microsoft / microsoft/qlib

Request for data update #BUG ALSO

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enhancement
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Python
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Description

🌟 Request for data update

Convenient data retrieve method (like python -m qlib.run.get_data qlib_data --target_dir ~/.qlib/qlib_data/cn_data --region cn) can only get data to 2020-9-24. However, if we get data from yahoo manually, It costs lots of time(more than 8 hours here only for DOWNLOAD) and raise bugs.

And when it begins to normalize, it happens [58410:MainThread](2023-09-25 06:27:36,588) ERROR - qlib.workflow - [utils.py:41] - An exception has been raised[TypeError: can't compare offset-naive and offset-aware datetimes]. File "scripts/data_collector/yahoo/collector.py", line 1207, in <module> fire.Fire(Run) File "/Users/bernoulli_hermes/opt/anaconda3/envs/qlibenv/lib/python3.8/site-packages/fire/core.py", line 141, in Fire component_trace = _Fire(component, args, parsed_flag_args, context, name) File "/Users/bernoulli_hermes/opt/anaconda3/envs/qlibenv/lib/python3.8/site-packages/fire/core.py", line 475, in _Fire component, remaining_args = _CallAndUpdateTrace( File "/Users/bernoulli_hermes/opt/anaconda3/envs/qlibenv/lib/python3.8/site-packages/fire/core.py", line 691, in _CallAndUpdateTrace component = fn(*varargs, **kwargs) File "scripts/data_collector/yahoo/collector.py", line 1182, in update_data_to_bin self.normalize_data_1d_extend(qlib_data_1d_dir) File "scripts/data_collector/yahoo/collector.py", line 1072, in normalize_data_1d_extend yc.normalize() File "/Users/bernoulli_hermes/opt/anaconda3/envs/qlibenv/lib/python3.8/site-packages/qlib/scripts/data_collector/base.py", line 319, in normalize for _ in worker.map(self._executor, file_list): File "/Users/bernoulli_hermes/opt/anaconda3/envs/qlibenv/lib/python3.8/concurrent/futures/process.py", line 484, in _chain_from_iterable_of_lists for element in iterable: File "/Users/bernoulli_hermes/opt/anaconda3/envs/qlibenv/lib/python3.8/concurrent/futures/_base.py", line 619, in result_iterator yield fs.pop().result() File "/Users/bernoulli_hermes/opt/anaconda3/envs/qlibenv/lib/python3.8/concurrent/futures/_base.py", line 444, in result return self.__get_result() File "/Users/bernoulli_hermes/opt/anaconda3/envs/qlibenv/lib/python3.8/concurrent/futures/_base.py", line 389, in __get_result raise self._exception TypeError: can't compare offset-naive and offset-aware datetimes.

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First steps

  1. Read the whole issue, then the project's contributing guide.
  2. Comment on the issue to say you are picking it up — it saves two people doing the same work.
  3. Fork the repository and make your change on a branch.
  4. Open a pull request that references the issue number.

Research direction

Start with scripts/data_collector/yahoo/collector.py, especially update_data_to_bin and normalize_data_1d_extend, then inspect the normalization path in qlib/scripts/data_collector/base.py. Reproduce the update using the documented qlib.run.get_data command and determine whether current Yahoo data can complete normalization without the reported datetime TypeError.

Written by the indexing model from the issue text.

Assessment

Tech stack
python
Domain
data-engineering
Issue type
Bug
Difficulty
4/5
Estimated time
3-5 days
Activity status
Stale
Clarity
Mostly clear
Newbie friendliness
30/100

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