50277				,							_UpperCamelCase=1024				,							_UpperCamelCase=4096				,							_UpperCamelCase=32				,							_UpperCamelCase=None				,							_UpperCamelCase=None				,							_UpperCamelCase=1e-5				,							_UpperCamelCase=0				,							_UpperCamelCase=0				,							_UpperCamelCase=6				,							_UpperCamelCase=False				,							_UpperCamelCase=True				,							**_UpperCamelCase				,							):
        _UpperCAmelCase           =   vocab_size
        _UpperCAmelCase           =   context_length
        _UpperCAmelCase           =   hidden_size
        _UpperCAmelCase           =   num_hidden_layers
        _UpperCAmelCase           =   attention_hidden_size if attention_hidden_size is not None else hidden_size
        _UpperCAmelCase           =   intermediate_size if intermediate_size is not None else 4 * hidden_size
        _UpperCAmelCase           =   layer_norm_epsilon
        _UpperCAmelCase           =   rescale_every
        _UpperCAmelCase           =   use_cache

        _UpperCAmelCase           =   bos_token_id
        _UpperCAmelCase           =   eos_token_id

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