"""
    #################################################################################################################################################################################################
    # This code library is an adaptation of the original Transformers and was designed, developed and programmed by Sapiens Technology®.                                                            #
    # Any alteration and/or disclosure of this code without prior authorization is strictly prohibited and is subject to legal action that will be forwarded by the Sapiens Technology® legal team. #
    # This set of algorithms aims to download, train, fine-tune and/or infer large language models from various sources and slopes.                                                                 #
    #################################################################################################################################################################################################
"""
from google.protobuf import descriptor as _descriptor
from google.protobuf import message as _message
from google.protobuf import reflection as _reflection
from google.protobuf import symbol_database as _symbol_database
_sym_db = _symbol_database.Default()
DESCRIPTOR = _descriptor.FileDescriptor(name="sentencepiece_model.proto", package="sentencepiece", syntax="proto2", serialized_options=b"H\003", create_key=_descriptor._internal_create_key,
serialized_pb=(
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_TRAINERSPEC_MODELTYPE = _descriptor.EnumDescriptor(name="ModelType", full_name="sentencepiece.TrainerSpec.ModelType", filename=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key,
values=[_descriptor.EnumValueDescriptor(name="UNIGRAM", index=0, number=1, serialized_options=None, type=None, create_key=_descriptor._internal_create_key),
_descriptor.EnumValueDescriptor(name="BPE", index=1, number=2, serialized_options=None, type=None, create_key=_descriptor._internal_create_key),
_descriptor.EnumValueDescriptor(name="WORD", index=2, number=3, serialized_options=None, type=None, create_key=_descriptor._internal_create_key),
_descriptor.EnumValueDescriptor(name="CHAR", index=3, number=4, serialized_options=None, type=None, create_key=_descriptor._internal_create_key)], containing_type=None, serialized_options=None, serialized_start=1294, serialized_end=1347)
_sym_db.RegisterEnumDescriptor(_TRAINERSPEC_MODELTYPE)
_MODELPROTO_SENTENCEPIECE_TYPE = _descriptor.EnumDescriptor(name="Type", full_name="sentencepiece.ModelProto.SentencePiece.Type", filename=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key,
values=[_descriptor.EnumValueDescriptor(name="NORMAL", index=0, number=1, serialized_options=None, type=None, create_key=_descriptor._internal_create_key),
_descriptor.EnumValueDescriptor(name="UNKNOWN", index=1, number=2, serialized_options=None, type=None, create_key=_descriptor._internal_create_key),
_descriptor.EnumValueDescriptor(name="CONTROL", index=2, number=3, serialized_options=None, type=None, create_key=_descriptor._internal_create_key),
_descriptor.EnumValueDescriptor(name="USER_DEFINED", index=3, number=4, serialized_options=None, type=None, create_key=_descriptor._internal_create_key),
_descriptor.EnumValueDescriptor(name="BYTE", index=4, number=6, serialized_options=None, type=None, create_key=_descriptor._internal_create_key),
_descriptor.EnumValueDescriptor(name="UNUSED", index=5, number=5, serialized_options=None, type=None, create_key=_descriptor._internal_create_key)],
containing_type=None, serialized_options=None, serialized_start=2100, serialized_end=2184)
_sym_db.RegisterEnumDescriptor(_MODELPROTO_SENTENCEPIECE_TYPE)
_TRAINERSPEC = _descriptor.Descriptor(name="TrainerSpec", full_name="sentencepiece.TrainerSpec", filename=None, file=DESCRIPTOR, containing_type=None, create_key=_descriptor._internal_create_key,
fields=[_descriptor.FieldDescriptor(name="input", full_name="sentencepiece.TrainerSpec.input", index=0, number=1, type=9, cpp_type=9, label=3, has_default_value=False, default_value=[], message_type=None, enum_type=None, containing_type=None, is_extension=False, extension_scope=None, serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key),
_descriptor.FieldDescriptor(name="input_format", full_name="sentencepiece.TrainerSpec.input_format", index=1, number=7, type=9, cpp_type=9, label=1, has_default_value=False, default_value=b"".decode("utf-8"), message_type=None, enum_type=None, containing_type=None, is_extension=False, extension_scope=None, serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key),
_descriptor.FieldDescriptor(name="model_prefix", full_name="sentencepiece.TrainerSpec.model_prefix", index=2, number=2, type=9, cpp_type=9, label=1, has_default_value=False, default_value=b"".decode("utf-8"), message_type=None, enum_type=None, containing_type=None, is_extension=False, extension_scope=None, serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key),
_descriptor.FieldDescriptor(name="model_type", full_name="sentencepiece.TrainerSpec.model_type", index=3, number=3, type=14, cpp_type=8, label=1, has_default_value=True, default_value=1, message_type=None, enum_type=None, containing_type=None, is_extension=False, extension_scope=None, serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key),
_descriptor.FieldDescriptor(name="vocab_size", full_name="sentencepiece.TrainerSpec.vocab_size", index=4, number=4, type=5, cpp_type=1, label=1, has_default_value=True, default_value=8000, message_type=None, enum_type=None, containing_type=None, is_extension=False, extension_scope=None, serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key),
_descriptor.FieldDescriptor(name="accept_language", full_name="sentencepiece.TrainerSpec.accept_language", index=5, number=5, type=9, cpp_type=9, label=3, has_default_value=False, default_value=[], message_type=None, enum_type=None, containing_type=None, is_extension=False, extension_scope=None, serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key),
_descriptor.FieldDescriptor(name="self_test_sample_size", full_name="sentencepiece.TrainerSpec.self_test_sample_size", index=6, number=6, type=5, cpp_type=1, label=1, has_default_value=True, default_value=0, message_type=None, enum_type=None, containing_type=None, is_extension=False, extension_scope=None, serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key),
_descriptor.FieldDescriptor(name="character_coverage", full_name="sentencepiece.TrainerSpec.character_coverage", index=7, number=10, type=2, cpp_type=6, label=1, has_default_value=True, default_value=float(0.9995), message_type=None, enum_type=None, containing_type=None, is_extension=False, extension_scope=None, serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key),
_descriptor.FieldDescriptor(name="input_sentence_size", full_name="sentencepiece.TrainerSpec.input_sentence_size", index=8, number=11, type=4, cpp_type=4, label=1, has_default_value=True, default_value=0, message_type=None, enum_type=None, containing_type=None, is_extension=False, extension_scope=None, serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key),
_descriptor.FieldDescriptor(name="shuffle_input_sentence", full_name="sentencepiece.TrainerSpec.shuffle_input_sentence", index=9, number=19, type=8, cpp_type=7, label=1, has_default_value=True, default_value=True, message_type=None, enum_type=None, containing_type=None, is_extension=False, extension_scope=None, serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key),
_descriptor.FieldDescriptor(name="mining_sentence_size", full_name="sentencepiece.TrainerSpec.mining_sentence_size", index=10, number=12, type=5, cpp_type=1, label=1, has_default_value=False, default_value=0, message_type=None, enum_type=None, containing_type=None, is_extension=False, extension_scope=None, serialized_options=b"\030\001", file=DESCRIPTOR, create_key=_descriptor._internal_create_key),
_descriptor.FieldDescriptor(name="training_sentence_size", full_name="sentencepiece.TrainerSpec.training_sentence_size", index=11, number=13, type=5, cpp_type=1, label=1, has_default_value=False, default_value=0, message_type=None, enum_type=None, containing_type=None, is_extension=False, extension_scope=None, serialized_options=b"\030\001", file=DESCRIPTOR, create_key=_descriptor._internal_create_key),
_descriptor.FieldDescriptor(name="seed_sentencepiece_size", full_name="sentencepiece.TrainerSpec.seed_sentencepiece_size", index=12, number=14, type=5, cpp_type=1, label=1, has_default_value=True, default_value=1000000, message_type=None, enum_type=None, containing_type=None, is_extension=False, extension_scope=None, serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key),
_descriptor.FieldDescriptor(name="shrinking_factor", full_name="sentencepiece.TrainerSpec.shrinking_factor", index=13, number=15, type=2, cpp_type=6, label=1, has_default_value=True, default_value=float(0.75), message_type=None, enum_type=None, containing_type=None, is_extension=False, extension_scope=None, serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key),
_descriptor.FieldDescriptor(name="max_sentence_length", full_name="sentencepiece.TrainerSpec.max_sentence_length", index=14, number=18, type=5, cpp_type=1, label=1, has_default_value=True, default_value=4192, message_type=None, enum_type=None, containing_type=None, is_extension=False, extension_scope=None, serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key),
_descriptor.FieldDescriptor(name="num_threads", full_name="sentencepiece.TrainerSpec.num_threads", index=15, number=16, type=5, cpp_type=1, label=1, has_default_value=True, default_value=16, message_type=None, enum_type=None, containing_type=None, is_extension=False, extension_scope=None, serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key),
_descriptor.FieldDescriptor(name="num_sub_iterations", full_name="sentencepiece.TrainerSpec.num_sub_iterations", index=16, number=17, type=5, cpp_type=1, label=1, has_default_value=True, default_value=2, message_type=None, enum_type=None, containing_type=None, is_extension=False, extension_scope=None, serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key),
_descriptor.FieldDescriptor(name="max_sentencepiece_length", full_name="sentencepiece.TrainerSpec.max_sentencepiece_length", index=17, number=20, type=5, cpp_type=1, label=1, has_default_value=True, default_value=16, message_type=None, enum_type=None, containing_type=None, is_extension=False, extension_scope=None, serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key),
_descriptor.FieldDescriptor(name="split_by_unicode_script", full_name="sentencepiece.TrainerSpec.split_by_unicode_script", index=18, number=21, type=8, cpp_type=7, label=1, has_default_value=True, default_value=True, message_type=None, enum_type=None, containing_type=None, is_extension=False, extension_scope=None, serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key),
_descriptor.FieldDescriptor(name="split_by_number", full_name="sentencepiece.TrainerSpec.split_by_number", index=19, number=23, type=8, cpp_type=7, label=1, has_default_value=True, default_value=True, message_type=None, enum_type=None, containing_type=None, is_extension=False, extension_scope=None, serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key),
_descriptor.FieldDescriptor(name="split_by_whitespace", full_name="sentencepiece.TrainerSpec.split_by_whitespace", index=20, number=22, type=8, cpp_type=7, label=1, has_default_value=True, default_value=True, message_type=None, enum_type=None, containing_type=None, is_extension=False, extension_scope=None, serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key),
_descriptor.FieldDescriptor(name="treat_whitespace_as_suffix", full_name="sentencepiece.TrainerSpec.treat_whitespace_as_suffix", index=21, number=24, type=8, cpp_type=7, label=1, has_default_value=True, default_value=False, message_type=None, enum_type=None, containing_type=None, is_extension=False, extension_scope=None, serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key),
_descriptor.FieldDescriptor(name="split_digits", full_name="sentencepiece.TrainerSpec.split_digits", index=22, number=25, type=8, cpp_type=7, label=1, has_default_value=True, default_value=False, message_type=None, enum_type=None, containing_type=None, is_extension=False, extension_scope=None, serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key),
_descriptor.FieldDescriptor(name="control_symbols", full_name="sentencepiece.TrainerSpec.control_symbols", index=23, number=30, type=9, cpp_type=9, label=3, has_default_value=False, default_value=[], message_type=None, enum_type=None, containing_type=None, is_extension=False, extension_scope=None, serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key),
_descriptor.FieldDescriptor(name="user_defined_symbols", full_name="sentencepiece.TrainerSpec.user_defined_symbols", index=24, number=31, type=9, cpp_type=9, label=3, has_default_value=False, default_value=[], message_type=None, enum_type=None, containing_type=None, is_extension=False, extension_scope=None, serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key),
_descriptor.FieldDescriptor(name="required_chars", full_name="sentencepiece.TrainerSpec.required_chars", index=25, number=36, type=9, cpp_type=9, label=1, has_default_value=False, default_value=b"".decode("utf-8"), message_type=None, enum_type=None, containing_type=None, is_extension=False, extension_scope=None, serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key),
_descriptor.FieldDescriptor(name="byte_fallback", full_name="sentencepiece.TrainerSpec.byte_fallback", index=26, number=35, type=8, cpp_type=7, label=1, has_default_value=True, default_value=False, message_type=None, enum_type=None, containing_type=None, is_extension=False, extension_scope=None, serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key),
_descriptor.FieldDescriptor(name="vocabulary_output_piece_score", full_name="sentencepiece.TrainerSpec.vocabulary_output_piece_score", index=27, number=32, type=8, cpp_type=7, label=1, has_default_value=True, default_value=True, message_type=None, enum_type=None, containing_type=None, is_extension=False, extension_scope=None, serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key),
_descriptor.FieldDescriptor(name="hard_vocab_limit", full_name="sentencepiece.TrainerSpec.hard_vocab_limit", index=28, number=33, type=8, cpp_type=7, label=1, has_default_value=True, default_value=True, message_type=None, enum_type=None, containing_type=None, is_extension=False, extension_scope=None, serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key),
_descriptor.FieldDescriptor(name="use_all_vocab", full_name="sentencepiece.TrainerSpec.use_all_vocab", index=29, number=34, type=8, cpp_type=7, label=1, has_default_value=True, default_value=False, message_type=None, enum_type=None, containing_type=None, is_extension=False, extension_scope=None, serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key),
_descriptor.FieldDescriptor(name="unk_id", full_name="sentencepiece.TrainerSpec.unk_id", index=30, number=40, type=5, cpp_type=1, label=1, has_default_value=True, default_value=0, message_type=None, enum_type=None, containing_type=None, is_extension=False, extension_scope=None, serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key),
_descriptor.FieldDescriptor(name="bos_id", full_name="sentencepiece.TrainerSpec.bos_id", index=31, number=41, type=5, cpp_type=1, label=1, has_default_value=True, default_value=1, message_type=None, enum_type=None, containing_type=None, is_extension=False, extension_scope=None, serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key),
_descriptor.FieldDescriptor(name="eos_id", full_name="sentencepiece.TrainerSpec.eos_id", index=32, number=42, type=5, cpp_type=1, label=1, has_default_value=True, default_value=2, message_type=None, enum_type=None, containing_type=None, is_extension=False, extension_scope=None, serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key),
_descriptor.FieldDescriptor(name="pad_id", full_name="sentencepiece.TrainerSpec.pad_id", index=33, number=43, type=5, cpp_type=1, label=1, has_default_value=True, default_value=-1, message_type=None, enum_type=None, containing_type=None, is_extension=False, extension_scope=None, serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key),
_descriptor.FieldDescriptor(name="unk_piece", full_name="sentencepiece.TrainerSpec.unk_piece", index=34, number=45, type=9, cpp_type=9, label=1, has_default_value=True, default_value=b"<unk>".decode("utf-8"), message_type=None, enum_type=None, containing_type=None, is_extension=False, extension_scope=None, serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key),
_descriptor.FieldDescriptor(name="bos_piece", full_name="sentencepiece.TrainerSpec.bos_piece", index=35, number=46, type=9, cpp_type=9, label=1, has_default_value=True, default_value=b"<s>".decode("utf-8"), message_type=None, enum_type=None, containing_type=None, is_extension=False, extension_scope=None, serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key),
_descriptor.FieldDescriptor(name="eos_piece", full_name="sentencepiece.TrainerSpec.eos_piece", index=36, number=47, type=9, cpp_type=9, label=1, has_default_value=True, default_value=b"</s>".decode("utf-8"), message_type=None, enum_type=None, containing_type=None, is_extension=False, extension_scope=None, serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key),
_descriptor.FieldDescriptor(name="pad_piece", full_name="sentencepiece.TrainerSpec.pad_piece", index=37, number=48, type=9, cpp_type=9, label=1, has_default_value=True, default_value=b"<pad>".decode("utf-8"), message_type=None, enum_type=None, containing_type=None, is_extension=False, extension_scope=None, serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key),
_descriptor.FieldDescriptor(name="unk_surface", full_name="sentencepiece.TrainerSpec.unk_surface", index=38, number=44, type=9, cpp_type=9, label=1, has_default_value=True, default_value=b" \342\201\207 ".decode("utf-8"), message_type=None, enum_type=None, containing_type=None, is_extension=False, extension_scope=None, serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key),
_descriptor.FieldDescriptor(name="train_extremely_large_corpus", full_name="sentencepiece.TrainerSpec.train_extremely_large_corpus", index=39, number=49, type=8, cpp_type=7, label=1, has_default_value=True, default_value=False, message_type=None, enum_type=None, containing_type=None, is_extension=False, extension_scope=None, serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key)],
extensions=[], nested_types=[], enum_types=[_TRAINERSPEC_MODELTYPE], serialized_options=None, is_extendable=True, syntax="proto2", extension_ranges=[(200, 536870912)], oneofs=[], serialized_start=45, serialized_end=1358)
_NORMALIZERSPEC = _descriptor.Descriptor(name="NormalizerSpec", full_name="sentencepiece.NormalizerSpec", filename=None, file=DESCRIPTOR, containing_type=None, create_key=_descriptor._internal_create_key,
fields=[_descriptor.FieldDescriptor(name="name", full_name="sentencepiece.NormalizerSpec.name", index=0, number=1, type=9, cpp_type=9, label=1, has_default_value=False, default_value=b"".decode("utf-8"), message_type=None, enum_type=None, containing_type=None, is_extension=False, extension_scope=None, serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key),
_descriptor.FieldDescriptor(name="precompiled_charsmap", full_name="sentencepiece.NormalizerSpec.precompiled_charsmap", index=1, number=2, type=12, cpp_type=9, label=1, has_default_value=False, default_value=b"", message_type=None, enum_type=None, containing_type=None, is_extension=False, extension_scope=None, serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key),
_descriptor.FieldDescriptor(name="add_dummy_prefix", full_name="sentencepiece.NormalizerSpec.add_dummy_prefix", index=2, number=3, type=8, cpp_type=7, label=1, has_default_value=True, default_value=True, message_type=None, enum_type=None, containing_type=None, is_extension=False, extension_scope=None, serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key),
_descriptor.FieldDescriptor(name="remove_extra_whitespaces", full_name="sentencepiece.NormalizerSpec.remove_extra_whitespaces", index=3, number=4, type=8, cpp_type=7, label=1, has_default_value=True, default_value=True, message_type=None, enum_type=None, containing_type=None, is_extension=False, extension_scope=None, serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key),
_descriptor.FieldDescriptor(name="escape_whitespaces", full_name="sentencepiece.NormalizerSpec.escape_whitespaces", index=4, number=5, type=8, cpp_type=7, label=1, has_default_value=True, default_value=True, message_type=None, enum_type=None, containing_type=None, is_extension=False, extension_scope=None, serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key),
_descriptor.FieldDescriptor(name="normalization_rule_tsv", full_name="sentencepiece.NormalizerSpec.normalization_rule_tsv", index=5, number=6, type=9, cpp_type=9, label=1, has_default_value=False, default_value=b"".decode("utf-8"), message_type=None, enum_type=None, containing_type=None, is_extension=False, extension_scope=None, serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key)],
extensions=[], nested_types=[], enum_types=[], serialized_options=None, is_extendable=True, syntax="proto2", extension_ranges=[(200, 536870912)], oneofs=[], serialized_start=1361, serialized_end=1570)
_SELFTESTDATA_SAMPLE = _descriptor.Descriptor(name="Sample", full_name="sentencepiece.SelfTestData.Sample", filename=None, file=DESCRIPTOR, containing_type=None, create_key=_descriptor._internal_create_key,
fields=[_descriptor.FieldDescriptor(name="input", full_name="sentencepiece.SelfTestData.Sample.input", index=0, number=1, type=9, cpp_type=9, label=1, has_default_value=False, default_value=b"".decode("utf-8"), message_type=None, enum_type=None, containing_type=None, is_extension=False, extension_scope=None, serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key),
_descriptor.FieldDescriptor(name="expected", full_name="sentencepiece.SelfTestData.Sample.expected", index=1, number=2, type=9, cpp_type=9, label=1, has_default_value=False, default_value=b"".decode("utf-8"), message_type=None, enum_type=None, containing_type=None, is_extension=False, extension_scope=None, serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key)],
extensions=[], nested_types=[], enum_types=[], serialized_options=None, is_extendable=False, syntax="proto2", extension_ranges=[], oneofs=[], serialized_start=1641, serialized_end=1682)
_SELFTESTDATA = _descriptor.Descriptor(name="SelfTestData", full_name="sentencepiece.SelfTestData", filename=None, file=DESCRIPTOR, containing_type=None, create_key=_descriptor._internal_create_key, 
fields=[_descriptor.FieldDescriptor(name="samples", full_name="sentencepiece.SelfTestData.samples", index=0, number=1, type=11, cpp_type=10, label=3, has_default_value=False, default_value=[], message_type=None, enum_type=None, containing_type=None, is_extension=False, extension_scope=None, serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key)],
extensions=[], nested_types=[_SELFTESTDATA_SAMPLE], enum_types=[], serialized_options=None, is_extendable=True, syntax="proto2", extension_ranges=[(200, 536870912)], oneofs=[], serialized_start=1572, serialized_end=1693)
_MODELPROTO_SENTENCEPIECE = _descriptor.Descriptor(name="SentencePiece", full_name="sentencepiece.ModelProto.SentencePiece", filename=None, file=DESCRIPTOR, containing_type=None, create_key=_descriptor._internal_create_key,
fields=[_descriptor.FieldDescriptor(name="piece", full_name="sentencepiece.ModelProto.SentencePiece.piece", index=0, number=1, type=9, cpp_type=9, label=1, has_default_value=False, default_value=b"".decode("utf-8"), message_type=None, enum_type=None, containing_type=None, is_extension=False, extension_scope=None, serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key),
_descriptor.FieldDescriptor(name="score", full_name="sentencepiece.ModelProto.SentencePiece.score", index=1, number=2, type=2, cpp_type=6, label=1, has_default_value=False, default_value=float(0), message_type=None, enum_type=None, containing_type=None, is_extension=False, extension_scope=None, serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key),
_descriptor.FieldDescriptor(name="type", full_name="sentencepiece.ModelProto.SentencePiece.type", index=2, number=3, type=14, cpp_type=8, label=1, has_default_value=True, default_value=1, message_type=None, enum_type=None, containing_type=None, is_extension=False, extension_scope=None, serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key)],
extensions=[], nested_types=[], enum_types=[_MODELPROTO_SENTENCEPIECE_TYPE], serialized_options=None, is_extendable=True, syntax="proto2", extension_ranges=[(200, 536870912)], oneofs=[], serialized_start=1985, serialized_end=2195)
_MODELPROTO = _descriptor.Descriptor(name="ModelProto", full_name="sentencepiece.ModelProto", filename=None, file=DESCRIPTOR, containing_type=None, create_key=_descriptor._internal_create_key,
fields=[_descriptor.FieldDescriptor(name="pieces", full_name="sentencepiece.ModelProto.pieces", index=0, number=1, type=11, cpp_type=10, label=3, has_default_value=False, default_value=[], message_type=None, enum_type=None, containing_type=None, is_extension=False, extension_scope=None, serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key),
_descriptor.FieldDescriptor(name="trainer_spec", full_name="sentencepiece.ModelProto.trainer_spec", index=1, number=2, type=11, cpp_type=10, label=1, has_default_value=False, default_value=None, message_type=None, enum_type=None, containing_type=None, is_extension=False, extension_scope=None, serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key),
_descriptor.FieldDescriptor(name="normalizer_spec", full_name="sentencepiece.ModelProto.normalizer_spec", index=2, number=3, type=11, cpp_type=10, label=1, has_default_value=False, default_value=None, message_type=None, enum_type=None, containing_type=None, is_extension=False, extension_scope=None, serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key),
_descriptor.FieldDescriptor(name="self_test_data", full_name="sentencepiece.ModelProto.self_test_data", index=3, number=4, type=11, cpp_type=10, label=1, has_default_value=False, default_value=None, message_type=None, enum_type=None, containing_type=None, is_extension=False, extension_scope=None, serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key),
_descriptor.FieldDescriptor(name="denormalizer_spec", full_name="sentencepiece.ModelProto.denormalizer_spec", index=4, number=5, type=11, cpp_type=10, label=1, has_default_value=False, default_value=None, message_type=None, enum_type=None, containing_type=None, is_extension=False, extension_scope=None, serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key)],
extensions=[], nested_types=[_MODELPROTO_SENTENCEPIECE], enum_types=[], serialized_options=None, is_extendable=True, syntax="proto2", extension_ranges=[(200, 536870912)], oneofs=[], serialized_start=1696, serialized_end=2206)
_TRAINERSPEC.fields_by_name["model_type"].enum_type = _TRAINERSPEC_MODELTYPE
_TRAINERSPEC_MODELTYPE.containing_type = _TRAINERSPEC
_SELFTESTDATA_SAMPLE.containing_type = _SELFTESTDATA
_SELFTESTDATA.fields_by_name["samples"].message_type = _SELFTESTDATA_SAMPLE
_MODELPROTO_SENTENCEPIECE.fields_by_name["type"].enum_type = _MODELPROTO_SENTENCEPIECE_TYPE
_MODELPROTO_SENTENCEPIECE.containing_type = _MODELPROTO
_MODELPROTO_SENTENCEPIECE_TYPE.containing_type = _MODELPROTO_SENTENCEPIECE
_MODELPROTO.fields_by_name["pieces"].message_type = _MODELPROTO_SENTENCEPIECE
_MODELPROTO.fields_by_name["trainer_spec"].message_type = _TRAINERSPEC
_MODELPROTO.fields_by_name["normalizer_spec"].message_type = _NORMALIZERSPEC
_MODELPROTO.fields_by_name["self_test_data"].message_type = _SELFTESTDATA
_MODELPROTO.fields_by_name["denormalizer_spec"].message_type = _NORMALIZERSPEC
DESCRIPTOR.message_types_by_name["TrainerSpec"] = _TRAINERSPEC
DESCRIPTOR.message_types_by_name["NormalizerSpec"] = _NORMALIZERSPEC
DESCRIPTOR.message_types_by_name["SelfTestData"] = _SELFTESTDATA
DESCRIPTOR.message_types_by_name["ModelProto"] = _MODELPROTO
_sym_db.RegisterFileDescriptor(DESCRIPTOR)
TrainerSpec = _reflection.GeneratedProtocolMessageType("TrainerSpec", (_message.Message,), {"DESCRIPTOR": _TRAINERSPEC, "__module__": "sentencepiece_model_pb2"})
_sym_db.RegisterMessage(TrainerSpec)
NormalizerSpec = _reflection.GeneratedProtocolMessageType("NormalizerSpec", (_message.Message,), {"DESCRIPTOR": _NORMALIZERSPEC, "__module__": "sentencepiece_model_pb2"})
_sym_db.RegisterMessage(NormalizerSpec)
SelfTestData = _reflection.GeneratedProtocolMessageType("SelfTestData", (_message.Message,), {"Sample": _reflection.GeneratedProtocolMessageType("Sample", (_message.Message,), {"DESCRIPTOR": _SELFTESTDATA_SAMPLE, "__module__": "sentencepiece_model_pb2"}), "DESCRIPTOR": _SELFTESTDATA, "__module__": "sentencepiece_model_pb2"})
_sym_db.RegisterMessage(SelfTestData)
_sym_db.RegisterMessage(SelfTestData.Sample)
ModelProto = _reflection.GeneratedProtocolMessageType("ModelProto", (_message.Message,), {"SentencePiece": _reflection.GeneratedProtocolMessageType("SentencePiece", (_message.Message,), {"DESCRIPTOR": _MODELPROTO_SENTENCEPIECE, "__module__": "sentencepiece_model_pb2"}), "DESCRIPTOR": _MODELPROTO, "__module__": "sentencepiece_model_pb2"})
_sym_db.RegisterMessage(ModelProto)
_sym_db.RegisterMessage(ModelProto.SentencePiece)
DESCRIPTOR._options = None
_TRAINERSPEC.fields_by_name["mining_sentence_size"]._options = None
_TRAINERSPEC.fields_by_name["training_sentence_size"]._options = None
"""
    #################################################################################################################################################################################################
    # This code library is an adaptation of the original Transformers and was designed, developed and programmed by Sapiens Technology®.                                                            #
    # Any alteration and/or disclosure of this code without prior authorization is strictly prohibited and is subject to legal action that will be forwarded by the Sapiens Technology® legal team. #
    # This set of algorithms aims to download, train, fine-tune and/or infer large language models from various sources and slopes.                                                                 #
    #################################################################################################################################################################################################
"""
