Noviyourbae.zip Access

torch>=2.0.0
numpy>=1.24
pandas>=2.0
tqdm>=4.65

import pandas as pd
import torch
from torch.utils.data import Dataset, DataLoader, random_split
from typing import Tuple
class CSVDataset(Dataset):
    """Wrap a pandas DataFrame as a PyTorch dataset."""
    def __init__(self, dataframe: pd.DataFrame, target_col: str):
        self.X = torch.tensor(
            dataframe.drop(columns=[target_col]).values, dtype=torch.float32
        )
        self.y = torch.tensor(
            dataframe[target_col].values, dtype=torch.float32
        ).unsqueeze(1)   # make it (N, 1)
def __len__(self) -> int:
        return len(self.X)
def __getitem__(self, idx: int) -> Tuple[torch.Tensor, torch.Tensor]:
        return self.X[idx], self.y[idx]
class CSVLoader:
    """
    Simple helper that reads a CSV file, infers the target column (the last one
    by default) and can produce train/validation DataLoaders.
    """
    def __init__(self, path: str, target_col: str = None):
        self.df = pd.read_csv(path)
        self.target_col = target_col or self.df.columns[-1]
if self.target_col not in self.df.columns:
            raise ValueError(f"Target column 'self.target_col' not found in CSV.")
self.num_features = self.df.shape[1] - 1
def get_dataset(self) -> CSVDataset:
        return CSVDataset(self.df, self.target_col)
def get_dataloaders(
        self,
        split: float = 0.8,
        batch_size: int = 32,
        shuffle: bool = True,
        num_workers: int = 0,
        seed: int = 42,
    ) -> Tuple[DataLoader, DataLoader]:
        torch.manual_seed(seed)
        dataset = self.get_dataset()
        train_len = int(len(dataset) * split)
        val_len = len(dataset) - train_len
        train_set, val_set = random_split(dataset, [train_len, val_len])
train_loader = DataLoader(
            train_set, batch_size=batch_size, shuffle=shuffle, num_workers=num_workers
        )
        val_loader = DataLoader(
            val_set, batch_size=batch_size, shuffle=False, num_workers=num_workers
        )
        return train_loader, val_loader

Novi (often going by the username noviyourbae on platforms like Instagram and TikTok) is a content creator and model known for her presence in the "babe" or "glamour" modeling niche. She typically creates content focusing on fashion, lifestyle, and swimwear/lingerie modeling, catering to a male-demographic audience interested in Asian aesthetic models (often associated with the "JAV idol" or "gravure idol" adjacent style, though she operates primarily as an independent social media influencer).

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