HuggingFaceDataset doesn't shuffle the dataset

[ToldoDM]

Describe the bug
HuggingFaceDataset doesn't shuffle the dataset either when passing shuffle=True and also by calling the shuffle() method

To Reproduce
Steps to reproduce the behavior:

1. Run this code:

normal_ds = HuggingFaceDataset("imdb", split="test")
print('Normal')
for i in range(10):
    print(f'shuffle: {normal_ds.shuffled}, label: {normal_ds[i][1]}, Text: {normal_ds[i][0]}')

shuffle_ds = HuggingFaceDataset("imdb", split="test", shuffle=True)
print('shuffled')
for i in range(10):
    print(f'shuffle: {shuffle_ds.shuffled}, label: {shuffle_ds[i][1]}, Text: {shuffle_ds[i][0]}')

normal_ds.shuffle()
print('Normal shuffled')
for i in range(10):
    print(f'shuffle: {normal_ds.shuffled}, label: {normal_ds[i][1]}, Text: {normal_ds[i][0]}')

2. Output:
   

Expected behavior
Shuffle the dataset

Screenshots or Traceback
No Traceback.

System Information (please complete the following information):

• OS: Linux

• Library versions: pip freeze ->
  absl-py==2.1.0
  accelerate==0.30.0
  aiohttp==3.9.5
  aiosignal==1.3.1
  anyio==4.3.0
  anytree==2.12.1
  argon2-cffi==23.1.0
  argon2-cffi-bindings==21.2.0
  arrow==1.3.0
  asttokens==2.4.1
  astunparse==1.6.3
  async-lru==2.0.4
  async-timeout==4.0.3
  attrs==23.2.0
  Babel==2.15.0
  beautifulsoup4==4.12.3
  bert-score==0.3.13
  bleach==6.1.0
  boto3==1.34.101
  botocore==1.34.101
  bpemb==0.3.5
  certifi==2024.2.2
  cffi==1.16.0
  charset-normalizer==3.3.2
  click==8.1.7
  comm==0.2.2
  conllu==4.5.3
  contourpy==1.2.1
  cycler==0.12.1
  datasets==2.19.1
  debugpy==1.8.1
  decorator==5.1.1
  defusedxml==0.7.1
  Deprecated==1.2.14
  dill==0.3.8
  docopt==0.6.2
  editdistance==0.8.1
  exceptiongroup==1.2.1
  executing==2.0.1
  fastjsonschema==2.19.1
  filelock==3.14.0
  flair==0.13.1
  flatbuffers==24.3.25
  fonttools==4.51.0
  fqdn==1.5.1
  frozenlist==1.4.1
  fsspec==2024.3.1
  ftfy==6.2.0
  gast==0.5.4
  gdown==5.1.0
  gensim==4.3.2
  google-pasta==0.2.0
  grpcio==1.63.0
  h11==0.14.0
  h5py==3.11.0
  httpcore==1.0.5
  httpx==0.27.0
  huggingface-hub==0.23.0
  idna==3.7
  ipykernel==6.29.4
  ipython==8.24.0
  ipywidgets==8.1.2
  isoduration==20.11.0
  Janome==0.5.0
  jedi==0.19.1
  jieba==0.42.1
  Jinja2==3.1.4
  jmespath==1.0.1
  joblib==1.4.2
  json5==0.9.25
  jsonpointer==2.4
  jsonschema==4.22.0
  jsonschema-specifications==2023.12.1
  jupyter==1.0.0
  jupyter-console==6.6.3
  jupyter-events==0.10.0
  jupyter-lsp==2.2.5
  jupyter_client==8.6.1
  jupyter_core==5.7.2
  jupyter_server==2.14.0
  jupyter_server_terminals==0.5.3
  jupyterlab==4.1.8
  jupyterlab_pygments==0.3.0
  jupyterlab_server==2.27.1
  jupyterlab_widgets==3.0.10
  keras==3.3.3
  kiwisolver==1.4.5
  langdetect==1.0.9
  language-tool-python==2.8
  lemminflect==0.2.3
  libclang==18.1.1
  lru-dict==1.3.0
  lxml==5.2.1
  Markdown==3.6
  markdown-it-py==3.0.0
  MarkupSafe==2.1.5
  matplotlib==3.8.4
  matplotlib-inline==0.1.7
  mdurl==0.1.2
  mistune==3.0.2
  ml-dtypes==0.3.2
  more-itertools==10.2.0
  mpld3==0.5.10
  mpmath==1.3.0
  multidict==6.0.5
  multiprocess==0.70.16
  namex==0.0.8
  nbclient==0.10.0
  nbconvert==7.16.4
  nbformat==5.10.4
  nest-asyncio==1.6.0
  networkx==3.3
  nltk==3.8.1
  notebook==7.1.3
  notebook_shim==0.2.4
  num2words==0.5.13
  numpy==1.26.4
  nvidia-cublas-cu12==12.1.3.1
  nvidia-cuda-cupti-cu12==12.1.105
  nvidia-cuda-nvrtc-cu12==12.1.105
  nvidia-cuda-runtime-cu12==12.1.105
  nvidia-cudnn-cu12==8.9.2.26
  nvidia-cufft-cu12==11.0.2.54
  nvidia-curand-cu12==10.3.2.106
  nvidia-cusolver-cu12==11.4.5.107
  nvidia-cusparse-cu12==12.1.0.106
  nvidia-nccl-cu12==2.20.5
  nvidia-nvjitlink-cu12==12.4.127
  nvidia-nvtx-cu12==12.1.105
  OpenHowNet==2.0
  opt-einsum==3.3.0
  optree==0.11.0
  overrides==7.7.0
  packaging==24.0
  pandas==2.2.2
  pandocfilters==1.5.1
  parso==0.8.4
  pexpect==4.9.0
  pillow==10.3.0
  pinyin==0.4.0
  platformdirs==4.2.1
  pptree==3.1
  prometheus_client==0.20.0
  prompt-toolkit==3.0.43
  protobuf==4.25.3
  psutil==5.9.8
  ptyprocess==0.7.0
  pure-eval==0.2.2
  pyarrow==16.0.0
  pyarrow-hotfix==0.6
  pycparser==2.22
  Pygments==2.18.0
  pyparsing==3.1.2
  PySocks==1.7.1
  python-dateutil==2.9.0.post0
  python-json-logger==2.0.7
  pytorch_revgrad==0.2.0
  pytz==2024.1
  PyYAML==6.0.1
  pyzmq==26.0.3
  qtconsole==5.5.2
  QtPy==2.4.1
  referencing==0.35.1
  regex==2024.4.28
  requests==2.31.0
  rfc3339-validator==0.1.4
  rfc3986-validator==0.1.1
  rich==13.7.1
  rpds-py==0.18.1
  s3transfer==0.10.1
  safetensors==0.4.3
  scikit-learn==1.4.2
  scipy==1.11.4
  segtok==1.5.11
  semver==3.0.2
  Send2Trash==1.8.3
  sentence-transformers==2.7.0
  sentencepiece==0.2.0
  six==1.16.0
  smart-open==7.0.4
  sniffio==1.3.1
  soupsieve==2.5
  sqlitedict==2.1.0
  stack-data==0.6.3
  sympy==1.12
  tabulate==0.9.0
  tensorboard==2.16.2
  tensorboard-data-server==0.7.2
  tensorflow==2.16.1
  tensorflow-hub==0.16.1
  tensorflow-io-gcs-filesystem==0.37.0
  termcolor==2.4.0
  terminado==0.18.1
  terminaltables==3.1.10
  textattack==0.3.10
  tf_keras==2.16.0
  threadpoolctl==3.5.0
  tinycss2==1.3.0
  tokenizers==0.19.1
  tomli==2.0.1
  torch==2.3.0
  tornado==6.4
  tqdm==4.66.4
  traitlets==5.14.3
  transformer-smaller-training-vocab==0.4.0
  transformers==4.40.2
  triton==2.3.0
  types-python-dateutil==2.9.0.20240316
  typing_extensions==4.11.0
  tzdata==2024.1
  uri-template==1.3.0
  urllib3==1.26.18
  wcwidth==0.2.13
  webcolors==1.13
  webencodings==0.5.1
  websocket-client==1.8.0
  Werkzeug==3.0.3
  widgetsnbextension==4.0.10
  Wikipedia-API==0.6.0
  word2number==1.1
  wrapt==1.16.0
  xxhash==3.4.1
  yarl==1.9.4

• Textattack version 0.3.10

Additional context
in the constructor on line 152 self._dataset.shuffle() return the shuffled dataset object but it isn't saved in the HuggingFaceDataset dataset variable.
There's to say that the interpreter when going into the self._dataset.shuffle() shuffle() reference it goes into the arrow_dataset.py.