<commit_before>import logging
import time
import sys

from abc import abstractmethod
from collections import defaultdict, OrderedDict
from itertools import cycle

import numpy as np
import torch

from sklearn.model_selection._split import _validate_shuffle_split
from torch.utils.data.sampler import SubsetRandomSampler
from tqdm.auto import tqdm

from scvi.inference.posterior import Posterior

logger = logging.getLogger(__name__)


class Trainer:<commit_msg>tqdm colab fix wrong import previous tqdm file tqdm import fix Revert "tqdm file"<commit_after>import logging
import time
import sys

from abc import abstractmethod
from collections import defaultdict, OrderedDict
from itertools import cycle

import numpy as np
import torch

from sklearn.model_selection._split import _validate_shuffle_split
from torch.utils.data.sampler import SubsetRandomSampler

from scvi.inference.posterior import Posterior

IN_COLAB = "google.colab" in sys.modules
if IN_COLAB is True:
    from tqdm import tqdm
else:
    from tqdm.auto import tqdm

logger = logging.getLogger(__name__)


class Trainer:
{'fraction_non_alphanumeric': 0.03948576675849403, 'fraction_numerical': 0.0, 'mean_word_length': 5.770186335403727, 'pattern_counts': {'":': 0, '<': 3, '<?xml version=': 0, '>': 3, 'https://': 0, 'lorem ipsum': 0, 'www.': 0, 'xml': 0}, 'pii_count': 0, 'substrings_counts': 0, 'word_list_counts': {'cursed_substrings.json': 0, 'profanity_word_list.json': 0, 'sexual_word_list.json': 0, 'zh_pornsignals.json': 0}}
{'dir': 'git-commits-cleaned', 'id': '7627487', 'n_tokens_mistral': 322, 'n_tokens_neox': 320, 'n_words': 115}