"""Code generated by Speakeasy (https://speakeasy.com). DO NOT EDIT."""
# @generated-id: 4000b05e3b8d

from __future__ import annotations
from mistralai.client.types import (
    BaseModel,
    Nullable,
    OptionalNullable,
    UNSET,
    UNSET_SENTINEL,
)
from pydantic import model_serializer
from typing import Optional
from typing_extensions import NotRequired, TypedDict


class ClassifierTrainingParametersTypedDict(TypedDict):
    training_steps: NotRequired[Nullable[int]]
    learning_rate: NotRequired[float]
    weight_decay: NotRequired[Nullable[float]]
    warmup_fraction: NotRequired[Nullable[float]]
    epochs: NotRequired[Nullable[float]]
    seq_len: NotRequired[Nullable[int]]


class ClassifierTrainingParameters(BaseModel):
    training_steps: OptionalNullable[int] = UNSET

    learning_rate: Optional[float] = 0.0001

    weight_decay: OptionalNullable[float] = UNSET

    warmup_fraction: OptionalNullable[float] = UNSET

    epochs: OptionalNullable[float] = UNSET

    seq_len: OptionalNullable[int] = UNSET

    @model_serializer(mode="wrap")
    def serialize_model(self, handler):
        optional_fields = set(
            [
                "training_steps",
                "learning_rate",
                "weight_decay",
                "warmup_fraction",
                "epochs",
                "seq_len",
            ]
        )
        nullable_fields = set(
            ["training_steps", "weight_decay", "warmup_fraction", "epochs", "seq_len"]
        )
        serialized = handler(self)
        m = {}

        for n, f in type(self).model_fields.items():
            k = f.alias or n
            val = serialized.get(k, serialized.get(n))
            is_nullable_and_explicitly_set = (
                k in nullable_fields
                and (self.__pydantic_fields_set__.intersection({n}))  # pylint: disable=no-member
            )

            if val != UNSET_SENTINEL:
                if (
                    val is not None
                    or k not in optional_fields
                    or is_nullable_and_explicitly_set
                ):
                    m[k] = val

        return m